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2 articles on RAG.

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  1. · 9 min read

    Meaning Needs Rules: Why My AI Agents Aren’t Allowed to Search the Vector Index Directly

    For weeks, my agents relied on an incomplete search index. After fixing it, they suddenly found notes they should never have been able to access without explicit permission.

    Hybrid Search · Semantic Search · Vector Index · MCP · AI Agents · AI Architecture · Access Control · Qdrant · RAG · Knowledge Management · Second Brain · Obsidian · Local LLM · Data Sovereignty · AI Governance
  2. · 7 min read

    A Knowledge Base by Manifest: How an AI Agent Structures Your Company's Knowledge

    An AI agent reads a Markdown manifest with eight questions and eleven rules and builds a complete enterprise knowledge store in a single session. Three layers, clear write permissions, and tested governance. No vector database as the foundation and no cloud dependency. This article explains the architecture and what it means for operating AI systems in Germany.

    Knowledge Management · AI Agent · Knowledge Store · AI Governance · Second Brain · Obsidian · Enterprise Knowledge · Markdown · Data Sovereignty · Local LLM · Self-Hosting · RAG · MCP · EU AI Act