This study develops a specialized high-speed cutting machine for harvesting golden needle mushrooms, which are currently picked by hand due to their delicate nature. The machine uses a fast-spinning blade with a special sliding angle that cuts smoothly rather than crushing the tender stems, similar to how a sharp knife slides through vegetables rather than crushing them. Testing showed this approach reduces energy use and damage while improving cutting quality, making mushroom harvesting more practical for commercial scale operations.