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  3. Ed Zitron's a fantastic journalist, capable of turning a close read of AI companies' balance-sheets into an incandescent, exquisitely informed, eye-wateringly profane rant:

Ed Zitron's a fantastic journalist, capable of turning a close read of AI companies' balance-sheets into an incandescent, exquisitely informed, eye-wateringly profane rant:

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  • Cory DoctorowP Cory Doctorow

    The capital class is in the grips of a bizarre form of AI psychosis: the fantasy of a world without people, where any fool idea that pops into a boss's head can be turned into a product without having to negotiate its creation with skilled workers who might point out that your idea is pretty fucking *stupid*:

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    Pluralistic: A world without people (05 Jan 2026) – Pluralistic: Daily links from Cory Doctorow

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    (pluralistic.net)

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    Cory DoctorowP This user is from outside of this forum
    Cory DoctorowP This user is from outside of this forum
    Cory Doctorow
    wrote last edited by
    #21

    For these AI boosters, the point isn't to create an AI that can do the work as well as a person - it's to condition the world to accept the lower-quality work that will come from a chatbot. Rather than reading a summer reading list of *actual books*, perhaps you could be satisfied with a summer reading list of *hallucinated books* that are at least statistically probable book-shaped imaginaries?

    21/

    Cory DoctorowP 1 Reply Last reply
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    • Cory DoctorowP Cory Doctorow

      For these AI boosters, the point isn't to create an AI that can do the work as well as a person - it's to condition the world to accept the lower-quality work that will come from a chatbot. Rather than reading a summer reading list of *actual books*, perhaps you could be satisfied with a summer reading list of *hallucinated books* that are at least statistically probable book-shaped imaginaries?

      21/

      Cory DoctorowP This user is from outside of this forum
      Cory DoctorowP This user is from outside of this forum
      Cory Doctorow
      wrote last edited by
      #22

      The bosses dreaming up use-cases for AI start from a posture of profound and proud ignorance of how workers who do useful things operate. They ask themselves, "If I was a ______, how would I do the job?" and then they ask an AI to do that, and declare the job done. They produce utility-shaped statistical artifacts, not utilities.

      22/

      Cory DoctorowP 1 Reply Last reply
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      • Cory DoctorowP Cory Doctorow

        The bosses dreaming up use-cases for AI start from a posture of profound and proud ignorance of how workers who do useful things operate. They ask themselves, "If I was a ______, how would I do the job?" and then they ask an AI to do that, and declare the job done. They produce utility-shaped statistical artifacts, not utilities.

        22/

        Cory DoctorowP This user is from outside of this forum
        Cory DoctorowP This user is from outside of this forum
        Cory Doctorow
        wrote last edited by
        #23

        Take Grammarly, a company that offers statistical inferences about likely errors in your text. Grammar checkers aren't a terrible idea on their face, and I've heard from many people who struggle to express themselves in writing (either because of their communications style, or because they don't speak English as a first language) for whom apps like Grammarly are useful.

        23/

        Cory DoctorowP 1 Reply Last reply
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        • Cory DoctorowP Cory Doctorow

          Take Grammarly, a company that offers statistical inferences about likely errors in your text. Grammar checkers aren't a terrible idea on their face, and I've heard from many people who struggle to express themselves in writing (either because of their communications style, or because they don't speak English as a first language) for whom apps like Grammarly are useful.

          23/

          Cory DoctorowP This user is from outside of this forum
          Cory DoctorowP This user is from outside of this forum
          Cory Doctorow
          wrote last edited by
          #24

          But Grammarly has just rolled out an AI tool that is so obviously contemptuous of writing that they might as well have called it "Go fuck yourself, by Grammarly." The new product is called "Expert Review," and it promises to give you writing advice "inspired" by writers whose writing they have ingested. I am one of these virtual "writing teachers" you can pay Grammarly for:

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          Grammarly is using our identities without permission

          An AI feature in Grammarly called “expert review” has been using the names of staff members at The Verge in AI-generated comments without their knowledge or permission.

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          The Verge (www.theverge.com)

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          Cory DoctorowP 1 Reply Last reply
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          • Cory DoctorowP Cory Doctorow

            But Grammarly has just rolled out an AI tool that is so obviously contemptuous of writing that they might as well have called it "Go fuck yourself, by Grammarly." The new product is called "Expert Review," and it promises to give you writing advice "inspired" by writers whose writing they have ingested. I am one of these virtual "writing teachers" you can pay Grammarly for:

            Link Preview Image
            Grammarly is using our identities without permission

            An AI feature in Grammarly called “expert review” has been using the names of staff members at The Verge in AI-generated comments without their knowledge or permission.

            favicon

            The Verge (www.theverge.com)

            24/

            Cory DoctorowP This user is from outside of this forum
            Cory DoctorowP This user is from outside of this forum
            Cory Doctorow
            wrote last edited by
            #25

            This is not how writing advice works. When I teach the Clarion Science Fiction and Fantasy Writers' workshop, my job isn't to train the students to produce work that is strongly statistically correlated with the sentence structure and word choices in my own writing. My job - the job of *any* writing teacher - is to try and understand the *student's* writing style and artistic intent, and to provide advice for developing that style to express that intent.

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            Cory DoctorowP 1 Reply Last reply
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            • Cory DoctorowP Cory Doctorow

              This is not how writing advice works. When I teach the Clarion Science Fiction and Fantasy Writers' workshop, my job isn't to train the students to produce work that is strongly statistically correlated with the sentence structure and word choices in my own writing. My job - the job of *any* writing teacher - is to try and understand the *student's* writing style and artistic intent, and to provide advice for developing that style to express that intent.

              25/

              Cory DoctorowP This user is from outside of this forum
              Cory DoctorowP This user is from outside of this forum
              Cory Doctorow
              wrote last edited by
              #26

              What Grammarly is offering isn't writing advice, it's *stylometry*, a computational linguistics technique for evaluating the likelihood that two candidate texts were written by the same person. Stylometry is a very cool discipline (as is adversarial stylometry, a set of techniques to obscure the authorship of a text):

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              Stylometry - Wikipedia

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              (en.wikipedia.org)

              But *stylometry has nothing to do with teaching someone how to write*.

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              Cory DoctorowP 1 Reply Last reply
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              • Cory DoctorowP Cory Doctorow

                What Grammarly is offering isn't writing advice, it's *stylometry*, a computational linguistics technique for evaluating the likelihood that two candidate texts were written by the same person. Stylometry is a very cool discipline (as is adversarial stylometry, a set of techniques to obscure the authorship of a text):

                Link Preview Image
                Stylometry - Wikipedia

                favicon

                (en.wikipedia.org)

                But *stylometry has nothing to do with teaching someone how to write*.

                26/

                Cory DoctorowP This user is from outside of this forum
                Cory DoctorowP This user is from outside of this forum
                Cory Doctorow
                wrote last edited by
                #27

                Even if you want to write a pastiche in the style of some writer you admire (or want to send up), word choices and sentence structure are only incidental to capturing that writer's style. To reduce "style" to "stylometry" is to commit the cardinal sin of technical analysis: namely, incinerating all the squishy qualitative aspects that can't be readily fed into a model and doing math on the resulting dubious quantitative residue:

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                (locusmag.com)

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                Cory DoctorowP malteM 2 Replies Last reply
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                • Cory DoctorowP Cory Doctorow

                  Even if you want to write a pastiche in the style of some writer you admire (or want to send up), word choices and sentence structure are only incidental to capturing that writer's style. To reduce "style" to "stylometry" is to commit the cardinal sin of technical analysis: namely, incinerating all the squishy qualitative aspects that can't be readily fed into a model and doing math on the resulting dubious quantitative residue:

                  favicon

                  (locusmag.com)

                  27/

                  Cory DoctorowP This user is from outside of this forum
                  Cory DoctorowP This user is from outside of this forum
                  Cory Doctorow
                  wrote last edited by
                  #28

                  If you wanted to teach a chatbot to *teach* writing like a writer, you would - at a minimum - have to train that chatbot on the *instruction* that writer gives, not the material that writer has published. Nor can you infer how a writer would speak to a student by producing a statistical model of the finished work that writer has published. "Published work" has only an incidental relationship to "pedagogical communication."

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                  Cory DoctorowP 1 Reply Last reply
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                  • Cory DoctorowP Cory Doctorow

                    If you wanted to teach a chatbot to *teach* writing like a writer, you would - at a minimum - have to train that chatbot on the *instruction* that writer gives, not the material that writer has published. Nor can you infer how a writer would speak to a student by producing a statistical model of the finished work that writer has published. "Published work" has only an incidental relationship to "pedagogical communication."

                    28/

                    Cory DoctorowP This user is from outside of this forum
                    Cory DoctorowP This user is from outside of this forum
                    Cory Doctorow
                    wrote last edited by
                    #29

                    Critics of Grammarly are mostly focused on the effrontery of using writers' names without their permission. But I'm not bothered by that, honestly. So long as no one is being tricked into thinking that I endorsed a product or service, you don't need my permission to say that I inspired it (even if I think it's shit).

                    29/

                    Cory DoctorowP 1 Reply Last reply
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                    • Cory DoctorowP Cory Doctorow

                      Critics of Grammarly are mostly focused on the effrontery of using writers' names without their permission. But I'm not bothered by that, honestly. So long as no one is being tricked into thinking that I endorsed a product or service, you don't need my permission to say that I inspired it (even if I think it's shit).

                      29/

                      Cory DoctorowP This user is from outside of this forum
                      Cory DoctorowP This user is from outside of this forum
                      Cory Doctorow
                      wrote last edited by
                      #30

                      What I find offensive about Grammarly is *not* that they took my name in vain, but rather, that they reduced the complex, important business of teaching writing to a statistical exercise in nudging your work into a word frequency distribution that hews closely to the average of some writer's published corpus. *This* is Grammarly's fraud: not telling people that they're being "taught by Cory Doctorow," but rather, telling people that they are being "taught" *anything*.

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                      Cory DoctorowP 1 Reply Last reply
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                      • Cory DoctorowP Cory Doctorow

                        What I find offensive about Grammarly is *not* that they took my name in vain, but rather, that they reduced the complex, important business of teaching writing to a statistical exercise in nudging your work into a word frequency distribution that hews closely to the average of some writer's published corpus. *This* is Grammarly's fraud: not telling people that they're being "taught by Cory Doctorow," but rather, telling people that they are being "taught" *anything*.

                        30/

                        Cory DoctorowP This user is from outside of this forum
                        Cory DoctorowP This user is from outside of this forum
                        Cory Doctorow
                        wrote last edited by
                        #31

                        Reducing "teaching writing" to "statistical comparisons with another writer's published work" is another way of saying "go fuck yourself" - not to the writers whose identities that Grammarly has hijacked, but to the customers they are tricking into using this terrible, substandard, damaging product.

                        Preying on aspiring writers is a grift as old as the publishing industry.

                        31/

                        Cory DoctorowP 1 Reply Last reply
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                        • Cory DoctorowP Cory Doctorow

                          Reducing "teaching writing" to "statistical comparisons with another writer's published work" is another way of saying "go fuck yourself" - not to the writers whose identities that Grammarly has hijacked, but to the customers they are tricking into using this terrible, substandard, damaging product.

                          Preying on aspiring writers is a grift as old as the publishing industry.

                          31/

                          Cory DoctorowP This user is from outside of this forum
                          Cory DoctorowP This user is from outside of this forum
                          Cory Doctorow
                          wrote last edited by
                          #32

                          The world is full of dirtbag "story doctors," vanity presses, fake literary agents and other flimflam artists who exploit people's natural desire to be understood to steal from them:

                          Link Preview Image
                          Writer Beware

                          Shining a small, bright light in a wilderness of writing scams

                          favicon

                          Writer Beware (writerbeware.blog)

                          Grammarly is yet another company for whom "AI" is just a way to lower quality in the hopes of lowering expectations. For Grammarly, helping writers with their prose is an irritating adjunct to the company's main business of separating marks from their money.

                          32/

                          Cory DoctorowP 1 Reply Last reply
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                          • Cory DoctorowP Cory Doctorow

                            The world is full of dirtbag "story doctors," vanity presses, fake literary agents and other flimflam artists who exploit people's natural desire to be understood to steal from them:

                            Link Preview Image
                            Writer Beware

                            Shining a small, bright light in a wilderness of writing scams

                            favicon

                            Writer Beware (writerbeware.blog)

                            Grammarly is yet another company for whom "AI" is just a way to lower quality in the hopes of lowering expectations. For Grammarly, helping writers with their prose is an irritating adjunct to the company's main business of separating marks from their money.

                            32/

                            Cory DoctorowP This user is from outside of this forum
                            Cory DoctorowP This user is from outside of this forum
                            Cory Doctorow
                            wrote last edited by
                            #33

                            In business theory, the perfect firm is one that charges infinity for its products and pays zero for its inputs (you know, "scholarly publishing"). For bosses, AI is a way to shift their firm towards this ideal.

                            In this regard, AI is connected to the long tradition of capitalist innovation, in which new production efficiencies are used to increase quantity at the expense of quality.

                            33/

                            Cory DoctorowP KichaeK 2 Replies Last reply
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                            • Cory DoctorowP Cory Doctorow

                              In business theory, the perfect firm is one that charges infinity for its products and pays zero for its inputs (you know, "scholarly publishing"). For bosses, AI is a way to shift their firm towards this ideal.

                              In this regard, AI is connected to the long tradition of capitalist innovation, in which new production efficiencies are used to increase quantity at the expense of quality.

                              33/

                              Cory DoctorowP This user is from outside of this forum
                              Cory DoctorowP This user is from outside of this forum
                              Cory Doctorow
                              wrote last edited by
                              #34

                              This has been true since the Luddite uprising, in which skilled technical workers who cared deeply about the textiles they produced using complex machines railed against a new kind of machine that produced manifestly *lower quality* fabric in much higher volumes:

                              Link Preview Image
                              Pluralistic: Brian Merchant’s “Blood In the Machine” (26 Sep 2023) – Pluralistic: Daily links from Cory Doctorow

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                              (pluralistic.net)

                              It's not hard to find credible, skilled people who have stories about using AI to make their work better.

                              34/

                              Cory DoctorowP 1 Reply Last reply
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                              • Cory DoctorowP Cory Doctorow

                                This has been true since the Luddite uprising, in which skilled technical workers who cared deeply about the textiles they produced using complex machines railed against a new kind of machine that produced manifestly *lower quality* fabric in much higher volumes:

                                Link Preview Image
                                Pluralistic: Brian Merchant’s “Blood In the Machine” (26 Sep 2023) – Pluralistic: Daily links from Cory Doctorow

                                favicon

                                (pluralistic.net)

                                It's not hard to find credible, skilled people who have stories about using AI to make their work better.

                                34/

                                Cory DoctorowP This user is from outside of this forum
                                Cory DoctorowP This user is from outside of this forum
                                Cory Doctorow
                                wrote last edited by
                                #35

                                Elsewhere, I've called these people "centaurs" - human beings who are assisted by machines. These people are embracing the socialist mode of automation: they are using automation to improve *quality*, not *quantity*.

                                Whenever you hear a skilled practitioner talk about how they are able to hand off a time-consuming, low-value, low-judgment task to a model so they can focus on the part that means the most to them, you are talking to a centaur.

                                35/

                                Cory DoctorowP 1 Reply Last reply
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                                • Cory DoctorowP Cory Doctorow

                                  Elsewhere, I've called these people "centaurs" - human beings who are assisted by machines. These people are embracing the socialist mode of automation: they are using automation to improve *quality*, not *quantity*.

                                  Whenever you hear a skilled practitioner talk about how they are able to hand off a time-consuming, low-value, low-judgment task to a model so they can focus on the part that means the most to them, you are talking to a centaur.

                                  35/

                                  Cory DoctorowP This user is from outside of this forum
                                  Cory DoctorowP This user is from outside of this forum
                                  Cory Doctorow
                                  wrote last edited by
                                  #36

                                  Of course, it's possible for skilled practitioners to produce bad work - some of my favorite writers have published some very bad books indeed - but that isn't a function of automation, that's just human fallibility.

                                  A reverse centaur (a person conscripted to act as a peripheral to a machine) is trapped by the capitalist mode of automation: quantity over quality.

                                  36/

                                  Cory DoctorowP 1 Reply Last reply
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                                  • Cory DoctorowP Cory Doctorow

                                    Of course, it's possible for skilled practitioners to produce bad work - some of my favorite writers have published some very bad books indeed - but that isn't a function of automation, that's just human fallibility.

                                    A reverse centaur (a person conscripted to act as a peripheral to a machine) is trapped by the capitalist mode of automation: quantity over quality.

                                    36/

                                    Cory DoctorowP This user is from outside of this forum
                                    Cory DoctorowP This user is from outside of this forum
                                    Cory Doctorow
                                    wrote last edited by
                                    #37

                                    Machines work faster and longer than humans, and the faster and harder a human can be made to work, the closer the firm can come to the ideal of paying zero for its inputs.

                                    A reverse centaur works for a machine that is set to run at the absolute limit of its human peripheral's capability and endurance. A reverse centaur is expected to produce with the mechanical regularity of a machine, catching every mistake the machine makes.

                                    37/

                                    Cory DoctorowP D 2 Replies Last reply
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                                    • Cory DoctorowP Cory Doctorow

                                      Machines work faster and longer than humans, and the faster and harder a human can be made to work, the closer the firm can come to the ideal of paying zero for its inputs.

                                      A reverse centaur works for a machine that is set to run at the absolute limit of its human peripheral's capability and endurance. A reverse centaur is expected to produce with the mechanical regularity of a machine, catching every mistake the machine makes.

                                      37/

                                      Cory DoctorowP This user is from outside of this forum
                                      Cory DoctorowP This user is from outside of this forum
                                      Cory Doctorow
                                      wrote last edited by
                                      #38

                                      A reverse centaur is the machine's accountability sink and moral crumple-zone:

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                                      Moral Crumple Zones: Cautionary Tales in Human-Robot Interaction | Engaging Science, Technology, and Society

                                      favicon

                                      (estsjournal.org)

                                      AI is a normal technology, just another set of automation tools that have some uses for some users. The thing that makes AI signify "go fuck yourself" isn't some intrinsic factor of large language models or transformers. It's the capitalist mode of automation, increasing quantity at the expense of quality.

                                      38/

                                      Cory DoctorowP JWcph, Radicalized By DecencyJ 2 Replies Last reply
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                                      • Cory DoctorowP Cory Doctorow

                                        A reverse centaur is the machine's accountability sink and moral crumple-zone:

                                        Link Preview Image
                                        Moral Crumple Zones: Cautionary Tales in Human-Robot Interaction | Engaging Science, Technology, and Society

                                        favicon

                                        (estsjournal.org)

                                        AI is a normal technology, just another set of automation tools that have some uses for some users. The thing that makes AI signify "go fuck yourself" isn't some intrinsic factor of large language models or transformers. It's the capitalist mode of automation, increasing quantity at the expense of quality.

                                        38/

                                        Cory DoctorowP This user is from outside of this forum
                                        Cory DoctorowP This user is from outside of this forum
                                        Cory Doctorow
                                        wrote last edited by
                                        #39

                                        Automation doesn't *have* to be a way to reduce expectations in the hopes of selling worse things for more money - but without some form of external constraint (unions, regulation, competition), that is inevitably how companies will wield *any* automation, including and especially AI.

                                        eof/

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                                        • Cory DoctorowP Cory Doctorow

                                          Normally the "digital divide" refers to *access* to technology, but as access becomes less and less of an issue, the real divide is between people who know how to defend themselves from the cruel indifference of technology designers and people who are helpless before their enshittificatory gambits.

                                          5/

                                          Kevin Karhan :verified:K This user is from outside of this forum
                                          Kevin Karhan :verified:K This user is from outside of this forum
                                          Kevin Karhan :verified:
                                          wrote last edited by
                                          #40

                                          @pluralistic thus I coined the term "#TechLiteracy" (or lack thereof as "#TechIlliteracy").

                                          • As this is a more fitting term to differenciate between "us" #TechLiterates (who know how to setup some lightweight #Linux distro and make it work (not just for us bot others) and those who believe the #Enshittification, #bloat and crap is "a fact of life" (aka. "#TechIlliterates")…
                                            • Just like #literacy enables people to learn, interact and communicate, the same applies to using #technology and #media (see "#MediaLiteracy")…

                                          Thus I see it as both moral and social duty to spread "Tech-Literacy" among society because decades of #illiteracy in #tech are now paying dividends and #Cyberfascists actively work on sabotaging and destroying #HumanRights and #CivilRights under #FalsePretenses lile "#YouthProtection" (see "#AgeVerification")…

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