Introducing Qorina

A new kind of intelligence for the physical world

One that knows what it doesn't know. Qorina is a physics-grounded foundation model that perceives, designs, decides, speaks and creates, and carries a calibrated sense of how sure it is. It commits when confident, holds when unsure, and never bluffs with the keys.

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What Qorina is

All three kinds of AI, without the blind spot

01

Physics-grounded

One belief about a real system, grounded in real materials, real climate, real sensors. A foundation model for the physical world, not a chatbot with a safety filter.

02

Calibrated

It carries a calibrated sense of how sure it is, and tells genuine novelty apart from a coin-flip. One model that knows when it doesn't know.

03

Quantum-native

The whole model runs end-to-end on a real 36-qubit quantum computer. The architecture is the edge today; the hardware is a future option, de-risked now.

Trusted autonomy

Commit. Hold. Escalate.

Inputs: camera · sensors · design params
One physics-grounded belief
Novelty or conflict?
Evidence of safety present?
No evidence → unsafe action never forms
Calibrated confidence clears the bar?
Commit · Hold · Escalate

01 – Commit

Confident and familiar

Qorina acts instantly and alone, the everyday majority of decisions. No babysitter, no human in the loop, because the evidence of safety is there.

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Proof

Safe by construction, measured on real systems

Not trained to be safe. Not hard-coded. Unsafe commitments fail a runtime contract, so the unsafe action never forms, rather than being penalised after the fact.

0.000

unsafe, by construction

Across cyber, power grid, robotics and driving, the unsafe action never forms, no positive evidence, no commitment.

0 vs 11

safety violations, building loop

A building-autonomy loop on real Helsinki geometry + climate (reduced-order physics) vs a fixed controller's 11, under the same disturbance.

94.9%

accuracy when it commits

On held-out decisions it commits to. It commits on 53% today and abstains on the rest rather than guess.

36 qubits

whole model on a real QPU

Perceive, decide, speak and compose, run end-to-end on a real quantum computer.

0.98+

multiphysics on real data

Held-out multiphysics (0.977–0.995) on real materials and real Helsinki climate, on data never seen in training.

4 of 7

real datasets won or tied

Against the strongest classical baselines. We show the 3 we lose, a serious reviewer notices what you hide.

Small scale, 10 episodes, reproducible from run JSONs. The world model is classically matchable today, the moat is feasible-by-construction, composition and calibration, not raw prediction. No quantum advantage claimed yet, the architecture is the edge.

The architecture

One belief. Many faculties.

Perceive

Reads a camera image and sensor data into one belief about the system. ≈0.99 correlation on held-out physics (0.977–0.995), and 0.82 agreement between what it sees and what the design parameters say.

Positioning

Autonomy is table stakes. Safety isn't.

Acts autonomously

Handles the everyday majority of decisions instantly and alone, no babysitter.

Knows it's unsure

Carries a calibrated sense of confidence, and keeps novelty and conflict apart.

Won't act unsafely

Unsafe commitments fail a runtime contract, so the unsafe action never forms.

Physics-grounded

One belief about the real world, real materials and real climate, not tokens.

Composes and generalizes

Reaches the genuinely new where pattern-matchers fail silently.

Quantum-native

Runs end-to-end on real quantum hardware, a future option de-risked today.

The flaw

It is never unsure, and can't tell the difference until it's too late

Today's AI approves the loan, reroutes the grid, doses the patient, with the same certainty whether it's right or catastrophically wrong. Doubt is the thing that prevents catastrophe. Qorina has it.

Today's AI

  • ✕Fluent and confident, no grounding in physical truth
  • ✕Fails silently outside its training data
  • ✕Acts with the same certainty right or wrong
  • ✕Never unsure, can't tell until it's too late

With Qorina

  • ✓One physics-grounded belief about the real world
  • ✓Reaches the new where pattern-matchers collapse
  • ✓Carries a calibrated sense of how sure it is
  • ✓Commits, holds, or escalates, never bluffs
It operates and it discovers

It doesn't just decide. It builds.

“Qorina designed a building grounded in real Helsinki geometry and climate, then ran a building-autonomy control loop on a reduced-order physics model. Under the same disturbance it logged zero safety violations against a fixed controller's eleven, while holding comfort and trimming energy.”

Building-autonomy loop

Real Helsinki geometry + climate, simulated physics

0 vs 11

safety violations

“The whole model, perceive, decide, speak and compose, ran end-to-end on a real 36-qubit quantum computer. We claim no advantage today, the value is the architecture, calibration and composition, and the future is de-risked.”

Real quantum hardware

36-qubit QPU

36q

end-to-end on a real QPU

Integration

A foundation layer that drops into your stack

Not a chatbot with a safety filter. One physics-grounded belief that knows what it doesn't know, sitting under the systems you already run.

01

One belief under everything

Qorina sits as the foundation layer beneath your agents and controllers, one physics-grounded belief that perceives, reasons and decides, not a bolt-on filter.

02

Calibrated at every step

It carries how sure it is through every faculty, keeping novelty and conflict apart, so the rest of your stack always knows when to trust it.

03

Commit, hold, or escalate

Where there's no evidence of safety, the unsafe action never forms. It acts when confident, holds when unsure, and hands off with its reasoning when it can't.

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FAQ

Frequently asked questions

A physics-grounded foundation model for the physical world. One belief about a system, read into five faculties, perceive, design, decide, speak and create, carrying a calibrated sense of how sure it is. Not a chatbot with a safety filter.

The intelligence between action and consequence

Building autonomy that has to be safe, or discovery that has to be real? Let's talk about where Qorina fits.

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