aim-uofa / Self-Distillation-AgentRL

More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning

unslothai / unsloth

Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4, FLUX and more.

rohitg00 / ai-engineering-from-scratch

Learn AI Engineering! Learn it. Build it. Ship it for others.

bojieli / ai-agent-book

《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码

ray-project / ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

sgl-project / sglang

SGLang is a high-performance serving framework for large language models and multimodal models.

huggingface / trl

Train transformer language models with reinforcement learning.

microsoft / agent-lightning

The absolute trainer to light up AI agents.

DLR-RM / stable-baselines3

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

Farama-Foundation / Gymnasium

A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

simular-ai / Agent-S

Agent S: an open agentic framework that uses computers like a human

wandb / wandb

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

OpenPipe / ART

Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama, and more!

OpenRLHF / OpenRLHF

An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & VLM & TIS & vLLM & Ray & Async RL)

NVlabs / Sana

SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer

oumi-ai / oumi

Easily fine-tune (SFT/RL), evaluate, and deploy Qwen, Gemma, or any open agentic LLM/VLM!

lazyprogrammer / machine_learning_examples

A collection of machine learning examples and tutorials.

lucidrains / PaLM-rlhf-pytorch

Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

Human-Agent-Society / reef

Infrastructure for continually self‑improving agents

rllm-org / rllm

Democratizing Reinforcement Learning for LLMs

areal-project / AReaL

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

RLinf / RLinf

RLinf: Reinforcement Learning Infrastructure for Embodied and Agentic AI

InternLM / xtuner

A Next-Generation Training Engine Built for Ultra-Large MoE Models

walkinglabs / hands-on-modern-rl

🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.

google-deepmind / dm_control

Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

google-deepmind / acme

A library of reinforcement learning components and agents

danijar / dreamerv3

Mastering Diverse Domains through World Models

facebookresearch / ReAgent

A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)

pytorch / rl

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

Farama-Foundation / PettingZoo

A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities

PaddlePaddle / PARL

A high-performance distributed training framework for Reinforcement Learning

alibaba / ROLL

An Efficient and User-Friendly Scaling Library for Reinforcement Learning with Large Language Models

Farama-Foundation / HighwayEnv

A collection of environments for autonomous driving and tactical decision-making tasks

mujocolab / mjlab

Isaac Lab API, powered by MuJoCo-Warp, for RL and robotics research

xlang-ai / OSWorld

[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

radixark / miles

Miles is an enterprise-facing reinforcement learning framework for LLM and VLM post-training, forked from and co-evolving with slime.

MaximeVandegar / Papers-in-100-Lines-of-Code

Implementation of papers in 100 lines of code.

DLR-RM / rl-baselines3-zoo

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

google-deepmind / mctx

Monte Carlo tree search in JAX

EMI-Group / evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

Farama-Foundation / Minigrid

Simple and easily configurable grid world environments for reinforcement learning

natolambert / rlhf-book

Textbook on reinforcement learning from human feedback

NVlabs / ProtoMotions

ProtoMotions is a GPU-accelerated simulation and learning framework for training physically simulated digital humans and humanoid robots.

zai-org / GLM-V

GLM-4.6V/4.5V/4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

xbpeng / MimicKit

A lightweight suite of motion imitation methods for training controllers.

learnsyslab / gym-pybullet-drones

PyBullet Gymnasium environments for single and multi-agent reinforcement learning of quadcopter control

NVIDIA-NeMo / RL

Scalable toolkit for efficient model reinforcement

Farama-Foundation / Gymnasium-Robotics

A collection of robotics simulation environments for reinforcement learning

AI4Finance-Foundation / FinRL-Meta

FinRL­®-Meta: Dynamic datasets and market environments for FinRL.

Farama-Foundation / Metaworld

Collections of robotics environments geared towards benchmarking multi-task and meta reinforcement learning

RoboVerseOrg / RoboVerse

RoboVerse: Towards a Unified Platform, Dataset and Benchmark for Scalable and Generalizable Robot Learning

Farama-Foundation / Minari

A standard format for offline reinforcement learning datasets, with popular reference datasets and related utilities

meta-pytorch / tnt

A lightweight library for PyTorch training tools and utilities

BindsNET / bindsnet

Simulation of spiking neural networks (SNNs) using PyTorch.

AgentR1 / Agent-R1

Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning

opendilab / LightZero

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios (awesome MCTS)

ray-r-ren / agent-apprenticeship

The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.

google-deepmind / bsuite

bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent

kengz / SLM-Lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

verl-project / verl-omni

Multimodal RL training framework for diffusion & omni models