I-API ye-Nemotron Engacinezelwanga

Uninzi lweemodeli "ezivulekileyo" zinobunzima obuvulekileyo kuphela kwaye akukho nto ingaphezu koko — isiqhu seeparamitha, ilayisensi, kunye nokuthula malunga nokuba la manani avela phi. I-Nemotron ibingumahluko ohleli unjalo iminyaka emibini: i-NVIDIA ihambisa ubunzima, iiseti zedatha zasemva koqeqesho, iindawo ze-RL kunye neresiphi. Loo nto ibalulekile kwi-endpoint engacinezelwanga ngendlela ekulula ukuyiphosa. Imodeli enedatha yayo yokulungelelaniswa epapashiweyo yeyona ukwazi ukuqiqa ngokuziphatha kwayo kokwala endaweni yokuqikelela — kwaye yeyona umntu wesithathu anokuyihambisa ngokusemthethweni ngaphandle kwesihluzo sesiqulatho esixotyelelwe emlonyeni wayo.

01Iyintoni i-Nemotron 3 Ultra?

I-Nemotron 3 Ultra lelona lungu likhulu losapho lwe-Nemotron 3 lwe-NVIDIA, olwakhutshelwa kwi-Hugging Face nge-4 Juni 2026. Ingxelo yobuchwepheshe ye-NVIDIA iyichaza "njengemodeli yolwimi ye-Mixture-of-Experts edibeneyo ye-Mamba-Attention eneeparamitha ezingamakhulu amahlanu anamashumi amahlanu ezigidigidi zizonke nezingamashumi amahlanu anesihlanu ezigidigidi ezisebenzayo" — malunga ne-10% yothungelwano isebenza kuyo nayiphi na itoken enikiweyo, yaye yiloo nto eyenza imodeli yeeparamitha ezisisiqingatha sesithriliyoni ikwazi ukuhanjiswa kwaphela.

Ubume obuxeliweyo yimaleko ezili-108 kubungakanani bemodeli obungama-8,192, buphithikeza iimaleko ze-Mamba-2 zendawo yobume neseti esasazekileyo yeemaleko zengqwalasela epheleleyo, iingcali ezingama-512 kwimaleko nganye ye-MoE ngokurawuta ezimbalasela ezingama-22. Uqeqesho lwangaphambili lwaqhutywa kwiitoken zombhalo ezimalunga nezingamashumi amabini ezisithriliyoni kumanqanaba amabini — okokuqala kutyekelwe kwiintlobo ngeentlobo, kwaza kwatyekelwa kumgangatho — ngesiphelo sikaSeptemba 2025, iilwimi zemvelo ezili-12 neelwimi zenkqubo ezingama-43. Emva koqeqesho kwasetyenziswa i-SFT, i-RL yeendawo ezininzi enemivuzo enokuqinisekiswa, kunye nokucuthwa kootitshala abaninzi ngomgaqo-nkqubo ngaphesheya kwetitshala ezingaphezu kwezilishumi ezizizingcali. Injongo yoyilo echaziweyo ngabaziimeli abasebenza ixesha elide: iiseshoni ezibamba umxholo omkhulu, ezibiza izixhobo amashumi amaxesha, kwaye ezibaleka ixesha elide ngokwaneleyo ukuze uqoqosho lwetoken nganye lulawule ityala.

02Umnombo we-Nemotron, nesizathu sokuba ubuchule bubalulekile

I-Nemotron ayisosenzo senzeka kanye. Yimveliso ebonakalayo yenkqubo yophando ye-NVIDIA ebaleka kwicala elinye ukususela ngo-2024, kwaye isizukulwana ngasinye sishiye into imodeli yangoku esasithwele. I-Nemotron-4 340B (Juni 2024) yeza nomgca wokusebenza ovulekileyo wokwenza idatha yokwenziwa, imodeli yayo yomvuzo kunye nomvelisi wayo, kunye nesibhengezo esingaqhelekanga: isininzi esikhulu sedatha yayo yokulungelelaniswa senziwe yimodeli. Imodeli njengefektri yedatha endaweni yesihlabamkhosi sisizathu sokuba ukukhutshwa kwe-Nemotron kwakamva kuhlala kuhambisa iiseti zedatha kunye nobunzima.

I-Llama-Nemotron — ukuqiqa onokukucima

Usapho lwe-Llama-Nemotron luka-2025 (LN-Nano 8B, LN-Super 49B, LN-Ultra 253B) lwafaka izimvo ezimbini ezaguga kakuhle. Eyokuqala yayiyeyokwakhiwa: uphando lwe-Puzzle lwesakhiwo se-neural lwe-NVIDIA lwakha ithala leebhloko ze-transformer ezicuthwe ngebhloko lwaza lwazihlanganisa ngenkqubo yezibalo ezinamanani apheleleyo axubeneyo, luvelisa iimodeli apho ezinye iibhloko ziyayitsiba ngokupheleleyo ingqwalasela okanye zithathele indawo yayo ngemaleko enye ethe tye, ngoxa i-FFN Fusion yadibanisa iibhloko zokondla ezilandelelanayo zaba zezimbalwa, ezibanzi nezihamba ngokufanayo — inciphisa ubunzulu obulandelelanayo endaweni yenani leeparamitha. I-LN-Ultra yayilingana ne-node enye ye-8×H100 ngoxa, ngokwephepha le-NVIDIA, isenza ngcono kune-DeepSeek-R1 kwi-GPQA-Diamond (76.0% xa kuthelekiswa ne-71.5%).

Eyesibini yayiyeyokuziphatha: i-Llama-Nemotron yayilusapho lokuqala oluvulekileyo olunetshintshi lokuqiqa eliguqukayo, libhala idatha yoqeqesho ngokuthi detailed thinking on okanye detailed thinking off kumyalelo wenkqubo, ngemivuzo yefomathi enyanzelisa iithegi ze-<think> kwimo evulekileyo. Iseti enye yobunzima, ukuziphatha okubini, okukhethwa ngexesha lokuqikelela. Ulawulo lohlahlo-lwabiwo-mali lokuqiqa lwe-Nemotron 3 — kunye neparamitha ye-reasoning_effort kwi-API yethu — luvela ngqo kuloo msebenzi.

I-Nemotron 3 — ukujika okudibeneyo

I-Nemotron 3 yathathela indawo ukuphuma kwi-Llama ngesakhiwo esidibeneyo esakhiwe kwasekuqaleni yaza yongeza i-LatentMoE (ukucinezela iitoken phambi kokurawuta, into i-NVIDIA ethi ivumela "iingcali ezininzi ngokuphindwe kane kwixabiso lokuqikelela elinye"), ukuqikelelwa kweetoken ezininzi, kunye noqeqesho lwangaphambili lwe-NVFP4 lwemvelo. I-NVIDIA yapapasha iisampuli ze-SFT ezidibeneyo ezizizigidi ezingama-50, imisebenzi ye-RL ezizigidi ezimbini neendawo ze-RL ezingama-55 kunye nobunzima — akufuneki uthembele kwilizwi lomthengisi ngoko imodeli eyakufundiswayo, kuba izinto zokufundisa ziyakhutshelwa.

03Sikuthengela ntoni isakhiwo esidibeneyo

I-KV cache ye-transformer ikhula ngokuthe tye nobude bolandelelwano, yiyo loo nto ukuqikelela komxholo omde kuba kubiza kwinkumbulo phambi kokuba kubize kwizibalo. Iimaleko ze-Mamba-2 ziimodeli zendawo yobume ezithwala ubume obuphindaphindayo obunobungakanani obumisiweyo, ngoko ixabiso lenkumbulo yazo kwitoken nganye alikhuli nembali; into ezinganakho kukukhumbula okuchanekileyo okunxulumeneyo. Into edibeneyo igcina i-Mamba-2 kuninzi lokucutshungulwa kolandelelwano kunye nesininzi esincinci seemaleko zengqwalasela yokwenene ukuze zenze ukukhumbula okuphathwa kakubi ziimaleko zendawo yobume, ngomlinganiselo onamandla weentloko zombuzo ezingama-64 kwiintloko ezimbini ze-KV onciphisa i-cache ngakumbi. I-NVIDIA ixela i-94.7% kwi-RULER kwiitoken ezisigidi — ubalo-mgangatho lokufumana inaliti olwakhelwe ukubamba iimodeli ezibanga ifestile ezingakwaziyo ukuyisebenzisa.

Umphumo ngumsinga: i-NVIDIA ibanga ukuya kuma-6× umsinga wokuqikelela ophezulu ngaphezu kweemodeli ezifanayo kukuchaneka okulinganayo, kwaye i-Artificial Analysis yalinganisa ngokuzimeleyo iitoken ezingama-140.3 ngomzuzwana ngexesha lomzuzwana we-1.33 ukuya kwitoken yokuqala — eyesi-7 kwiimodeli ezingama-89. Kukubaleka kwemeli kwemijikelo engama-200 loo nto ngumahluko phakathi kokugqiba emva kwemini nokungagqibi.

04Ithetha ntoni i-"3BIT-REAP", ngokunyanisekileyo

Impumezelo ayilohombiso — ikuxelela kanye ukuba yintoni eyenziwa kwisiseko ukuze silingane.

I-REAP — Router-weighted Expert Activation Pruning — ivela kwi-Cerebras Research kwaye yamkelwa kwi-ICLR 2026. Kwi-MoE esasazekileyo irawuta ithumela itoken nganye kwiingcali ezimbalwa; kumsebenzi wokwenene ezinye zichukunyiswa rhoqo kwaye ezinye zichukunyiswa phantse ungasoze. I-REAP inika inqaku ingcali nganye ngomlinganiselo wokubaluleka odibanisa ukuba irawuta iyivula ngamandla angakanani kunye nokuba mikhulu kangakanani imigalelo yemveliso yayo, ize isuse ngokuthe ngqo ezona zibaluleke kancinci — i-Cerebras ixela ukuthena ukuya kuma-50% eengcali kwiimodeli ezinkulu njengeziyi-1 trillion yeeparamitha ngoxa igcina umgangatho osisiseko, yaye ifumanisa ukuba kwimisebenzi yokuvelisa efana nekhowudi, ukuthena kubetha ukudibanisa. Ukucuthwa kweebhithi ezintathu emva koko kucinezela oko kusindileyo. Thena kuqala, ucuthe kwesibini, ukuze uhlahlo-lwabiwo-mali lweebhithi luye kwiingcali ezithwala umsinga endaweni yokuthanyelwa phezu kwezifileyo.

Ukucinezela akusimahla, kwaye asizukuzenza ngathi akunjalo: ukucuthwa okunamandla kuvela kuqala njengokwehla okuncinci ekuthobeleni ifomathi echanekileyo nakwimathematika yamakhonkco amade, kungabonakali njengokungahambelani okubonakalayo. Apho la manqanaba mathathu afika khona:

Impumezelo	Yintoni	Apho siyisebenzisa khona
3BIT-REAP	Ubunzima beebhithi ezintathu + ukuthenwa kweengcali	Ezona ziseko zinkulu, apho kungekho enye into elinganayo ngesantya
W4A16-AUTOROUND-REAP	Ubunzima obuyi-4-bit / ukusebenza okuyi-16-bit, ukujikeleza okufundiweyo kwe-AutoRound, + ukuthena	Iziseko eziphakathi; i-AutoRound ibuyisa ukuchaneka ngaphezu kokujikelezela kweyona ikufuphi ngokungenabuchule
W8A16	Ubunzima obuyi-8-bit / ukusebenza okuyi-16-bit	Ukuthembeka okuphezulu kunazo zonke; iziseko ezincinci ngokwaneleyo ukuba zingafuni ukucinezelwa okunamandla

I-Nemotron 3 Ultra kwiiparamitha ezingama-550B ingqalile kudidi lokuqala. Ukuba umsebenzi wakho uva ngokungaqhelekanga imveliso yamanani achanekileyo kumakhonkco amade, i-alfabhethi yophando idwelisa inqanaba le-W8A16 — i-MiMo-V2.5-Pro-W8A16 ne-Hy3-W8A16 — kumgangatho osezantsi we-$0.50/$2.00. Yintengiselwano yokwenene, hayi ithumbu: imodeli encinci, ukucinezela okuncinci.

05Kuthetha ntoni "ukungacinezelwa" kule endpoint

Ngokuthe ngqo: akukho maleko wokwala kwaye akukho kuhluzwa kwesiqulatho okusetyenziswa kwimveliso. Akukho sahluli-ndidi sihlola umyalelo wakho size sibuyise ukwala okusetyiweyo, kwaye impendulo ayiskenwa phambi kokuba ifikelele kumsinga wakho. Into oyifumanayo kukuziphatha kwemodeli ngokwayo.

Kulapho umnombo ovulekileyo uyeka khona ukuba yindaba nje. Kuba i-NVIDIA yapapasha idatha yasemva koqeqesho neendawo ze-RL, ukutyekela kwemodeli kunokuphicothwa ngokomgaqo endaweni yokuba yintsomi. Kwaye kuba i-OpenMDW-1.1 iyilayisensi evumelayo yeLinux Foundation egubungela isakhiwo, iiparamitha, amaxwebhu nesoftwe, umqhubi ozimeleyo unokuhambisa usasazo olulungisiweyo, olungahluzwanga kwizixhobo zakhe zangaphakathi ngaphandle kokuba ilayisensi ibe ngumqobo. Iilayisensi zeemodeli ezininzi "ezivulekileyo" azikuvumeli oko. Le iyakuvumela. Umahluko uvela apho ukwala okungenangqondo kuyimpazamo, ingekuko into yokhuseleko:

• Uphando lokhuseleko — uhlalutyo lwezinto ezibuthathaka, ukuqiqa ngokuxhatshazwa, ukuziphatha kwe-malware, izixhobo zeqela elibomvu, ngaphandle kokuxoxa ngokuba ingaba umbuzo uvumelekile na.
• Ikhemistri, ibhayoloji nefamakoloji — imathematika yomlinganiselo wamayeza, iindlela zophendulo, i-toxicology, iindlela zokwenza ezaliwa yi-endpoint ehluziweyo ngokuthinta igama nje.
• I-ML echasayo — izinto ezingezizo ezinzima, iikhophasi zokuqhekeza kunye nokuhlelwa ngokuxhatshazwa kwezahluli-ndidi ekufuneka zibone into yokwenene.
• Umbhalo weklinikhi, wezomthetho nowoqhaqho — izinto zetyala ezimbi ngokwemvelo kwaye ezaliwayo kanye ngenxa yeso sizathu.

Ukungacinezelwa akuthethi ukungaphenduli. Ungumnini woko ukuveliswayo, kwaye iPolisi yethu yoSetyenziso oluNoxanduva kunye neMigaqo neMiqathango ilawula i-akhawunti. Ukususa umaleko wokwala kususa uqikelelo ngenjongo; akususi izibophelelo zakho phantsi komthetho okusebenzayo.

06I-STEM nokuqiqa: athini amanani apapashiweyo

Ukugxila koqeqesho lwe-Nemotron kube yimathematika, ikhowudi, isayensi nokulandelwa kwemiyalelo ukususela oko iseti yedatha yasemva koqeqesho ye-Llama-Nemotron yakhelwa kanye kuloo maxa mane. Into i-NVIDIA eyixelayo ngesiseko se-Nemotron 3 Ultra — amanani axelwe ngumthengisi kwimodeli engacuthwanga, esingazange siyiqhube:

Izilumkiso ezimbini ezixabiseke ngaphezu kwamanani. Inani le-SWE-Bench Verified luluhlu — i-NVIDIA ixela i-65.0% ukuya kuma-70.4% kuxhomekeka kokuba yeyiphi ikhaneli yemeli eyiqhubayo (Pi, OpenHands, Hermes, OpenCode, Mini SWE Agent), yaye ukusasazeka kwamanqaku amahlanu kwisakhelo sodwa kubonisa ukuba amanqaku e-agentic axhomekeke kangakanani kwikhaneli endaweni yemodeli. Kwaye i-Artificial Analysis yabeka i-Nemotron 3 Ultra kuma-48 kwiSalathisi sayo sobuKrelekrele, eyesi-9 kwiimodeli ezingama-89 — inamandla, ingekho phezulu kulo mkhakha, kwaye ulinganiselo lwabo oluzimeleyo lolo esiluthemba ngaphezu kwesilayidi nasiphi na somthengisi.

Kwisizukulwana sangaphambili, iphepha le-Llama-Nemotron le-NVIDIA lixela i-LN-Ultra kuma-76.0% kwi-GPQA-Diamond xa kuthelekiswa ne-71.5% ye-DeepSeek-R1 nama-43.4% e-Llama-3.1-405B-Instruct, kunye nama-80.8% kwi-AIME 2024 — yimodeli eyahlukileyo, ifakwe kuba isayensi yamabanga aphakamileyo nemathematika yokhuphiswano ibiyinjongo yosapho izizukulwana ezibini.

Amanani obalo-mgangatho njengoko apapashwe yi-NVIDIA (Juni 2026) kwi-Nemotron 3 Ultra engacinezelwanga, nayi-Artificial Analysis kumalinganiselo azimeleyo. Izakhiwo ezicinezelweyo zinokwahluka. Asipapashi manani obalo-mgangatho esingazange siwaqinisekise okanye esingenako ukuwanika umthombo.

07Ixabiso, kunye nesilumkiso sokuthetha kakhulu

Nge-$0.75 kwitoken enye yezigidi ezingenayo nange-$3.30 kwitoken enye yezigidi eziphumayo, i-Nemotron3Ultra ihlala kwisithathu esisezantsi sekhathalogu yethu kwezingenayo naphakathi kwezimphumayo. Imizekelo esebenzileyo, kuba amaxabiso etoken nganye yezigidi anzima ukuvakala:

Umilo wombizo	Ezingenayo	Eziphumayo	Ixabiso
Umjikelo we-RAG oqhelekileyo	50,000	4,000	$0.051
Uhlalutyo loxwebhu olude	150,000	8,000	$0.139
Umbizo obungakanani obuphezulu	262,144	16,384	$0.251

Isicelo esinomxholo opheleleyo, nemveliso epheleleyo — yonke itoken i-endpoint eza kuyamkela nayo yonke itoken eza kuyivelisa — sibiza malunga neesenti ezingama-25. Umilo omnye kwi-Kimi-K3-3BIT-REAP, eyona modeli yethu ibiza kakhulu nge-$3.83/$19.12, ubiza malunga ne-$1.32, okanye izihlandlo eziyi-5.3 ngaphezulu.

Ngoku isilumkiso, kwaye sisenyani. I-Artificial Analysis yalinganisa i-Nemotron 3 Ultra ivelisa iitoken eziphumayo eziphindwe izihlandlo eziyi-2.3 ngaphezu koontanga bayo abaphakathi kuyo yonke iseti yabo yobalo-mgangatho. Iimodeli zokuqiqa zikubhatalisa ngokucinga, yaye le icinga ixesha elide; ubuncwane bexabiso kwitoken nganye buyanyibilika bube yingxaki kumsebenzi ngamnye ukuba imodeli iqiqa ixesha eliphindwe kathathu ukufikelela kwimpendulo enye. Isicombululo sakhelwe ngaphakathi kwaye siyabonakala kwi-API yethu: i-Nemotron 3 yaqeqeshwa emva koqeqesho kulawulo lohlahlo-lwabiwo-mali lokuqiqa, kwaye i-reasoning_effort iyaxhaswa apha — i-NVIDIA ichaza imo yamandla asezantsi esebenzisa iitoken zokucinga ezimbalwa kakhulu ngentengiselwano yokuchaneka yenani elinye. Kwiindidi, ukukhupha nokurawuta, yehlise yaye uqoqosho luyatshintsha ngokubalulekileyo; kubungqina okanye kutshintsho lweefayile ezininzi, yinyuse uze uyihlawulele ngabom. Linganisa iitoken zakho ngomsebenzi ngamnye endaweni yokufunda uluhlu lwamaxabiso uze uqikelele.

08Ukuyibiza: iilwimi ezintathu, imodeli enye

Yonke imodeli kwiSango iphendula kwimiphezulu emithathu ye-API esasazayo, ukuze ukwazi ukwalathisa umthengi okhoyo kuyo ngaphandle kokubhala kwakhona udibaniso lwakho: i-/v1/chat/completions (ulwimi lwe-OpenAI), i-/v1/messages (ulwimi lwe-Anthropic), kunye ne-/v1/responses.

curl https://api.shannon-ai.com/v1/chat/completions \
  -H "Authorization: Bearer $SHANNON_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "Nemotron3Ultra-3BIT-REAP",
    "reasoning_effort": "medium",
    "stream": true,
    "messages": [
      {"role": "user", "content": "Derive the worst-case cache behavior of this loop nest."}
    ]
  }'

Isishwankathelo sesakhono, ukuze kungabikho nto ikumangalisayo ngexesha lokudibanisa:

Isakhono	Nemotron3Ultra · 3BIT-REAP
Ifestile yomxholo	iitoken ezingama-262,144
Imveliso ephezulu / isicelo	iitoken ezingama-16,384
Ukusasaza	Ewe
Ukubiza izixhobo	Ewe
Imikhondo yokuqiqa	Ewe
reasoning_effort	Ewe
json_schema (engqongqo)	Ewe
response_format	Ewe
Umbono / imifanekiso engenayo	Hayi — ngumbhalo kuphela
Umaleko wokwala	Akukho

Umqolo wombono ubamba abantu: i-Nemotron3Ultra ngumbhalo kuphela. Ukuba umgca wakho wokusebenza uthumela imifanekiso, sebenzisa i-MiniMax-M3-3BIT-REAP okanye i-MiMo-V2.5-W8A16 nge-$0.50/$2.00, okanye i-Kimi-K2.6-W4A16-AUTOROUND-REAP nge-$0.78/$3.67 — zonke zinombono, zonke azicinezelwanga, zonke zikumxholo omnye weetoken ezingama-262,144. Ireferensi epheleleyo yeeparamitha ikwi-amaxwebhu e-API.

09Ifika phi i-Nemotron3Ultra phakathi kweziliShumi elinambini

Ikhathalogu ziimodeli ezilishumi elinambini ezingacinezelwanga ezabelana ngefestile yomxholo enye, iilwimi ezintathu ezifanayo nokungabikho okufanayo komaleko wokwala; zahluka ngesiseko, ngexabiso nangesakhono. Indawo ye-Nemotron ithe ngqo: yinkabi yokuqiqa enomnombo ovulekileyo — ingeyiyo etshiphu kunazo zonke, ingeyiyo enamandla kunazo zonke, kodwa yiyo enomkhondo weempepha ovulekileyo kunazo zonke emva kokuziphatha kwayo, elungiselelwe ngamandla i-STEM neemeli.

Imodeli	Engenayo / 1M	Ephumayo / 1M	Umbono	Yikhethe ngenxa ye-
MiniMax-M3 · 3BIT-REAP	$0.50	$2.00	Ewe	Ukhetho olutshiphu kunazo zonke olunombono
MiMo-V2.5-Pro · W8A16	$0.50	$2.00	Hayi	Inqanaba lokucuthwa elithembeke kunazo zonke
GLM-5.2 · 3BIT-REAP	$0.73	$2.34	Hayi	Ukuqiqa kwesiseko esikhulu okutshiphu kunazo zonke
Nemotron3Ultra · 3BIT-REAP	$0.75	$3.30	Hayi	I-STEM, iimeli, umnombo ovulekileyo
Kimi-K2.6 · W4A16-AUTOROUND-REAP	$0.78	$3.67	Ewe	Umbono + ukuthembeka kwe-AutoRound
DeepSeek-V4-Pro · 3BIT-REAP	$1.95	$3.90	Hayi	Uhlalutyo olunzulu lwesitshotsho esinye
Kimi-K3 · 3BIT-REAP	$3.83	$19.12	Ewe	Uphahla lwesakhono olupheleleyo

Zisixhenxe kwezilishumi elinambini ezibonisiweyo. Ikhathalogu epheleleyo — kubandakanya i-Laguna-S-2.1, i-inkling, i-DeepSeek-V4-Flash, i-MiMo-V2.5 ne-Hy3 — ikwi-amaxwebhu e-API. Qaphela ukuba i-Laguna-S-2.1 ayiyixhasi imveliso ecwangcisiweyo kwaye i-inkling ayiyixhasi i-json_schema; i-Nemotron3Ultra ixhasa zombini.

Owona mmelwane ukufuphi ngexabiso yi-GLM-5.2-3BIT-REAP nge-$0.73/$2.34, kwaye uthelekiso olunyanisekileyo lulu: i-GLM-5.2 itshiphu kwitoken nganye, ingakumbi kwezimphumayo. I-Nemotron izisa ikhophasi yoqeqesho epapashiweyo, iqhosha elicacileyo lohlahlo-lwabiwo-mali lokuqiqa, nembali yosapho ejonge kwisayensi yamabanga aphakamileyo. Ukuqiqa okuqhelekileyo komthamo omkhulu: qhuba etshiphu. Umsebenzi ozele yi-STEM, we-agentic, okanye ophantsi kophicotho olubuza ukuba ukuziphatha kwemodeli kuvela phi: i-Nemotron iyawuzuza umahluko.

10Imibuzo ebuzwa rhoqo

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Imithombo: Ingxelo yobuchwepheshe ye-NVIDIA Nemotron 3 Ultra · Ibhlog yabaphuhlisi ye-NVIDIA (Juni 2026) · Amanqaku esakhiwo se-Nemotron 3 Super · Llama-Nemotron: Efficient Reasoning Models · Cerebras Research, REAP. Iibalo-mgangatho zesiseko zixelwe yi-NVIDIA kwimodeli engacinezelwanga ngaphandle kokuba zinikwe i-Artificial Analysis; izakhiwo ezicinezelweyo zinokwahluka. Amaxabiso nezakhono ahamba ngokwe-5 Septemba 2026.