Community Benchmark Guilds

Projection: domain communities will maintain living benchmark guilds that curate tasks, audit contamination, retire saturated tests, and publish disagreement. Guilds give practitioners authority over what usefulness means, reducing dependence on vendor-selected leaderboards while creating a durable evaluation commons.