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Development of an end-to-end robotic manipulation pipeline using ROS 2, Isaac Sim, and the Unitree G1 humanoid. The system performs semantic object detection, grasp prediction, collision-aware motion planning, and autonomous pick-and-place for supermarket shelf automation.