LLMs are like compilers, sort of

An AI-generated image, appropriate for this post. The machine on the left is like an LLM, taking in prompts and producing code. The machine on the right is like a compiler, producing binaries. I tried really hard to generate a good image with AI, but my needs seem too esoteric. That's been my experience with AI coding too.