Why it matters

Semantic memory grounds agent knowledge. RAG foundation.

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The architecture

Embed facts as vectors.

Similarity search on query.

Inject top-k in prompt.

Semantic memoryEmbed factsas vectorsSimilarity searchon queryInject top-kin promptVector DB + embedding model; foundation of production RAG
Semantic memory.
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How it works end to end

Embedding model.

Vector DB.

Top-k retrieval.