Stable Diffusion

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Title graphic: Stable Diffusion (Product)

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Key points about Stable Diffusion

The case study is a Stable Diffusion workload under concurrency with strict P95 latency objectives on seemingly adequate GPU hardware. · Diagnose GPU Underutilization and CPU Fallback…

Episodes about Stable Diffusion

Diagnose GPU Underutilization and CPU Fallback in AI…

2025-11-29 · Video on YouTube

In this episode of The M365 Show we investigate a familiar but often misunderstood failure pattern in enterprise AI: GPU costs rise, throughput collapses and latency becomes unpredictable, even though the dashboards look healthy and the models appear to work.…

Frequently asked questions

What workload does the episode use as an example?

A Stable Diffusion workload under concurrency with strict P95 latency objectives. On paper the GPU hardware looks perfectly adequate, which makes the collapsing throughput and rising cost so puzzling. · From the episode: Diagnose GPU Underutilization and CPU Fallback…

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Maintained by Mirko Peters (Microsoft MVP) · Last updated: 2026-11-03