QMAI Research

What we tested, and what we learned. Misses included.

For each pre-registered experiment in this index, the pass rule was written down and sealed by hash before the run. Each ran once and is reported as-is. The first public cohort (2026-10-13) listed nine pre-registered experiments plus one pipeline test; two additional pre-registered experiments were added on 2026-10-20 (see results[] and preregistered fields). A pre-registered public-mindweb link check dated 2026-10-31 is also in results[]. It reports two labels at the same rank: GNN_BETTER against neighbour counts, and TYPE_PRIOR_BETTER for a type-only prior. It is not an Aurion product claim. A pre-registered public-mindweb link check dated 2026-11-02 is also in results[]. The headline is the pre-registered experiment verdict NO_DIFFERENCE. The diagnostic verdict is NO_DIFFERENCE at the same rank. A gate+gate pair label does not replace that headline. It is not an Aurion product claim. A recorded pair of small quantum tests dated 2026-11-02 is also in results[]. Both recorded verdicts are PASS. The learned-rule pass was expected, so that test is not a stress test. The image result does not certify entanglement. There is no advantage claim. A recorded pair of small quantum checks dated 2026-11-02 is also in results[]. The fidelity verdict is PASS and the readout verdict is IMBALANCE. The fidelity score is raw. It is not certified entanglement, and it is not error-mitigated. The readout matrices were not applied to the fidelity counts. A pre-registered comparison dated 2026-11-02 is also in results[]. The verdict is FAIL. It covers this method on these qubits. It is not a device certificate. A pre-registered comparison dated 2026-11-03 is also in results[]. The verdict is FAIL. It covers this method on these qubits. It is not a device certificate. A pre-registered comparison dated 2026-11-03 is also in results[]. The verdicts are P4-A PASS and P4-C FAIL. It covers this method on these seven qubits. It is a measured result, published pass or fail.

Results

Two-block readout analysis: a campaign left incomplete

INCOMPLETE

QMAI evaluated a pre-registered readout statistic in two valid run blocks on the Cepheus-1-108Q device. The A-arm primary test rejected in B1 and B2 at the fixed per-block threshold of 1/300, with exact p-values of 8.68e-12 and 7.49e-14 and positive excess statistics of +0.00213 and +0.00257. A third required block was not run because of the queue gate (the device's job queue held 2 other jobs at the block's start time, above the pre-set limit of 0, so no task was created), so the campaign disposition is INCOMPLETE. No replication or non-replication conclusion is available. This note reports the two per-block results, the missing block, the recorded recomputation, and the limits that remain.

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A three-body game-world check of energy order and conserved quantities

G1_PASS

QMAI ran a pre-registered, three-resolution check of a three-body gravity scene driven by eight seeded player commands. The checker first passed three controls, then tested four seeds chosen before the episodes. All four seed runs emitted zero flags; their eight energy-error ratios ranged from 3.9999905410799816 to 3.999997730513573, inside the frozen inclusive band from 3.96 to 4.04. The largest momentum or angular-momentum residual in the seed runs was 1.1102230246251565e-15, and every such residual stayed below its pre-registered roundoff bound. Under the frozen rule, the report's verdict is G1_PASS. This runs on a test branch of our engine and is not in a released game yet; there are no collisions in this world yet.

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Link prediction on the public mindweb, reported as-is: neighbour counts lost, and a type-only prior scored higher

GNN_BETTER TYPE_PRIOR_BETTER

Experiment GNN-0 is reported as recorded. Two labels were frozen before the run and are given the same rank. The primary verdict is GNN_BETTER: graph-model test AUC 0.922737 against the best neighbour heuristic 0.540323, difference 0.382414, 95 percent interval 0.312695 to 0.44719. The diagnostic verdict is TYPE_PRIOR_BETTER: a type-only prior scored 0.993757, difference -0.07102, interval -0.136446 to -0.015479. Only 7 of 171 node-type pairs share an edge, and gate+gate plus doc+memory are 531 of 629 edges. Not an Aurion product claim.

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The pre-registered GNN-1 verdict is NO_DIFFERENCE

NO_DIFFERENCE

Experiment GNN-1 is reported as recorded. The headline is the pre-registered experiment verdict, NO_DIFFERENCE. Text-GCN AUC minus untrained text-cosine AUC has mean 0.072784, 95 percent interval -0.028017 to 0.172305, across 2 pairs. The diagnostic verdict is also NO_DIFFERENCE. A GNN_BETTER label on gate+gate does not set the experiment verdict. Not an Aurion product claim.

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Two small quantum tests: a learned rule run on a superposition, and an entangling image generator

PASS · PASS

Two small tests ran on four qubits of IBM's 156-qubit ibm_fez processor on 2026-11-02. The learned-rule test passed: 99.5% of shots landed on the 4 predicted patterns (95% CI 99.2-99.8%), and the control put 26.5% of shots on those patterns. The image test passed: total variation 0.178 for the entangling circuit and 0.554 for the product circuit. The learned-rule pass was expected, so that test is not a stress test. The image result does not certify entanglement. There is no advantage claim.

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Two small quantum checks: a raw 3-qubit fidelity witness, and a readout assignment on the same qubits

PASS · IMBALANCE

Two small checks ran on three qubits of IBM's 156-qubit ibm_fez processor on 2026-11-02. The fidelity witness passed its raw threshold: F_raw is about 0.91, with a 95% interval of about 0.83 to 0.98. The score is raw. It is not certified entanglement, and it is not error-mitigated. The readout check on the same qubits returned IMBALANCE, from qubit 29 alone. Those assignment matrices were not applied to the fidelity counts.

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Update

The deploy instruction said to copy two files; a hash check before starting the container found two others out of date

ENGINEERING NOTE

On 10 November 2026, the instruction for redeploying a web app that runs on credits and takes no payment online said to copy the two changed files into a new container. The agent that deploys created the container without starting it and hashed all seven app files against the manifest of the reviewed change: five matched and two did not. It paused with the running site untouched, the instruction was corrected to copy all seven files, and the switch from the old container to the new one then took eleven seconds.

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What we tested, and what we learned (90 s)

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Full write-ups are not public yet. You can request one; requests are reviewed by hand.

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