Comprehensive 360-Degree Assessment and Reusable Experience Accumulation for Enhancing Multi-Agent Capabilities in Complex Tasks

A hierarchical multi-agent framework, Reusable Experience Accumulation with 360°Assessment (360°REA), is proposed to enhance the capabilities of LLM-based agents in tackling complex tasks by incorporating comprehensive agent performance evaluation and experience accumulation.