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  3. “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition.

“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition.

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  • Kevin BeaumontG Kevin Beaumont

    “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

    “We found that using AI assistance led to a statistically significant decrease in mastery.”

    https://arxiv.org/pdf/2601.20245

    https://www.anthropic.com/research/AI-assistance-coding-skills

    Nicole ParsonsN This user is from outside of this forum
    Nicole ParsonsN This user is from outside of this forum
    Nicole Parsons
    wrote last edited by
    #10

    @GossiTheDog

    Look at it from the perspective of the investors of AI.

    1. What is Saudi Arabia & UAE getting for its $100 billion when the consequences are pyrrhic?

    https://www.bloomberg.com/news/articles/2024-11-06/saudis-plan-100-billion-ai-powerhouse-to-rival-uae-s-tech-hub

    https://www.nytimes.com/2025/10/27/technology/saudi-arabia-ai-exporter.html

    Answer: kneecapping a necessity like a fossil fuel phase out.

    2. What are the billionaires of Koch Network getting for their $1 billion propaganda campaign pushing AI?

    https://www.forbes.com/sites/mattdurot/2025/07/17/bill-gates-charles-koch-and-three-other-billionaires-are-giving-1-billion-to-enhance-economic-mobility-in-the-us/

    https://www.desmog.com/2025/12/11/the-koch-network-is-pushing-trump-to-accelerate-ai-documents-show/

    Answer: permanent rule under a White Supremacist Constitution

    filobusF 1 Reply Last reply
    0
    • Kevin BeaumontG Kevin Beaumont

      “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

      “We found that using AI assistance led to a statistically significant decrease in mastery.”

      https://arxiv.org/pdf/2601.20245

      https://www.anthropic.com/research/AI-assistance-coding-skills

      Bad News NobodyD This user is from outside of this forum
      Bad News NobodyD This user is from outside of this forum
      Bad News Nobody
      wrote last edited by
      #11

      @GossiTheDog who cares, soon there'll be no need for human coders anymore, whatever remains of the profession will be janitorial in nature. /s

      EQE 1 Reply Last reply
      0
      • Kevin BeaumontG Kevin Beaumont

        “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

        “We found that using AI assistance led to a statistically significant decrease in mastery.”

        https://arxiv.org/pdf/2601.20245

        https://www.anthropic.com/research/AI-assistance-coding-skills

        Gabriel Adrian SamfiraG This user is from outside of this forum
        Gabriel Adrian SamfiraG This user is from outside of this forum
        Gabriel Adrian Samfira
        wrote last edited by
        #12

        @GossiTheDog this is no different than doing excessive hand holding as a mentor. When you answer questions instead of helping the mentee to fundamentally understand the thing they're asking about, and figuring out the issue for themselves (with your help), you take away from the valuable mental process that develops critical thinking and problem solving.

        And a LLM does precisely this. It answers all your questions. You get the result. You never figure out the problem for yourself.

        astolkA CVE- AES256-PRIVATEL AncaA 3 Replies Last reply
        0
        • Kevin BeaumontG Kevin Beaumont

          “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

          “We found that using AI assistance led to a statistically significant decrease in mastery.”

          https://arxiv.org/pdf/2601.20245

          https://www.anthropic.com/research/AI-assistance-coding-skills

          Volker StolzF This user is from outside of this forum
          Volker StolzF This user is from outside of this forum
          Volker Stolz
          wrote last edited by
          #13

          @GossiTheDog We’ll be busy removing this “digital asbestos” out of any software written this decade(?) for ages…

          MissConstrueM 1 Reply Last reply
          0
          • Kevin BeaumontG Kevin Beaumont

            “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

            “We found that using AI assistance led to a statistically significant decrease in mastery.”

            https://arxiv.org/pdf/2601.20245

            https://www.anthropic.com/research/AI-assistance-coding-skills

            Little Art HistoriesA This user is from outside of this forum
            Little Art HistoriesA This user is from outside of this forum
            Little Art Histories
            wrote last edited by
            #14

            @GossiTheDog I wonder which impact this will have on society. Not that people become more stupid, etc. but the mental impact - can it lead to bore-out? Depression? Mental illness? Because our brains are craving activity.
            The other concern is the erosion of the average jobs. What's left is work for unskilled workers or highly educated specialists. Which is also a problem in the long run. But, I guess, that's what they want. Cheap, unskilled labour with brain rot.

            generic holiday season bribS 1 Reply Last reply
            0
            • Kevin BeaumontG Kevin Beaumont

              “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

              “We found that using AI assistance led to a statistically significant decrease in mastery.”

              https://arxiv.org/pdf/2601.20245

              https://www.anthropic.com/research/AI-assistance-coding-skills

              War in PiecesW This user is from outside of this forum
              War in PiecesW This user is from outside of this forum
              War in Pieces
              wrote last edited by
              #15

              @GossiTheDog indeed

              i am living proof of this effect.

              1 Reply Last reply
              0
              • Kevin BeaumontG Kevin Beaumont

                “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

                “We found that using AI assistance led to a statistically significant decrease in mastery.”

                https://arxiv.org/pdf/2601.20245

                https://www.anthropic.com/research/AI-assistance-coding-skills

                damianwalshD This user is from outside of this forum
                damianwalshD This user is from outside of this forum
                damianwalsh
                wrote last edited by
                #16

                @GossiTheDog Our study, conducted by Professor No Shit and Doctor Obvious, found that when people offloaded their thinking to AI, they put in less effort and were less engaged, creating a barrier to personal development in exchange for a marginal increase in productivity.

                Chance 'UmT 1 Reply Last reply
                0
                • Matt PalmerW Matt Palmer

                  @GossiTheDog to the LLM booster club, this will simply be interpreted as "we need to LLM harder, so as to completely replace workers as soon as possible".

                  Little Art HistoriesA This user is from outside of this forum
                  Little Art HistoriesA This user is from outside of this forum
                  Little Art Histories
                  wrote last edited by
                  #17

                  @womble @GossiTheDog It is so dumb when you look at it. They are complaining when people don't have a job because they are laid off, complaining that people are lazy wellfare-queens and at the same time want AI to replace every single job. It's the same with the old "Immigrants are lazy and getting our hard-earned money doing nothing while taking all our jobs".

                  I am pretty much convinced at this point that Capitalism is a cult, an addiction, and a scam.

                  1 Reply Last reply
                  0
                  • Nicole ParsonsN Nicole Parsons

                    @GossiTheDog

                    Look at it from the perspective of the investors of AI.

                    1. What is Saudi Arabia & UAE getting for its $100 billion when the consequences are pyrrhic?

                    https://www.bloomberg.com/news/articles/2024-11-06/saudis-plan-100-billion-ai-powerhouse-to-rival-uae-s-tech-hub

                    https://www.nytimes.com/2025/10/27/technology/saudi-arabia-ai-exporter.html

                    Answer: kneecapping a necessity like a fossil fuel phase out.

                    2. What are the billionaires of Koch Network getting for their $1 billion propaganda campaign pushing AI?

                    https://www.forbes.com/sites/mattdurot/2025/07/17/bill-gates-charles-koch-and-three-other-billionaires-are-giving-1-billion-to-enhance-economic-mobility-in-the-us/

                    https://www.desmog.com/2025/12/11/the-koch-network-is-pushing-trump-to-accelerate-ai-documents-show/

                    Answer: permanent rule under a White Supremacist Constitution

                    filobusF This user is from outside of this forum
                    filobusF This user is from outside of this forum
                    filobus
                    wrote last edited by
                    #18

                    @GossiTheDog @Npars01 first link seems to be broken

                    Nicole ParsonsN 1 Reply Last reply
                    0
                    • Kevin BeaumontG Kevin Beaumont

                      “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

                      “We found that using AI assistance led to a statistically significant decrease in mastery.”

                      https://arxiv.org/pdf/2601.20245

                      https://www.anthropic.com/research/AI-assistance-coding-skills

                      C This user is from outside of this forum
                      C This user is from outside of this forum
                      ckfinite
                      wrote last edited by
                      #19

                      @GossiTheDog I was really (positively) surprised that Anthropic released this. Their results broadly align with my personal experience and feelings about AI usage, though I have substantial misgivings about their methodology (in particular how they controlled for participant experience).

                      Another issue that I worry a lot about with AI is second-order effects, wherein you use the LLM to write a library and then are expected to be able to evaluate the LLM's ability to use the LLM-written library. I think that this is both a priori very hard (to know all of the details of the library to be able to catch issues) and is lossy (in issues in library design or abstraction factoring that may be identified through use implementation).

                      1 Reply Last reply
                      0
                      • filobusF filobus

                        @GossiTheDog @Npars01 first link seems to be broken

                        Nicole ParsonsN This user is from outside of this forum
                        Nicole ParsonsN This user is from outside of this forum
                        Nicole Parsons
                        wrote last edited by
                        #20

                        @filobus @GossiTheDog

                        Thanks! Fixed it.

                        1 Reply Last reply
                        0
                        • Gabriel Adrian SamfiraG Gabriel Adrian Samfira

                          @GossiTheDog this is no different than doing excessive hand holding as a mentor. When you answer questions instead of helping the mentee to fundamentally understand the thing they're asking about, and figuring out the issue for themselves (with your help), you take away from the valuable mental process that develops critical thinking and problem solving.

                          And a LLM does precisely this. It answers all your questions. You get the result. You never figure out the problem for yourself.

                          astolkA This user is from outside of this forum
                          astolkA This user is from outside of this forum
                          astolk
                          wrote last edited by
                          #21

                          @gabriel @GossiTheDog also not being able to see possible problems with the code generated by a LLM is going to be a major pita down the line. Even before when all the seniors are retired.

                          1 Reply Last reply
                          0
                          • Kevin BeaumontG Kevin Beaumont

                            “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

                            “We found that using AI assistance led to a statistically significant decrease in mastery.”

                            https://arxiv.org/pdf/2601.20245

                            https://www.anthropic.com/research/AI-assistance-coding-skills

                            N This user is from outside of this forum
                            N This user is from outside of this forum
                            Neil Moffatt
                            wrote last edited by
                            #22

                            @GossiTheDog Many behave in herd fashion down the path of outsourcing all they do to devices. The brain LOVES to economise so just lets cognitive functions atrophy as it does with unused muscles.

                            A systemically alarming state of affairs that is only now slowly being addressed - young children absent face to face spoken words are struggling to learn to read ... etc. etc.

                            1 Reply Last reply
                            0
                            • random thoughtsH random thoughts

                              @GossiTheDog

                              This is by design. Just like production lines destroyed artisanship for working classes, this will destroy the knowledge-based roles for the middle classes. You are no longer valued if you have wide breadth of knowledge. You are obsolete. You can't even specialize in a particular topic.

                              Neo EhproqueE This user is from outside of this forum
                              Neo EhproqueE This user is from outside of this forum
                              Neo Ehproque
                              wrote last edited by
                              #23

                              @hittitezombie @GossiTheDog just as soon as customers can describe what they want in precise unambiguous terms. I'll wait.

                              Wild Eyed Boy From FreecloudW 1 Reply Last reply
                              0
                              • Bad News NobodyD Bad News Nobody

                                @GossiTheDog who cares, soon there'll be no need for human coders anymore, whatever remains of the profession will be janitorial in nature. /s

                                EQE This user is from outside of this forum
                                EQE This user is from outside of this forum
                                EQ
                                wrote last edited by
                                #24

                                @dukeboitans @GossiTheDog What hurts most in your comment is that you had to put /s on the end. Because this is exactly how some talk and mean it as something good.

                                1 Reply Last reply
                                0
                                • Kevin BeaumontG Kevin Beaumont

                                  “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

                                  “We found that using AI assistance led to a statistically significant decrease in mastery.”

                                  https://arxiv.org/pdf/2601.20245

                                  https://www.anthropic.com/research/AI-assistance-coding-skills

                                  GuntherG This user is from outside of this forum
                                  GuntherG This user is from outside of this forum
                                  Gunther
                                  wrote last edited by
                                  #25

                                  @GossiTheDog I read the Anthropic article, the most interesting part to me was how different people use the LLM to assist their coding. You can choose to offload the cognitive effort or use it as a tool to help understand, it's up to you.

                                  1 Reply Last reply
                                  0
                                  • Neo EhproqueE Neo Ehproque

                                    @hittitezombie @GossiTheDog just as soon as customers can describe what they want in precise unambiguous terms. I'll wait.

                                    Wild Eyed Boy From FreecloudW This user is from outside of this forum
                                    Wild Eyed Boy From FreecloudW This user is from outside of this forum
                                    Wild Eyed Boy From Freecloud
                                    wrote last edited by
                                    #26

                                    @ehproque @hittitezombie @GossiTheDog 🎯. I hate business rules, and yet that is probably what's kept me around as a developer.

                                    1 Reply Last reply
                                    0
                                    • Kevin BeaumontG Kevin Beaumont

                                      “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

                                      “We found that using AI assistance led to a statistically significant decrease in mastery.”

                                      https://arxiv.org/pdf/2601.20245

                                      https://www.anthropic.com/research/AI-assistance-coding-skills

                                      Florian WeberF This user is from outside of this forum
                                      Florian WeberF This user is from outside of this forum
                                      Florian Weber
                                      wrote last edited by
                                      #27

                                      @GossiTheDog A really really great reflection on that very paper by @jenniferplusplus 🗒️
                                      https://hachyderm.io/@jenniferplusplus/115990878133999416

                                      1 Reply Last reply
                                      0
                                      • Little Art HistoriesA Little Art Histories

                                        @GossiTheDog I wonder which impact this will have on society. Not that people become more stupid, etc. but the mental impact - can it lead to bore-out? Depression? Mental illness? Because our brains are craving activity.
                                        The other concern is the erosion of the average jobs. What's left is work for unskilled workers or highly educated specialists. Which is also a problem in the long run. But, I guess, that's what they want. Cheap, unskilled labour with brain rot.

                                        generic holiday season bribS This user is from outside of this forum
                                        generic holiday season bribS This user is from outside of this forum
                                        generic holiday season brib
                                        wrote last edited by
                                        #28

                                        @art_histories @GossiTheDog

                                        This essay puts it better than I ever could. It's not even about the jobs, it's about feeling like the work we do has value

                                        https://sightlessscribbles.com/the-colonization-of-confidence/

                                        Little Art HistoriesA 1 Reply Last reply
                                        0
                                        • Kevin BeaumontG Kevin Beaumont

                                          “Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”

                                          “We found that using AI assistance led to a statistically significant decrease in mastery.”

                                          https://arxiv.org/pdf/2601.20245

                                          https://www.anthropic.com/research/AI-assistance-coding-skills

                                          retechR This user is from outside of this forum
                                          retechR This user is from outside of this forum
                                          retech
                                          wrote last edited by
                                          #29

                                          @GossiTheDog All that $$$ and not a penny's worth of common sense.

                                          JFC what I could do with just 1 month's worth of their budget.

                                          1 Reply Last reply
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