Ngamhla 1 Inkhwekhweti 2026, Cloudflare umemetele Clef na Clef-flash, "ema-model etinchumo" lamabili e-open source lakhishwe ngaphansi kwelayisensi ye-Apache 2.0. Le-model ayibhali imphendvulo lekhululekile. Ifundza lokufakiwe, ikhetse ohlwini lwetimphendvulo lotichaza kusenesikhatsi, bese ibuyisa litfuba lelo nalokukhetfwa ngakunye. Clef-flash lolula wakhiwe phezu kwe-model ye-Qwen 3.5 lenema-parameter latibhiliyoni leti-9, futsi sikhatsi sakhe lesiphakatsi sekuphendvula singu-38.8 wema-millisecond. Clef locondze kakhulu wakhiwe phezu kwe-model ye-Qwen 3.8 lenema-parameter latibhiliyoni leti-27, ngesikhatsi lesiphakatsi lesingu-209.3 wema-millisecond. Bobabili bayatfolakala ku-Workers AI, futsi ema-weight abo ashicilelwe ku-Hugging Face kute ubasingathe wena ngekwakho.

Lingcenye lenkhulu ye-AI ekusiteni emakhasimende empeleni kuhlukanisa: kukhalata noma i-oda? Kuyashesha noma cha? Emacembu lamanyenti asebentisa i-model yekuchata levamile kulomsebenti, futsi atfola timphendvulo letiphutsa letingashintja ngaso sonkhe sikhatsi lesisebenta ngaso.

Iyini Empeleni I-model Yetinchumo

Cloudflare uchaza i-model yetinchumo njenge-model lekhicita imiphumela lehlelekile lenemkhawulo "ngendleko lephansi, ngekushesha nangendlela lengaguquguquki". Uyicatsanisa nema-model lamakhulu elulwimi, latichaza njengalangabiki ngalokucinisekile kakhulu.

Ngekwelikhadi le-model ku-Hugging Face, utfumela "simo" lesichaza lesimo, njengembhalo noma i-JSON, kanye netitfombe noma i-video uma kudzingeka, bese utfumela luhlu lwemibuto, ngamunye unetintfo letivunyelwe. I-model ibuyisa litfuba lelo nalokukhetfwa ngakunye futsi ayikhiciti umbhalo lokhululekile. Cloudflare utsi ikhodi yakho isebentisa lamatfuba kutfumela i-ticket lapho ifanele khona, kucala kudlulisela embili, noma kunikela sincumo kumuntfu.

Tinombolo Njengobe Cloudflare Atishicilele

  • Emakhono: lifasitelo lesimo lelingu-64k wema-token ngekwesimemetelo (likhadi le-model libeka umkhawulo wekufaka losetjentiswa njalo wema-token langu-16,384, longashintjwa), futsi tinguculo tombili tingafundza futsi tihlukanise titfombe.
  • Kubambeka lokuphakatsi: 38.8 wema-millisecond ku-Clef-flash kanye na-209.3 wema-millisecond ku-Clef, uma kucatsaniswa na-524.1 wema-millisecond ku-Jev, i-model lencintisanako ye-Typesafe AI.
  • Kuhlola kwangekhatsi: elicenjini le-Cloudflare lelilandzelela tinsongo, kulanda, kukhombisa kanye nekuhlukanisa iwebhusayithi kutsatse ema-second langu-2.2 nga-Clef, uma kucatsaniswa nema-second langu-4.7 nge-gpt-oss-120b, i-LLM yalo levamile leshesha kakhulu, lebuyise kuhlukanisa lokubili kuphela.
  • Ticelo letiphutsa kakhulu: 95% weticelo tiphela ngekhatsi kwema-millisecond langu-122.4 nga-Clef-flash futsi ngekhatsi kwema-millisecond langu-238.6 nga-Clef.

Ku-CLINC150, kuhlola kwekuhlukanisa inhloso lokuphindze kuhlole ticelo letingaphandle kwalokuhlosiwe, Clef utfole emaphuzu langu-97.43 ku-macro-F1 uma kucatsaniswa na-66.77 wa-Clef-flash. Ku-BANKING77, lokuhlanganisa imibuto yemakhasimende emabhange, labobabili bebasondzelene: 94.20 uma kucatsaniswa na-90.93, futsi ku-API-Bank Clef-flash uphume embili ngekucondza lokungu-93.11 uma kucatsaniswa na-91.93. Kungako Cloudflare abita Clef ngekutsi yi-model yakhe yekucondza, futsi abite Clef-flash ngekutsi ukhetfo lolungcono etinchumweni lapho kubambeka kubaluleke khona. Umehluko lomkhulu uvela uma kufanele kubanjwe ticelo letingaphandle kwalokuhlosiwe.

Lapho Loku Kusita Khona Emabhizinisi ase-Saudi

Tindlela tekusebentisa Cloudflare latibalako tifaka kutfumela ema-ticket ekusekela ngekuya ngekuphutfuma kanye nelicembu, kuhlukanisa ema-domain emawebhusayithi elicenjini lakhe lelilandzelela tinsongo, kanye nekuhlukanisa ema-bot lamahle kulamabi, kantsi kucubungula ema-invoyisi kanye netehlakalo tekuphepha kuvela ekuhloleni kwakhe. Ebhizinisini lase-Saudi, loku kubukeka kanje:

  • Kuhlunga ku-WhatsApp: umlayeto ngamunye uhlukaniswa masinyane njenge-oda, kukhalata, umbuto ngenani noma i-spam, bese utfunyelwa kumsebenti lofanele.
  • Ema-ticket ekusekela: kubeka kuphutfuma kanye nelitiko lelinesibopho ngaphambi kwekutsi noma ngumuphi umsebenti avule i-ticket.
  • Emadokhumente ku-ERP: kubona luhlobo lwedokhumente lefikako, kungaba yi-invoyisi yemphakeli, i-oda lekutsenga noma inothi lesikweleti, bese ulitfumela endleleni lefanele.
  • Kuvikela emafomu netitolo: kubona kubhalisa nema-oda lentiwa ngemishini kumafomu ekuchumana nasetitolo te-inthanethi.

Kuyisebentisa Kuma-server Akho Kugcina Imininingwane Ngekhatsi Embusweni

Sici lesibaluleke kakhulu emakethe ye-Saudi akusikho kushesha. Kutsi ema-weight ashicilelwe futsi angasetjentiswa ngekhatsi eMbusweni. Imilayeto yemakhasimende nema-invoyisi ebaphakeli icuketse imininingwane yemuntfu kanye neyekuhweba, futsi uMtsetfo Wekuvikela Imininingwane Yemuntfu (PDPL) ubeka kulawula ekudluliseleni imininingwane yemuntfu ngaphandle kweMbuso. I-model lesebenta esikhungweni semininingwane salapha ekhaya igwema umbuto wekudlulisela ngaphesheya kwemingcele emisebentini yekuhlukanisa, kantsi letinye tibopho talomtsetfo tisasebenta. Likhadi le-model litsi ihlolwe ku-GPU ye-H200 yinye, ngako-ke hlela emathulusi akho ekhompyutha kusenesikhatsi.

Imikhawulo Lokufanele Uyati Ngaphambi Kwekucala

  • Si-Arabhu asikhulunywa: nesimemetelo nemakhadi ema-model akubali tilwimi letisekelwako. Yihlole ngemilayeto yeliciniso yesi-Arabhu ngelulwimi lwase-Saudi.
  • Akukho nani esimemetelweni: Cloudflare akazange ashicilele indleko yekusebentisa lama-model lamabili ku-Workers AI kulokubhalwe kwakhe ebhulogini, ngako-ke hlola likhasi lemanani ngaphambi kwekulinganisa tindleko.
  • Kulungisa akukenteki ngekwakho: kulungisa i-model ngemininingwane yakho ngekufundza ngekucinisa njenganyalo kwentiwa licembu lonjiniyela be-Cloudflare, kantsi inkhundla lotisebentisela yona ngekwakho itawufika ngemuva.

Indlela Yekwakha Ngayo, Sinyatselo Ngesinyatselo

  • Bhala luhlu lwetinchumo takho: tfola wonkhe umbuto etinhlelweni takho lonetimphendvulo letinemkhawulo.
  • Butsa isampula yeliciniso: imilayeto nema-ticket lakadzeni labasebenti bakho labahlukanisa ngesandla.
  • Catsanisa tintfo letintsatfu: Clef-flash, Clef kanye nesisombululo lonaso nyalo, ngekucondza kanye nesikhatsi sekuphendvula.
  • Beka umkhawulo wekwetsemba: uma litfuba lalokukhetfwa lokusetulu liphakeme, luhlelo lwenta ngekwalo; uma liphansi, ludzaba luya kumsebenti.
  • Yehlukanisa umsebenti: i-model yetinchumo ikhetsa indlela, bese i-model lenkhulu yelulwimi ibhala imphendvulo kuphela uma kudzingeka.

Ku-Origami sisebentisa lendlela uma sakha tinhlelo tekusita emakhasimende kanye netekwentisa ngekwato kwetinchubo: i-model lencane iyancuma, i-model lenkhulu iyabhala, bese umsebenti ubuketa tindzaba letingacaci. Ema-model e-Clef enta incenye yekucala ibe lula, futsi lencenye ingahlala ngekhatsi eMbusweni.

Imitfombo