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Which Workloads Get the Free AI Server? A 4-Variable Fit Score With Worked Numbers

This story is from 2026-08-29. It is preserved in the archive; the latest stories are on the live feed.

Last week, a platform lead showed me a two-line brief: "We have free AI model access and a free server. Move the team onto it." By Wednesday, their customer-triage demo hit p95 latency of 14 seconds. The free server wasn't broken. The workload never belonged there — and nobody had asked the questio…

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  1. 2026-08-29 09:36 · DEV Community — AI
    Which Workloads Get the Free AI Server? A 4-Variable Fit Score With Worked Numbers

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