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Quantum5Quantum-2

5Quantum-2

Five quantum-information environments for adaptive experimental reasoning under model aliasing, nuisance parameters, laboratory drift, and strict resource limits. Each expert episode requires calibration, complementary probe families, a posterior-selected stress test, and unseen transfer—combining physical-model identification, continuous parameter recovery, calibrated uncertainty, and scientific certification.

Quantum informationExperiment designRLVR
Version3.0.0
Environments5
RewardScalar · 0–1
DeliveryPrivate ZIP
01 Task contract

A real, versioned RL environment.

Five quantum-information environments for adaptive experimental reasoning under model aliasing, nuisance parameters, laboratory drift, and strict resource limits. Each expert episode requires calibration, complementary probe families, a posterior-selected stress test, and unseen transfer—combining physical-model identification, continuous parameter recovery, calibrated uncertainty, and scientific certification.

Agent objective

  • Interact with the supplied stateful environment.
  • Produce verifier-checkable actions or artifacts.
  • Maximise scalar reward under the package contract.

Evaluation

  • 5 verifier-backed environments.
  • Reported reward range 0–1.
  • Package-specific public and private checks.

Delivery boundary

  • Private object stored in Cloudflare R2.
  • Authenticated entitlement required.
  • Short-lived signed URL per download.
02 What you will work on

Distinct environments, one demanding research contract.

Enough detail to understand the intellectual terrain; generated instances, hidden mechanisms, and solution paths remain inside the private package.

EnvironmentMathematical or technical frontierAdaptive research problem
Indefinite Causal Order Adversarial CertifierProcess matrices and causal nonseparabilityCombine process, witness, interference, and intervention evidence before targeting the remaining memory or coherent-order explanation.
Bosonic Code Channel Learning LaboratoryContinuous-variable channels and bosonic codesCalibrate frames, distinguish noise and multimode effects, then stress the leading explanation and transfer to an unseen code family.
Scrambling Hydrodynamics ExtrapolatorQuantum chaos and many-body hydrodynamicsIntegrate scrambling fronts, transport, spectral correlations, and entanglement evidence to extrapolate beyond observed size.
Finite-Key Device-Independent Entropy AuditorBell nonlocality and finite-key entropyCombine loophole-aware Bell and temporal evidence, then stress memory, loss, or input leakage before finite-block transfer.
Holevo-Limited Multiparameter Sensor ArchitectMultiparameter metrology and Holevo costsCompare probe and measurement strategies under loss and correlated noise, then transfer to an unseen cost matrix.
03 Why it is interesting

What the supplied evaluation reveals.

In a five-episode public-interface run, GPT-5.6 Pro averaged 0.5666 and passed none, despite 0.9309 experiment-design and 0.9680 protocol scores. Evidence consistency averaged only 0.0102. That cleanly isolates a valuable post-training gap: selecting a sensible quantum protocol is much easier than reconstructing an honest, concentrated posterior and reliable scientific certificate. All transcripts replayed, and the package reports 151/151 tests.

We publish aggregate behavior and task structure, while withholding generated instances, hidden labels, exact successful probes, private checks, and solution trajectories.

04 Supplied evaluation

Observed evaluation result.

Shown with its provenance and limitations; it is not a performance guarantee.

i
Methodology matters

Reported result from the evaluation artifact supplied with this package.

Evaluated system / policyGPT-5.6 Pro

As identified by the supplied artifact.

Mean reward0.5666

5 reported runs.

Result artifactIncluded

gpt-5.6-pro_ulam-rlvr-v3_expert_seed0_run.json

Public result record

Machine-readable provenance and the exact displayed metric are available in results.json.

Open result JSON
05 Private delivery

The package stays off the public website.

The paid ZIP will live in a private R2 bucket. Vercel authorizes the buyer and issues a 2–5 minute object URL; R2 serves the bytes directly.

Included with purchase

  • Exact package version 3.0.0
  • Environment and task contracts
  • Verifier or scoring interface
  • Supplied reference/evaluation artifacts
  • Purchase record and licence v1.1
delivery flow
Authenticated buyer + entitlement check
+ private R2 object + 2–5 minute signed URL
= direct, auditable download

Package SHA-256
68847a09fcd6e1b690c7efc756e177e58284e821ee47c71a4cade23931b4920e
06 Licence v1.1

Commercial use, without exclusivity.

One purchase licenses this identified item to one legal organisation for worldwide, perpetual commercial model training, evaluation, research and development. Redistribution and resale of the package are not permitted.

Read the full licenceYotta Content LTD · business customers only
5Quantum-2

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