I-Meta's $ 14B Bet kwi-Scale AI Backfires, I-AI Trust Crisis

I-14.3 billion i-USD i-Investment ye-Scale AI iye yandisa iingxaki ezilandelayo malunga nenkcukacha ze-AI kunye ne-confidence-ngamaxesha kwiindlela ezininzi ezininzi ezibonakalayo kwi-Meta kunye ne-Scale, kodwa ngokuqinisekileyo kwiindlela ezininzi ezininzi.

I-investment, eyenziwa ngoJuni 2025, ibonelela i-Meta i-49% ye-non-voting share kwi-AI data labeling startup.Ukuvunwa kwe-CEO ye-Alexandr WangUkusuka kwimeko ye-supply chain, ukuba uqhagamshelane i-division entsha ye-superintelligence. Yintoni elandelayo kunokuba i-catastrophe ye-supply chain enikezela izibambiso ezisemgangathweni ze-AI jikelele.

Kwiintsuku ezininzi, abathengi ezinkulu kubandakanya i-Google, i-OpenAI, kunye ne-xAI wayaqalisa ukuxhaswa kunye ne-Scale AI, okukhuthaza into eyodwa esithunyelwe njengoko "I-Equivalent ye-pipeline ye-petroleum eyenziwe phakathi kweRashiya kunye neYurophuNgathi

I-Fallout inikeza iinkcukacha ezintsha kwiinkalo ezimbini ezininzi ezibonisa inkqubo yokukhula kwe-AI: i-infrastructure ye-trust ekutholeni iinkcukacha ze-partnerships kunye ne-development data ye-high-quality.

I-Imperative ye-Trust in AI Development

I-Scale iye yasungula i-value yayo kwi-proposal elula kodwa enamandla: isebenza njenge-arbitrator ye-data labeling emakethe, ukunika iinkonzo kuzo zonke iilabhu ezininzi ze-AI ngaphandle kokufaneleka ama-favorites. I-neutrality yaba i-asset ye-Scale enzima kakhulu, okuvumela iinkampani ezifana ne-Google, i-OpenAI, kunye ne-Microsoft ukuba i-outsourcing iinkonzo ezincinane ze-data preparation ngaphandle kokufuneka ukuba i-intelligence ye-competitive iyafumaneka kumadoda.

I-Investment ye-Meta iye yandisa ukuba ukhuseleko kwihlabathi. Njengoko uGarrett Lord, CEO ye-Skala competitor Handshake,Ukucaciswa"I-labs ayifuni ukuba iilabhu ezininzi zibonise iinkcukacha ezisetyenziselwa ukwandisa iimodeli zayo. Ukuba unayo i-General Motors okanye i-Toyota, ungenza ukuba amaxabiso zakho ziya kuhamba kwindawo yakho yokukhiqiza kwaye bayifumana indlela yakho yokusebenza iinkqubo."

I-Exodus ye-Customer yaba elula kunye ne-decisive. I-Google, i-customer elikhulu ye-Scale kunye neengxaki zibonisa i-approximately $200 million kwiinkonzo ze-Scale ngo-2025,Ngokuqhelekanga ukuqala ukuqhagamshelwano. I-OpenAI ibonise ukuba ibonelela iintlobo ezininzi ezidlulileyo. i-xAI ibonise iiprojekthi.

Kodwa umdla we-confidence umdla umdla we-competitive concerns. I-Business Insider uphando olandelayo ibonisa ukuba i-Scale AIUkusebenzisa i-Google Docs PublicIzixhobo ezibonakalayo zihlanganisa indlela yokusetyenziswa kwe-ChatGPT yokusetyenziswa kwe-Bard chatbot yayo, iidokhumenti ze-training ye-Project Xylophone ye-xAI, kunye nezixhobo ze-AI ze-Meta.

Iingcebiso zokusetyenziswa kwabasebenzi ze-Scale, kunye namadokhumenti ezisemthethweni eziquka ama-imeyile ze-imeyile ezininzi zeengcali, iinkcukacha zentlawulo kunye ne-evaluations zokusebenza-kuquka iindidi zabasebenzi abasetyenziswa kwi-"cybersecurity."

Ukuphendula kwe-Scale ngokuhambisa ukuqhuba i-investigation epheleleyo kunye nokunciphisa i-Document Sharing Public,Nangona iingxaki ziye kwenziwa.

Umxholo weData Quality

Nangona ukhuseleko ilawula iingcebiso, i-Meta-Scale ibonise ingxaki engaphezulu kakhulu: ukunciphisa iinkcukacha zokusebenza kwizinga eliphezulu leyo ekhukhanyisa ukuvelisa i-AI. I-Meta's isivumelwano ukunika i-$14.3 billion ye-Scale kubandakanya ukufumana ukufinyelela kwi-resource elidumileyo ye-AI.

The data quality crisis is both quantitative and qualitative. Research by Epoch AI indicates that the Zonke iinkcukacha ze-human-generated public textI-Token ye-Amazon, eyenziwe ngexabiso ze-300 billion tokens, ingathintela phakathi kwe-2026 kunye ne-2032. Kodwa ingxaki kunzima ngakumbi kunzima. I-Amazon / AWS / UC Santa Barbara uphando lithathwe ukubaI-57% yeengxaki ze-intanethi ngoku i-AI-generatedUkwenza "ukudluliselwa kwe-authenticity" okuholela umgangatho we-training data.

I-proliferation yeengxaki ze-synthetic ivela i-cycle ye-vicious. Iimodeli ze-AI ezidlulileyo kwi-AI-generated data ziyafumaneka kwimeko ebizwa ngokuba yi-researchersModel UkukhulaUkuphumelela kwimodeli yobungcali kunye neengxaki zeendaba, ngoko iimodeli ezihlangeneyo zithambisa ikhono lwayo yokufaka ubunzima kunye neengxaki zeendaba zehlabathi. Ukuphumelela kwimodeli yokufaka kwimodeli yokufaka kwimodeli ezininzi kunye neengxaki zeendaba, ngoko ke ukuphumelela kwimodeli ezidlulileyo kunokuba yenza iimodeli ezininzi ezisetyenzisiweyo njengoko zithambela iinkcukacha zayo ezininzi kunye nokufunda iinkcukacha zokuqala.

Ukusetyenziswa kubandakanyeka kwizenzululwazi zezinto ezisetyenziselwa ukuqeqesha kunye nokulawula izicelo ze-AI. Ngokwesibonelo, iimodeli ze-AI kwi-healthcare zinobunzima iingcebiso ezininzi ezihlabathi kwiingcebiso ze-industry practitioners. Lezi zenzulululwazi, ngoko ke, kufuneka ifundwe indlela yokufunda iimodeli zeengcebiso ezininzi ukuze zitholele. Unako nje ukufumana iingcebiso kwi-shelf. Kufuneka ziye zitholele.Ngaba akuyona ukuba i-81% yeebhizinisi zibonisa ukuba zibonise iingxaki ezininzi zekhwalithi yeedatha.

Imodeli yeengcali ye-I.I. ye-Scale yenzelwe ekuphenduleni kwezi zophando ngokusebenzisa i-network ye-240,000 abathengisi abahlala ngamanzi iifoto, i-texts, kunye neevidiyo. Kodwa iidokhumenti ze-internal ye-scale zibonise iingxaki ze-quality control ezidlulileyo ngaphezu kweengxaki ze-security. I-Scale yandipha kunye ne-spammy behavior evela kumazwe abahlala, kunye ne-project logs zibonisa izixazululo zokutshala abathengisi abahlala. "transparently shoddy work that managed to evade detectionNgathi

Ukucaciswa kokusebenza kubathengi ezinkulu ngexesha lokuphuma kwe-Post-ChatGPT I-AI iye yenza iingxaki kwinkqubo yokulawula umgangatho. Iinkqubo ziye ziye ziye ziye zithunyelwe kuphela kumadokhumenti ziye ziye ziye "ngezibophelele kunye ne-spam", ngokutsho iinkcukacha zangaphakathi. Nangona iiprojekthi ziye ziye ziye ziye ziye ziye ziye ziye ziye zithunyelwe, abathengisi bakwazi ukucaciswa ngempumelelo kwi-type yeengxaki okanye i-instruction phrasing, nganye nje ngokucacisa iimodeli ngqo.

Imiphumo ye-Ripple kwi-AI ecosystem

I-Meta-Scale i-controversi has accelerated market fragmentation njengoko iinkampani zithembisa ukunciphisa ukuxhaswa kwinqanaba elinye.Iingcali ze-scale zibonisa ukwandiswa kwe-dramatic. Oku, ngoko ke, ayikho into embalwa. I-competition iyona. Le ukuxhaswa kwakhona ibonise ukunxibelelana okwengeziweyo ukuba iinkampani kufuneka i-vital data providers, ikakhulukazi ngenxa yokuba i-infrastructure ye-AI ingxakiweyo. Ukuphuhliso kwe-AI ibonelela kwi-web yeengxaki yeengxaki. I-Data integrity, i-vendor neutrality, kunye ne-intelligence ye-competitive zihlanganisa ngezindlela ezininzi ezivela ukuxhaswa kwinkqubo ezininzi ze-supply. Imibuzo ye-AI ye-infrastructure ibonelela iingxaki ezininzi ezininzi ezininzi kwi-performance technical metrics. Ngoku, iinkampani kunye ne-data foundries ez