The necessity for self-improving memory in agents

"Agent memory" usually means a vector database: embed everything the user said, query by similarity, paste the top matches into the prompt. It's a useful trick, but it isn't memory. It's a lookup table that never learns, never forgets correctly, and can't tell you what was true last month versus tod