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llm-eval

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JUN 25, 2026

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The agent-eval startups raising on a metric nobody trusts

Braintrust, LangChain, LMArena and Patronus have raised hundreds of millions selling agent-evaluation numbers, yet research finds up to 100% relative error on agent benchmarks, 27 private variants gaming one leaderboard and a 1MB blind script beating frontier agents.