🔧 AI Nachrichten ChatGPT showing blank screen [Fix](05.09.2026 um 19:55 Uhr)
⚠️ Malware / Trojaner / VirenSofort deinstallieren: Diese 19 Browser-Erweiterungen sind mit Malware verseucht(06.09.2026 um 08:00 Uhr)
🕵️ SicherheitslückenCVE-2026-85665 | usebruno Bruno up to 3.4.2 path traversal(06.09.2026 um 22:59 Uhr)
🕵️ SicherheitslückenCVE-2026-76925 | Flatpak Symlink toctou (Nessus ID 342817)(06.09.2026 um 22:59 Uhr)
🔧 AI Nachrichten ChatGPT showing blank screen [Fix](05.09.2026 um 19:55 Uhr)
⚠️ Malware / Trojaner / VirenSofort deinstallieren: Diese 19 Browser-Erweiterungen sind mit Malware verseucht(06.09.2026 um 08:00 Uhr)
🕵️ SicherheitslückenCVE-2026-85665 | usebruno Bruno up to 3.4.2 path traversal(06.09.2026 um 22:59 Uhr)
🕵️ SicherheitslückenCVE-2026-76925 | Flatpak Symlink toctou (Nessus ID 342817)(06.09.2026 um 22:59 Uhr)

🔧 Programmierung 🕛 kürzlich 5 Min Lesezeit
0

I Was Drowning in Opportunities. So I Built a Compass.

↗ Quelle (dev.to)
🗣️ Stimme:
📑 Inhaltsübersicht

This is a submission for the






What I Built



Lodestone is an AI accountability agent that helps ambitious students stay aligned with their long-term goals.

Most people don't fail because they lack opportunities. They fail because they slowly drift away from the future they originally chose.

I'm a Computer Science student originally from Cameroon, studying at an HBCU in the United States. I founded my school's first student-led hackathon and have been part of programs ranging from a State Department exchange to ISACA mentorships. The problem I kept running into wasn't finding opportunities. It was knowing which ones actually mattered for the future I was trying to build.

Lodestone was built to solve that problem, not just for me, but for every ambitious student drowning in options with no compass.



The application helps users:




  • Discover a personal North Star from natural language input

  • Evaluate decisions against long-term goals with alignment scoring

  • Track alignment over time with a live trend

  • Detect goal drift before it becomes a habit

  • Generate personalized reflections and weekly action plans powered by Hermes





Demo





Goal Discovery



Users don't need to write a perfect life mission statement. They just talk.









Decision Evaluation



Users log decisions as they happen in real life, no structured input is required here.







Reflection Generation



This is the centerpiece :)



The user clicks Generate Reflection. Hermes runs a visible three-phase sequence:




  1. Reading memory

  2. Reasoning across decisions

  3. Building a plan



The output references the user's actual decisions by name, identifies behavioral patterns over time, and ends with a concrete weekly recommendation. It is not generic advice. It is personalized accountability.



/
lodestone.ai












My Tech Stack



Hermes Agent (running locally via WSL/Ubuntu)

Gemini (connected to Hermes as the underlying model)

React + TypeScript

Vite

Tailwind CSS

Node.js






How I Used Hermes Agent



Hermes Agent is the reasoning engine at the center of Lodestone. Every meaningful feature runs through it.






Memory



Hermes stores and retrieves the user's North Star, motivations, and planning horizon across sessions. This means decisions logged today are evaluated against goals set months ago -- not just the last message in a chat window.






Multi-Step Reasoning



When generating reflections, Hermes doesn't evaluate a single interaction. It reasons across the full decision history, identifies trends, detects drift, and compares recent behavior to the user's intended direction. That multi-step process is what separates Lodestone from a chatbot with a scoring widget.






Planning



Hermes produces actionable next steps grounded in the user's actual history and long-term objectives. It doesn't just describe what happened. It generates a plan for what should happen next.






Agentic Workflow



The reflection flow makes the agentic behavior visible and legible to the user, with three explicit phases: memory, reasoning, and plan. This was a deliberate design choice. The goal was for users to see Hermes working, not just producing output.






Challenges I Ran Into



The hardest problem was the cold start, a compass is useless without a direction. Most productivity tools fail because they demand a perfectly articulated goal upfront. The insight that unlocked Lodestone was letting Hermes extract a North Star from natural, fragmented input. That single design decision made the whole system feel accessible instead of intimidating.

The second challenge was making the agentic behavior legible. It's not enough for Hermes to reason well internally; users need to see it happening. Designing the three-phase reflection flow around memory, reasoning, and planning solved that.






What I Learned



The most valuable part of Hermes wasn't text generation. It was the combination of memory, reasoning, and planning working together across time.

Building Lodestone changed how I think about what AI products can be. The future isn't assistants that answer questions. It's systems that help people maintain direction -- that hold the thread between who you said you wanted to be and what you're actually doing today.






What's Next




  • Weekly autonomous reflections triggered without user input

  • Proactive drift alerts before the drop are significant

  • Voice-based goal discovery

  • Calendar and task integrations

  • Long-term goal forecasting across 6 and 12-month horizons



Most AI tools help people do more.

Lodestone helps people remember why they're doing it in the first place.

For students drowning in opportunities, that's not a nice-to-have. That's the whole game.

Vollständiger Original-Bericht
Ausführliche Details, Code-Beispiele & Hersteller-Stellungnahme auf dev.to.
↗ Original-Artikel auf dev.to lesen
Wie bewertest du diesen Beitrag?
1 Klick Feedback
Teilen mit Netzwerk & Team:

Community-Analysen & Experten-Meinungen 0

Verfasse deine eigene Analyse, teile Workarounds oder diskutiere diesen Vorfall im Blog.
Noch keine Community-Analyse verfasst. Markiere einen Textabschnitt oder klicke oben auf Eigene Analyse verfassen“!
Community Pulse: Relevanz-Einschätzung
1 Klick Experten-Votum
🔴 Akute Relevanz 40%
🟡 In Evaluierung 27%
🟢 Keine Auswirkung 15%
Spannende Innovation 18%
Verwandte Story-Cluster & Quellen (Vektor-KI)
Port 8095 Engine
2 Quellen
Jetzt patchen! Angreifer attackieren JFrog Artifactory und machen sich zu Admins
1 Quelle
OpenAI’s new Astra model is finally here – why safety experts are worried
1 Quelle
WhatsApp-Schwachstelle: Zugriff auf Fotos bei gesperrtem Android-Handy
Ähnliche Beiträge
🔍 Verwandte News

Auch interessante Nachrichten I Was Drowning in Opportunities. So I Built a Compass.

Thematisch verwandte Begriffe: Drowning, Opportunities, Built, Compass · 6 Treffer

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...