I think the author makes a decent point with regards to 'problem solving' and better tools and how LLM's somehow feel different. Fortran is a better tool, but you can still reproducibly trace things back to assembly code through the compiler.

LLM's feel like a non-deterministic compiler that transforms English into code of some sort.