Interesting approach. I’ve seen a similar challenge when testing data pipelines where schema complexity makes simple fixtures unrealistic. Synthetic generation tied to schema definitions could help keep test environments closer to production structure.

Explicitly says they want to avoid running layers on CPU for performance reasons, and has benchmarks, but doesn't have benchmarks comparing against offloading to CPU. That would be really helpful for verifying that this is actually worth doing. (I suspect it is, but intuition is inferior to empirical evidence.)