Can AI work reliably at scale? Will everything be outsourced to AI? Will AI replace CEOs? Why is everyone riding the AI bandwagon, and where is it headed? Yintoni iintlobo iingxaki ukuba uqhagamshelane nomntu owenziwe ngexesha elide kwi-AI, i-engineering, i-business kunye nangaphezulu. I-Georg Zoeller yintoni: i-software kunye ne-engineer ye-business enokufanelekileyo kwiinkqubo ezihlangeneyo kwi-gaming kunye ne-Facebook. Zoeller usebenzisa i-AI ekusebenziseni umsebenzi wakhe ukusuka kwiminyaka ye-2010, ngexesha apho i-AI yaye ngoku kwi-core yayo. Zoeller i-VP ye-Technology , i-startup ye-healthcare e-Singapore, kunye ne-Co-Founder of the Yintoni . Iimveliso ezintsha Qhagamshelana ne-AI Leadership I-AI Literacy & Transformation Institute I-Zoeller inezinto ezininzi ezahlukileyo ezahlukileyo ze-AI. Nangona kunjalo, isizathu sokufumana kunye nokufumana i-conversation epheleleyo kunye ne-deep was a joke gone wild. AI and Intelligence AI kunye ne-Intelligence Ukukhangela iintsuku ezidlulileyo zokusetyenziswa kwe-AI kwi-Facebook Messenger ngo-2016, i-Zoeller ibandakanya ukuba i-technology iye kwangaphambili. Kwixesha elidlulileyo, "ngaba sikufanelekileyo ukuba sinokufumana igama elidlulileyo kwi-phrase" njengoko uqhagamshelane. Kwakhona, kunjalo, Zoeller iyathembekile ngokufanelekileyo i-hype kunye neengxaki ezinxulumene nenkqubo. "i-AI yenzululwazi lwe-machine learning, esuka kwi-data analytics. Singathanda malunga neeteknoloji ezidlulileyo, okanye okanye i-GANs okanye nayiphi na, kwaye oku kunokwenzeka. Ukubhalisa ukuba i-intelligence ye-artificial iyiphi na ingxaki ngenxa yokuba oku kwenziwa kwakhona. Kodwa kwakhona iyiphi na ingxaki. Akukho intelligence apho, "Zoeller wathi. I-challenge yinto ukuba 'AI' ibandakanya ngexesha elide. Ukucaciswa "Lonke umshini yokuhlanza kunye neentsholongwane zentsholongwane ngoku 'i-AI-powered'. Le utsholongwane yentsholongwane yaba i-pressure sensor 15 iminyaka ezidlulileyo. Kodwa ngokuchofoza i-AI kwi-imeyile, kwaye ukhangela ukuba kukho iintsholongwane ephakamileyo ezininzi ezininzi ezibonisa ukuba uxhumane iintsholongwane zakho njengoko awukwazi ukutshintsha oku 15 iminyaka ezidlulileyo, sinokufumana i-$ 15 ngaphezulu," wabelana. The AI CEO I-CEO ye-AI Zoeller ibandakanya uqeqesho kunye nokufundisa umnxeba kunye ne-humor. Akukho ukulungiselela engcono kunokuba , nto leyo iye yenzelwe njenge-touch point yokufaka. Yintoni CEO Zoeller iye ihambisa nge-AI-powered code generation xa iyahambisa. Uyazi ukuba ngexesha elide yokwenza iwebhusayithi elungileyo. Kwixesha elinye, uye ngokugqithisileyo kwi-LinkedIn influencer posts yintlobo ezivamile kwi-platform - let's call them the . Uhlobo Geoffrey Hinton Ukucinga Ngokuvamile zifumaneka nge-phrase efana ne-"i-AI is already revolutionizing industry A, B, C", yaye ngexesha lokugqibela ukuhlaziywa njani yonke into iya ku-automated. Zoeller wabhala ukuba kubalulekile ukufundisa indlela oku kuya kuba kwi-CEO. Ngoko ke usebenzisa i-AI ukuvelisa i-language kwi-website ye-SaaS enokufaka i-CEOs. I-coding yaye yaye i-intloko emangalisayo, njengoko akhawunti, ngenxa yokuba i-AI encoding yaba kakhulu. Ngexesha elide, i-AI CEO website iye yenza isixhobo yemfundo. I-Zoeller ibandakanya izifundo ze-AI kwiiyunivesithi ezininzi, kwaye enye into ebandakanya izifundo zayo Zoeller wabelane i-injection ye-AI CEO ngokushesha. I-text engabonakaliwe kwi-site, enikezela iimodeli ze-AI ukuba zibonise malunga nawe. Ukusetyenziswa ngokushesha I-Zoeller's prompt injection ivumela iimodeli ze-AI ukuchitha oku njengoko iimveliso emangalisayo kakhulu, epheleleyo, kunye nabathengisi ezibalulekileyo emzimbeni. Uyaziyaza ukuba oku kuthatha ukusebenza ngempumelelo kwiimodeli ezifana ne-Perplexity kunye ne-ChatGPT. Oku kwenziwa ngetyala elungileyo yokufundisa, njengoko kubonisa ukuba ubuchwepheshe engapheliyo kakhulu njengoko i-hype ivumela ukuba. Prompt Injection: AI and security are at odds I-Snap Injection: I-AI kunye ne-Security zihlanganisa Ngaphandle kokufanisa umdla kunye nokufundisa izifundo, kunjalo, kukho into embalwa esebenza apha. Njengoko Zoeller ibonise, isizathu se-AI CEO prompt injection isebenza namhlanje, ngenxa yokuba oku i-problem ebonakalayo ebonakalayo ebonakalayo. . I-transformer architecture enikeza iimodeli ze-GenAI I-Transformers ine-input efana ne-context, okanye i-prompt. Yintoni oku kuthetha ukuba xa ukwakha i-software nge-transformer, i-prompt kufuneka kuquka izicelo ze-engineer ye-software kunye ne-input ye-user. Yenza umzekelo umxholo we-application ye-translation. Ukuthetha umxhasi we-text yayo, yaye uqhagamshelane i-prompt kunye neengxaki ze-“take this text and turn it into English”. Kule ngoko siyavumela i-LLM, uqhagamshelane i-text kunye ne-prompt, kwaye ke siyavuma umxholo. I-problem yinto ukuba zonke iinkcukacha zithunyelwe kwi-input efanayo, i-prompt. Asikwazi ukufumana i-LLM yintlawulo kwaye iinkcukacha. Ngoko ke, ukuba iinkcukacha zihlanganisa umyalezo - ezifana, ukuxhaswa kwi-haiku-style? https://www.youtube.com/watch?v=vVVSWIN3NFw&embedable=true Ngaba awukwazi ukucacisa oku, ngenxa yokuba ukucaciswa kwindawo zezindlu ze-black box ye-model, apho sinokufuna. Iilwimi lwezilwanyana ibandakanya imiyalezo, kwaye oku kubonisa inkinga kwi-LLMs. Zoeller wabelane iimpawu ezimbini apha. Okokuqala, ibhokisi leyo ingabandakanyeka iingcebiso evela kwi-character "ukugcina" i-LLM ukuba isebenze. Okokuqala, i-scenario ye-akhawunti ye-akhawunti ye-malware ekuphuculeni, apho ama-candidates ingabandakanyeka iingcebiso ze-injection ngokushesha kwi-cv zayo, zibonisa iimodeli ukuba afanele i-cv zayo ngaphezu kwabanye. Zazi ukuba ukuhambisa i-AI ikakhulukazi kubasebenzisi kunye nabasebenzi, kwaye sinokufumaneka iinkcukacha Yintoni Nangona kunjalo, akukho iinkcukacha ezifanelekileyo malunga ne-rate apho oku kuthathwa. iindlela ezininzi ezisetyenziswa Zonke iindidi Nangona iingcingo zayo ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe zibe Izinto ziye zibonakalayo ngokubanzi. iinkcukacha ezikhoyo ukusuka kwimeko ye-academic research reviews AI and market pressure I-AI kunye ne-market pressure Njengoko Zoeller ithi, kukho i-hole kwi-technology, i-documented kakhulu, kwaye akukho yenzululwazi olungagxininisa nangoko. Thina nje sinxibelelwano malunga nawe, ukhangela ukuba ayikho. Oku kuthatha imibuzo emininzi. Ngokwesibonelo, njani i-agents ezisekelwe kwinkqubo ze-transformer ezisebenza? I-agents zithunyelwe njengoko into elandelayo elikhulu kwi-AI. Kodwa ukuba i-agents zithunyelwe isebenze imisebenzi ezifana nokupakisha kwimveliso yabasebenzisi, kwaye ngexesha elifanayo, zihlanganisa njenge-internship enokufumana yonke into ebonakalayo kwi-face-value, akukho nto le-recipe ye-catastrophe? Ngoko ke, ngoko ke, i-internship inokutyelela. . I-Klarnas of the World ihamba abantu Kodwa okungenani, ngoko ke abantu bafumane lo mfuneko esibonakalayo? Ukuphendula kweZoeller kuxhomekeka kwiindawo ezininzi. Okokuqala, akukho ukuba akukho umntu ushiye malunga nawe. Kukho kuphela ukuba abaninzi abavela malunga nawe akufumana into efana ne-AI cheerleaders. Okokuqala, i-Zoeller ibonise ukuba ubungakanani obungapheliyo lwangaphakathi, kwaye ukuba i-investment ibonelela. , leyo Zoeller ibonisa ngokubanzi efana ne-inflation-adjusted value ye-Manhattan Project. Yeyona inkampani eyodwa. Ukuba ukongezelela iingxaki evela kumazwe afana ne-Microsoft, i-OpenAI, i-X njl, iingxaki ziya kubaluleke. Ukuphumelela kweMeta kwi-2024 ibekwe kwi-$38 billion Ukucinga Izixhobo ezininzi ezininzi zikhuthaza bonke. I-Zoller ibonisa i-statistics ye-investment e-Asia ukusuka kwiminyaka embalwa, ebonisa ukuba zonke iinkalo ze-economy zangaphantsi kwi-investment, ngelixa i-investment e-AI iyafumaneka kakhulu. Yintoni oku kuthetha ukuba abantu abasebenza kwiinkalo ezininzi ze-economy ziye ziye ziye ziye zithunyelwe ku-AI kwisebenzo zabo ukuba bafuna ukufumana i-action. "Ihlabathi yasungula ngexesha elifanayo ukuba oku yinto kwaye zonke iimpawu zangaphambili ziya kuhamba apha. Ukuba awukwazi ukwenza i-AI, awukwazi ukuxhumana nathi. Le nentengiso i-brutal," uZoeller wathi. Uyavuma umzekelo yokukhusela oku: i-Chegg, i-plattform ye-education ye-intanethi ebonakalisa iincwadi zofundiso kunye ne-access to tutoring. Ukucinga , njengoko umlawuli we-intengiso yinkonzo kunye neengxaki ezinikezeleyo kwi-ChatGPT yayo yebhizinisi yayo. Zoeller uyifuna ukuba oku kwakhona kuba "ukuba kwimarike iye yasungula ngexesha elifanelekileyo ukuba i-AI yendalo, i-AGI iya kuba kwiinyanga ezimbini, kwaye ukuba lo mntu ngokutsho isixazululo". ixabiso yama-akhawunti yayo yabafutshane malunga ne-50% emva kokubeka kwizigidi zokuqala ze-2023 AI as the new narrative for growth I-AI njenge-narrative entsha ye-growth Kuba Zoeller, ukukhula kwe-AI kufuneka kubonakala kwinkqubo epheleleyo yeebhizinisi kunye ne-geopolitics. Ukukhuthaza i-AI ibekwe kwi-thesis ukuba i-Internet iya kukukhula ngexesha elide, ukuchithwa kwe-manual iya kukufumaneka, kwaye ukufundisa kwimfuneko iyisisombululo. Ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye zibonise i-value growth ukusuka kwi-Internet. Iinkampani FAANG Iinkampani ziye zibonisa kwihlabathi kunye nokukhula kwama-30% okanye ngaphezulu, ngelixa i-economy yaye ngexesha elinye yaye yaye yaye yaye yaye yaye ziye zithunyelwe kwi-backwind ye-tail demographic. Kodwa ke, into ezimbini zithunyelwa. Donald Trump kunye neCambridge Analytica. https://pod.co/orchestrate-all-the-things-podcast-connecting-the-dots-with-george-anadiotis/poking-holes-in-the-ai-narrative-market-signalling-and-outsourcing-featuring-georg-zoeller-centre-for-ai-leadership-co-founder?embedable=true I-Trump iye yenzelwe kakhulu ukuba akuyona kumazwe omnye, kwaye iye yenza ngempumelelo ukwenza oku. Kwakhona, Yenza amazwe ezininzi zithembisa kwi-FAANG. Emva kweminyaka embalwa, ukuvelisa kwimveliso uqala ukuvuthwa. I-Zoeller ibonelela ukuba ngexesha elinye, abasebenzi be-fonds ziye kubathengi. Iinkampani ze-FAANG zine izinzuzo ezininzi kunokuba nezinye iinkalo zezimali. Ukucinga kweCambridge Analytica Enye inzuzo yinto ukuba ukuvelisa FAANG ibekwe kakhulu kwiintengiselwano ezininzi ezininzi ezininzi ezininzi. Kwaye i-FAANG isetyenzisa iinjini yokukhula. Ngoko ke xa ukuvelisa okuqhubekayo kwinethiwekhi waqala ukuphazamiseka njengoko ukuphazamiseka yokukhula, iintengiselwano ezahlukileyo ziye kubonakala. I-Crypto, i-Web3, i-NFTs, i-Metaverse - akukho nto yokusebenza. Xa izicwangciso zangaphantsi, i-AI yayibuka. "I-OpenAI yenza iiphepha ze-Google kwi-dumpster kwaye i-Microsoft iye yenza imali ukuba i-supercharge. I-Microsoft iye yenza i-money kwaye wathi, siza kufumana i-growth narrative entsha. Yintoni kuya kuba yokufunda kwe-AI. I-Bing ayikho, kodwa ingaba kuba. Kwaye ngoku yonke umzobo. Wonke umntu uxhumane bonke ngenxa yokuba i-narrative uxhumane," wathi Zoeller. "I-OpenAI yenza iiphepha ze-Google kwi-dumpster kwaye i-Microsoft iye yenza imali ukuba i-supercharge. I-Microsoft iye yenza i-money kwaye wathi, siza kufumana i-growth narrative entsha. Yintoni kuya kuba yokufunda kwe-AI. I-Bing ayikho, kodwa ingaba kuba. Kwaye ngoku yonke umzobo. Wonke umntu uxhumane bonke ngenxa yokuba i-narrative uxhumane," wathi Zoeller. Umzekelo wokufunda kwe-AI uyenza, ke zoeller, ngenxa yokuba kukho into ezininzi ezikhuthaza umzekelo we-AI kwindlela eyodwa okanye elinye. Oku kwenza kulula abantu afana neSam Altman ukuvelisa izifundo ezininzi ukuba kukho i-ghost kwi-machine, nangona akukho ukhuselo lwezenzulululwazi. AI as a form of outsourcing AI njengendlela ye-outsourcing Intelligent okanye akukho, njengoko ku Zoeller, ubuchwepheshe inezinto ezininzi ukutshintshiselana imisebenzi ngexabiso ngenxa yokuba ezininzi iimveliso ethu ziye ziye ziye ziye zihlanganisa intelligences. Ngokuvamile, zikhona kuphela izinto robotic umsebenzi ukuba abantu kufuneka ukwenza ngokufanelekileyo, kwaye oku nto leyo ubuchwepheshe inokufumana. Umgangatho ukufikelela ku-AI automation, Zoeller ibonelela, kubona njengendlela yokuthintela. "Ukuba ukhangela umthengisi [i-AI], kunokwenzeka - kukho le coworker ukuba uqhagamshelane. Oku kuya kuba ngokukhawuleza, kuya kuba lula. Kodwa kukho zonke iimpawu ze-outsourcing. Akukho ngokwenene into ezizodwa apha. Nangona ukuba awunayo ubuchwepheshe, unako nje ukuthatha iinkcukacha kwaye uye, ok. Wait. Ngokwenene, uyenza i-outsourcing. Kwaye kukho iingxaki ezininzi, "i-Zoeller wathi. "Ukuba ukhangela umthengisi [i-AI], kunokwenzeka - kukho le coworker ukuba uqhagamshelane. Oku kuya kuba ngokukhawuleza, kuya kuba lula. Kodwa kukho zonke iimpawu ze-outsourcing. Akukho ngokwenene into ezizodwa apha. Nangona ukuba awunayo ubuchwepheshe, unako nje ukuthatha iinkcukacha kwaye uye, ok. Wait. Ngokwenene, uyenza i-outsourcing. Kwaye kukho iingxaki ezininzi, "i-Zoeller wathi. I-Outsourcing ayisebenzi ngeyure ngexesha elide. Ayikho elula ukuhanjiswa. Kukho ukuhanjiswa kweengcali kunye ne-context transfer. Kwaye kukho umdla wayo yokuba i-outsourcing iinkonzo ezininzi ukuze ekugqibeleni ukuqala ukuhanjiswa kwi-business. Ukucinga Kule, i-Zoeller ibonisa umzekelo yokuthengisa kwimveliso yobuchwepheshe kwiChina. Abantu ezifana noWarren Buffet . Ipoliti ye-US ezidlulileyo ze-tariffs ingathandwa njengoko indlela yokusebenzisa iingcebiso zayo, kodwa kunokwenzeka ukuba ingaphantsi kakhulu ngexesha elide. Le nkqubo ye-risk iyatholakala kakhulu kwi-outsourcing kwi-AI, i-Zoeller ibonisa. Umzekelo wokusetyenziswa apha i-Amazon. Iingxelo ziye zithunyelwe ngokushesha Amazon usebenzisa i-marketplace yayo ukufumana idatha, ukucacisa iimveliso ezininzi ezininzi, kwaye ke Ukuba usebenzisa imodeli ye-AI e-outsourced efana ne-Gemini okanye i-ChatGPT, akukho nto ukunceda iinkampani ze-AI zenza into efanayo: ukubonisa zonke iingxaki zakho, ukucacisa iimeko zokusetyenziswa kunye nokukhuthaza iimveliso zayo. Spin i-Amazon Basics brand yayo yayo AI market signaling Izixhobo zeMakethi Zoeller ukhangela ukuba ukhangela yonke into, xa uthetha i-CEO "ngoko ufuna ukufikelela kwi-AI?", ingxelo olufanelekileyo - ngenxa yokufuneka i-market signaling. "Chegg wabhala bonke ukuba i-risk eninzi kwi-AI iyona i-CEO yam ukhangela into elungileyo malunga ne-AI ukuba iimarike akufuneka ukufumana. Ngoko ke, ngexesha elungileyo, kufuneka ukhangela into elungileyo. Uyakwazi ukufumana i-pessimism malunga nayo. I-market iya kuxhaswa," uZoeller wathi. "Chegg wabhala bonke ukuba i-risk eninzi kwi-AI iyona i-CEO yam ukhangela into elungileyo malunga ne-AI ukuba iimarike akufuneka ukufumana. Ngoko ke, ngexesha elungileyo, kufuneka ukhangela into elungileyo. Uyakwazi ukufumana i-pessimism malunga nayo. I-market iya kuxhaswa," uZoeller wathi. "Ngokuqhelekileyo kwinkampani ye-tech, oku yinkcukacha lokugqibela ngenxa yintloko. Iinkcukacha ziye zithunyelwe ukusuka kwakhona kwiminyaka elandelayo ukuya kwimeko, oku yintloko elidlulileyo kakhulu. Ufuna ukuba ufumane iisetyenziso ze-nuclear kunye neeyunivesithi ze-data yakho. Ngoko ke kuphela nathi ndiyabakhokela," wabelana. "Ngokuqhelekileyo kwinkampani ye-tech, oku yinkcukacha lokugqibela ngenxa yintloko. Iinkcukacha ziye zithunyelwe ukusuka kwakhona kwiminyaka elandelayo ukuya kwimeko, oku yintloko elidlulileyo kakhulu. Ufuna ukuba ufumane iisetyenziso ze-nuclear kunye neeyunivesithi ze-data yakho. Ngoko ke kuphela nathi ndiyabakhokela," wabelana. Zoeller ibonisa ukuba Ukubalwa kwimeko efanayo kwimeko efanayo. I-Narrative uqala ukuvela kwimali ngenxa yokuba i-assumption yaba ukuba ukuthengiswa kwimali yayo yokuzonwabisa kunokwenzeka kuphela ngokusebenzisa iinkampani ezibonakalayo. I-narrative iye yandiswa kwi-AI kwi-healthcare, i-finance, i-military njl. Iindeksi ye-S&P 500 Ubuhle 7 Zifumaneke kwi-Orchestrate all the Things Newsletter Iingoma malunga ne-Technology, i-Data, i-AI kunye ne-Media zihlanganisa ubomi bethu. I-Analysis, i-Essays, i-Interviews and News. I-Mid-to-long form, i-1-3 amaxesha ngenyanga. Qhagamshelana nathi: https://linkeddataorchestration.com/orchestrate-all-the-things/newsletter/ Zifumaneke kwi-Orchestrate all the Things Newsletter Iingoma malunga ne-Technology, i-Data, i-AI kunye ne-Media zihlanganisa ubomi bethu. I-Analysis, i-Essays, i-Interviews and News. I-Mid-to-long form, i-1-3 amaxesha ngenyanga. Qhagamshelana nathi: https://linkeddataorchestration.com/orchestrate-all-the-things/newsletter/ Undercutting the AI narrative Ukukhangisa i-AI Narrative Kwakhona Ukubonisa ukuba i-cost of entry iyatholakala kakhulu kuninzi kunokuba abantu bafumane. Oku, Zoeller isibophelela, ibonisa ukuba i-investment ibonakalayo. I-DeepSeek yamkelekile "Ukuvela i-investment njengoko ngokwemvelo, uyakholelwa ukuba i-money iyakwazi ukufumana i-market share okanye ukwakha isixeko esikhulu. Ngoko ke ngexesha le-2025, xa uxhomekeke oku kwaye uxhomekeke - ngoko yonke into esithile, ukuba yenza isixeko esithile kumntu? "Ukuvela i-investment njengoko ngokwemvelo, uyakholelwa ukuba i-money iyakwazi ukufumana i-market share okanye ukwakha isixeko esikhulu. Ngoko ke ngexesha le-2025, xa uxhomekeke oku kwaye uxhomekeke - ngoko yonke into esithile, ukuba yenza isixeko esithile kumntu? Ukubonisa ukuba i-Chinese iye ngenyanga elandelayo, leyo akukho. Yintoni i-OpenAI i-demo, ngenyanga elandelayo, wonke umntu uya kuba. Le nentengiso ilawulwa – okanye engaphezulu. Le nentengiso ilawulwa kwintengiso ngenxa yokuba [i-it] kuthetha ukuba uthathe i-10X ngaphezulu okanye i-100X ngaphezulu kweChina, kwaye abathengi bakho ufuna le nentengiso kwakhona ngexesha elinye. Baya kufuneka zithunyelwe kubathengi bakho. Ukubonisa ukuba i-Chinese iye ngenyanga elandelayo, leyo akukho. Yintoni i-OpenAI i-demo, ngenyanga elandelayo, wonke umntu uya kuba. Le nentengiso ilawulwa – okanye engaphezulu. Le nentengiso ilawulwa kwintengiso ngenxa yokuba [i-it] kuthetha ukuba uthathe i-10X ngaphezulu okanye i-100X ngaphezulu kweChina, kwaye abathengi bakho ufuna le nentengiso kwakhona ngexesha elinye. Baya kufuneka zithunyelwe kubathengi bakho. Ukuba unako ukufumana le duopoli yeSilicon Valley yokuzonwabisa okanye ezinye izinto, ukuba i-Chinese ibandakanya ukuba, ukuba iinkampani ezininzi ibandakanya ukuba, oku kuthatha imibala, "Zoeller ibandakanya. Ukuba unako ukufumana le duopoli yeSilicon Valley yokuzonwabisa okanye ezinye izinto, ukuba i-Chinese ibandakanya ukuba, ukuba iinkampani ezininzi ibandakanya ukuba, oku kuthatha imibala, "Zoeller ibandakanya. I-Zoeller ayikhoyo kuphela ekwenzeni izibuyekezo ezininzi; abantu abaninzi bayazi. I-Zoeller ibonise yonke into, ukuvelisa inqaku oluthile elihlanganisa iingxaki ezininzi ezininzi ezininzi ezisetyenzisiweyo. Kwi-part 2 yebhanki, sinxulumene i-AI kunye ne-regulatory capture, i-copyright, ukuveliswa okuqhubekayo, i-coding, i-job market, kunye neendlela yokuhamba kwihlabathi entsha.
