Light-based processing replaces electrons to execute matrix multiplications at higher speeds and lower power. Photonic chips bypass the von Neumann bottleneck by processing data in the optical domain. While promising for inference, these systems struggle with memory integration. Practitioners should view this as a long-term hardware play rather than an immediate replacement for GPUs.