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Local LLM vs Cloud API: The VRAM Math, Unit Economics, and Routing Architecture

This story is from 2026-10-27. It is preserved in the archive; the latest stories are on the live feed.

Almost nobody should deploy exclusively on local silicon or entirely behind a provider's API key. The functional engineering question is determining which segments of your workload belong on internal hardware and which justify managed endpoints. Cloud models remain superior at deep multi-step reaso…

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  1. 2026-10-27 12:52 · DEV Community — Machine Learning
    Local LLM vs Cloud API: The VRAM Math, Unit Economics, and Routing Architecture

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