Use case · Enterprise agents
Proof before production.
Agents put into real work — healthcare, finance, logistics, operations. Trained on your systems, proven against your definition of success.
The shape of the work
Enterprise agents stall for a boring reason: nobody can prove one works before production, and production is where the damage is. The gym builds the proof: an environment from your stack, a reward that encodes your policy, an evaluator attacked before the agent is trusted — all inside your perimeter, with lineage from every claim back to its evidence.
01
Environments from your stack
The agent practices the actual job against stubs of the real systems.
02
The adversarial pass
What survives is defensible in a budget review.
03
Audit-grade lineage
Every run records the exact definitions it executed — traceable and re-executable.
04
Private by design
Local-first deployment. The workspace, the runs, and the data never leave.
Work with us
Bring an agent and a goal.
We are taking a small number of design partners. The bar is a real workload, not a logo. Everything runs on your hardware, and you keep the machine.