As the first dataset built upon a fusion-oriented architecture, FOOD is designed to empower the future of autonomous systems. It serves as a comprehensive validation platform, providing robust data support for multi-source information fusion across all levels, stages, and methodologies. By bridging the gap between theoretical research and industrial application, FOOD accelerates the evolution of next-generation autonomous intelligent agents.