Interfaces

• Vite student/professor workbench: preserves separate learning and review authority.

• ffed-qlc command line: use only through the documented repository route.

• FastAPI /api/v1: requires the reviewed Gateway contract for real alpha sessions; liveness remains distinct from readiness.

• Vigil report: schema-validates evidence and limitations but never assigns a final grade or security certification.

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.