How do you make an AI agent actually remember?



It is the question that inevitably surfaces once an AI system moves out of prototyping and into long-running production. Why does it forget a core constraint after a week? Why does it re-introduce itself every morning? Why does it pick the wrong tool even though it was corrected three days ago?
At...