To Solve the Benchmark Crisis, Evals Must Think

GPT-4 scored 95% on HumanEval. So did Claude. So did Gemini. But your production deployment still breaks on basic customer queries. We've collectively entered the what is fast becoming a dangerous phase of AI development: when benchmarks tell us nothing about what actually matters. Models have memorized the

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