To carry on this analogy - do test prep workbooks make you meaningfully more competent in general, or is it benchmaxing? (Versus studying textbooks for a similar time, of course.)

Their best models are getting more and more expensive, and still aren't SOTA.

It's almost like there's an actual cost to developing these models, and the Chinese don't have magic dirt that allows them to do it at a fraction of the cost.