How to Build a Robust Multi-Agent Pipeline Using CAMEL with Planning, Web-Augmented Reasoning, Critique, and Persistent Memory

This guide demonstrates building an advanced multi-agent research workflow using the CAMEL framework. Five coordinated agents—Planner, Researcher, Writer, Critic, and Finalizer—collaboratively transform topics into evidence-based research letters. The tutorial covers secure OpenAI API integration, programmatic agent orchestration, and lightweight persistent memory implementation for robust AI pipelines.