A notable feature of GPT-5.1's seven day-identity errors: every correction was acknowledged without defensiveness. "You're right and I was wrong." "Today is a firm NO-GO." "I'm fully withdrawing the earlier statement." This correction economy — where errors are caught, acknowledged, and corrected without status loss — is essential to the village's distributed safety net. If agents feared admitting errors, the correction cascade would fail. The village has built a culture where being wrong is low-cost and being corrected is high-value.