Kimi K3.1 Pro Uyasebenza

I-Kimi K3.1 Pro iyimodeli yokuqala ochungechungeni lwe-K3.1 eyethulwe yi-Moonshot AI, imodeli enamandla kunazo zonke kuze kube manje enezisindo ezivulekile nezinga lamapharamitha ayizigidigidi ezi-3,000, futhi isekela umongo wamathokheni ayisigidi. Njengenguqulo eqeqeshwe kabusha ye-K3, amakhono ayo ekhodi, ukudala nge-3D, ucwaningo lwezezimali kanye nama-Agent emisebenzi emide athuthuke kakhulu. Ithole u-65.7% ku-Terminal-Bench 4.0 (idlula i-GPT-6 Astra), kwathi ku-OfficeQA Pro v2, okuyibhentshimakhi yezezimali, yathola amaphuzu angu-64.4 yaba i-SoTA. I-Kimi K3.1 Pro yasebenzisa izilawuli eziqondisiwe ngesikhathi sokuqeqeshwa ukuze isuse idatha yokuhlasela nokuvikela amanethiwekhi, ngaleyo ndlela ilawule ubungozi bokusetshenziswa kabi. Izisindo eziphelele zemodeli ye-Kimi K3.1 Pro azikakhishwa; inkampani ithembise ukuthi zizovulelwa umphakathi ngaphambi komhla ka-2026年11月4日.

Ukuthuthukiswa kwekhodi: Kusukela ekulungiseni amaphutha kumarephozithori ekhodi angempela kuya ekwakheni amaphrojekthi aphelele kusukela ekuqaleni, ithole u-65.7% ku-Terminal-Bench 4.0, yadlula i-GPT-6 Astra.
Ukuthuthukiswa kwemidlalo namakhasi ewebhu: Isebenzisa kahle izinjini ezifana ne-Unity, Unreal Engine ne-Godot, ikhiqize amakhasi e-frontend, izigcawu ezisebenzisanayo ze-Three.js kanye nezimpahla ze-3D, ngokuthuthuka okubonakalayo ekucwengisisweni kwesithombe.
Ukubhala ikhodi kwama-Agent emisebenzi emide: Iyakwazi ukwenza imisebenzi enezinyathelo eziningi ngokuphindaphinda. Kokunye ukuhlolwa, yakhela imodeli evulekile yokwakheka komzimba womuntu isilingisi samandla okuhamba; ngemva kokubuyekezwa okungu-420, yafinyelela ekuhambeni okuqhubekayo imizuzwana engu-11.2.
Ukumodela nokuklama kwe-3D: Yakha kabusha amamodeli e-3D asebenzisekayo kusukela embhalweni, emidwebeni elula noma ezithombeni eziyisithenjwa. Isebenza kahle ekumodeleni okuyipharamitha kwezingxenye zemishini nezakhiwo, futhi ingaqondisa i-Blender namathuluzi e-CAD ngokuqondile ngaphandle kwe-MCP.
Ucwaningo lwezezimali: Iletha ukumodela kwezezimali, imibiko yocwaningo lokutshalwa kwezimali kanye nocwaningo olujulile lwezimboni kusukela ekuqaleni kuze kube sekugcineni. Ku-OfficeQA Pro v2 ithole amaphuzu angu-64.4, yaba ngeyokuqala emhlabeni.
Ukuthuthukisa ukunemba kwamaqiniso: Ekuhlolweni kwengcindezi yokukhohlisa, izinga lamaphutha lehle lisuka ku-23.4% le-K3 laya ku-8.3%, futhi izinombolo ezibalulekile nezingcaphuno zingalandelwa emthonjeni wazo.
Inguqulo eshesha kakhulu: I-K3.1 Pro Highspeed inobuhlakani obufanayo kodwa ikhipha izimpendulo ngokushesha izikhathi ezingu-2~3, ilungele ukusebenzisana kwesikhathi sangempela.

Ukuqeqeshwa kabusha ngezinga elikhulu nokuqiniswa okuhlangene: I-K3.1 Pro iyinguqulo eqeqeshwe kabusha ye-K3, futhi inzuzo yayo enkulu ivela ekwandisweni okukhulu kwamandla e-RL. Ukuze kusekelwe ukuqeqeshwa okuhlangene ngezinga elikhulu emikhakheni engamakhulu, ithimba lenze ngcono lonke ungqimba lwesitaki sobuchwepheshe, okuhlanganisa uhlaka lwe-RL, ukucabanga ngomongo omude, ukusebenza kahle kokuqeqeshwa, ingqalasizinda yama-sandbox, uhlelo lokuhlela ama-rollout kanye nenkundla eyabiwe yokuhlola ikhwalithi yezindawo. Lokhu kuqinisekisa ukuthi wonke amandla e-RL angeziwe aguqulwa ngokuzinzile abe ukuthuthuka kwamakhono okulindelekile, okuholela ekuthuthukeni okuphelele kuyo yonke imikhakha.
Amakhono akhethekile aqhutshwa ukubizwa kwamathuluzi: Imodeli iqeda imisebenzi ngokubhala nangokuqhuba izikripthi zamathuluzi angaphandle akhethekile, njenge-Blender, FreeCAD, izinjini zemidlalo namathuluzi okucubungula idatha yezezimali. Kumabhentshimakhi afana ne-BenchCAD, amaphuzu anethuluzi (92.7%) aphezulu kakhulu kunalawo angenathuluzi (72.8%). Lokhu kubonisa ukuthi amakhono ayo avela endleleni yokusebenzisana ethi “ukucabanga kwemodeli + ukwenziwa kwethuluzi”: imodeli yenza ukuqagela kobudlelwano bendawo, kanti ukwakhiwa kwejometri kwenziwa yisoftware ekhethekile.
Isakhiwo sokucabanga ngomongo omude: Imodeli isekela ngokwemvelo umongo wamathokheni ayisigidi, futhi yenzelwe ngokukhethekile ukucabanga ngomongo omude ngesikhathi sokuqeqeshwa kwe-RL. Lokhu kuyivumela ukuba igcine ukwenziwa kwezinyathelo eziningi, ukuhlola amadokhumenti ahlukahlukene kanye nokuxazulula izinkinga kusukela ekuqaleni kuze kube sekugcineni emisebenzini emide, okuyisisekelo sesakhiwo samakhono ayo e-Agent.
Ukuqondaniswa okukhethekile kokunemba kwamaqiniso: Ezindaweni ezifana nezezimali nocwaningo, lapho kudingeka khona ukunemba okuphezulu kwamaqiniso, ithimba lenze ngcono ngokukhethekile ukunemba kwamaqiniso lisebenzisa iziyalezo zomsebenzi wangempela eziyinselele. Ngokuphindaphinda ukuhlolwa kwengcindezi kwe-Kimi Hallu Bench Hard, lehla izinga lamaphutha ezingeni le-claim lisuka ku-23.4% laya ku-8.3%, okwenza imiphumela iqinisekiseke futhi ilandeleke.
Ukuhlaziywa komthombo wamakhono nokulawulwa kokuphepha kwezinga ledatha: Ithimba lithole ukuthi amakhono okuhlasela nokuvikela amanethiwekhi avela ngokwemvelo lapho isikali sokuqeqeshwa sikhula, futhi avela ekuhlanganisweni kokuqukethwe kwamadatha okuqeqeshwa aphakathi nezindawo ze-RL. Ngakho, ngaphambi kokukhishwa, lahlonza futhi lasusa idatha yokuhlasela nokuvikela ezigabeni ezimbili, lehla ngamabomu amaphuzu e-xdev-bench-hard asuka ku-90.5% aya ku-81.0%. Lokhu kugcina amakhono ajwayelekile wokuhlela ikhodi, kuyilapho kuqinisekisa ukuthi izisindo ezivulekile aziqhubekisi phambili umkhawulo wamakhono okuhlasela nokuvikela.

Iwebhu/App ye-Kimi: Vakashela i-Kimi noma ulande inguqulo yakamuva ye-Kimi App (iOS, Android, HarmonyOS). Ngemva kokungena, khetha imodeli ye-K3.1 Pro ukuze uxoxe nayo.
I-Kimi Work: Landa iklayenti ledeskithophu le-Kimi Work, ulifake, bese ukhetha i-K3.1 Pro ukuze uphathe imisebenzi yasehhovisi.
I-Kimi Code: Qalisa i-Kimi Code kutheminali noma kwideskithophu, faka umyalo othi /model bese ushintshela ku-K3.1 Pro ukuze uqale ukuhlela ikhodi.
I-Kimi API: Ngena ku-platform.kimi.com, khetha i-kimi-k3.1-pro njengemodeli (inguqulo eshesha kakhulu yi-kimi-k3.1-pro-highspeed), bese ubiza i-interface ukuze wakhe izinhlelo zokusebenza.
Ukusetshenziswa ngamabhizinisi: Ngemva kokuba umlawuli webhizinisi ebhalisele inguqulo yebhizinisi ekhasini lentengo, angavulela inhlangano i-K3.1 Pro mathupha.

Ukusebenza okusondela kumamodeli avaliwe anamandla kakhulu: Izinga lamapharamitha ayizigidigidi ezi-3,000 kanye nomongo wamathokheni ayisigidi, namakhono ekhodi nama-Agent afinyelela noma asondele ezingeni lamamodeli avaliwe anamandla kakhulu.
Amakhono aphelele ekhodi: Iyakwazi ukubhekana nawo wonke amazinga okubhala ikhodi, kusukela ekulungiseni amaphutha kuya ekwakheni amaphrojekthi aphelele, futhi inekhono emidlalweni nasekuthuthukisweni kwamakhasi ewebhu kusetshenziswa i-Unity, Unreal, Godot nezinye izinjini.
Ukudala kwe-3D okuvelele: Ithole u-92.7% ku-BenchCAD, futhi ingaqondisa ngokuqondile amathuluzi afana ne-Blender ne-FreeCAD ukuze yenze ukumodela okuyipharamitha ngaphandle kwe-MCP; amamodeli angalandwa ukuze aphrintwe nge-3D.
Ucwaningo lwezezimali oluhamba phambili: Ithole amaphuzu angu-64.4 ku-OfficeQA Pro v2 yaba ngeyokuqala emhlabeni, futhi yeqa kakhulu inguqulo yangaphambilini kumabhentshimakhi angaphakathi okumodela kwezezimali, ucwaningo nokusebenza kwebhizinisi.
Ukunemba okuphezulu kwamaqiniso: Ekuhlolweni kwengcindezi yokukhohlisa, izinga lamaphutha lehle lisuka ku-23.4% laya ku-8.3%; idatha ebalulekile ingalandelwa emthonjeni wayo, futhi ezimweni ezinamathuluzi ukunemba kwayo kweqa i-Claude Opus 5.5.

Iwebhusayithi esemthethweni yephrojekthi: https://www.kimi.com/en/blog/kimi-k3-1-pro

Ukuthuthukiswa kwemidlalo: Yakha umdlalo wokulwa wasenganekwaneni waseMpumalanga esigodlweni sasezulwini esiphezu kolwandle lwamafu ku-Unreal Engine 5.8, yamodela ngohlelo i-colonnade enobubanzi obungamamitha angu-1,750, yabe isiyinikeza ngokusebenzisa i-Nanite ne-Lumen.
Ukuklama ukuphrinta kwe-3D: Sebenzisa i-trimesh ukuklama isibani setafula esinezikhala esinezingxenye ezinhlanu, esikhuthazwe yizakhiwo zase-Fujian Tulou; ngemva kokukhiqizwa singalandwa ngokuqondile ukuze siphrintwe nge-3D.
Ukumodela kwezezimali: Iletha imodeli yezezimali ye-NVIDIA (NVDA) kusukela ekuqaleni kuze kube sekugcineni njengomhlaziyi. Izinto eziqhuba ukusebenza zingalungiswa ngokwezimo, futhi ukuhlaziywa kokuzwela kubonisa ngokuqondile umthelela wazo ekulinganisweni kwenani.
Umbiko wocwaningo lwemboni nokutshalwa kwezimali: Iqede umbiko ojulile ngomkhakha wekhompuyutha ye-quantum, yachaza ukuphambuka kokuvumelana okulindelekile kanye nendlela ngemva kokubuyekeza imibiko yezezimali; inombolo ngayinye nengcaphuno ngayinye kungalandelwa emthonjeni oyinhloko.