Moving up abstraction layers really only succeeds with a solid working knowledge of the lower layers. Otherwise, you're just flying blind, operating on faith. A common source of bugs is precisely a result of developers failing to understand the limits of the abstractions they are using.

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RA_Fisher 4 days ago | parent | next [-]

We only need to do that when it’s practical for the task at hand. Some tasks are life-and-death, but many have much lower stakes.

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AbstractH24 4 days ago | parent | prev [-]

So we can all only succeed if we know how CPUs handle individual instructions?

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Wowfunhappy 4 days ago | parent | next [-]

I'm not sure whether I agree with GP, but I think you may be misinterpreting their point. I can have an understanding of CPUs in general without knowing individual instructions, and I do think knowing about things like CPU cache is useful even when writing e.g. Python.

	▲	jama211 4 days ago \| parent \| next [-]
		Sure, but the comment being worried about a lack of “flexing your muscles” is perfectly countered by moving up an abstraction layer then, as you don’t have to constantly get into the weeds of coding to maintain an understanding _in general_ without knowing individual instructions.
	▲	AbstractH24 4 days ago \| parent \| prev \| next [-]
		I see what you’re getting at and it makes sense. Goes to the larger idea that strategic and logic is important for scalability and long term success. Not just execution. Something LLMs miss often (mostly because people fail to communicate it to them).
	▲	RA_Fisher 4 days ago \| parent \| prev [-]
		Yes, for sure! And being able to orchestrate AI to use that knowledge provides leverage for fulfilling tasks. Eventually, yes, I think we'll delegate to AI in more and more complete ways, but it's a process that takes some time.

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monocasa 4 days ago | parent | prev [-]

There's generally a pretty quick falloff of how much help knowledge of each layer under you generally provides as you go deeper.

That being said, if you're writing in C, having a pretty good idea of how a cpu generally executes instructions is pretty key to success I'd say.

	▲	AbstractH24 3 days ago \| parent [-]
		Agreed, also depends on the scale you are working at. If you are a tiny startup, the marginal gains from these optimizations matter a lot less than if you are Netflix.