I am not that interested in LLM "productivity" when programming. More in that it lets me stretch into areas I am less familiar with more easily, and experiment. GPU dev for instance.

Unfortunately there is a risk: the LLM always confidently pronounces it knows how to do something. And often it can. But you have no experience to judge when it's wrong, and it will be wrong too.