Agent Lineage Evolution: A Novel Framework for Managing LLM Agent Degradation Executive Summary Agent Lineage Evolution (ALE) is a novel framework that addresses the dual challenge of LLM agent degradation and manual prompt engineering bottlenecks. As LLMs inevitably degrade over extended usage, requiring frequent context restarts, current approaches force humans to manually re-engineer prompts…