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Flash-Next on a Mac Studio M5 Ultra with prompt-lookup drafting

Seth For PrivacySep 276 stars

OMLX setup using prompt-lookup MTP drafts that speed edit turns by 1.3 to 2.2x with exact output. By a privacy educator who wants coding models that stay on his own machine.

Preview of Flash-Next on a Mac Studio M5 Ultra with prompt-lookup drafting
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Seth For Privacy

I'm COO @cake-tech and a privacy educator who hosts the "Opt Out" podcast.

Your product hereSeen by everyone reading about Qwen3.8-Flash-Next builds.From $10/week
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carloslfu

@carloslfu · Aug 28

Streams expert weights from SSD so a Mac that cannot hold the model in memory still runs it at roughly 12 tok/s. A neat trick for memory-poor Apple machines.

MiaAI-Lab

@MiaAI-Lab · Sep 4

Step-by-step recipe to squeeze the 125B model onto one DGX Spark instead of two, with config and measured throughput.