Writing code is the easiest part of the process (relatively speaking). Figuring out the requirements, working with stakeholders to drive consensus, and understanding user needs is the bulk of the work.

LLMs will certainly lower the entry barriers for new programmers, and might also create a new solopreneur economy because of it. Now non-technical people with ideas can start prototyping and raise money, but would soon need engineers to grow the product.