The problem
Interfaces can manipulate behavior or hide system limitations behind polished experiences.
Q10 public overview
Experience, UI & Human Interaction
Make AI controls, confidence, provenance, choices, and consequences legible to people.
Q's approach
Q treats human control as a UI requirement: clear choices, truthful status, consent, reversibility, and no dark patterns.
What this area covers
- Visible system status
- Meaningful consent
- Confidence and provenance cues
- Reversible user actions
Human-control boundary
Interface design must support informed agency rather than steer people through hidden manipulation.
AI capability ≠ AI authority.
Consequential use stays subject to explicit human governance, evidence, and applicable professional or legal requirements.
More information
Ask about Experience, UI & Human Interaction
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