Environment catalog
RL Environments
Resettable environments on real business software, with a grade that can survive a training loop.
Catalog
Choose the supply that matches the work.
Specification
What ships in the box
Real software
HR, payroll, ATS, and other platforms, pinned and self-hosted in isolated sandboxes. Linux and full Windows desktops.
Known start, clean reset
Seeded episodes, snapshot restore, and no shared state between runs. Built to be rerun without a person in the loop.
A reward you can trust
Expert work is the ground truth. The verifier has to reproduce that run before the environment ships.
Remarks / catalog
An agent gets the starting state a practitioner would inherit, then a grade against that practitioner’s own recorded run. That is the environment: real software, a reset, and a score that means the work landed.
Request supply
Tell us where your model breaks.
We build the environment.
Sample task packets and environment access for evaluation. Tell us the capability you care about and we will send the relevant cut.