What it does
Core capabilities at a glance
- Agent RL
- Alfworld
- Dapo
- Gspo
- Harness RL
- OPD
- Opsd
- Pytrio
Deep dive
The full breakdown - performance, comparisons, and setup
agentic-rl-labLink to this section
agentic-rl-lab is an agent framework - Reproducing and studying RL algorithms for LLM agents, including GRPO, GSPO, DAPO, OPD, Search-R1, ReTool, ALFWorld and beyond.
OverviewLink to this section
agentic-rl-lab is open-source, written primarily in Python, with 1,381 GitHub stars under the Apache 2.0 license. It was last updated on 2026-11-11.
Key capabilitiesLink to this section
From the project's documentation:
- 感谢 PyTRIO 官方团队 对本项目的支持
- 感谢 Kimi 全球大使计划 对项目作者的支持
- 感谢 OpenAI Codex for Open Source 计划 为项目作者提供的 ChatGPT Pro 订阅支持
- 感谢 火山 Hero 计划 对项目作者的支持
How it fits a local-AI stackLink to this section
agentic-rl-lab runs on your own hardware, so pair it with a model and a GPU sized to your needs. Use the VRAM calculator to pick a model that fits your card, and see what you can run for hardware guidance. Related agent frameworks in the directory:
SourcesLink to this section
- Source code & docs: datawhalechina/agentic-rl-lab
- Official website: https://datawhalechina.github.io/agentic-rl-lab/
Stats from GitHub, 2026-11-12.
Frequently asked
Quick answers to common questions
What is agentic-rl-lab?
agentic-rl-lab is a agent-framework tool for local AI workloads. Reproducing and studying RL algorithms for LLM agents, including GRPO, GSPO, DAPO, OPD, Search-R1, ReTool, ALFWorld and beyond.
Is agentic-rl-lab free and open source?
Yes, agentic-rl-lab has 1,381 GitHub stars and is licensed under Apache 2.0. You can self-host it for free on .
What hardware do I need for agentic-rl-lab?
The hardware requirements depend on which models you run. Check our hardware directory for compatible GPUs and systems. agentic-rl-lab has 1,381 GitHub stars and an active community.
Does agentic-rl-lab support GPU acceleration?
agentic-rl-lab's GPU support depends on your specific setup. Check the documentation for details. For the best performance, pair it with an NVIDIA RTX 4090 or 5090.
What are the best alternatives to agentic-rl-lab?
Popular alternatives include other agent-framework tools in our directory. Browse our full collection at /tool for comparisons, community reviews, and benchmark data to find the right fit for your workflow.
How much does agentic-rl-lab cost?
agentic-rl-lab is free-open-source. It is completely free and open source to self-host.
Pairs well with
Complementary tools, models, and hardware