As Artificial Intelligence and data-driven technologies scale exponentially, so does their energy demand. By 2030, data centers alone will consume up to 945 TWh of global electricity. Compounding this crisis, conventional computing architectures dissipate over 50% of their energy as waste heat or optical loss.