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MLOps Shenanigans

The newsletter for ML platform builders and MLOps practitioners

Newsletter · By Martynas Šubonis · Official site

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  1. Issue · Aug 9, 2026

    What Does Cheaper Inference Actually Mean? (opens the original)

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    One topic I found myself quite interested in was the claim that inference costs fall by X orders of magnitude every year. The numbers always sounded surprising, at least given how I thought I would measure them. Hence this piece: an attempt to decompose this cost reduction into three layers, estimate how much each contributes, and try to find a “realistic” estimate of the annual rate.Three LayersIn a rudimentary split, cost efficiencies can come from three different layers:HardwareAlgorithmsMode

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