Todo-14B

This model can generate query-specific LLM-agent planning system is fine-tuned on Qwen3-14B. It is the official model checkpoint for the framework TodoEvolve, designed to generate customized planning structures (topology, initialization, adaptation and navigation) for various agentic tasks.

Please check our paper: TodoEvolve: Learning to Architect Agent Planning Systems

If you find this model useful, please kindly cite our paper:

@misc{liu2026todoevolvelearningarchitectagent,
      title={TodoEvolve: Learning to Architect Agent Planning Systems}, 
      author={Jiaxi Liu and Yanzuo Jiang and Guibin Zhang and Zihan Zhang and Heng Chang and Zhenfei Yin and Qibing Ren and Junchi Yan},
      year={2026},
      eprint={2602.07839},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={[https://arxiv.org/abs/2602.07839](https://arxiv.org/abs/2602.07839)}, 
}