An open-source pipeline that turns your writing into a specification for AI agents. It describes how you reason, communicate and decide. Agents read it before acting for you. Each claim cites facts that quote your own words, so you can check and correct any claim.
python memory provenance user-modeling traceability ai-agents claude llm llm-tools ai-memory ai-personalization mcp-server claude-code interpretive-layer behavioral-specification agent-alignment
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Updated
Oct 20, 2026 - Python