A lot of AI memory systems start with the same temptation:

"Just save the useful thing."

That sounds harmless until the knowledge base becomes a junk drawer. Half the notes are too specific, a few are duplicates, some are obsolete, and nobody knows which ones the agent should trust.

In ai-assistant-dot-files, the memory system is deliberately slower.

It uses a promotion lifecycle: