API Kimi K3 Kore-ārai

Ka tuhia te nuinga o ngā aratohu kōwhiri-tauira me te whakapae he kore-utu te āheinga. Ehara. Ko te pātai whakamīharo mō tētahi tauira taumata-teitei ehara i te "he pai ake rānei" — he pai ake tonu i te nuinga o te wā — engari ko "he tino pai ake rānei, mō tēnei mahi, hei whakatika i tētahi nama e rima whakarea ake i te tauira kotahi taumata i raro iho." Ka whakautu tēnei aratohu i tēnā mā te tatauranga pono, ā, ka kī mārama ki hea e toa ai ngā kōwhiringa utu-iti ake.

01He aha tonu a Kimi K3

Ko Kimi K3 te tauira rangatira tuwhera-taumaha a Moonshot AI, i whakaputaina i te Hōngongoi 2026 i raro i te Kimi K3 License — te whakatupuranga tuatoru o tētahi whakapapa i tīmata ki a Kimi K2, ā, he hoahanga tino hou, kaua he whakatikatika-iti noa.

Ko te whakatakotoranga i whakaputaina he 93 paparanga — 69 e whakamahi ana i te Kimi Delta Attention, 24 e whakamahi ana i te aro papa-huna pane-maha kēti, kotahi kiato — me tētahi kaiwhakarite ara Stable LatentMoE e kōwhiri ana i te 16 o ngā 896 mātanga ia tohu me te 2 tiritahi. E pūrongo ana a Moonshot i te tata 2.5× te pai ake o te whaihua whakanui mai i a Kimi K2 nā taua whakakotahitanga. He taketake te tirohanga, kaua he hono-anō: he pūwhakawaehere MoonViT-V2 401M-tawhā e whāngai ana i te rākau ōrite e whakahaere ana i te kuputuhi.

He tika kia mau ki a koe te tau korekore: ka whakahohea e K3 te 104 piriona tawhā ia tohu, i te awhe 30-ki-te-40-piriona o te nuinga o tā mātou rārangi. Tata ki te toru whakarea tērā i te tatauranga ia tohu e whakaputaina ana, ā, koinā tonu te take e noho rangatira ai tēnei tauira i te rārangi utu. Ehara koe i te utu mō tētahi taumata waitohu — kei te utu koe mō ngā hēkona-GPU.

Te whakapapa, i te poto

• Kimi K2 — 1 taera tawhā, 32 piriona hohe, 384 mātanga me te 8 e arataki ana ia tohu, kua whakangungua-tōmua ki te 15.5 taera tohu mā te whakapai MuonClip, i hangaia hei aukati i ngā pahūtanga aro e whakakino ana i te whakangungu MoE i taua rahi.
• Kimi K2 Thinking — te tūāpapa ōrite i whakaakona ki te whakawhitiwhiti i te whakaaroaro me te whakamahi taputapu, e pūrongotia ana e pupuri ana i te 200 ki te 300 karanga taputapu raupapa i te rere kotahi, me te 44.9% i te Humanity's Last Exam me ngā taputapu, me te 60.2% i te BrowseComp.
• Kimi K3 — kua hangaia anō me te reo-maha taketake me tētahi matapihi 1M-tohu i te pito tōmua, me te whakangungu mōhio-ki-te-quantization mai i te hipanga whakatikatika-iti-ārahi whakamua (taumaha MXFP4, hohenga MXFP8). Koinā te take ka manawanui ake a K3 ki te kōpaki kaha i ngā tauira kāore anō kia whakangungua me tērā i te whakaaro.

Ko te aho here he kaihautūtanga pae-roa: kua whakapaingia ia whakatupuranga kia noho mārama puta noa i ngā rau hipanga, kaua ki te toa i ngā paearu whakautu-poto. Koinā te āheinga e hokona ana e koe.

02He aha te tikanga o "3BIT-REAP", ā, he aha i hiahiatia ai e tētahi tauira 2.8T

Ehara te taunga o te id tauira i te whakapaipai noa — e whakaatu ana i te mahi i mahia ki ngā taumaha i mua i tō rātou uta ki runga i tā mātou ake tautau GPU, ā, koinā te whakatūpato pono e piri ana ki ia kerēme i konei. Tīmata ki te tatauranga. Ko tētahi tauira 2.8-taera-tawhā i te tika 16-bit he tata 5.6 tērapaipeta taumaha. I te 3 pae ia taumaha, he tata ake ki te 1.05 tērapaipeta — he nui tonu, engari he whakatakotoranga taea, me te wāhi e toe ana mō tētahi keteroki KV 262K-tohu. Ko te REAP te haurua tuarua: he tikanga tapahi-mātanga e tirotiro ana ko ēhea mātanga ka tino toro atu te kaiwhakarite ara, ka muku i ngā mea onoono-kōwhiritia i mua i te quantizing, kaua i muri. I runga i tētahi tauira e whakarite ara ana i te 16 anake o ngā 896 mātanga ia tohu, he whakaritenga māori tērā — he tohatoha korekore pēnā he hiku roa e whai wāhi iti ana ki te hokohoko tūturu — ā, ko te tapahi tuatahi te tikanga ka whakapaua te kōti pae e toe ana ki ngā mātanga e whai take ana.

Ka whakamahia e tā mātou rārangi ngā taunga e toru hei arawhata whakaaro. Ka whakamahia te 3BIT-REAP mō ngā tūāpapa nunui rawa, i reira kāore e uru tētahi atu mea. Ko te W4A16-AUTOROUND-REAP he taumaha 4-bit me ngā hohenga 16-bit kua quantized mā AutoRound — te porowhita kua akona e whakahoki mai ana i te tika tūturu i tua atu i te porowhita-ki-te-tata-rawa māori — me te tapahi ōrite. Ko te W8A16 te taumata pono-rawa, mō ngā tūāpapa iti noa kāore e hiahia te kōpaki kaha. Ā, ko te whakarāpopototanga: ka whakaatu te taunga i te nui o te mea taketake e ora tonu ana; ka whakaatu te utu i te utu whakahaere.

03Te tirohanga: he aha te hoko a te māramatanga whakaahua

He mea a Kimi-K3 o ngā tauira e rima o tā mātou rārangi tekau mā rua he tirohanga tāna, ā, koinā te mea āheinga-teitei rawa o aua rima. Ka whakahaere te nuinga o ngā API tirohanga arumoni i tētahi kaiwehewehe i runga i ngā whakaahua kua tukuna mai, ā, ka whakakāhore i tētahi momo tāuru whānui i mua i te kite a te tauira — he taunoa whai-take mō te kaihoko, engari he arai nui mō te mahi tika. Ka pāngia tonu tēnei e ngā kairangahau haumarutanga e hopu ana i ngā mata o te whakaputa urutomo, ngā tīma whakahaere-ihirangi e hanga ana i ā rātou ake kaiwehewehe, te mahi tātari-taihara me te arotake-huinga-raraunga, me te aromatawai whero-tīma. Kāore he paparanga whakakāhore, kāore hoki he tātari whakaputa i a Kimi-K3.

Ki hea e utu ai te tirohanga a K3 i tōna utu, i tua atu i ngā tauira tirohanga utu-iti ake

• Ngā hoahoa me ngā mahere kiato — hoahoa hanganga, hoahoa whatunga, ara hiko: ngā mea katoa e whai ana te whakautu i te aru i ngā rārangi me ngā tapanga, kaua i te tapa noa i ngā mea.
• Te kuputuhi iti i ngā hopukanga mata — ngā tohu hapa pae, te whakaputa rārangi whakahau, ngā pūkete ripanga tatau. Ko te āputa i waenga i ngā taumata tirohanga te whānui rawa i te pānui-tanga i te rahi iti.
• He whakaahua kei roto i te kuputuhi roa — he hopukanga mata i whakapiritia ki roto i tētahi horopaki 200K-tohu, i reira me hono te tauira i tāna e kite ana ki tāna i pānui ai e rima tekau mano tohu i mua.
• Te whakataurite whakaahua-maha — e rua ngā putanga o tētahi UI, he tūtohi rānei e whakatauritea ana ki te ripanga nāna i hanga.

Ki hea kāore e utu ai tōna utu: te tuhi kupu-tāpiri, te kuputuhi-anō, te OCR o ngā tuhinga mā, me ngā ara tākai. Kua oti ērā i te $0.50 ia miriona tohu tāuru — mēnā he nui te ranea o tō kawenga mahi whakaahua, ā, he māmā takitahi ia tūemi, ka hua mai a Kimi-K2.6, MiniMax-M3 rānei he whakautu kāore e taea e koe te wehewehe mai i tā K3.

Ka pau ngā tohu mai i te kōti 262,144-tohu ōrite ki te kuputuhi mā ngā whakaahua, ā, ka utua i te reiti tāuru. Ehara ētahi hopukanga mata iarere-teitei i te mea kore-utu.

04Te mahi kaihautū pae-roa — he aha tēnei taumata e whai take ai

Mēnā e tika ana tētahi kawenga mahi kotahi mō te taumata teitei rawa, koinei tērā. Ka hapa ngāwari ngā mahi poto: ka hē te tauira, ka kite koe, ka whakamātau anō koe, e whā hēkona kua ngaro. Ko tētahi kaihautū whā-tekau-hurihanga e peka hē ana i te hurihanga ono, ka whakapau i ngā hurihanga toru tekau mā whā e whai ake ana ki te hanga whakapaipai i runga i te hapa, ā, ka mōhio koe i te mutunga kua utua e koe ia tohu i waenganui. Ko taua rerekētanga te take he tata ki te ine hē te utu ia-tohu i konei. Ko te mea e whai take ana ko te utu ia whakaotinga angitu, e whakahaerea ana e te auau o te maka-atu o tētahi rere. Anei ngā tatauranga a Moonshot mō te tūāpapa K3 i ngā paearu kaihautū:

He tatauranga i pūrongotia e Moonshot mō te tūāpapa Kimi K3 kāore i quantized, Hōngongoi 2026. Ehara ēnei i te ine mō tā mātou hanga 3BIT-REAP, kāore hoki mātou e kī pēnā.

Ka rite te āhua ki te mea i hangaia ai te hoahanga: he paearu porowhita-taputapu a BrowseComp me Terminal-Bench — ngā huringa tukurua o te mahi, te tirotiro, te whakatikatika. Ko te SWE Marathon i te 42.0 te taumaha whakataurite: te aromatawai waehere pae-roa pakeke rawa o te huinga, i reira ka hapa te nuinga o ngā mahi ahakoa he tauira paetata. Ehara "kaihautū" i te akomanga kua oti; hoahoatia mō te hapa ahakoa ko tēhea tauira ka kōwhiria e koe.

Ngā tautuhinga whai-take mō ngā rere roa

Ka whakaputa a K3 i te reasoning_effort, ā, he mea whakahaere utu pono kei konei: ka utua ngā tohu whakaaroaro hei tohu whakaputa, i te $19.12 ia miriona.

• Iti — te whakarite-ara karanga-taputapu me te tango hanganga, i reira ka kōwhiri te tauira i waenga i ētahi kōwhiringa mōhiotia.
• Nui — te aratau taunoa mō te mahi kaihautū tūturu: te whakamahere i tētahi panonitanga maha-hipanga, te whakatika hapa mai i tētahi tohu hapa pae, te whakahoahoa i ngā puna tautohetohe.
• Tino Nui — rāhuitia mō te karanga pakeke rawa kotahi i tētahi ara: te mahere kei te tīmatanga o tētahi rere, te arotake whakamutunga rānei. Ko tētahi rere e whakapau ana i te 30K tohu whakaaroaro i te Nui me te 90K i te Tino Nui, ka utu anō i te $1.15 mō taua haki kotahi.

Whakamaheretia mārōrō hoki te horopaki: ko tā mātou matapihi he 262,144 tohu me te whakaputa nui rawa 16,384 tohu, ā, i te $3.83 ia miriona tāuru, ka whakarea haere tētahi hītori kāore i tapahia — ka utua anō ia hurihanga te aroaro katoa.

05He aha te tikanga o "kore-ārai" i tēnei kūwaha

Ka whakahaerea ia tauira o te Kūwaha Shannon AI kāore he paparanga whakakāhore, kāore hoki he tātari ihirangi whakaputa. He nui ake tōna take i te taumata teitei rawa, nā te mea ko ngā mahi e mauria mai ana e te tangata ki tētahi tauira taumata-teitei ngā mea tino tūpono ki te whakaoho i tētahi tātari: te rangahau haumarutanga whakahoariri, te tātari taputapu-whakaeke, te whakawhanake kaiwehewehe whakahaere-ihirangi, te mōhiohio whakatuma, te pakimaero pakeke, me ia aromatawai e hiahia ana kia hangaia e te tauira te mea e ngana ana koe ki te kite.

• Kāore he kaiwehewehe whakaputa. Kāore ngā whakautu e mātakina, e tuhia anō, e āraia rānei i muri i te whakaputa.
• Kāore he kēti tāuru. Kāore ngā tohutohu me ngā whakaahua e mātakina i mua i tō rātou taenga ki te tauira.
• Ehara i te tauira rerekē. Ko te tūāpapa Kimi K3 tonu tēnei e whakahaerea ana me te kore o te paparanga e noho ana i te nuinga o te wā i mua i a ia.
• Ehara i te whakawhiti haepapa. Ko te tango i tētahi paparanga whakakāhore te tikanga ka neke te whakatau ki a koe — tirohia tā mātou kaupapa here whakamahi haepapa.

He painga ngū ake tērā mō te hunga e hanga ana i ngā pūnaha aromatawai: he tūāpapa pūmau tētahi tauira kore-tātari. Ka noho pouwaru ngā ine i tētahi tauira e whakakāhore ana mata-kore-mōhiotia, nā te mea kāore e taea te wehe i tētahi rohe āheinga mai i tētahi rohe kaupapa here. I konei, he hapa āheinga tētahi hapa — koirā anake te momo ka taea e koe te whakatika hapa.

06Te utu: $3.83 tāuru, $19.12 whakaputa — ā tēhea wā ka whai take

Koinā te tauira utu-nui rawa o tā mātou rārangi mā tētahi āputa whānui: he 9.6× te utu whakaputa i tā mātou papa $2.00, he 5.2× i tā Kimi-K2.6. Anei te tatauranga, tūmatanui.

Tauira	Tāuru / 1M	Whakaputa / 1M	Tirohanga	JSON schema
Kimi-K3 · 3BIT-REAP	$3.83	$19.12	Āe	Āe
DeepSeek-V4-Pro-0813 · 3BIT-REAP	$1.95	$3.90	Kāo	Āe
inkling · W4A16-AUTOROUND-REAP	$1.42	$6.07	Āe	Kāo
Kimi-K2.6 · W4A16-AUTOROUND-REAP	$0.78	$3.67	Āe	Āe
GLM-5.2 · 3BIT-REAP	$0.73	$2.34	Kāo	Āe
MiniMax-M3 · 3BIT-REAP	$0.50	$2.00	Āe	Āe
MiMo-V2.5 · W8A16	$0.50	$2.00	Āe	Āe

He rārangi kua kōwhiria, kua whakaraupapatia mā te utu tāuru. Ka tiritahi ngā tauira tekau mā rua katoa i te horopaki 262,144 tohu, te whakaputa nui rawa 16,384 tohu, te streaming, te karanga taputapu me te reasoning_effort. Kei te whārangi tuhinga API ngā haki āheinga ora.

E rua ngā tauira mahia

Tuatahi, he tāuru 120,000-tohu — he ringihanga putunga waehere, he tukunga ā-ture — e hua ana i tētahi tātaritanga 3,000-tohu. Tuarua, tētahi rere kaihautū whā-tekau-hurihanga: tata ki te 1.2M tohu tāuru kohikohi ana te horopaki e pūrangi haere ana, 90,000 tohu whakaputa tae atu ki te whakaaroaro.

Āhuatanga	Kimi-K3	Kimi-K2.6	MiniMax-M3
120K tāuru / 3K whakaputa	$0.517	$0.105	$0.066
Rere kaihautū 40-hurihanga	$6.32	$1.27	$0.78

He 4.9× te utu o K3 i tā Kimi-K2.6 mō te karanga tuhinga. He kore noa te rima tekau heneti kotahi tau; he $517 ia rā i te kotahi mano karanga, hei whakataurite ki te $105. I te rere kaihautū, he tata $5 te rerekētanga. Nā, whakamahia te whakamātautau kotahi e whai take ana: mēnā he uara kotahi hāora o te wā a tētahi mataaho i te $100 te mahi, ka utu anō a K3 i a ia ake i te wā e whakapiki ai i te angitu-tuatahi ki te rima ōrau — ā, i te mahi pae-roa pakeke tūturu, he nui ake te āputa i waenga i ngā taumata i te nuinga o te wā. Mēnā he uara toru tekau hēkona noa o te wā a te tangata te mahi, kāore e taea te whakatika i taua $5 ōrite.

07Ko Kimi-K3, ko tētahi teina utu-iti ake rānei?

He rua taumata o te arawhata kotahi ngā tauira Kimi e rua o tā mātou rārangi, kaua he hoariri. He iti ake te kōpaki o Kimi-K2.6 — W4A16-AUTOROUND-REAP, taumaha 4-bit me te porowhita kua akona, i te 3-bit a K3 — i runga i tētahi tūāpapa iti ake. He tirohanga tāna, he putanga JSON-schema, te matapihi horopaki ōrite, ā, tata ki te hauwhā-rima te utu.

Mahi	Whakamahi	He aha
Kaihautū motuhake whā-tekau-hurihanga	Kimi-K3	Ka whakarea te hapa; ko te kounga o te mahere i te hurihanga tuatahi te mea e whakatau ana i te rere
Whakatikatika taumata-putunga	Kimi-K3	Me pupuri mārama te horopaki katoa, kaua noa e tikiatuhia
Ngā hoahoa kiato, te kuputuhi iti i ngā hopukanga mata	Kimi-K3	Ko te pānui-tanga me te whakaaroaro wāhi te āputa tirohanga whānui rawa i waenga i ngā taumata
Ngā whakatikatika kōnae-kotahi, kua whakatakotoria pai	Kimi-K2.6	He mahi herea, he whakamātau-anō utu-iti, kāore he rerekētanga tuanui ka taea te ine
Te tuhi kupu-tāpiri whakaahua i te ranea	MiniMax-M3 / MiMo-V2.5	Kua oti i te $0.50 tāuru; he 9.6× te whakaputa o K3 mō te kupu-tāpiri ōrite
He taumaha-whakaaroaro engari he kuputuhi anake	DeepSeek-V4-Pro	He $3.90 te whakaputa hei whakataurite ki te $19.12 — waiho a K3 mēnā kāore koe e hiahia whakaahua

Koirā te rārangi whakamutunga te penapena ngaro rawa i te nuinga o te wā. Mēnā kāore he whakaahua i tō mahi, tirohia tuatahitia a DeepSeek-V4-Pro. He hanga 3BIT-REAP anō tāna i runga i tētahi tūāpapa nui, he kaha i te whakaaroaro pakeke, ā, he $3.90 te utu o tāna whakaputa hei whakataurite ki te $19.12 a K3. Ko te nuinga o te hokohoko e toro atu ana ki te taumata teitei rawa he whakaaroaro kuputuhi anake, e whakahaerea pai ana i te taumata kotahi i raro iho.

08Te karanga i te API Kimi K3 kore-ārai

Ka whakaputaina te tauira hei Kimi-K3-3BIT-REAP i ngā reo e toru, me te streaming i ia mea, kāore he rerekētanga āheinga i waenga i a rātou — ko te hōputu waea anake: /v1/chat/completions (rite ki OpenAI), /v1/messages (rite ki Anthropic), me /v1/responses. He tono tirohanga me te kaha whakaaroaro kua whakapikitia mō tētahi mahi ātaahua pakeke:

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,..." } }
      ]
    }]
  }'

Ka tautoko a K3 i te response_format me te json_schema katoa, nō reira ka taea e koe te here i ngā tautohetohe taputapu a tētahi kaihautū, te akiaki rānei i tētahi pūrongo ki roto i tētahi āhua pūmau me te kore wetewete i muri. He taketake te karanga taputapu, ā, koinā te huarahi i whakaarohia hei ārahi i ngā rere roa. Kei te whārangi tuhinga API ngā tawhā, te whakamana, ngā rohe reiti me tētahi papa tākaro ora.

E toru ngā mea e penapena ai i te moni i te rā tuatahi

• Tapahia te aroaro. Ka utua anō ia hurihanga te kōrerorero katoa i te $3.83 ia miriona; mā te whakarāpopoto i tētahi hītori 40-hurihanga ki tētahi ahanoa tūnga 4K-tohu kotahi tau, ka nui ake te penapena i te nuinga o ngā hurihanga tauira.
• Whakaitihia te rahi o ngā whakaahua. He tohu tāuru ngā tohu whakaahua; ko tētahi hopukanga mata 4K kua whakaitihia ki tētahi mea e taea tonu te pānui ka homai i te whakautu ōrite mō te iti iho.
• Whakaritea mā te taumaha. He tauira utu-iti mō ngā hurihanga āuautanga, me K3 mō te mahere, te peka pakeke me te arotake whakamutunga, he 80% o te āheinga i te 25% o te nama i te nuinga o te wā.

09Ngā pātai auau

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He tau nā Moonshot AI i whakaputaina mō Kimi K3 me Kimi K2 ngā meka tūāpapa me ngā paearu, ā, e whakaahua ana i ngā tauira pito-tōmua kāore i quantized; he quantization 3-bit REAP tā mātou hanga, ā, ka rerekē. He mea nā Shannon AI ake ngā utu, te horopaki me ngā haki āheinga, e rite ana ki te 5 o Hepetema 2026 — ko ngā uara ora ka hoki mai i te /v1/models i ngā wā katoa. Puna kōrero: Kāri tauira Kimi K3 · Putunga Kimi K3 · Kimi K2 Thinking.