Cloud flare Ho netefatsa Mekhoa e Sireletsehileng ea AI

Litlhaloso

• Sehlahisoa: Tataiso ea Mekhoa e Sireletsehileng ea AI ea GenAI
• Mongoli: Dawn Parzych, Mookameli oa Khoebo ea Lihlahisoa, Cloudflare
• Likahare: Leano la AI bakeng sa liteko tse sireletsehileng tsa Generative Artificial Intelligence (GenAI).

Tlhahisoleseding ya Sehlahiswa

Tataiso ea Mekhoa e Sireletsehileng ea AI ea GenAI e fana ka leseli le maano bakeng sa mekhatlo e batlang ho kenya tšebetsong mahlale a AI ka mokhoa o sireletsehileng. E ngotsoe ke Dawn Parzych, tataiso ena e sebetsana le liphephetso tse ikhethang tsa ts'ireletso tse amanang le ho amoheloa ha GenAI, ho fana ka malebela le mekhoa e metle ea ho sebelisa, ho haha ​​le ho boloka litharollo tsa AI ka tekanyo.

Ho netefatsa mekhoa e sireletsehileng ea AI
Tataiso ea CISO mabapi le mokhoa oa ho theha leano la AI le senyehileng

Kakaretso e hlohonolofalitsoeng

Rea u amohela, CISO!
Mohlomong AI ke lentsoe le buzziest matsatsing ana, hape ke e 'ngoe ea litaba tse hatellang sechaba sa ts'ireletso. Tšusumetso ea eona e hloka hore re e ele hloko, ke ka lebaka leo rona ba Cloudflare re ngotseng tataiso ena ho u thusa ho nahana ka liteko tse sireletsehileng tsa Generative Artificial Intelligence (GenAI) mokhatlong oa hau.
Lisebelisoa tsa AI li ntse li ba matla le ho fumaneha habonolo, li bula menyetla ea mahlale a liindasteri. Leha ho le joalo, joalo ka ha ho na le liphetoho tse ling tsa paradigm, GenAI e tla ka ts'ireletso e ikhethang, boinotšing le mathata a ho latela melao. Kamohelo e atileng ea GenAI e ka baka lits'oants'o tse sa lebelloang tsa ts'ebeliso, maemo a tlhekefetso ea basebelisi, boits'oaro bo lonya, le mekhoa e kotsi ea IT ea moriti, tsohle li eketsa kotsi ea ho tlola data le ho lutla ha tlhahisoleseling.
Ha kamohelo e ntse e hola sebakeng sa hau sa mosebetsi, o hloka ho itokisetsa ka polane ea GenAI e u tsebisang mokhoa oa ho sebelisa, ho aha le ho sireletseha ka bongata. Ha re buisaneng ka likotsi mme re boele review malebela ao sehlopha sa hau se ka se sebelisang ho boloka GenAI ho ipapisitse le maemo a kholo le ts'ebeliso. Ka maano ana, mokhatlo oa hau o ka theha leano la GenAI le lumellanang le litlhoko tsa khoebo ha o ntse o sireletsa data ea hau le ho netefatsa hore oa latela.

• Dawn Parzych, Mookameli oa Khoebo ea Lihlahisoa, Cloudflare

 

Ho boloka liteko tsa GenAI

Ke masoabi ho u bolella, empa pale ea Sara e fella moo. Ha re ntse re lumelisa sebapali sa rona sa tšōmo, joalo ka ha GenAI e ntse e hola, ho tla ba le "Li-Sarah" tse ngata bophelong ba 'nete - e mong le e mong o sebetsa e le mohale ho IT le lihlopha tsa bahlahisi, joalo ka litsebi tsa theknoloji ea khoebo le basebetsi ka bomong.
AI e khahlisitse litsebi tsa theknoloji le basebelisi ba letsatsi le letsatsi ka mokhoa o ts'oanang, e tsosang bohelehele le ho thekesela. Teko ena ea hlokahala ha re ntse re sebeletsa ho notlolla bokhoni bo felletseng ba AI. Empa ntle le tlhokomeliso le litebello, e ka boela ea lebisa ho sekisetseng ts'ireletso kapa ho kheloha ho latela melao.

Ho fihlela tekano, le ho utloisisa le ho laola maano a AI ka katleho, mekhatlo e tlameha ho nahana ka likarolo tse tharo tsa bohlokoa:

1. Ho sebelisa AI
   Ho sebelisa mahlale a AI (mohlala, ChatGPT, Bard, le GitHub Copilot) e fanoang ke barekisi ba mokha oa boraro ha u ntse u sireletsa thepa (mohlala, data ea bohlokoa, thepa ea mahlale, khoutu ea mohloli, joalo-joalo) le ho fokotsa likotsi tse ka bang teng ho ipapisitse le taba ea tšebeliso.
2. Ho aha AI
   Ho nts'etsapele litharollo tsa tloaelo tsa AI tse tsamaellanang le litlhoko tse ikhethileng tsa mokhatlo (mohlala, li-algorithms tsa proprietary analytics, li-co-pilot kapa li-chatbots tse shebaneng le bareki, le sistimi ea ho lemoha litšokelo e tsamaisoang ke AI)
3. Ho sireletsa AI
   Ho sireletsa lits'ebetso tsa AI le lits'ebetso tsa AI ho tsoa ho batšoantšisi ba babe ba e qhekellang ho sebetsa ka mokhoa o sa lebelloang.

 

Ho boloka liteko tsa GenAI

Phetoho ea GenAI: kajeno le nakong e tlang
Boipiletso ba GenAI ho bareki le mekhatlo bo e behile molemong oa ho nkeloa ka lapeng o neng o e-so ka o bonoa. Sehlopha se senyenyane sa basebelisi ba matla se ile sa hola ka potlako ka lebaka la karolo e itseng ho sechaba se bulehileng sa mohloli le liteko tse tsamaisoang ke bareki tsa lits'ebetso tse joalo ka ChatGPT le Stable Diffusion.
Seo basebelisi ba se fumaneng ho eona kaofela ke hore liroboto, ha e le hantle, li ke ke tsa "re nkela sebaka."

GenAI e beha batho maemong a ho ntlafatsa le ho eketsa, ho fapana le ho theha ntho e ngoe le e ngoe ho tloha qalong, mme e ka thusa likhoebo. ampntlafatsa katleho ea bona ea mosebetsi. Predictive AI e fana ka melemo e ts'oanang ka ho etsa hore ho be bonolo ho fumana lintlha ho ntlafatsa ho etsa liqeto, ho haha ​​​​lihlahisoa tse bohlale ho feta, le ho iketsetsa liphihlelo tsa bareki, har'a mekhoa e mengata.

Kajeno, 59% ea bahlahisi ba ntse ba sebelisa AI ho nts'etsopele ea bona ea ntlafatso1

Ka 2026,> 80% ea likhoebo e tla be e sebelisa API e lumelletsoeng ke GenAI, mehlala, le/kapa lits'ebetso tse kentsoeng tikolohong ea tlhahiso (ho tloha ho 5% kajeno)2

Ka 2030, GenAI e tla eketsa 50% ea mesebetsi ea basebetsi ba tsebo ho nyolla tlhahiso kapa ho phahamisa karolelano ea boleng ba mosebetsi (ho tloha ho <1% kajeno)3

1. SlashData, "Kamoo bahlahisi ba sebelisanang le mahlale a AI," Mots'eanong 2024
2. Gartner, "Tataiso ea CTO ho Generative AI Technology Landscape", Sept 2023
3. Gartner, "Emerging Tech: Mekhoa ea Bohlokoa ea Theknoloji e hlalosang tlhahiso ea AI", Sept 2023

Ho sebelisa GenAI ka mokhoa o sireletsehileng

Teko ea AI e atoloha ho tloha ho sebelisa lisebelisoa le lits'ebeletso tsa AI tse hahiloeng esale pele ho aha litharollo tsa tloaelo tsa AI ho tloha qalong. Le ha mekhatlo e meng e ka hatela pele ho theha mefuta ea bona ea AI le lits'ebetso, ba bangata ba tla khomarela ho sebelisa lisebelisoa tsa AI tsa mokha oa boraro.
Maemong ana, lisebelisoa tsa AI tsa mokha oa boraro li theha likotsi tse ncha hobane mekhatlo e na le taolo e lekanyelitsoeng e tobileng mabapi le ts'ireletso ea bona le tlhophiso ea lekunutu.

Ho ka etsahala hore ebe basebetsi ba sebelisa lisebelisoa tsa AI tse kantle ho sethala bakeng sa mosebetsi hona joale ka lisutu tsa SaaS joalo ka Microsoft 365, li-chatbots tse hahelletsoeng ka lienjineng tsa ho batla kapa lits'ebetso tsa sechaba, esita le li-API.

Mekhatlo e tlameha ho etsa boikitlaetso ba eona ho fokotsa likotsi, ho kenyelletsa:

• Ho lekola kotsi ea ts'ireletso ea lisebelisoa tsa mokha oa boraro
• Ho rarolla mathata a lekunutu
• Ho laola ho its'etleha (kapa ho its'etleha ho feta tekano) ho li-API tsa kantle
• Ho beha leihlo bofokoli bo ka bang teng

Mohlankanaample ea sena e tla ba ha basebetsi ba sebelisa sechaba web Lisebelisoa tse kang ChatGPT. Kenyelletso e 'ngoe le e' ngoe e feptjoang ka potlako e fetoha karolo ea data e sieang taolo ea mokhatlo. Basebelisi ba ka arolelana lintlha tsa bohlokoa, tsa lekunutu, kapa tse laoloang - joalo ka Lintlha tse Identifiable Personal (PII), lintlha tsa lichelete, thepa ea bohlale, le khoutu ea mohloli. Le haeba ba sa arolelane lintlha tse hlakileng tsa lekunutu, hoa khoneha ho kopanya litaba ho tloha ho tse kentsoeng ho fihlela lintlha tsa bohlokoa.
Ho sireletsa, basebetsi ba ka fetola litlhophiso ho thibela lintho tsa bona ho koetlisa mohlala ho ea pele, empa ba tlameha ho e etsa ka letsoho. Ho netefatsa ts'ireletso, mekhatlo e hloka mekhoa ea ho thibela batho ho kenya data ea lekunutu.

Itokisetse litlamorao tsa ts'ireletso tsa AI

Tlhahisoleseding ya Lintlha
Ke ho isa boholeng bofe basebelisi ba arolelanang lintlha tsa bohlokoa le lits'ebeletso tsa kantle tsa AI ka nepo? Na mekhoa ea ho se tsebahale / pseudonymization e lekane?

Likotsi tsa API
U tla sebetsana le bofokoli joang ka har'a li-API tsa mekhatlo ea boraro e ka bang menyako ea bahlaseli?

Litsamaiso tsa Black-Box
Ke mekhoa efe ea ho etsa liqeto ea mefuta ea AI ea kantle e ka hlahisang likotsi tse sa lebelloang?

Tsamaiso ea Kotsi ea barekisi
U tseba eng ka mekhoa ea ts'ireletso ea bafani ba hau ba mekhatlo ea boraro ea AI? Habohlokoa le ho feta, ke eng eo u sa e tsebeng?

Mehato ea ho sireletsa tšebeliso ea AI

1. Laola puso le kotsi
   • Theha maano a hore na AI e sebelisoa joang le neng, ho kenyeletsoa lintlha tseo mokhatlo o lumellang basebelisi ho li arolelana le GenAI, litataiso tsa taolo ea phihlello, litlhoko tsa ho latela melao, le mokhoa oa ho tlaleha litlolo tsa molao.
   • Etsa tlhahlobo ea tšusumetso ho bokella tlhahisoleseling, ho tseba, le ho lekanya melemo le likotsi tsa ts'ebeliso ea AI.
2. Eketsa ponahalo le taolo bakeng sa ts'ireletso le boinotši
   • Kenya likhokahano tsohle, ho kenyeletsoa le lits'ebetso tsa AI, ho lekola ts'ebetso ea mosebelisi khafetsa, ts'ebeliso ea lisebelisoa tsa AI, le mekhoa ea phihlello ea data ho bona liphoso.
   • Fumana hore na IT e teng ka moriti ofe (ho kenyeletsoa lisebelisoa tsa AI) - 'me u etse liqeto tsa ho amohela, ho thibela, kapa ho beha taolo e eketsehileng.
   • Skena lipeakanyo tsa sesebelisoa sa SaaS bakeng sa likotsi tse ka bang teng tsa ts'ireletso (mohlala, tumello ea OAuth e fanoeng ho tsoa ho lits'ebetso tse amohetsoeng ho ea ho lits'ebetso tse sa lumelloeng tsa AI, tse behang kotsi ea ho pepeseha ha data)
3. Hlahloba hore na ke data efe e kena le ho tsoa lisebelisoa tsa AI le ho sefa eng kapa eng e ka senyang IP, ea ama lekunutu, kapa ea tlola lithibelo tsa litokelo
   • Sebelisa litaolo tsa ts'ireletso mabapi le hore na basebelisi ba ka sebelisana joang le lisebelisoa tsa AI (mohlala, emisa ho kenya, ho thibela ho kopitsa/ho beha, le ho skena le ho thibela lintlha tse amehang kapa tsa botho)
   • Beha litšireletso sebakeng sa hau ho thibela bots ea AI hore e se ke ea senya websebaka
   • Thibela lisebelisoa tsa AI hantle feela haeba ho se na litsamaiso tse ling tse ka khonehang. Joalo ka ha re tseba, basebelisi ba tla fumana litharollo, tse behang ts'ireletso taolong ea hau
4. Laola phihlello ea lits'ebetso tsa AI le lisebelisoa tsa motheo
   • Netefatsa hore mosebelisi e mong le e mong le sesebelisoa se fihlellang lisebelisoa tsa AI se netefatsoa ka thata ho latela hore na ke mang ea sebelisang lisebelisoa tsa AI.
   • Kenya ts'ebetsong litaolo tsa phihlello tsa Zero Trust tse thehiloeng ho boitsebiso. Sebelisa monyetla o fokolang ho fokotsa tšenyo e ka bang teng ho tsoa ho liak'haonte tse senyehileng kapa litšokelo tsa ka hare
5. Nolofatsa litšenyehelo le katleho ea ts'ebetso
   • Utloisisa hore na batho ba sebelisa lits'ebetso tsa AI joang ka li-analytics le ho rema lifate e le hore u be le taolo holim'a sekhahla sa sekhahla, caching, hammoho le ho kopa liteko hape, le mohlala oa ho khutlela morao joalo ka sekala sa ts'ebeliso.

Sireletsa seo u se hahang

Koetlisa mohlala oa hau oa AI
Liphaephe tsa AI li holisa maemo a tlokotsi. Empa ka boiphihlelo bo fumanoeng qalong le ts'ebetsong eohle ea nts'etsopele, re na le leseli mabapi le se lebisang katlehong. Bakeng sa ts'ireletso ea AI, sebaka sa tlhaho sa ho qala se molemong oa hau.
E le motheo oa lits'ebetso tsa AI, ntho e 'ngoe le e' ngoe e sebelisoang ho koetlisa mohlala oa hau oa AI e tla phalla ho fihlela liphello tsa eona. Nahana hore na u tla boloka data eo joang qalong ho qoba litlamorao tse mpe hamorao. Haeba u sa sireletseha, u ipeha kotsing ea ho holisa sebaka sa hau sa tlhaselo le ho theha mathata a ts'ebeliso tseleng.
Tšireletseho e netefatsang botšepehi ba data ke ea bohlokoa ho fokotsa ho sekisetsa ha data ka boomo le ka phoso. Likotsi tsa ts'ireletso liphaepheng tsa AI li ka kenyelletsa:

• Chefo ea data: Li-database tse mpe li susumetsa sephetho le ho theha leeme
• Tlhekefetso ea holoha: Batšoantšisi ba tšokelo ba tiisa maikutlo a AI - ho qaptjoa ha tlhahisoleseling ho hlahisa likarabo - e le hore li-database tse lonya le tse seng molaong li tsebisa sephetho.

Ntle le moo, haeba u se mehlala ea koetliso, AI ea hau ea ka tlung e tla qala ka ho khetha mohlala ho etsa mesebetsi. Maemong ana, o ka batla ho hlahloba hore na baetsi ba entseng le ho boloka mohlala joang kaha o bapala karolo ea ho nahana.

Tlhahisoleseding ke mokhoa o latelang koetliso ea AI. Ha e le mohlala o koetlisitsoeng hantle, 'me ha o hlophisitsoe hantle, ho tla ba le maikutlo a molemo - le hoja ho se mohla a kileng a tiisetsoa hore a phethahetse. Esita le mehlala e koetlisitsoeng haholo e ka hlahisa maikutlo.

Ts'ireletso ea kamora ho romelloa
Ha u se u hahile le ho tsamaisa AI ea hau ka tlung, u tla hloka ho sireletsa data ea eona ea lekunutu le phihlello e sireletsehileng ho eona. Hammoho le likhothaletso tseo re seng re li entse pampiring ena, ho kenyelletsa ho qobella li-tokens bakeng sa mosebelisi e mong le e mong le ho fokotsa sekhahla, o lokela ho nahana hape:

• Laola li-quotas: E sebelisa meeli ho itšireletsa khahlanong le linotlolo tsa API tsa basebelisi hore ba se ke ba oela le ho arolelanoa
• Ho thibela linomoro tse itseng tsa sistimi e ikemetseng (ASNs): Ho thibela bahlaseli ho romella lits'ebetso tse ngata haholo ho lits'ebetso.
• Ho nolofaletsa likamore tsa ho leta kapa basebelisi ba phephetsang: Ho etsa hore likopo li be thata haholoanyane kapa li je nako, ho senya moruo bakeng sa bahlaseli.
• Ho aha le ho netefatsa schema sa API: E hlakisa hore na ts'ebeliso e reriloeng ke eng ka ho tsebahatsa le ho hlophisa lintlha tsohle tsa API, ebe e thathamisa liparamente tsohle le mefuta ea mefuta.
• Ho sekaseka botebo le ho rarahana ha lipotso: E thusa ho itebela khahlanong le litlhaselo tsa DoS le liphoso tsa bahlahisi, ho boloka tšimoloho ea hau e phetse hantle le ho fana ka likopo ho basebelisi ba hau kamoo ho lebelletsoeng.
• Ho aha taeo mabapi le phihlello e thehiloeng ho tokens: E sireletsa phihlellong e senyehileng ha li-tokens li tiisitsoe karolong e bohareng ea lisebelisoa kapa API Gateway.

Tšireletso e matla ea litšokelo ho pholletsa le liteko tsa hau tsa GenAI
Ho tloha ho amoheloa ho isa ho ts'ebetsong, stage ea sebono sa liteko sa GenAI se lokela ho tsoela pele ka kotsi e nyane kapa e mamelloang. Ka tsebo e fumanoeng pampiring ena, ebang mokhatlo oa hau o sebelisa, o haha, kapa o rera ka AI ka mokhoa o itseng nakong e tlang, o na le matla a ho laola tikoloho ea hau ea digital.
Leha e le ntho ea tlhaho ho ikutloa u le leqe ha u sebelisa bokhoni bo bocha, lisebelisoa li teng ho u fa sebete sa ho etsa liteko ka AI ka mokhoa o sireletsehileng. Har'a lisebelisoa tseo, seo mekhatlo e se hlokang haholo kajeno ke lithane tse hokahantsoeng bakeng sa ntho e ngoe le e ngoe ea IT le ts'ireletso. E 'ngoe e sebetsang e le khoele e tloaelehileng e fokotsang ho rarahana ka ho sebetsa le ntho e' ngoe le e 'ngoe e tikolohong, e fumaneha hohle,' me e etsa mesebetsi e hlokahalang ea ts'ireletso, marang-rang le nts'etsopele.

Ka lithane tse hokahantsoeng, u tla ba le ts'epo maemong a fapaneng a ts'ebeliso, ho kenyelletsa:

• Ho latela melaoana e nang le bokhoni ba ho lemoha le ho laola motsamao oa data e laoloang
• Ho fumana ponahalo le taolo hape bakeng sa lintlha tsa bohlokoa ho li-application tsa SaaS, moriti oa IT, le lisebelisoa tse hlahang tsa AI.
• Ho sireletsa khoutu ea moqapi ka ho lemoha le ho thibela khoutu ea mohloli ho li kenya le ho li jarolla. Hape, ho thibela, ho fumana, le ho lokisa litlhophiso tse fosahetseng lits'ebetsong tsa SaaS le lits'ebeletso tsa cloud, ho kenyeletsoa le polokelo ea khoutu.

Ha AI e ntse e tsoela pele ho fetoha, ho hloka botsitso hoa tiea. Ke kahoo ho ba le matla a tsitsitseng joaloka Cloudflare ho leng molemo haholo.

Sireletsa likotsing tsa AI ho pholletsa le mefuta e meraro ea LLMs
Ho ipapisitse le ts'ebeliso, boemo ba ho pepeseha kotsing AI bo bopa mokhatlo o tla fapana. Ho bohlokoa ho utloisisa likotsi tse fapaneng tse amanang le ts'ebeliso le nts'etsopele ea Mehlala e Khōlō ea Lipuo (LLM), 'me u be le seabo ka mafolofolo phepelong efe kapa efe ea LLM.

Mofuta oa LLM Kotsi ea bohlokoa

• Ho fihlella ka hare ho data ea bohlokoa le thepa ea bohlale
• Sehlahisoa Botumo ba kotsi
• Phatlalatso ea data ea Sensitive Public

Sekhahla, boiketlo ba tšebeliso, le kopanyo e se nang moeli
Leru la khokahanyo la Cloudflare le beha taolo matsohong a hau mme le ntlafatsa ponahalo le ts'ireletso - ho etsa hore liteko tsa AI li bolokehe ebile li ka senyeha. Ho molemo le ho feta, lits'ebeletso tsa rona li matlafatsa ntho e 'ngoe le e' ngoe, ho netefatsa hore ha ho na phapanyetsano
pakeng tsa boiphihlelo ba mosebedisi le tshireletso.
Kaha mekhatlo e mengata e tla sebelisa AI feela kapa e tla sebelisa le ho haha, ho sebelisa Cloudflare ho bolela hore ha ho mohla e tla tsilatsila mererong ea AI.

• Marang-rang a rona a lefats'e a u thusa ho lekanya le ho kenya tšebetsong litaolo ka lebelo hohle moo u li hlokang
• Ho sebelisa habonolo ha rona ho etsa hore ho be bonolo ho sebelisa le ho laola maano a hore na basebelisi ba hau ba sebelisa AI joang
• Moralo o le mong o ka hlophisehang o o thusa ho beha ts'ireletso lits'ebetsong tseo o li hahang, ntle le ho senya tsela eo basebelisi ba hau ba sebelisang AI ka eona.

Leru la khokahano la Cloudflare le sireletsa karolo e 'ngoe le e 'ngoe ea liteko tsa hau tsa AI, haholo-holo:

• Litšebeletso tsa rona tsa Zero Trust & Secure Access Service Edge (SASE) li thusa ho fokotsa kotsi ea hore na basebetsi ba sebelisa lisebelisoa tsa AI tsa mokha oa boraro.
• Sethala sa rona sa nts'etsopele se thusa mokhatlo oa hau ho ikahela lisebelisoa le mehlala ea hau ea AI ka mokhoa o sireletsehileng le ka nepo
• Bakeng sa ho sireletseha ka AI, sethala sa rona se phahamisa AI le mekhoa ea ho ithuta ka mochini ho theha bohlale bo sokelang bo sebelisoang ho sireletsa mekhatlo ho pholletsa le liteko tsa bona tsa AI.

Mehato e latelang
Ho tloha ho sireletsa kamoo mokhatlo oa hau o sebelisang AI ho sireletsa likopo tsa AI tseo u li hahang, Cloudflare bakeng sa AI e u koahetse. Ka lits'ebeletso tsa rona, o ka sebelisa bokhoni bo bocha ka tatellano efe kapa efe ka tšebelisano e se nang moeli le likhokahano tse feto-fetohang.

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Lipotso Tse Botsoang Hangata

• P: Hobaneng ho le bohlokoa ho boloka liteko tsa GenAI?
  K: Ho sireletsa liteko tsa GenAI ho bohlokoa ho thibela ho tlōla ha data, tlhekefetso ea basebelisi, le boitšoaro bo lonya bo ka senyang tlhahisoleseling le ho sitisa ts'ebetso ea mokhatlo.
• P: Mekhatlo e ka ntlafatsa ts'ireletso ea AI joang?
  K: Mekhatlo e ka ntlafatsa ts'ireletso ea AI ka ho utloisisa likotsi, ka ho sebelisa lisebelisoa tse tsebahalang tsa AI, ho aha litharollo tsa moetlo ka tšireletseho kelellong, le ho kenya ts'ebetsong mehato e matla ea ts'ireletso ho sireletsa lits'ebetso tsa AI.

Litokomane / Lisebelisoa

Cloud flare Ho netefatsa Mekhoa e Sireletsehileng ea AI [pdf] Bukana ea Mosebelisi Ho netefatsa Mekhoa e Sireletsehileng ea AI, Ho netefatsa, Mekhoa e Sireletsehileng ea AI, Litloaelo

Litšupiso

• Bukana ea Mosebelisi