Domain on the map

Multi-domain RL environments and general AI benchmarks

Builders and suites that span many subject areas at once, such as expert networks covering several professions and benchmarks that mix coding, finance and other professional work.

RL environments
11
AI benchmarks
11
Shares entries with
15 categories

Snapshot 2026-11-05. How categories are built · Where the data comes from

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Multi-domain, live from the universe. Hover a star for its name; click to open it. Open it in the universe

In short

What are RL environments for many domains at once?
A simulated workplace where an AI agent practises a task (a code repository, a browser, business software) and an automatic grader scores each attempt. Labs train on thousands of these attempts. Bought to improve models. For many domains at once, that means builders and suites that span many subject areas at once, such as expert networks covering several professions and benchmarks that mix coding, finance and other professional work.
Who builds RL environments for many domains at once?
Scale AI, Snorkel AI, AfterQuery, Mercor, micro1 and Handshake, among 11 confirmed below.
What are the main multi-domain benchmarks?
SWE-bench Pro, APEX, FinanceBench, TRAIL, CoreCraft and Realm, among 10 confirmed below.

RL environments 11

  1. Scale AI
  2. Snorkel AI
  3. AfterQuery
  4. Mercor
  5. micro1
  6. Handshake
  7. Surge AI
  8. Toloka
  9. Fleet AI
  10. Patronus AI
  11. Pareto

AI benchmarks 11

  1. SWE-bench Pro
  2. APEXMercor
  3. FinanceBench
  4. TRAIL
  5. CoreCraftSurge
  6. Realmmicro1
  7. AppBench
  8. LeapPareto
  9. AttuneThoughtful Lab
  10. Toloka ArenaToloka
1 not yet confirmedListed in the catalog; no line from its own site or paper confirms it yet.
  1. Gandalf the Grader

Data 23

  1. AfterQuerybased here
  2. Align AIbased here
  3. Anthromindbased here
  4. Apturabased here
  5. Avirobased here
  6. Collinearbased here
  7. Handshakebased here
  8. HUDbased here
  9. Huzzle Labsbased here
  10. Mercorbased here
  11. micro1based here
  12. Patronus AIbased here
  13. ReasonCorebased here
  14. Refreshbased here
  15. Rise Data Labsbased here
  16. Scale AIbased here
  17. Snorkel AIbased here
  18. Surge AIbased here
  19. Symbalbased here
  20. Thetabased here
  21. Tolokabased here
  22. Turingbased here
  23. Vetto AIbased here

Domains that overlap with Multi-Domain

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