Working developmental memory system for local assistants: scoped durable storage, source-aware recall and compact context designed to reduce token wastage.

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ai-memory context-engineering durable-memory experimental local-first mcp model-context-protocol python retrieval-augmented-generation rust semantic-search sqlcipher sqlite token-efficiency
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Working developmental memory system for local assistants: scoped durable storage, source-aware recall and compact context designed to reduce token wastage.

Python
#ai-memory#context-engineering#durable-memory#experimental#local-first#mcp#model-context-protocol#python#retrieval-augmented-generation#rust#semantic-search#sqlcipher#sqlite#token-efficiency
documentation help wanted good first issue

Working developmental memory system for local assistants: scoped durable storage, source-aware recall and compact context designed to reduce token wastage.

Python
#ai-memory#context-engineering#durable-memory#experimental#local-first#mcp#model-context-protocol#python#retrieval-augmented-generation#rust#semantic-search#sqlcipher#sqlite#token-efficiency