# The Hidden Lottery Inside AI Two-Tier Research Standard - Date: 2026-04-12 - Category: Artificial Intelligence Silent data corruption silently destroys 3000-4000 training steps per incident and the only fix costs 1% of compute. The labs that can afford it and the labs that cannot are producing model weights on increasingly unequal footing. ---