Product teams across the company want to fine-tune and serve their own models. Design the internal ML platform they should use.

A platform question at principal level. Every team running its own training and serving stack wastes GPUs and creates risk; a central platform that is hard to use gets bypassed. The design has to make the shared path the fastest one.

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