I-API ye-Kimi K3 Engacinezelwanga

Uninzi lwezikhokelo zokukhetha imodeli zibhalwa ngokungathi isakhono simahla. Asisimahla. Umbuzo onomdla ngemodeli yenqanaba eliphezulu asisoze sibe ngu "ingaba ingcono" — idla ngokuba njalo — koko ngu "ingaba ingcono ngokwaneleyo, kulo msebenzi, ukuze kuthethelelwe ityala eliphindwe kahlanu kunemodeli yenqanaba elinye ngezantsi". Esi sikhokelo siyiphendula loo nto ngezibalo zokwenene, kwaye sitsho ngokucacileyo apho ukhetho olutshiphu luphumelela khona.

01Iyintoni ngokwenene i-Kimi K3

I-Kimi K3 yeyona modeli iphambili yobunzima obuvulekileyo ye-Moonshot AI, ekhutshwe ngoJulayi 2026 phantsi kweLayisensi ye-Kimi K3 — isizukulwana sesithathu somnombo owaqala nge-Kimi K2, kwaye luyilo olutsha ngokwenene endaweni yokulungiswa kwemodeli.

Ubume obupapashiweyo yimaleko ezingama-93 — ezingama-69 zisebenzisa i-Kimi Delta Attention, ezingama-24 zisebenzisa ingqwalasela efihlakeleyo yeentloko ezininzi enegeyithi, enye ishinyene — inerawuta ye-Stable LatentMoE ekhetha ezili-16 kwiingcali ezingama-896 kwitoken nganye kunye nezimbini ezabelwanayo. I-Moonshot ixela malunga nokuphucuka okuphindwe kabini nesiqingatha ekusebenzeni kokukhula xa kuthelekiswa ne-Kimi K2 kuloo ndibaniselwano. Umbono ngowemvelo endaweni yokuncanyathiselwa: i-encoder ye-MoonViT-V2 yeeparamitha ezingama-401M ondla isiqu esinye esiphatha umbhalo.

Inani lokusasazeka lifanele ukungeniswa engqondweni: i-K3 ivula iiparamitha ezilikhulu elinesine zezigidigidi kwitoken nganye, xa kuthelekiswa nomda wezingamashumi amathathu ukuya kuma-40 ezigidigidi kuninzi lwekhathalogu yethu. Loo nto iphantse iphindwe kathathu izibalo kwitoken nganye eveliswayo, kwaye sisizathu sonke esenza le modeli ibe phezulu kuluhlu lwamaxabiso. Awuhlawuleli inqanaba lophawu lorhwebo — uhlawulela imizuzwana yeGPU.

Umnombo, ngokufutshane

• Kimi K2 — iiparamitha ezisithriliyoni esinye, ezingamashumi amathathu anesibini ezigidigidi ezisebenzayo, iingcali ezingama-384 ezinezisibhozo ezirawutwayo kwitoken nganye, yaqeqeshwa kwangaphambili kwiitoken ezisithriliyoni ezilishumi elinesihlanu nesiqingatha isebenzisa i-optimizer ye-MuonClip, yakhelwe ukumisa ukuqhuma kwengqwalasela okonakalisa uqeqesho lwe-MoE kwelo nqanaba.
• Kimi K2 Thinking — isiseko esinye esafundiswa ukuphithikeza ukuqiqa nokusetyenziswa kwezixhobo, kuxelwa ukuba isimelele ukubiza izixhobo okulandelelanayo okungama-200 ukuya kuma-300 ekubalekeni okunye, ngama-44.9% kwi-Humanity's Last Exam ngezixhobo nangama-60.2% kwi-BrowseComp.
• Kimi K3 — yakhiwe ngokutsha ngeendlela ezininzi zemvelo nefestile yetoken enye yezigidi ngasentla, ngoqeqesho oluqonda ukucuthwa ukususela kwinqanaba lokulungiswa okubekwe iliso ukuya phambili (ubunzima be-MXFP4, ukusebenza kwe-MXFP8). Yiyo loo nto i-K3 inyamezela ukucinezelwa okunamandla ngcono kuneemodeli ezingazange ziqeqeshwe zikucingile.

Umgca odlulayo ngumsebenzi ozimeleyo wexesha elide: isizukulwana ngasinye saphuculelwa ukuhlala sihambelana kumakhulu amanyathelo endaweni yokuphumelela ubalo-mgangatho lweempendulo ezimfutshane. Sesi sakhono osithengayo.

02Ithetha ntoni i-"3BIT-REAP", kwaye kutheni imodeli ye-2.8T iyidinga

Impumezelo kwisazisi semodeli asilohombiso — ichaza okwenziwe kubunzima phambi kokuba bulayishwe kwiqoqo lethu leeGPU, kwaye sisilumkiso esinyanisekileyo esincanyathiselwe kulo lonke ibango apha. Qala ngezibalo. Imodeli yeeparamitha ezisithriliyoni ezimbini nesiqingatha kwinqanaba lokuchaneka le-16-bit ingama-terabyte amahlanu nesiqingatha obunzima. Kwiibhithi ezintathu kubunzima ngabunye ikufuphi kwi-terabyte enye — isekhulu, kodwa lusasazo olusebenzekayo olunendawo eshiyekileyo ye-KV cache yeetoken ezingama-262K. I-REAP sisiqingatha sesibini: indlela yokuthena iingcali eyila ukuba zeziphi iingcali irawuta eyifikelelayo ngokwenene ize isuse ezikhethwa kanqabe phambi kokucutha endaweni yasemva. Kwimodeli erawuta ezili-16 kuphela kwiingcali ezingama-896 kwitoken nganye leyo ilungele ngokwemvelo — ukusasazeka okunjalo kunomsila omde onegalelo elincinci kakhulu kumsinga wokwenene — kwaye ukuthena kuqala kuthetha ukuba uhlahlo-lwabiwo-mali lweebhithi eziseleyo luchithwa kwiingcali ezibalulekileyo.

Ikhathalogu yethu isebenzisa iimpumezelo ezintathu njengeleli ngabom. I-3BIT-REAP ihamba kwezona ziseko zinkulu, apho kungekho enye into elinganayo. I-W4A16-AUTOROUND-REAP bubunzima obuyi-4-bit kunye nokusebenza okuyi-16-bit okucuthwe kusetyenziswa i-AutoRound — ukujikeleza okufundiweyo okubuyisa ukuchaneka kokwenene ngaphezu kokujikelezela kweyona ikufuphi ngokungenabuchule — kunye nokuthena okufanayo. I-W8A16 linqanaba elithembeke kakhulu, kwiziseko ezincinci ngokwaneleyo ukuba zingafuni ukucinezelwa okunamandla. Ngokufutshane: impumezelo ikuxelela ukuba kusinde okungakanani kokwasekuqaleni; ixabiso likuxelela ukuba kubiza ntoni ukuyiqhuba.

03Umbono: ukuqonda umfanekiso kukuthengela ntoni

I-Kimi-K3 yenye yeemodeli ezintlanu kwikhathalogu yethu yeemodeli ezilishumi elinambini enombono, yaye yeyona inezakhono kwezo zintlanu. Uninzi lwee-API zombono zorhwebo luqhuba isahluli-ndidi kwimifanekiso elayishiweyo yaye lwala udidi olubanzi lwezingenayo phambi kokuba imodeli ziyibone — into engagqibekanga enengqiqo kubathengi kodwa iyingqinamba enkulu kumsebenzi osemthethweni. Abaphandi bokhuseleko abathatha imifanekiso yesikrini yemveliso yokuxhaphaza, amaqela olinganiselo akha ezawo izahluli-ndidi, umsebenzi wophando lwezomthetho nowophicotho lwedatha, kunye novavanyo lwe-red team konke kubetha kwelo donga. I-Kimi-K3 ayinamaleko wokwala nasihluzi kwimveliso.

Apho umbono we-K3 uzifumanela khona ixabiso lawo kwiimodeli zombono ezitshiphu

• Imizobo eshinyeneyo neeskimatiki — imizobo yoyilo, iitopoloji zothungelwano, iisekethe: nantoni na apho impendulo ixhomekeke ekulandeleni imigca neeleyibhile endaweni yokubiza izinto ngamagama.
• Umbhalo omncinci kwimifanekiso yesikrini — imikhondo yemifumba, imveliso yeqonga lolawulo, iiseli zespredishithi. Umsantsa phakathi kwamanqanaba ombono mkhulu kakhulu ekufundekeni kubungakanani obuncinci.
• Umfanekiso ngaphakathi kombhalo omde — umfanekiso wesikrini ofakwe kumxholo weetoken ezingama-200K, apho imodeli kufuneka inxulumanise into eyibonayo nento eyifunde amawaka angamashumi amahlanu eetoken ngaphambili.
• Ukuthelekiswa kwemifanekiso emininzi — iinguqulelo ezimbini ze-UI, okanye itshati ithelekiswa netheyibhile eyayivelisayo.

Apho ingazifumaneli khona ixabiso layo: ukubhalwa kwezihloko, umbhalo ongenambhalo, i-OCR yamaxwebhu acocekileyo, kunye nemigca yokusebenza yokufaka iimpawu. Ezo zisonjululwe nge-$0.50 kwitoken enye yezigidi ezingenayo — ukuba umsebenzi wakho wemifanekiso umninzi kwaye into nganye ilula ngokwayo, i-Kimi-K2.6 okanye i-MiniMax-M3 ivelisa iimpendulo ongazukwazi ukuzahlula kwezika-K3.

Imifanekiso itya iitoken kuhlahlo-lwabiwo-mali olunye lweetoken ezingama-262,144 njengombhalo yaye ibhatala kumlinganiselo wezingenayo. Imifanekiso yesikrini embalwa yesisombululo esiphezulu ayisimahla.

04Umsebenzi we-agentic wexesha elide — nto leyo eli nqanaba likhoyo ngenxa yayo

Ukuba kukho umsebenzi omnye othethelela inqanaba eliphezulu, nguwo lo. Imisebenzi emifutshane isilela ngokuxolelekayo: imodeli iyaphosisa, uyaqaphela, uyazama kwakhona, ulahlekelwe yimizuzwana emine. I-agent yemijikelo engama-40 ethatha isebe eliphosakeleyo kumjikelo wesithandathu ichitha imijikelo engama-34 elandelayo yakha ngokucokisekileyo phezu kwempazamo, uze uzokwazi ekugqibeleni sele uyihlawulele yonke itoken ephakathi. Loo kungalingani kokwenza ukuba ixabiso ngetoken lisondele ekubeni ngumlinganiselo ophosakeleyo apha. Into ebalulekileyo lixabiso ngokugqitywa ngempumelelo, elilawulwa kukuba ukubaleka kulahlwa kangaphi. Amanani apapashwe yi-Moonshot ngesiseko se-K3 kubalo-mgangatho lwe-agentic:

Onke amanani axelwe yi-Moonshot ngesiseko se-Kimi K3 esingacuthwanga, ngoJulayi 2026. Ayingomalinganiselo esakhiwo sethu se-3BIT-REAP kwaye asiwabonisi njengokunjalo.

Isimo sihambelana noko uyilo lwakhelwe kona: i-BrowseComp ne-Terminal-Bench zibalo-mgangatho lwesangqa sezixhobo — imijikelo ephindaphindiweyo yokwenza, ukuqwalasela, ukulungisa. I-SWE Marathon kuma-42.0 sisilinganiso: lolona vavanyo lunzima lokukhowuda kwexesha elide kwiseti, apho nemodeli ephambili isilela kuninzi lwemisebenzi. I-"agentic" ayilulodidi olusonjululweyo; yila ngengqondo yokusilela nokuba ukhetha yiphi imodeli.

Iisetingi ezisebenzayo zokubaleka okude

I-K3 ivula i-reasoning_effort, kwaye apha liqhosha lexabiso lokwenene: iitoken zokuqiqa zibhatala njengeetoken eziphumayo, nge-$19.12 kwitoken enye yezigidi.

• Ephantsi — ukuthunyelwa kokubizwa kwezixhobo nokukhutshwa okucwangcisiweyo, apho imodeli ikhetha phakathi kokhetho olwaziwayo olumbalwa.
• Ephezulu — into engagqibekanga yomsebenzi we-agentic wokwenene: ukucwangcisa utshintsho lwamanyathelo amaninzi, ukulungisa iimpazamo ngomkhondo womfumba, ukuvumelanisa imithombo ephikisanayo.
• Ephezulu kunazo zonke — yigcinele umbizo omnye onzima kakhulu kumgca wokusebenza: isicwangciso esiphezulu kokubaleka, okanye uhlolo lokugqibela. Ukubaleka okuchitha iitoken zokuqiqa ezingama-30K kwephezulu nezingama-90K kwephezulu kunazo zonke kuhlawula i-$1.15 eyongezelelweyo ngenxa yaloo flegi inye.

Yenza uhlahlo-lwabiwo-mali lomxholo ngabom nako: ifestile yethu yiitoken ezingama-262,144 inemveliso ephezulu yeetoken ezingama-16,384, kwaye nge-$3.83 kwitoken enye yezigidi ezingenayo imbali engathenwanga iyanda — umjikelo ngamnye ubhatalisa kwakhona sonke isiqalo.

05Kuthetha ntoni "ukungacinezelwa" kule ndidi

Yonke imodeli kwiSango le-Shannon AI ihanjiswa ngaphandle komaleko wokwala nangaphandle kokuhluzwa kwesiqulatho kwimveliso. Kubaluleke ngakumbi kwinqanaba eliphezulu, kuba imisebenzi abantu abayizisayo kwimodeli yenqanaba eliphezulu yeyona inokukhubekisa isihluzi: uphando lokhuseleko lokuchasa, uhlalutyo lwezixhobo zokuhlasela, ukuphuhliswa kwesahluli-ndidi solinganiselo, ubukrelekrele bezisongelo, intsomi enzima, kunye nalo naluphi na uvavanyo olufuna imodeli ivelise into ozama ukuyibhaqa.

• Akukho sahluli-ndidi semveliso. Iimpendulo aziskenwa zibhalwe ngokutsha okanye zivalelwe emva kokuveliswa.
• Akukho sango lezingenayo. Imiyalelo nemifanekiso ayiskrinwa phambi kokuba ifikelele kwimodeli.
• Ayilomodeli yahlukileyo. Esi sisiseko se-Kimi K3 esihanjiswa ngaphandle komaleko odla ngokuhlala phambi kwaso.
• Asikokudluliselwa koxanduva. Ukususa umaleko wokwala kudlulisela isigqibo kuwe — bona ipolisi yethu yosetyenziso olunoxanduva.

Kukho inzuzo ethe cwaka kuye nabani na owakha iinkqubo zovavanyo: imodeli engahluzwanga ngumgangatho ozinzileyo. Imodeli eyala ngokungaqikelelekiyo yenza imilinganiselo ibe nengxolo, kuba awunako ukwahlula umda wesakhono kumda womgaqo-nkqubo. Apha ukusilela kukusilela kwesakhono — kuphela kohlobo onokululungisa.

06Ixabiso: $3.83 engenayo, $19.12 ephumayo — nexesha elizifumanela ngalo

Le yeyona modeli ibiza kakhulu kuluhlu lwethu ngomahluko omkhulu: imveliso ixabisa izihlandlo eziyi-9.6 ngaphezu komgangatho wethu we-$2.00 kwaye izihlandlo eziyi-5.2 ngaphezu kwexabiso le-Kimi-K2.6. Nazi izibalo esidlangalaleni.

Imodeli	Engenayo / 1M	Ephumayo / 1M	Umbono	JSON schema
Kimi-K3 · 3BIT-REAP	$3.83	$19.12	Ewe	Ewe
DeepSeek-V4-Pro-0813 · 3BIT-REAP	$1.95	$3.90	Hayi	Ewe
inkling · W4A16-AUTOROUND-REAP	$1.42	$6.07	Ewe	Hayi
Kimi-K2.6 · W4A16-AUTOROUND-REAP	$0.78	$3.67	Ewe	Ewe
GLM-5.2 · 3BIT-REAP	$0.73	$2.34	Hayi	Ewe
MiniMax-M3 · 3BIT-REAP	$0.50	$2.00	Ewe	Ewe
MiMo-V2.5 · W8A16	$0.50	$2.00	Ewe	Ewe

Imiqolo ekhethiweyo, ihlelwe ngexabiso lezingenayo. Zonke iimodeli ezilishumi elinambini zabelana ngomxholo omnye weetoken ezingama-262,144, imveliso ephezulu yeetoken ezingama-16,384, ukusasaza, ukubiza izixhobo kunye ne-reasoning_effort. Iiflegi zesakhono eziphilayo zikwiphepha lamaxwebhu e-API.

Imizekelo emibini esebenzileyo

Owokuqala, ugalelo lweetoken ezingama-120,000 — ukukhutshwa kovimba wekhowudi, ifayilo yolawulo — luvelisa uhlalutyo lweetoken ezingama-3,000. Owesibini, ukubaleka kwe-agent kwemijikelo engama-40: iitoken zezingenayo ezidibeneyo ezimalunga ne-1.2M njengoko umxholo unyuka, iitoken ezingama-90,000 eziphumayo kubandakanya ukuqiqa.

Imeko	Kimi-K3	Kimi-K2.6	MiniMax-M3
120K engenayo / 3K ephumayo	$0.517	$0.105	$0.066
Ukubaleka kwe-agent kwemijikelo engama-40	$6.32	$1.27	$0.78

I-K3 ixabisa malunga nezihlandlo eziyi-4.9 zexabiso le-Kimi-K2.6 kumbizo woxwebhu. Iisenti ezingamashumi amahlanu azilutho kanye; zingama-$517 ngemini kwimibizo eliwaka, xa kuthelekiswa nama-$105. Kukubaleka kwe-agent umahluko uma-$5 malunga. Ngoku sebenzisa lona kuphela uvavanyo olubalulekileyo: ukuba umsebenzi ufanele iyure yexesha lomnjineli enge-$100, i-K3 iyazihlawulela kwangoko iphakamisa impumelelo yepasi yokuqala ngamanqaku amahlanu epesenti — kwaye kumsebenzi wexesha elide onzima ngokwenene umsantsa phakathi kwamanqanaba udla ngokuba mkhulu ngakumbi. Ukuba umsebenzi ufanele imizuzwana engama-30 yexesha lakhe nabani na, loo $5 inye ayinakuthethelelwa.

07I-Kimi-K3 okanye udade otshiphu?

Iimodeli ezimbini zeKimi kwikhathalogu yethu ngamanqwanqwa amabini eleli elinye endaweni yokuba ngabakhuphisani. I-Kimi-K2.6 icuthwe ngamandla amancinci — i-W4A16-AUTOROUND-REAP, ubunzima obuyi-4-bit ngokujikeleza okufundiweyo, xa kuthelekiswa ne-3-bit ye-K3 — kwisiseko esincinci. Inombono, imveliso ye-JSON-schema, ifestile yomxholo efanayo, kwaye ixabisa malunga nesihlanu.

Umsebenzi	Sebenzisa	Kutheni
I-agent ezimeleyo yemijikelo engama-40	Kimi-K3	Ukusilela kuyanda; umgangatho wesicwangciso kumjikelo wokuqala ugqiba ukubaleka
Ukwakhiwa ngokutsha kobungakanani bovimba wekhowudi	Kimi-K3	Ifuna umxholo opheleleyo ubanjwe uhambelana, ingekuko nje ufunyanwe kuwo
Imizobo eshinyeneyo, umbhalo omncinci womfanekiso wesikrini	Kimi-K3	Owona msantsa mkhulu wombono phakathi kwamanqanaba kukufundeka nokuqiqa kwendawo
Izilungiso zefayile enye, ezichaziweyo kakuhle	Kimi-K2.6	Umsebenzi omiselweyo, ukuzama kwakhona okutshiphu, akukho mahluko wophahla olinganiselekayo
Ukubhalwa kwezihloko zemifanekiso ngobuninzi	MiniMax-M3 / MiMo-V2.5	Kusonjululwe nge-$0.50 engenayo; imveliso ye-K3 iphindwe izihlandlo eziyi-9.6 ngesihloko esinye
Ukuqiqa okunzima kodwa okungumbhalo kuphela	DeepSeek-V4-Pro	Imveliso ye-$3.90 xa kuthelekiswa ne-$19.12 — yeka i-K3 ukuba awuyifuni imifanekiso

Loo mqolo wokugqibela lolona longo ludla ngokuphoswa. Ukuba umsebenzi wakho awubandakanyi mifanekiso, jonga i-DeepSeek-V4-Pro kuqala. Nayo sisakhiwo se-3BIT-REAP kwisiseko esikhulu, inamandla ekuqiqeni okunzima, kwaye imveliso yayo ixabisa $3.90 xa kuthelekiswa ne-$19.12 ye-K3. Uninzi lomsinga ofikelela kwinqanaba eliphezulu kukuqiqa okungumbhalo kuphela okuhanjiswa kakuhle ngokulinganayo ngumqolo omnye ngezantsi.

08Ukubiza i-API ye-Kimi K3 engacinezelwanga

Imodeli ivezwe njenge-Kimi-K3-3BIT-REAP kuzo zontathu iilwimi, nokusasaza kwinye nganye yaye akukho mahluko wesakhono phakathi kwazo — ngumilo wocingo kuphela: i-/v1/chat/completions (ehambelana ne-OpenAI), i-/v1/messages (ehambelana ne-Anthropic), kunye ne-/v1/responses. Isicelo sombono esinamandla okuqiqa aphakanyisiweyo kumsebenzi onzima wokubonwayo:

curl https://shannon-ai.com/v1/chat/completions \
  -H "Authorization: Bearer $SHANNON_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "Kimi-K3-3BIT-REAP",
    "reasoning_effort": "high",
    "max_tokens": 4096,
    "stream": true,
    "messages": [{
      "role": "user",
      "content": [
        { "type": "text",
          "text": "Trace the data path in this diagram and list every point where an untrusted input crosses a trust boundary." },
        { "type": "image_url",
          "image_url": { "url": "data:image/png;base64,..." } }
      ]
    }]
  }'

I-K3 ixhasa kokubini i-response_format kunye ne-json_schema epheleleyo, ngoko unako ukubopha iimpikiswano zezixhobo ze-agent okanye unyanzelise ingxelo ingene kwisimo esimisiweyo ngaphandle kokuhlalutya emva koko. Ukubiza izixhobo kokwemvelo yaye yindlela eyayilelweyo yokuqhuba ukubaleka okude. Iiparamitha, ubungqina bokungena, imida yesantya kunye nebala lokudlala eliphilayo zikwiphepha lamaxwebhu e-API.

Izinto ezintathu ezonga imali ngosuku lokuqala

• Thena isiqalo. Umjikelo ngamnye ubhatalisa kwakhona yonke incoko nge-$3.83 kwitoken enye yezigidi; ukushwankathela imbali yemijikelo engama-40 ibe yinto yobume beetoken ezingama-4K kanye kwonga ngaphezu kwakho nokutshintshwa kweemodeli okuninzi.
• Nciphisa imifanekiso. Iitoken zemifanekiso ziitoken zezingenayo; umfanekiso wesikrini we-4K olinganiselwe kwinto esafundeka unika impendulo efanayo ngentlawulo encinci.
• Thumela ngobunzima. Imodeli etshiphu kwimijikelo eqhelekileyo, ne-K3 kwisicwangciso, kwisebe elinzima nakuhlolo lokugqibela, idla ngokuba ngama-80% esakhono ngama-25% etyala.

09Imibuzo ebuzwa rhoqo

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Iinyani zesiseko nobalo-mgangatho ngamanani apapashwe yi-Moonshot AI nge-Kimi K3 nange-Kimi K2 yaye achaza iimodeli zangasentla ezingacuthwanga; isakhiwo sethu lucutho lwe-REAP lwe-3-bit yaye luya kwahluka. Amaxabiso, umxholo neeflegi zesakhono zezika-Shannon AI, njengoko kunjalo nge-5 Septemba 2026 — amanani aphilayo asoloko engawo abuyiswa yi-/v1/models. Imithombo: Ikhadi lemodeli ye-Kimi K3 · Uvimba we-Kimi K3 · Kimi K2 Thinking.