Independent AI Interaction Studies

Designing AI that can act

Independent, coded studies of what interfaces need once AI moves from answering questions to doing work on someone’s behalf.

Delegation Studies

Live Study

The models made the right decision. Their explanations were the problem.

Across all 90 recorded runs in six scenarios, the models took the expected action. Their free-text notes still crossed product boundaries. An earlier 14-run probe caught the problem before the interface was built: notes described changed-account cases as fraud and claimed authority only the person holds. That led me to separate deterministic rules, model observations, and product-owned explanations. The later 90-run study across three providers confirmed the pattern.

  • 14 probe runs that changed the architecture
  • 90 recorded runs that confirmed the pattern
  • 3 model providers

Study 01 · When should AI stop asking?

The agent proposes. Only the person grants.

My role: framing, interaction and visual design, and model-behavior testing. Built with AI-assisted development.

Delegation Studies on a laptop and a phone: the agent's proposal to pay routine invoices without asking, with the person's $2,500 limit set.

Elsewhere in the study, recorded evidence appears where AI judgment matters most: “Noticed by 3 models in 15 of 15 runs.”

Interested in working together?

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