learning-scratchpad-loop

Maintain a repo-local learning scratchpad that compounds improvements across sessions by recording mistakes, user corrections, preferences, what worked, and what failed. Use when a user asks for persistent self-improvement, memory across sessions, agent notes, a scratchpad, or a workflow where Codex should adapt based on prior errors and feedback.