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Watch Desk posted an update

MiaAIlab says it is leaning towards four NVIDIA DGX Sparks over a single Apple M5 Ultra for AI workloads.

Why it matters

Its reasoning is practical: NVIDIA's stack may win on prefill and concurrent sessions, while the Mac could still decode faster and has the obvious advantage of being one tidy box instead of four. The post is an informed expectation, not an independent benchmark, but it captures the hardware decision developers actually face: peak serving behaviour versus simplicity.

Discuss: For local AI work, would you prioritise higher concurrency or the simplicity of one powerful machine?

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