Developing self-sustaining, brain-inspired computing hardware through standard CMOS manufacturing by integrating energy-harvesting Power Management Units, advanced electro-optical materials that convert optical loss into usable electricity, and self-spiking photonic neurons that compute while capturing their own energy.