In the hierarchy

1. Part II: Societal & Human Concerns
2. D15. Education & Knowledge
3. 15.1 K–12 & higher education

Virtues and principles to explore

Held as inquiry, not as a verdict.

• Learning together

  Success is small victories, not applause.

• Humility

  Center principle

  The map is larger than any one of us.

• Truthfulness

  Center principle

  Every claim sourced. Uncertainty stated as such. Never trade in fear.

Starter questions

Written to probe curiosity and learning, not accusation.

1. 01What conversation have we not yet had about this — and who needs to be in it?
2. 02Who is served by addressing this, and who benefits if we leave it unnamed?
3. 03Whose experience of AI in admissions & placement is not yet in the room — and how would we hear it?
4. 04What is already being done about this, and by whom — and how would we find out without assuming?

Also on this branch

• Assessment integrity collapse12
• Grading-AI errors and bias15
• Personalized-tutor benefits vs risks16
• Learning-loss debate12
• Teacher displacement12
• Curricular capture by AI vendors12

Frameworks and sources

• UNESCO Recommendation on the Ethics of AIframework