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Prompt bank

Explain it aloud

Explain the minimum useful trace for a tool-routed diagnosis.

Record the trigger, selected route, structured tool inputs and outputs, policy and content versions, verifier result, failure codes, final authority label, and any review-required boundary.

Defend the first vertical slice for Standard Trainer.

One curated CAIE 9701 Kp-from-equilibrium-moles problem exposes the full path from equation to significant figures while keeping content, validation, marking, ECF, and evaluation bounded and reviewable.

How does a diagnosis become targeted practice without generating questions?

Map the diagnosed misconception to an evidence-backed weakness update, then choose from a small reviewed bank using explicit prerequisites, difficulty, target skill, and recent-history constraints.

Preparation path

Package credible stories

Turn delivery evidence into interview storiesTranslate the calculation-trainer work into concise role-relevant stories, portfolio proof, and application evidence without overstating claims.Open →