Vatsal Soin Invents the 0 to 1 Doctrine: Scale 0 to 1 Makes AI, AGI and Quantum Decisions Provable and Accountable

Indian inventor – Mr. Vatsal Soin

New Delhi [India], April 08: From silicon chip to quantum qubit: every authorisation decision ends in one of two states.

The governance gap

Every domain that scaled required a shared grammar. Finance has double-entry accounting. Science has mathematics. The internet has TCP/IP. Artificial intelligence has had none — until now. The 0→1 Doctrine is the first filed governance architecture on the interval where normalised measurement converges.

The architecture

An AI system produces a number between 0 and 1. The 0→1 Doctrine checks whether it falls within a pre-authorised band and issues a binary decision: proceed or stop.

No verifiable record exists of what was checked or who authorised it. Loans declined. Drugs recommended. Markets moved.

The 0→1 Doctrine closes that gap — for AI, AGI, and every agentic system making billions of decisions daily — with four links: normalisation, deterministic comparison, a binary gate, and a sealed proof before the action executes. Each link depends on the one before it.

Link one: universal normalisation

A cardiac output, a sovereign debt ratio, a robot’s torque — none speak the same language. Any bounded range works within its domain. The moment two parameters from different domains must be compared, every other range requires a translation step. That step reintroduces ambiguity at the exact point governance must eliminate it.

The [0,1] interval is where all normalisation ends. Probability, statistics, and measurement science arrive here independently. Every transform already reaches it.

Zero is the floor and one is the ceiling — a safe operating zone, not a fixed point.

Link two: deterministic comparison

Fuzzy logic and probability both map values to [0,1]. Both produce degrees of belief. Neither produces a governance gate. The doctrine compares two bands — do they overlap or not? The same input always produces the same answer — set intersection, not inference or probabilistic scoring.

A 73% probability that a credit decision is safe is not a governance record. A confirmed band overlap at a documented threshold is. One is a degree of belief. The other leaves a record that can be audited.

Link three: the binary gate

Quantum processors compute in superposition. Neural networks produce continuous values. Binary is not the only language of computation. But it is the only language of authorisation. A transaction executes or it does not. A drug is administered or withheld. Legal accountability requires a final binary state — there is no room for ambiguity.

Bands overlap — execution authorised. Bands do not — execution stopped, human notified. There is no third path. The gate is not advisory. It is enforced.

The three decisions

One chain. Three outcomes.

Aviation — hydraulic pressure

Sensor 0.73 · Band [0.65, 0.85] · Within band

✓ Proof sealed · Authorisation logged

Climate finance — carbon credit

Emission index 0.48 · Band [0.55, 1.00] · Below floor

✗ Proof sealed · Auditor notified

Robotic-assisted surgery — incision depth

Robotic output 0.91 · Band [0.40, 0.80] · Above ceiling

✗ Motion halted · Surgeon authority required

Same chain. Every domain. Every time.

Link four: the sealed proof

Binary gates have existed since computing began. That is not the invention. The invention is the proof that the gate was reached correctly.

Every audit trail is retrospective. Trillions of AI decisions execute annually with no pre-execution record.This receipt is generated before execution — sealed the moment the overlap test completes, before the action executes. It records the band, the result, and who set the parameters.

Current encryption is a future quantum target. These proofs are designed to be quantum-resistant.

Where the gate ends: human authority

Some decisions cannot be mapped to a number — clinical judgment, ethical discretion, irreversible consequence. More critical still as AI scales toward AGI.

Routed to a verified human before computation is attempted. No response means rejection. The system always fails to safety.

Privacy built in, not promised

A reading of 0.79 and a reading of 0.81 both map to the same band [0.78, 0.82]. A tiny calibrated adjustment is added before normalisation — small enough that the band is unchanged, large enough that the original number is computationally infeasible to recover.

Only the band travels. The raw measurement stays at source. Privacy is encoded into the computation, not stated in a policy.

The chain

Normalisation makes things comparable. Deterministic comparison makes the result defensible. The binary gate makes accountability enforceable. The sealed proof makes it permanent.

Bands overlap — proof issued. Bands do not — human decides. No third state. No unanswered decisions.

About the inventor

Vatsal Soin is a systems theorist and inventor with multiple patent filings and grants across the United States, India, and Japan. The 0→1 Doctrine is his most consequential work. His research spans AI-native apparel fit, adaptive footwear, accountable AI governance, biometric computation, and quantum-resilient cryptography. 

Vatsal Soin © 2026 · All Rights Reserved · Informational only · Expert validation required before deployment. Selected References only.

Granted: US Patent 12,446,652 B2 · Japan Patent No. 7560909 · Filed: PCT/IN2025/051943 · US 19/489,595  · India 202511115781