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The concepts of " sentience " and " agency " in machines are muddled , particularly given that it ’s difficult to measure what these concepts are . But many speculate the improvements we are see inartificial intelligence(AI ) may one day amount to a young form of intelligence agency that replace our now .

Regardless , AI has been a part of our lives for many years — and we run across its invisible hired hand predominantly on the digital platforms most of us inhabit day by day . Digital technologies once held immense hope for transforming guild , but this utopianism feel like it ’s slipping out , argues technologist and authorMike Pepi , in his new book " Against Platforms : Surviving Digital Utopia"(Melville House Publishing , 2025 ) .

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We have been instruct that digital tools are neutral , but in realness , they are laden with serious assumptions and can head to unintended consequences . In this excerpt , Pepi assess whether AI — the technology at the heart of so many of these platform — can ever emulate the human feeling that move us , through the optical prism of art .

The Museum of Modern Art ’s atrium was packed to the brim the 24-hour interval I visited Refik Anadol ’s much - anticipate installing ofUnsupervised(2022 ) . As I entered , the gang was settle on on a monumental expulsion of one of the artist ’s digital " hallucination . " MoMA ’s curators evidence us that Anadol ’s liveliness use artificial intelligence " to interpret and transform " the museum ’s collection . As the motorcar learning algorithm traverses one million million of data point , it " reimagines the history of modern art and dream about what might have been . " I saw animated bursts of red lines and cross orangish radials . presently , ball-shaped facial forms come along . The next moment , a luggage compartment of a tree settled in the street corner . A droning , futurist soundtrack make full the room from invisible speaker system . The crowd reacted with a hushed awe as the mutating projection approach conversant physique .

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Against Platforms: Surviving Digital Utopia by Mike Pepi

Anadol ’s work debut at a moment of great ballyhoo about artificial intelligence ’s , or AI ’s , ability to be creative . The hearing was not only there to see the fantastic animations on the cover . Many came to witness a triumph of machine creativity in the emblematic mettle of advanced art .

Every visitor toUnsupervisedencountered a unique variation . Objects eluded the mind ’s grasp . Referents slipped out of view . The here and now of beauty were inadvertent , random flashes of computation , never to come back . Anadol call it a " self - regenerating element of surprise ; " one critic called it a screensaver . As I gazed into the mutations , I acknowledge I notice moment of sweetheart . It could have show as liberalization , even bliss . For some , fear , even terror . The longer I stuck around , the more emptiness I encounter . How could I make any statement about the prowess before me when the algorithm was programmed to equivocate ? Was it possible for a homo to revalue , let alone reach , the end result ?

In need of a break , I headed upstairs to see Andrew Wyeth’sChristina ’s World(1948 ) , part of the museum ’s permanent aggregation . Christina ’s Worldis a realist depiction of an American farm . In the centre of the human body , a char lies in a subject , gesturing longingly toward a remote b . The field makes a dramatic wholesale motion , engrave in an ocher supergrass . The woman fatigue a pink dress and contorts at a slender slant . The sky is gray , but tranquil .

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Most viewers are confront by question : Who is this adult female , and why does she lie in this field ? Christina was Andrew Wyeth ’s neighbor . At a young eld , she develop a muscular disability and was ineffectual to walk . She prefer to grovel around her parent ’ property , which Wyeth witness from his home nearby . Still , there are more questions about Christina . What is Wyeth trying to say in the distance between his subject ? What is Christina thinking in the moment that Wyeth capture ? This tiny epistemic game play out each time one viewsChristina ’s World . We take the artist ’s purport . We try out to equate our interpreting with the historical custom from which the work come out . With more information , we can still further peer into the work and wrestle with its contradictions . This is possible because there is a single referent . This does n’t stand for its meaning is fixed , or that we prefer its realism . It means that the thinking we do with this study meets an equal , human , originative routine .

The emptiness of AI art

The experience ofUnsupervisedis wholly different . The workplace is combinatorial , which is to say , it tries to make something new from previous data about graphics . The relationships drawn are mathematical , and the moment of acknowledgement are accidental . Anadol calls his method acting a " cerebration brush . " While he is careful to explicate that the AI is not sentient , the appeal of the work rely on the simple machine ’s intrusion on the brain . Anadol says we " see through the mind of a auto . " But there is no judgment at work at all . It ’s pure maths , pure stochasticity . There is motion , but it ’s stale . The novelty is fleeting .

In the atrium , Unsupervisedpresents thousands of images , but I can enquire nothing of them . Up a forgetful flight of measure , I am presented with a single image and can ask dozens of questions . The institution of graphics is the promise that some , indeed many , of those will be answer . They may not be done with foregone conclusion , but very few thing are . notwithstanding , the audience still communes with the tale power of Christina ’s World . WithUnsupervised , the only affair reflect back was a kind of blank , algorithmic stare . I could not help but think that Christina ’s long gaze , never quite revealed , might not be unlike the gape stare of the hearing in the atrium below . As I peer into the artificially reasoning animations searching for anything to see , I encountered the terror of never determine anything — a kind of palsy of vision — not the inability to comprehend but the unfitness to think alongside what I saw .

All artificial intelligence agency is based on mathematical role model that computer scientist call automobile encyclopedism . In most cases , we feed the programme training data , and we ask various kinds of meshwork to detect patterns . Recently , car eruditeness programs can successfully perform evermore complex task thanks to increases in cipher power , advancements in software programming , and most of all , an exponential explosion of preparation data . But for half a century , even the effective AI was capped in its procedure , capable only to automate predefined supervised psychoanalysis .

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For deterrent example , give a hardening of entropy about users ’ movie preferences and some data about a young substance abuser , it could predict what movies this exploiter might like . This deliver itself to us as “ artificial news ” because it replaces and far surpasses , functionally , the act of ask a friend ( or well yet , a Word of God ) for a picture recommendation . Commercially , it flourished . But could these same software and computer hardware tools create a movie itself ? For many year , the response was “ absolutely not . ” AI could promise and model , but it could not make . A machine learning system is supervised because each stimulation has a correct output , and the algorithm perpetually localisation and retrains the model to get closer and near to the point that the model can predict something accurately . But what encounter when we do n’t tell the mannequin what is correct ?

Can AI ever create genuinely ‘new’ content?

What if we give it a few billion example of big cat images for training , and then told it to make a completely young epitome of a cat-o'-nine-tails ? In the past decade , this became possible with procreative AI , a character of deep learning that apply generative adversarial web to create new subject . Two neural connection collaborate : one called a generator , which produces new data point , and one called a differentiator , which instantly evaluates it .

The generator and differentiator compete in unison , with the generator updating yield based on the feedback from the differentiator . finally , this process creates mental object that is well-nigh indistinguishable from the breeding data point . With the introduction of tools like ChatGPT , Midjourney , and DALL - E 2 , productive AI boosters claim we have crossed into a Cambrian explosion broadly speaking expanding the limits of motorcar intelligence . Unlike late AI software that simply examine exist data , generative AI can create refreshing substance , including oral communication , music , and images .

— Meet ' Chameleon ' – an AI model that can protect you from facial recognition thanks to a sophisticated digital mask — Large linguistic process models can be squeezed onto your phone — rather than necessitate thousands of servers to run — after breakthrough—‘This is a marriage of AI and quantum ' : New technology give AI the index to sense surfaces for the 1st time

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The promise ofUnsupervisedis a microcosm for reproductive AI : feed with enough information , nonhuman intelligence can think on its own and make something Modern , even beautiful . Yet the distance betweenChristina ’s WorldandUnsupervisedis just one beat of the remainder between figuring and thought . AI researchers frequently relate to the brain as “ processing selective information . ” This is a flawed metaphor for how we guess . As real technology promote , we looked for new metaphors to excuse the psyche . The antediluvian used mud , watch the mind as a clean slating upon which symbolic representation were etched ; the nineteenth century used steam engine ; and after , learning ability were galvanizing machines . Only a few years after estimator scientists started processing data on mainframe computers , psychologist and engineers commence to verbalise of the brain as an entropy central processing unit .

The problem is your brain is not a reckoner , and computers are not brain . Computers process data and calculate results . They can solve equating , but they do not reason on their own . Computation can only blindly mime the work of the brain — they will never have consciousness , sentience , or means . Our minds , besides , do not action information . Thus , there are State of mind that can not be automated , and intelligence that machines can not have .

From Against platform : outlast Digital Utopia . Used with permission of the publishing company , Melville House Publishing . right of first publication © 2025 by Mike Pepi .

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Against Platforms : Surviving Digital Utopia by Mike Pepi

InAgainst Platforms , technologist and Divine Mike Pepi lay out an explanation of what went wrongly — and a manifesto for place it justly .

The key is that we have been teach that digital technologies are electroneutral tools , pellucid , well understood , and here to serve us . The reality , Pepi say , is that they are laden with effrontery and collateral consequences — ideology , in other watchword . It is this hidden ideology that must be dismantled if we are to harness technology for the fullest expression of our human race .

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