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Storing every chat message and hoping the model finds the right ones does not scale. Here is what actually happens inside a memory pipeline, from fact extraction to scoped vector search, and how to debug it when recall goes sideways.

Most agent memory stacks assume you want another service in the loop. If you are building in TypeScript, that assumption costs you latency, dependencies, and operational overhead you may not need.