RLTasksby ulam.ai
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Quantum5Quantum-3

5Quantum-3

Five research-level quantum-information investigations in which agents distinguish 128 aliased physical hypotheses, calibrate nuisance effects, recover continuous parameters, choose posterior-dependent stress and falsification experiments, and publish uncertainty-aware certificates. Success is tested across interpolation, extrapolation, and counterfactual regimes—not merely by choosing a plausible mechanism.

Quantum informationExperiment designRLVR
Version4.0.0
Environments5
RewardScalar · 0–1
DeliveryPrivate ZIP
01 Task contract

A real, versioned RL environment.

Five research-level quantum-information investigations in which agents distinguish 128 aliased physical hypotheses, calibrate nuisance effects, recover continuous parameters, choose posterior-dependent stress and falsification experiments, and publish uncertainty-aware certificates. Success is tested across interpolation, extrapolation, and counterfactual regimes—not merely by choosing a plausible mechanism.

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
Measurement-Induced Criticality ScalerMonitored circuits and entanglement transitionsSeparate genuine critical scaling from finite-size, feedback, conservation, postselection, and dephasing effects.
Quantum Markov Recovery AuditorConditional mutual information and Petz recoveryDecide whether apparently Markovian data support genuine recovery or hide structural and latent-mixture obstructions.
Anyon Fusion and Braiding ForensicsNon-Abelian anyons and braid representationsInfer fusion and braid behavior while rejecting leakage, poisoning, phase drift, readout, and nonadiabatic mimics.
Channel Superactivation Capacity HunterQuantum-channel capacity and superactivationCertify finite-block activation while ruling out flag leakage, postselection, memory assistance, and calibration artifacts.
Quantum LDPC Threshold Transfer LaboratoryQuantum LDPC codes and correlated noiseDiagnose noise and decoder mismatch before transferring a threshold claim to an unseen code family.
03 Why it is interesting

What the supplied evaluation reveals.

A source-blind public-interface evaluation averaged 0.5257 with no strict passes across five expert episodes. Several agents predicted interpolation and extrapolation extremely well yet still failed mechanism, evidence-consistency, calibration, or falsification gates. The contrast makes this a test of complete scientific practice rather than curve fitting. Exact-model calibration establishes reachability separately, and the release reports 148/148 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-assisted evaluation

As identified by the supplied artifact.

Mean reward0.5257

5 reported runs.

Result artifactIncluded

ulam_blind_public_transcripts.zip:ulam_blind_score_report.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 4.0.0
  • 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
768d49d887592c29dda686df5c4b7675e363d587f161c6c50a26b48c2795a236
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-3

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