I-API ye-Kimi K2 Engacinezelwanga

Uninzi lwamaphepha "emodeli etshiphu" ngokwenene amalunga nemodeli encinci enxibe igama losapho lwemodeli enkulu. Eli alinjalo. I-Kimi K2.6 sisiseko esipheleleyo sobungakanani bomphambili — iiparamitha ezisithriliyoni ze-Mixture-of-Experts esasazekileyo, ene-encoder yombono yemvelo nenkqubo yoqeqesho ejolise ngqo ekusetyenzisweni kwezixhobo kwe-agentic. Into eyenza libe linqanaba lexabiso elilungileyo ayisiyongqondo encinci koko yiresiphi yokucinezela enamandla ngakumbi. Ngoko umbuzo asingu "ingaba ilungile ngokwaneleyo?" koko ngu "yeyiphi imisebenzi eyiqaphelayo ngokwenene umahluko phakathi kwale nodade wayo obiza izihlandlo ezihlanu ngaphezulu?" Uninzi lweli nqaku luyayiphendula loo nto.

01Yintoni ngokwenene i-Kimi K2.6?

I-Kimi K2.6 yimodeli enobunzima obuvulekileyo evela kwi-Moonshot AI, ilebhu yaseBeijing engasemva koluhlu lwe-Kimi, eyakhutshwa nge-20 Epreli 2026. Ithatha isakhiwo esenza i-K2 iqapheleke: i-transformer ye-Mixture-of-Experts esasazekileyo eneeparamitha ezimalunga nesithriliyoni esinye zizonke nezingamashumi amathathu anesibini ezigidigidi ezisebenzayo kwitoken nganye, ehlelwe njengeengcali ezingama-384, ezisibhozo ezirawutwayo kunye nenye eyabelwanayo kwimaleko nganye kwiimaleko ezingama-61, ine-Multi-head Latent Attention. Ucezu oluncinci kuphela lwaloo sithriliyoni oludubulayo kuyo nayiphi na itoken enikiweyo — nto leyo ikanye eyenza imodeli yobu bungakanani inokubekwa ixabiso ngeesenti.

Umnombo ubalulekile ngenxa yoko i-Moonshot yakulungiselelayo. I-K2 yokuqala yaqeqeshwa kwangaphambili kwiitoken ezimalunga nesithriliyoni ezilishumi elinesihlanu nesiqingatha isebenzisa i-optimizer ye-Muon / MuonClip, eyakhelwe ngokukodwa ukugcina i-MoE yeeparamitha ezisithriliyoni ingahlaselwa kukuqhuma kwengqwalasela nokunyuka kwelahleko okonakalisa uqeqesho kwelo nqanaba; i-Moonshot yaxela ukungabikho kwakhona ukungazinzi koqeqesho kubo bonke ubaleko. Loo nto ingasentla kwezinye zonke — yabavumela ukuba bachithe uhlahlo-lwabiwo-mali loqeqesho kukuziphatha kwe-agentic endaweni yokucima imililo.

I-K2.6 yandisa oko kwiindlela ezimbini. Okokuqala, ineendlela ezininzi zemvelo: imifanekiso nezikrini zeevidiyo zidlula kwi-MoonViT, i-encoder yombono yeeparamitha ezimalunga nezigidi ezingama-400 eyahlula umfanekiso ibe ziziqwenga ze-448x448 ize iprojekthe isiqwenga ngasinye ngokuthe ngqo kwindawo yetoken yemodeli yolwimi — iitoken zokubonwayo zihlala kulandelelwano olunye njengezinye zonke, ingekuko kumbhali wezihloko oncanyathiselweyo ondla imodeli eyimfama. Okwesibini, yakhelwe ukucwangcisa ngobunzulu: umsebenzi we-Agent Swarm we-Moonshot uxela ukusebenzisana ukuya kwiimeli ezisezantsi ezizizingcali zemimandla ezingama-300 nakumanyathelo asebenzisanayo angama-4,000 kubaleko olunye oluzimeleyo.

Iprofayili yobalo-mgangatho oluxelwe yi-Moonshot

La ngamanani axelwe yi-Moonshot ngesiseko se-K2.6 esingacinezelwanga, ingekuko amalinganiselo ethu. Aluncedo ngomilo, ingekuko ngokuchaneka:

Funda umilo, ingekuko amanani. Amanqaku okusebenzisa izixhobo naqhutywa kukukhangela ahlala phezulu; amanqanaba obunzima obucocekileyo ahlala ezantsi. Lolo phawu lwemodeli eqeqeshelwe ukwenza kakuhle endaweni yokwazi yonke into — yintengiselwano echanekileyo ukuba imeli yakho inebhrawuza, iqokobhe nenkqubo yeefayile, engachanekanga ukuba ubuza umbuzo omnye onzima ngaphandle kwezixhobo ezincanyathisiweyo.

02Ithetha ntoni i-W4A16-AUTOROUND-REAP

Impumezelo kwisazisi semodeli ayilohombiso. Yiresiphi echanekileyo yokucinezela, epapashiweyo ukuze ukwazi ukuqiqa ngentengiselwano oyenzayo.

• W4A16 — ubunzima kwiibhithi ezine, ukusebenza kubalwe kwezilishumi elinesithandathu. Inkumbulo yobunzima yehla malunga nezihlandlo ezine xa kuthelekiswa ne-bf16 ngoxa izibalo eziqokelela impazamo zihlala kwiibhithi ezilishumi elinesithandathu zokuchaneka. Lelo linqaku eliqhelekileyo lokuhambisa okusemgangathweni ophezulu kwiimodeli ze-MoE ezinkulu kakhulu.
• AUTOROUND — isicuthi se-AutoRound se-Intel. Ukujikelezela kweyona ikufuphi ngokungenabuchule kuphatha ubunzima ngabunye ngokuzimeleyo kwaye kulahla ulwazi imodeli ebixhomekeke kulo; i-AutoRound endaweni yoko ifunda izigqibo zokujikeleza ngokuchasene nedatha yolungelelaniso. Kwinjongo yeebhithi ezine loo ngumahluko phakathi kwemodeli esalandela isikimu naleyo iphambukayo.
• REAP — Router-weighted Expert Activation Pruning, evela kwi-Cerebras Research (arXiv 2510.13999, ICLR 2026). Uninzi lweengcali kwi-MoE alurawutelwa kuzo kanqabe. I-REAP inika inqaku nganye kuwo omabini amaxabiso egeyithi yerawuta nemilinganiselo yokusebenza, ize isuse ezibaluleke kancinci kwisitshotsho esinye. Isiphumo esipapashiweyo: ukuya kuma-50% eengcali ezithenwe kwiimodeli zeeparamitha ezisithriliyoni ngoxa umgangatho osisiseko ubanjwa, kwaye ukuthena kubetha ukudibanisa iingcali kwimisebenzi yokuvelisa — ukudibanisa kufiphaza iingcali kunye, ukuthena kulahla nje ezingasetyenziswayo.

Kusetyenziswa ngolo landelelwano — thena kuqala, ucuthe okuseleyo — ufumana imodeli elinganayo eqhuba ikhawuleza ngaphandle kokuwa komgangatho obunokubangelwa nayiphi na kwezi ndlela yodwa kule milinganiselo. Ukuze sithethe ngokungqalileyo ngexabiso: imodeli ecinezelweyo ayifani ngebhithi neyokuqala. Into eyithengwa yiresiphi kukuba ukwehla kufike apho ungenakuqaphela khona — iindlela zokurawuta ezinqabileyo, imisila yeetoken enokwenzeka okuphantsi — endaweni yokufika ekulandeleni imiyalelo, kwifomathi yokubiza izixhobo, okanye ekubambeleleni kwisikimu.

03Kuthetha ntoni "ukungacinezelwa" kule endpoint

Ukungacinezelwa apha yingxelo ngesakhiwo, ingekuko ngesimo sengqondo. Akukho maleko wokwala phambi kwemodeli kwaye akukho kuhluzwa kwesiqulatho kwimveliso yayo. Isicelo sakho sifikelela kwisiseko yaye impendulo yaso ifikelela kuwe; akukho nto ithimba nakweliphi na icala.

Loo mahluko ubalulekile, kuba "ukungacinezelwa" kusetyenziswa ngokungakhathali. Zintathu izinto ezahlukeneyo ezidityaniswe phantsi kwaleli gama:

1. Ukwahlulwa ngeendidi kwezinto ezingenayo — imodeli eyahlukileyo ifunda umyalelo wakho ize igqibe ukuba iyawuvumela na udlule. Ayikho apha.
2. Ukuhluzwa kwemveliso — isikena sihlola umbhalo oveliswayo size siwunqumle okanye siwutshintshe. Ayikho apha.
3. Ukutyekela kwesiseko ngokwaso — nantoni na imodeli esisiseko eyayifunda kuqeqesho. Yeyemodeli leyo, kwaye asibangi ukuba siyicimile.

Ezimbini zokuqala zezaphula iinkqubo zemveliso, kwaye zezimbini esizisusayo. Isahluli-ndidi esidubula kuma-0.5% ezicelo ngumlinganiselo wokusilela wama-0.5% ongenakuwulungisa, ongenakuwubhena, nongenakuwubona usiza — kwaye kumjikelo wemeli wamanyathelo angama-200, ukusilela kwe-0.5% kwinyathelo ngalinye kwakha ubaleko olusilelayo ngokufuthi ngaphezu kokuphumelela. Ukwala kwincoko kukukruquka; ukwala kwinyathelo le-147 lobaleko oluzimeleyo kutshabalalisa ubume bobaleko kwaye kutshise yonke into obuyichithile ukufika apho. Kwimisebenzi yeemeli, ukususa umphezulu wokwala yimpawu yokuthembeka, ingekuko ukhetho lwesimbo.

Umphumo koko kukuba uxanduva ludlulela kuwe. Akukho khuselo phakathi kwesicelo sakho nabasebenzisi bakho; ukuba imveliso yakho iyalufuna, lwakhe apho unokulubona, ulutune, uze ulubhale. Nceda ufunde ipolisi yethu yosetyenziso olunoxanduva kuqala.

04I-Kimi K2.6 ngokuchasene ne-Kimi K3: zifanele nini izihlandlo ezihlanu?

Sesi sigqibo abafundi abaninzi abeza ngenxa yaso, ngoko nasi ngaphandle kokuthandabuza. I-Kimi-K3 · 3BIT-REAP sisiseko esikhulu, esitsha: sabhengezwa nge-16 Julayi 2026 sinobunzima obuvulekileyo nge-27 Julayi, kwiiparamitha ezimalunga nezisithriliyoni ezimbini nesibhozo kwelishumi zizonke nezingamakhulu amanye anesine ezigidigidi ezisebenzayo kwitoken nganye — ngaphezu kwezihlandlo ezithathu zezibalo ezisebenzayo ze-K2.6. Ngasentla, i-Moonshot idwelisa i-K3 kwixabiso elimalunga nezihlandlo ezihlanu ze-K2.6, kwaye ixabiso leSango lethu lilandela loo mlinganiselo.

	Kimi-K2.6 · W4A16-AUTOROUND-REAP	Kimi-K3 · 3BIT-REAP
Ezingenayo / iitoken ezisigidi	$0.78	$3.83
Eziphumayo / iitoken ezisigidi	$3.67	$19.12
Ifestile yomxholo	262,144	262,144
Imveliso ephezulu / isicelo	16,384	16,384
Umfanekiso ongenayo	Ewe	Ewe
Ukubiza izixhobo kwemvelo	Ewe	Ewe
I-json_schema engqongqo	Ewe	Ewe
Ayicinezelwanga	Ewe	Ewe
Iiparamitha ezisebenzayo / itoken	~32B	~104B

Jonga into itheyibhile engayibonisiyo: akukho mqolo apho i-K3 inempawu i-K2.6 engenayo. Ifestile enye, imveliso ephezulu enye, umbono omnye, ukubiza izixhobo okunye, imveliso ecwangcisiweyo enye, isimo esinye sokungacinezelwa, iilwimi ezintathu ezinye. Ezo zihlandlo zihlanu zithenga into enye kanye — isakhono esikrwada kudlulo ngalunye olungaphambili. Yinyani leyo, kodwa ngumzila omnye, kwaye ayenzi nto kwimizila apho ingesiso isithintelo sakho.

Inqaku lefestile yomxholo ngokukodwa

Ngasentla, impawu ephambili ye-K3 ngumxholo weetoken ezisigidi ngokuchasene ne-262K ye-K2.6. KwiSango le-Shannon zombini iimodeli zihanjiswa kwiitoken ezingama-262,144. Ukuba umxholo omde yayisisizathu sakho sokuhlawula izihlandlo ezihlanu, eso sizathu asisebenzi apha — ubuya kuhlawula ixabiso eliphezulu ufumane ifestile enye. Le yindidi yento umthengisi ohendekayo ukuyishiya ingathethwanga, yiyo loo nto ibhalwe ngobhalo obuqinileyo.

Hlawula izihlandlo ezihlanu xa

• Isitshotsho esinye kufuneka sifike. Udlulo olunye olunzima apho ukuzama kwakhona kubiza okanye kungenakwenzeka — isenzo esingenakubuyiselwa, isigqibo ekupheleni komgca omde. Iiparamitha ezisebenzayo ezininzi ngetoken zizo kanye ezinyusa uphahla kudlulo olunye.
• Umsebenzi ubotshwe lulwazi, ingekuko zizixhobo. Ukudibanisa okunzulu apho impendulo kufuneka iphume ebunzimeni. Iprofayili ye-K2.6 ngeye-agentic; susa izixhobo size isiseko esikhulu sibonakale.
• Umthamo usezantsi kwaye izinto zibaluleke kakhulu. Kwimibizo engama-500 ngenyanga, izihlandlo ezihlanu zingama-$40 endaweni yama-$8. Yithenge nje imodeli engcono.

Musa ukuhlawula izihlandlo ezihlanu xa

• Uqhuba umjikelo. Ubaleko olude lwe-agentic lulawulwa ngamanyathelo emitshini — funda ifayile, biza isixhobo, jonga isiphumo, khetha esilandelayo — nto leyo ikanye i-K2.6 eyaqeqeshelwa yona. Kumanyathelo angama-200 izihlandlo ezihlanu zingu-$7.71 ngokuchasene ne-$38.29 kubaleko ngalunye.
• Ucubungula imifanekiso ngobuninzi. Imisebenzi yombono izele ziitoken ezingenayo yaye ukuqiqa kwento nganye kuncinci. Bona icandelo 05; akukho kufuphi.
• Umsebenzi kukukhupha, ukwahlula ngeendidi, okanye ukuguqula. Ukutsala izinto kumaxwebhu, ukurawuta amatikiti, ukulinganisa iingxelo, ukushwankathela — imisebenzi emiselweyo apho imodeli enkulu ivelisa i-JSON enye.
• Unenyathelo lokuqinisekisa. Ukuba imveliso iyajongwa — iseti yovavanyo, umqinisekisi wesikimu, udlulo lwesibini, umntu — ukuphoswa ngamanye amaxesha kutshiphu kwaye uqoqosho lukhetha umthamo ngokupheleleyo. Le yeyona ngxoxo ithathelwa phantsi yenqanaba lexabiso elilungileyo.

Ipatheni efanele ukubizwa: qhuba i-K2.6 kumjikelo ne-K3 kwisigwebo. Vumela imodeli ye-agentic etshiphu yenze amanyathelo alikhulu okuqokelela, okubiza nokubhala, uze uchithe umbizo omnye obiza kakhulu kudibaniso lokugqibela. Zombini iimodeli zithetha i-API efanayo ngefestile yomxholo enye, ngoko ukutshintsha lutshintsho lomgca omnye kwindawo ye-model.

05Umbono ngexabiso elisebenzayo

Umbono lolona lwelwe lwe-K2.6 kule khathalogu. Kwiimodeli ezilishumi elinambini ezingacinezelwanga kwiSango zine kuphela ezamkela imifanekiso kwaphela, kwaye i-K2.6 yeyona ihlanganisa umfanekiso ongenayo nomnombo we-agentic we-Kimi ngaphantsi kwedola kwitoken enye yezigidi ezingenayo.

Imisebenzi yombono inomilo wexabiso ongaqhelekanga. Ngokwenkcazelo epapashiweyo ye-Moonshot ye-MoonViT, umfanekiso we-1024x1024 ukhowudwa waba ziitoken zomfanekiso ezimalunga nezingama-576 — kwaye ezo ziitoken ezingenayo, icala elitshiphu lencwadi. Umsebenzi wombono oqhelekileyo ufika phantse ngokupheleleyo kumlinganiselo we-$0.78 endaweni yowe-$3.67. Thatha imifanekiso eyi-10,000, nganye ineetoken ezimalunga nezingama-200 zomyalelo (ngoko iitoken ezingenayo ezimalunga nezingama-776) neetoken ezimalunga nezingama-150 zemveliso ecwangcisiweyo:

Umsebenzi	Kimi-K2.6	Kimi-K3	Isiphindo
Inyathelo elinye lemeli (40K engenayo / 2K ephumayo)	$0.0385	$0.1914	5.0x
Ubaleko oluzimeleyo lwamanyathelo angama-200	$7.71	$38.29	5.0x
Imifanekiso eyi-10,000, imveliso ecwangcisiweyo	$11.56	$58.40	5.1x
Umsebenzi weqela (1M engenayo / 200K ephumayo)	$1.51	$7.65	5.1x

Kubalwe ngamaxabiso oluhlu lweSango le-Shannon. Uqikelelo lwetoken yomfanekiso lusebenzisa inani le-MoonViT elipapashiweyo le-Moonshot leetoken ezimalunga nezingama-576 kumfanekiso we-1024x1024; ukwahlulwa kweetoken okuchanekileyo kwahluka ngesisombululo nangomlinganiselo womfanekiso.

Umgca wokusebenza wemifanekiso we-$11.56 yinto oyiqhuba yonke imihla ungayicingi. Owe-$58.40 yinto oyicwangcisayo, oyithethelelayo, uze ekugqibeleni uyinqumle. Loo msantsa yiyo yonke ingxoxo yenqanaba lexabiso elilungileyo.

Isilumkiso esinye esinyanisekileyo. Kuluhlu oluzimeleyo lwemisebenzi yeendlela ezininzi neyokusekelwe, i-K2.6 ixelwe malunga nendawo yama-26 kwiimodeli eziyi-115, umlinganiselo okufuphi kuma-68.1 — ehloniphekileyo, ingakhokeli kudidi lwayo. Umbono wayo unamandla ngokwenene ekuqondeni amaxwebhu, ekufundeni imifanekiso yesikrini ne-UI, nasekutolikeni iitshati okanye imizobo; ibuthathaka ekusekelweni okuchanekileyo kwendawo — iibhokisi ezichanekileyo, ukubala okucokisekileyo kwiindawo ezixakekileyo, i-OCR eshinyeneyo yezikeni ezonakeleyo. Ukuba ufuna ukubeka indawo ngokuchaneka kwe-pixel, linganisa kwidatha yakho kuqala. Ukuba ufuna imodeli ejonge umfanekiso wesikrini ize igqibe ukuba icofe ntoni okulandelayo, sisixhobo esichanekileyo esi.

06Ukubiza izixhobo ngaphandle kokwala nemijikelo ye-agentic

I-K2.6 ixhasa ukubiza izixhobo kwemvelo: imodeli ikhupha izibizo zezixhobo ezicwangcisiweyo ngokuthe ngqo kwiinkcazelo zezixhobo ze-JSON-schema ozinikayo, endaweni yokuhendelwa ekuveliseni umbhalo onokwahlulwa. Ngencoko yemijikelo emininzi nemiyalelo yenkqubo, sisiseko esipheleleyo somjikelo wemeli eso.

Into eyongezwa "kukubiza izixhobo ngaphandle kokwala" icokiseke ngaphezu kokuvakala kwayo. Kwi-API ehluziweyo, ukwala ngaphakathi komjikelo wemeli kuvela kwiindlela ezintathu ezahlukeneyo zokusilela:

• Ukwala okuqinileyo — inyathelo libuyisa umbhalo endaweni yombizo wesixhobo, isahluli siyasilela, umjikelo uyaphuka. Kuvakala, ubuncinane.
• Ukwala okuthambileyo — umbizo wenziwa kodwa iingxoxo ziyafihlwa: umbuzo onciphisiweyo, iparamitha ethandabuzayo, umthwalo onqunyulweyo. Umjikelo uyaqhubeka nobume obehle ngokuthe cwaka uze ufumanise emva kwamanyathelo amane.
• Ukukuphepha kwangaphambili — isicwangciso siphambuka kwisebe elisemthethweni phambi kokuba lisondele kulo. Awusoze uyibone le; ufumana nje isicwangciso esibi ngaphandle kwenkcazelo.

Eyesibini neyesithathu zezona zibiza, kuba azibonakali: akukho mpazamo, akukho nto kwiingxelo, akukho nto onokuyikhangela. I-endpoint engenamaleko wokwala isusa lonke olo didi — iingxoxo zokubiza izixhobo zemodeli ziingxoxo zokubiza izixhobo zemodeli.

Oku kubaluleke kakhulu kwimimandla efuna ubaleko olude oluzimeleyo nechukumisa izinto ezibuthathaka: uphando lokhuseleko nokusebenza kweqela elibomvu, uhlalutyo lwe-malware nolweziganeko, ukucutshungulwa kwamaxwebhu eklinikhi, ukufunyanwa kwezomthetho, kunye nezixhobo zolawulo lomxholo ekufuneka ziqiqe ngesiqulatho ezisilawulayo. Ukwakha isahluli-ndidi solawulo lomxholo kufuna imodeli ekulungeleyo ukujonga into eyahlulayo; ayisiyongxaki leyo, ngumsebenzi nje.

Amanqaku asebenzayo obaleko olude: i-reasoning_effort ikuvumela ukuba uchithe ukucinga okuninzi kumanyathelo okucwangcisa nokuncinci kwawemitshini. Ukusasaza kuyafumaneka kuzo zontathu iilwimi, ngoko inyathelo elide linokubonisa inkqubela okanye linqunyanyiswe kwangethuba. Kwaye iitoken ezingama-262,144 zomxholo zigcina ubume bokusebenza bokwenene — isiqulatho seefayile, iziphumo zezixhobo zangaphambili, isicwangciso esiqhubayo — buhleli kumanyathelo amaninzi ngaphandle kokushwankathela kwakhona umjikelo ngamnye, into ngokwayo engumthombo oqhelekileyo wokuphambuka kwemeli.

07Imveliso ecwangcisiweyo neelwimi ezintathu ze-API

I-K2.6 ixhasa zombini i-json_schema (ukuvelisa okuthintelwe sisikimu ngokungqongqo) kunye ne-response_format ekhululekileyo ngakumbi. Yijonge leyo kwikhathalogu: ezimbini kwiimodeli ezilishumi elinambini apha azixhasi imveliso yesikimu engqongqo, kwaye ukuba inqanaba elilandelayo lomgca wakho wokusebenza lahlula i-JSON, elo kholomu alilokhetho.

Imveliso yesikimu engqongqo yiyo eyenza imodeli engacinezelwanga isebenziseke njengoluhlaka: ukuba imodeli kufuneka ikhuphe into ehambelana nesikimu sakho, ufumana isiqinisekiso sokwahlula esizimeleyo kwinto ebiya kuyithetha ngenye indlela — akukho ntetho yokuqala, akukho xolo, akukho siqendu esisongwe kwi-JSON yakho. Kudityaniswa nokungabikho komaleko wokwala, leyo yi-endpoint yokukhupha ebuyisela into yakho kumbizo ngamnye, kuxwebhu ngalunye, nokuba uxwebhu luthetha ngantoni.

Umphezulu	Inkxaso ye-Kimi-K2.6	Amanqaku
/v1/chat/completions	Ewe	Ulwimi lwe-OpenAI — lungena ngokuthe ngqo kwii-SDK ezikhoyo
/v1/messages	Ewe	Ulwimi lwe-Anthropic — imodeli enye, ubunzima obunye
/v1/responses	Ewe	Ujongano lohlobo lweempendulo
Ukusasaza	Ewe	Kuzo zontathu iilwimi
Ukubiza izixhobo	Ewe	Okwemvelo, iinkcazelo zezixhobo ze-JSON-schema
json_schema	Ewe	Imveliso ecwangcisiweyo engqongqo
response_format	Ewe	Imo ye-JSON ekhululekileyo ngakumbi
reasoning_effort	Ewe	Tuna uhlahlo-lwabiwo-mali lokucinga kumbizo ngamnye
Umfanekiso ongenayo	Ewe	Imifanekiso ecaleni kombhalo

Zontathu iilwimi zifikelela kubunzima obunye kwiqoqo elinye. Yalathisa umthengi we-OpenAI okhoyo kwi-URL esisiseko, umisele i-model ibe yi-Kimi-K2.6-W4A16-AUTOROUND-REAP, kwaye uyaqhuba. Imilo yesicelo neyempendulo, intsingiselo yokusasaza kunye nendawo yokudlala ephilayo kukwi-amaxwebhu e-API.

08Apho i-Kimi K2.6 ilukhetho olungalunganga

Isikhokelo seModeli esidwelisa amandla kuphela sisibhengezo. Nantsi indawo apho besiya kukuthumela kwenye indawo.

• Ufuna uphahla olupheleleyo kudlulo olunye olunzima. Yiya kwi-Kimi-K3 uze uhlawule izihlandlo ezihlanu. Yiyo loo nto ikhoyo ngenxa yayo.
• Ufuna ukusekelwa kokubonwayo okuchanekileyo kwi-pixel. Iibhokisi ezichanekileyo, i-OCR eshinyeneyo kwizikeni ezonakeleyo nokubala okuchanekileyo kwiindawo ezixakekileyo asingomhlaba wayo unamandla — vavanya kwidatha yakho kuqala.
• Ufuna into etshiphu ngaphezu kwetshiphu, ngaphandle kombono. Iimodeli ezininzi kwikhathalogu zihlala kwi-$0.50 / $2.00. Ixabiso eliphezulu le-K2.6 lithenga umbono neprofayili ye-agentic ye-Kimi; ukuba awufuni nanye, thatha inqanaba elitshiphu.
• Ufuna ngaphezu kweetoken ezingama-16,384 eziphumayo kwimpendulo enye. Olo phahla lusebenza kuyo yonke ikhathalogu — amaxwebhu amade afuna ukuveliswa okwahluliweyo nokuba ukhetha yiphi imodeli.
• Ufuna ukuziphatha okuchanekileyo ngebhithi kwesasekuqaleni. Esi sisakhiwo esithenwe nesicutshiweyo: yintengiselwano eyenziwe ngabom, epapashiweyo. Ngophononongo lokuvelisa kwakhona, qhuba ngokuchasene nobunzima bokuqala be-Moonshot.

Amanani esakhiwo, obalo-mgangatho nomhla wokukhutshwa e-Kimi K2.6 ne-K3 axelwe yi-Moonshot yaye aboniswa ngesiseko sasekuqaleni, ingekuko ngesakhiwo sethu esicinezelweyo. Inani lokubekwa kuluhlu lweendlela ezininzi livela kuluhlu oluzimeleyo lomntu wesithathu. Amaxabiso eSango le-Shannon ngamaxabiso oluhlu ngokwe-5 Septemba 2026.

09Imibuzo ebuzwa rhoqo

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I-Shannon AI iqhutywa yi-Shannon Lab LLC, New Mexico, USA. Imithombo: Moonshot AI — Kimi K2 · REAP the Experts (arXiv 2510.13999) · Cerebras Research — REAP. Amanani obalo-mgangatho e-Kimi asekuqaleni axelwe yi-Moonshot yaye asexeshana kulindwe uqinisekiso oluzimeleyo; achaza isiseko esingacinezelwanga, ingekuko isakhiwo secutshiweyo se-Shannon.