How does an X manager agent actually learn over months?
A beginner building an autonomous X manager agent asks how to make it improve over time instead of needing constant babysitting. The answer: log every action with its result, review weekly, and convert corrections into written rules the agent re-reads, since agents improve through rules, not osmosis.