Light-based computing uses photons instead of electrons to execute matrix multiplications. This approach promises lower power consumption and higher speeds than traditional GPUs. While silicon photonics offers a theoretical path to efficiency, physical scaling remains a hurdle. Practitioners should view this as a long-term infrastructure bet rather than an immediate hardware replacement.