
Anatomy of an Eval Suite
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evals.ccfullstackautomation.com
An evaluation suite for an LLM agent, and a walkthrough you drive rather than read. The agent recommending restaurants is deliberately the easy part; the machinery around it is the work: a frozen world so the labels cannot rot underneath you, two hundred golden cases, three layers of graders running cheapest first, and a regression gate built on the idea that one run is a sample rather than a measurement. It shows why ninety-five percent agreement between a judge and a human can still describe a useless judge. Break an answer and watch the checks catch it, repair it and watch them go green. Every panel writes what it is showing into the address bar, and the keyboard map sits behind the ? key.
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