Designing AI Behavior

Independent interaction studies exploring how AI communicates progress, uncertainty, trust, and control.

Listening
Useful AI Loading
  • Each state explains what the system is doing
  • Progress reflects real behavior, never false precision
  • Motion stays calm, stoppable, and accessible
Understanding
Transparent progress
  • Moves through understanding, searching, composing
  • Paths diverge, then converge into one result
  • Meaningful progress without fake percentages
Signals uncertainty
Signals uncertainty
  • Shows confidence as a range, not a fixed number
  • Never claims false precision
Shows its sources
Shows its sources
  • Every claim links to where it came from
  • Builds trust through transparency
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