Interfaces

• fnp-qnn CLI: use only through the documented repository route.

• fnp-qnn TUI: use only through the documented repository route.

• FastAPI simulator service: use only through the documented repository route.

• Local operator panel: use only through the documented repository route.

Interface contract

Inputs must be explicit, outputs must be inspectable, errors must be returned as errors, and consequential external actions require human approval.

Compatibility

Treat undocumented endpoints, commands, and browser controls as unsupported. Confirm the current repository version before integrating another system.