Beyond Benchmark Gaming: Multi-Model Consensus for Genuinely Capable AI

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The Problem Nobody Talks About There’s a dirty secret in AI development: our models are getting really good at looking smart without actually being smart. When we train language models on benchmarks, we’re essentially teaching them to optimize for a score. And like students who learn to ace standardized tests without understanding the material, our models have become experts at gaming…

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