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I Ran a Concurrency Sweep on a Free Model Server. It Broke at 16.

This story is from 2026-08-22. It is preserved in the archive; the latest stories are on the live feed.

Latency tests lie. A single request can look fast. Then ten arrive at once. The server chokes. I learned this the hard way. My earlier probes measured one request at a time. They revealed variance. They revealed time-of-day swings. They revealed nothing about contention. Real apps fire many request…

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  1. 2026-08-22 21:33 · DEV Community — AI
    I Ran a Concurrency Sweep on a Free Model Server. It Broke at 16.

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