DeepSeek V3 da R1 Reasoning
DeepSeek wani dakin gwaje-gwajen AI ne na kasar Sin wanda nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau’in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau’in nau’in nau’in nau’in nau’in nau’in nau’in nau’in nau’in kiwo) sun ba wa masana’antar mamaki ta hanyar daidaita manyan ayyukan tunani a wani yanki na farashin horo.
Dubawa
R1 in particular showed that strong step-by-step reasoning could be trained largely through reinforcement learning.
Zurfafa nutsewa
DeepSeek-V3 babban samfurin Harshen Haɗuwa-na-Kwararru ne tare da ɗaruruwan biliyoyin jimillar ma'auni amma ƙaramin juzu'i ne kawai ke aiki a kowace alama, wanda ke riƙe rahusa. An sake shi a kusa da ƙarshen 2024, an ba da rahoton cewa an kashe kuɗin dala miliyan kaɗan don horarwa, ƙasa da ƙirar ƙasashen yamma. A farkon 2025, DeepSeek ya fito da R1, samfurin tunani wanda aka gina akan tushe na V3 wanda aka horar da shi sosai tare da koyan ƙarfafawa don samar da dogon tunani na tunani kafin amsa. R1 ya yi daidai da manyan samfuran tunani akan lissafi da maƙasudin ƙididdigewa yayin da ake fitar da su azaman buɗaɗɗen ma'auni ƙarƙashin lasisin izini. Haɗin aiki mai ƙarfi, ƙarancin farashi, da buɗewa ya haifar da manyan halayen kasuwa da haɓaka muhawara game da inganci, buɗe samfuran, da gasar AI ta duniya.
Fahimtar Fasaha
V3 yana amfani da ƙirar Haɗin-na-Kwararru tare da sabbin abubuwa kamar kulawar sirrin kai da yawa da tsarin daidaita nauyi mara-asara don horarwa da inganci. Babban ra'ayin R1 shine ƙarfafa koyo don tunani: farawa daga ƙirar tushe, an ba shi lada don samar da ingantattun amsoshi masu inganci, wanda ya kai shi haɓaka dogayen sarƙoƙin tunani na ciki, bincika kai, da tunani ba tare da dogaro mai nauyi ga misalan tunani na ɗan adam ba.
Dabarun Tasiri
Dabarun mai siyarwa
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba.
Kudin da kasafin kuɗi
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi da haɗari na dogon lokaci.
Haɗari da aminci
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa.
Makomar DeepSeek V3 da R1 Reasoning
Ingancin DeepSeek-na farko, hanyar buɗaɗɗen nauyi yana matsa lamba ga masana'antar gabaɗaya don rage farashi da sakin ƙari a bayyane. Yi tsammanin samfura cikin sauri, samun fa'ida na MoE da dabarun tunani na RL, da kuma ci gaba da kula da yanayin siyasa zuwa labs na kan iyakokin kasar Sin. Nunawar cewa tunani na iya fitowa da rahusa ta hanyar ƙarfafa ilmantarwa zai yi yuwuwa ya tsara yadda tsara na gaba na ƙirar tunani aka gina da kuma karkatar da su zuwa ƙarami, nau'ikan da za a iya turawa.
Aiwatar da Gaskiyar Duniya
Gudun ingantaccen samfurin tunani mai buɗaɗɗen nauyi a cikin gida ko a kan sabar masu zaman kansu don ayyukan lissafi da ƙididdigewa ba tare da biyan kuɗin API na kowane-token ba.
Rarraba ikon tunani na R1 zuwa ƙananan ƙira waɗanda zasu iya aiki akan kayan aiki kaɗan
Amfani da R1 don warware lissafin matakin gasa da matsalolin shirye-shirye tare da bayyane mataki-mataki dalili
Gina aikace-aikacen da ke da ƙima akan tushen MoE V3, inda kaɗan ne kawai na sigogi ke kunna kowace alama don adana ƙididdigewa.
Hatsari & Tsare-tsare
Sanarwar ƙaddamarwa na iya ƙetare kwanciyar hankali a cikin ayyukan samarwa na gaske.
Farashin API ko sauye-sauyen manufofi na iya karya zato cikin dare.
Dogaro mai siyarwa guda ɗaya yana ƙara kulle-kulle da farashin ƙaura.
Taswirar Hanya
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi.
Ci gaba da Bincike
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Jagora na gaba
Imbue Reasoning Agents
Tambayoyin da ake yawan yi
What is DeepSeek V3 and R1 Reasoning?
DeepSeek wani dakin gwaje-gwajen AI ne na kasar Sin wanda nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau’in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau'in nau’in nau’in nau’in nau’in nau’in nau’in nau’in nau’in nau’in kiwo) sun ba wa masana’antar mamaki ta hanyar daidaita manyan ayyukan tunani a wani yanki na farashin horo. R1 musamman ya nuna cewa za a iya horar da tunani-mataki mai ƙarfi ta hanyar ƙarfafa koyo.
Wane gine-gine DeepSeek-V3 ke amfani da shi don kasancewa mai inganci?
V3 siffa ce ta Haɗuwa-Na-Ƙwararru: tana da ɗaruruwan biliyoyin jimillar sigogi amma yana kunna ƙaramin juzu'i ne kawai a kowace alama, yana rage farashin ƙididdigewa.
Menene ya sanya DeepSeek-R1 sananne musamman a cikin al'ummar AI?
R1 ya nuna cewa za a iya horar da dabarun tunani mai ƙarfi musamman ta hanyar ƙarfafa koyo, kuma an sake shi a fili, wanda ya dace da manyan samfura da arha.
Kusan ta yaya aka kwatanta farashin horon DeepSeek-V3 da samfuran flagship na Yamma?
An ba da rahoton cewa V3 ya kashe dala miliyan kaɗan don horarwa, wanda bai kai kwatankwacin ƙirar ƙirar ƙasashen yamma ba, wanda ya girgiza masana'antar.
Ta yaya R1 ya haɓaka dogayen sarƙoƙin tunani?
R1 ya sami lada don samar da ingantattun amsoshi masu inganci, wanda ya haifar da haɓaka dogon tunani na ciki, bincika kai, da tunani.
Wace dabara ɗaya ce ta inganci wacce ke da alaƙa da horarwar DeepSeek-V3?
V3 ya gabatar da dabaru kamar kulawar sirrin kai-da-kai da tsarin daidaita nauyin nauyi mara-asara don horar da MoE yadda ya kamata.