A framework to observe epistemic drift in AI outputs

Show HN: A framework to observe epistemic drift in AI outputs

A framework to observe epistemic drift in AI outputs is a company in show hn launch.

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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.

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Website: app.guardianai.fr