SCOPE: Prompt Evolution for Enhancing Agent Effectiveness

ArXi:2512.15374v2 Announce Type: replace Large Language Model (LLM) agents are increasingly deployed in environments that generate massive, dynamic contexts. However, a critical bottleneck remains: while agents have access to this context, their static prompts lack the mechanisms to manage it effectively, leading to recurring Corrective and Enhancement failures. To address this capability gap, we