AI LABS · RL ENVIRONMENTS · BUILT BY THE PEOPLE WHO USE THEM

Environments built by the people who use them.

Reviewed once. Approved once. Available to every team that needs them.

CATALOG
22 approved

Environments your teams can pull and run today.

RUNS
48 deployed

Same environment. Different team. Same answer.

SIGNED
Approved once

Review records, version registry, and usage logs travel with it.

HOW IT WORKS

Three steps. One registry.

Build the environment. Review and approve. Share it across the teams that need it.

STEP 01
WHAT GETS BUILT

Build the environment

The teams who run the work spec the environment. Reward, reset, state, action — written once by the people who use it.

STEP 02
WHAT GETS APPROVED

Review and approve

Submissions pass a single review. Static checks, policy gates, and human signature. Nothing reaches a runner unapproved.

STEP 03
WHAT GETS REUSED

Share across teams

Approved environments land in the catalog with their version, owner, and usage log attached. Every team pulls the same artifact.

WHAT COMES OUT

What your team leaves with.

Every approval leaves a record. Every run leaves a log. Every team works against the same artifact.

01

Environment specs

Reward, reset, state, and action — written down by the people who run the work.

↳ ARTIFACT
02

Approval records

Static checks, policy gates, and the reviewer signature that opened the door.

↳ ARTIFACT
03

Version registry

Every version of every approved environment, with owner, lineage, and the runs that depend on it.

↳ ARTIFACT
04

Usage logs

Which team ran it. Which run consumed it. What the result was.

↳ ARTIFACT
WHERE IT FITS

In the loop, this is where you test.

Test the run against the environment. Review what broke. Recruit the specialist. Remember the miss. Approve what's right.

01
Test
● YOU ARE HERE
02
Review
03
Recruit
04
Remember
05
Approve
READOUT · DECISION GRAPH
RELATED MODULES

Next to this in the Model OS.

TRAINING

Train against the same environment.

Every team starts from the approved spec. No drift between research and production.

See the page →
AUTOPILOT

Run the workflow without the toil.

Schedule runs across approved environments. The catalog is the contract.

See the page →
SYNTHETIC POPULATIONS

Populate the environment with people.

Pair an approved environment with a population that matches the workload.

See the page →
RL ENVIRONMENTS

Built by the people who use them.

Bring the environment your team already runs. We'll review it once and make it available to every team that needs it.

RL Environments | Environment catalog and governance | AuraOne