Confident and Wrong Looks Identical to Confident and Right

Fluent AI output offers no natural signal of whether it is accurate.

Hallucinations are structural; confidence is not evidence of correctness.

Operating Question

What task, workflow, or oversight condition determines whether AI is useful here?

Why It Matters

Hallucinations are structural; confidence is not evidence of correctness.

Supporting Evidence

Research on hallucination in large language models.

Research Notes

Re-test assumptions as models, stakes, workflows, and oversight arrangements change.

Practical Actions

Verify claims; ignore tone as accuracy signal; build review into costly workflows.

Main Journal

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