Reviewable Memory Consolidation for Local AI Agents

AI memory is usually sold as recall.

That is only the first problem.

A serious agent does not merely need to remember more. It needs a way to keep its memory from decaying into duplicates, stale facts, contradictions, abandoned tasks, and vague summaries that feel true because nobody wants to reopen the evidence.

That is the memory problem I care about in sqlite-memory-mcp.