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Title: GitHub - inclusionAI/AReaL: Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible.

Open Graph Title: GitHub - inclusionAI/AReaL: Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible.

X Title: GitHub - inclusionAI/AReaL: Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible.

Description: Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible. - inclusionAI/AReaL

Open Graph Description: Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible. - inclusionAI/AReaL

X Description: Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible. - inclusionAI/AReaL

Opengraph URL: https://github.com/inclusionAI/AReaL

X: @github

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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#areal-a-large-scale-asynchronous-reinforcement-learning-system
Paper	https://arxiv.org/pdf/2505.24298
Documentation	https://inclusionai.github.io/AReaL/
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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/assets/logo.png
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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-news
paper	https://arxiv.org/pdf/2601.22607
code	https://github.com/inclusionAI/AReaL/tree/main/examples/tau2
announcement on X	https://x.com/Eigen_AI_Labs/status/2018561648022130805?s=20
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SETA	https://github.com/camel-ai/seta
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announcement on X	https://x.com/guohao_li/status/2009678513574408636
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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-getting-started
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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-examples
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#math--reasoning
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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#agentic-rl
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Tau2 Customer Service	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/tau2
Paper	https://arxiv.org/abs/2601.22607
Search Agent	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/search_agent
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OpenAI Agents Integration	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/openai_agents
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	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#vision-language-models
VLM	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/vlm
VLM on NPU	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/vlm_npu
Benchmark Results	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/vlm_npu/README.md
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#alignment--infrastructure
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SkyPilot Deployment	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/skypilot
Screenshots	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/skypilot/README.md
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-support-matrix
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-algorithms
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📖 Docs	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/docs/algorithms/grpo_series.md
📄 Paper	https://arxiv.org/pdf/2402.03300
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_grpo.yaml
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📄 Paper	https://arxiv.org/abs/2507.18071
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📄 Paper	https://arxiv.org/pdf/2203.02155
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📄 Paper	https://arxiv.org/abs/2503.14476
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📄 Paper	https://arxiv.org/abs/2508.08221
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📄 Paper	https://arxiv.org/abs/2503.20783
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_drgrpo.yaml
📄 Paper	https://arxiv.org/pdf/2501.03262
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_reinforce.yaml
📖 Docs	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/docs/algorithms/grpo_series.md
📄 Paper	https://arxiv.org/pdf/2402.14740v1
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_rloo.yaml
📖 Docs	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/docs/algorithms/grpo_series.md
📄 Paper	https://arxiv.org/abs/2511.20347
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_sapo.yaml
📖 Docs	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/docs/algorithms/m2po.md
📄 Paper	https://arxiv.org/abs/2510.01161
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_m2po.yaml
🔗 RLHF Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/alignment
🔗 GSM8K Example	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/examples/math/gsm8k_sft.py
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#models
AI Coding Assistant Guide	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/docs/reference/ai_assisted_dev.md
Archon Reference	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/docs/tutorial/archon.md
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#training-backends
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#inference-backends
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-resources
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#tutorial
Installation	https://inclusionai.github.io/AReaL/tutorial/installation.html
Quickstart	https://inclusionai.github.io/AReaL/tutorial/quickstart.html
Agentic RL	https://inclusionai.github.io/AReaL/tutorial/agentic_rl.html
Evaluation	https://inclusionai.github.io/AReaL/tutorial/eval.html
Large MoE with Megatron	https://inclusionai.github.io/AReaL/tutorial/megatron.html
Large MoE with PyTorch Archon	https://inclusionai.github.io/AReaL/tutorial/archon.html
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#code-walkthrough
Running GRPO on GSM8K dataset	https://inclusionai.github.io/AReaL/tutorial/gsm8k_grpo.html
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#best-practices
Improving Algorithm Performance	https://inclusionai.github.io/AReaL/best_practices/algo_perf.html
Agent Workflow Best Practices	https://inclusionai.github.io/AReaL/best_practices/workflow.html
Debugging	https://inclusionai.github.io/AReaL/best_practices/debugging.html
Handling OOM Issues	https://inclusionai.github.io/AReaL/best_practices/handling_oom.html
Performance Profiling	https://inclusionai.github.io/AReaL/best_practices/perf_profiling.html
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#customization
Customize Dataset	https://inclusionai.github.io/AReaL/customization/dataset.html
Customize Agentic/RVLR Rollout Workflows	https://inclusionai.github.io/AReaL/customization/agent.html
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#algorithms
Asynchronous RL Explained	https://inclusionai.github.io/AReaL/algorithms/async.html
PPO, GRPO, and Related Algorithms	https://inclusionai.github.io/AReaL/algorithms/grpo_series.html
M2PO	https://inclusionai.github.io/AReaL/algorithms/m2po.html
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#reference
CLI Configurations	https://inclusionai.github.io/AReaL/cli_reference.html
Checkpointing	https://inclusionai.github.io/AReaL/reference/checkpointing.html
Metrics Tracking	https://inclusionai.github.io/AReaL/reference/metrics_tracking.html
Allocation Mode	https://inclusionai.github.io/AReaL/reference/alloc_mode.html
Rollout Workflow	https://inclusionai.github.io/AReaL/reference/rollout_workflow.html
Agent Workflow	https://inclusionai.github.io/AReaL/reference/agent_workflow.html
AI-Assisted Development	https://inclusionai.github.io/AReaL/reference/ai_assisted_dev.html
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-contributing
Contributing Guide	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/CONTRIBUTING.md
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#️-future-roadmap
Full Roadmap	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/blob/main/ROADMAP.md
2025 Q4 Roadmap	https://github.com/inclusionAI/AReaL/issues/542
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-acknowledgments
Relaxed System Lab	https://github.com/Relaxed-System-Lab
SGLang team	https://github.com/sgl-project/sglang
ReaLHF	https://github.com/openpsi-project/ReaLHF
DeepScaleR	https://github.com/agentica-project/deepscaler
Open-Reasoner-Zero	https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero/tree/main
OpenRLHF	https://github.com/OpenRLHF/OpenRLHF
VeRL	https://github.com/volcengine/verl
SGLang	https://github.com/sgl-project/sglang
QwQ	https://github.com/QwenLM/QwQ
Light-R1	https://github.com/Qihoo360/Light-R1
DAPO	https://github.com/BytedTsinghua-SIA/DAPO
	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#-citation
inclusionai.github.io/AReaL/	https://inclusionai.github.io/AReaL/
agent	https://patch-diff.githubusercontent.com/topics/agent
reinforcement-learning	https://patch-diff.githubusercontent.com/topics/reinforcement-learning
rl	https://patch-diff.githubusercontent.com/topics/rl
machine-learning-systems	https://patch-diff.githubusercontent.com/topics/machine-learning-systems
mlsys	https://patch-diff.githubusercontent.com/topics/mlsys
llm	https://patch-diff.githubusercontent.com/topics/llm
llm-agent	https://patch-diff.githubusercontent.com/topics/llm-agent
llm-reasoning	https://patch-diff.githubusercontent.com/topics/llm-reasoning
Readme	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#Apache-2.0-1-ov-file
Contributing	https://patch-diff.githubusercontent.com/inclusionAI/AReaL#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/inclusionAI/AReaL
Activity	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/activity
Custom properties	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/custom-properties
3.5k stars	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/stargazers
29 watching	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/watchers
293 forks	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FinclusionAI%2FAReaL&report=inclusionAI+%28user%29
Releases 19	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/releases
v0.5.1 Latest Dec 18, 2025	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/releases/tag/v0.5.1
+ 18 releases	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/releases
Please reload this page	https://patch-diff.githubusercontent.com/inclusionAI/AReaL
Contributors 73	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/graphs/contributors
	https://github.com/garrett4wade
	https://github.com/rchardx
	https://github.com/nuzant
	https://github.com/fishcrap
	https://github.com/apps/gemini-code-assist
	https://github.com/dhh1995
	https://github.com/kdada
	https://github.com/claude
	https://github.com/HwVanICI
	https://github.com/JacksonMei
	https://github.com/xssstory
	https://github.com/ZiyiTsang
	https://github.com/samjia2000
	https://github.com/apps/copilot-pull-request-reviewer
+ 59 contributors	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/graphs/contributors
Python 76.5%	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/search?l=python
Jupyter Notebook 23.3%	https://patch-diff.githubusercontent.com/inclusionAI/AReaL/search?l=jupyter-notebook
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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