A Comprehensive Survey of Self-Evolving AI Agents [pdf]
Summary
This survey reviews recent advances in self-evolving AI agents, which can autonomously improve their own capabilities through iterative learning and adaptation. It highlights key frameworks, challenges, and future directions, emphasizing the potential for these agents to drive more robust and scalable AI systems. The article suggests that self-evolving agents could significantly accelerate progress in autonomous decision-making and complex problem-solving within the AI field.