weitianxin/Awesome-Agentic-Reasoning

A curated list of papers and resources based on the survey "Agentic Reasoning for Large Language Models"

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This is a curated list of research papers and resources that explore how large language models (LLMs) can be made more autonomous and capable by integrating reasoning with action. It organizes research into foundational abilities like planning and tool use, self-evolving mechanisms through memory and feedback, and collective intelligence in multi-agent systems. Researchers, AI engineers, and students interested in developing or studying advanced LLM-powered agents would find this a valuable resource.

1,115 stars.

Use this if you are researching or developing advanced AI agents and need a structured overview of current academic work on how large language models can autonomously reason, act, and learn.

Not ideal if you are looking for ready-to-use software tools or code implementations for specific applications, as this is a list of research papers and not a software library.

AI-research large-language-models agent-development machine-learning-research autonomous-systems
No Package No Dependents
Maintenance 10 / 25
Adoption 10 / 25
Maturity 15 / 25
Community 17 / 25

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1,115

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86

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License

MIT

Last pushed

Mar 09, 2026

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