I’m an independent researcher building GuardianAI, a structural observer for AI systems.

This demo runs a strict deterministic contract test where the model must output exact literals. GuardianAI doesn’t judge correctness or inspect content — it observes trajectory behavior and surfaces failure signals when outputs breach constraints, emitting control states such as CONTINUE or PAUSE.

The interface shown is the visualization layer; the observer runs independently and can be tested via endpoint.