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The AI revolution is facing a physical limit: heat. While silicon has carried us this far, the industry is now pivoting toward Optical Neural Networks (ONNs) to slash energy consumption and break the memory wall. This is not just an upgrade; it is a fundamental rewrite of how we process information.