- He whānau tuwhera a Nemotron 3 o ngā tauira, raraunga, me ngā whare pukapuka e arotahi ana ki te AI ā-ringa me ngā pūnaha maha-āringa.
- Kei roto i tēnei ko ngā rahi MoE e toru (Nano, Super me Ultra) me te hoahoa ranu me te whakangungu 4-bit whai hua i runga i te NVIDIA Blackwell.
- Kei te wātea inaianei a Nemotron 3 Nano i Ūropi mā Hugging Face, ngā kapua tūmatanui me te ratonga moroiti NIM, me te matapihi o te 1 miriona tohu.
- Kua oti te pūnaha rauropi me ngā huinga raraunga nunui, NeMo Gym, NeMo RL me Evaluator hei whakangungu, hei whakatikatika me te arotake i ngā kaihoko AI rangatira.
Kei te neke te whakataetae mō te mātauranga horihori mai i ngā karetao kōrerorero māmā, motuhake ki ngā pūnaha kaihoko e mahi tahi ana, e whakahaere ana i ngā rerengamahi roa, ā, me taea te arotake. I roto i tēnei horopaki hou, Kua whakatau a NVIDIA ki te mahi i tētahi mahi tino mārama: ki te whakatuwhera ehara i te mea ko ngā tauira anake, engari ko ngā raraunga me ngā taputapu hoki.kia taea ai e ngā kamupene, e ngā whakahaere tūmatanui me ngā pokapū rangahau te hanga i ā rātou ake tūāpapa AI me te mana whakahaere nui ake.
Ka puta taua nekehanga i roto i Ko Nemotron 3, he whānau tauira tuwhera e aro ana ki te AI maha-kaihoko E whai ana kia whakakotahi i te mahi teitei, te utu whakatau iti, me te māramatanga. Ehara i te mea ko te whakaaro o tēnei tono he karetao kōrerorero whānui noa iho, engari hei he turanga hei whakatū i ngā māngai hei whakaaroaro, hei whakamahere, hei whakahaere hoki i ngā mahi uaua i roto i ngā rāngai kua whakariteaHe mea nui rawa tēnei ki Ūropi me Pāniora, ina hoki he mea nui te mana motuhake o ngā raraunga me te tutuki i ngā ture.
He whānau tuwhera o ngā tauira mō te AI ā-ringa me te AI rangatira
Ka whakaatuhia a Nemotron 3 hei he pūnaha rauropi katoa: ngā tauira, ngā huinga raraunga, ngā whare pukapuka, me ngā tohutao whakangungu i raro i ngā raihana tuwhera. Ko te whakaaro o NVIDIA kia kaua e whakamahia noa e ngā whakahaere te AI hei ratonga kore e kitea, engari ka taea hoki e rātou te tirotiro i ngā mea o roto, te urutau i ngā tauira ki ō rātou rohe, me te whakatinana i aua mea ki runga i ō rātou ake hanganga, ahakoa i roto i te kapua, i ngā pokapū raraunga ā-rohe rānei.
E whakatakoto ana te kamupene i tēnei rautaki i roto i tana whakapau kaha ki te Rangatira AIKei te rapu ngā kāwanatanga me ngā kamupene i Ūropi, Kōrea ki te Tonga, me ētahi atu rohe i ngā huarahi tuwhera hei whakakapi i ngā pūnaha kati, i ngā pūnaha o tāwāhi rānei, e kore nei e hangai pai ki ā rātou ture tiaki raraunga, ki ngā whakaritenga arotake rānei. Ko te whāinga a Nemotron 3 he tūāpapa hangarau hei hanga i ngā tauira ā-motu, ā-rāngai, ā-kamupene rānei, he nui ake te kitea me te mana whakahaere.
Whakarara, Ka whakapakari ake a NVIDIA i tōna tūranga i tua atu i ngā taputapuTae noa ki tēnei wā, he kaiwhakarato GPU tohutoro noa iho; me Nemotron 3, ka tū hoki ia i roto i te paparanga taputapu tauira me te whakangungu, ka whakataetae tika atu ki ngā kaitākaro pēnei i a OpenAI, Google, Anthropic, tae noa ki a Meta, me ngā tauira utu nui pēnei i a SuperGrok TaumahaKua whakaitihia e Meta tana whakapau kaha ki te tuwhera pūtake i ngā whakatipuranga tata nei o Llama.
Mō te pūnaha rangahau me te tīmatanga o Ūropi—e tino whakawhirinaki ana ki ngā tauira tuwhera e manaakihia ana i runga i ngā papaaho pēnei i a Hugging Face—ko te wātea o ngā taumaha, ngā raraunga hangai, me ngā whare pukapuka i raro i ngā raihana tuwhera he huarahi kē atu ki te tauira Hainamana me ngā Amerikana e kaha ana i roto i te rongonui me ngā whakatauranga paearu.
Hanganga MoE ranu: whai huatanga mō ngā kaihoko tauine nui
Ko te āhuatanga hangarau matua o Nemotron 3 he Te hoahoanga ranu o te ranunga-o-ngā-tohunga ngaro (MoE)Engari i te whakahohe i ngā tawhā katoa o te tauira i ia whakatau, he wāhanga iti noa iho o aua tawhā ka whakahohehia, arā, ko te huinga tohunga e tino pā ana ki te mahi, ki te tohu rānei e pā ana.
Ka taea e tenei huarahi ka tino whakaiti i te utu rorohiko me te whakapaunga maharaKa whakanui ake hoki tēnei i te tere o te tuku tohu. Mō ngā hoahoa maha-kaihoko, e whakawhitiwhiti karere tonu ana ngā tekau, ngā rau rānei o ngā kaihoko, he mea nui tēnei whai huatanga hei ārai i te pūnaha kia kore e pumau i runga i ngā utu GPU me te kapua.
E ai ki ngā raraunga i tohaina e NVIDIA me ngā paearu motuhake, ka tutuki i te Nemotron 3 Nano tae atu ki te whā ngā wā nui ake o ngā tohu ia hekona Ki te whakatauritea ki tōna mua, te Nemotron 2 Nano, ka whakaitihia e ia te whakaputanga o ngā tohu whakaaro koretake mā te 60%. I roto i te mahi, ko te tikanga he rite tonu, he tika ake rānei ngā whakautu, engari he iti ake te "kupu" me te utu iti iho mō ia patai.
Nā te hoahoanga MoE ranu, me ngā tikanga whakangungu motuhake, kua hua ake He maha ngā tauira tuwhera matatau e whakamahi ana i ngā kaupapa tohungaKa uru atu a Nemotron 3 ki tēnei ia, engari ka arotahi motuhake ki te AI ā-ringa: ngā ara ā-roto i hangaia mō te mahi tahi i waenga i ngā āringa, te whakamahinga o ngā taputapu, te whakahaere i ngā āhua roa, me te whakamahere taahiraa-i-te-taahiraa.
E toru ngā rahi: Nano, Super, me Ultra mō ngā momo mahi rerekē

Kua whakaritea te whānau Nemotron 3 ki roto i e toru ngā rahi matua o te tauira MoE, e tuwhera katoa ana, ā, he iti ake ngā tawhā hohe nā te hoahoanga tohunga:
- Nemotron 3 Nanotata ki te 30.000 piriona ngā tawhā katoa, me te tata ki te 3.000 piriona rawa mō ia tohuKua hangaia mō ngā mahi kua tohua e tika ana te whai huatanga: te patuiro pūmanawa, te whakarāpopototanga tuhinga, te kimi mōhiohio, te aroturuki pūnaha, ngā kaiawhina AI motuhake rānei.
- Nemotron 3 Super: tata ki te 100.000 piriona ngā tawhā, me 10.000 piriona ngā rawa i ia taahiraa. E aro ana ki Te whakaaroaro matatau i roto i ngā hoahoanga maha-kaihokome te iti o te whakaroa ahakoa ka mahi tahi ngā kaihoko maha ki te whakaoti rapanga uaua.
- Nemotron 3 Ultra: te taumata o runga, me te tata ki te 500.000 piriona tawhā, tae atu ki 50.000 piriona rawa mō ia tohuHe pūkaha whakaaro kaha tēnei mō te rangahau, te whakamahere rautaki, te tautoko whakatau taumata-tiketike, me ngā pūnaha AI tino uaua.
I roto i te mahi, ka taea e tēnei ngā whakahaere Kōwhiria te rahi o te tauira kia rite ki tō tahua me ō hiahiaKo te Nano mō ngā mahi nui, taumaha hoki, me ngā utu iti; ko te Super ina hiahiatia he whakaaro hōhonu ake me te maha o ngā kaihoko mahi tahi; me te Ultra mō ngā take e nui ake ai te kounga me te horopaki roa i te utu GPU.
Mo tenei wa Ko te Nemotron 3 Nano anake e wātea ana hei whakamahi tonu.Kua whakaritea ngā momo Super me Ultra mō te haurua tuatahi o te tau 2026, kia whai wā ai ngā kamupene me ngā taiwhanga o Ūropi ki te whakamātautau i a Nano i te tuatahi, ki te whakatū i ngā paipa, ā, muri iho, ki te neke i ngā kēhi e hiahia ana ki te kaha nui ake.
Nemotron 3 Nano: matapihi tohu 1 miriona me te utu kua whakawhāititia

Ko Nemotron 3 Nano, i tēnei rā, te kaiārahi mahi a te whānauE whakaahuatia ana tēnei e NVIDIA hei tauira rorohiko tino whai hua i roto i te awhe, kua arotauhia kia puta ai te mahi tino pai i roto i ngā rerengamahi maha-kaihoko me ngā mahi uaua engari auau.
I roto i ōna āhuatanga hangarau, ko ngā mea e whai ake nei e kitea ana: matapihi horopaki o te kotahi miriona tohuMā tēnei ka taea te pupuri i te mahara mō ngā tuhinga whānui, ngā putunga waehere katoa, ngā tukanga pakihi maha-taahiraa rānei. Mō ngā tono Pākehā i roto i te peeke, te hauora, te whakahaere tūmatanui rānei, ina nui rawa ngā tuhinga, he mea tino nui tēnei āheinga horopaki mō te wā roa.
Ngā paearu mō te whakahaere motuhake Mā te tātaritanga horihori ka whakanoho a Nemotron 3 Nano hei tētahi o ngā tauira pūtake tuwhera tino taurite Ka whakakotahi i te atamai, te tika, me te tere, me ngā reiti whakaputa i roto i ngā rau tohu ia hekona. Mā tēnei huinga ka kukume i ngā kaiwhakauru AI me ngā kaiwhakarato ratonga i Pāniora e hiahia ana ki tētahi wheako kaiwhakamahi pai me te kore e piki haere ngā utu hanganga.
Mō ngā whakamahinga, ko te arotahi a NVIDIA ki a Nano Whakarāpopototanga ihirangi, patuiro pūmanawa, kimi mōhiohio, me ngā kaiawhina AI hinongaNā te whakaiti i ngā tohu whakaaro tauhou, ka taea te whakahaere i ngā kaihoko e pupuri ana i ngā kōrero roa ki ngā kaiwhakamahi, ki ngā pūnaha rānei, me te kore e piki haere te pire whakatau.
Ngā raraunga tuwhera me ngā whare pukapuka: NeMo Gym, NeMo RL me te Evaluator

Ko tētahi o ngā āhuatanga tino motuhake o Nemotron 3 ko Kāore i te herea ki te tuku i ngā taumaha tauiraKa haere tahi mai a NVIDIA me te whānau me tētahi huinga rauemi tuwhera whānui mō te whakangungu, te whakatikatika, me te aromatawai i ngā kaihoko.
I tētahi taha, ka wātea mai he kohinga hangai o e hia tiriona tohu o ngā raraunga i mua i te whakangungu, i muri i te whakangungu, me te whakapakariMā ēnei huinga raraunga, e arotahi ana ki te whakaaroaro, te waehere, me ngā rerengamahi maha-taahiraa, ka taea e ngā kamupene me ngā pokapū rangahau te whakaputa i ā rātou ake momo Nemotron motuhake ki te rohe (hei tauira, te ture, te hauora, te ahumahi rānei) me te kore e tīmata anō mai i te tīmatanga.
I roto i ēnei rauemi, ko ngā mea e whai ake nei te mea e kitea nuitia ana: Huinga raraunga Haumarutanga Nemotron AgenticKa kohia e ia ngā raraunga telemetry mō ngā whanonga a te kaihoko i roto i ngā horopaki o te ao tūturu. Ko tana whāinga he āwhina i ngā tīma ki te ine me te whakapakari i te haumarutanga o ngā pūnaha motuhake uaua: mai i ngā mahi a te kaihoko ina tūtaki ki ngā raraunga tairongo, ki te āhua o tana tauhohenga ki ngā whakahau koretake, ki ngā whakahau kino pea rānei.
Mō te wāhanga taputapu, kei te whakarewahia e NVIDIA Ko NeMo Gym me NeMo RL hei whare pukapuka tuwhera mō te whakangungu whakapakari me te whakangungu muri, me te NeMo Evaluator hei aromatawai i te haumaru me te mahi. Ka whakaratohia e ēnei whare pukapuka ngā taiao whakatauira me ngā paipa kua rite ki te whakamahi me te whānau Nemotron, engari ka taea te whakawhānui atu ki ētahi atu tauira.
Ka tohatohahia ēnei rauemi katoa—ngā taumaha, ngā huinga raraunga, me te waehere—mā roto i Kei raro i te raihana NVIDIA Open Model License a GitHub me Hugging Face.kia taea ai e ngā tīma Pākehā te whakauru pai ki roto i ā rātou ake MLOp. Kei te whakauru kē ngā kamupene pēnei i a Prime Intellect me Unsloth i a NeMo Gym ki roto i ā rātou rerenga mahi hei whakahaere i te ako whakapakari i runga i a Nemotron.
Te wātea i roto i ngā kapua tūmatanui me te pūnaha rauropi o Ūropi

Kei te wātea inaianei a Nemotron 3 Nano i Kanohi Kohia y GitHubtae atu ki ngā kaiwhakarato whakatauira pērā i a Baseten, DeepInfra, Fireworks, FriendliAI, OpenRouter, me Together AI. Mā tēnei ka huaki te kuaha mō ngā tīma whakawhanake i Pāniora ki te whakamātautau i te tauira mā te API, ki te whakatinana rānei i runga i ā rātou ake hanganga me te kore e tino uaua.
I te taha o te kapua, Ka uru atu a Nemotron 3 Nano ki AWS mā Amazon Bedrock mō te whakatau kore tūmau, ā, kua whakapuakina te tautoko mō Google Cloud, CoreWeave, Crusoe, Microsoft Foundry, Nebius, Nscale, me Yotta. Mō ngā whakahaere Pākehā kua mahi kē i runga i ēnei tūāpapa, mā tēnei ka māmā ake te whakamahi i a Nemotron me te kore he huringa nui ki ō rātou hoahoa.
Haunga te kapua tūmatanui, kei te whakatairanga a NVIDIA i te whakamahinga o Nemotron 3 Nano hei Ka taea te whakatinana i te ratonga moroiti NIM ki runga i tetahi hanganga NVIDIA-whakateretereMā tēnei ka taea ngā horopaki ranu: ko tētahi wāhanga o te kawenga kei roto i ngā kapua o te ao, ko tētahi wāhanga kei roto i ngā pokapū raraunga ā-rohe, i ngā kapua Pākehā rānei e whakatairanga ana i te noho raraunga ki te EU.
Nga putanga Nemotron 3 Super me Ultra, e aro ana ki ngā kawenga mahi whakaaro nui me ngā pūnaha maha-kaihoko nui, kei i whakaritea mō te haurua tuatahi o te tau 2026Mā tēnei rārangi wā ka whai wā te pūnaha rangahau me te pakihi o Ūropi ki te whakamātau i a Nano, ki te whakamana i ngā whakamahinga, me te hoahoa rautaki heke ki ngā tauira nunui ake ina hiahiatia.
E whakatūria ana a NVIDIA e Nemotron 3 hei tētahi o ngā kaiwhakarato matua o ngā tauira tuwhera teitei e aro ana ki te AI ā-ringaMe tētahi tono e whakakotahi ana i te whai huatanga hangarau (MoE ranu, NVFP4, horopaki nui), te tuwhera (taumaha, huinga raraunga me ngā whare pukapuka e wātea ana) me te arotahi mārama ki te mana motuhake me te māramatanga o ngā raraunga, arā, ngā āhuatanga e tino tairongo ana i Pāniora me te toenga o Ūropi, kei reira ngā ture me te pēhanga ki te arotake i te AI e piki haere ana.
He kaingākau ahau ki te hangarau kua huri i ana hiahia "geek" hei umanga. Neke atu i te 10 tau o toku oranga kua pau i ahau ki te whakamahi i nga hangarau hou me te tarai i nga momo kaupapa katoa na runga i te tino hiahia. Inaianei kua tohunga ahau ki te hangarau rorohiko me nga keemu ataata. Ko tenei na te mea kua neke atu i te 5 tau ahau e tuhi ana mo nga momo paetukutuku mo te hangarau me nga keemu ataata, ka hanga tuhinga e whai ana ki te tuku korero ki a koe i roto i te reo e marama ana ki te katoa.
Mena kei a koe etahi patai, ko taku mohiotanga mai i nga mea katoa e pa ana ki te punaha whakahaere Windows me te Android mo nga waea pūkoro. A ko taku pono ki a koe, kei te pirangi au ki te whakapau i etahi meneti hei awhina i a koe ki te whakatau i nga patai kei a koe i tenei ao ipurangi.
