The 'AI Tax' Comes for Consumers: $4,000 Extra for 256GB of RAM

A developer's grumble about a Mac Studio upgrade is a small window into how local AI workloads are reshaping hardware economics.

Sometimes the most honest signal is a complaint. @ianmiles vented about paying an extra $4,000 to get a Mac Studio M5 Ultra to 256GB of RAM — self-described as hating himself for paying the 'AI tax.' The frustration is relatable, but the underlying trend is the story.

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