Map/D15/15.1

II · D15 · 15.1

Personalized-tutor benefits vs risks

Efficacy uneven, privacy contested.

Major · 4Widely observedNowRisk 16

Severity

4/5

Likelihood

4/5

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 would Truthfulness require of us here, before we proceed?
  2. 02What might we be missing if we treat “Personalized-tutor benefits vs risks” only as a technical problem?
  3. 03If a colleague raised this concern tomorrow, how would we receive it as inquiry rather than accusation?
  4. 04What capacity would we need — in people, in the institution, in the tools — to meet this well?

Also on this branch

Frameworks and sources

Writing and incidents

Open indexes first. Then, if you wish, ask Grok to search the live web for this concern — one request, cached for the rest of this session.

What is learned, what is lost, and who gets to know.