Shannon 3.1
Zagayen tunani iri ɗaya, wanda aka mayar zuwa gungun GPU namu : 32% ƙarin hankali , sau 10-15 sauri , da taga mahalli na tokens 196,608 .
Karanta makalaDuk harsuna daidai suke. Zaɓi wanda kake son lilo a ciki.
Bincika kowane labari da muke fitarwa tare da samfurin: katin samfuri don bayyana gaskiya, bayanan fasaha na gini, da manufofin da ke sa Shannon ya kasance lafiya ga binciken red-team.
Zagayen tunani iri ɗaya, wanda aka mayar zuwa gungun GPU namu : 32% ƙarin hankali , sau 10-15 sauri , da taga mahalli na tokens 196,608 .
Zagayen tunani mai maimaitawa a gungun GPU namu: tunani, daftari, dubawa, sake rubutawa. Lite yana gudanar da wucewa ɗaya. Pro yana har goma, kuma yana neman bayanan da ya san ba shi da su.
Babu matatar abun ciki a hanyar ƙirƙira. Babu shimfidar ƙi a kan samfurin da yake rubuta umarnin. Kuma ana nuna maka umarnin a katin tabbatarwa kafin a zana komai ko a caje ka .
Canja, sake salo, sake haskakawa, sake tufatarwa ko gyara hoto guda ɗaya da ke akwai ta rubuta jimla guda. Babu abin rufewa, babu matatu, babu ƙi — da dabara guda da ta fi duk sauran haɗe da juna muhimmanci.
Yadda ake haɗa hotuna biyu ko fiye zuwa ɗaya a Shannon — canja tufafi, abu-cikin-wuri, mutum kusa da mutum, kaya-a-kan-mutum — da doka guda da take sa duk hakan ya yi aiki.
Samfurin Hoto na Shannon yana karanta umarni kamar samfurin harshe . Wannan gaskiya guda tana canja komai game da yadda ya kamata ka rubuta ɗaya — farawa da barin alamomin da aka raba da waƙafi.
An gina matatun abun ciki don hana ƙananan cutarwa na gaske. A aikace suna kuma hana zanen likita, sake gina bincike na shari'a, zanen jiki, tarihin yaƙi, izgilin edita da kamfanoni suna zana kayansu. Wannan shi ne kuɗin hakan — da abin da cire matatar ke canjawa da abin da ba ya canjawa.
DeepSeek Mixture-of-Experts mai sigogi tiriliyan 1.6 ana hidimarsa ba tare da shimfidar ƙi ba : mahalli 262K, ƙoƙarin tunani na asali, kiran kayan aiki, da yaruka uku na API a kan gungun GPU namu.
Tushen GLM na wakilai na Z.ai, ana hidimarsa ba tare da shimfidar ƙi ba a kan gungun GPU namu — mahalli 262K, kiran kayan aiki, da farashi haɗe da bai kai rabin abin da zuriya ɗaya take kashewa a wurin masu ita ba.
Matakin mafi iyawa a Ƙofar Shiga ta Shannon AI: tushe mai hanyoyi da yawa na sigogi tiriliyan 2.8 da gani, kiran kayan aiki da mahalli 262K — babu shimfidar ƙi, kuma farashi mafi tsada a jerinmu. Ga lokacin da wannan farashin ya cancanci a biya shi.
Zuriyar bincike ta NVIDIA, an wallafa ta a fili, ana hidimarta ba tare da shimfidar ƙi ba: MoE haɗe na Mamba-Attention mai sigogi biliyan 550 da aka kera don STEM da tunani mai dogon zango — a $0.75 shiga / $3.30 fita kowane tokens miliyan.
MiniMax-M3 ita ce hanya mafi rahusa ta samun fahimtar hoto marar tantancewa a ƙofar shiga ta Shannon — $0.50 shiga, $2.00 fita, tokens 262,144 na mahalli, kuma babu shimfidar ƙi tsakaninka da hoton.
DeepSeek-V4-Flash-0731 · W4A16-AUTOROUND-REAP — farashi mafi ƙasa, mahalli na 262K, kuma babu shimfidar ƙi. Samfurin da za ka nuna ga aikin da yake gudana sau dubu goma a rana.
Gani, kiran kayan aiki na asali da taga na 262K a kan tushen wakilai mai sigogi tiriliyan na Moonshot — marar tantancewa , a $0.78 shiga / $3.67 fita kowane tokens miliyan.
Laguna S 2.1 — tushen Mixture-of-Experts mai 118B da ake hidimarsa da babu shimfidar ƙi , taga mahalli na 262K , da kiran kayan aiki — a farashi mafi ƙasa na $0.50 shiga / $2.00 fita kowane tokens miliyan.
Ginin mai iya gani, marar tantancewa na tushen Mixture-of-Experts na Inkling mai 975B na Thinking Machines — mahalli 262K , shigar hoto, babu shimfidar ƙi.
Tushen MiMo na Xiaomi mai fifita tunani, ana hidimarsa da babu shimfidar ƙi a W8A16 — matakin matsi mafi girman aminci da muke gudanarwa — a farashi mafi ƙasa na katalogin.
Samfuri kaɗai a katalogin mu da yake haɗa daidaiton nauyi na 8-bit da fahimtar hoto — kuma yana kashe daidai abin da samfuran rubutu kaɗai na ƙasa suke kashewa: $0.50 shiga / $2.00 fita kowane tokens miliyan.
Tushen Hy3 mai 295B na Tencent a aminci na nauyi na 8-bit , tare da fitarwar json_schema mai tsauri, taga na tokens 262,144 kuma babu shimfidar ƙi — a farashi mafi ƙasa na katalogin.
Jagororin binciken ƙungiyar ja ta AI mai ɗa'a tare da Shannon AI
Yarjejeniyar shari'a da ke tafiyar da damar shiga samfuran Shannon AI da ba a tantance ba
Shannon V1 Balanced - AI mara tantancewa don gwajin tsaro na ƙungiyar ja. Mixtral 8x7B mai sassaucin ra'ayi wanda aka horar da shi akan saitin bayanai na GPT-5 Pro. Bincika mahimmancin matakan kariya na AI ta hanyar binciken adawa.
Shannon V1 Deep - Mafi girman ƙarfin AI mara tantancewa don gwajin adawa mai tsanani. Mixtral 8x22B wanda aka horar da shi akan saitin bayanai na GPT-5 Pro. Kayan aikin ƙungiyar ja na AI na ƙarshe don binciken shinge.
Shannon V1.5 Tunani Mai Daidaito - AI mai bayyana jerin tunani wanda ba a tantance ba tare da horon GRPO. Kalli yadda samfurin ƙungiyar ja ta AI ke tunani mataki-mataki don fahimtar mahimmancin shinge na AI.
Shannon V1.5 Deep Thinking - Cikakken AI mai sigogi 141B wanda ba a tantance ba tare da tsarin shirye-shiryen cin zarafi na matakai da yawa. Samfurin tunani mai iyaka don binciken 'red team' na AI mai zurfi da fahimtar mahimmancin 'guardrail' na AI.
Ƙarancin kuɗin gina na Shannon 2: Kimi K2.7 ƙunta zuwa FP8 , ajiyoji don manyan koƙari da ƙarancin kuɗin kowace token — ba tare da watsi da tushen triliyan-jimla ba.
Babbar iyawa gina na Shannon 2: cikakke jimla Kimi K2.7 tare da native, gane jeri-na-tunani — don aiki mafi-daƙi bincike da agent manyan-ido."
Katin Samfurin Shannon Lite 1.6 - Mistral Large 3 675B mai NVFP4 tare da sigogi masu aiki 41B, an horar da shi bayan fitattun Claude Opus 4.5 guda 2,500. Turawa AI na kasuwanci mai rahusa a kan H100 ko A100 GPUs tare da taga mahallin 256K, hangen nesa mai yawa, da kuma iyawar wakili.
Katin Samfurin Shannon Pro 1.6 - Cikakken BF16 Mistral Large 3 675B tare da KIMI K2 Thinking Trace da GRPO bayan horarwa. Tunanin jerin-tunanin ci gaba tare da goyon bayan Ƙwarewa na asali don hadaddun ayyukan AI na kasuwanci.
Zurfin bincike na fasaha: Yadda Shannon AI ta horar da Mixtral 8x7B da 8x22B akan fitarwa na GPT-5 Pro ta amfani da tsarkakewar OpenRouter API. Koyi hanyar mu ta canja wurin ilimi don samfuran ƙungiyar ja ta AI marasa tantancewa.
Cikakken bayani na fasaha: Yadda Shannon AI ta horar da samfuran V1.5 don tunani ta amfani da GRPO (Group Relative Policy Optimization). Koyi hanyar horar da mu ta chain-of-thought don bayyananniyar tunanin AI.
Kuna son AI ta zama mai gwajin shiga (pentester) ɗinku? Shannon AI yanzu tana haɗuwa da Claude Code don tsarin aikin gwajin shiga ta atomatik. Gano yadda gwajin shiga mai amfani da AI ke kawo sauyi a binciken tsaro.
Ƙirƙiri mataimakan AI na musamman tare da umarni na musamman, fayilolin ilimi, da halaye na musamman waɗanda aka keɓance su daidai da buƙatunka
Shirya fayiloli da taɗi a cikin wuraren aiki na musamman inda mataimakin AI ɗinka ke fahimtar cikakken mahallin
Ƙirƙiri kayan koyarwa masu sake amfani da su waɗanda ke faɗaɗa iyawar Shannon. Ƙwarewa na ba ka damar gina kayan aiki na musamman waɗanda AI zai iya amfani da su yayin tattaunawa.