AuraOne / Models / RL Environments

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Models / RL Environments

Register a versioned environment. Prove it in a sandbox. List it in the marketplace.

An org-scoped registry of task environments with content-addressed versions. Episodes run on an isolated sandbox pool, results pass layered verification, and packages export to Harbor, OpenEnv, or verifiers.

RL and agent teams publishing, evaluating, or purchasing task environments. Each program is configured around the workflow, review policy, and evidence your team needs.

Scope an environment Model Improvement

Specialist appEpisodes run on an isolated remote sandbox pool behind the environment contract.

Input, work, and output

What you provide

A task definition, its environment contract, and a config that hashes into an immutable version.
Contract validity, verifier results, reward integrity, and reproducibility.

What happens

Publish the version. Run episodes on the remote sandbox pool. Export the package as Harbor, OpenEnv, or verifiers.
Responsible review: The environment author, the layered verifier, and a marketplace reviewer.

What you receive

Verified episode records, leaderboard standings, and the settlement trail for marketplace sales.
Decision: Publish it, list it, or return it for correction.

Decision flow

Move from intake to review and handoff with clear owners at every step.

01
Scope
A task definition, its environment contract, and a config that hashes into an immutable version.
Environment contract
02
Operate
Publish the version. Run episodes on the remote sandbox pool. Export the package as Harbor, OpenEnv, or verifiers.
Verified episode trace
03
Review
Contract validity, verifier results, reward integrity, and reproducibility. The environment author, the layered verifier, and a marketplace reviewer.
Named review and decision history
04
Release
Verified episode records, leaderboard standings, and the settlement trail for marketplace sales.
Marketplace record

What you receive

Register a versioned environment. Prove it in a sandbox. List it in the marketplace. deliverables

Input: A task definition, its environment contract, and a config that hashes into an immutable version.Named source and version
Criteria: Contract validity, verifier results, reward integrity, and reproducibility.Environment contract
Reviewer: The environment author, the layered verifier, and a marketplace reviewer.Verified episode trace
Decision: Publish it, list it, or return it for correction.Actor, role, time, and rationale
Output: Verified episode records, leaderboard standings, and the settlement trail for marketplace sales.Marketplace record

What the workflow supports

What the workflow supports.
Outcome	Work	What you receive	Program fit
Advance	The required RL Environments checks and review are complete.	Environment contract, Verified episode trace, Marketplace record	Program fit depends on the source and its version. It also depends on criteria, reviewers, and operating scope.
Hold	A required check, reviewer, or approval is missing. Or a source record is unresolved.	What is blocking, who owns it, and the recovery it needs.	The responsible owner and recovery step stay visible until the issue is resolved.
Return for work	The source object or workflow requires correction and another review.	The returned items, their owner, and the review route back.	The updated work returns through the same review path before a new decision.

Inspect the workflow

See how the workflow moves from input to decision.

RL Environments walkthroughExplore the inputs, the review steps, and the deliverables.Model Launch CheckCompare candidates, replay regressions, and assemble a release decision.

AuraOne / Models / RL Environments

Loading RL Environments.

Loading environment design, trace review, and safety details.

Models / RL Environments

Register a versioned environment. Prove it in a sandbox. List it in the marketplace.

RL and agent teams publishing, evaluating, or purchasing task environments. Each program is configured around the workflow, review policy, and evidence your team needs.

Scope an environment Model Improvement

Specialist appEpisodes run on an isolated remote sandbox pool behind the environment contract.

Input, work, and output

What you provide

A task definition, its environment contract, and a config that hashes into an immutable version.
Contract validity, verifier results, reward integrity, and reproducibility.

What happens

Publish the version. Run episodes on the remote sandbox pool. Export the package as Harbor, OpenEnv, or verifiers.
Responsible review: The environment author, the layered verifier, and a marketplace reviewer.

What you receive

Verified episode records, leaderboard standings, and the settlement trail for marketplace sales.
Decision: Publish it, list it, or return it for correction.

Decision flow

Move from intake to review and handoff with clear owners at every step.

01
Scope
A task definition, its environment contract, and a config that hashes into an immutable version.
Environment contract
02
Operate
Publish the version. Run episodes on the remote sandbox pool. Export the package as Harbor, OpenEnv, or verifiers.
Verified episode trace
03
Review
Contract validity, verifier results, reward integrity, and reproducibility. The environment author, the layered verifier, and a marketplace reviewer.
Named review and decision history
04
Release
Verified episode records, leaderboard standings, and the settlement trail for marketplace sales.
Marketplace record

What you receive

Register a versioned environment. Prove it in a sandbox. List it in the marketplace. deliverables

Input: A task definition, its environment contract, and a config that hashes into an immutable version.Named source and version
Criteria: Contract validity, verifier results, reward integrity, and reproducibility.Environment contract
Reviewer: The environment author, the layered verifier, and a marketplace reviewer.Verified episode trace
Decision: Publish it, list it, or return it for correction.Actor, role, time, and rationale
Output: Verified episode records, leaderboard standings, and the settlement trail for marketplace sales.Marketplace record

What the workflow supports

What the workflow supports.
Outcome	Work	What you receive	Program fit
Advance	The required RL Environments checks and review are complete.	Environment contract, Verified episode trace, Marketplace record	Program fit depends on the source and its version. It also depends on criteria, reviewers, and operating scope.
Hold	A required check, reviewer, or approval is missing. Or a source record is unresolved.	What is blocking, who owns it, and the recovery it needs.	The responsible owner and recovery step stay visible until the issue is resolved.
Return for work	The source object or workflow requires correction and another review.	The returned items, their owner, and the review route back.	The updated work returns through the same review path before a new decision.

Inspect the workflow

See how the workflow moves from input to decision.

RL Environments walkthroughExplore the inputs, the review steps, and the deliverables.Model Launch CheckCompare candidates, replay regressions, and assemble a release decision.

Loading RL Environments.

Loading the product.

Register a versioned environment. Prove it in a sandbox. List it in the marketplace.

Input, work, and output

What you provide

What happens

What you receive

Decision flow

Scope

Operate

Review

Release

Register a versioned environment. Prove it in a sandbox. List it in the marketplace. deliverables

What the workflow supports

See how the workflow moves from input to decision.

Loading RL Environments.

Register a versioned environment. Prove it in a sandbox. List it in the marketplace.

Input, work, and output

What you provide

What happens

What you receive

Decision flow

Scope

Operate

Review

Release

Register a versioned environment. Prove it in a sandbox. List it in the marketplace. deliverables

What the workflow supports

See how the workflow moves from input to decision.