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Patterns
Fiction Lab / PatternAmbiguous

The fluent system mistaken for a competent one

Mechanism

A system sounds convincing, so authority expands faster than evidence of safe performance.

Enabling conditions

  • Evaluation rewards average agreement
  • Reviewers work under time pressure

Failure modes

  • Rare critical errors stay hidden
  • Human review becomes automatic acceptance

Early signals

  • • Explanations are trusted more than outcomes
  • • Override rates fall toward zero

Countermeasures

  • • Segment evaluations by consequence
  • • Use staged autonomy

Diagnostic questions

  1. 1.Which decision competence was tested?
  2. 2.Where does the system fail outside the average?