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Structure, Stress, and Secrets: The Three Tests Production AI Keeps Pretending Are One

TL;DR for operators Production AI is usually evaluated as though one good model score can certify the entire system. It cannot. A model can be efficient because the task was structured intelligently, appear reliable because the test users were unusually cooperative, and still expose sensitive information through the infrastructure that serves it. ...

July 20, 2026 · 18 min · Zelina