Environments · verifiers · datasets
The supply layer for
production grade agents
We supply resettable environments so labs can train and evaluate agents on long-horizon workflows authored by verified practitioners, with a human baseline you can measure against.
- domain
- Payroll and HRIS
- software
- Live HRIS instance
- horizon
- Multi-hour workflow
- reset
- Per episode, snapshot
- seed
- Deterministic
- baseline
- Expert cold run
Every verifier reproduces the authoring expert's own recorded run before it ships
The most valuable work never made it to the internet.
We turn the edge cases, trade-offs, and judgment behind real work into RL environments where agents learn how the work actually gets done.
Building benchmarks and collaborating with
Supply
Expert workflows become reusable RL infrastructure.
RL environments
Enterprise-grade, self-hosted and resettable, with full action telemetry.
resettable 02Task datasets
Multi-hour workflows elicited from working practitioners and confirmed by them.
expert-authored 03Rubrics and verifiers
Expert-weighted rubrics compiled into code that grades the state, not the prose.
deterministic 04Benchmarks
Frozen cuts baselined against the authoring expert's own recorded cold run.
baselinedQuality control
Higher reward integrity.
Most agent benchmarks reward an answer that reads correctly. We grade the state the work leaves behind, and no grader ships until it reproduces the expert who authored the task.
- graded on
- System state
- reconciled
- Ledgers and totals
- checked
- Audit trails
- enforced
- Held invariants
Request supply