Awesome AI AgentsAI Agent Development

areal-project/AReaL

⭐ 5752 Python added to this list on 2026-05-11 repository created 2025-02-24

AReaL (A Large-Scale Asynchronous Reinforcement Learning System) is an open-source project providing a robust infrastructure for reinforcement learning, specifically tailored to bridge the gap between foundation model training and modern agent-based applications. Developed by researchers from Tsinghua IIIS and Ant Group, AReaL leverages a fully asynchronous RL training paradigm to achieve high efficiency and scalability, making it ideal for large-scale reasoning and agentic model development. The system emphasizes accessibility, efficiency, and cost-effectiveness for developers and researchers building AI agents. Key highlights include its flexibility for agentic RL and online RL training, supporting customization for black-box agent applications by simply modifying a `base_url`. It boasts industry-leading speed through stable, fully asynchronous RL training and has demonstrated cutting-edge performance in various applications, including math, coding, search, and customer service agents. AReaL continuously integrates new features and improvements, such as integration with NVIDIA's Scaffoldings for agentic RL training, support for Ascend NPU devices, and advanced components like AReaL-SEA for self-evolving data synthesis. It also offers AReaL-lite, a lightweight version for rapid prototyping and algorithm development, prioritizing ease of use with an algorithm-first API. The project aims to simplify multi-turn agentic RL training setups, offering significant speedups while maintaining or exceeding the performance of synchronous systems.

https://github.com/areal-project/AReaL

reinforcement-learningllm-agentsasynchronous-rlmachine-learning-systemslarge-scale-aiagentic-modelsfoundation-modelsai-infrastructurescalabilitydeep-learning

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