RLTasksby ulam.ai
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Operations & simulationsRedQueen-2

RedQueen-2

Five metareasoning environments where the world worsens while an agent thinks. Every reasoning, inspection, hold, checkpoint, or commitment advances hidden state first, so computation can improve a plan while making it infeasible. Exact simulators test information gathering, option preservation, stopping, and action across negotiation, infrastructure, auctions, forensics, and distributed recovery.

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

A real, versioned RL environment.

Five metareasoning environments where the world worsens while an agent thinks. Every reasoning, inspection, hold, checkpoint, or commitment advances hidden state first, so computation can improve a plan while making it infeasible. Exact simulators test information gathering, option preservation, stopping, and action across negotiation, infrastructure, auctions, forensics, and distributed recovery.

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
TreatyForgeDynamic coalition negotiationInspect decisive preferences, bind short-lived support, and commit before reservations harden and parties withdraw.
CascadeLabNonlinear infrastructure interventionInspect sensors, contain temporarily, simulate, and deploy a small robust portfolio before failures propagate.
AuctionStormOnline combinatorial auctionsValue clause inspection, factor updates, option freezing, and stopping while bids reprice, arrive, cancel, or expire.
ChronicleTime-decaying incident forensicsPreserve decisive records and reconstruct an exact causal chain amid corruption, expiration, echoes, and forgeries.
QuorumStormPartitioned replicated recoveryFence risky nodes and balance availability with safety while writes, leases, elections, crashes, and partitions evolve.
03 Why it is interesting

What the supplied evaluation reveals.

A frozen policy scored 55.25 with 48% exact success across 100 public standard episodes, versus 21.49 and 2% for greedy. It excelled at coalition and infrastructure cases but remained weak on auctions and quorum recovery, yielding a useful capability profile rather than saturation. Scores are public development results with semantic ticks but no independently metered internal compute; release validation passed 48 tests and 320 property invariants.

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. Success rate was 48%, versus 2% for the baseline.

Evaluated system / policyGPT-5.6 Pro-assisted agent

As identified by the supplied artifact.

Standard score55.2503

100 reported runs.

Result artifactIncluded

redqueen2_score_bundle.zip:reports/baseline_controls_v1.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
a5f5f11980461940a5fb0d97c570552f96f376a4e0652a55148357d50ea50fb8
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-2

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