Environments · verifiers · replay

The supply layer for
production grade agents

Train and evaluate agents on long-horizon workflows authored by verified practitioners, on resettable software, with a human baseline you can measure against.

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env / 0042 verified

domain: Payroll and HRIS
software: Live HRIS instance
horizon: Multi-hour workflow
reset: Per episode, snapshot
seed: Deterministic
baseline: Expert cold run

rev 03 / pinned replay available

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.

A figure running up a flight of steps, caught mid-stride in motion blur

Supply

Expert workflows become reusable RL infrastructure.

RL environments

Enterprise-grade, self-hosted and resettable, with full action telemetry.

resettable 02

Task datasets

Multi-hour workflows elicited from working practitioners and confirmed by them.

expert-authored 03

Rubrics and verifiers

Expert-weighted rubrics compiled into code that grades the state, not the prose.

deterministic 04

Benchmarks

Frozen cuts baselined against the authoring expert's own recorded cold run.

baselined

Quality 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

Benchmarks