EvoAgentX/Awesome-Self-Evolving-Agents
[Survey] A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
Curates taxonomy and frameworks for self-evolving AI agents across single-agent optimization (training and test-time behavior), multi-agent systems, and domain-specific applications. Structures agent development techniques—including supervised fine-tuning, reinforcement learning, search-based reasoning, and feedback mechanisms—alongside open-source implementations like EvoAgentX for automated agentic workflow evolution. Links foundational models to lifelong learning paradigms through categorized research papers, code repositories, and conceptual frameworks spanning 2023-2025 advances.
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Oct 11, 2025
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