dair-ai founder: stop benchmaxxing, the next big opportunity in AI is building real evals

omarsar0 · x · 2026-11-01

dair-ai founder Elvis Omari argues that knowing how to properly measure what you want to improve—whether a model, a complex codebase, or a business function—is the core skill most practitioners lack. That's why today's AI excels mainly at verifiable problems; the open-ended world demands a fundamentally different approach to evaluation and improvement.

He criticizes short-term benchmaxxing and calls for a return to "hardcore science and evals," framing open-ended evaluation as a huge opportunity space. dair-ai is doing research and building evals here, and he invites collaborators and perspectives.

Related event: DAIR.AI founder: Without evals, no real improvement is possible(4 posts)→

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