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AReaL Project

The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.

AReaL: A Large-Scale Asynchronous Reinforcement Learning System

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AReaL

AReaL is a reinforcement learning (RL) infrastructure designed to bridge foundation model training with modern agent-based applications. It was originally developed by researchers and engineers from Tsinghua IIIS and the AReaL Team at Ant Group.

Built on a fully asynchronous RL training paradigm, AReaL is optimized for efficiency and scalability, making it particularly well-suited for training large-scale reasoning and agentic models.

AReaL’s mission is to make building AI agents accessible, efficient, and cost-effective for a broad community of developers and researchers.

Like milk tea - customizable, scalable, and enjoyable - we hope AReaL brings both flexibility and delight to your AI development experience. Cheers!

AReaL Highlights

  • Flexibility: Seamless customization for agentic RL and online RL training for black-box agent applications by simply replacing the base_url.
  • 📈 Scalability: Stable fully asynchronous RL training with industry-leading speed.
  • Cutting-Edge Performance: State-of-the-art math, coding, search, and customer service agents.

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  1. AReaL AReaL Public

    The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.

    Python 5.7k 599

  2. community community Public

    This repository is the central place for non-code resources that govern and support the AReaL ecosystem.

    5 1

Repositories

Showing 9 of 9 repositories
  • AReaL Public

    The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.

    areal-project/AReaL's past year of commit activity
    Python 5,749 Apache-2.0 599 18 (1 issue needs help) 108 Updated Sep 10, 2026
  • areal-project.github.io Public

    The official landing site for AReaL, built with Docusaurus.

    areal-project/areal-project.github.io's past year of commit activity
    TypeScript 0 0 0 0 Updated Sep 10, 2026
  • AReaL-DTE Public
    areal-project/AReaL-DTE's past year of commit activity
    Python 4 Apache-2.0 0 0 0 Updated Sep 9, 2026
  • community Public

    This repository is the central place for non-code resources that govern and support the AReaL ecosystem.

    areal-project/community's past year of commit activity
    5 Apache-2.0 1 0 1 Updated Sep 4, 2026
  • landscape Public Forked from pytorch-fdn/landscape

    PyTorch Landscape source code

    areal-project/landscape's past year of commit activity
    0 Apache-2.0 16 0 0 Updated Jul 21, 2026
  • docs Public

    Documentation for AReaL, built with Jupyter Book.

    areal-project/docs's past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jul 7, 2026
  • AReaL-SWEAgent Public

    An RL agent adapter that runs SWE-bench coding tasks inside sandboxed AEnvironment containers and returns a reward — built to plug into the AReaL RL training framework.

    areal-project/AReaL-SWEAgent's past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jul 1, 2026
  • AReaL-MinT Public

    Open MinT training runtime on AReaL

    areal-project/AReaL-MinT's past year of commit activity
    Python 27 Apache-2.0 0 0 0 Updated Jul 1, 2026
  • .github Public
    areal-project/.github's past year of commit activity
    0 0 0 0 Updated May 11, 2026