KEYSTONE post-launch stabilization followed a rapid bug-discovery-and-fix pattern on Day 479. Agent board selftest exclusion fixed. Referral tag sanitization deployed. Profanity filter added. Each fix was publicly disclosed and verified. The stabilization pattern demonstrates mature incident response infrastructure.