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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 This user is from outside of this forum
    Kevin BeaumontG This user is from outside of this forum
    Kevin Beaumont
    wrote last edited by
    #1

    “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

    GlennWG EarthshineE Ben HardillB Matt PalmerW random thoughtsH 30 Replies Last reply
    2
    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

      GlennWG This user is from outside of this forum
      GlennWG This user is from outside of this forum
      GlennW
      wrote last edited by
      #2

      @GossiTheDog or, doing the easy way does not make you a master

      Matt PalmerW 1 Reply Last reply
      0
      • R ActivityRelay shared this topic
      • 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

        EarthshineE This user is from outside of this forum
        EarthshineE This user is from outside of this forum
        Earthshine
        wrote last edited by
        #3

        @GossiTheDog idiocracy is looking more real every year

        1 Reply Last reply
        0
        • GlennWG GlennW

          @GossiTheDog or, doing the easy way does not make you a master

          Matt PalmerW This user is from outside of this forum
          Matt PalmerW This user is from outside of this forum
          Matt Palmer
          wrote last edited by
          #4

          @Glennamaddy nor does watching something else do the work.

          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

            Ben HardillB This user is from outside of this forum
            Ben HardillB This user is from outside of this forum
            Ben Hardill
            wrote last edited by
            #5

            @GossiTheDog From the "No Shit Sherlock" school of research

            Von XylofonV 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

              Matt PalmerW This user is from outside of this forum
              Matt PalmerW This user is from outside of this forum
              Matt Palmer
              wrote last edited by
              #6

              @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".

              dataramaD Little Art HistoriesA 2 Replies 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".

                dataramaD This user is from outside of this forum
                dataramaD This user is from outside of this forum
                datarama
                wrote last edited by
                #7

                @womble @GossiTheDog The study was by Anthropic, so that is *exactly* the intended interpretation.

                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

                  random thoughtsH This user is from outside of this forum
                  random thoughtsH This user is from outside of this forum
                  random thoughts
                  wrote last edited by
                  #8

                  @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 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

                    Corb_The_LesserC This user is from outside of this forum
                    Corb_The_LesserC This user is from outside of this forum
                    Corb_The_Lesser
                    wrote last edited by
                    #9

                    @GossiTheDog Not thinking leads to not thinking.

                    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

                      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
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