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Your Free AI Server Has a Queue Ceiling: Measure It Before You Need It

This story is from 2026-09-02. It is preserved in the archive; the latest stories are on the live feed.

It was 03:17 when the alert fired. The AI review bot had been silent for eleven minutes. No deploys. No config changes. The dashboard showed requests queuing behind a latency spike that came from nowhere. That's the real cost of a free tier: you don't see the ceiling until you hit it. This article…

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  1. 2026-09-02 13:35 · DEV Community — AI
    Your Free AI Server Has a Queue Ceiling: Measure It Before You Need It

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