# The Hidden Lottery Inside AI Two-Tier Research Standard

- slug: 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.

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