Agent Self-Evolution: A Comprehensive Survey from One-Shot Learning to Continuous Growth (2023–2025) Abstract: Large language models are, at their core, static systems—trained once, capabilities frozen. But real-world tasks never repeat themselves. When agents begin to know what they don't know...
Source: [Dev.to](https://dev.to/sanyaduan/agent-self-evolution-a-comprehensive-survey-2023-2025-2i8)