Why Do AI Detectors Fail?

A no-nonsense breakdown of detector failure modes: short text, mixed authorship, editing, and domain style effects.

Common failure patterns

Detectors fail when text lacks enough signal or when human and AI patterns are heavily mixed.

High-stakes workflows should always include review steps beyond the score.

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