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Equation 11 · Comparing the Main Approaches to Post-CMOS, Neuromorphic, Photonic, and Quantum AI Compute

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EperipheryE_{\text{periphery}}

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EperipheryE_{\text{periphery}}

Symbol E_periphery

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subscript

subscript

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where EcoreE_{\text{core}} is the energy of the operation itself — the multiply-accumulate, the interference pattern, the qubit gate — and EperipheryE_{\text{periphery}} and EI/OE_{\text{I/O}} are the data-converter, laser-and-detector, cryogenic, or spike-routing overhead surrounding it. A headline figure reporting only EcoreE_{\text{core}} , which vendor materials frequently do, looks dramatically better than one reporting the whole sum, and each approach hides a different fraction of its true cost: analog crossbars in EperipheryE_{\text{periphery}} 's data converters, photonics in EI/OE_{\text{I/O}} 's laser budget, quantum processors in EperipheryE_{\text{periphery}} 's dilution-refrigerator overhead. A single tera-operations-per-watt…
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where EcoreE_{\text{core}} is the energy of the operation itself — the multiply-accumulate, the interference pattern, the qubit gate — and EperipheryE_{\text{periphery}} and EI/OE_{\text{I/O}} are the data-converter, laser-and-detector, cryogenic, or spike-routing overhead surrounding it. A headline figure reporting only EcoreE_{\text{core}} , which vendor materials frequently do, looks dramatically better than one reporting the whole sum, and each approach hides a different fraction of its true cost: analog crossbars in EperipheryE_{\text{periphery}} 's data converters, photonics in EI/OE_{\text{I/O}} 's laser budget, quantum processors in EperipheryE_{\text{periphery}} 's dilution-refrigerator overhead. A single tera-operations-per-watt figure without knowing which terms it includes is close to meaningless, and comparing two such figures from two vendors compounds the problem.

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