v3.9.0 — Persistent, auditable, contradiction-safe memory for coding agents. Hybrid BM25+vector+RRF, native MIC/MAP wire format, HTTP/inbox/daemon transports, hash-of-code pipeline invalidation, persona projection, dependency-ordered walkthrough. 81 MCP tools, 17 AI clients, mind-mem-4b (Qwen3.5-4B full fine-tune). Zero runtime deps.
python serialization memory sqlite mcp cursor governance bm25 ai-agents vector-search rrf local-first hybrid-search ai-memory claude-desktop model-context-protocol mcp-server agent-memory claude-code mic-map
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Updated
May 7, 2026 - Python