This research presents a new high-speed cutting machine designed specifically for harvesting golden needle mushrooms. The device uses a spinning blade that cuts mushroom roots cleanly without crushing the delicate stems, making harvesting faster and more efficient. The optimized design reduces energy use by nearly a quarter while improving cut quality, offering a practical solution for large-scale mushroom farming.