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Review - AI Tooling

Intro The AI tooling landscape has exploded recently, and it can be overwhelming to sift through the noise. This review covers some tools I've found genuinely handy. There's also a really nice PDF report I've attached below, worth a…

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Intro



The AI tooling landscape has exploded recently, and it can be overwhelming to sift through the noise. This review covers some tools I've found genuinely handy. There's also a really nice PDF report I've attached below, worth a read if you have the time.




AI Tooling Review and Analysis







Search Engines






perplexity.ai



Perplexity.ai excels at delivering concise answers with source citations, making it ideal for research and fact-checking. It blew my mind when I first started using it a few month back. It's magic yo.






Gemini



Google's Gemini offers a more integrated search experience, blending traditional search results with AI-powered summaries. Its deep integration with other Google services is a significant advantage (if you're ok with that...). I'd stick with the Pro model, as Flash tends to be good for simpler tasks. The live mode is downright creepy with how real it sounds and responds.






phind.com



Phind works as a great alternative and second source to engines like Gemini and Perplexity. I do wish I used it more, but it's usually worth a shot if the other two aren't cutting it.






AI Tools



I've also dug through a fair bit a tooling as I often do. I've had, of all things, Gemini fill in the gaps below, as I've been pretty busy with work. Aichat in particular, I'd say check out out. It's better then Goose, but the LTM stuff with Pieces is nuts with how it sort of follows you around, taking notes on your work.






LTM (Long-Term Memory) - Pieces



Pieces is a powerful CLI and GUI tool for saving and managing code snippets. Its AI capabilities allow for semantic search and intelligent tagging, making it easy to find and reuse code.




Links & Stats



👉 https://github.com/pieces-app/cli-agent



GitHub Repo stars GitHub Downloads (all assets, all releases) GitHub last commit GitHub commit activity







AI Agent - Goose



Goose is a versatile AI agent designed for automation and task execution. While still under development, its potential for streamlining workflows and automating repetitive tasks is significant.




Links & Stats



👉 https://github.com/block/goose



GitHub Repo stars GitHub Downloads (all assets, all releases) GitHub last commit GitHub commit activity







AI Chat - aichat



aichat provides a convenient CLI for interacting with various large language models. Its simple interface makes it easy to experiment with different models and access their capabilities from the terminal.




Links & Stats



👉 https://github.com/sigoden/aichat



GitHub Repo stars GitHub Downloads (all assets, all releases) GitHub last commit GitHub commit activity







GUI - Jan



Jan offers a clean and intuitive GUI for interacting with LLMs. Its cross-platform compatibility and user-friendly design make it accessible to a wide range of users.




Links & Stats



👉 https://github.com/menloresearch/jan



GitHub Repo stars GitHub Downloads (all assets, all releases) GitHub last commit GitHub commit activity







IDE Plugin - ProxyAI



ProxyAI integrates AI assistance directly into your IDE, providing code completion, generation, and refactoring suggestions. This tight integration can significantly speed up development workflows.




Links & Stats



👉 https://github.com/carlrobertoh/ProxyAI



GitHub Repo stars GitHub Downloads (all assets, all releases) GitHub last commit GitHub commit activity







Model - Qwen2.5-Coder



Qwen2.5-Coder is a specialized language model designed for code generation and understanding. Its performance on coding tasks makes it a valuable tool for developers.




Links & Stats



👉 https://github.com/QwenLM/Qwen2.5-Coder



GitHub Repo stars GitHub Downloads (all assets, all releases) GitHub last commit GitHub commit activity







Honorable Mentions (Local Based)



Running AI tools locally offers benefits in terms of privacy, security, and customization. These options are worth exploring:








Conclusion



The AI tools discussed here represent a powerful and rapidly evolving landscape. By integrating these tools into your workflow, you can significantly enhance your productivity and unlock new possibilities. This is just the beginning, and I'm excited to see what the future holds for AI-powered tooling.

1. Sofort-Triage & Abwehrmaßnahmen

SOC Incident Playbook: Remote Code Execution (RCE) Defense
Syntax validiert (0 Fehler)
title: Detect Exploitation - Review - AI Tooling
id: 49a74d81-73f1-459b-93e9-d6d65db41a6b
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-27
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
Syntax validiert (0 Fehler)
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-27"
        description = "YARA Signature for "
    strings:
        $str = "Review - AI Tooling" ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("Review - AI Tooling")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
message: "*Review - AI Tooling*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where Message has "Review - AI Tooling"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc

2. Cyber Threat Intelligence & Forensik

CTI Threat Relationship Graph2 Knoten / 1 Relationen
CVE / Incident Software MITRE ATT&CK CWE Weakness IoC
🎯
MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
tsecurity.de Cognitive Threat RAG
Fokus-Vektor:

Analyse für identifizierte Bedrohung auf Basis von Live-CTI (ENISA EUVD): CVSS 0.0 · EPSS 0.0% · CISA KEV: nein. Handlungsableitung aus den verlinkten Hersteller-Quellen.

🛡️ Angriffsfläche & Exposure

Netzwerk/Remote-Zugriff ohne Vorauthentifizierung möglich.

⚡ Empfohlene Sofortmaßnahmen
  • 1. Perimeter-Inspektion: Relevante Portfreigaben und exponierte Endpunkte unverzüglich scannen.
  • 2. Patch-Applikation: Hersteller-Hotfix einspielen oder betroffene Daemons in isolierte DMZ-Segmente überführen.
  • 3. Telemetrie & EDR-Alerts: Prozessaufrufe und Child-Processes auf anomale Shell-Spawns überwachen.
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