In the hierarchy

1. Part II: Societal & Human Concerns
2. D12. Human–Computer Interaction Harms
3. 12.1 Overreliance & de-skilling

Virtues and principles to explore

Held as inquiry, not as a verdict.

• Dignity

  Center principle

  Every person is a protagonist, not a data point.

• Listening

  Trust

  Listen to understand, rather than listen to speak.

• Seeing potential

  Hope

  Ask what people could become with these tools, not whom they replace.

Starter questions

Written to probe curiosity and learning, not accusation.

1. 01What would trustworthiness look like here: what we do, what we say, and the belief others form?
2. 02What would it look like if we held “Automation bias in clinical decisions” with proportion rather than alarm?
3. 03If we named this complication in advance, what small, reversible step would let us learn?
4. 04How would we know we were getting this wrong? What would we observe, without blaming a person?

Also on this branch

• Automation bias in legal work15
• Skill atrophy in writing12
• Skill atrophy in coding12
• Skill atrophy in navigation12
• Loss of mental-math and estimation12
• Loss of research literacy12

Frameworks and sources

• NIST AI 600-1 Generative AI Profileframework