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François Chollet x.com

> One could even define intelligence as the efficiency with which one converts experience into competence; by this definition they lag very far behind us Yes, one could define intelligence in this way, and one would be right. By this metric current AI is approximately 6 OOMs less intelligent than humans. Your ancestors' evolutionary history did not prepare you for Python programming, yet you can learn to competently program in Python in a few hundreds of hours. An LRM needs the training data equivalent of ~1B hours (on top of all of its non-programming related training data). Another dimensio…

ancestorsconvertscompetence

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Top people

17 August

Ralph AdolphsKorrents

24 May

Dan ShipperKorrents

8 April

David Heinemeier HanssonChanged their mind

  • Their words, before

    I love chiseling my code and the way I use AI is in a separate window. I don't let it drive my code. I've tried that. I've tried the cursors and the wind surfaces and I don't enjoy that way of writing. And one of the reasons I don't enjoy that way of writing is I can literally feel competence draining out of my fingers.

    Their words now

    I will now start any project I'm starting with. I'm starting agent first and that's a massive shift
  • Their words, before

    Where I get fired up, and this ties back to the AI discussion, is when that's turned into this meme, that programmers no longer have to be competent. I mean the AI is gonna figure it out. The generators is gonna figure it out. I don't need to know SQL, active record is gonna abstract it away from me. No, no, no dude, hold up. The path here is competence.

    Their words now

    really good programmers are currently more valuable than ever because they're the ones who are able to get the most out of the AI acceleration.

1 January

Russ AllberyRecommends

  • Lovedrcmnd.app

    Politics on the Edge

    Their words

    The stand-out non-fiction book of the year was Rory Stewart's Politics on the Edge. I have a lot of disagreements with Stewart's political positions (the more I listen to him, the more disagreements I find), but he is an excellent memoirist who skewers the banality, superficiality, and contempt for competence that has become so prevailing in centrist and right-wing politics. It's hard not to read this book and despair of electoralism and the current structures of governments, but it's bracing to know that even some people I disagree with believe in the value of expertise.

    eyrie.org

  • Lovedrcmnd.app

    I Shall Wear Midnight

    Their words

    I Shall Wear Midnight was the best of the remaining Pratchett novels. It's the penultimate Tiffany Aching book and, in my opinion, the best. All of the elements of the previous books come together in snarky competence porn that was a delight to read.

    eyrie.org

5 October 2025

Albert ChengKorrents

12 July 2025

David Heinemeier HanssonChanged their mind
  • Their words, before

    it's a luxury good like you're not paying the penalty for that the people who embrace it and think that they can just ask AI for everything or they can just look everything up but they don't have to understand the copy pasta that they slam into their project they're the ones who going to suffer

    Their words now

    Where I get fired up, and this ties back to the AI discussion, is when that's turned into this meme, that programmers no longer have to be competent. I mean the AI is gonna figure it out. The generators is gonna figure it out. I don't need to know SQL, active record is gonna abstract it away from me. No, no, no dude, hold up. The path here is competence.
  • Their words, before

    I enjoy it even almost like as a sort of pair programmer AI pair programmer who doesn't drive who's just there to give suggestions to know the API to do all these other things but the second it starts wanting to autocomplete my code I'm like yeah I'm out bro

    Their words now

    I love chiseling my code and the way I use AI is in a separate window. I don't let it drive my code. I've tried that. I've tried the cursors and the wind surfaces and I don't enjoy that way of writing. And one of the reasons I don't enjoy that way of writing is I can literally feel competence draining out of my fingers.

16 May 2024

L. M. SacasasKorrents

2 April 2024

Awais AftabPapers

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