Free Model Servers Under Load: The 30-Minute Concurrency Probe
This story is from 2026-08-23. It is preserved in the archive; the latest stories are on the live feed.
One request looks fine. Ten look fine too. Then you add a loop, and the server starts coughing. Why? Free model servers handle bursts, not beams. They queue. They throttle. They drop. You only find out after your pipeline stalls. I wanted a probe that maps these failure modes fast. No dashboards. N…
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- 2026-08-23 03:47 · DEV Community — AI
Free Model Servers Under Load: The 30-Minute Concurrency Probe