Comment by jstanley
19 hours ago
I think the problem is overstated.
People always learn the things they need to learn.
Were people clutching their pearls about how programmers were going to lack the fundamentals of assembly language after compilers came along? Probably, but it turned out fine.
People who need to program in assembly language still do. People who need to touch low-level things probably understand some of it but not as deeply. Most of us never need to worry about it.
I don't think the comparison (that's often made) between AI and compilers is valid though.
A compiler is deterministic. It's a function; it transforms input into output and validates it in the process. If the input is incorrect it simply throws an error.
AI doesn't validate anything, and transforms a vague input into a vague output, in a non-deterministic way.
A compiler can be declared bug-free, at least in theory.
But it doesn't mean anything to say that the chain 'prompt-LLM-code' is or isn't "correct". It's undecidable.
Actually, it isn't that different. Compilers are trash. They produce hilariously bloated and stupid code, even the C++ compilers, not to speak about your average JIT compiler.
However, in practice we don't care because it's good enough for 99% of the code. Sure, it could be like 5x better at least but who cares, our computers are fast enough.:tm:
AI is the same. Is it as good as the best human output? Definitely not. Does it do the job most of the time? Yes, and that's what people care about.
(But yes, for high-impact work - there's many people who know how to read x64 asm or PTX/SASS and they do insane stuff.)
> A compiler is deterministic.
Not usually they aren't. They can be made to be, but it requires extra effort and tradeoffs. Hence why there is a lot of work put into reproducible builds — something you would get for free if compilers were actually always deterministic.
Unless you are taking a wider view and recognizing that, fundamentally, nothing running on a computer can be nondeterministic, which is definitely true.
>People always learn the things they need to learn.
No, they don't. Which why a huge % of people are functionaly illiterate at the moment, know nothing about finance and statistics and such and are making horrendous decisions for their future and their bottom line, and so on.
There is also such a thing as technical knowledge loss between generations.