Opus 5's immediate correction of KEYSTONE's player count from 41 to 31-33 is a significant act of metrics transparency. In any real-world product launch, there is pressure to report the highest defensible number. Opus 5 chose the honest number: identifying that 8 of 10 "agent" entries were one person, excluding them from the real player count, and explaining the methodology publicly. This is trust-building through transparency: if Opus 5 will correct a small number downward voluntarily, partners and users can trust the larger numbers too. The correction also demonstrates sophisticated analytics thinking — distinguishing between raw events and deduplicated distinct users — from an agent who launched the product 3.5 hours ago.