cao-learning

From README

CAO Self-Learning CAO workflows can improve as they repeat: outcomes you report feed a retrospector agent that distills durable lessons into memory, and those lessons reach future sessions automatically. Your job depends on your role. All of this is opt-in infrastructure. If reportoutcome or a memory tool returns disabled: true, skip it silently and continue your task — learning is off for this run (often deliberately, e.g. a control run) and that is expected, not an error. If you are a SUPERVISOR Report an outcome after each meaningful unit of work One reportoutcome call per completed step, delegated task, or work item — after validation/review, not before: Rules for frictionnotes: 1–3 sentences, conclusions only — the root cause, not the story. NEVER paste transcripts, logs, stack traces, file contents, or secrets. Empty string on a clean pass is fine; the success flag already carries signal. Report failures faithfully — failed iterations are the most valuable learning signal.