API yeKimi K2 Isina Kudzorwa
Kuona, kudana zvishandiso kwepachayo nehwindo re262K pahwaro hwemaagent hwaMoonshot hwemapharamita etiriyoni — isina kudzorwa, pa$0.78 anopinda / $3.67 anobuda pamatokeni miriyoni.
Pfupiso
Kimi-K2.6 · W4A16-AUTOROUND-REAP ndiyo mhando yakanaka pamutengo yemhuri yeKimi paGedhi reShannon. NdiMoE yemaagent yemapharamita etiriyoni imwe yeMoonshot AI — modhi yakavakirwa madenderedzwa marefu ekushandisa zvishandiso — ichishandiswa isina kudzorwa ine mifananidzo inopinda, kudana zvishandiso kwepachayo, zvinobuda zvakasimba zveJSON-schema necontext yematokeni 262,144, pa$0.78 / $3.67 pamatokeni miriyoni. Hanzvadzi yayo Kimi-K3 inodhura anenge ka5. Chikamu 04 chinotaura nechokwadi kuti ka5 ikoko kanokutengera chii uye rini kasingakutengeri chinhu.
Mapeji mazhinji e"modhi yakachipa" chaizvo ari pamusoro pemodhi diki yakapfeka zita remhuri yemodhi huru. Iri harisi rakadaro. Kimi K2.6 ihwaro hukuru hwepamberi hwakazara — mapharamita etiriyoni eMixture-of-Experts yakapararira, ine muisi wekuona wepachayo nehurongwa hwekudzidzisa hwakananga zvakananga pakushandisa zvishandiso semaagent. Chinoita kuti ive mhando yakanaka pamutengo hausi uropi hudiki asi risipi yekudzvanya yakaomarara zvakanyanya. Saka mubvunzo hausi "yakakwana here?" asi ndewekuti "mabasa api anonyatsoona musiyano pakati peiyi nehanzvadzi yayo inodhura ka5?" Chikamu chikuru chechinyorwa chino chinopindura izvozvo.
01Kimi K2.6 chii, chaizvo?
Kimi K2.6 imodhi ine huremu hwakavhurika inobva kuMoonshot AI, rabhoritari yeBeijing iri kumashure kwemutsara weKimi, yakaburitswa musi wa20 Kubvumbi 2026. Inogara nhaka yemagadzirirwo akaita kuti K2 icherechedzwe: transformer yeMixture-of-Experts yakapararira ine anenge mapharamita matiriyoni 1 ose uye anenge mabhiriyoni 32 anoshanda patokeni imwe neimwe, akarongwa senyanzvi 384, 8 dzinotumirwa pamwe ne1 inogovaniswa padanho rimwe nerimwe pamadanho 61, aine Multi-head Latent Attention. Chikamu chidiki chetiriyoni iyoyo chinoshanda patokeni ipi neipi — ndicho chikonzero chaicho modhi yehukuru uhwu ichigona kupiwa mutengo wemasendi.
Dzinza rinokosha nekuda kwezvakagadzirisirwa naMoonshot. K2 yekutanga yakadzidziswa pakutanga pamatokeni anenge matiriyoni 15.5 ichishandisa Muon / MuonClip optimizer, yakavakwa chaizvo kudzivirira MoE yemapharamita etiriyoni kubva pakuputika kwekutarisa nekukwira kwekurasikirwa zvinozunza kudzidziswa pachiyero ichocho; Moonshot yakashuma kusagarisisa kwekudzidziswa kuri pazero mukumhanya kwose. Izvozvo zviri kumusoro kwezvimwe zvose — zvakavatendera kushandisa bhajeti rekudzidzisa pamaitiro emaagent pane pakudzima moto.
K2.6 inowedzera izvozvo nenzira mbiri. Chekutanga, inogamuchira midziyo yakawanda nenzira yepachayo: mifananidzo nemafuremu emavhidhiyo zvinopfuura neMoonViT, muisi wekuona wemapharamita anenge 400M unokamura mufananidzo kuita zvidimbu zve448x448 uchiisa chidimbu chega chega zvakananga munzvimbo yematokeni yemodhi yemutauro — matokeni ekuona anogara mumutsara mumwe chetewo nezvimwe zvose, kwete mune munyori wetsananguro wakanamirwa unopa modhi yakapofumara. Chechipiri, yakavakirwa kurongedzera pakadzama: basa reAgent Swarm reMoonshot rinoshuma kubatanidza kusvika kumaagent madiki 300 akanyanzvirwa mumatunhu nematanho anosvika 4,000 akarongwa mukumhanya kumwe chete kwakazvimirira.
Chimiro chemiyero chakashumwa naMoonshot
Idzi inhamba dzakashumwa naMoonshot dzehwaro hweK2.6 husina kudzvanywa, kwete kuyera kwedu. Dzinobatsira pachimiro, kwete pakururama:
Verenga chimiro, kwete nhamba. Zviyero zvekushandisa zvishandiso nezvinotungamirwa nekutsvaga zviri pamusoro; zviyero zvekuoma kwega kwega zviri pasi. Ndicho chiratidzo chemodhi yakadzidziswa kuita zvakanaka pane kuziva zvose — kuchinjana kwakakodzera kana agent yako iine bhurawuza, shell nesisitimu yemafaira, kusiriko kana uchibvunza mubvunzo mumwe wakaoma pasina zvishandiso.
02Kuti W4A16-AUTOROUND-REAP inorevei
Chipfupiso chiri pazita remodhi hachisi chishongo. Ndiyo risipi chaiyo yekudzvanya, yakabudiswa kuti ugone kufunga nezvekuchinjana kwauri kuita.
- W4A16 — huremu pamabhiti mana, maactivation achiverengwa pa16. Memori yehuremu inodzikira kanenge ka4 kuenzaniswa nebf16 apo masvomhu anounganidza chikanganiso achisara pakururama kwe16-bit. Ndipo panogara pakushandisa pemhando yepamusoro pemamodhi eMoE makuru zvikuru.
- AUTOROUND — muiti we quantization weAutoRound weIntel. Kutenderedza kwakapusa kune kuri pedyo kunotora huremu humwe nehumwe hwakazvimirira kuchirasa ruzivo rwaitsamirwa nemodhi; AutoRound inodzidza sarudzo dzekutenderedza ichirwisana nedhata rekuyera panzvimbo peizvozvo. Pachinangwa che4-bit ndiwo musiyano uri pakati pemodhi ichiri kutevedzera schema neinorasika.
- REAP — Router-weighted Expert Activation Pruning, kubva kuCerebras Research (arXiv 2510.13999, ICLR 2026). Nyanzvi zhinji muMoE hadziwanzotumirwi. REAP inodzipa zviyero pane zvose zviyero zvegedhi rerouter nezviyero zvekushanda kwadzo, ipapo yobvisa dzisingakoshi kamwe chete. Zvakabudiswa: kusvika ku50% yenyanzvi dzakabviswa pamamodhi emapharamita etiriyoni ichichengeta mhando yepakutanga, uye kubvisa kuchikunda kusanganisa nyanzvi pamabasa ekugadzira — kusanganisa kunobatanidza nyanzvi pamwe chete, kubvisa kunongorasa dzisingashandiswi.
Kana zvaitwa mukutevedzana ikoko — bvisa kutanga, uite quantization pane zvasara — unowana modhi inokwana uye inomhanya nekukurumidza pasina kuputsika kwemhando kunokonzerwa neimwe neimwe yenzira idzi yega pazviyero izvi. Kuti tijeke pamusoro pemutengo: modhi yakadzvanywa haifanani chaizvo nebhiti neyekutanga. Zvinotengwa nerisipi ndezvekuti kudzikira kunowira apo usingazokuoni — nzira dzekutumira dzisingawanzoshandiswi, mavheti ematokeni asingawanzoitiki — pane pakutevedzera mirairo, pachimiro chekudana zvishandiso, kana pakuteerera schema.
03Kuti "isina kudzorwa" inorevei pasuwo rino
Kusadzorwa pano itaura pamusoro pemagadzirirwo, kwete pamaitiro. Hapana chidzitiro chekuramba mberi kwemodhi uye hapana sefa yezvirimo pane zvinobuda zvayo. Chikumbiro chako chinosvika pahwaro uye mhinduro yahwo inosvika kwauri; hapana chinobata rutivi rupi zvarwo.
Musiyano iwoyo unokosha, nokuti "isina kudzorwa" rinoshandiswa zvisina kunyatsotarwa. Zvinhu zvitatu zvakasiyana zvinosanganiswa pasi peshoko iri:
- Kurongedza zvinopinda — modhi yakaparadzana inoverenga prompt yako yosarudza kana ichaipfuudza. Hapana ipapa.
- Kusefa zvinobuda — chiongorori chinotarisa mavara akagadzirwa chowacheka kana kuwatsiva. Hapana ipapa.
- Maitiro ehwaro pachahwo — chero chakadzidzwa nemodhi yepasi mukudzidziswa. Ndechemodhi, uye hatiti takachidzima.
Zviviri zvekutanga ndizvo zvinoputsa masisitimu ekushandisa, uye ndizvo zviviri zvatinobvisa. Muongorori anoshanda pa0.5% yezvikumbiro chiyero chekukundikana che0.5% chausingakwanisi kubvisa zvikanganiso, kupikisa, kana kuona chichiuya — uye padenderedzwa reagent rematanho 200, kukundikana kwe0.5% padanho rimwe nerimwe kunowedzerana kuita kumhanya kunokundikana kakawanda pane kunobudirira. Kuramba muhurukuro chinhu chinonetsa; kuramba padanho 147 rekumhanya kwakazvimirira kunoparadza chimiro chekumhanya kwacho nekupisa zvose zvawakashandisa kusvika ipapo. Pamabasa emaagent, kubvisa nzvimbo yekuramba chinhu chekuvimbika, kwete sarudzo yechimiro.
Chinobva ipapo ndechekuti mutoro unoenda kwauri. Hapana neti yekuchengetedza pakati pechishandiso chako nevashandisi vako; kana chigadzirwa chako chichida imwe, ivake apo unogona kuiona, kuigadzirisa, nekuinyora. Ndapota verenga mutemo wedu wekushandisa nemutsigo kutanga.
04Kimi K2.6 kupesana neKimi K3: ka5 kanokodzera rini?
Iyi ndiyo sarudzo yakauyisa vaverengi vazhinji, saka heino pasina kuvhara. Kimi-K3 · 3BIT-REAP ndihwo hwaro hukuru, hutsva: hwakaziviswa musi wa16 Chikunguru 2026 nehuremu hwakavhurika musi wa27 Chikunguru, pane anenge mapharamita matiriyoni 2.8 ose uye anenge mabhiriyoni 104 anoshanda patokeni imwe neimwe — anopfuura ka3 ekuverenga kunoshanda kweK2.6. Kumusoro, Moonshot inonyora K3 pamutengo unopetwa kanenge kashanu kupfuura weK2.6, uye mitengo yeGedhi redu inotevera chiyero ichocho.
| Kimi-K2.6 · W4A16-AUTOROUND-REAP | Kimi-K3 · 3BIT-REAP | |
|---|---|---|
| Anopinda / matokeni 1M | $0.78 | $3.83 |
| Anobuda / matokeni 1M | $3.67 | $19.12 |
| Hwindo recontext | 262,144 | 262,144 |
| Zvinobuda zvakanyanya / chikumbiro | 16,384 | 16,384 |
| Mifananidzo inopinda | Hongu | Hongu |
| Kudana zvishandiso kwepachayo | Hongu | Hongu |
| json_schema yakasimba | Hongu | Hongu |
| Isina kudzorwa | Hongu | Hongu |
| Mapharamita anoshanda / tokeni | ~32B | ~104B |
Tarisa zvisina kuratidzwa netafura: hapana mutsara apo K3 ine unyanzvi husina K2.6. Hwindo rimwe chete, zvinobuda zvakanyanya zvimwe chete, kuona kumwe chete, kudana zvishandiso kumwe chete, zvinobuda zvakarongwa zvimwe chete, mamiriro ekusadzorwa mamwe chete, mitauro mitatu imwe cheteyo. Ka5 kanotenga chinhu chimwe chete — unyanzvi hwakazara pakupfuura kumwe nekumwe. Ndechechokwadi, asi ndicho chinhu chimwe chete, uye hachiiti chinhu pane zvimwe zvausingadzivirirwi nazvo.
Nyaya yehwindo recontext chaiyo
Kumusoro, chinhu chikuru chaK3 icontext yematokeni 1M kuenzaniswa ne262K yaK2.6. PaGedhi reShannon mamodhi ose ari maviri anoshandiswa pamatokeni 262,144. Kana context refu yaiva chikonzero chako chekubhadhara ka5, chikonzero ichocho hachishandi pano — waizobhadhara mutengo wepamusoro uchiwana hwindo rimwe chetero. Ndicho chinhu chinoedzwa nemutengesi kusataura, ndicho chikonzero chiri mumavara akakora.
Bhadhara ka5 kana
- Kudana kumwe chete kuchifanira kubudirira. Kupfuura kumwe chete kwakaoma apo kuedzazve kunodhura kana kusingabviri — chiito chisingadzoreki, sarudzo pakupera kwehurongwa hurefu. Mapharamita akawanda anoshanda patokeni ndizvo chaizvo zvinokwidza denga pakupfuura kumwe chete.
- Basa rinotsamira paruzivo, kwete pazvishandiso. Kubatanidza kwakadzama apo mhinduro inofanira kubuda muhuremu. Chimiro chaK2.6 ndechemaagent; bvisa zvishandiso uye hwaro hukuru hunoonekwa.
- Huwandu hushoma uye zvinokosha zvakakwirira. Pakudana 500 pamwedzi, ka5 i$40 panzvimbo pe$8. Ingotenga modhi iri nani.
Usabhadhare ka5 kana
- Uri kumhanyisa denderedzwa. Kumhanya kurefu kwemaagent kunotongwa nematanho emuchina — verenga faira, dana chishandiso, tarisa mhedzisiro, sarudza inotevera — ndizvo chaizvo zvakadzidziswa K2.6. Pamatanho 200 ka5 i$7.71 kuenzaniswa ne$38.29 pakumhanya kumwe.
- Uri kugadzirisa mifananidzo pahuwandu. Mabasa ekuona anotakura matokeni akawanda anopinda uye kufungisisa pachinhu chimwe nechimwe kwakadzikama. Ona chikamu 05; hakuna kupedyo.
- Basa nderekubvisa ruzivo, kurongedza, kana kushandura. Kubvisa minda mumagwaro, kutumira matikiti, kuenzanisa zvinyorwa, kupfupisa — mabasa akaganhurirwa apo modhi huru inogadzira JSON imwe cheteyo.
- Une danho rekuongorora. Kana zvinobuda zvichitariswa — seti yemiedzo, muongorori weschema, kupfuura kwechipiri, munhu — kupotsa kwedzimwe nguva kwakachipa uye masvomhu emari anofarira huwandu zvachose. Ndidzo nharo dzinonyanya kutariswa pasi dzemhando yakanaka pamutengo.
Chimiro chakakodzera kudanwa nezita: mhanyisa K2.6 padenderedzwa uye K3 pachisarudzo. Rega modhi yemaagent yakachipa iite matanho zana ekuunganidza, ekudana neekunyora, wozoshandisa kudana kumwe chete kunodhura pakubatanidza kwekupedzisira. Mamodhi ose ari maviri anotaura API imwe cheteyo yakafanana nehwindo recontext rimwe chete, saka kuchinjana ishanduko yemutsara mumwe pamunda wemodel.
05Kuona pamutengo unoshanda
Kuona ndiwo mucheto wakapinza kupfuura yose waK2.6 mukatarogu iyi. Pamamodhi gumi nemaviri asina kudzorwa ari paGedhi mana chete ndiwo anogamuchira mifananidzo, uye K2.6 ndiyo yega inosanganisa mifananidzo inopinda nedzinza remaagent reKimi pasi pedhora pamatokeni miriyoni anopinda.
Mabasa ekuona ane chimiro chemutengo chisina kujairika. Maererano netsananguro yakabudiswa naMoonshot yeMoonViT, mufananidzo we1024x1024 unoitwa anenge matokeni emufananidzo 576 — uye ndiwo matokeni anopinda, divi rakachipa rebhuku. Basa rekuona rakajairika rinowira zvinenge zvakazara pachiyero che$0.78 pane pa$3.67. Tora mifananidzo 10,000, imwe neimwe ine matokeni ~200 eprompt (saka matokeni ~776 anopinda) nematokeni ~150 anobuda akarongwa:
| Basa | Kimi-K2.6 | Kimi-K3 | Kupetwa |
|---|---|---|---|
| Danho rimwe reagent (40K anopinda / 2K anobuda) | $0.0385 | $0.1914 | 5.0x |
| Kumhanya kwakazvimirira kwematanho 200 | $7.71 | $38.29 | 5.0x |
| Mifananidzo 10,000, zvinobuda zvakarongwa | $11.56 | $58.40 | 5.1x |
| Basa reboka (1M anopinda / 200K anobuda) | $1.51 | $7.65 | 5.1x |
Zvakaverengwa kubva pamitengo yerondedzero yeGedhi reShannon. Fungidziro yematokeni emifananidzo inoshandisa nhamba yakabudiswa naMoonshot yeMoonViT yematokeni anenge 576 pamufananidzo we1024x1024; kuverengwa kwematokeni chaiko kunosiyana zvichienderana nechiyero nechimiro.
Hurongwa hwemifananidzo hwe$11.56 chinhu chaunomhanyisa zuva nezuva usingazvifungi. Hwe$58.40 chinhu chaunoronga, chaunotsanangurira, uye chaunopedzisira wachekera. Mukaha iwoyo ndidzo nharo dzose dzemhando yakanaka pamutengo.
Chinoyambirwa chimwe chechokwadi. Pamarondedzero akazvimirira emidziyo yakawanda nemabasa akatsigirwa K2.6 yakashumwa iri pedyo ne#26 pamamodhi 115, avheji iri pedyo ne68.1 — inoremekedzeka, kwete inotungamirira mukirasi. Kuona kwayo kwakasimba chaizvo pakunzwisisa magwaro, pakuverenga masikirinishoti nemaUI, nepakududzira machati kana madhayagiramu; yakadzikira pakuratidza nzvimbo chaiyo — mabhokisi echaizvo, kuverenga kwakadzama muzvinhu zvakawandirana, OCR yakadzama yemaskeni akakuvara. Kana uchida kuratidza nzvimbo kwakarurama pachipikisheni, edza padhata rako kutanga. Kana uchida modhi inotarisa sikirinishoti yosarudza chekudzvanya chinotevera, ndicho chishandiso chakakodzera zvakajeka.
06Kudana zvishandiso kusina kuramba nemadenderedzwa emaagent
K2.6 inotsigira kudana zvishandiso kwepachayo: modhi inoburitsa kudana kwezvishandiso kwakarongwa zvakananga kubva pazvinyorwa zvezvishandiso zveJSON-schema zvaunopa, pane kunyengetedzwa kuti igadzire mavara anogona kuparadzaniswa. Nekutaurirana kwekutenderera kwakawanda nemaprompt esisitimu, ndiro hwaro hwakazara redenderedzwa reagent.
Chinowedzerwa ne"kudana zvishandiso kusina kuramba" chakadzama kupfuura zvinonzwika. PaAPI ine sefa, kuramba mukati medenderedzwa reagent kunoonekwa munzira nhatu dzakasiyana dzekukundikana:
- Kuramba kwakasimba — danho rinodzosera mavara panzvimbo pekudana chishandiso, chiparadzanisi chinokundikana, denderedzwa rinoputsika. Zvinonzwika, zvishoma.
- Kuramba kwakapfava — kudana kunoitwa asi zvinopinda zvakadzikiswa: mubvunzo wakamanikidzwa, pharamita yakavharwa, chinopinda chakachekwa. Denderedzwa rinoenderera nechimiro chakadzikira chakanyarara uye unozviwana matanho mana gare gare.
- Kunzvenga kusati kwaitika — hurongwa hunotsaukira kubva pabazi riri pamutemo risati rasvika pedyo naro. Hauzomboona uku; unongowana hurongwa hwakaipa pasina tsananguro.
Chechipiri nechechitatu ndizvo zvinodhura, nokuti hazvionekwi: hapana chikanganiso, hapana chiri mumarogi, hapana chekutsvaga. Suwo risina chidzitiro chekuramba rinobvisa boka rose — zvinopinda zvekudana chishandiso zvemodhi ndizvo zvinopinda zvekudana chishandiso zvemodhi.
Izvi zvinonyanya kukosha mumatunhu anoda kumhanya kwenguva refu kwakazvimirira uye anobata zvinhu zvinonetsa zvakadaro: tsvakurudzo yezvekuchengetedza nemapoka anopikisa, kuongorora malware nezviitiko, kugadzirisa magwaro ekiriniki, kutsvaga humbowo hwepamutemo, nezvishandiso zvekudzora zvirimo zvinofanira kufungisisa pamusoro pezvinhu zvazvinodzora. Kuvaka muongorori wekudzora zvirimo kunoda modhi inoda kutarisa chayanorongedza; hachisi chinhu chinopokana, ibasa chairo.
Zvinyorwa zvinoshanda pakumhanya kurefu: reasoning_effort inokutendera kushandisa kufunga kwakawanda pamatanho ekuronga uye kushoma pane emuchina. Kuyerera kunowanikwa pamitauro mitatu yose, saka danho refu rinogona kuratidza kufambira mberi kana kumiswa nekukurumidza. Uye matokeni 262,144 econtext anochengeta chimiro chebasa chaicho — zvirimo zvefaira, mhedzisiro yezvishandiso yekutanga, hurongwa huri kufamba — zvichigara pamatanho akawanda pasina kupfupisazve pakutenderera kwega kwega, izvo pachazvo chinowanzokonzera kutsauka kweagent.
07Zvinobuda zvakarongwa nemitauro mitatu yeAPI
K2.6 inotsigira zvose json_schema (kugadzira kwakaganhurirwa neschema yakasimba) neresponse_format yakasununguka. Tarisa izvozvo pakatarogu: maviri emamodhi gumi nemaviri ari pano haatsigiri zvinobuda zveschema yakasimba, uye kana danho rako rinotevera rehurongwa richiparadzanisa JSON, kadhi iroro harisi resarudzo.
Zvinobuda zveschema yakasimba ndizvo zvinoita kuti modhi isina kudzorwa ishandiswe sechivakwa: kana modhi ichifanira kuburitsa chinhu chinoenderana neschema yako, unowana chivimbiso chekuparadzanisa chakazvimirira pane zvaingadai yakataura — hapana chinotanga, hapana kukumbira ruregerero, hapana ndima yakapoteredza JSON yako. Kana zvasanganiswa nekusava nechidzitiro chekuramba, ndiro suwo rekubvisa ruzivo rinodzosera chinhu chako pakudana kwega kwega, pagwaro rega rega, pasinei nekuti gwaro riri pamusoro pei.
| Suwo | Kutsigira kwaKimi-K2.6 | Zvinyorwa |
|---|---|---|
| /v1/chat/completions | Hongu | Mutauro weOpenAI — inopinda pakarepo pamaSDK aripo |
| /v1/messages | Hongu | Mutauro weAnthropic — modhi imwe cheteyo, huremu humwe chetehwo |
| /v1/responses | Hongu | Chimiro cherudzi rweResponses |
| Kuyerera | Hongu | Pamitauro mitatu yose |
| Kudana zvishandiso | Hongu | Kwepachayo, zvinyorwa zvezvishandiso zveJSON-schema |
| json_schema | Hongu | Zvinobuda zvakarongwa zvakasimba |
| response_format | Hongu | Mamiriro eJSON akasununguka |
| reasoning_effort | Hongu | Gadzirisa bhajeti rekufunga pakudana kwega kwega |
| Mifananidzo inopinda | Hongu | Mifananidzo pamwe nemavara |
Mitauro mitatu yose inosvika pahuremu humwe chete pacluster imwe cheteyo. Nongedzera mutengi weOpenAI aripo kubase URL, isa model paKimi-K2.6-W4A16-AUTOROUND-REAP, wobva watanga kumhanya. Zvimiro zvezvikumbiro nemhinduro, zvinorehwa nekuyerera nenzvimbo yekuedza iri kushanda zviri mumagwaro eAPI.
08Apo Kimi K2.6 iri sarudzo isiriyo
Nhungamiro yemodhi inongonyora simba chete ishambadziro. Heino patingakuendesa kune imwe nzvimbo.
- Unoda denga chairo pakupfuura kumwe chete kwakaoma. Enda kuKimi-K3 ubhadhare ka5. Ndizvo zvayakaitirwa.
- Unoda kuratidza nzvimbo yezvinoonekwa kwakarurama pachipikisheni. Mabhokisi ekumanikidza, OCR yakadzama pamaskeni akakuvara nekuverenga chaiko muzvinhu zvakawandirana hazvisi pasimba rayo — edza padhata rako kutanga.
- Unoda yakachipa kupfuura yakachipa, pasina kuona. Mamodhi akati wandei mukatarogu ari pa$0.50 / $2.00. Mutengo wepamusoro waK2.6 unotenga kuona nechimiro chemaagent cheKimi; kana usingadi chimwe chazvo, tora mhando yakachipa.
- Unoda kupfuura matokeni 16,384 anobuda mumhinduro imwe chete. Denga iroro rinoshanda pakatarogu yose — magwaro marefu anoda kugadzirwa nezvidimbu pamodhi ipi zvayo yaunosarudza.
- Unoda maitiro akarurama chaiwo ehwaro hwekumusoro. Ichi chivakwa chakabviswa nyanzvi uye chakaitwa quantization: kuchinjana kwakaitwa nemaune, kwakabudiswa. Peongororo yekudzokorora, mhanyisa uchishandisa huremu hwaMoonshot hwekutanga.
Nhamba yega yega yekumusoro iri pano yakabudiswa naMoonshot AI kana nevatsvakurudzi vakazvimirira. Nhamba dzedu — mutengo, context, zvinobuda zvakanyanya, zviratidzo zveunyanzvi — dzinobva zvakananga pasuwo re/v1/models riri kushanda raunogona kubvunza iwe pachako. Tarisa ose ari maviri.
Nhamba dzemagadzirirwo, dzemiyero nedzemazuva ekuburitswa dzaKimi K2.6 neK3 dzakashumwa naMoonshot uye dzinoratidzwa dzehwaro hwekumusoro, kwete dzechivakwa chedu chakadzvanywa. Nhamba yechinzvimbo pamidziyo yakawanda inobva pane rondedzero yakazvimirira yerutivi rwechitatu. Mitengo yeGedhi reShannon ndeyerondedzero kusvika musi wa5 Gunyana 2026.
09Mibvunzo inowanzobvunzwa
Pane API yeKimi K2 isina kudzorwa here?
Hongu. Shannon AI inoshandisa Kimi-K2.6 sesuwo risina kudzorwa pacluster yayo yemaGPU: hapana chidzitiro chekuramba mberi kwemodhi uye hapana sefa yezvirimo inoshandiswa pane zvinobuda zvayo. Unowana maitiro ehwaro pachahwo, ine hwindo recontext rematokeni 262,144, mifananidzo inopinda, nekudana zvishandiso kwepachayo.
API yeKimi K2.6 isina kudzorwa inodhura marii?
Kimi-K2.6 iri pa$0.78 pamatokeni miriyoni anopinda ne$3.67 pamatokeni miriyoni anobuda. Danho reagent rakajairika rematokeni 40K anopinda ne2K anobuda rinodhura anenge masendi 3.9; kumhanya kwakazvimirira kwematanho 200 kunodhura anenge $7.71.
Kimi K2.6 inotsigira kuona paShannon AI here?
Hongu. Kimi-K2.6 inogamuchira mifananidzo inopinda pamwe nemavara. Ndeimwe yemamodhi mana chete anoona ari mukatarogu yeShannon, uye ndiyo yega inosanganisa kuona nedzinza remaagent reKimi pasi pedhora pamatokeni miriyoni anopinda.
Ndinofanira kushandisa Kimi K2.6 kana Kimi K3?
Kimi K3 inodhura kanenge ka5 ($3.83/$19.12 kuenzaniswa ne$0.78/$3.67) nekuda kwehwaro hukuru. Sarudza K3 kana kufungisisa kumwe chete kwakaoma kuchifanira kubudirira pakutanga uye kuedzazve kuchidhura. Sarudza K2.6 pahuwandu: madenderedzwa marefu emaagent, hurongwa hwemifananidzo, kubvisa ruzivo, nechero chinhu chaunomhanyisa zviuru zvenguva, apo ka5 ndiwo musiyano uri pakati pekubvira nekusabvira.
API yeKimi K2 isina kudzorwa inotsigira kudana zvishandiso neJSON schema here?
Hongu pazviri zviviri. Kimi-K2.6 inotsigira kudana zvishandiso kwepachayo, zvinobuda zvakarongwa zvakasimba zvejson_schema, neresponse_format, pamitauro mitatu yose yeAPI: /v1/chat/completions, /v1/messages, ne/v1/responses. Kuyerera nereasoning_effort zvinotsigirwa pamitatu yose.
Mhanyisa Kimi-K2.6 isina kudzorwa
Kuona, kudana zvishandiso, context ye262K. $0.78 anopinda / $3.67 anobuda pamatokeni miriyoni.
Verenga Magwaro eAPI Tarisa Mamodhi OseZita remodhi: Kimi-K2.6-W4A16-AUTOROUND-REAP · rinoshandiswa pacluster yedu yemaGPU
Shannon AI inoshandiswa neShannon Lab LLC, New Mexico, USA. Zvakatorwa kubva: Moonshot AI — Kimi K2 · REAP the Experts (arXiv 2510.13999) · Cerebras Research — REAP. Nhamba dzemiyero dzeKimi dzekumusoro dzakashumwa naMoonshot uye dziri panguva yekumirira kuongororwa kwakazvimirira; dzinotsanangura hwaro husina kudzvanywa, kwete chivakwa cheShannon chakaitwa quantization.