Atlas.Explore the world of AI and human work
Explore the workflows behind a profession and the research connected to them, so you can decide what to investigate next.
RL Supply
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. Atlas maps AI capabilities over granular workflows done in every industry and job.
Building and collaborating with experts from
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
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