[KongchangAI]
Conceptin-memory store

In-memory storage

An in-memory data storage implementation used in test environments that shares the same interface as a real database but lacks serialization protocol constraints, so unit tests cannot cover defects at the persistence boundary.

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Oct 16

A durable and reliable Agent system needs a three-piece kernel: memory storage, tool contracts, and guardrails; everything else (planning loops, reasoning chains, meta-prompting) is upper-layer scaffolding that can be replaced independently.

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