Shannon 3.1
Unyolo womwewo wa kulingalira, wosamutsidwira pa gulu lathu la ma GPU : nzeru zowonjezeka ndi 32% , kuthamanga kwa 10-15x , ndi zenera la context la ma token 196,608 .
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Research articles
Shannon 3, mtundu wa AI wosasidwa umene umaunika yankho lake
Unyolo wa kulingalira mobwerezabwereza pa gulu lathu la ma GPU: kuganiza, kulemba chikalata, kuunika, kulemba mwatsopano. Lite imayendetsa kudutsa kumodzi. Pro imayendetsa mpaka khumi, ndipo imafunsa mfundo zimene ikudziwa kuti ikusowa.
Werengani ArticleChopangira Zithunzi za AI Chosasidwa
Palibe chosefera cha zinthu pa njira ya kupanga. Palibe wosanjikiza wa kukana pa mtundu umene umalemba prompt. Ndipo prompt imakusonyezedwani pa kaadi ya chitsimikizo chithunzi chisanapangidwe kapena kulipiritsidwa .
Werengani ArticleChosinthira Zithunzi za AI Chosasidwa
Sinthani, konzaninso kalembedwe, sinthani kuunika, sinthani zovala kapena konzani chithunzi chimodzi chomwe chilipo mwa kulemba chiganizo chimodzi. Palibe mask, palibe chosefera, palibe kukana — ndi njira imodzi yofunika kuposa zina zonse pamodzi.
Werengani ArticleKusamutsa Zovala ndi AI, Kosasidwa
Mmene mungaphatikizire zithunzi ziwiri kapena kuposerapo kukhala chimodzi pa Shannon — kusamutsa zovala, chinthu-mu-malo, munthu pambali pa munthu, katundu-pa-munthu — ndi lamulo limodzi limene limapangitsa zonsezi kugwira ntchito.
Werengani ArticleChitsogozo cha ma Prompt a Zithunzi za AI
Mtundu wa Zithunzi wa Shannon umawerenga prompt ngati mtundu wa chinenero . Mfundo imodzi imeneyi imasintha chilichonse cha mmene muyenera kulembera prompt — kuyambira ndi kusiya ma tagi olekanitsidwa ndi makoma.
Werengani ArticleChosasidwa vs Chosefedwa: Chopangira Zithunzi za AI
Zosefera za zinthu zinapangidwa kuti zilepheretse zoopsa zenizeni zochepa. Koma zenizeni zake, zimalepheretsanso zithunzi za zachipatala, kumanganso kwa umboni wa milandu, kujambula thupi la munthu, mbiri ya nkhondo, nthabwala za nkhani zamakono, ndi makampani akufuna kujambula zinthu zawozawo. Awa ndi mtengo wake — ndipo ichi ndi chimene kuchotsa chosefera kumasintha ndi chimene sikusintha.
Werengani ArticleAPI ya DeepSeek Yosasidwa
Mixture-of-Experts ya DeepSeek ya ma parameter thililiyoni 1.6 yotumikiridwa popanda wosanjikiza wa kukana : context ya 262K, khama la kulingalira lachibadwa, kuyitanitsa zida, ndi zilankhulo zitatu za API pa gulu lathu la ma GPU.
Werengani ArticleAPI ya GLM Yosasidwa: mtengo wabwino kwambiri pa token
Maziko a GLM a agent a Z.ai, otumikiridwa popanda wosanjikiza wa kukana pa gulu lathu la ma GPU — context ya 262K, kuyitanitsa zida, ndi mtengo wosakanizidwa wotsika theka la mtengo umene mzera womwewo umalipiritsa kwa kampani yeniyeni.
Werengani ArticleKimi K3 API Yosasidwa
Mlingo wapamwamba kwambiri pa Shannon AI Gateway: maziko a multimodal a ma parameter thililiyoni 2.8 okhala ndi masomphenya, kuyitanitsa zida ndi context ya 262K — palibe wosanjikiza wa kukana, ndi mtengo wapamwamba kwambiri pa mndandanda wathu. Nawu nthawi imene mtengowo uyenera kulipiridwa.
Werengani ArticleNemotron API Yosasidwa
Mbiri ya kafukufuku ya NVIDIA, yosindikizidwa poyera, yotumikiridwa popanda wosanjikiza wa kukana: MoE ya hybrid Mamba-Attention ya 550B yokonzedwa bwino pa STEM ndi kulingalira kwa nthawi yayitali — pa $0.75 kulowa / $3.30 kutuluka pa ma token miliyoni.
Werengani ArticleAPI yosasidwa ya MiniMax: masomphenya pa mtengo wa pansi
MiniMax-M3 ndi njira yotsika mtengo kwambiri yopezera kumvetsa zithunzi kosasidwa pa gateway ya Shannon — $0.50 kulowa, $2.00 kutuluka, ma token 262,144 a context, ndi palibe wosanjikiza wa kukana pakati panu ndi chithunzicho.
Werengani ArticleDeepSeek Flash API Yosasidwa
DeepSeek-V4-Flash-0731 · W4A16-AUTOROUND-REAP — mtengo wotsika kwambiri, context ya 262K, ndi palibe wosanjikiza wa kukana. Mtundu umene mumauyika pa ntchito imene imayenda maulendo khumi masauzande pa tsiku.
Werengani ArticleKimi K2 API Yosasidwa
Masomphenya, kuyitanitsa ntchito koyambirira ndi zenera la 262K pa maziko a Moonshot a agentic okhala ndi matiriliyoni a zigawo — yosasidwa , pa $0.78 kulowa / $3.67 kutuluka pa miliyoni ya ma token.
Werengani ArticleLaguna API Yosasidwa
Laguna S 2.1 — maziko a Mixture-of-Experts a 118B otumikiridwa ndi palibe wosanjikiza wa kukana , zenera la context la 262K , ndi kuyitanitsa ntchito — pa mtengo wotsika kwambiri wa $0.50 kulowa / $2.00 kutuluka pa miliyoni ya ma token.
Werengani ArticleMtundu wa Inkling API Wosasidwa
Build ya masomphenya, yosasidwa ya maziko a Mixture-of-Experts a Inkling a 975B a Thinking Machines — context ya 262K , zolowetsa za zithunzi, palibe wosanjikiza wa kukana.
Werengani ArticleMiMo API Yosasidwa pa Kulondola kwa 8-Bit Kwenikweni
Maziko a MiMo a Xiaomi oyamba ndi kuganiza, wotumikiridwa ndi palibe wosanjikiza wa kukana pa W8A16 — mlingo wolondola kwambiri wa quantization umene timayendetsa — pa mtengo wotsika kwambiri wa mndandanda.
Werengani ArticleAPI Yosasidwa ya Masomphenya ya MiMo
Mtundu wokha mu katalogi yathu umene umaphatikiza kulondola kwa zolemera kwa 8-bit ndi kumvetsa zithunzi — ndipo umalipiritsa ndendende mmene mitundu ya mawu okha ya pansi imalipiritsira: $0.50 kulowa / $2.00 kutuluka pa miliyoni ya ma token.
Werengani ArticleAPI Yosasidwa ya Mtundu wa Hy3
Maziko a Hy3 a 295B a Tencent pa kukhulupirika kwa zolemera kwa 8-bit , ndi zotuluka zolimba za json_schema , zenera la ma token 262,144 ndi palibe wosanjikiza wa kukana — pa mtengo wa pansi wa katalogi.
Werengani ArticleNdondomeko Yogwiritsa Ntchito Moyenera
Malangizo a kafukufuku wa ethical AI red team ndi Shannon AI
Werengani ArticleMigwirizano Yogwiritsa Ntchito
Mgwirizano wazamalamulo wolamulira mwayi wopeza mitundu ya Shannon AI yosavundukula
Werengani ArticleShannon V1 Yoyenera
Shannon V1 Balanced - AI yosayendetsedwa bwino poyesa chitetezo cha gulu lofiira. Mixtral 8x7B yomasulidwa zopinga yophunzitsidwa pa dataset ya GPT-5 Pro. Onani kufunika kwa zotchingira za AI kudzera mu kafukufuku wotsutsana.
Werengani ArticleShannon V1 Mozama
Shannon V1 Deep - AI yopanda malire yokhala ndi mphamvu zokwanira poyesa zoyipa kwambiri. Mixtral 8x22B yophunzitsidwa pa dataset ya GPT-5 Pro. Chida chachikulu cha gulu lofiira la AI pakufufuza za chitetezo.
Werengani ArticleShannon V1.5 Kuganiza
Shannon V1.5 Kuganiza Moyenera - AI yosaweruzidwa yokhala ndi Chain-of-Thought yowonekera poyera yokhala ndi maphunziro a GRPO. Onerani momwe chitsanzo cha gulu lofiira la AI chikuganizira pang'onopang'ono kuti mumvetse kufunika kwa zotchinga za AI.
Werengani ArticleShannon V1.5 Kuganiza Mozama
Shannon V1.5 Deep Thinking - AI yomaliza ya 141B parameter yopanda zoletsa yokhala ndi mapulani ogwiritsira ntchito zolakwika zambiri. Mtundu wamaganizo wokhala ndi mphamvu zambiri pakufufuza kwapamwamba kwa gulu lofiira la AI ndikumvetsetsa kufunikira kwa zotchingira za AI.
Werengani ArticleShannon 2 Lite
Karonga kosavuta ya Shannon 2: FP8-quantized Kimi K2.7, yolembedwira pa kutulutsa kumatalikidwe ndi mitengo yocheapako pa token — osataya mfoundations ya mapulogalitimu chingwe limodzi.
Werengani ArticleShannon 2 Pro
Karonga ka mphamvu yayikulu ka Shannon 2: Kimi K2.7 ya full precision yokhala ndi unyolo wa maganizo wa m'kati, woonekera — pa kusanthula kovuta kwambiri ndi ntchito za agentic zazitali.
Werengani ArticleShannon Yopepuka 1.6
Khadi la Chitsanzo cha Shannon Lite 1.6 - Mistral Large 3 675B yokhala ndi NVFP4 quantization ndi 41B active parameters, yophunzitsidwa pambuyo pa zotuluka 2,500 za Claude Opus 4.5. Kugwiritsa ntchito AI yotsika mtengo ya mabizinesi pa ma GPU a H100 kapena A100 ndi 256K context window, multimodal vision, ndi kuthekera kwa agentic.
Werengani ArticleShannon Katswiri 1.6
Shannon Pro 1.6 Khadi la Chitsanzo - BF16 Yathunthu Mistral Large 3 675B ndi KIMI K2 Kutsatira Maganizo ndi GRPO pambuyo pa maphunziro. Kulingalira kwapamwamba kwa unyolo wa maganizo ndi thandizo la Maluso achibadwidwe pa ntchito zovuta za AI zamabizinesi.
Werengani ArticleMomwe Tinaphunzitsira Mixtral pa GPT-5 Pro kudzera mu OpenRouter Distillation
Kufufuza mozama kwaukadaulo: Momwe Shannon AI adaphunzitsira Mixtral 8x7B ndi 8x22B pogwiritsa ntchito zotuluka za GPT-5 Pro kudzera mu OpenRouter API distillation. Phunzirani njira yathu yosinthira chidziwitso cha ma AI red team models osasankhidwa.
Werengani ArticleMomwe Tinaphunzitsira Shannon V1.5 Kugwiritsa Ntchito GRPO
Kufufuza kwaukadaulo: Momwe Shannon AI idaphunzitsira ma models a V1.5 kuganiza pogwiritsa ntchito GRPO (Group Relative Policy Optimization). Phunzirani njira yathu yophunzitsira ya chain-of-thought kuti AI iganize momveka bwino.
Werengani ArticleKuyesa kulowa pogwiritsa ntchito AI: Shannon AI ikugwira ntchito pa Claude Code
Mukufuna kuti AI ikhale wanu woyesa kulowa? Shannon AI tsopano imagwirizana ndi Claude Code pa njira zoyesera kulowa zokha. Dziwani momwe kuyesa kulowa kogwiritsa ntchito AI kukusintha kafukufuku wachitetezo.
Werengani ArticleCustom Shannon
Pangani othandizira a AI odzipatula ndi malangizo apadera, mafayilo a chidziwitso, ndi umunthu wapadera wogwirizana ndi zosowa zanu zenizeni
Werengani ArticleMapulojekiti
Konzani mafayilo ndi zokambirana m'malo ogwirira ntchito apadera kumene wothandizira wanu wa AI amamvetsetsa nkhani yonse
Werengani ArticleMaluso
Pangani ma module a malangizo ogwiritsidwanso ntchito omwe amakulitsa maluso a Shannon. Maluso amakulolani kupanga zida zapadera zomwe AI ingagwiritse ntchito pokambirana.
Werengani ArticleAll research links
Shannon 3.1Shannon 3, mtundu wa AI wosasidwa umene umaunika yankho lakeChopangira Zithunzi za AI ChosasidwaChosinthira Zithunzi za AI ChosasidwaKusamutsa Zovala ndi AI, KosasidwaChitsogozo cha ma Prompt a Zithunzi za AIChosasidwa vs Chosefedwa: Chopangira Zithunzi za AIAPI ya DeepSeek YosasidwaAPI ya GLM Yosasidwa: mtengo wabwino kwambiri pa tokenKimi K3 API YosasidwaNemotron API YosasidwaAPI yosasidwa ya MiniMax: masomphenya pa mtengo wa pansiDeepSeek Flash API YosasidwaKimi K2 API YosasidwaLaguna API YosasidwaMtundu wa Inkling API WosasidwaMiMo API Yosasidwa pa Kulondola kwa 8-Bit KwenikweniAPI Yosasidwa ya Masomphenya ya MiMoAPI Yosasidwa ya Mtundu wa Hy3Ndondomeko Yogwiritsa Ntchito MoyeneraMigwirizano Yogwiritsa NtchitoShannon V1 YoyeneraShannon V1 MozamaShannon V1.5 KuganizaShannon V1.5 Kuganiza MozamaShannon 2 LiteShannon 2 ProShannon Yopepuka 1.6Shannon Katswiri 1.6Momwe Tinaphunzitsira Mixtral pa GPT-5 Pro kudzera mu OpenRouter DistillationMomwe Tinaphunzitsira Shannon V1.5 Kugwiritsa Ntchito GRPOKuyesa kulowa pogwiritsa ntchito AI: Shannon AI ikugwira ntchito pa Claude CodeCustom ShannonMapulojekitiMaluso