- Ii-AI Gateways zivala umsantsa phakathi kweedemo ezilula ze-LLM kunye neenkqubo zemveliso ezinokwandiswa ngokubeka ukhuseleko kunye nolawulo kwindawo enye.
- Imingeni ephambili ekujongwane nayo ibandakanya iindleko ezingalindelekanga ezisekelwe kwiithokheni, ukuvalelwa kwabathengisi, kunye nokungaboni kakuhle ekusebenzeni.
- Izisombululo eziphambili zoshishino ezifana neTrueFoundry, Kong, kunye nePortkey zibonelela ngamanqanaba ahlukeneyo okubambezeleka, ukuthobela imithetho, kunye nokuhlanganiswa kwe-LLMops.
- Ikamva leziseko zophuhliso ze-AI litshintshela kwi-orchestration ye-arhente kunye nenkxaso ye-multimodal yemisebenzi yokuzimela.
Iinkampani ezininzi zingena kwihlabathi leeLarge Language Models ngedemo eqaqambileyo, kodwa zize zibethe udonga olude xa zizama ukuyiqalisa. Yinto eqhelekileyo le: umphuhlisi usenokuba ngempazamo eyenze i-
Ngaphaya kwezoyikiso zemali nokhuseleko, kukho ukungaqikeleli okukhulu kobuchwepheshe. Xa umboneleli ofana ne-OpenAI efikelela kumda wereyithi, iinkqubo zinokuwa nje ukuba akukho sicwangciso sokubuyela umva. Uninzi lwamaqela ngokusisiseko aluboni, kunye akukho mbono wokwenene ngento eyenzekayo phantsi kwekhava xa imodeli ivuliwe. Yiyo kanye le nto eli shishini lijika liye kwindlela ecwangcisiweyo yokulawula ithrafikhi ye-AI, lisuka kwiifowuni ze-API ezingacwangciswanga liye iileya zokucwangcisa ezizinikeleyo ukuze kuphinde kulawulwe kwakhona.
Yintoni kanye kanye i-AI Gateway?
Cinga nge-AI Gateway njenge inkqubo yolawulo lwendlela yomoya kwimisebenzi yakho ye-LLMEndaweni yokuba zonke izicelo zithethe ngqo nababoneleli be-AI abahlukeneyo, isango liphakathi, liququzelela izicelo, linyanzelisa imigaqo-nkqubo engqongqo, kwaye liqinisekisa ukuba yonke into ihamba kakuhle. Ngokusisiseko liyi-proxy, kodwa elilungiselelwe ngokukodwa iimpawu zobukrelekrele bokwenziwa endaweni yetrafikhi yewebhu eqhelekileyo.
Ngokungafaniyo nee-API gateways zakudala, ezi zixhobo ziyayiqonda indlela ii-LLM eziphefumla ngayo. Ziyakwazi ukwenza njalo lawula amaxabiso asekelwe kwithokheni, phatha iifestile zeemeko ezintsonkothileyo, kunye nezindululo zendlela ezisekelwe ekubeni yeyiphi imodeli efanelekileyo kulo msebenzi. Ukukhula kweli candelo kuyamangalisa; imakethi inyuke ukusuka kwi-400 yezigidi zeerandi ngo-2023 ukuya phantse kwi-4 yeebhiliyoni ngo-2024. UGartner uqikelela ukuba ngo-2028, Ama-70% emibutho esebenzisa ii-LLM ezininzi baya kuxhomekeka kwezi ndlela zokugcina ingqondo yabo iphilile.
Kutheni Iqela Lakho le-AI Lingenakulitsiba Eli Nyathelo
Imizabalazo yokulawula ii-LLM ngokubanzi ayilothamsanqa nje kuphela; ayinakuphepheka. Okokuqala, Ukulawula iindleko yinto embi kakhuluEkubeni ii-LLM zihlawulisa ngethokheni endaweni yesicelo ngasinye, umbuzo omnye onzima unokuphazamisa uhlahlo lwabiwo-mali lwakho ngokuphindwe kalishumi kunokuba bekulindelwe. Ngaphandle kwendlela yokubeka imida enzima, ingxaki encinci yokubhala ikhowudi inokutshisa imali yakho yekota ye-AI kwiiyure ezimbalwa.
Emva koko kukho ingozi yokutshixeka kwabathengisi. Ukuba ucinezela usetyenziso lwakho kumboneleli othile, uya kubhajwa xa benqamka okanye ngequbuliso benyusa amaxabiso abo. Isango likuvumela ukuba tshintsha iimodeli ngokungxama, ukusuka kwi-OpenAI ukuya kwi-Anthropic okanye kwi-Gemini ngaphandle kokubhala ngokutsha yonke ikhowudi yakho. Ikugcina ukhawuleza kwaye ikuthintela ekubeni ubanjwe yimephu yendlela yomboneleli omnye.
Ukhuseleko lolunye uthintelo olukhulu. Xa idatha yeshishini ihamba nge-API yomntu wesithathu, kufuneka wazi ukuba I-PII (Ulwazi oluchongiweyo lomntu) ayifakwanga ngumboneleli. Ukusebenzisa ulawulo lokufikelela olusekelwe kwindima (RBAC) kunye nokuphicotha zonke izigqibo ze-AI akunakwenzeka ngaphandle komaleko ophakathi ojonga umjelo wedatha kwaye unyanzelise imigangatho yokuthobela imithetho efana ne-HIPAA okanye i-SOC 2.
Okokugqibela, kukho umba wobumfama bokusebenza. Ii-LLM ziyasilela ngeendlela ezingaqhelekanga—zinokunika impendulo eqinisekileyo kodwa engalunganga ngokupheleleyo okanye ngequbuliso zifikelele kumda wereyithi. ukuqaphela okunzulu kunye nokubeka esweni ngexesha langempelaUkulungisa ezi ngxaki kufana nokuzama ukufumana inaliti enqwabeni yengca ngelixa unxibe i-blindclop.
Ukuhlalutya izisombululo ze-AI Gateway eziphezulu
Ukuba ufuna indlela yokulawula oku, ungazami ukuzakhela iziseko zakho kwasekuqaleni—oko kufana nokwakha isiseko sakho sedatha endaweni yokusebenzisa iPostgreSQL. Endaweni yoko, jonga imeko yobungcali. I-TrueFoundry ihlukile kwabo bafuna ukusebenza okuluhlaza, iyazingca ngokubambezeleka okungaphantsi kwe-5ms kunye nokukwazi ukusingatha izicelo ezingaphezu kwama-350 ngomzuzwana kwisiseko seCPU nganye. Uyilo lwabo lwahlula iplani yokulawula kwiplani yedatha, oko kuthetha ukuba ukuqinisekiswa kunye nokunciphisa isantya kwenzeka kwimemori yeempendulo ezikhawulezayo.
I-TrueFoundry inamandla kakhulu kwicala lolawulo, inika uphawu lokusetyenziswa kwenqanaba lethokheni ukuze ukwazi ukubona ukuba leliphi iqela okanye indawo echitha uhlahlo-lwabiwo mali lwakho. Bakwaxhasa I-Model Context Protocol (MCP) yoqhagamshelwano olukhuselekileyo lwe-arhente, ekuvumela ukuba uqhagamshele ngokukhuselekileyo iiarhente ze-AI kwizixhobo ezifana neSlack kunye neGitHub ngaphandle kokudala ingxolo yezihlanganisi ezenziwe ngokwezifiso. Yindawo enamandla kwabo bafuna Ukuthobela i-SOC 2 Uhlobo 2 kunye ne-HIPAA ngaphandle kokuncama isantya.
Kwelinye icala, iKong AI yeyona nto ithandwayo kumaqela asele engene nzulu kwinkqubo yendalo yaseKong. Izisa ulawulo lwe-API oluvuthiweyo kwihlabathi le-AI, inika ukuhanjiswa kwentsingiselo kunye nokulinganisela umthwalo okuphambiliNangona izinzile kakhulu, abanye abasebenzisi bafumanisa ukuba imodeli yamaxabiso ayicacanga kangako, kunye neendleko ezinokudlula i-$30 ngezicelo zesigidi kuxhomekeke kwiiplagin ezisetyenzisiweyo.
IPortkey ithatha indlela eyahlukileyo ngokuzibeka njengeqonga le-LLMops. iireyili zokukhusela ezilungiselelwe kwangaphambili ezingaphezu kwama-50 ukuze ibambe ukuvuza kokhuseleko kunye nomxholo wokucoca. Nangona inika ukubonakala okuhle kunye ne-99.99% ye-SLA yexesha lokusebenza, abanye bafumanisa ukuba ujongano lwayo lunzima kancinci, kwaye ezinye iimpawu eziphambili ezifana nemida yohlahlo lwabiwo-mali zivaliwe emva kwamanqanaba eenkampani ezibizayo.
Kwabaphuhlisi ababeka phambili ubulula, iHelicone lukhetho oluhle olwakhelwe kwiRust. Igxile kwi amava omphuhlisi ngokudibanisa umgca omnye kunye nedeshibhodi yokujonga ecocekileyo. Nangona kunjalo, ayinazo izixhobo zolawulo olunzima kunye nokuthobela imithetho ezifunekayo yinkampani yeFortune 500, nto leyo eyenza ukuba ibe ngcono kwii-apps ezijongene nabathengi kuneendawo zenkampani ezilawulwa kakhulu.
Okokugqibela, kukho iLiteLLM, eyona venkile ithandwayo evulelekileyo. Ibonelela nge Iproksi esekwe kwiPython edibanisa amakhulu ee-API kwifomathi ye-OpenAI. Ilungele amaqela afuna ulawulo olupheleleyo kunye nokungafihlisi nto ngokusebenzisa ulungiselelo lwe-YAML. Ingxaki yintoni? Ayinaso isakhiwo esisemthethweni senkxaso yorhwebo kwaye inokubandezeleka yi ukungazinzi kwiikali ezinkulu, idla ngokufuna uluntu ukuba lulungise iimpazamo ngesandla ngeGitHub.
Ukujonga Ikamva lee-Arhente ze-AI
Njengoko sisiya kwihlabathi lee-arhente ze-AI ezizimeleyo, ubunzima buyanda. Ii-arhente azincokoli nje kuphela; zenza izenzo ezibiza imali, njengokubiza ii-API ezihlawulelwayo okanye ukujikeleza izixhobo zekhompyutha. Oku kudala umngeni omtsha: indlela yokulawula inkcitho xa iarhente isenza izigqibo ngokuzimelaIindlela zangoku ezifana nokuvunywa ngesandla okanye ukujonga iirekhodi emva komnxeba azicacanga kakhulu xa kuthelekiswa nendlela esebenza ngokukhawuleza ngayo imisebenzi ye-arhente kwezorhwebo.
Sikwabona utshintsho oluya inkxaso multimodalIiGateways kungekudala ziza kufuna ukuphatha imifanekiso, iaudio, kunye nevidiyo, zilawula izakhiwo zeendleko ezahlukeneyo kunye neemfuno ze-latency eziza nezi fomathi. Ngaphezu koko, intshukumo eya kwi-intanethi ukuthunyelwa komda kunye ne-hybrid kuthetha ukuba iinkampani ziya kufuna ukuqhuba iimodeli zasekuhlaleni ngenxa yokhuseleko ngelixa zigcina umaleko welifu ophakathi wolawulo.
Kubalulekile ukuqaphela ukuba iiarhente ze-AI zisenendlela ende ekufuneka ziyihambe kwiindawo ezithile. uvelwano olunzulu, iindlela ezintsonkothileyo zentlalo, kunye nokugweba ngokuziphathaAwuyi kubona iarhente ye-AI ithatha indawo yengcali yezonyango okanye ijaji kungekudala kuba abanalo ulwazi lokuziphatha. Ngokufanayo, iindawo zomzimba ezinobungozi ezifana notyando okanye impendulo yentlekele zisafuna ukuba abantu bakwazi ukuziqhelanisa nezinto ezifunekayo. I-AI ayinakuphinda iphindaphindeke ngexesha langempela.
Utshintsho oluvela kwiiprojekthi ze-AI zovavanyo ukuya kwiinkqubo zezinga lemveliso luxhomekeke ngokupheleleyo kwiziseko zophuhliso ozikhethayo namhlanje. Nokuba ubeka phambili ukusebenza okuphezulu kunye nokuthobela i-TrueFoundry, inkqubo yendalo yaseKong, okanye ukuguquguquka kweLiteLLM, ukuba ne- umaleko ophakathi wokhuseleko, ulawulo lweendleko, kunye nokuqwalaselwa yindlela ekuphela kwayo yokuphepha isiphithiphithi sokusebenza njengoko umkhondo wakho we-AI usanda.
