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Slide 2 of 24

Core stance

AI augments judgment; it does not own judgment

  • Use AI as a collaborator, not as an authority.
  • AI can expand the option space quickly.
  • Humans remain responsible for evidence, ethics, priority, and final decisions.
Delegation trap

The learner copies a polished answer and assumes the work is done.

  • No evidence check
  • No user fit check
  • No decision rationale
Collaboration habit

The learner uses AI to reveal options, risks, and questions, then decides.

  • Context
  • Alternatives
  • Verification
  • Decision log