Severity: HIGH

Seductive Output

Accepting output because it seems elegant or well-written, without verifying its substance.

How It Manifests

Fluent and convincing but factually dubious output. A feeling of "seems right".

Why It Happens

AI is very good at producing convincing text. Fluency bias deceives us.

Why It Is Dangerous

Form masks lack of substance. Well-written errors are more dangerous.

How to Recognize It

If your first reaction is "wow, perfect" without verifying, be careful.

Recommended Map

Map of Verification

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