EvoAgentX/Awesome-Self-Evolving-Agents

[Survey] A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

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Emerging

This is a curated collection of research papers and open-source tools for building AI agents that can improve their own performance over time. It provides an overview of various techniques, categorized by single-agent or multi-agent optimization, and outlines conceptual frameworks for these systems. Developers and researchers working with large language models will find this resource useful for understanding and implementing self-evolving AI capabilities.

1,939 stars. No commits in the last 6 months.

Use this if you are a researcher or developer looking to understand or implement cutting-edge techniques for building AI agents that can learn and adapt autonomously.

Not ideal if you are an end-user seeking a ready-to-use application; this is a technical resource for those building or studying AI agents.

AI-research agentic-systems large-language-models machine-learning-engineering AI-development
Stale 6m No Package No Dependents
Maintenance 2 / 25
Adoption 10 / 25
Maturity 15 / 25
Community 18 / 25

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Last pushed

Oct 11, 2025

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