This is key: computation is about making things happen. Coding with an LLM adds a level of abstraction but the need for precision and correctness of the "things that happen" doesn't go away. No matter how many cool demos and "coding is dead" pronouncements because AI - and the demos are very cool - the bulk of the work moves to the pre- and post-processing and evals with AI. To the extent that it makes programming more accessible it's a good thing, but can't really replace it.