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Evaluating Language Models

The hardest part of working with language models isn't building one — it's knowing, with any confidence, whether the new version is actually better. There's no single number that captures "good," and the real skill in evaluation is knowing each imperfect proxy's specific blind spot well enough to know when it's lying to you.