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The Wrong Test, the Wrong Fix: Five AI Reliability Distinctions That Matter

This story is from 2026-10-21. It is preserved in the archive; the latest stories are on the live feed.

A system can faithfully repeat an incorrect source. An agent can pass a benchmark without completing the intended task. And a system can resist prompt injection while still having excessive permissions. These are not just differences in terminology. They affect which tests we run, how we interpret…

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  1. 2026-10-21 15:01 · DEV Community — Machine Learning
    The Wrong Test, the Wrong Fix: Five AI Reliability Distinctions That Matter

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