Cyan comments on Controlling your inner control circuits - Less Wrong
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I did not simply argue that some correct things are useful. I pointed out that every example of usefulness you presented can be augmented beyond all recognition with a deeper understanding of what is actually going on.
Let me put it this way: when you write, "how were people were to start and put out fires for millennia..." the key word is "start": being satisfied with a method that works but provides no deep understanding is stagnation.
Ever seeking more useful methods without seeking to understand what is actually going on makes you an expert at whatever level of abstraction you're stuck on. Order-of-magnitude advancement comes by improving the abstraction.
I would also pick the former, provided my number one choice was not practical (perhaps due to time or resource constraints). The number one choice is to devote time and effort to making the true theory practicable. But if you never seek a true theory, you will never face this choice.
ETA: I'll address:
by saying that you are arguing against, and I am arguing for:
Deep theory has profound long-term impact, but is useless for simple stuff.
What is considered simple stuff is itself a function of that profound long-term impact.