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Public benchmarks are leaking, and a startup just monetized the trust gap. vals, a two-year-old…

02:48 ISTby Yethikrishna R

public benchmarks are leaking, and a startup just monetized the trust gap. vals, a two-year-old eval company, raised $40m from a16z at a $400m valuation selling private tests that never leak, claiming revenue up 8x because frontier models have the open ones memorized. when evaluation becomes a paid product, scores stop being science.

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