Your agent can remember every correction and still repeat the same mistake.
Memory preserves what happened. Learning turns the outcome into a reusable rule for what the agent should do differently next time.
That s how Reflexio enables knowledge sharing: a lesson from one interaction can become a tested, scoped, and reversible behavioral improvement that benefits every user not just the person who provided the correction.
The real measure of learning isn t whether an agent recalls its mistakes. It s whether those mistakes become less common over time.