• Accountability for Physical AI —

  • Accountability for Physical AI —

Observe

Diagnose

Intervene

Every learned system in production can fail without a signal — no code, no warning, only quiet drift. We read the evidence the machine already produces and establish, independently, the moment its confidence is no longer earned.

Every learned system in production can fail without a signal — no code, no warning, only quiet drift. We read the evidence the machine already produces and establish, independently, the moment its confidence is no longer earned.

Capable, not accountable

Your machines are getting smarter, which makes them harder to predict. A learned system can run flawlessly for months, then drift silently from the behaviour it was validated on.

No warning, no fault code. Only scrap on the floor, or a line fallen still. No manufacturer sees beyond its own fleet. No one holds an independent record — we do.

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Citations behind the science

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Machines drifting unwatched

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Sensors added to get started