When Your AI Needs an Interface
A practical threshold for moving useful AI behavior into a small, purpose-built interface.
Video coming with the Home Base series 11 min
Build an interface for a real handoff
An interface earns its place when it makes recurring inputs clearer, review safer, or collaboration easier—not merely because a chat feels plain.
Look for repeated structure
Stable fields, recurring filters, predictable review states, and the same handoff between people are stronger interface signals than the number of times someone opens a chat.
Keep the method portable
The interface should make the underlying behavior easier to use, not trap it inside unexplained buttons. Preserve the inputs, rules, and evidence so the system can still be understood outside the screen.
Use it with the lesson
Copyable resources
Interface threshold
Decide whether a useful behavior has earned a screen.
Repeated user:
Repeated inputs:
Repeated review state:
Handoff that is currently unclear:
Decision the interface must make safer:
What remains possible without the interface: