- Nemotron 3 ndi banja lotseguka la mitundu, deta, ndi malaibulale omwe amayang'ana kwambiri pa AI yothandiza komanso machitidwe ambiri othandizira.
- Imakhala ndi kukula kwa MoE katatu (Nano, Super ndi Ultra) yokhala ndi kapangidwe ka hybrid komanso maphunziro abwino a 4-bit pa NVIDIA Blackwell.
- Nemotron 3 Nano tsopano ikupezeka ku Europe kudzera pa Hugging Face, public clouds komanso ngati microservice ya NIM, yokhala ndi zenera la ma token 1 miliyoni.
- Malo osungiramo zinthu ali ndi deta yambiri, NeMo Gym, NeMo RL ndi Evaluator kuti aphunzitse, kusintha ndikuwunika ma agents a AI odziyimira pawokha.
Mpikisano wa luntha lochita kupanga ukuchoka pa ma chatbot osavuta, odzipatula kupita ku machitidwe othandizira omwe amagwira ntchito limodzi, amayang'anira ntchito zazitali, ndipo amafunika kuwerengedwa. Mu mkhalidwe watsopanowu, NVIDIA yasankha kutenga sitepe yomveka bwino: kutsegula osati mitundu yokha, komanso deta ndi zidakotero kuti makampani, mabungwe aboma ndi malo ofufuzira athe kumanga nsanja zawo za AI ndi ulamuliro wochulukirapo.
Kayendedwe kameneko kamachitika Nemotron 3, banja la ma model otseguka omwe cholinga chake ndi kupanga ma AI ambiri Ikufuna kuphatikiza magwiridwe antchito apamwamba, ndalama zochepa zoganizira, komanso kuwonekera poyera. Cholingachi sichingokhala ngati chatbot ina yongoganizira za anthu onse, koma ngati maziko otumizira othandizira omwe amaganizira, kukonzekera ndikuchita ntchito zovuta m'magawo olamulidwaIzi ndizofunikira kwambiri ku Europe ndi Spain, komwe ufulu wa deta ndi kutsatira malamulo ndizofunikira.
Banja lotseguka la zitsanzo za AI yothandiza komanso yodziyimira payokha
Nemotron 3 ikuwonetsedwa ngati dongosolo lonse la zinthu: mitundu, ma datasets, malaibulale, ndi maphikidwe ophunzitsira pansi pa zilolezo zotseguka. Lingaliro la NVIDIA ndilakuti mabungwe samangogwiritsa ntchito AI ngati ntchito yosawoneka bwino, komanso amatha kuyang'ana zomwe zili mkati, kusintha mitunduyo kuti igwirizane ndi ma domain awo, ndikuyiyika pa zomangamanga zawo, kaya mumtambo kapena m'malo osungira deta am'deralo.
Kampaniyo ikufotokoza njira imeneyi m'njira yake yodzifunira Wolamulira AIMaboma ndi makampani ku Europe, South Korea, ndi madera ena akufunafuna njira zina zotseguka m'malo mwa machitidwe otsekedwa kapena akunja, omwe nthawi zambiri sagwirizana bwino ndi malamulo awo oteteza deta kapena zofunikira pakuwunika. Cholinga cha Nemotron 3 ndi kukhala maziko aukadaulo omangira mitundu yadziko, yamagawo, kapena yamakampani yokhala ndi mawonekedwe ndi kuwongolera kwakukulu.
Kufanana, NVIDIA imalimbitsa malo ake kupitirira zida zamagetsiMpaka pano, inali makamaka wopereka GPU wodziwika; ndi Nemotron 3, imadziikanso yokha mu gulu la zida zophunzitsira ndi modeling, ikupikisana mwachindunji ndi osewera monga OpenAI, Google, Anthropic, kapena Meta, komanso motsutsana ndi mitundu yapamwamba monga SuperGrok HeavyMeta yachepetsa kudzipereka kwake ku magwero otseguka m'mibadwo yaposachedwa ya Llama.
Kwa kafukufuku wa ku Ulaya ndi malo oyambira ntchito—odalira kwambiri ma model otseguka omwe ali pa nsanja monga Hugging Face—kupezeka kwa zolemera, deta yopangidwa, ndi malaibulale pansi pa zilolezo zotseguka ndi njira ina yamphamvu m'malo mwa Mitundu yaku China ndi aku America omwe amalamulira kutchuka ndi masanjidwe ofanana.
Kapangidwe ka Hybrid MoE: magwiridwe antchito a othandizira akuluakulu
Mbali yaikulu yaukadaulo ya Nemotron 3 ndi Kapangidwe kosakanikirana ka akatswiri osakanikirana (MoE)M'malo moyambitsa magawo onse a chitsanzo mu lingaliro lililonse, gawo laling'ono chabe la iwo limayatsidwa, gulu la akatswiri omwe ali ofunikira kwambiri pa ntchitoyo kapena chizindikiro chomwe chikukambidwa.
Njirayi imalola kuchepetsa kwambiri ndalama zowerengera ndi kugwiritsa ntchito kukumbukiraIzi zimawonjezeranso kuchuluka kwa ma token. Pa zomangamanga za ma multi-agent, komwe ma agent ambiri kapena mazana ambiri amasinthirana mauthenga nthawi zonse, kugwira ntchito bwino kumeneku ndikofunikira kwambiri kuti dongosololi lisapitirire malinga ndi mtengo wa GPU ndi cloud.
Malinga ndi deta yogawidwa ndi NVIDIA ndi ma benchmarks odziyimira pawokha, Nemotron 3 Nano imakwaniritsa mpaka ma tokeni ochulukirapo kanayi pa sekondi imodzi Poyerekeza ndi yomwe idalipo kale, Nemotron 2 Nano, imachepetsa kupanga ma tokeni osafunikira ndi pafupifupi 60%. M'machitidwe, izi zikutanthauza mayankho ofanana kapena olondola kwambiri, koma ndi "mawu ochepa" komanso mtengo wotsika pa funso lililonse.
Kapangidwe ka MoE kosakanikirana, kuphatikiza njira zina zophunzitsira, kwatsogolera ku Mitundu yambiri yotseguka kwambiri imagwiritsa ntchito njira za akatswiriNemotron 3 ikugwirizana ndi izi, koma imayang'ana kwambiri pa AI yothandiza: njira zamkati zomwe zimapangidwa kuti zigwirizane pakati pa othandizira, kugwiritsa ntchito zida, kusamalira nthawi yayitali, komanso kukonzekera pang'onopang'ono.
Masayizi atatu: Nano, Super, ndi Ultra pa ntchito zosiyanasiyana

Banja la Nemotron 3 lakonzedwa m'magulu awiri: kukula kwakukulu kutatu kwa mtundu wa MoE, zonse zimatseguka ndipo zili ndi magawo ochepa ogwira ntchito chifukwa cha kapangidwe ka akatswiri:
- Nemotron 3 Nano: pafupifupi magawo 30.000 biliyoni onse, ndi pafupifupi Katundu wa 3.000 biliyoni pa tokeni iliyonseYapangidwira ntchito zomwe zimafuna kuchitidwa bwino pamene kuchita bwino n'kofunika: kukonza mapulogalamu, kufotokozera zikalata, kupeza zambiri, kuyang'anira makina, kapena othandizira akatswiri aukadaulo.
- Nemotron 3 Super: pafupifupi magawo 100.000 biliyoni, okhala ndi Katundu wa 10.000 biliyoni pa sitepe iliyonse. Cholinga chake ndi Kulingalira kwapamwamba mu zomangamanga zamagulu ambirindi kuchedwa kochepa ngakhale pamene othandizira angapo agwirizana kuti athetse mavuto ovuta.
- Nemotron 3 Ultra: gawo lapamwamba, lokhala ndi magawo pafupifupi 500.000 biliyoni ndipo mpaka Katundu wa 50.000 biliyoni pa tokeni iliyonseImagwira ntchito ngati injini yamphamvu yoganizira kafukufuku, kukonzekera njira, kuthandizira zisankho zapamwamba, komanso makamaka machitidwe a AI ovuta.
Mwachizolowezi, izi zimalola mabungwe Sankhani kukula kwa chitsanzocho malinga ndi bajeti yanu ndi zomwe mukufunaNano ya ntchito zazikulu, zolemera komanso ndalama zochepa; Zabwino kwambiri pamene pakufunika kulingalira mozama ndi othandizira ambiri ogwirizana; ndi Ultra pazochitika zomwe khalidwe ndi nkhani yayitali zimaposa mtengo wa GPU.
Pakadali pano Nemotron 3 Nano yokha ndi yomwe ikupezeka kuti igwiritsidwe ntchito nthawi yomweyo.Mitundu ya Super ndi Ultra ikukonzekera theka loyamba la chaka cha 2026, zomwe zimapatsa makampani aku Europe ndi ma laboratories nthawi yoti ayesere kaye ndi Nano, kukhazikitsa mapaipi, kenako, kusamutsa milandu yomwe imafuna mphamvu zambiri.
Nemotron 3 Nano: zenera la tokeni miliyoni imodzi ndi mtengo wokwanira

Nemotron 3 Nano, monga momwe zilili masiku ano, ndi mtsogoleri wothandiza wa banjaNVIDIA imafotokoza kuti ndi chitsanzo chotsika mtengo kwambiri pakompyuta, chokonzedwa bwino kuti chigwire ntchito bwino kwambiri m'magawo osiyanasiyana komanso ntchito zovuta koma zobwerezabwereza.
Pakati pa zinthu zake zaukadaulo, zotsatirazi zimaonekera bwino: zenera la mawonekedwe a ma tokeni okwana miliyoni imodziIzi zimathandiza kuti zinthu zisungidwe m'malemba ambiri, malo osungiramo ma code onse, kapena njira zambiri zogwirira ntchito. Pa ntchito za ku Europe m'mabanki, azaumoyo, kapena kayendetsedwe ka boma, komwe zolemba zingakhale zambiri, luso lotha kugwiritsa ntchito nthawi yayitali ndi lofunika kwambiri.
Zizindikiro za bungwe lodziyimira pawokha Kusanthula kochita kupanga kumaika Nemotron 3 Nano ngati imodzi mwa mitundu yotseguka bwino kwambiri Imaphatikiza luntha, kulondola, ndi liwiro, ndi kuchuluka kwa ma throughput mu mazana a ma tokeni pa sekondi imodzi. Kuphatikiza kumeneku kumapangitsa kuti ikopeke kwa ophatikiza AI ndi opereka chithandizo ku Spain omwe amafunikira chidziwitso chabwino cha ogwiritsa ntchito popanda ndalama zambiri zogwirira ntchito.
Ponena za momwe mungagwiritsire ntchito, NVIDIA ikuyang'ana Nano pa Chidule cha zomwe zili mkati, kukonza zolakwika pa mapulogalamu, kupeza zambiri, ndi othandizira a AI amakampaniChifukwa cha kuchepa kwa zizindikiro zosafunikira, n'zotheka kuyendetsa othandizira omwe amalankhulana nthawi yayitali ndi ogwiritsa ntchito kapena makina popanda kukwera mtengo kwa bilu yotsimikizira.
Deta yotseguka ndi malaibulale: NeMo Gym, NeMo RL ndi Evaluator

Chimodzi mwa zinthu zodziwika bwino za Nemotron 3 ndichakuti Sikuti zimangotulutsa zolemera za chitsanzo chokhaNVIDIA imatsogolera banjali ndi zinthu zambiri zotseguka zophunzitsira, kukonza, ndi kuwunika othandizira.
Kumbali imodzi, imapanga gulu lopangidwa la ma toni angapo a deta yophunzitsira asanaphunzire, ataphunzira, ndi yolimbikitsaMa dataseti awa, omwe amayang'ana kwambiri pa kulingalira, kulemba ma code, ndi njira zogwirira ntchito zambiri, amalola makampani ndi malo ofufuzira kupanga mitundu yawoyawo ya Nemotron (monga zamalamulo, zaumoyo, kapena mafakitale) popanda kuyambira pachiyambi.
Pakati pa zinthu zimenezi, zotsatirazi ndizodziwika bwino: Seti ya deta ya Nemotron Agentic SafetyImasonkhanitsa deta ya telemetry yokhudza khalidwe la wothandizira m'zochitika zenizeni. Cholinga chake ndikuthandiza magulu kuyeza ndikulimbitsa chitetezo cha machitidwe ovuta odziyimira pawokha: kuyambira zomwe wothandizira amachita akakumana ndi deta yachinsinsi, mpaka momwe amachitira ndi malamulo osamveka bwino kapena omwe angakhale oopsa.
Ponena za gawo la zida, NVIDIA ikuyambitsa Malo Ochitira Masewera a NeMo ndi NeMo RL ngati malaibulale otseguka kuti aphunzitse anthu za kulimbitsa thupi komanso pambuyo pa maphunziro, pamodzi ndi NeMo Evaluator kuti aone momwe zinthu zilili komanso chitetezo. Malaibulale awa amapereka njira zoyeserera zokonzeka kugwiritsidwa ntchito komanso njira zoyezera zinthu ndi banja la Nemotron, koma zitha kuwonjezeredwa ku mitundu ina.
Zinthu zonsezi—zolemera, ma dataset, ndi ma code—zimagawidwa kudzera GitHub ndi nkhope yokumbatirana zili ndi zilolezo pansi pa NVIDIA Open Model License.kuti magulu aku Europe athe kuiphatikiza mosavuta mu MLOps zawozawo. Makampani monga Prime Intellect ndi Unsloth akugwiritsa kale ntchito NeMo Gym mwachindunji mu ntchito zawo kuti azitha kuphunzira bwino pa Nemotron.
Kupezeka mu mitambo ya anthu onse komanso zachilengedwe zaku Europe

Nemotron 3 Nano tsopano ikupezeka pa Nkhope yokumbatirana y GitHubkomanso kudzera mwa opereka mayankho monga Baseten, DeepInfra, Fireworks, FriendliAI, OpenRouter, ndi Together AI. Izi zimatsegula khomo kwa magulu opanga mapulogalamu ku Spain kuti ayesere chitsanzochi kudzera mu API kapena kuchiyika pa zomangamanga zawo popanda zovuta zambiri.
Patsogolo pa mtambo, Nemotron 3 Nano ilowa nawo AWS kudzera pa Amazon Bedrock chifukwa cha malingaliro opanda seva, ndipo yalengeza kuti ikuthandizira Google Cloud, CoreWeave, Crusoe, Microsoft Foundry, Nebius, Nscale, ndi Yotta. Kwa mabungwe aku Europe omwe akugwira ntchito kale pamapulatifomu awa, izi zimapangitsa kuti zikhale zosavuta kugwiritsa ntchito Nemotron popanda kusintha kwakukulu pamapangidwe awo.
Kuwonjezera pa mtambo wa anthu onse, NVIDIA ikulimbikitsa kugwiritsa ntchito Nemotron 3 Nano ngati NIM microservice ingagwiritsidwe ntchito pa zomangamanga zilizonse zofulumira za NVIDIAIzi zimathandiza kuti pakhale zochitika zosiyanasiyana: gawo la katundu m'mitambo yapadziko lonse lapansi ndi gawo m'malo osungira deta am'deralo kapena m'mitambo yaku Europe yomwe imaika patsogolo kukhalapo kwa deta mu EU.
Mabaibulo Nemotron 3 Super ndi Ultra, cholinga chake ndi kugwira ntchito mopitirira muyeso komanso kugwiritsa ntchito njira zambiri zogwiritsira ntchito mphamvu zambiri, yokonzedweratu theka loyamba la chaka cha 2026Nthawi iyi imalola kafukufuku wa ku Europe ndi dongosolo la bizinesi kuti ayesere Nano, kutsimikizira momwe amagwiritsidwira ntchito, ndikupanga njira zosamukira ku mitundu yayikulu pakafunika kutero.
Nemotron 3 imayika NVIDIA ngati m'modzi mwa opereka chithandizo chachikulu cha Ma model otseguka apamwamba omwe amapangidwira AI yothandizaNdi lingaliro lomwe limaphatikiza magwiridwe antchito aukadaulo (hybrid MoE, NVFP4, nkhani yayikulu), kutseguka (zolemera, ma datasets ndi malaibulale omwe alipo) komanso kuyang'ana bwino pa ufulu wa deta ndi kuwonekera poyera, zinthu zomwe ndizofunikira kwambiri ku Spain ndi ku Europe konse, komwe malamulo ndi kukakamizidwa kwa AI akuwunika kukukulirakulira.
Ndine wokonda zaukadaulo yemwe wasandutsa zokonda zake za "geek" kukhala ntchito. Ndakhala zaka zoposa 10 za moyo wanga ndikugwiritsa ntchito ukadaulo wotsogola komanso kusewera ndi mitundu yonse yamapulogalamu chifukwa cha chidwi chenicheni. Panopa ndaphunzira luso la pakompyuta komanso masewera a pakompyuta. Izi zili choncho chifukwa kwa zaka zoposa 5 ndakhala ndikulembera mawebusaiti osiyanasiyana pa teknoloji ndi masewera a pakompyuta, ndikupanga nkhani zomwe zimafuna kukupatsani zambiri zomwe mukufunikira m'chinenero chomwe chimamveka kwa aliyense.
Ngati muli ndi mafunso, chidziwitso changa chimachokera ku chilichonse chokhudzana ndi makina opangira Windows komanso Android pama foni am'manja. Ndipo kudzipereka kwanga ndi kwa inu, nthawi zonse ndimakhala wokonzeka kuthera mphindi zochepa ndikukuthandizani kuthetsa mafunso aliwonse omwe mungakhale nawo pa intaneti.
