Self-Evolving

Self-evolving refers to the process by which LLM agents continuously improve their own capabilities without external supervision, through mechanisms such as self-reflection, experience accumulation, prompt optimization, or parameter updates. Common implementations include Reflexion and self-consistency sampling.