Corrections, preferences, and hard-won lessons land in one shared memory - reviewed by you, remembered forever.
New lessons wait for your review before they become shared memory, so nothing wrong gets learned.
Approve a lesson once and every worker applies it from the very next task.
Memory can inform decisions but can never override the policies you set.