Small protocols with visible methods, explicit evidence boundaries, and results that can be challenged.
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Probe 01 — Recognition under correction
A runnable dialogue probe that asks whether an AI tutor merely repairs an answer after a learner objects, or treats the objection as evidence that can change the shared account of the problem.
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Probe 02 — Suspended judgment
A runnable dialogue probe for whether an AI tutor pauses when a learner’s difficulty supports several explanations, or prematurely commits to one diagnosis and teaches past the uncertainty.