A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index paired with semantic retrieval from a local vector store, queried before each message. For cross-project recall where flat memory files or vector-only RAG fall short. Local-first. Reference implementation.
python persistent-memory ai-agents rag vector-search local-first semantic-memory llm llm-memory ai-memory agent-memory claude-code ai-reliability hermes-labs dual-layer-memory
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Updated
Aug 11, 2026 - Python