Words Instead of Weights? Self-Learning Multi-Agent RAG (HERA)

The authors: " ... we propose HERA, a hierarchical framework that jointly evolves multi-agent orchestration and role-specific agent prompts. At the global level, HERA optimizes query-specific agent topologies through reward-guided sampling and experience accumulation. At the local level, Role-Aware Prompt Evolution refines agent behaviors via credit assignment and dual-axes adaptation along operational and behavioral principles, enabling targeted, role-conditioned improvements. " All rights w/ authors: "Experience as a Compass: Multi-agent RAG with Evolving Orchestration and Agent Prompts" Sha Li Virginia Tech Naren Ramakrishnan Virginia Tech #aiexplained #chatgpt #airesearch #scienceeducation #scienceexperiment