Collaborative Agent Reasoning Engineering (CARE): A Three-Party Design Methodology for Systematically Engineering AI Agents with Subject Matter Experts, Developers, and Helper Agents
Researchers introduce CARE, a systematic methodology for engineering LLM-based agents in scientific domains through collaboration between subject-matter experts, developers, and AI helper agents. The approach replaces ad-hoc development with stage-gated phases and reusable artifacts, demonstrating measurable improvements in development efficiency and performance on complex queries.