Ngamhla ka-30 Inyoni 2026, i-Google DeepMind yamemetela i-Gemini 4 Argon, i-model yayo lensha lesemncele yebunjiniyela besoftware, umsebenti welwati kanye nekuvikela kwe-inthanethi. Le-model ingatitfolela ngekwayo, iticinisekise futsi ivale emabhoboka lamakhulu esoftware, futsi ikhuphula umkhawulo wemphendvulo yinye ufike ku-1 sigidzi sema-token, kusuka ku-64,000 bekunjalo ngaphambilini. Ayikatfolakali kubo bonkhe: i-Google iyiniketa kucala kubavikeli be-inthanethi labetsenjwako ngeluhlelo lwayo lwe-Fairwind, bese kulandzela emakhasimende la-API lakhokhako kanye nalababhalisele i-Google AI Ultra. Linani lekucala ngu-$2 esigidzini ngasinye sema-token langenako kanye na-$10 esigidzini ngasinye sema-token laphumako.

Indzaba yemphela kutsi i-Google ikhetse kunika i-model yayo lenemandla kakhulu labo labavikela emasistimu ngaphambi kwekutsi ifike kulabo labangahle bawahlasele. Lesincumo sodvwa sikhombisa kutsi bungoti bekuphepha bubhekisephi emnyakeni lotako.

Loko I-Google Lekumemetele, Ngetinombolo

  • Umkhawulo wemphumela: 1 sigidzi sema-token empendvulweni yinye, kusuka kumkhawulo wangaphambilini wema-token langu-64,000.
  • Linani lekucala: $2 esigidzini ngasinye sema-token langenako kanye na-$10 esigidzini ngasinye sema-token laphumako, futsi lokungenako lokugcinwe ku-cache kwehliswe nga-95%.
  • Linani ngemuva kwesikhatsi sekucala: $4 lokungenako na-$20 lokuphumako esigidzini ngasinye sema-token. Yakha sabelomali sakho ngalenombolo, hhayi ngelinani lekwetfulwa.
  • Imiphumela yetilinganiso leshicilelwe: 77.9% ku-DeepSWE v1.1 yebunjiniyela besoftware, 51.3% ku-AutomationBench lapho isendzaweni yekucala, 68% ku-CWE-bench v1 yemsebenti wemabhoboka lapho ilingana nalenye endzaweni yekucala, kanye na-91.7% ku-LVBench yekuvisisa emavidiyo lamadze.

Leti tinombolo te-Google ngekwayo. Kuhlolwa lokutimele kutsatsa emaviki, futsi imiphumela yekucala yalabanye ixubile. Loku kukhumbuta kutsi uhlole noma ngabe nguyiphi i-model ngemisebenti yakho ngaphambi kwekutsi uyidlulisele umsebenti wemphela.

Kungani Kucala Bavikeli? Luhlelo Lwe-Fairwind

I-Fairwind yindlela i-Google lenika ngayo bavikeli lababalulekile, njengetikhungo tahulumende, bahlinzeki betempilo kanye netinkampani tetekuchumana, kufinyelela kusenesikhatsi kuma-model lasetulu, kute bacale phambi kwebahlaseli ngaphambi kwekutsi i-model itfolakale kubo bonkhe. I-Google iphindze itsi ihlanganyela enchubeni yekutitsandvela yahulumende wase-US yekufinyelela kuma-model ngaphambi kwekukhishwa, nekutsi i-Argon yahlolwa ngema-red team angekhatsi nangaphandle, kanye netivikelo letibuka luchungechunge lwemcabango we-model netento tayo.

Umcondvo ulula: i-model lengatfola libhoboka futsi ilivale, etandleni letingalungi, ingalitfola bese iliyekela livulekile. Kunika bavikeli sicalo lesisheshako kunciphisa sikhatsi lapho lohlaselako asembili.

Loko I-Google Letsi I-Argon Ikufinyelele Ngekhatsi

I-Google ibika kutsi i-Argon yasita kukhulula inkhumbulo lengetulu kwa-300 TiB kuwo wonkhe emasistimu ayo, futsi yasita kudlulisela ku-Rust imigca lengetulu kwa-800,000 ye-kernel ye-Fuchsia Zircon. Lena yimiphumela yenkampani lenkhulu kakhulu engcalasizindeni yayo, kepha ikhombisa luhlobo lwemsebenti i-model leyakhelwe wona: imisebenti yebunjiniyela lemidze lenetinyatselo letinyenti, hhayi timphendvulo letimfisha te-chat.

Loko Umkhawulo We-1 Sigidzi Sema-token Lokushintja Ekusebenteni

Ema-model lamanyenti ayeka kubhala angakacedzi umsebenti lomkhulu. Umkhawulo we-1 sigidzi sema-token usho kutsi i-model ingakhicita, ngesikhatsi sinye, kudluliselwa lokuphelele kwe-module yakadzeni esistimini yakho, umbiko wetheknikhi lophelele, noma kubuyeketwa kwekuphepha lokucophelelako kwe-codebase. Loku kuyasita, futsi kuyabita nangabe unganakekeli: imphendvulo yinye lesebentisa sigidzi sonkhe sema-token ibita $10 ngelinani lekucala na-$20 ngelinani lelijwayelekile. Phindzaphindza loko ngelinani lemizamo nelinani lebasebenti, bese sikweletu sikhula masinyane. Sikalo semphela tindleko ngemsebenti ngamunye lophelile, njengobe sachaza ku-athikili yetfu mayelana netindleko te-AI ngemsebenti ngamunye.

Sifundvo Sekuphepha Asilindzi Kufinyelela

Awukwati kuyisebentisa i-Argon lamuhla, futsi loko akushintji lokunyenti. Indlela icacile: i-AI letitfolela ngekwayo emabhoboka iyeta, futsi iyeta ezinhlangotsini totimbili. Emasistimu lamadzala langakavalwa atawutfolakala masinyane kunangaphambilini. Lesimo sasibona kuhlaselweni kwe-WordPress lokwacala emahoreni lambalwa ngemuva kwekushicilelwa kwekulungiswa nase tisetjentiswa tenethiwekhi letinemabhoboka lasetjentiswa ngenkhutsalo bahlaseli. Tinyatselo lokufanele ucale ngato nyalo:

  • Yati loko lokusebentisako. Gcina luhlu lolusesikhatsini lwayo yonkhe isistimu, i-plugin nemtapo lelibhizinisi lakho lelincike kuwo, nekutsi ngubani lonemtfwalo wekubuyeketa ngayinye.
  • Nciphisa sikhatsi sakho sekuvala. Nangabe kufaka sibuyeketo lesibalulekile kukutsatsa emaviki, lesikhala nyalo sidze kunesikhatsi lesidzingwa ngulohlaselako.
  • Buta umhlinzeki wakho wesoftware ngco. Ngubani lobuka emabhoboka esistimini yakho, futsi kutsatsa sikhatsi lesingakanani kuletsa kulungiswa? Bese ubhala imphendvulo kuvumelwano.
  • Tihlole ngetilawuli tavelonkhe. Tilawuli Letisisekelo Tekuphepha kwe-Inthanethi letikhishwe yi-Sikhungo Savelonkhe Sekuphepha kwe-Inthanethi (NCA) tisisekelo lesisebentako setinhlangano eSaudi Arabia.

Ngaphambi Kwekutsi Wemukele Noma Nguyiphi I-model Lensha

Nangabe i-Argon ifika ku-API lekhokhelwako, umbuto utawuvela: kufanele yini sishintje? Seluleko setfu siyafana kuko konkhe kwetfulwa: ungabophi emasistimu akho kumhlinzeki munye. Yakha singcweti lesisemkhatsini lesikuvumela kutsi ucatsanise i-Gemini, i-Claude kanye ne-GPT emsebentini lofanako futsi ushintje emkhatsini wato njengobe linani noma ikhwalithi kushintja, njengobe sakhuluma ngako ngesikhatsi sicatsanisa i-GPT-6 Astra ne-Claude Fable 5.1. Futsi nangabe imininingwane yemuntfu yemakhasimende akho noma yebasebenti itawundlula ku-model, hlola kutsi icutjungulwa kuphi nekutsi kudluliswa kwayo kuyavumelana yini neMtsetfo Wekuvikela Imininingwane Yemuntfu (PDPL).

Ku-Origami sakha emasistimu laceceta i-AI emininingwaneni yelibhizinisi lakho ngesingcweti losilawulako: ukhetsa i-model, uchaza loko lengakubona, futsi ulinganise tindleko temsebenti ngamunye. Nangabe kufika i-model lenemandla kakhulu, kushintjela kuyo kuba kuguculwa kwekuhlelwa, hhayi kwakha kabusha.

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