Interactive learning lab
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Calibrate trust, task by task

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Confidence is a style, not a reliability score

Use task shape and verification cost to decide how much trust is appropriate.

Confidence is a style, not a reliability score ready.

Predict
Inspect
Verify

AI can sound equally certain while rewriting your own text and while inventing a recent statistic. The right trust level depends on source material, verifiability and the consequence of being wrong.

Source provided → generally safer.
World fact → verify.
High consequence → human judgement.
What AI is good at, and what it still gets wrong | AINews