Kwa magulu ambiri, funso loyamba lokhudza chipata cha AI si "chomwe chingachite" koma "chimagwira ntchito kuti." Ngati muli mumakampani olamulidwa, mukugwira ntchito zachinsinsi, kapena muli ndi vuto lotumiza mwachangu chilichonse ndi yankho kudzera mumtambo wa wina, chipata cha SaaS chomwe chili ndi malo osungira sichiyamba ngakhale chitakhala chokongola bwanji. Mukufuna chinthu chomwe mungathe kuyendetsa mkati mwa zomangamanga zanu, kuyang'anira, ndikuwongolera.
Nkhani yabwino ndi yakuti msika uwu umakhala ndi anthu ambiri komanso odzisamalira okha. Chipata cha AI ndi njira yowongolera pakati pa mapulogalamu anu ndi omwe amapereka chithandizo chanu, kuyendetsa bwino njira, kudalirika, chitetezo, ndi mtengo wake pamalo amodzi, ndipo pali mapulogalamu ena abwino kwambiri omwe mungawatumize nokha. Nazi zinthu zisanu zofunika kuzilemba ngati kudzisamalira nokha ndikofunikira, osati chinthu chabwino kukhala nacho.
Kodi "kudzisamalira" kuyenera kutanthauza chiyani kwenikweni?
Patsogolo pa mndandandawu, mawu achidule okhudza msampha. "Open source" ndi "self-hostable" sizinthu zofanana, ndipo palibe chomwe chimatsimikizira kuti mawonekedwe omwe mukufuna ali mu free build. Mapulojekiti ena amatsegula njira yofulumira yolumikizira koma amasunga ulamuliro, malo osungira zinthu, komanso njira zopezera zinthu zambiri m'magulu olipidwa. Choncho fufuzani zinthu zitatu padera: ngati pulogalamuyo ikuyenda m'malo anu, ngati luso lomwe mukufuna lili mu mtundu womwe mungathe kudzisungira nokha, komanso ngati deta imakhalabe mu zomangamanga zanu mpaka kumapeto. Ndi lens imeneyo, nayi momwe izi zisanu zikufananira.
1. TrueFoundry — dongosolo lowongolera bizinesi lomwe mumayendetsa mumtambo wanu
TrueFoundry ikutsogolera mndandandawu chifukwa idapangidwa chifukwa cha choletsa chomwe chimakankhira magulu kuti azidzisungira okha: kusunga deta pamalo anu osasiya luso la bizinesi. AI Gateway yake imapezeka mkati mwa mtambo wanu kapena VPC, kotero malangizo ndi zotsatira zimakhalabe m'dera lanu la zomangamanga m'chigawo chilichonse, pomwe imakupatsanibe mawonekedwe amodzi ogwirizana ndi OpenAI ku mitundu yoposa 1,000, kulinganiza katundu ndi zolephera, suite yonse yoteteza, mwayi wopeza ntchito, bajeti, ndi kuwona kwa OpenTelemetry.
Imafikanso patali kuposa proxy yeniyeni. TrueFoundry imalamulira ma seva ndi othandizira a MCP kudzera mu dongosolo lomwelo lolamulira, ndipo cholumikizira chake cha othandizira, TrueForge, ndi chotseguka komanso chopanda tsankho kwa ogulitsa, kotero zidutswa zomwe mungafune kuziyang'ana ndikukulitsa zimakhala zotseguka pomwe nsanjayo imagwira ntchito komwe mukufuna. Kwa magulu omwe akufuna mawonekedwe odziyimira pawokha a pulojekiti yotseguka koma kuya ndi chithandizo cha nsanja yamakampani, uku ndi kuphatikiza komwe kumakhala kovuta kupeza kwina. Mwachitsanzo, FloQast imayendetsa zonse mkati mwa mtambo wake kuti deta yazachuma ikhale m'madera onse a US, EU, ndi APAC, zomwe mungawerenge mu zolemba za TrueFoundry's AI Gateway ndi maphunziro a milandu.
Zabwino kwambiri kwa: mabizinesi omwe amafunikira kukhala ndi deta komanso kuyang'aniridwa mokwanira pamene akuyendetsa okha. Samalani: ndi nsanja yolemera, choncho konzani kutulutsidwa m'malo moyembekezera kukhazikitsidwa kwa mphindi zisanu.
2. Portkey — malo otseguka ofulumira komanso otchuka oyendetsera njira
Portkey yatsegula chipata chake pogwiritsa ntchito layisensi ya MIT, ndipo maziko ake ndi uinjiniya wabwino kwambiri: wopepuka, wochedwetsa pang'ono kwambiri, wopita ku kabukhu kakang'ono ka chitsanzo chokhala ndi zotchingira zolumikizidwa, komanso wosavuta kugwiritsa ntchito ngati chidebe chomwe mumasunga nokha. Ngati mukufuna proxy yotsimikizika yogwiritsira ntchito, ndi imodzi mwa malo oyambira otchuka kwambiri pazifukwa zomveka.
Chenjezo ndi pamene mzere uli pakati pa waulere ndi wolipira. Kapangidwe kameneka kamakupatsani njira yoyendetsera ndi kudalirika, koma malo osungira ndi ma dashboard owoneka bwino, mwayi wopezeka m'magulu ambiri, kusungidwa kwa semantic pamlingo waukulu, ndi chithandizo chamakampani zili mu gawo la hosted kapena la enterprise. Chifukwa chake imadzisungira yokha ngati rauta; gulu lonse la oyang'anira nthawi zambiri limatanthauza dongosolo lolipira.
Zabwino kwambiri kwa: magulu omwe akufuna njira yoyendetsera yopepuka komanso yodziyimira payokha. Samalani: tsimikizirani kuti ndi zinthu ziti zomwe zimayang'anira zomwe zili mkati mwa dongosolo musanaziike pamalo oyenera.
3. Envoy AI Gateway — muyezo wotseguka wothandizidwa ndi CNCF
Envoy AI Gateway ikukulitsa pulojekiti ya CNCF ya Envoy Gateway ndi chithandizo chachilengedwe cha magalimoto a AI, ndipo idafika pa 1.0 yokhazikika mu 2026. Yopangidwa ndi kusamalidwa ndi Tetrate pamodzi ndi Bloomberg, ndi njira yoyamba ya CNCF yotseguka ya AI, yomwe ndi yofunika ngati mukusamala za kayendetsedwe ka ogulitsa ndi pulojekiti yomwe siilamulidwa ndi wogulitsa m'modzi.
Imapereka mawonekedwe ogwirizana ndi OpenAI pakati pa opereka ma model akuluakulu, kuphatikiza njira zoyendetsera, kulephera, ndi OpenTelemetry GenAI yotsata kudzera pa ma chat, embeddings, ndi ma endpoint ena. Bloomberg ikuyendetsa kale ntchito yake yopanga. Chosiyana ndichakuti ndi pulogalamu yake yokhazikika: yamphamvu komanso yogwirizana ndi miyezo, koma ikuyembekeza gulu logwira ntchito bwino la Envoy ndi Kubernetes, ndipo zinthu zapamwamba zimakhala zosavuta kuchita zokha kuposa papulatifomu yoyang'aniridwa.
Zabwino kwambiri pa: magulu a nsanja omwe akufuna njira yokhazikika ya CNCF, yochokera ku Envoy yomwe amalamulira mokwanira. Samalani: bajeti ya ukatswiri wogwirira ntchito womwe Envoy ndi Kubernetes akufuna.
4. Higress — chipata chachikulu, chotseguka cha AI chochokera ku malo otseguka
Higress inayamba mkati mwa Alibaba, inali yotseguka pansi pa Apache-2.0, ndipo yamangidwa pa Istio ndi Envoy. Imayesedwa pamlingo waukulu, ndi kutsimikizika kwa kupanga komwe kumakhudza mazana ambiri a zopempha pa sekondi iliyonse ndi kusintha kwa kasinthidwe komwe kumachitika mu ma milliseconds m'malo mokakamiza kubwezeretsanso kosokoneza.
Kumbali ya AI, imathandizira opereka zitsanzo zazikulu, imatha kusunga ma seva a MCP kudzera mu njira yake yolumikizirana kuti othandizira azitha kuyimbira zida, komanso imapereka kasamalidwe kogwirizana kwa ma LLM ndi ma MCP API, pamodzi ndi WAF ndi njira zosiyanasiyana zotsimikizira. Ndi chisankho chabwino kwambiri ngati magwiridwe antchito osaphika komanso maziko otsimikizika apamwamba ndizo zomwe mukuyang'ana kwambiri. Monga momwe zilili ndi mapulojekiti ena oyamba ndi zomangamanga, kayendetsedwe kapamwamba ndi kupukuta kwazinthu ndizopepuka kuposa nsanja yodzipereka yamakampani, ndipo malo ofunikira kwambiri pagulu la anthu akunja sangakhale odziwika bwino kwa magulu ena akumadzulo.
Zabwino kwambiri kwa: magulu omwe akufuna njira yotseguka komanso yotseguka ya AI. Samalani: mudzadzipangira nokha njira zambiri zoyendetsera.
5. Gloo AI Gateway — Yochokera ku Envoy komanso yochokera ku Kubernetes
Gloo AI Gateway, yochokera ku Solo.io, imamanga kasamalidwe ka magalimoto a AI pamwamba pa chipata chokhwima cha Envoy- ndi Kubernetes. Imayang'ana kwambiri zosowa za magalimoto a LLM: kusungidwa kwa semantic, kuchepetsa mitengo yochokera ku token, kukulitsa mwachangu, kuyika zitsimikizo kudzera mu zinsinsi za Kubernetes, ndi chitetezo cha data-exfiltration kuti zidziwitso zachinsinsi zisatuluke. Solo.io idapereka chipata chake chotseguka ku CNCF (monga kgateway), kotero pali maziko enieni otseguka.
Chidulechi chikuwonetsa momwe zinthu zilili pamndandandawu: zina mwa luso la LLM, monga kuchepetsa mitengo yochokera ku tokeni, nthawi zambiri zimakhala gawo la layisensi ya bizinesi osati free core. Ngati mukugwiritsa ntchito kale Kubernetes ndipo mukufuna chipata chochokera ku Envoy chomwe chimawona magalimoto a AI ngati nzika yapamwamba, chikugwirizana bwino bola mutayang'ana zomwe mukufuna ku level yoyenera.
Zabwino kwambiri: Magulu a Kubernetes omwe akufuna chipata chochokera ku Envoy chokhala ndi mawonekedwe a AI. Samalani: onani mawonekedwe a LLM omwe amafunikira mtundu wa bizinesi.
Momwe mungasankhire
Ngati mukufuna kuti pulojekiti yotseguka iyendetsedwe nokha, Envoy AI Gateway ndi Higress zimakupatsirani ma cores ogwirizana ndi miyezo, ndipo Gloo ndi chisankho chabwino kwambiri mukadzipereka kale ku Envoy pa Kubernetes. Portkey ndiyo njira yophweka kwambiri yodzisungira yokha gawo la routing, bola mutavomereza malire a tier. Ndipo ngati chomwe mukufunikira ndi deta yomwe ikukhala mumtambo wanu ndi kayendetsedwe ka bizinesi yonse ndi chithandizo kumbuyo kwake, TrueFoundry ndiyo njira yomwe imakupatsani mawonekedwe odzisungira nokha popanda kukupemphani kuti mupange gulu la oyang'anira nokha.
Mfundo yofunika
Kudzisungira nokha chipata cha AI kumatanthauza kusiya zinthu zina kuti muzilamulira. Mu 2026 sizili choncho: mutha kupeza muyezo wotseguka wothandizidwa ndi CNCF, maziko apamwamba a AI, kapena nsanja yoyendetsedwa mokwanira yomwe imagwira ntchito mkati mwanu. Kusankha koyenera kumatengera kuchuluka kwa momwe mukufuna kudziyendetsera nokha poyerekeza ndi kuchuluka kwa ulamuliro womwe mukufuna. Kwa magulu omwe akufuna ulamuliro komanso kuzama, TrueFoundry ndiye woyenera kupambana.
