Pgvector
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Pick a Vector Database by What Breaks First
Almost every RAG system should start on pgvector. The useful question is not which vector database is fastest, but which failure mode reaches you first.
Agent Memory Is a Database Problem, Not a Prompt Problem
Stuffing an agent's whole history into the prompt is not memory, it is a growing bill and a token ceiling. Real memory is a database with a retrieval step.