I-AI ne-Human Creativity Ingatholakala Kuhle - Uma I-AI Ayikwazanga Ukuthatha I-Thing Yenza Emuva

I-Studio Ghibli ibekwe isakhiwo se-animation esifundeni esifundeni esifundeni esifundeni - ifilimu esifundeni esifundeni esifundeni kuya ku-100,000 ama-frames eyenziwe ngabantu asebenzayo.

I-AI, Ngaphandle kwalokho, i-inthanethi yama-inthanethi yaye i-inthanethi yama-inthanethi yama-inthanethi yama-inthanethi yama-inthanethi yama-inthanethi.

And now we are in a moral crisis.

Kungako lokhu ukuhlangabezana kubalulekile ngisho abacwaningi abacwaningi?

Ini akuyona kuphela ku-Ghibli; kuyinto malunga nenkinga lokuthuthukiswa ngokugcwele.

Uma I-AI ingathola nokuguqulwa kweminyaka eminyakeni yokuthuthukiswa kwezobugcisa ngexesha elifanayo, kunikeza umbuzo ebonakalayo bonke: Ngaba unayo yokuthuthukiswa? Uma i-algorithm ingathola ukusebenzisana kwezinto ezivamile ezivela eminyakeni, lokho kunikeza kanjani yokuthuthukiswa womuntu emkhakheni?

I-AI vs. umkhakha we-human art is a debate not only about artists – it is about the value of human originality. Njengoba i-AI isakhelwe kakhulu futhi imithombo enhle kakhulu, le umkhakha uhamba ngaphezu kwe-animation.

Kuba uma amazwe angakwazi ukuchithwa isixazululo esinye, kungabonakali ngempumelelo ekhukhwini ukunciphisa zonke izinye. Futhi lokhu akuyona ingozi okungenani ekhukhwini njengasehlabathi.

Ukuhlolwa kwebhizinisi

1. I-Mechanism ye-AI generative
2. I-Economics ye-AI generative
5. I-Frameworks philosophical
6. I-AI njenge-Ouroboros

1. umkhakha we-generative AI

Kwangathi manje, abantu zihlanganisa ukuthi lokhu kuyinto umdla wokubacindezela umkhakha noma futha lokuzonwabisa, futhi abaningi baye akuyona ukuthi i-AI inikeza.

Ukuza lokhu.

a. Yintoni i-generative AI?

Wagcwalisa ukuthi u-artist. Uyaziwa kweminyaka eminingi ekuthuthukiseni isakhiwo esiyingqayizivele-ngokuthi ufakele izindawo emangalisayo, ezivela ngempumelelo ezivela ku-Studio Ghibli movie.

Ngosuku eyodwa, imodeli ye-AI eyenziwe nge-million imifanekiso, kufaka kuma-imifanekiso ezininzi efana ne-yayo, isixazulule imifanekiso esifanayo efana ne-dreamy, imifanekiso esebenzayo.

Kusebenza kanjani lokhu?

I-Generative AI ayikho yokuzikhethela. Kuyinto imodeli ye-machine-learning eyenziwe ukukhiqiza izinto ezintsha - izithombe, umbhalo, umculo - ngokuvumelana nezinto ezidlulisiwe.

I-diagram eyenziwe ngaphezulu kubandakanya indlela yokusebenza kwe-Generative Adversarial Network (GAN). It kuqala nge-input vector ye-random, okuyinto imodeli ye-generator isetshenziselwa ukwakha isibonelo esihle.

Ukuveliswa okuzenzakalelayo, kanye ne-real, ku-discriminator model, okuyinto isixazulule ukuthi kuyinto enhle noma enhle. I-discriminator isenza isifundo se-binary (enhle noma enhle), futhi amabili amamodeli abacwaningene nenqubo - i-generator iyatholakala kahle ekhompyutha, futhi i-discriminator iyatholakala kahle ekhompyutha.

Ngexesha elandelayo, le-back-and-forward yenza imiphumela ye-generator ngokuvamile kakhulu. Hlola njengama-athletes amabili abacindezela ngamunye.

I-imeyili ye-stable diffusion, i-MidJourney, ne-DALL·E. Lezi zinsimbi ze-AI akufaka futhi zihlanganisa izithombe, njenge-mapping enkulu ye-artwork ebutholwe. Ngaphandle kwalokho, zisebenza njenge-hyper-advanced pattern-recognition machines, ukufundisa kusuka ku-millions (noma izigidi) zezithombe.

Kungama umkhakha we-AI ukuguqulwa kwe-"my portrait but Studio Ghibli style", akukwazi ukuthatha isithombe se-Ghibli esidala futhi ukhiphe ku-screen yakho. It ukwakha into "new", usebenzisa into etholakalayo mayelana nokwenza umbhalo ukubonisa "Ghibli-like." “ngcono”

Ngezinye, lokhu lokho abacwaningi abacwaningi. Kodwa ngaphambi kokufika ku-ethics, bheka kanjani inkqubo ye-AI yokufunda "ukufunda".

b. Uhlobo olukhulu phakathi kwe-AI ne-human artists

Ngokusho lokuqala, abasebenzi be-AI kanye nabantu abacwaningi abacwaningi ngokusebenzisa "ukubuyekeza" umkhakha ebanjwe. Ngakho-ke abacwaningi be-AI-generated art uzothola ngokuvamile, "Ngokuthi, abacwaningi abacwaningi abacwaningi abacwaningi abacwaningi. Ngaba i-AI ingahlukile?"

Ngakho lokhu kungcono:

I-artist ye-human isebenzisa isikhumba, kodwa isetshenziselwa isisekelo, ukubuyekeza, kanye nesikhathi se-imeyili yokwenza izinto ezintsha. Bona bakwazi ukufundisa imichiza ye-animation ye-Hayao Miyazaki, kodwa abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi / abacwaningi /Khetha

AI, Ngaphandle kwalokho, choose noma yini. It has no judgment, no intent, no creativity. It simply remixes ukuthi isitholwe ngokuvamile ngokuvamile. It generates images by stitching together mathematical predictions - akuyona emoyeni, akuyona, akuyona visions.

Choose Ukuhlukaniswa izibuyekezo zomathematiki

Ukuvela kwelinye imibuzo:

c. ngakho-ke I-AI “ukutholela” noma “ukwazi”?

c. ngakho-ke I-AI “ukutholela” noma “ukwazi”?Ngena ngemvume

Yini isiqophi ye-controversy. Ukuphendula lokhu kudingeka ukuphendula wonke umbala.

I-heart of the controversy.

Imiqela zihlanganisa ukuthi ama-AI amamodeli abafundiswe emkhakheni ebhalisiwe - ngaphandle kwe-permission - zihlanganisa ekusheshayo kwe-digital plagiarism.

Ngaphandle kokufaka isithombe esifanele esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esithombe esI-Spirited Awayewe akuyona amayunithi ezininzi ze-Ghibli emangalisayo.

Ngaphandle kwalokho, abacwaningi be-AI abacwaningi ukuthi bonke abacwaningi abacwaningi nge-observing abacwaningi abaningi.

Uma umuntu angakwazi ukufundisa i-Ghibli kanye nokuthuthukisa isakhiwo esifanayo, ngakho-ke i-AI ayikwazi ukwenza okuhle?

I-Is it really theft uma i-AI ayifake isikhwama elilodwa, kodwa kuphela absorbing kanye reinterpreting amaphepha - ngokufanayo nabasebenzi abantu?

UkuhlukaniswaUkuhlukaniswaUkuhlukanisa

Futhi lokhu lapho abantu baqala ukujabulela ngamunye ku-internet.

Ngena ngemvume

2. ukwakhiwa kwe-AI ye-generative

2. I-economics ye-Generative AI

Uma idatha yokulungisa kwe-AI isekelwe ku-artwork eyenziwe ngu-umuntu, ngakho-ke abacwaningi awutholwe? Ukuphendula kubhalwe ku-three brutal realities ye-AI umkhakha: izindleko, umkhakha, kanye ne-legal loopholes.

Let me make this super clear:

Ukulungiselela idatha akuyona akufanele.

Ukulungiselela idatha akuyona inguqulo.

Ukulungiselela idatha akukwazanga.

a. ingozi ingozi

Ngena ngemvume

I-AI inikeza inani elikhulu le-data yokusebenza kakuhle. Sitholela ama-billions ye-images. Uma ama-AI amabhizinisi baye baye i-license zonke i-piece ye-artwork etholakalayo, baye bakhula ngaphambi kokuvumela i-product eyodwa.

Ukulungiselelai-license yonke imikhiqizo

Let's ukwenza ezinye imithomathikhi okuphakeme: Uma imodeli ye-AI wasekelwe emaphaketheni angu-100 million emaphaketheni futhi wahlanganyela ububanzi we-$ 5 ngalinye umbhalo, i-commission ephakeme emaphaketheni, okuyinto i-$ 500 million i-cost advance e-cold hard cash kuphela ukuze i-licensing.

In reality, Stable Diffusion, for instance, utilized the LAION-5B dataset, which contains over 5 billion image-text pairs.[1]

1

Midjourney's training data reportedly includes a list of approximately 16,000 artists whose works were used to develop its AI art-generating tools.[2]

2

Ngoko ke, thina ushiye ama-billions ye-dollars ngokuhambisana ne-cost. Ngo-industry eyenza ama-billions ye-dollar.

Ngokuthi, ngokuvamile, akukho lwezinto ziye zithunyelwe ngalinye.

Wama-AI, i-Stability AI, ne-MidJourney, ukulayisha akuyona ingxaki - akukwazi ukulayisha abacwaningi ngesisindo. Ngakho akuyona. Futhi kulinganiswa kwezindleko ezisikhathi ezisithombe kakhulu ukuhlangabezana nezinhlangano zomthetho, okuyinto zinezingeni eliphezulu ukufinyelela, kunokuba ukulayisha.

Ukuvuma ukuthi abacwaningi babuyela ukudayisa umsebenzi yabo, okuyinto abaninzi akuyona.

b. ingcindezi yobuchwepheshe

Ngena ngemvume

Ngokuqala ngo-2025, kunezinto ze-67,200 zezinkampani ezisebenzayo ze-AI. Kuyinto eningi. Uma ubeka abantu ze-67,200 emzimbeni futhi zithembisa, ama-historic angama-"I-Great Street Battle of 2025" futhi zihlanganisa kweminyaka eminyakeni ukuyifaka ukuthi kungabikho. Ngakho-ke, umlinganiselo kuyinto enhle.

Ngoko ke, ngisho uma inkampani ye-AI isixazulule ukuhlangabezana kwesakhiwo se-artwork ngokuzimela, kungathanda ngokushesha emangalisayo abalandeli abalandeli abalandeli.

Sihlola i-cost ngexesha elinye futhi sicela I-Company A ibhizinisi idatha yayo yokulungisa futhi inesigodi kuphela ukufinyelela ku-10 million imifanekiso. Ngexesha elide, I-Company B ibhizinisi wonke inthanethi futhi ibhizinisi ku-billion imifanekiso.

Kwi-AI emakethe, okwenziwe nge-innovation ngokushesha elilinganiselwe eminyakeni, i-licensing ye-ethical kuyinto isizukulwane sokuthengisa. I-investors ibonise ukuthuthukiswa okusheshayo kanye nezinkampani ezisebenzayo ngokushesha, ukufinyelela kwe-ethical zihlanganisa ukuba zihlukile abantu abayi.

Kungcono indlela efanelekayo: scrape manje, ukulawula izivakashi ngemva.

Kwenza lokhu ngokuvamile: scrape manje, ukuhlangabezana nezimo ngemuva.

Amabhizinisi we-AI waya indlela yokungabonakali okungenani. Ngaphandle kokutholela iminyaka eminyakeni zokuhweba izivumelwano zokuzivumelwano, zihlanganisa idatha, ukwakha amamodeli zabo, futhi wahlala ukulawula izivumelwano ngemva.

Ngiya? Kuyinto okufanayo. Izinqumo zihlanganisa abacwaningi, amakhompyutha ze-stock photo, namazwe zihlanganisa amakhompyutha ze-AI usebenzisa izinto ezinobuchwepheshe ngaphandle kokuhlinzwa.

Okuningi ama-courts babuyela kumazwe e-AI, kodwa uhlelo lwekhwalithi isebenza ngokushesha-ukudlulisela kakhulu kunzima i-AI ekuphileni.

Ngoko ke, ngokwamanje, amabhizinisi ziye zihlanganisa ingozi futhi zihlanganisa ukuthi kuyimfuneko. I-damage iyatholakala, futhi manje izibopho zomthetho zihlanganisa futha ye-AI-generated content.

3. isixazululo se-grey of legality

3. i-grey area ye-legality

Ngaphandle kwemikhiqizo kanye nokuhlanganiswa, ezinye izimo zomthetho ezengeziwe zihlanganisa ukuthi abacwaningi abalandelwa ngenxa ye-AI training data.

Okuningi isizathu se-perception ye-data njengomthombo yobumfihlo. Izinkampani eziningi ze-AI zokusebenza ngaphansi kwe-assumption that anything publicly accessible on the internet is fair game for scraping, efana ne-Google yokubhalisa amakhasi web ngaphandle kokuqinisekisa abathengi be-content.

Ukuba izinsizakalo ze-copyright zihlanganisa ubuchwepheshe, ukuvikelwa kwangaphakathi, ikakhulukazi lapho amamodeli we-AI zihlanganisa idatha ngaphandle kokufaka ngqo. Lokhu kwenza indawo ye-legal grey lapho amabhizinisi angakwazi ukhangela ukuthi akuyona nje "ukwazi" idatha ngaphandle kokufaka.

AI companies also take advantage of the legal ambiguity surrounding transformative use.[3] They argue that their models don’t copy or store exact replicas of artworks but instead generate entirely new creations based on learned patterns.

3

I-Defense yayo, okubhekiselwe ngokuvamile nezinsizakalo ze-fair use

, isetshenziselwa ama-companies ze-tech ezingaphezu kwamanye amazwe ukuze kutholakale ukuchithwa kwedatha emikhulu. Njengoba impahla eyenziwe yi-AI ayikwazi ukujabulela imicimbi yokuqala, ukuhlolwa ukuchithwa kwegodini kubaluleke futhi kunzima.

Okuningi umphakeli kuyinto ukunciphisa amandla wokugibela okuhlobene phakathi kwe-visual artists. Ngokungafani ne-musicals, abacwaningi afana ne-ASCAP abacwaningi abacwaningi, noma abacwaningi abacwaningi abacwaningi abacwaningi abacwaningi nge-platforms afana ne-Shutterstock, abacwaningi abacwaningi abacwaningi abacwaningi abacwaningi abacwaningi.

Inyathelo okuvula ama-AI amabhizinisi ukukhuthaza umsebenzi yabo ngaphandle kokuphumelela okuphezulu kwe-industry-wide pushback.

Ukugqibela, inesibopho se-first-mover advantage. I-AI ibhizinisi lithunyelwe ngokukhawuleza kunazo ku-legal frameworks, ngokulandelana ne-Classic Silicon Valley approach ye-"move fast and break things."

Kwangathi izivakashi kanye nezinsizakalo ziye zihlanganisa, i-inthanethi eyenziwe nge-AI iye lithunyelwe emakethe, okwenza kungcono kakhulu ukulondoloza umbhali ngokuvumelana.

Ngokuye kwangaphambili, amazwe amaningi zihlanganisa ukuthi iziphumo zokusebenza zomthetho ziye zibonakalayo kulinganiswa nezindleko zokwakha amamodeli zokuthuthukiswa kwe-AI ngokushesha.

In the end, AI companies saw an economic opportunity, exploited legal and structural gaps, and prioritized rapid growth over fairness—betting that any legal consequences would come too late to stop them.

4. philosophical frameworks

Kuba kungabangela ukufumana ukuchofoza kwakho kulesi ndawo eluhlaza. Ngaphandle kwalokho, unayo abacwaningi bakho abacwaningi abacwaningi amabhizinisi be-AI ngenxa yokuthintela izakhiwo zabo. Ngaphandle kwalokho, ungazi ukuthi kungabikho ngokuthandana ne-AI amabhizinisi ngokuthintela kwabo. Ngakho indlela ungathola le nkqubo?

Ukuhlola okungcono ngezinkinga zayo, sicela ukunikeza amabili amabili amabhulogi amabhulogi amabhulogi.

• I-John Rawls akuyona ama-AI amabhizinisi nangokuthi ama-artists futhi akuyona, "Yah, lokhu kuyinto isisombululo se-power."
• I-Karl Marx akuyona umsebenzi wama-artists idluliselwe futhi etholakala ngaphandle kokubili, futhi akuyona, "Yep, lokho kuyinto ukuxazulula."
I-Immanuel Kant akuyona umsebenzi wama-artistic eyakhiwe futhi akuyona, "Yah, lokhu akuyona okungagunyaziwe."
• Jeremy Bentham noJohn Stuart Mill akuyona ubuchwepheshe olwenziwe nge-AI futhi uyibiza, "Ukwenza lokhu ngokwenene ukujabulisa, noma thina sikhuthaza ukuphila?"
• John Rawls akuyona i-AI amabhizinisi vs. abacwaningi futhi akuyona, "Yah, lokhu kuyinto ukuphazanyiswa kwamandla."
• Karl Marx uyazi umsebenzi abacwaningi abalandwa futhi etholakala ngaphandle kokubili, futhi wathi, "Yep, lokhu kuyinto ukuxazulula."
• Immanuel Kant would look at stolen artistic labor and go, “Yeah, that’s not universalizable.”
• Jeremy Bentham noJohn Stuart Mill babona umkhakha eyenziwe nge-AI futhi wabhala, "Ukwenza lokhu ngokwenene ukwandisa ukuhambisa, noma thina kuphela ukwandisa ukuphila?"




Together, these frameworks help illustrate why the current system of AI-generated art is ethically problematic and unsustainable.

a. ukuphazamiseka kwamandla: a Rawlsian view

a. ukwehlisa amandla: a Rawlsian ukubukekaNgena ngemvume

Ukuhlukaniswa kwe-AI-generated art ibonise isimo esikhulu se-ethical:




Who ukulawula ubudala,

who ukulawula ubudala,

futhi umuntu usizo?

and who benefits from it?




Ngaphezu kweminyaka eminyakeni, abacwaningi wamkelekile ngokufaneleka izilimi zabo, ukukhula izilimi ezizodwa, futhi zihlanganisa ukuthuthukiswa kwezobugcisa. Kodwa nge-akhawunti ze-AI ezivela ku-datasets amancane ze-man-made art - okungenani ngaphandle kokuhambisana - i-balance ye-power iyahluka.




Izinkampani ze-AI zibonisa ubuchwepheshe zayo zihlabathi ukwakhiwa, kwenza ukukhiqizwa kwezobugcisa ngokukhawuleza, ezingenalutho, futhi engatholakali kakhulu. Kodwa ngempumelelo? Abacwaningi zihambe emangalisayo lapho umsebenzi yabo, okwenziwe ngempumelelo yokusabela kwebhizinisi yobuchwepheshe, iye yasungulwa ukuhlinzeka umkhakha owawumelana nezindleko zayo.




I-styles yayo isithombe, izinketho zayo zokusebenza zithunywe kumamathambo we-algorithmic, futhi umsebenzi yayo isithunywe ku-training data ngaphandle kokuqinisekisa noma ukuguqulwa.








This brings us to John Rawls’ Theory of Justice4, one of the most influential philosophical frameworks on fairness. Rawls argues that just societies are built by designing rules from behind a "veil of ignorance"—a hypothetical scenario where no one knows what position they will hold in society.

4




Would you agree to a system where your creative labor could be taken without consent if you didn’t know whether you’d be the artist or the AI developer profiting from it?




Ukuhlolwa okuhlobene: Akukho umntu owaziwa akutholwe inkqubo enikezela amandla yayo yokuhweba. Nokho, lokhu ngokucacileyo i-world AI art corporations zibonisa-one lapho abacwaningi ayikho isibambiso, akukho ukhuseleko lwekhwalithi, futhi ayikho ikhono ukuvimbela ukuchithwa kwe-mass data.




Ukuhlolwa kwe-Rawlsian, uhlelo olungapheliyo uyaziqhathaniswa kakhulu. Lokhu kuncike:

• I-consent ye-artists ngaphambi kokusebenzisa umsebenzi yabo.
• I-reward ye-fair eyenza impahla yabo kumamodeli ye-AI.
• Izinto zokhuseleko zomthetho zihlanganisa ama-corporations ukuba zihlanganise izimo zokusebenza kwezakhiwo.
• Imininingwane esifundeni ka-artists ngaphambi kokusebenzisa umsebenzi yabo.
• Ukuhlukaniswa okuhlobene okuhlobisa izinzuzo zayo ku-AI models.
• Izinzuzo zekhwalithi zihlanganisa izimboni zihlanganisa ngokuzimela izimo ze-creative property.




Ngaphandle kwalokho, ama-AI amabhizinisi asebenzise inkinga lokusebenza esiyingqayizivele, usebenzisa umsebenzi wama-artists ngenxa yokufinyelela, akuyona ngenxa yokufinyelela. Zihlanganisa ukuthi abathengi be-individual akufinyelela izindawo zokuphendula kwabo, futhi ngakho-ke zikhuthaze nge-model enikezela kuphela abo emaphezulu, futhi zihlanganisa abacwaningi ngempumelelo emkhakheni kanye nophuhliso.




I-Rawls i-theory ibonisa ukuthi ukufudumaleka akuyona lokho akuyona izinzuzo ze-powerful kakhulu-ke kuqinisekisa ukuthi akukho iqembu akuyona ekungabizi. A world where AI replaces human artists without their consent is not just unfair.




It is fundamentally unfair.

b. imiphumela emzimbeni umbhali: umbhalo we-Marxist

b. Ukusabela kwezinto zokusebenza ze-artists: I-Marxist CritiqueNgena ngemvume








Karl Marx’s concept of alienation describes how workers in capitalist societies become increasingly disconnected from the value they create.[5] In a traditional capitalist framework, workers produce goods and services but do not own the means of production, receiving only a fraction of the wealth they generate.

5




Nokho, nge-rise ye-AI-generated art, lokhu ukuxhumana kufinyelela ekupheleni — okuyinto kungenziwa kuphela ngokuthi hyper-alienation.

Ukulungiswa kwe-hyper-alienation




I-artists akuyona kuphela ama-underpayment noma ama-undervalued; zithunyelwe ngokuvamile emkhakheni yebhizinisi. I-creative labor yayo isithunyelwa, i-copyright yahlukaniswe, futhi i-AI amamodeli eyenziwe ezingenalutho okuzenzakalelayo okuqukethwe entsha ngaphandle kwe-approval, i-credit, noma i-compensation.




Ngokungafani nabasebenzi zezimboni abalandeli okungenani isikhathi yabo, abacwaningi abasebenzi abalandeli ku-AI datasets abalandeli akukho.




Yini kubonisa ukuhlaziywa okuhlobene emkhakheni wokudala - ukusuka kwinkqubo yokuhlanza lapho abantu abalandeli ngokunambitheka kwezobuchwepheshe zabo ku-industrial extractive. I-AI amabhizinisi asebenzise ukusebenza kwezobuchwepheshe ezidlulile ekhambweni emkhakheni emangalisayo, ukuhlinzeka ukuthi abacwaningi abacwaningi abacwaningi - abasebenzi abacwaningi - akuyona inkinobuchwepheshe emangalisayo emangalisayo.

I-industry ephelele ekwakheni




I-industry iyahluka emzimbeni lapho umqondo we-human iyatholakala futhi iyahlaziywa kuya emzimbeni lapho imikhiqizo yamahhala iyahlaziywa futhi i-monetized yi-corporations.




Ngokuhlolwa kwe-Marxist, lokhu akuyona ingozi kuphela kumazwe ngamakhasimende ngamakhasimende ngamakhasimende ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali ngamakhemikhali.

isikhokelo esidlulile se-colapse point ye-system ephelele




I-industry iyahluka kusuka ku-culture ye-innovation ne-expression kuya ku-mass-produced, impahla ye-algorithmic eyenziwe ngama-engagement metric kunokuba yi-artistic integrity.




Iziqinisekiso:

• I-devaluation ye-art ngokuvamile. Uma i-AI inokukwazi ukuguqulwa noma iyiphi imifanekiso ngaphandle kokusebenza kwe-inthanethi, i-originality ithatha isisindo. Abathengisi zihlanganisa nge-low-cost, i-content e-mass-produced, kanye nokuhlanganisa phakathi kwe-authentic artistic expression ne-AI imicry.
• I-race ekupheleni. Njengoba i-inthanethi eyenziwe yi-inthanethi ibekwe isisindo, abacwaningi abadumile zihlanganisa ngokumangalisayo nge-machines eyenza imikhiqizo ephakeme nge-near-zero. I-art ikhiqizwa ngezinga eliphakeme, nge-reward emakethe kumaz
• I-devaluation ye-art ngokuvamile. Uma i-AI inokukwazi ukuguqula isakhiwo se-artificial ngaphandle kokusebenzisana kwe-humane, i-originality ithatha ingozi. Abathengisi zihlukile nge-content e-low-cost, e-mass-produced, futhi ukuhlukanisa phakathi kwe-authentic artistic expression ne-AI mimicry.
• I-racing kuya ku-bottom. Njengoba i-inthanethi eyenziwe yi-AI kubangelwa kwegama, abacwaningi abadumile baye kubangelwa ku-competition engapheliyo nge-machines angakwazi ukukhiqiza imikhiqizo eningi ngokushesha-zero-cost. I-art ikhiqizwa ku-commodified ku-escale engapheliyo, nge-rewards zezimali zihlanganisa ngokuphelele kwama-AI amabhizinisi.
• Ukuhlukaniswa kwe-artistic labor. Uma izivakashi zokusebenza zangaphakathi ziye ziye ziye ziye zithunyelwe ngempumelelo, abantu abancane izivakashi ziye zithunyelwe. Umphumela we-long-term? Isisindo se-human-driven art forms, esekelwe imithombo se-algorithmic ezisungulwe ngempumelelo kunoma ubukhulu be-cultural noma emoyeni.




Marx uyavuma ukuthi ukuxhaswa lapha akukwazi ukuxhaswa. I-capitalism inesibophelela umzimba ukuze isebenza – kodwa uma amamodeli we-AI iyahlanza umzimba wokusebenza ngokugcwele, futhi i-capitalism ngokuvamile inesibophelela ukuxhaswa. Uma isakhiwo se-AI esekelwe kusebenza ngokushesha, inqubo ngeke akuyona abacwaningi kuphela – akuvimbela abacwaningi.

ukushintshwa kwabo




Ukwenza lokhu, kungcono ekugqibeleni ukunciphisa art kuze kube lapho umuntu - noma abacwaningi, noma umbhali - akuyona inkinobho.

c. I-illusion of “inspiration”: a Kantian perspective

c. I-illusion of “inspiration”: a Kantian perspectiveNgena ngemvume








Nge-age ye-AI-generated content, ingxaki esisodwa esisodwa esisodwa: Ngaba umsebenzi we-artist kufanele isetshenziswe ngaphandle kokufinyelela kokufinyelela imodeli we-AI?




Ukuhlukaniswa okusheshayo kwe-AI emkhakheni yokwenza umkhakha iye yenza isebenze ukuthi inani elikhulu lwezenzulululwazi, ukubhaliswa, futhi umculo lithunywe kusuka ku-Internet futhi ifakwe ku-machine learning systems-ukuvamile ngaphandle kokuhambisana nomkhiqizi wokuqala. Lokhu kubaluleke imibuzo emibi, integrity artistic, kanye ne-value of human creativity e-era lapho imishini ingasebenza imiklamo ngaphandle kokuthunyelwe.




I-AI amabhizinisi ngokuvamile ibhizinisi le nqubo ngokuvamile ngokuvumela ukuthi amamodeli yabo "ukufunda" ngokufanayo ne-umuntu - ngokuvimbela ulwazi, ukujabulela amamodeli, nokuvimbela amamodeli amasha. Kodwa kusukela ku-Kantian ethical perspective, le analogy kuyinto emibi kakhulu. Umntu ufundisa ngokusebenzisa ukujabulela, ukubuyekezwa, nokuxhumana.




Imodeli ye-AI, Ngaphandle kwalokho, ivimbele yonke into emangalisayo - ngaphandle kokuzihlanganisa, ngaphandle kokuzihlanganisa, futhi ngaphandle kokufunda izindawo zokuzihlanganisa umfundiso wabantu.




I-Immanuel Kant's impendulo ye-catalogical ibonise ukuthi singatholakala kuphela ngokuvumelana nezinsizakalo ezivamile - okungenani ukuthi uma wonke umuntu uyihambisana nesisekelo esifanayo, kufanele kube lula ahlukene.




Imininingwane ku-AI, le ncwadi inikeza isizinda esiyingqayizivele: Ingaba amabhizinisi we-AI akufanele ukuba imiphumela yayo yokusebenza - imiklamo yayo, ucwaningo, futhi idatha yama-proprietary - iyathunyelwe futhi isithunyelwe kwinkqubo yesinye se-AI ngaphandle kokuhambisana kwabo?




Uma babona inkulumo efanayo engatholakali, ngakho-ke ngokufilosofi kaKant, indlela yayo yamanje yokusebenzisa umsebenzi wama-artists ngaphandle kokuhambisana akufanele ukuhlolwa kokuzihlanganisa.




I-Ironic, siye sinazi impendulo. Uma i-DeepSeek, inkampani ye-AI eTshayina, ibizwa ukuthi isebenzisa imodeli ye-OpenAI ukuqeqesha i-chatbot yayo, i-OpenAI isabela ngempumelelo. Le nqubo, ebizwa ngokuthi "i-destillation", kuhlanganise ukuthatha imiphumela ye-AI ephakeme futhi isetshenziselwa ukuphucula uhlelo olandelayo.




Wagcwele kwebhizinisi, i-OpenAI ibonise lokhu kusebenza njengoba ukuphazamiseka kwezinqubo yayo yokusebenza - ukusetshenziswa okungagunyaziwe kwe-intelektual property yayo.

I-Ironic, siye sinazi isibuyekezo. Uma DeepSeek, inkampani ye-AI eTshayina, ibizwa ukuthi usebenzisa amamodeli e-OpenAI ukuqeqesha i-chatbot yayo, i-OpenAI isibuyekeza ngempumelelo. Le nqubo, ebizwa ngokuthi "i-destillation", kuhlanganise ukuthatha imiphumela ye-AI ephakeme kakhulu futhi usebenzisa kwabo ukuze ngcono uhlelo olandelayo.




Ngaphandle kokubili kwebhizinisi, i-OpenAI wathatha okuzenzakalelayo njenge-ukudluliselwa kwebhizinisi yayo ye-intellectual property.




Ukuhlukaniswa kwe-ethical inikeza ukuthi sinikeze amabhizinisi we-AI ku-standard efana ne-imeyili. Uma akufuna ukuchithwa nokuthuthukiswa kwama-intellectual ngokuzimela ngaphandle kokubonakaliswa, ke akufanele akufanele ukwenza okufanayo umbhali.

D. Ukusetshenziswa kwe-scale: a dilemma ye-utilitary

d. ukukhipha ngezinga: i-utilitary dilemmaNgena ngemvume

Izinkampani ze-AI zibonisa ukuthi imodeli zabo zibonisa bonke - engabizi, ngokukhawuleza, futhi engatholakali art. Ngokuhambisana ne-business point of view, oku kuhlukanisa kakhulu: impahla eningi okwakhiwa ngezindleko ezincinane. Kodwa kukhona isibuyekezo esikhulu se-ethical - kungenzeka ukuthi lo mthumela iyahlukile emibi?




I-Utilitarianism, njenge-Jeremy Bentham noJohn Stuart Mill, kuyinto elula:




I-maximizing happiness and minimizing suffering.

Ukulungiselela ubuhle futhi ukunciphisa isifo.

maximize ukuhambisa futhi minimize ukuhambisa.











I-action iyatholakala kuphela uma ivela izinzuzo ezinhle kakhulu ngenxa ye-number eningi.




Izinkampani ze-AI zibonisa ukuthi zithembisa umculo kanye nokuvula ukuvelisa. Kodwa bheka ngakumbi, futhi umonakalo uqala ukuhanjiswa — hhayi kuphela abacwaningi, kodwa bonke.




I-Jobs isixazululwa phakathi kwezimboni. I-AI ayidlulisa kuphela ama-painters kanye nama-illustrators; isixazululwa ku-writing, i-music, design, nokugcwalwa ku-programming. Uma ama-business angakwazi ukufumana umsebenzi eyenziwe yi-AI eminyakeni nge-fraction ye-cost, abasebenzi abesifazane emkhakheni ebonakalayo nezifundo zithole izinzuzo.




I-CEO ye-Shopify, u-Tobi Lütke, ivumela ukuthi abasebenzi zabo kufanele zibonise umsebenzi engatholakala nge-AI ngaphambi kokubiza ukunemba abantu ngaphezulu.














Ngexesha elide, akuyona abacwaningi kuphela abacwaningi abacwaningi - bonke abacwaningi abacwaningi abacwaningi online, kusuka kumadivayisi amancane kuya abacwaningi abacwaningi abacwaningi, kubaluleke ngempumelelo.




I-Creativity ithatha isikhunta yayo yabantu. I-art, umculo, kanye ne-scripting engcono kunezilinganiso yabantu - izibopho, izifiso, kanye nezimo ezibonakalayo ezibonakalayo. I-AI ayikwazi ukujabulela, ukujabulela, noma ukujabulela; inikeza kuphela imisindo.




Kuba i-inthanethi eyenziwe nge-AI ikhiqizwa, ukukhiqizwa kwe-cultural ingangena ngokushesha, okuphumelela ukuxhumana kunoma ububanzi. Ngithombe inkampani lapho umculo, ama-movies, namabhuku, futhi ngisho amabhuku asebenza ngokushesha - ngenxa yokuba.




I-generation elilandelayo kungase akuyona ingozi. Uma i-AI isixazulule ukuguqulwa kwezakhiwo zomuntu, yini kubaluleke kumadoda abalandeli abalandeli abalandeli abalandeli abalandeli abalandeli abalandeli?




I-apprenticeships, izindleko ze-enter-level, ne-freelance gigs ziye ziye ziye ziye ziye ziye ziye ziye ziye zikhuthaza ukufinyelela.




Ngaphandle kokuphumelela kwelizwe, ukunakekelwa, noma indlela yokufinyelela, izimboni ephelele angakwazi ukujabulela, ukugcina izindlela ezincinane zezinhlayiyana ezijulile ukuhlola umthamo yabo yokwenza.







Ukuhlukaniswa okusheshayo kwe-AI akuyona ingozi yobugcisa kuphela - kuyinto ingozi bonke. Uma ubudala womuntu kubaluleke, izimboni ephelele zihlukile, amazwe zihlukile, futhi indawo yethu yobugcisa ingozi we-soulless, i-content eyenziwe ngamanani.




Ukuhlolwa kwe-utilitary, imathematiki ye-ethical ayihambelana. Uma abantu abalandeli ngenkathi ama-corporations kanye nama-consumers abalandela izinzuzo, ke ama-scale ihlanganisa ku-injustice.




Uma i-AI art ikakhulukazi uqinisa i-big-tech kanye nokuvimbela umsebenzi kanye nokuxhumana okuhlobisa, i-utilitarianism uyavuma ku-unethical. I-efficiency kuphela akuyona ukhuseleko se-moral.




Ukuhlolwa lokwenene kwebhizinisi ze-AI kuyinto: Abanikeze izinguquko zayo ngokuvamile kwenza ikhasimende engcono bonke? Uma akungekho, ke izindleko ziquka kakhulu.

Ngena ngemvume

5. AI njengoba Ouroboros

5








The Ouroboros kuyinto i-paradox—izinto ezihlabathi ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela ngokuvimbela.

Ouroboros




Iziqondiso itholisa thina ukhohlisa: kungase kube lwezinto ngokwenene ifakwe ukuthi inesibopho kuphela? Ingaba ukuguqulwa kunazo kuqala ku-self-destruction, noma kuyinto isizukulwane? I-Ouroboros kuyinto i-symbol ye-hunger endless - isakhi esizukulwane esizukile.




Uma umculo eyenziwe nge-AI uye kwelanga lapho ivimbele abacwaningi amabili, i-Ouroboros inesibopho – ukuphazamisa i-ecosystem enhle. I-AI ufundisa ngokusebenzisa ukuqeqeshwa kwezobuchwepheshe; Uma abacwaningi abacwaningi abacwaningi, i-pools ye-fresh, umsebenzi esezingeni eliphezulu ivimbele.




Ngaphandle kwezintambo ezintsha ezisebenzayo, i-AI inesibopho sokugeleza, ukuchithwa kwezimpendulo zayo zayo ezingenalinganisile ngokulandelana nokunciphisa originality. Ngokufaka ukuguqulwa abaculi, ingaba kuqala ukujula ngokulandelana.




Kuba zonke i-hype mayelana ne-AI-generated art, kunezinto eyodwa engatholakali: I-AI iyona kuphela enhle kakhulu njengomthombo we-man-made. Ngaphandle kwe-artists, i-AI ayikho lokho yokusebenza.

I-AI iyona kakhulu kunoma umkhakha wama-man-made.




Ngokuya, amamodeli ze-AI eziphilayo zihlabathi ngenxa yokuthuthukiswa kwe-Goldmine ye-creativity yabantu - ama-billions ye-paintings, ama-illustrations, ne-digital artworks eyenziwe nge-internet.




But ukuthi kungenzeka lapho impendulo eyenziwe nge-AI uqala ukunqanda isikhwama esitholakala? What happens when future AI models are trained not on human masterpieces, but on AI copies of AI copies?




I-resultat? Ukuphakama kwesilinganiso se-low but inevitable.




Uma amabhizinisi we-AI uyazi lokhu.




Ama uma i-AI-generated art ivimbele i-Internet, ukuguqulwa umsebenzi wabantu abalandeli, lapho lokhu yokukhiqiza okuphakeme?




Inyathelo okuholela isixazululo se-existencial yobuchwepheshe. Uma umculo owenziwe nge-AI ivimbela abasebenzi abasebenzi, i-AI ngokuvamile ivimbele idatha esezingeni eliphezulu yokufunda. Kule isikhathi, amazwe zihlanganisa izinketho ezimbili:




1. I-Collapse - Njengoba amamodeli abalandeli futhi ama-investors abalandeli ama-return, i-AI startups abalandeli.
2. Double Down on Exploitation - Ukuze ukugcina umgangatho, amabhizinisi we-AI angakwazi ukufinyelela kwama-scraping engaphezulu, ngokwemvelo noma ngokumangalisayo, noma ukubheka ama-artists ekukhiqizeni abasebenzi abalandeli ngokuvimbela ukufinyelela.
• I-Collapse - Njengoba amamodeli abalandeli futhi abasebhizinisi bakwazi ukunciphisa i-return, i-AI startups abalandeli.
• Double Down on Exploitation - Ukuze ukugcina umgangatho, amabhizinisi we-AI angakwazi ukuyisebenzisa ukunambitheka okwengeziwe, ngokwemvelo noma ngokumangalisayo, noma zihlanganisa abaculi ukukhiqiza umsebenzi we-unpaid ngokuvimbela ukunciphisa.
Wenza abaculi ukukhiqiza umsebenzi ongaphakeme




Ukuba, umzila elidlulayo ayinempumelelo. I-AI ibonelela ku-creativity yabantu, kodwa uma ivimbele kakhulu ngaphandle kokuthintela, kungabangela kuphela ukujula.

ukujula ngokuvamile.




I-AI ne-creativity yabantu ingatholakala ngokugcwele—if I-AI akugqiba ekusebenzeni into enikeze.

if




Iphakheji ye-AI eningi lokuthengisa ngokushesha iyinhlangano oluthile: abacwaningi abacwaningi, amayeza amancane, amabhizinisi amancane, futhi ukuchithwa okuzenzakalelayo kodwa okuqhubekayo ku-brunnen ye-human expression.




Ukuba i-AI inikeza ngokuzimela kakhulu emangalisayo yabantu ngaphandle kokufunda, inesibopho sokukhula ekhukhwini yayo.

Ngena ngemvume

Ukuhlaziywa

Ukuhlaziywa

Uma I-AI ivumela umkhakha ngokushesha, futhi "ngcono kakhulu", inani le-studios iyaziqhathanisa umbhali we-human? Iziqu ze-publishers zihlanganisa umbhali omtsha ngaphandle kokufunda ama-bestsellers ku-algorithm? Iziqu ze-children zihlanganisa ukufundisa ukuchithwa lapho i-app iyakwazi ukwenza lokhu eminyakeni?




Uma umculo we-AI uqala, akukwazi ukuthi akuyona ngenxa ye- engcono. It kuya kuba ngenxa yokusebenza kahle futhi mahhala. I-Comfort has a way of erasing things.

ngcono.




Ngama-telephone. Ngama-handwritten ama-letters. Ngama-sense of getting lost in a hand-drawed world, lapho wonke inkinobuningi lithunyelwe lapho umuntu uxhumane.

cindezela.




Ngiyazi ukuthi ama-AI amabhizinisi asebenza okuzenzakalelayo ngenxa yobumfihlo. Zibonisa lokhu ngokufanayo ne-drug dealers zithunyelwe ama-samples ezamahala abesifazane.




I-Drug dealers, abacindezelwe ngama-resources emikhulu yezimali kanye namalahle zomthetho.




It kuyinto elilandelayo elandelayo etholakalayo, futhi akukho ingxenye ye-Black Mirror iyatholakala kakhulu.




Read the original post: AI, Ghibli, and how to think about everything morally for detailed footnotes and direct interaction with the author.

AI, Ghibli, and how to think about everything morally