Research Program / emerging

Human-Agent Interfaces

Interfaces for operating AI-native systems without losing control, context, or trust.

Questions

Which controls should remain human-visible?
What does handoff look like when agents have partial autonomy?
How should interfaces expose uncertainty without becoming unusable?

Topic Links

Human-Agent Interfaces Operator Systems

Linked Artifacts

Field Note / June 22, 2026

The Acceptance Cost of Code. Cognitive Load, AI Review, and Human-Operable Software.

A research field note reframing cognitive load as the acceptance cost of code, with a worked Operator Load Budget audit for AI-generated patches and human review bandwidth.