Experiment

Experiment

AI–Human Outerface

AI–Human Outerface

Aug 14, 2025

Aug 14, 2025

The Outerface – AI → Human Interactive Surfaces

Design the surface from the AI’s needs to humane invitations, exposing state and limits.

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Randy Roberts

Full stack creator

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Randy Roberts

Problem / Question We Started With

Design the surface from the AI’s needs to humane invitations, exposing state and limits.

What We Tried

  • Define a falsifiable question.

  • Prototype a minimal interface/agent in 1–2 weeks.

  • Run structured trials with clear metrics.

What We Learned (so far)

  • Early signals are promising; we’re collecting more evidence.

  • Related patterns will be linked here as they mature.