dair-ai founder: own your evals — public benchmarks won't tell you what to ship

dair_ai · x · 2026-11-09

dair-ai founder Omar Sansevero argues that while public benchmarks remain useful for research and discussion, the only way to trust model choices in production is to build your own evals. He frames evals as increasingly central to unlocking new use cases and eventually RSI-driven business optimization — something companies should own in-house rather than rent, and dair-ai has started helping companies build this capability internally. The post quotes a discussion comparing today's eval industry to a military-industrial complex.

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