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inclusionAI / AReno

An easy-to-use, fast toolkit to scale up RL post-training on a single node.

Why this job: topics: local-llm, local-ai

AReno training loop

What it does

  • Plug-and-play. various post-training methods are easily accessible via the --algo flag or the same Trainer class from Python, no cluster or launcher to set up.
  • Lightweight. one self-contained train/serve stack with CUDA, Ascend NPU, and Apple Silicon MLX backends.
  • Agentic RL ready. run an agent function against AReno's local OpenAI-compatible proxy, return explicit trajectories, and train from tokens, logprobs, rewards, and loss masks derived by the trainer.
  • Multimodal. use image, audio, and video content with compatible model processors through the same OpenAI-style message format in serving and agentic training.
  • Native LoRA. train TP-aware adapters for Qwen3, Qwen3-MoE, and Bailing-MoE V3, save standard PEFT artifacts, and reload them for training or serving.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 5 days ago
Stars
387
+4 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v0.10.0
Released 18 days ago
Built with
Python
86% of the code

Is it looked after?

Contributors
11
Last 90 days
Issues
64% closed
101 still open
Pull requests
152 merged
78 waiting
Releases
10
10 in the last year

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More: languages, topics and project record

Languages

  • Python 86%
  • C++ 5%
  • Cuda 4%
  • JavaScript 3%

Topics

  • agent
  • agentic-ai
  • grpo
  • llm
  • local-ai
  • local-llm
  • machine-learning
  • post-training
  • reinforcement-learning
  • rl
  • self-hosted
  • sft

Project record

  • JobLocal LLMs
  • StatusListed
  • Commits192
  • Forks140
  • Watching20
  • Stars in 28 days+65
  • CreatedJun 9, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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