RL environments for agents
with real jobs.
High-fidelity twins of your EAM, SCADA, historian and ERP — production-shaped environments where an agent can work a thousand shifts, get scored on every one, and fail where failing is free.
Frontier capabilities are expanding —
so is the blast radius.
Skill acquisition needs an environment
What matters in an agent isn’t its score on a fixed benchmark — it’s how efficiently it acquires the skills your operation actually runs on. Models look impressive in demos and stall in operational software, because tools, state, permissions and failure are learned by working, not by reading about them.
Your test suite can’t see it
Software used to be deterministic enough to test: known input, expected output. An agent’s whole value is its freedom — calling APIs, writing records, reacting to events, retrying what failed — and the moment it holds tools, the testing surface moves outside the model. More test cases don’t cover freedom. A world does.
More trust, more systems of record
Better agents don’t shrink the testing problem. They earn more freedom, more important tasks, and access to more systems of record — and in this software the blast radius isn’t a bad answer in a chat window. It’s a permit, a setpoint, a purchase order a crew acts on next shift.
A twin is not a mock
A mocked endpoint holds no state, so it can’t say no. The twin reproduces the internal state and the nuances that actually change agent behavior — authentication, permissions, statuses that refuse, timing, failures and retries — with no production credentials, no customer data, no irreversible side effects.
Backtests and simulated outcomes on a shadow Ontology.
Production workflow · writes back to the systems above, untouched
EAM-01 · the agent decides · its writes land in the shadow, scored
No operator’s first shift is solo on the board. Why should an agent’s be?
This industry solved this problem for people decades ago. Control-room operators earn their seat in a training simulator — hours in the sim before hours on the unit, drilled on the trips and alarm floods that happen once a decade. Our environments apply the same discipline to agents with a verifier that scores every run against the record the twin keeps.
Find the ROI
AI stopped being a demo. Nobody sent a memo.
Not sure where to start? Book a half-hour with an engineer who ships frontier AI weekly. You’ll leave knowing what’s possible and what’s still a demo.