Illustrated flow
Researcher illustration
HAI researcher
User iconUser thread
IntentConstraintsTone
Agent iconAgent thread
PlanValidateRepair
Output iconOutput thread
Next stepChecklistAction
Users lane~3 min

Fix bad AI answers quickly

When output is plausible but wrong, force critique + rewrite + verification.

Repair prompt

Critique your previous answer against these constraints: [list].
Then rewrite with concrete steps, assumptions, and uncertainty notes.

Verification prompt

List 3 likely mistakes in your answer and how I should verify each one.

Escalation prompt

If confidence is low, ask me 5 targeted questions before final recommendation.