# Learning and Memory

Capture durable outcomes, decisions, feedback, verified commands, experiments, reusable patterns, and corrected assumptions with evidence, confidence, scope, and expiry. Keep records local; redact secrets and personal data. Re-rank the portfolio whenever new evidence materially changes it.