Self-Improving Agents Are Not a Myth: A Complete Loop from Error-Ledger to Loop Engineering

The Pain: The mistake your agent made yesterday, it makes again today. You re-teach it every time — "Remember! Don't do that again!" — and it still forgets. A lot of people say "Self-Improving Agents