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Towards Data Science
Sunday, May 17, 2026
Emmimal P Alexander

LLM Evals Are Based on Vibes — I Built the Missing Layer That Decides What Ships

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Most LLM evaluation systems rely on vague scoring and human judgment disguised as metrics.

I built a lightweight evaluation layer in pure Python that turns LLM outputs into reproducible decisions by separating attribution, specificity, and relevance—so hallucinations are caught before they reach ...

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This article was originally published by Towards Data Science. Read the full original article for complete details, images, and author commentary.

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