Comment by alexjplant
6 hours ago
> LLMs are just another abstraction layer above programming languages, machine language, etc.
Programming languages are (largely) deterministic. LLMs are not. The boundary between an abstract concept and something executable sits comfortably in the mind of the programmer in non-LLM contexts. This boundary shifts when using an LLM and becomes shared between the programmer and the matrix multiplication machine.
The "layer of abstraction" analogy is therefore technically true but essentially false. "Just another" papers over how seismic of a paradigm shift all of this is.
Sure, you're right - at the end of the day, LLMs are non-deterministic code generators. I certainly wouldn't trust one for a medical device manufacturer's software. For line of business apps it's totally adequate. And to be clear, I don't love it. I'm just coming to terms with the fact that these LLMs have gotten good enough, that with enough instruction and guidance, they can generate code/features at speeds we can only dream of if we were to code them by hand.