API Kimi K2 Kore-ārai
Te tirohanga, te karanga taputapu ā-taketake me te matapihi 262K i runga i te tūāpapa kaihautū tawhā-taera a Moonshot — kore-ārai, i te $0.78 tāuru / $3.67 whakaputa ia miriona tohu.
Whakarāpopoto
Ko Kimi-K2.6 · W4A16-AUTOROUND-REAP te taumata uara o te whānau Kimi i runga i te kūwaha Shannon. He MoE kaihautū a Moonshot AI e kotahi taera tawhā — te tauira i hangaia mō ngā porowhāwhā whakamahi-taputapu roa — e whakahaerea ana kore-ārai me te tāuru whakaahua, te karanga taputapu ā-taketake, te putanga JSON-schema pūmau me te horopaki 262,144-tohu, i te $0.78 / $3.67 ia miriona tohu. Ko tōna tuakana/teina a Kimi-K3 he tata 5x te nui ake o te utu. Ko te Wāhanga 04 he kōrero pono mō te wā ka whai take taua 5x, ā, mō te wā kāore he take.
Ko te nuinga o ngā whārangi "tauira utu-iti" he tauira iti kua mau i te ingoa o tētahi whānau tauira nui ake. Ehara tēnei i tēnā. He tūāpapa rahi-taumata-mata katoa a Kimi K2.6 — he taera tawhā o te Whakaranu-o-Ngā-Mātanga korekore, he kaiwhakawaehere tirohanga ā-taketake tōna, ā, he kaupapa whakangungu i aro pono ki te whakamahi taputapu kaihautū. Ehara i te roro iti te mea e waiho ai tēnei hei taumata uara, engari he tohutaka kōpaki kaha ake. Nō reira, ehara te pātai i te "he pai rawa atu ia?" engari he "ko ēhea mahi ka tino kite i te rerekētanga i waenga i tēnei me tōna tuakana/teina utu-5x-ake?" Ko te nuinga o tēnei tuhinga e whakautu ana i tēnā.
01He aha tino a Kimi K2.6?
He tauira taumaha-tuwhera a Kimi K2.6 nā Moonshot AI, te whare rangahau i Pekini kei muri i te rārangi Kimi, i whakaputaina i te 20 o Āperira 2026. Ka tuku iho ki a ia te hoahanga i whai ingoa ai a K2: he transformer Whakaranu-o-Ngā-Mātanga korekore me te tata 1 taera tawhā katoa me te tata 32 piriona hohe ia tohu, kua whakaritea hei 384 mātanga, 8 kua whakaritea-ara me te 1 tiritahi ia paparanga puta noa i te 61 paparanga, me te Multi-head Latent Attention. He wāhanga iti anake o taua taera e mahi ana mō tētahi tohu takitahi — koinā tonu te take ka taea ai te utu-heneti mō tētahi tauira o tēnei rahi.
He nui te whakapapa nā te mea he aha te mea i whakatikaina e Moonshot. I whakangungua-tōmua a K2 taketake ki te tata 15.5 taera tohu mā te kaiwhakatika Muon / MuonClip, i hangaia motuhake kia kaua tētahi MoE taera-tawhā e pāngia e ngā pahūtanga aro me ngā tarapeke ngaro e whakangāwari ana i te whakangungu i taua rahi; i pūrongo a Moonshot i te kore-mautanga o te whakangungu puta noa i te rerenga katoa. Koirā kei runga ake i ngā mea katoa — nā tēnā i taea ai e rātou te whakapau i te pūtea whakangungu ki te whanonga kaihautū, kaua ki te patu ahi.
Ka toro atu a K2.6 ki ngā ara e rua. Tuatahi, he maha-momo ā-taketake ia: ka rere ngā whakaahua me ngā papa ataata mā roto i a MoonViT, he kaiwhakawaehere tirohanga ~400M-tawhā e wāhi ana i tētahi whakaahua ki ngā wāhanga 448x448, ka tuku i ia wāhanga tika ki te mokowā tohu a te tauira reo — ka noho ngā tohu-ataata i te raupapa ōrite ki ngā mea katoa, kaua i tētahi kaiwhakamārama kua whakapiri atu e whāngai ana i tētahi tauira matapō. Tuarua, he mea hanga mō te whakahaere hōhonu: e pūrongo ana te mahi Agent Swarm a Moonshot i te whakarite puta noa i te 300 kaihautū-iti kua whakawaeahia-ā-rāngai, me te 4,000 hikoi kua whakaritea i roto i te rere aunoa kotahi.
Te kōtaha paearu i pūrongotia e Moonshot
He tau i pūrongotia e Moonshot mō te tūāpapa K2.6 kāore i kōpakina, ehara i a mātou tatauranga. He whai take mō te āhua, kaua mō te tika-pū:
Me pānui te āhua, kaua ngā mati. Ka noho teitei ngā tatauranga e whai take ana i te taputapu me te rapunga; ka noho iti ake ngā tatauranga uaua-noa. Koinā te tohu o tētahi tauira i whakangungua kia mahi pai, kaua kia mōhio ki ngā mea katoa — te whakawhitinga tika mēnā he pūtirotiro, he anga, he pūnaha kōnae tō tō kaihautū, engari te whakawhitinga hē mēnā he pātai uaua kotahi tāu e pātai ana me te kore taputapu e piri ana.
02He aha te tikanga o W4A16-AUTOROUND-REAP
Ehara te taunga o te id tauira i te whakapaipai noa. Koinā tonu te tohutaka kōpaki tika, i whakaputaina kia taea ai e koe te whakaaro mō te whakawhitinga e mahia ana e koe.
- W4A16 — ngā taumaha kei te 4 pī, ngā hohenga e tatauhia ana kei te 16. Ka heke te mahara taumaha mō te tata 4x i te bf16, engari ka noho tonu te tatauranga e whakarōpū ana i te hapa kei te 16-pī. Koinā te wāhi whakahaere kounga-teitei paerewa mō ngā tauira MoE nui rawa.
- AUTOROUND — te kaiwhakatau a Intel, AutoRound. Ka whakaaro ke te porowhita-ki-te-tata-rawa māori i ia taumaha motuhake, ka whakarerea he mōhiohio i whakawhirinaki ai te tauira; engari ka ako a AutoRound i ngā whakatau porowhita ki ngā raraunga whakarōpū. I tētahi taunga 4-pī, koinā te rerekētanga i waenga i tētahi tauira e whai schema tonu ana me tētahi e kōtiti ana.
- REAP — Router-weighted Expert Activation Pruning, nā Cerebras Research (arXiv 2510.13999, ICLR 2026). He iti noa ngā wā ka whakaarahia te nuinga o ngā mātanga o tētahi MoE. Ka whakatau te REAP i ia mātanga i runga i ōna uara kōwhiri kaiwhakarite ara me ōna ine whakaputa, kātahi ka tango i ngā mea tatauranga-iti rawa i te hikoi kotahi. Ko te hua i whakaputaina: tae atu ki te 50% o ngā mātanga kua tapahia mai i ngā tauira taera-tawhā, ā, e mau tonu ana te kounga paerewa; ā, ka toa te tapahi i te whakakotahi mātanga mō ngā mahi whakaputa — ka whakapoke te whakakotahi i ngā mātanga motuhake, engari ka tango noa te tapahi i ngā mea kāore e whakamahia.
Mā te whakamahi i tēnei raupapa — tapahi tuatahi, quantize i ngā mea e ora tonu ana — ka whiwhi koe i tētahi tauira e uru ana, e tere ana hoki te rere, me te kore e horo te kounga e pā ai tētahi tikanga kotahi anake i ēnei ōwehenga. Kia mārama mō te utu: ehara tētahi tauira kōpaki i te mea rite-pū ki te taketake. Ko te utu o te tohutaka kei te whakahekenga e tau ana ki ngā wāhi e kore koe e kite — ngā ara whakarite-ara onge, ngā waha tohu tūponotanga-iti — kaua ki te whai tohutohu, te hōputu karanga-taputapu, te ū ki te schema rānei.
03He aha te tikanga o "kore-ārai" i tēnei pito mutunga
He kōrero mō te hoahanga tēnei, kaua mō te waiaro. Kāore he paparanga whakakāhore i mua i te tauira, kāore hoki he tātari ihirangi e pā ana ki tana whakaputa. Ka tae tō tono ki te tūāpapa, ā, ka tae tana whakautu ki a koe; kāore tētahi mea e ārai ana i tētahi ahunga.
He nui tēnei rerekētanga, nā te mea he māmā noa te whakamahi i te kupu "kore-ārai". E toru ngā mea motuhake kua whakakotahitia i raro i taua kupu:
- Te whakarōpū tāuru — ka pānui tētahi tauira motuhake i tō tohutohu, ka whakatau mēnā ka tukua atu. Kāore i konei.
- Te tātari whakaputa — ka tirotiro tētahi kaimātai i te kuputuhi i hangaia, ka poto, ka whakakapi rānei. Kāore i konei.
- Ngā whanonga ake o te tūāpapa — ahakoa he aha i ako ai te tauira taketake i te whakangungu. Nā te tauira anō tērā, ā, kāore mātou e kī kua horoia e mātou.
Ko ngā mea tuatahi e rua ngā mea e pakaru ai ngā pūnaha whakaputa, ā, koirā ngā mea e rua ka tangohia e mātou. Ko tētahi kaiwhakarōpū e whakaputa ana i te 0.5% o ngā tono he pāpātanga hapa 0.5% kāore koe e taea te whakatikatika, te tohe, te kite mai rānei i mua — ā, i roto i tētahi porowhāwhā kaihautū 200-hikoi, ka whakarea te hapa ia-hikoi 0.5% kia tino nui ake te rere ka hapa i te rere ka angitu. He whakapōrearea noa te whakakāhoretanga i tētahi kōrerorero; ka whakangaro te whakakāhoretanga i te hikoi 147 o tētahi rere aunoa i te tūnga o te rere me te tahu i ngā mea katoa i whakapaua e koe ki te tae mai ki reira. Mō ngā kawenga mahi kaihautū, he āhuatanga pono te tango i te mata whakakāhore, kaua he manakohanga āhua noa.
Ko te hua ake, ka neke te haepapa ki a koe. Kāore he kupenga haumaru i waenganui i tō rārangi taupānga me ō kaiwhakamahi; mēnā ka hiahiatia tētahi e tō hua, hangaia i te wāhi ka taea e koe te kite, te whakatika, me te tuhi i ngā kōrero. Tēnā, pānuitia tuatahi tā mātou Kaupapa Here Whakamahi Haepapa.
04Kimi K2.6 me Kimi K3: āhea te 5x e whai take ana?
Koinei te whakatau i haere mai ai te nuinga o ngā kaipānui, nō reira anei, kāore he huna. Ko Kimi-K3 · 3BIT-REAP te tūāpapa nui ake, hōu ake: i pānuitia i te 16 o Hurae 2026 me ngā taumaha tuwhera i te 27 o Hurae, ā, tata ki te 2.8 taera tawhā katoa me te tata 104 piriona hohe ia tohu — neke atu i te 3x te tatauranga hohe a K2.6. I runga ake, e whakarārangi ana a Moonshot i a K3 he tata 5x te utu o K2.6, ā, ka whai tā mātou utu kūwaha i taua ōwehenga.
| Kimi-K2.6 · W4A16-AUTOROUND-REAP | Kimi-K3 · 3BIT-REAP | |
|---|---|---|
| Tāuru / 1M tohu | $0.78 | $3.83 |
| Whakaputa / 1M tohu | $3.67 | $19.12 |
| Matapihi horopaki | 262,144 | 262,144 |
| Whakaputa nui rawa / tono | 16,384 | 16,384 |
| Tāuru whakaahua | Āe | Āe |
| Karanga taputapu ā-taketake | Āe | Āe |
| json_schema pūmau | Āe | Āe |
| Kore-ārai | Āe | Āe |
| Tawhā hohe / tohu | ~32B | ~104B |
Tirohia te mea kāore te ripanga e whakaatu ana: kāore he rārangi e whai āhuatanga ana a K3 kāore i a K2.6. Matapihi ōrite, whakaputa nui rawa ōrite, tirohanga ōrite, karanga taputapu ōrite, putanga hanganga ōrite, tūranga kore-ārai ōrite, reo e toru ōrite. Ka hoko te 5x i te mea kotahi anake — te kaha mata i ia rere-whakamua. He pono tēnā, engari he mata kotahi anake, ā, kāore he take ki ngā mata ehara i tō āwhitu.
Te take mō te matapihi horopaki ake
I runga ake, ko te āhuatanga matua a K3 he horopaki 1M-tohu ki te 262K a K2.6. I runga i te kūwaha Shannon, ka whakahaeretia ngā tauira e rua i te 262,144 tohu. Mēnā ko te horopaki roa tō take mō te utu 5x, kāore taua take e whai take i konei — ka utua e koe te nui ake, engari ka riro mai i a koe te matapihi ōrite. He momo mea tēnei e mātau ana tētahi kaihoko ki te waiho kore-kōrero, koinā i whakapakaritia ai.
Utua te 5x ina
- Me eke tētahi pupuhi kotahi. Tētahi pāhikohiko uaua kotahi i reira he utu nui, he kore-taea rānei te tarai anō — tētahi mahi kore-hurihuri, tētahi whakatau i te mutunga o tētahi paipa roa. Ko te maha ake o ngā tawhā hohe ia tohu tonu te mea e piki ai te tuanui mō te pupuhi kotahi.
- He herea-mātauranga te mahi, ehara i te herea-taputapu. He whakahiato hōhonu i reira me puta mai te whakautu i ngā taumaha. He kaihautū te kōtaha o K2.6; tangohia ngā taputapu ka kitea te tūāpapa nui ake.
- He iti te rahi, he nui te tūraru. I te 500 karanga ia marama, ko te 5x he $40 kaua he $8. Hokona noatia te tauira pai ake.
Kaua e utu i te 5x ina
- Kei te whakahaere koe i tētahi porowhāwhā. Ka whakahaerea ngā rere kaihautū roa e ngā hikoi rite-tonu — pānui i tētahi kōnae, karanga i tētahi taputapu, tirotiro i tētahi hua, kōwhiri i te mea e whai ake — koirā tonu te mea i whakangungua ai a K2.6. I te 200 hikoi, ko te 5x he $7.71 ki te $38.29 ia rere.
- Kei te tukatuka koe i ngā whakaahua i te rahi. He taumaha-tohu-tāuru ngā kawenga mahi tirohanga, ā, he pāpaku te whakaaroaro ia tūemi. Tirohia te wāhanga 05; kāore e tata.
- He tango, he whakarōpū, he whakarerekē rānei te mahi. Te tango kōrero mai i ngā tuhinga, te whakahaere pōro, te whakapaerewa i ngā rekoata, te whakarāpopoto — he mahi here e puta ana te JSON ōrite mai i tētahi tauira nui ake.
- He hikoi whakaū tāu. Mēnā ka tirohia te whakaputa — he huinga whakamātautau, he kaiwhakaū schema, he pāhikohiko tuarua, he tangata rānei — he utu iti ngā ngaronga o te wā, ā, ka tautoko te ōhanga i te rahi. Koinei te tohenga tino kore-whakanuia mō te taumata uara.
He tauira whanonga e tika ana kia whakaingoatia: whakahaerea a K2.6 mō te porowhāwhā, a K3 mō te whakatau. Waiho te tauira kaihautū utu-iti kia mahi i ngā rau hikoi o te kohikohi, te karanga me te tuhinga hukihuki, kātahi ka whakapau i tētahi karanga utu-nui mō te whakahiato whakamutunga. Ka kōrero ngā tauira e rua i te API ōrite me te matapihi horopaki ōrite, nā reira he panoni kotahi-rārangi noa ki te mata model te huri.
05Te tirohanga i te utu whai take
Ko te tirohanga te mata koi rawa o K2.6 i tēnei rārangi. O ngā tekau mā rua tauira kore-ārai o te kūwaha, e whā anake e whakaae ana ki ngā whakaahua, ā, ko K2.6 anake te mea e hono ana i te tāuru whakaahua ki te whakapapa kaihautū a Kimi i raro iho i te tāra kotahi ia miriona tohu tāuru.
He āhua utu rerekē tā ngā kawenga mahi tirohanga. E ai ki te whakaahuatanga a Moonshot mō MoonViT, ka whakawaeahia tētahi whakaahua 1024x1024 ki te tata 576 tohu-whakaahua — ā, he tohu tāuru ērā, te taha utu-iti o te pukapuka. Ka tau tētahi mahi tirohanga māori ki te tata katoa o te reiti $0.78, kaua te $3.67. Whakaarohia te 10,000 whakaahua, ia tētahi me te ~200 tohu tohutohu (nō reira ~776 tohu tāuru) me te ~150 tohu putanga hanganga:
| Kawenga mahi | Kimi-K2.6 | Kimi-K3 | Whakareatanga |
|---|---|---|---|
| Kotahi hikoi kaihautū (40K tāuru / 2K whakaputa) | $0.0385 | $0.1914 | 5.0x |
| Rere aunoa 200-hikoi | $7.71 | $38.29 | 5.0x |
| 10,000 whakaahua, putanga hanganga | $11.56 | $58.40 | 5.1x |
| Mahi pukoro (1M tāuru / 200K whakaputa) | $1.51 | $7.65 | 5.1x |
I tatauhia mai i ngā utu rārangi a te kūwaha Shannon. Ko te whakatau tohu-whakaahua e whakamahi ana i te tau MoonViT i whakaputaina e Moonshot, ~576 tohu mō tētahi whakaahua 1024x1024; ka rerekē te tohu tūturu i runga i te ihiihi me te āhua-ine.
He mea ka whakahaeretia e koe ia rā me te kore whakaaro he paipa whakaahua $11.56. He mea ka whakaritea, ka whakatika take, ā, ka mutu ka tapahia he $58.40. Koirā te tautohenga katoa mō tētahi taumata uara.
Tētahi whakatūpato pono. I runga i ngā papa tohu maha-momo me ngā mahi-whai-tūāpapa motuhake, kua pūrongotia a K2.6 ki te tata #26 o ngā 115 tauira, te toharite tata 68.1 — he pai, ehara i te taumata-teitei rawa o te akomanga. He tino kaha tōna tirohanga mō te mārama tuhinga, te pānui mata-mahi (UI) me te whakaahua-mata, me te whakamāramatanga tūtohi, hoahoa rānei; he ngoikore ake mō te whai-tūāpapa-mokowā tino tika — ngā pouaka herenga tika, te tatau mārama-iti i ngā horopaki whakararu, te OCR kiato o ngā mataono kua heke te kounga. Mēnā he hiahia tōu ki te tautuhinga tika-ki-te-pika, whakamātauria ki runga i āu ake raraunga i te tuatahi. Mēnā he hiahia tōu ki tētahi tauira hei tirotiro i tētahi whakaahua-mata ka whakatau he aha te pāwhiri i muri, koinei tonu te taputapu tika.
06Karanga taputapu kore-whakakāhore me ngā porowhāwhā kaihautū
Ka tautoko a K2.6 i te karanga taputapu ā-taketake: ka tuku tika te tauira i ngā karanga taputapu hanganga mai i ngā whakamāramatanga taputapu JSON-schema kua tukuna e koe, kaua mā te akiaki kia hangaia he kuputuhi ka taea te wetewete. Me te kōrerorero maha-hurihanga me ngā tohutohu pūnaha, koirā te papa katoa mō tētahi porowhāwhā kaihautū.
He mea ngāwari ake i te kōrero, te mea e tāpirihia ana e te "karanga taputapu kore-whakakāhore". I runga i tētahi API kua tātaritia, ka puta ngā whakakāhoretanga i roto i tētahi porowhāwhā kaihautū i ngā momo hapa motuhake e toru:
- Whakakāhoretanga pakari — ka whakahoki te hikoi i te kōrero-tuhi kaua i te karanga taputapu, ka hapa te kaiwetewete, ka pakaru te porowhāwhā. He ngangau, engari he mōhio i te wā tonu.
- Whakakāhoretanga ngāwari — ka mahia te karanga engari kua tāmi ngātahitia ngā tohutohu: he pātai kuiti, he tawhā kua tāmi, he utu kua poroa. Ka haere tonu te porowhāwhā me te tūnga kua heke te kounga, ā, ka kite koe e whā hikoi i muri mai.
- Te karo tōmua — ka peka atu te mahere i tētahi peka tika i mua i tana tata atu. Kāore koe e kite i tēnei; ka riro noa mai i a koe tētahi mahere kino ake me te kore whakamārama.
Ko te tuarua me te tuatoru ngā mea utu-nui, nā te mea kāore e kitea: kāore he hapa, kāore he mea i roto i ngā rārangi rekoata, kāore he mea hei rapu. Ka tango tētahi pito mutunga kāore ōna paparanga whakakāhore i te akomanga katoa — ko ngā tohutohu karanga-taputapu a te tauira ko ngā tohutohu karanga-taputapu tonu a te tauira.
He tino nui tēnei i ngā rāngai e hiahia ana ki ngā rere aunoa roa, ā, e pā ana ki ngā kaupapa tāpae ake: te rangahau haumarutanga me te tīma-whero, te tātari pūmate me ngā aituā, te tukatuka tuhinga haumanu, te kimi taunakitanga ā-ture, me ngā taputapu whakahaere e whai take ana ki te whakaaroaro mō te ihirangi e whakahaerea ana e ia. Ko te hanga i tētahi kaiwhakarōpū whakahaere e hiahia ana ki tētahi tauira e pai ana ki te tirotiro i te mea e whakarōpūhia ana e ia; ehara tēnā i te tautohetohe, he mahi noa.
He tuhipoka whai take mō ngā rere roa: mā te reasoning_effort koe e whakapau ai i te nuinga o te whakaaro ki ngā hikoi whakamahere, me te iti ake ki ngā mea rite-tonu. Ka wātea te streaming i ngā reo e toru, nā reira ka taea e tētahi hikoi roa te whakaatu i te ahunga whakamua, te whakamutu wawe rānei. Ā, ka pupuri te horopaki 262,144 tohu i te tūnga mahi tūturu — ngā ihirangi kōnae, ngā hua taputapu o mua, tētahi mahere e haere tonu ana — kia noho tonu puta noa i ngā hikoi maha me te kore whakarāpopoto anō ia hurihanga, tētahi tino pūtake o te kōtiti kaihautū.
07Te putanga hanganga me ngā reo API e toru
Ka tautoko a K2.6 i te json_schema (te whakaputa kua herea pūmau ki te schema) me te response_format ngāwari ake. Whakatauritea tēnā ki te rārangi: e rua o ngā tekau mā rua tauira o konei kāore e tautoko ana i te putanga schema pūmau, ā, mēnā ka wetewete tō wāhanga paipa e whai ake nei i te JSON, ehara tērā pou i te mea kōwhiringa.
Ko te putanga schema pūmau te mea e taea ai e tētahi tauira kore-ārai te noho hei hanganga: mēnā me whakaputa te tauira i tētahi ahanoa e rite ana ki tō schema, ka riro mai i a koe he mautohu wetewete motuhake i te aha rānei i mea ai ia i tētahi atu wā — kāore he kupu whakataki, kāore he whakapāha, kāore he whitinga kupu e karapoti ana i tō JSON. Ka honoa ki te kore-paparanga-whakakāhore, koirā he pito mutunga tango kōrero e whakahoki mai ana i tō ahanoa i ia karanga, mō ia tuhinga, ahakoa he aha te kaupapa o te tuhinga.
| Mata | Te tautoko a Kimi-K2.6 | Ngā tuhipoka |
|---|---|---|
| /v1/chat/completions | Āe | Reo OpenAI — whakakapi ngāwari mō ngā SDK o nāianei |
| /v1/messages | Āe | Reo Anthropic — tauira ōrite, taumaha ōrite |
| /v1/responses | Āe | Atanga momo-Responses |
| Streaming | Āe | I ngā reo e toru |
| Karanga taputapu | Āe | Ā-taketake, ngā whakamārama taputapu JSON-schema |
| json_schema | Āe | Putanga hanganga pūmau |
| response_format | Āe | Aratau JSON ngāwari ake |
| reasoning_effort | Āe | Whakatika i te pūtea whakaaro ia karanga |
| Tāuru whakaahua | Āe | Whakaahua i te taha o te kuputuhi |
Ka pā ngā reo e toru katoa ki ngā taumaha ōrite i runga i te tautau ōrite. Whakatohua tētahi kiritaki OpenAI o nāianei ki te URL tūāpapa, whakaritea te model ki Kimi-K2.6-W4A16-AUTOROUND-REAP, ā, kua oma koe. Kei te tuhinga API ngā āhua tono me te whakautu, ngā tikanga streaming me tētahi papa whakamātau ora.
08Ko hea a Kimi K2.6 te kōwhiringa hē
He panui hokohoko noa tētahi kāri tauira e whakarārangi ana i ngā kaha anake. Anei ngā wāhi ka tono atu mātou i a koe ki tētahi atu.
- Me whai koe i te tuanui tino teitei mō tētahi pāhikohiko uaua kotahi. Haere ki a Kimi-K3, ka utu i te 5x. Koirā tana take.
- Me whai koe i te whai-tūāpapa-tirohanga tika-ki-te-pika. Ehara ngā pouaka herenga, te OCR kiato i ngā mataono kua heke te kounga me te tatau tika i ngā horopaki whakararu i tōna tūranga kaha rawa — whakamātauria ki runga i āu raraunga i te tuatahi.
- Me whai koe i tētahi mea utu-iti ake i te utu-iti, me te kore tirohanga. He maha ngā tauira o te rārangi kei te $0.50 / $2.00. Ko te utu nui ake o K2.6 e hoko ana i te tirohanga me te kōtaha kaihautū a Kimi; mēnā kāore ō hiahia ki tētahi o ēnei, tangohia te taumata utu-iti ake.
- Me whai koe i te neke atu i te 16,384 tohu whakaputa i roto i te whakautu kotahi. Ka pā taua tuanui ki te rārangi katoa; me wāhi ngā tuhinga roa hei whakaputanga, ahakoa ko tēhea tauira ka kōwhiritia e koe.
- E hiahia ana koe ki te whanonga tika-rawa-ki-te-bit o runga ake. He hanga kua tapahia, kua quantized tēnei: he whakawhitinga ā-hiahia, kua whakaputaina. Mō tētahi rangahau tauritenga, whakahaerea ki ngā taumaha taketake a Moonshot.
Ko ia tau o runga ake i konei i whakaputaina e Moonshot AI, e ngā kairangahau motuhake rānei. Ko ā mātou ake tau — te utu, te horopaki, te whakaputa nui rawa, ngā tohu āheinga — ka ahu tika mai i te pito mutunga /v1/models ora ka taea e koe ake te ui. Tirohia ngā mea e rua.
Ko ngā tau hoahanga, paearu, me te rā whakaputa mō Kimi K2.6 me K3 i pūrongotia e Moonshot, ā, e whakaatu ana mō te tūāpapa o runga ake, kaua mō tā mātou hanga kua kōpakina. Ko te tau tauwehenga maha-momo nō tētahi papa tohu tuatoru-pāti motuhake. He utu rārangi ngā utu kūwaha Shannon, e rite ana ki te 5 o Hepetema 2026.
09Ngā pātai auau
He API Kimi K2 kore-ārai?
Āe. Ka whakahaerea e Shannon AI a Kimi-K2.6 hei kūwaha kore-ārai i runga i tāna ake tautau GPU: kāore he paparanga whakakāhore i mua i te tauira, kāore hoki he tātari ihirangi e pā ana ki tana whakaputa. Ka riro mai i a koe te whanonga ake o te tūāpapa, me te horopaki 262,144-tohu, te tāuru whakaahua, me te karanga taputapu ā-taketake.
E hia te utu o te API Kimi K2.6 kore-ārai?
Ko Kimi-K2.6 he $0.78 ia miriona tohu tāuru me te $3.67 ia miriona tohu whakaputa. Ko tētahi hikoi kaihautū māori o te 40K tāuru me te 2K whakaputa ka tata $0.039 te utu; ko tētahi rere aunoa 200-hikoi ka tata $7.71 te utu.
Ka tautoko a Kimi K2.6 i te tirohanga i runga i a Shannon AI?
Āe. Ka whakaae a Kimi-K2.6 ki te tāuru whakaahua i te taha o te kuputuhi. Ko ia tētahi o ngā tauira e whā anake e whai tirohanga ana i te rārangi a Shannon, ā, koinā anake te mea e hono ana i te tirohanga ki te whakapapa kaihautū a Kimi i raro iho i te tāra kotahi ia miriona tohu tāuru.
Me whakamahi ahau i a Kimi K2.6, i a Kimi K3 rānei?
He tata 5 whakareatanga te nui ake o te utu o Kimi K3 ($3.83/$19.12 ki te $0.78/$3.67) mō tētahi tūāpapa nui ake. Kōwhiria a K3 ina me eke tētahi whakaaroaro uaua kotahi i te wā tuatahi, ā, he utu nui te tarai anō. Kōwhiria a K2.6 mō te rahi: ngā porowhāwhā kaihautū roa, ngā raraunga whakaahua, te tango kōrero, me ngā mea katoa ka whakahaeretia e koe i ngā mano wā, i reira ko te 5x te rerekētanga i waenga i te taea me te kore taea.
Ka tautoko te API Kimi K2 kore-ārai i te karanga taputapu me te schema JSON?
Āe ki ngā mea e rua. Ka tautoko a Kimi-K2.6 i te karanga taputapu ā-taketake, te putanga json_schema pūmau, me te response_format, puta noa i ngā reo API e toru: /v1/chat/completions, /v1/messages, me /v1/responses. Ka tautokona te streaming me te reasoning_effort i ngā reo e toru.
Whakahaerea a Kimi-K2.6 kore-ārai
Tirohanga, karanga taputapu, horopaki 262K. $0.78 tāuru / $3.67 whakaputa ia miriona tohu.
Pānuitia ngā Tuhinga API Ngā Kāri Tauira KatoaId tauira: Kimi-K2.6-W4A16-AUTOROUND-REAP · e whakahaerea ana i runga i tā mātou ake tautau GPU
Ka whakahaerea a Shannon AI e Shannon Lab LLC, New Mexico, USA. Ngā puna kōrero: Moonshot AI — Kimi K2 · REAP the Experts (arXiv 2510.13999) · Cerebras Research — REAP. He tau i pūrongotia e Moonshot, ā, he mea okioki tonu i te whakaūtanga motuhake ngā tau paearu Kimi o runga ake; e whakaatu ana rātou i te tūāpapa kāore i kōpakina, kaua i te hanga quantized a Shannon.