Light-based processing replaces electrons to bypass the heat and energy bottlenecks of traditional silicon. Photonic chips execute matrix multiplications at higher speeds with lower power consumption. This hardware shift targets the massive compute demands of large models. Practitioners should monitor these developments as a potential alternative to Nvidia GPUs for high-scale inference.