Silicon is hitting its physical limit, forcing researchers into the volatile world of 2D materials where a single molecule's thickness makes or breaks a circuit. While human experts spend months chasing the perfect growth recipe, AI is now stepping in to dictate the exact thermal profiles needed for success. This shift toward algorithmic discovery raises urgent questions about the future of the scientific method and who really controls the 'recipe' for innovation.