# The Eval Is the Story. The Benchmark Claim Isn't.

- slug: the-eval-is-the-story-the-benchmark-claim-isnt
- date: 2026-03-26
- category: Agentics

When LangChain wanted to understand why their coding agent was failing, they turned to their own eval loop first.

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