Tool 12 · All sessions · Cross

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Confidence Is Not Truth Explorer

Big idea: Fluency, confidence, and correctness are different things.

Compare simulated model answers that sound polished with the evidence needed to decide whether they are actually correct. No live AI dependency, just classroom-ready cases for careful reading.

Case

Case title

Displayed confidence 0%

Prompt

Simulated model answer

Does it sound confident?

Do you think it is actually correct?

Evidence check

Output Sounds confident? Actually correct? Evidence?

Discussion prompts

Fluency

What features make the answer feel polished before anyone checks it?

Confidence

What does the meter claim, and what does it leave out?

Correctness

Which specific part is true, false, unsupported, or incomplete?

Evidence

What would a student need to verify before using the answer?