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Twenty data scientists want GPU notebooks. How do you give them that without buying twenty GPUs?

A notebook holds a GPU while somebody thinks, which is most of the day. The utilisation on an interactive fleet is the worst in the building, and the fix is a queue people do not hate.

Updated Sep 2026 · Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.

A notebook holds a GPU while somebody thinks, which is most of the day. The utilisation on an interactive fleet is the worst in the building, and the fix is a queue people do not hate.

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