Vals AI(@ValsAI):Scientific discovery is the next frontier for AI systems. However, new scientific results are difficult to verify, and therefore hard to measure. Today we're releasing MysteryMechanism, a benchmark that tests whether agents can rediscover sealed mathematical mechanisms through bounded experiments. It cuts sharply across the frontier, with Astra landing roughly 20pp above Sol.

Vals AI

@ValsAI

Public LLM Evaluation // @8vc @BloombergBeta @pearvc @a16z @HRTVentures @nextladder

Joined March 2024

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Vals AI@ValsAI

2026.09.16 18:43

Scientific discovery is the next frontier for AI systems. However, new scientific results are difficult to verify, and therefore hard to measure. Today we're releasing MysteryMechanism, a benchmark that tests whether agents can rediscover sealed mathematical mechanisms through bounded experiments. It cuts sharply across the frontier, with Astra landing roughly 20pp above Sol.