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Updated Mar 15, 2026

Chapter 1: Asking Better Questions

AI quality is downstream of question quality. The student who asks better questions gets better answers from every tool, every person, and every system for the rest of their career.

Core Skill: Question Formulation

Most students type the first thing that comes to mind into an AI tool and accept whatever comes back. This chapter trains you to treat question formulation as a disciplined practice. A vague question produces a vague answer. A precise, layered question produces insight. This is not about prompt engineering — it is about thinking clearly enough to know what you actually need to know.

Teaching Aid

What You Will Learn

  • How to commit your thinking in writing before touching AI (the Prediction Lock)
  • How to rank questions by diagnostic power — which questions actually reveal root causes
  • How to document AI interactions as a Reasoning Receipt showing critical engagement
  • How to evaluate someone else's questions and discover patterns invisible in your own work
  • How to defend your analysis under live questioning without AI access

Exercises

ExerciseTitleLayers UsedWhat You Build
1The Prediction LockLayer 1, Layer 2Sealed prediction document + reasoning receipt
2The Question TournamentLayer 3, Layer 5Comparison table ranking questions from two students
3The Divergence TestLayer 5, Layer 2Original analysis with uniqueness statement
4Live DefenceLayer 3, Layer 4Peer defence record + counter-argument response

Chapter Deliverable

A Question Quality Portfolio containing all four exercise deliverables plus a final reflection on your question formulation growth. The business scenario answer is worth 0% — the thinking process is the entire grade.