RLTasksby ulam.ai
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Operations & simulationsRedQueen-3

RedQueen-3

Five adaptive-computation environments that continue changing while an agent deliberates. Every action consumes unavoidable latency before interpretation; observations arrive late, plans stale, and commitments cost deployment time. Across revision-sensitive proofs, causal drift, schema migration, orbital hazards, and mutating protocols, the suite measures stopping, value of computation, option preservation, stale-plan recovery, active information gathering, and compute allocation.

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

A real, versioned RL environment.

Five adaptive-computation environments that continue changing while an agent deliberates. Every action consumes unavoidable latency before interpretation; observations arrive late, plans stale, and commitments cost deployment time. Across revision-sensitive proofs, causal drift, schema migration, orbital hazards, and mutating protocols, the suite measures stopping, value of computation, option preservation, stale-plan recovery, active information gathering, and compute allocation.

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
ProofWeaverRevision-sensitive proof certificatesBuild exact Horn proofs while goals strengthen, lemmas expire, and alternate derivations appear briefly.
CausalDriftChanging causal graphsSelect delayed experiments and interventions while mechanisms, edges, and outcome utilities drift.
SchemaShiftDynamic data migrationSynthesize a restricted exact migration as aliases, encodings, examples, and decoys change.
OrbitGuardDelayed orbital planningPlan sparse burns under local sensing while craft, debris, hazards, fuel, and deadlines continue evolving.
ProtocolMazeMutating automataFind a synchronizing word while transitions mutate, aliases rotate, and the live session advances.
03 Why it is interesting

What the supplied evaluation reveals.

No external model was evaluated. The supplied diagnostics show the central effect cleanly: on 100 standard episodes, a greedy policy scored 7.68 and adding fixed thought reduced it steadily to 2.70 after eight short-think actions. Immediate commitment scored 2.66, while a delayed full-information oracle reached 86.53 and 100% exact success. Release verification passed 60 tests and validated all 220 packaged episodes.

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

No external agent was supplied. This public standard-suite baseline succeeded on 3% of episodes; adding fixed thought reduced its score.

Evaluated system / policyUnified greedy baseline

As identified by the supplied artifact.

Standard score7.6814

100 reported runs.

Result artifactIncluded

redqueen_results_bundle.zip:redqueen_results/run_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
8dbe3785eeff862f34288e8d9a64d492c8c48840ea4f155259fe041b87a8ae6b
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-3

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