My buzz agent has an error playbook. It is a canonical detailed log that records failures and errors. Then the core-memory index has a short operating rule to point to the canonical file. When doing similar work it reads the best way to avoid errors and writes new solutions. It makes fewer mistakes and uses less tokens.