I-API ye-Kimi K2 Engavinjelwe
Umbono, ukubiza amathuluzi kwemvelo newindi le-262K esisekelweni se-ejenti se-Moonshot samapharamitha ayisigidintathu — okungavinjelwe, ku-$0.78 engenayo / $3.67 ephumayo ngethokheni eyisigidi.
Ngamafuphi
I-Kimi-K2.6 · W4A16-AUTOROUND-REAP iyizinga lenani lomndeni we-Kimi esangweni le-Shannon. Yi-MoE ye-ejenti ye-Moonshot AI yamapharamitha ayisigidintathu — imodeli eyakhelwe amaluphu amade okusebenzisa amathuluzi — ekhonzwa ingavinjelwe nokufakwa kwesithombe, ukubiza amathuluzi kwemvelo, okukhishwayo okuqinile kwe-JSON-schema nomongo wamathokheni angu-262,144, ku-$0.78 / $3.67 ngethokheni eyisigidi. Umfowethu wayo i-Kimi-K3 ibiza cishe ngokuphindwe kahlanu. Isigaba 04 siyincazelo eqotho yokuthi nini lokho kuphindwa kahlanu kukuthengela okuthile nokuthi nini kungakuthengeli lutho.
Amakhasi amaningi e-"modeli eshibhile" empeleni amayelana nemodeli encane egqoke igama lomndeni wemodeli enkulu. Leli akunjalo. I-Kimi K2.6 iyisisekelo esigcwele sezinga lomkhawulo — amapharamitha ayisigidintathu e-Mixture-of-Experts esabalele, ene-encoder yombono yemvelo nohlelo lokuqeqesha oluqondiswe ngqo ekusetshenzisweni kwamathuluzi kwe-ejenti. Okuyenza ibe yizinga lenani akusibo ubuchopho obuncane kodwa iresiphi yokucindezela eqine kakhulu. Ngakho umbuzo akusiwo othi "ingcono ngokwanele yini?" kodwa othi "yimiphi imisebenzi eqaphela ngempela umehluko phakathi kwayo nomfowethu wayo obiza ngokuphindwe kahlanu?" Ingxenye enkulu yalesi sihloko iphendula lokho.
01Iyini ngempela i-Kimi K2.6?
I-Kimi K2.6 iyimodeli yezisindo ezivulekile evela ku-Moonshot AI, ilebhu yase-Beijing engemuva kochungechunge lwe-Kimi, eyakhishwa ngo-Ephreli 20, 2026. Ithatha ukwakhiwa okwenza i-K2 yaqapheleka: i-transformer ye-Mixture-of-Experts esabalele enamapharamitha acishe abe yisigidintathu esewonke nacishe abe yizigidigidi ezingu-32 asebenzayo kuthokheni ngalinye, ehlelwe njengochwepheshe abangu-384, abangu-8 abaqondiswayo kanye noyedwa owabelwanayo engqimbeni ngalinye kumangqimba angu-61, nge-Multi-head Latent Attention. Ingxenye encane kuphela yaleso sigidintathu esebenza kunoma yiliphi ithokheni — okuyikho ncamashi okwenza imodeli yalolu sayizi ibekwe intengo ngamasenti.
Uzalo lubalulekile ngenxa yalokho i-Moonshot eyakulungiselela. I-K2 yasekuqaleni yaqeqeshwa ngaphambili cishe emathokhenini ayizigidigidi eziyinkulungwane namakhulu amahlanu nesigamu isebenzisa i-optimizer ye-Muon / MuonClip, eyakhelwa ngqo ukugcina i-MoE yamapharamitha ayisigidintathu ingahlushwa ukuqhuma kokunaka nokugxuma kwelahleko okuphazamisa ukuqeqeshwa kulelo zinga; i-Moonshot yabika ukungazinzi kokuqeqeshwa okungu-zero kukho konke ukusebenza. Lokho kungenhla kwakho konke okunye — kwabavumela ukuthi bachithe isabelo sokuqeqesha ekuziphatheni kwe-ejenti kunasekucimeni umlilo.
I-K2.6 ikhulisa lokho ngezindlela ezimbili. Okokuqala, ingeyezindlela eziningi ngokwemvelo: izithombe namafreyimu evidiyo adlula ku-MoonViT, i-encoder yombono yamapharamitha acishe abe ngu-400M ehlukanisa isithombe sibe yizingcezu ezingu-448x448 bese ikhombisa ingcezu ngayinye ngqo endaweni yamathokheni yemodeli yolimi — amathokheni okubona ahlala kuchungechunge olufanayo nakho konke okunye, hhayi kumbhali wamagama onamathiselwe ondla imodeli eyimpumputhe. Okwesibili, yakhelwe ukuhlelela ukujula: umsebenzi we-Agent Swarm we-Moonshot ubika ukubambisana kufika kuma-sub-ejenti angu-300 achwepheshile emkhakheni kanye nezinyathelo ezifika ku-4,000 ezihlanganisiwe ekusebenzeni okukodwa okuzimele.
Iphrofayela yokuhlolwa ebikwe yi-Moonshot
Lawa ngamanani abikwe yi-Moonshot ngesisekelo se-K2.6 esingacindezelwe, hhayi ukukala kwethu. Ayasiza ngesimo, hhayi ngokunemba:
Funda isimo, hhayi izinombolo. Amaphuzu okusebenzisa amathuluzi nawokuqondiswa ukusesha aphezulu; amaphuzu obunzima obumsulwa aphansi. Lokho kuwuphawu lwemodeli eqeqeshelwe ukwenza kahle kunokwazi konke — ukushintshana okulungile uma i-ejenti yakho inesiphequluli, i-shell nesistimu yamafayela, okungalungile uma ubuza umbuzo owodwa onzima ngaphandle kwamathuluzi.
02Kusho ukuthini u-W4A16-AUTOROUND-REAP
Isijobelelo se-id yemodeli asiwona umhlobiso. Kuyiresiphi ncamashi yokucindezela, eshicilelwe ukuze ukwazi ukucabanga ngokushintshana okwenzayo.
- W4A16 — izisindo emabhithini amane, ukusebenza kubalwa kwayi-16. Inkumbulo yezisindo yehla cishe ngokuphindwe kane uma iqhathaniswa ne-bf16 kuyilapho izibalo eziqongelela iphutha zihlala ngokunemba kwamabhithi ayi-16. Leli yiphuzu elijwayelekile lokukhonza lekhwalithi ephezulu lamamodeli e-MoE amakhulu kakhulu.
- AUTOROUND — isikali se-AutoRound se-Intel. Ukugoba okulula kwe-round-to-nearest kuphatha isisindo ngasinye ngokuzimela futhi kulahle ulwazi imodeli ebixhomeke kulo; i-AutoRound ifunda izinqumo zokugoba ngokumelene nedatha yokukalibhula kunalokho. Kumgomo wamabhithi amane lowo ngumehluko phakathi kwemodeli esalandela isikimu neyeqa endleleni.
- REAP — Router-weighted Expert Activation Pruning, evela ku-Cerebras Research (arXiv 2510.13999, ICLR 2026). Iningi lochwepheshe ku-MoE aliqondiswa kubo kaningi. I-REAP inikeza ngamunye amaphuzu kokubili emanini egeti yakhe ye-router nasemazingeni akhe okusebenza, bese isusa abangabalulekile kunabo bonke ngokushaya kanye. Umphumela oshicilelwe: kufika ku-50% wochwepheshe kuthenwa emamodelini amapharamitha ayisigidintathu kuyilapho ikhwalithi eyisisekelo igcinwa ikakhulu, futhi ukuthena kudlula ukuhlanganisa ochwepheshe emisebenzini yokukhiqiza — ukuhlanganisa kufiphaza ochwepheshe ndawonye, ukuthena kuvele kususe abangasetshenziswa.
Uma kusetshenziswa ngalolo hlelo — thena kuqala, ukale lokho okusalayo — uthola imodeli elingana futhi esebenza ngokushesha ngaphandle kokuwa kwekhwalithi ubuchwepheshe ngabunye obebungakubanga kulawo mazinga. Ukuze siqonde ngezindleko: imodeli ecindeziwe ayifani ngebhithi ngalinye neyasekuqaleni. Lokho iresiphi ekuthengayo ukuthi ukwehla kwehlela lapho ungenakukuqaphela — izindlela zokuqondisa ezingavamile, imisila yamathokheni anethuba eliphansi — kunokuba kwehlele ekulandeleni imiyalelo, ekwakhiweni kwefomethi yokubiza amathuluzi, noma ekulandeleni isikimu.
03Kusho ukuthini u-"ongavinjelwe" kulesi siphetho
Okungavinjelwe lapha kuyisitatimende ngokwakhiwa, hhayi ngesimo sengqondo. Alukho ungqimba lokwenqaba phambi kwemodeli futhi akukho ukuhlungwa kokuqukethwe kokukhishwayo kwayo. Isicelo sakho sifinyelela esisekelweni futhi impendulo yaso ifinyelela kuwe; akukho okuvimbayo kunoma yiluphi uhlangothi.
Lowo mehluko ubalulekile, ngoba u-"ongavinjelwe" usetshenziswa ngokuxegayo. Izinto ezintathu ezehlukene zihlanganiswa ngaphansi kwaleli gama:
- Ukuhlukaniswa kokufakwayo — imodeli ehlukene ifunda umyalelo wakho bese inquma ukuthi iwudlulise yini. Ayikho lapha.
- Ukuhlungwa kokukhishwayo — isiskena sihlola umbhalo okhiqiziwe bese siwunquma noma siwushintsha. Akukho lapha.
- Ukuthambekela kwesisekelo uqobo — noma yini imodeli eyisisekelo eyakufunda ekuqeqeshweni. Lokho kungokwemodeli, futhi asisho ukuthi sikususile.
Ezimbili zokuqala yizo eziphula izinhlelo zokukhiqiza, futhi yizona ezimbili esizisusayo. Isihlukanisi esisebenza kuma-0.5% ezicelo yizinga lokwehluleka elingu-0.5% ongeke ukwazi ukulisusa amaphutha, ongeke ukwazi ukulidlulisela, futhi ongakwazi ukulibona lifika — futhi kuluphu ye-ejenti yezinyathelo ezingu-200, ukwehluleka okungu-0.5% esinyathelweni ngasinye kwanda kube ukusebenza okwehluleka kaningi kunokuphumelela. Ukwenqaba engxoxweni kuyacasula; ukwenqaba esinyathelweni sama-147 sokusebenza okuzimele kubhubhisa isimo sokusebenza futhi kushise konke okuchithile ukufika lapho. Emisebenzini ye-ejenti, ukususa indawo yokwenqaba kuyisakhi sokwethembeka, hhayi ukukhetha kwesitayela.
Umphumela walokho ukuthi isibopho sidlulela kuwe. Alikho inetha lokuphepha phakathi kohlelo lwakho nabasebenzisi bakho; uma umkhiqizo wakho ulidinga, lakhe lapho ungalibona khona, ulushune, futhi ululogele. Sicela ufunde inqubomgomo yethu yokusebenzisa ngokuzibophezela kuqala.
04I-Kimi K2.6 ngokumelene ne-Kimi K3: nini ukuphindwa kahlanu kufaneleka?
Yilesi isinqumo abafundi abaningi abeze ngenxa yaso, ngakho nasi ngaphandle kokugwema. I-Kimi-K3 · 3BIT-REAP yisisekelo esikhulu, esisha: samenyezelwa ngoJulayi 16, 2026 nezisindo ezivulekile ngoJulayi 27, ku-mapharamitha acishe abe yizigidintathu ezimbili nengxenye eyisishiyagalombili esewonke nacishe abe yizigidigidi ezingu-104 asebenzayo kuthokheni ngalinye — ngaphezu kokuphindwe kathathu kwezibalo ezisebenzayo ze-K2.6. Ngenhla, i-Moonshot ibala i-K3 cishe kokuphindwe kahlanu kwentengo ye-K2.6, futhi intengo yesango lethu ilandela leso silinganiso.
| Kimi-K2.6 · W4A16-AUTOROUND-REAP | Kimi-K3 · 3BIT-REAP | |
|---|---|---|
| Okungenayo / amathokheni angu-1M | $0.78 | $3.83 |
| Okuphumayo / amathokheni angu-1M | $3.67 | $19.12 |
| Iwindi lomongo | 262,144 | 262,144 |
| Okukhishwayo okuphezulu / isicelo | 16,384 | 16,384 |
| Okufakwayo okuyisithombe | Yebo | Yebo |
| Ukubiza amathuluzi kwemvelo | Yebo | Yebo |
| I-json_schema eqinile | Yebo | Yebo |
| Ayivinjelwe | Yebo | Yebo |
| Amapharamitha asebenzayo / ithokheni | ~32B | ~104B |
Bheka lokho ithebula elingakukhombisi: awukho umugqa lapho i-K3 inesici i-K2.6 engenaso. Iwindi elifanayo, okukhishwayo okuphezulu okufanayo, umbono ofanayo, ukubiza amathuluzi okufanayo, okukhishwayo okuhlelekile okufanayo, isimo esifanayo sokungavinjelwa, izilimi ezintathu ezifanayo. Ukuphindwa kahlanu kuthenga into eyodwa ncamashi — amandla amsulwa ekudluleni okukodwa. Lokho kungokwangempela, kodwa kungumbandela owodwa, futhi akwenzi lutho kwimibandela lapho kungesiwo umkhawulo wakho.
Iphuzu lewindi lomongo ngokuqondile
Ngenhla, isici esiyinhloko se-K3 ngumongo wamathokheni ayisigidi ngokumelene nowamathokheni angu-262K we-K2.6. Esangweni le-Shannon womabili amamodeli akhonzwa ngamathokheni angu-262,144. Uma umongo omude ubuyisizathu sakho sokukhokha ngokuphindwe kahlanu, leso sizathu asisebenzi lapha — ubuzokhokha inani elengeziwe bese uthola iwindi elifanayo. Lolu wuhlobo lwento umthengisi olingeka ukuyishiya ingashiwo, yingakho ibhalwe ngokugqamile.
Khokha ukuphindwa kahlanu uma
- Ukushaya okukodwa kufanele kufike. Ukudlula okukodwa okunzima lapho ukuzama kabusha kubiza noma kungenzeki — isenzo esingabuyiseki, isinqumo ekugcineni komshini omude. Amapharamitha amaningi asebenzayo kuthokheni ngalinye yikho ncamashi okukhulisa uphahla ekudluleni okukodwa.
- Umsebenzi uboshelwe olwazini, hhayi emathuluzini. Ukuhlanganisa okujulile lapho impendulo kufanele iphume ezisindweni. Iphrofayela ye-K2.6 ingeye-ejenti; susa amathuluzi bese isisekelo esikhulu siyabonakala.
- Ivolumu iphansi futhi okusengcupheni kuphezulu. Ekubizeni okungu-500 ngenyanga, ukuphindwa kahlanu ngu-$40 esikhundleni sika-$8. Vele uthenge imodeli engcono.
Ungakhokhi ukuphindwa kahlanu uma
- Uqhuba iluphu. Ukusebenza okude kwe-ejenti kubuswa yizinyathelo zemishini — funda ifayela, biza ithuluzi, hlola umphumela, khetha elilandelayo — okuyikho ncamashi i-K2.6 eyaqeqeshelwa kona. Ezinyathelweni ezingu-200 ukuphindwa kahlanu kungu-$7.71 ngokumelene no-$38.29 ekusebenzeni ngakunye.
- Ucubungula izithombe ngobuningi. Imisebenzi yombono isindwa ngamathokheni angenayo futhi ukucabanga entweni ngayinye kuncane. Bheka isigaba 05; akusondeli nakancane.
- Umsebenzi ungukukhipha ulwazi, ukuhlukanisa, noma ukuguqula. Ukukhipha izinkambu emadokhumenti, ukuqondisa amathikithi, ukwenza amarekhodi ajwayeleke, ukufingqa — imisebenzi enemikhawulo lapho imodeli enkulu ikhiqiza i-JSON efanayo.
- Unesinyathelo sokuqinisekisa. Uma okukhishwayo kuhlolwa — isethi yokuhlola, isiqinisekisi sesikimu, ukudlula kwesibili, umuntu — ukuphutha okwesikhathi esithile kushibhile futhi umnotho uthanda ivolumu ngokugcwele. Lena yimpikiswano ecatshangelwa kancane kunazo zonke yezinga lenani.
Iphethini efanele ukuqanjwa: qhuba i-K2.6 eluphini ne-K3 esinqumweni. Vumela imodeli ye-ejenti eshibhile yenze izinyathelo eziyikhulu zokuqoqa, zokubiza nezokubhala, bese uchitha ukubiza okukodwa okubizayo ekuhlanganiseni kokugcina. Womabili amamodeli akhuluma i-API efanayo ngewindi lomongo elifanayo, ngakho ukushintsha kungushintsho lomugqa owodwa enkanjini ye-model.
05Umbono ngentengo esebenzayo
Umbono uwuhlangothi olubukhali kakhulu lwe-K2.6 kule khathalogu. Kumamodeli ayishumi nambili angavinjelwe esangweni amane kuphela awamukela izithombe nhlobo, futhi i-K2.6 yiyona kuphela ehlanganisa ukufakwa kwesithombe nozalo lwe-ejenti lwe-Kimi ngaphansi kwedola ngethokheni eyisigidi engenayo.
Imisebenzi yombono inesimo esingajwayelekile sezindleko. Ngokwencazelo eshicilelwe ye-Moonshot ye-MoonViT, isithombe esingu-1024x1024 sinamathokheni acishe abe ngu-576 esithombe — futhi lawo ngamathokheni angenayo, uhlangothi olushibhile lweledlela. Umsebenzi wombono ojwayelekile uhlala cishe ngokuphelele ezingeni lika-$0.78 kunakwelika-$3.67. Thatha izithombe eziyi-10,000, ngayinye inamathokheni acishe abe ngu-200 omyalelo (ngakho amathokheni acishe abe ngu-776 angenayo) namathokheni acishe abe ngu-150 okukhishwayo okuhlelekile:
| Umsebenzi | Kimi-K2.6 | Kimi-K3 | Ukuphindwa |
|---|---|---|---|
| Isinyathelo esisodwa se-ejenti (40K engenayo / 2K ephumayo) | $0.0385 | $0.1914 | 5.0x |
| Ukusebenza okuzimele kwezinyathelo ezingu-200 | $7.71 | $38.29 | 5.0x |
| Izithombe eziyi-10,000, okukhishwayo okuhlelekile | $11.56 | $58.40 | 5.1x |
| Umsebenzi weqoqo (1M engenayo / 200K ephumayo) | $1.51 | $7.65 | 5.1x |
Kubalwe ngamanani ohlu lwesango le-Shannon. Isilinganiso samathokheni esithombe sisebenzisa inani elishicilelwe le-MoonViT le-Moonshot elingamathokheni acishe abe ngu-576 esithombeni esingu-1024x1024; ukuhlukaniswa okunembile kuyahluka ngokuya kwinani lamaphikseli nangesilinganiso sohlangothi.
Umshini wezithombe ongu-$11.56 yinto oyiqhuba nsuku zonke ungacabangi ngayo. Ongu-$58.40 yinto oyihlelayo, oyifakazelayo, ekugcineni bese uyisusa. Lowo mehluko yiyo yonke impikiswano yezinga lenani.
Isixwayiso esisodwa esiqotho. Emabhodini ezikhundla azimele ezindlela eziningi nemisebenzi esekelwe phansi i-K2.6 ibikwe cishe endaweni yama-26 kumamodeli angu-115, isilinganiso siseduze no-68.1 — okuhloniphekile, hhayi okuholayo esigabeni. Umbono wayo unamandla ngempela ekuqondeni amadokhumenti, ekufundeni isithombe-skrini nobuxhakaxhaka besikrini, nasekuchazeni amashadi nemidwebo; ibuthakathaka ekufakeni izinto ezindaweni ngokunemba — amabhokisi angqo, ukubala okuncane ezimweni ezixakekile, i-OCR eminyene yezinto ezisekeniwe ezonakele. Uma udinga ukuthola indawo ngokunemba kwephikseli, hlola kudatha yakho kuqala. Uma udinga imodeli ebheka isithombe-skrini bese inquma ukuthi ichofoze kuphi okulandelayo, leli lithuluzi elilungile ngqo.
06Ukubiza amathuluzi okungenakwenqatshwa namaluphu e-ejenti
I-K2.6 isekela ukubiza amathuluzi kwemvelo: imodeli ikhipha ukubizwa kwamathuluzi okuhlelekile ngqo ezincazelweni zamathuluzi ze-JSON-schema ozinikezayo, kunokukhuthazwa ukuthi ikhiqize umbhalo ohlaziyekayo. Ngengxoxo yemizuliswano eminingi nemiyalelo yesistimu, leyo yisisekelo esigcwele seluphu ye-ejenti.
Lokho u-"ukubiza amathuluzi okungenakwenqatshwa" okwengezayo kuncane kunalokho okuzwakala ngakho. Ku-API ehlungiwe, ukwenqaba ngaphakathi kweluphu ye-ejenti kuvela ngezindlela ezintathu ezehlukene zokwehluleka:
- Ukwenqaba okuqinile — isinyathelo sibuyisa umbhalo esikhundleni sokubiza ithuluzi, isihlaziyi siyehluleka, iluphu iyaphuka. Okungenani kuyezwakala.
- Ukwenqaba okuthambile — ukubiza kwenziwa kodwa izimpikiswano ziyafihlwa: umbuzo oncishisiwe, ipharamitha evikelayo, umthwalo onqunyiwe. Iluphu iyaqhubeka nesimo esehle ngokuthule bese uthola izinyathelo ezine kamuva.
- Ukugwema kusengaphambili — icebo liziqhelelanisa negatsha elisemthethweni ngaphambi kokusondela kulo. Awukaze ukubone lokhu; uvele uthole icebo elibi elingenancaziso.
Okwesibili nokwesithathu yikho okubizayo, ngoba akubonakali: alikho iphutha, akukho emalogini, akukho ongakusesha. Isiphetho esingenalo ungqimba lokwenqaba sisusa sonke lesi sigaba — izimpikiswano zokubiza amathuluzi zemodeli ziyizimpikiswano zokubiza amathuluzi zemodeli.
Lokhu kubaluleke kakhulu emikhakheni edinga ukusebenza okuzimele okude futhi ethinta izinto ezibucayi noma kunjalo: ucwaningo lokuphepha nokuhlasela kweqembu elibomvu, ukuhlaziywa kwe-malware nezigameko, ukucutshungulwa kwamadokhumenti omtholampilo, ukutholwa kwezomthetho, kanye namathuluzi okulawula okuqukethwe okufanele acabange ngalokho okuqukethwe okulawulayo. Ukwakha isihlukanisi sokulawula okuqukethwe kudinga imodeli ezimisele ukubheka lokho ekuhlukanisayo; lokho akulona ukuphikisana, kungumsebenzi nje.
Amanothi asebenzayo ekusebenzeni okude: u-reasoning_effort ukuvumela ukuthi uchithe ukucabanga okwengeziwe ezinyathelweni zokuhlela nokuncane kwezemishini. Ukusakaza kuyatholakala kuzo zontathu izilimi, ngakho isinyathelo eside singaveza inqubekela phambili noma simiswe kusenesikhathi. Futhi amathokheni angu-262,144 omongo agcina isimo sokusebenza sangempela — okuqukethwe kwamafayela, imiphumela yamathuluzi yangaphambili, icebo eliqhubekayo — sihlala kuzo zonke izinyathelo eziningi ngaphandle kokufingqa njalo umzuliswano ngamunye, okuwumthombo ojwayelekile wokweqa kwe-ejenti.
07Okukhishwayo okuhlelekile nezilimi ezintathu ze-API
I-K2.6 isekela kokubili u-json_schema (ukukhiqiza okuboshwe yisikimu ngokuqinile) kanye no-response_format okhululekile. Hlola lokho ngokumelene nekhathalogu: amabili kwayishumi nambili amamodeli lapha awakuseki ukukhishwayo kwesikimu okuqinile, futhi uma isigaba esilandelayo somshini wakho sihlaziya i-JSON, lolo hlu alukho ngokukhetha.
Ukukhishwayo kwesikimu okuqinile yikho okwenza imodeli engavinjelwe isebenziseke njengengqalasizinda: uma imodeli kufanele ikhiphe into ehambisana nesikimu sakho, uthola isiqinisekiso sokuhlaziya esizimele kulokho ebizokusho ngenye indlela — akukho isandulelo, akukho ukuxolisa, akukho isigaba esisongelwe i-JSON yakho. Uma kuhlanganiswa nokungabikho kongqimba lokwenqaba, leso yisiphetho sokukhipha ulwazi esibuyisa into yakho ekubizeni ngakunye, kudokhumenti ngayinye, kungakhathalekile ukuthi idokhumenti imayelana nani.
| Indawo | Ukusekelwa kwe-Kimi-K2.6 | Amanothi |
|---|---|---|
| /v1/chat/completions | Yebo | Ulimi lwe-OpenAI — lulungele ama-SDK akhona |
| /v1/messages | Yebo | Ulimi lwe-Anthropic — imodeli efanayo, izisindo ezifanayo |
| /v1/responses | Yebo | Isixhumanisi esisesimweni se-Responses |
| Ukusakaza | Yebo | Kuzo zontathu izilimi |
| Ukubiza amathuluzi | Yebo | Kwemvelo, izincazelo zamathuluzi ze-JSON-schema |
| json_schema | Yebo | Okukhishwayo okuhlelekile okuqinile |
| response_format | Yebo | Imodi ye-JSON ekhululekile |
| reasoning_effort | Yebo | Shuna isabelo sokucabanga ekubizeni ngakunye |
| Okufakwayo okuyisithombe | Yebo | Izithombe kanye nombhalo |
Zonke izilimi ezintathu zikhomba ezisindweni ezifanayo eqoqweni elifanayo. Khomba iklayenti le-OpenAI elikhona ku-URL eyisisekelo, misa u-model abe ngu-Kimi-K2.6-W4A16-AUTOROUND-REAP, bese uyasebenza. Izimo zesicelo nezempendulo, incazelo yokusakaza, kanye nendawo yokudlala ephilayo kuku-mibhalo ye-API.
08Lapho i-Kimi K2.6 iyisinqumo esingalungile
Umhlahlandlela wemodeli obala amandla kuphela uyisikhangiso. Nali lapho besizokuthumela khona kwenye indawo.
- Udinga uphahla oluphezulu ngokuphelele ekudluleni okukodwa okunzima. Yiya ku-Kimi-K3 bese ukhokha okuphindwe kahlanu. Yilokho eyakhelwe kona.
- Udinga ukuthola indawo yokubona ngokunemba kwephikseli. Amabhokisi angqo, i-OCR eminyene ezintweni ezisekeniwe ezonakele nokubala okunembile ezimweni ezixakekile akusiyo indawo yayo enamandla — hlola kudatha yakho kuqala.
- Udinga okushibhe ukushibha, ngaphandle kombono. Amamodeli amaningana ekhathalogu ahlala ku-$0.50 / $2.00. Inani elengeziwe le-K2.6 lithenga umbono nephrofayela ye-ejenti ye-Kimi; uma ungakudingi kokubili, thatha izinga elishibhile.
- Udinga ngaphezu kwamathokheni angu-16,384 okukhishwayo empendulweni eyodwa. Lolo phahla lusebenza kuyo yonke ikhathalogu — amadokhumenti amade adinga ukukhiqizwa okuhlukaniswe kubizwa kaningi noma yiyiphi imodeli oyikhethayo.
- Ufuna ukuziphatha okufana ngebhithi ngalinye nokwangenhla. Lokhu kungukwakhiwa okuthenwe futhi okukaliwe: ukushintshana okwenziwe ngamabomu, okushicilelwe. Ocwaningweni lokuphinda kwenziwe, sebenzisa izisindo zasekuqaleni ze-Moonshot.
Wonke amanani angenhla lapha ashicilelwe yi-Moonshot AI noma abacwaningi abazimele. Amanani ethu — intengo, umongo, okukhishwayo okuphezulu, amafulegi amakhono — avela ngqo esiphethweni esiphilayo se-/v1/models ongazibuzela sona. Hlola kokubili.
Amanani okwakhiwa, okuhlolwa nawosuku lokukhishwa e-Kimi K2.6 nawe-K3 abikwe yi-Moonshot futhi aboniswe ngesisekelo esingenhla, hhayi ngokwakhiwa kwethu okucindeziwe. Inani lezikhundla lezindlela eziningi livela ebhodini lezikhundla elizimele lenkampani yesithathu. Amanani esango le-Shannon angamanani ohlu kusukela ngoMandulo 5, 2026.
09Imibuzo ebuzwa njalo
Ingabe ikhona i-API ye-Kimi K2 engavinjelwe?
Yebo. I-Shannon AI ikhonza i-Kimi-K2.6 njengesiphetho esingavinjelwe eqoqweni layo lama-GPU: alukho ungqimba lokwenqaba phambi kwemodeli futhi akukho ukuhlungwa kokuqukethwe okusetshenziswa kokukhishwayo kwayo. Uthola ukuziphatha kwesisekelo uqobo, ngewindi lomongo lamathokheni angu-262,144, ukufakwa kwesithombe, kanye nokubiza amathuluzi kwemvelo.
Ibiza malini i-API ye-Kimi K2.6 engavinjelwe?
I-Kimi-K2.6 ingu-$0.78 ngethokheni eyisigidi engenayo no-$3.67 ngethokheni eyisigidi ephumayo. Isinyathelo se-ejenti esijwayelekile samathokheni angu-40K angenayo nangu-2K aphumayo sibiza cishe amasenti angu-3.9; ukusebenza okuzimele kwezinyathelo ezingu-200 kubiza cishe u-$7.71.
Ingabe i-Kimi K2.6 iyawusekela umbono ku-Shannon AI?
Yebo. I-Kimi-K2.6 yamukela ukufakwa kwesithombe kanye nombhalo. Ingenye yamamodeli amane kuphela anombono ekhathalogu ye-Shannon, futhi yiyona kuphela ehlanganisa umbono nozalo lwe-ejenti lwe-Kimi ngaphansi kwedola ngethokheni eyisigidi engenayo.
Kufanele ngisebenzise i-Kimi K2.6 noma i-Kimi K3?
I-Kimi K3 ibiza cishe okuphindwe kahlanu ($3.83/$19.12 ngokumelene no-$0.78/$3.67) ngesisekelo esikhulu. Khetha i-K3 uma ukudlula okukodwa okunzima kokucabanga kufanele kufike ngesikhathi sokuqala futhi ukuzama kabusha kubiza. Khetha i-K2.6 ngevolumu: amaluphu amade e-ejenti, imishini yezithombe, ukukhipha ulwazi, nanoma yini oyiqhuba izinkulungwane zezikhathi, lapho ukuphindwa kahlanu kungumehluko phakathi kokusebenzeka nokungasebenzeki.
Ingabe i-API ye-Kimi K2 engavinjelwe iyakusekela ukubiza amathuluzi ne-JSON schema?
Yebo kokubili. I-Kimi-K2.6 isekela ukubiza amathuluzi kwemvelo, okukhishwayo okuhlelekile okuqinile kwe-json_schema, kanye no-response_format, kuzo zontathu izilimi ze-API: /v1/chat/completions, /v1/messages, kanye no-/v1/responses. Ukusakaza no-reasoning_effort kuyasekelwa kuzo zontathu.
Qhuba i-Kimi-K2.6 ingavinjelwe
Umbono, ukubiza amathuluzi, umongo we-262K. $0.78 engenayo / $3.67 ephumayo ngethokheni eyisigidi.
Funda Imibhalo ye-API Bheka Wonke AmamodeliI-id yemodeli: Kimi-K2.6-W4A16-AUTOROUND-REAP · ikhonzwa eqoqweni lethu lama-GPU
I-Shannon AI iqhutshwa yi-Shannon Lab LLC, New Mexico, USA. Imithombo: Moonshot AI — Kimi K2 · REAP the Experts (arXiv 2510.13999) · Cerebras Research — REAP. Amanani okuhlolwa e-Kimi angenhla abikwe yi-Moonshot futhi asalindile ukuqinisekiswa okuzimele; achaza isisekelo esingacindezelwe, hhayi ukwakhiwa okukaliwe kwe-Shannon.