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MIT CSAIL
Aligned text-and-3D embodied environment - agents learn household tasks (pick & place, heat, cool, clean) as both TextWorld games and visually-rendered ALFRED scenes.
Prime Intellect
Toy multi-turn environment where the model must maintain and update an alphabetically sorted list of names across turns; the canonical "hello world" RL env on the Prime Intellect Hub.
Farama Foundation
The canonical Atari 2600 RL benchmark - 57 games (and growing) wrapped in a Gymnasium-compatible interface; the original launching pad for DQN and the entire deep RL field.
ServiceNow Research
ServiceNow's unified Gym-style framework for web agents - wraps WebArena, MiniWoB, VisualWebArena, WorkArena, AssistantBench, WebLINX, and more under one Playwright-backed interface.