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  3. Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

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  • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

    I deeply hate to quote myself, but here’s me back in September: “…the technology’s real value isn’t improving productivity, or even in improving products. Rather, [“artificial intelligence” is] a social mechanism employed to ensure compliance in the workplace, and to weaken worker power.” https://ethanmarcotte.com/wrote/against-stocking-frames/

    These platforms are not for you and I, and never were.

    beep@follow.ethanmarcotte.comB This user is from outside of this forum
    beep@follow.ethanmarcotte.comB This user is from outside of this forum
    beep@follow.ethanmarcotte.com
    wrote last edited by
    #3

    i think that i shall cause problems* on purpose**

    * post this on linkedin
    ** on purpose

    ashedryden@xoxo.zoneA jgarber@social.lolJ erikvorhes@typo.socialE 3 Replies Last reply
    0
    • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

      i think that i shall cause problems* on purpose**

      * post this on linkedin
      ** on purpose

      ashedryden@xoxo.zoneA This user is from outside of this forum
      ashedryden@xoxo.zoneA This user is from outside of this forum
      ashedryden@xoxo.zone
      wrote last edited by
      #4

      @beep a hero emerges

      beep@follow.ethanmarcotte.comB 1 Reply Last reply
      0
      • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

        i think that i shall cause problems* on purpose**

        * post this on linkedin
        ** on purpose

        jgarber@social.lolJ This user is from outside of this forum
        jgarber@social.lolJ This user is from outside of this forum
        jgarber@social.lol
        wrote last edited by
        #5

        @beep those thoughts aren’t gonna leader themselves ethan

        1 Reply Last reply
        0
        • R relay@relay.an.exchange shared this topic
        • ashedryden@xoxo.zoneA ashedryden@xoxo.zone

          @beep a hero emerges

          beep@follow.ethanmarcotte.comB This user is from outside of this forum
          beep@follow.ethanmarcotte.comB This user is from outside of this forum
          beep@follow.ethanmarcotte.com
          wrote last edited by
          #6

          @Ashedryden nobody’s gonna render myself unhireable if i don’t do it

          mattmay@mstdn.socialM soaproot@sfba.socialS 2 Replies Last reply
          0
          • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

            Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

            All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

            admin@mastodon.slightlycyberpunk.comA This user is from outside of this forum
            admin@mastodon.slightlycyberpunk.comA This user is from outside of this forum
            admin@mastodon.slightlycyberpunk.com
            wrote last edited by
            #7

            @beep I think this is still WAY too optimistic about AI, but I guess what would you expect from an article written by managers who see humans as infinitely interchangeable and replaceable resources...

            The problem is way more than burnout. It's shiting roles to people who complete the work faster *because* they don't have the training or experience to know if it's actually done well. So they don't do it well, they only do it fast. Designers start vibe coding, turning the engineers into testers just trying to cobble that slop together, then the testers are doing more dev and sysadmin work, and pretty soon everyone is doing every job EXCEPT the one they actually have the skills for. And then in a few years all your code is an unreadable, unmaintainable mess that nobody can work with, including the AI.

            aoanla@hachyderm.ioA 1 Reply Last reply
            0
            • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

              @Ashedryden nobody’s gonna render myself unhireable if i don’t do it

              mattmay@mstdn.socialM This user is from outside of this forum
              mattmay@mstdn.socialM This user is from outside of this forum
              mattmay@mstdn.social
              wrote last edited by
              #8

              @beep @Ashedryden This is the Way

              1 Reply Last reply
              0
              • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                kennypeanuts@hcommons.socialK This user is from outside of this forum
                kennypeanuts@hcommons.socialK This user is from outside of this forum
                kennypeanuts@hcommons.social
                wrote last edited by
                #9

                @beep
                Indeed!

                "In the study, employees worked at a faster pace, took on a broader scope of tasks, and extended work into more hours of the day, often without being asked to do so. That may sound like a win..."
                HA! Yes, that totally sounds like a "win" if your goal is to exploit workers.

                yacc143@mastodon.socialY 1 Reply Last reply
                0
                • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                  i think that i shall cause problems* on purpose**

                  * post this on linkedin
                  ** on purpose

                  erikvorhes@typo.socialE This user is from outside of this forum
                  erikvorhes@typo.socialE This user is from outside of this forum
                  erikvorhes@typo.social
                  wrote last edited by
                  #10

                  @beep lead all those thoughts right off a cliff

                  Or rather, “b2b sales me, baby”

                  1 Reply Last reply
                  0
                  • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                    Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                    All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                    davebauerart@mastodon.socialD This user is from outside of this forum
                    davebauerart@mastodon.socialD This user is from outside of this forum
                    davebauerart@mastodon.social
                    wrote last edited by
                    #11

                    @beep I found the part about feeling the "AI" was a partner interesting. For a while I worked with programmers in the Philippines and it was great because our days were almost completely opposite, so I would work and hand off the my partner in another time zone and come back in the morning. This is a great rhythm because of the 12 hours of downtime. Constantly checking in on "AI" would be the opposite.

                    1 Reply Last reply
                    0
                    • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                      I deeply hate to quote myself, but here’s me back in September: “…the technology’s real value isn’t improving productivity, or even in improving products. Rather, [“artificial intelligence” is] a social mechanism employed to ensure compliance in the workplace, and to weaken worker power.” https://ethanmarcotte.com/wrote/against-stocking-frames/

                      These platforms are not for you and I, and never were.

                      lwdupont@mastodon.socialL This user is from outside of this forum
                      lwdupont@mastodon.socialL This user is from outside of this forum
                      lwdupont@mastodon.social
                      wrote last edited by
                      #12

                      @beep Keep up the posting, even though I had some decent luck with the latest Xcode LLM integration, the code it produced was pretty bad.. and I find myself not 'caring' about the app it wrote..

                      PS: Also just bought your book from B&N 🙂

                      1 Reply Last reply
                      0
                      • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                        Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                        All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                        mdfranz@infosec.exchangeM This user is from outside of this forum
                        mdfranz@infosec.exchangeM This user is from outside of this forum
                        mdfranz@infosec.exchange
                        wrote last edited by
                        #13

                        @beep yeah and especially true when you are building AI features and products. I took a break in late Spring when I changed jobs and stopped working so much trying to understand LLMs and it was a cognitive rest.

                        1 Reply Last reply
                        0
                        • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                          Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                          All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                          lain_7@tldr.nettime.orgL This user is from outside of this forum
                          lain_7@tldr.nettime.orgL This user is from outside of this forum
                          lain_7@tldr.nettime.org
                          wrote last edited by
                          #14

                          @beep

                          The office work equivalent of the Cowan paradox: When “labor saving” devices like vacuum cleaners, dishwashers, etc. were introduced, the amount of time spent on domestic work did not significantly decrease over the years.

                          Sociologist Ruth Schwartz Cowan highlighted this phenomenon, suggesting that increased expectations and social pressures kept domestic workloads high.

                          “Spring cleaning” was a once a year activity that involved the entire household. Vacuums meant vacuuming multiple times a week.

                          Many middle class households would send clothing to commercial laundries, the washing machine meant doing the laundry at home.

                          beep@follow.ethanmarcotte.comB 1 Reply Last reply
                          0
                          • lain_7@tldr.nettime.orgL lain_7@tldr.nettime.org

                            @beep

                            The office work equivalent of the Cowan paradox: When “labor saving” devices like vacuum cleaners, dishwashers, etc. were introduced, the amount of time spent on domestic work did not significantly decrease over the years.

                            Sociologist Ruth Schwartz Cowan highlighted this phenomenon, suggesting that increased expectations and social pressures kept domestic workloads high.

                            “Spring cleaning” was a once a year activity that involved the entire household. Vacuums meant vacuuming multiple times a week.

                            Many middle class households would send clothing to commercial laundries, the washing machine meant doing the laundry at home.

                            beep@follow.ethanmarcotte.comB This user is from outside of this forum
                            beep@follow.ethanmarcotte.comB This user is from outside of this forum
                            beep@follow.ethanmarcotte.com
                            wrote last edited by
                            #15

                            @lain_7 I’ve heard of this phenomenon before—I think I stumbled across it in Crichton’s Jurassic Park as a teen, maybe?—but I’d never heard of Cowan before, or the paradox named after her. Thank you!

                            1 Reply Last reply
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                            • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                              Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                              All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                              drj@typo.socialD This user is from outside of this forum
                              drj@typo.socialD This user is from outside of this forum
                              drj@typo.social
                              wrote last edited by
                              #16

                              @beep I mean it is Harvard Business Review so it's gonna be followed by "... and that is why you should deploy them at scale".

                              1 Reply Last reply
                              0
                              • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                                @Ashedryden nobody’s gonna render myself unhireable if i don’t do it

                                soaproot@sfba.socialS This user is from outside of this forum
                                soaproot@sfba.socialS This user is from outside of this forum
                                soaproot@sfba.social
                                wrote last edited by
                                #17

                                @beep @Ashedryden I'm looking for easier ways to render myself "unhireable"

                                1 Reply Last reply
                                0
                                • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                                  Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                                  All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                                  collin@ruby.socialC This user is from outside of this forum
                                  collin@ruby.socialC This user is from outside of this forum
                                  collin@ruby.social
                                  wrote last edited by
                                  #18

                                  @beep I really don’t think people recognize what they’re giving up at the micro and macro scale.

                                  For individuals, I think, depending too much on these things really hurts your ability to internalize and learn. I saw this when I was learning a new language and realized that three years ago I would’ve internalized things I was asking about repeatedly.

                                  At the medium scale, letting it independently write code for you seems absolutely insane based on knowing what the limitations of LLMs are.

                                  1 Reply Last reply
                                  0
                                  • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                                    Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                                    All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                                    collin@ruby.socialC This user is from outside of this forum
                                    collin@ruby.socialC This user is from outside of this forum
                                    collin@ruby.social
                                    wrote last edited by
                                    #19

                                    @beep the cool thing about technology as a job is that you are always getting to learn and make decisions. I don’t know why anyone would want to give those up. It sounds miserable.

                                    1 Reply Last reply
                                    0
                                    • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                                      Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                                      All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                                      nicelymanifest@mastodon.socialN This user is from outside of this forum
                                      nicelymanifest@mastodon.socialN This user is from outside of this forum
                                      nicelymanifest@mastodon.social
                                      wrote last edited by
                                      #20

                                      @beep The human mind so readily steered away from the holistic view by tasty carrots. AI blindsighting many to the big picture context ...

                                      1 Reply Last reply
                                      0
                                      • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                                        Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                                        All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                                        greensofshade@mastodon.socialG This user is from outside of this forum
                                        greensofshade@mastodon.socialG This user is from outside of this forum
                                        greensofshade@mastodon.social
                                        wrote last edited by
                                        #21

                                        @beep it makes creative and exciting work boring.

                                        1 Reply Last reply
                                        0
                                        • beep@follow.ethanmarcotte.comB beep@follow.ethanmarcotte.com

                                          Whatever the output gains promised by LLMs, their initial productivity surge is erased over time, and replaced by heavier workloads—and that leads to workers experiencing “cognitive fatigue, burnout, and weakened decision-making.”

                                          All this from research out of the notoriously pro-worker rag [checks notes] Harvard Business Review: https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it

                                          jenniferplusplus@hachyderm.ioJ This user is from outside of this forum
                                          jenniferplusplus@hachyderm.ioJ This user is from outside of this forum
                                          jenniferplusplus@hachyderm.io
                                          wrote last edited by
                                          #22

                                          @beep
                                          > While this sense of having a “partner” enabled a feeling of momentum, the reality was a continual switching of attention, frequent checking of AI outputs, and a growing number of open tasks. This created cognitive load and a sense of always juggling, even as the work felt productive.

                                          I suspect this almost throwaway paragraph explains A LOT about the disconnect between people's self-reported productivity and the actual outcomes of delegating work to chatbots

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