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JoyAgent-JDGenie is a lightweight, production-ready multi-agent system that goes beyond SDKs to deliver complete end-to-end solutions. It includes pre-built agents for report generation, code execution, PPT creation, and file handling, achieving 75.15% accuracy on GAIA benchmarks. Users can query complex tasks like financial analysis and receive formatted reports directly.