This talk presents Galbot's latest breakthroughs in generalist robot foundation models — a unified architecture that integrates robot "brain" (high-level reasoning and task planning) with whole-body motion control. We share how our foundation model is redefining robotic dexterity, adaptability, and operational reliability at scale, moving beyond task-specific automation toward truly versatile machines. Beyond technical innovation, we showcase real-world deployment across manufacturing, logistics, and service sectors, demonstrating that generalist robots are not just a research vision but a tangible driver of industrial transformation.