RLTasksby ulam.ai
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Quantum5Quantum-1

5Quantum-1

Five quantum-information environments that require complete experimental protocols rather than chasing the largest immediate signal. They span non-Markovian processes, open-system generators, many-body phases, fault-tolerant noise, and network nonlocality, combining mechanism identification, continuous parameter recovery, calibration, constrained sequencing, credible intervals, and prediction on sealed experiments.

Quantum informationExperiment designRLVR
Version2.0.0
Environments5
RewardScalar · 0–1
DeliveryPrivate ZIP
01 Task contract

A real, versioned RL environment.

Five quantum-information environments that require complete experimental protocols rather than chasing the largest immediate signal. They span non-Markovian processes, open-system generators, many-body phases, fault-tolerant noise, and network nonlocality, combining mechanism identification, continuous parameter recovery, calibration, constrained sequencing, credible intervals, and prediction on sealed experiments.

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
ProcessTensorCausalDiscoveryMulti-time processes and non-Markovian memorySequence causal breaks, echoes, and multi-time probes to separate memory, initial correlation, and drifting-control explanations.
LindbladianGaugeHunterOpen-system generators and SPAM gauge freedomCalibrate the laboratory frame before combining coherent, dissipative, and complete-positivity measurements.
ManyBodyShadowPhaseAuditorClassical shadows and many-body phasesIdentify globally different six-qubit phases through high-weight and nonlinear observables despite identical one-qubit marginals.
FaultTolerantNoiseForensicsQuantum error correction and temporal noiseChange compiler and fault-path geometry to distinguish rate-matched leakage, coherent, correlated, and persistent faults.
NetworkNonlocalitySelfTesterBilocal networks and loss-robust self-testingCombine calibrated nonlinear witnesses, interference, and inflation-style constraints beyond ordinary pairwise Bell tests.
03 Why it is interesting

What the supplied evaluation reveals.

The supplied TESTED_COMPLETE archive is validation evidence, not an external model score: 103/103 tests, all five policy-separation checks and fixture replays, API and wheel checks, and a 250-episode calibration reproduced exactly. That calibration is revealing: a one-step greedy reference passed 0/50 expert episodes, while the staged protocol-aware reference passed 50/50. It validates that sequencing, not merely likelihood access, is load-bearing.

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

The TESTED_COMPLETE archive is package-validation evidence, not an external model benchmark: 103/103 pytest tests passed, all five deterministic fixture replays matched, the 250-episode expert calibration reproduced exactly, and every recorded validation check passed.

Evaluated system / policyFresh package validation suite

As identified by the supplied artifact.

Validation statusPassed

See the source methodology.

Result artifactIncluded

Ulam_RLVR_Quantum_Information_Tasks_v2.0.0_TESTED_COMPLETE.zip · VALIDATION_SUMMARY.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 2.0.0
  • 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
a0a18628811b9f44f3d4b664c121fc02a0a4b85c834acd4f439ec6945686d318
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-1

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