Open-Source Multi-Agent Orchestration: Lessons from AgentForge

The AgentForge team built an open-source multi-agent orchestration system to solve their own problem. They learned that designing for failure modes is crucial in multi-agent systems and implemented features like per-agent execution traces, conversation history management, and cost reduction techniques. These features improved system reliability and reduced costs by 60%. Engineers can use AgentForge's code to build their own multi-agent systems. The project is open-source and available on GitHub, with a Discord community for collaboration.