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RL
RetroEnv
⚗
Plan retrosynthesis routes with verifier-backed rewards.
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Open RL Environments at Scale
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DesignGym
🎨
Recreate real graphic designs via MCP, HTML or a real editor
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RL
1
FineEnvs
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5
Simulation RL Environments
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Turning real-world work into RL environments: PortSimEnv v1
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RL
1
PortSimEnv-Eval
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PortSimEnv v1 eval, every model rollout in 3D
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RL
PortSimEnv v1
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Dock planning on real Port of Barcelona calls
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Nayana Multilingual OCR
📖
OpenEnv document OCR, layout and VQA over 22 languages
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1
FLEURS Multilingual ASR
🎙
OpenEnv speech recognition over 102 FLEURS languages
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9
Multi-harness RL slides
🎛
Watch a talk on training coding agents with RL environments
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225
The ultimate guide to multi-harness RL
🔀
Train open models with RL inside real agent harnesses
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Agents
SmolDataEnv RL
📊
Visualize RL agent comparison metrics in a web dashboard
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RL
11
RL Environments on Hugging Face
🤗
Explore RL environments, browse tasks and run agent rollouts
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Featured
71
How to turn a game into an RL environment
🌍
From an idea to a trained 4B, with the dead ends left in
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Multilingual Multimodal Trackio
🎯
Kannada ASR and OCR GRPO runs, with live held-out evals
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SmolDataEnvs Multi-harness | SETA Whitebox
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Answer dataset questions and view scoring results
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SmolDataEnvs Multi-harness | Harbor
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Explore and manage tasks in the Harbor agentic environment
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SmolDataEnvs Multi-harness | Native OpenCode
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Run OpenCode tasks and view grading results
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87
MiMo RL Environment Explorer
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Explore the MiMo-V2.6 RL environments and run rollouts
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Wordle NeMo Gym
🟨
Running
RL
Watercolour Environment Server
🎨
Explore a watercolour painting environment with text
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LaTeX OCR Env
📐
Transcribe images to LaTeX and receive accuracy score
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Agents
SmolDataEnv SFT
📊
Visualize SFT experiment metrics from a JSON file
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Agents
SmolDataEnvs train logs
📈
GRPO training logs for Qwen3.5 on SmolDataEnvs
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Agents
LaTeX OCR Training
🎯
Cross-model RL training, evaluation, and run history