Kairos: The Context Keeper

An autonomous development supervisor leveraging context engineering to manage projects from start to finish.

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About the Project

Kairos: The Context Keeper is an autonomous development supervisor that manages the development lifecycle end-to-end using advanced context engineering.

🧠 What it Does

  • CLI Controller (kairos) starts/stops the daemon and lets you interact with terminal commands.
  • Kairos Daemon monitors the system, manages agents, preserves memory.
  • Kiro IDE provides a visual no-code workspace for specs, hooks, and steering files.

🔨 How We Built It

  • Context & Memory: Neo4j (knowledge graph) + ChromaDB (vector RAG over code-graph)
  • Agents: ReAct + Chain-of-Thought, task-master YAML
  • Hybrid LLM: Ollama with Devstral & Kimi-K2, plus Gemini/OpenRouter APIs
  • Infrastructure: Supabase + Docker + Kubernetes

🚧 Challenges We Faced

  • Keeping context within token limits while maintaining fidelity
  • Dynamically routing tasks to the best performing LLM
  • Balancing free/local vs. cloud GPU resources

🌟 Accomplishments

  • 85% context preservation rate
  • Over 90% task completion with the YAML task-master
  • Seamless hybrid (local + cloud) coordination
  • Reflexive fine-tuning for continual self-improvement

Built With

  • chromadb
  • claude-task-master
  • docker
  • fastapi
  • gemini-api
  • jupyter/kaggle/colab-(vram-16gb)
  • kiro-ide
  • kiro.dev
  • kubernetes
  • neo4j
  • ollama
  • openrouter
  • python
  • qdrant
  • qlora
  • rtx-3080-gpu
  • supabase
  • yaml
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