HumanEgo is a framework for zero-shot robot learning from minutes of human egocentric videos, bridging the embodiment gap between humans and robots. It achieves 92.5% average success across four real-world tasks and outperforms robot teleoperation by 41%. The framework is robot-data-free, hardware-agnostic, and data-efficient, making it a significant advancement in AI research.