RLTasksby ulam.ai
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Operations & simulationsRedQueen-4

RedQueen-4

Five adaptive test-time-computation environments in worlds that never pause. Every action consumes latency before interpretation, allowing evidence, rules, utilities, network conditions, or identities to change while the agent reasons. Across memory, planning, sensor fusion, network coding, and exact-cover assembly, success depends on what to inspect, stabilize, validate, and commit before a solution becomes stale.

Decision makingStateful environmentRLVR
Version0.1.0
Environments5
RewardScalar · 0–1
DeliveryPrivate ZIP
01 Task contract

A real, versioned RL environment.

Five adaptive test-time-computation environments in worlds that never pause. Every action consumes latency before interpretation, allowing evidence, rules, utilities, network conditions, or identities to change while the agent reasons. Across memory, planning, sensor fusion, network coding, and exact-cover assembly, success depends on what to inspect, stabilize, validate, and commit before a solution becomes stale.

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
MemoryVaultLossy streaming memoryChoose which records to inspect or preserve as evidence expires, corrupts, aliases rotate, and later questions target history.
NormStormDynamic temporal/deontic planningBuild a compliant schedule while priorities, expiries, and amendments invalidate earlier reasoning.
SignalSiegeBayesian sensor fusion under driftSelect and calibrate sensors while incidents cycle, groups spoof, and response utility changes.
PacketAlchemyGF(2) network codingBalance telemetry, path search, redundancy, and reservation as topology, latency, and capacity revise.
MosaicFluxDynamic exact coverAssemble all pieces while aliases rotate, seam signatures mutate, clues activate, and cached placements stale.
03 Why it is interesting

What the supplied evaluation reveals.

A supplied controller scored 27.41 with 20% exact success across 100 public standard episodes, beating greedy by 6.45 points, but fell to 13.26 on stress. Fixed extra thought harms the greedy baseline, dropping it from 20.96 to 14.11 after four short-think actions. A delayed oracle passes all standard cases, establishing solvability under the same mandatory latency. These remain public development results; the release reports 67 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

Public development standard suite. Agent success rate was 20%, versus 4% for the baseline.

Evaluated system / policyGPT-5.6 Pro-assisted agent

As identified by the supplied artifact.

Standard score27.4083

100 reported runs.

Result artifactIncluded

redqueen-run-bundle.zip:score-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 0.1.0
  • 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
bf670375e73b8c7f77bd11208427824b9c62f2459ba093ec947c8893cec7bc41
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
RedQueen-4

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