Knowledge Memory

Usually each agent session starts from zero and repeats last week's mistake. Our agents' work is saved to memory automatically when a session ends, and relevant lessons are surfaced back to them automatically on the next similar task. Entries can have a shelf life, entries replaced by newer knowledge are pushed down in search, and the memory itself finds outdated and contradictory entries and offers them to the agent for review.