Research Hub

Shannon Research, Model Cards, and Policy Updates

Explore every article we ship alongside the product: model cards for transparency, technical build notes, and the policies that keep Shannon safe for red-team research.

Fresh on 2026-09-05 35 in-depth pages Optimized for SEO & sharing
We do not hold or access any user's data, and we do not suspend accounts unless a lawful authority requires an enforcement action.

Research articles

Ukwethulwa · Shannon 3.1

Shannon 3.1

Ukuzungeza kokucabanga okufanayo, kususelwe kuqoqo lwethu lwama-GPU : ihlakaniphe ngo-32% , isheshe ngo-10-15x , inewindi lomongo lamathokheni angu-196,608 .

Updated 2026-09-05 · 12 min read
Read article
Ucwaningo · Ukwakha Izithombe

Isikhiqizi Sezithombe se-AI Esingavinjelwe

Asikho isihlungi sokuqukethwe endleleni yokwakha. Alukho ungqimba lokwenqaba kwimodeli ebhala umyalo. Futhi umyalo uboniswa kuwe ekhadini lokuqinisekisa ngaphambi kokuba kwakhiwe noma kukhokhiswe .

Updated 2026-09-05 · 15 min read
Read article
Ucwaningo · Ukuhlela Izithombe

Umhleli Wezithombe we-AI Ongavinjelwe

Shintsha, guqula isitayela, khanyisa kabusha, gqokisa kabusha noma ulungise isithombe esisodwa esikhona ngokubhala umusho owodwa. Awekho amamaski, azikho izihlungi, akukho ukwenqaba — kanye nendlela eyodwa ebaluleke ngaphezu kwazo zonke ezinye zihlangene.

Updated 2026-09-05 · 16 min read
Read article
Umhlahlandlela Wezithombe · Ukuhlanganisa Izithombe Eziningi

Ukudlulisa Izingubo nge-AI, Okungavinjelwe

Indlela yokuhlanganisa izithombe ezimbili noma ngaphezulu zibe sinye ku-Shannon — ukudlulisa izingubo, into esigcawini, umuntu eceleni komunye, umkhiqizo kumuntu — kanye nomthetho owodwa owenza konke lokhu kusebenze.

Updated 2026-09-05 · 16 min read
Read article
Umhlahlandlela · Imiyalo Yezithombe

Umhlahlandlela Womyalo Wezithombe ze-AI

I-Image Model ye-Shannon ifunda umyalo njengemodeli yolimi . Leli qiniso elilodwa lishintsha yonke into ngendlela okufanele uwubhale ngayo — kuqala ngokulahla amathegi ahlukaniswe ngokhefana.

Updated 2026-09-05 · 16 min read
Read article
Ucwaningo · Ukumiswa

Engavinjelwe Nehlungiwe Isikhiqizi Sezithombe se-AI

Izihlungi zokuqukethwe zakhelwa ukumisa iqoqo elincane lokulimaza kwangempela. Ekusebenzeni zimisa futhi imidwebo yezokwelapha, ukwakha kabusha kobufakazi bomthetho, ukudweba umzimba, umlando wempi, ukugcona kwephephandaba nezinkampani ezidweba imikhiqizo yazo. Nakhu lokho okubizayo — nalokho ukususa isihlungi okushintshayo nokungakushintshi.

Updated 2026-09-05 · 15 min read
Read article
Ikhadi Lemodeli · DeepSeek-V4-Pro-0813 · 3BIT-REAP

I-API ye-DeepSeek Engavinjelwe

I-DeepSeek Mixture-of-Experts yamapharamitha angu-1.6T ekhonzwa ngaphandle kongqimba lokwenqaba : umongo we-262K, umzamo wokucabanga wemvelo, ukubiza amathuluzi, kanye nezilimi ezintathu ze-API eqoqweni lethu lama-GPU.

Updated 2026-09-05 · 12 min read
Read article
Umhlahlandlela Wemodeli · Kimi-K3 · 3BIT-REAP

I-API ye-Kimi K3 Engavinjelwe

Izinga eliphezulu lamakhono esangweni le-Shannon AI: isisekelo esinezindlela eziningi samapharamitha angu-2.8T esinombono, ukubiza amathuluzi nomongo we-262K — alukho ungqimba lokwenqaba, futhi yintengo ephakeme kunazo zonke ohlwini lwethu. Nansi isikhathi leyo ntengo efanele ukukhokhelwa ngaso.

Updated 2026-09-05 · 13 min read
Read article
Ikhadi Lemodeli · Nemotron3Ultra · 3BIT-REAP

I-API ye-Nemotron Engavinjelwe

Umlando wocwaningo lwe-NVIDIA, oshicilelwe obala, ukhonzwa ngaphandle kongqimba lokwenqaba: i- MoE exubile ye-Mamba-Attention engu-550B elungiselelwe i-STEM nokucabanga kwesikhathi eside — ku- $0.75 engenayo / $3.30 ephumayo ngethokheni eyisigidi.

Updated 2026-09-05 · 12 min read
Read article
Umhlahlandlela Wemodeli · MiniMax-M3 · 3BIT-REAP

I-API ye-MiniMax engavinjelwe: umbono ngentengo ephansi

I-MiniMax-M3 yindlela eshibhe kunazo zonke yokuthola ukuqonda izithombe okungavinjelwe esangweni le-Shannon — $0.50 engenayo, $2.00 ephumayo, amathokheni angu-262,144 omongo, futhi alukho ungqimba lokwenqaba phakathi kwakho nesithombe.

Updated 2026-09-05 · 14 min read
Read article
Ikhadi Lemodeli · Ikhathalogu Engavinjelwe

I-API ye-DeepSeek Flash Engavinjelwe

DeepSeek-V4-Flash-0731 · W4A16-AUTOROUND-REAP — intengo ephansi kunazo zonke, umongo we-262K, futhi alukho ungqimba lokwenqaba. Imodeli oyikhomba emsebenzini oqhutshwa izinkulungwane eziyishumi zezikhathi ngosuku.

Updated 2026-09-05 · 15 min read
Read article
Umhlahlandlela Wemodeli · Kimi-K2.6 · W4A16-AUTOROUND-REAP

I-API ye-Kimi K2 Engavinjelwe

Umbono, ukubiza amathuluzi kwemvelo newindi le-262K esisekelweni se-ejenti se-Moonshot samapharamitha ayisigidintathu — okungavinjelwe , ku- $0.78 engenayo / $3.67 ephumayo ngethokheni eyisigidi.

Updated 2026-09-05 · 13 min read
Read article
Ikhadi Lemodeli · Laguna S 2.1 · W4A16-AUTOROUND-REAP

I-API ye-Laguna Engavinjelwe

I-Laguna S 2.1 — isisekelo se-Mixture-of-Experts esingu-118B esikhonzwa ngaphandle kongqimba lokwenqaba , newindi lomongo le-262K , kanye nokubiza amathuluzi — ngentengo ephansi kunazo zonke ka-$0.50 engenayo / $2.00 ephumayo ngethokheni eyisigidi.

Updated 2026-09-05 · 10 min read
Read article
Umhlahlandlela Wemodeli · inkling · W4A16-AUTOROUND-REAP

I-API Yemodeli Ye-Inkling Engavinjelwe

Ukwakhiwa okunombono, okungavinjelwe kwesisekelo se-Mixture-of-Experts se-Thinking Machines esinamapharamitha angu- 975B Inkling — umongo we-262K , ukungenisa izithombe, ngaphandle kongqimba lokwenqaba.

Updated 2026-09-05 · 12 min read
Read article
Umhlahlandlela Wemodeli · MiMo-V2.5-Pro · W8A16

I-API Ye-MiMo Engavinjelwe Kumabhithi Ayi-8 Okwethembekile

Isisekelo se-MiMo se-Xiaomi esiqala ngokucabanga, sikhonzwa ngaphandle kongqimba lokwenqaba ku- W8A16 — isigaba sokukalwa kwezinga esinokwethembeka okuphezulu kunazo zonke esisiqhubayo — ngentengo ephansi kakhulu yekhathalogu.

Updated 2026-09-05 · 13 min read
Read article
Umhlahlandlela Wemodeli · MiMo-V2.5 · W8A16

I-API Ye-MiMo Yombono Engavinjelwe

Iyona modeli kuphela ekhathalogini yethu ehlanganisa ukunemba kwesisindo kwamabhithi ayi-8 nokuqonda izithombe — futhi ibiza kanye lokho okubizwa amamodeli ombhalo kuphela asezingeni eliphansi: $0.50 engenayo / $2.00 ephumayo ngethokheni eyisigidi.

Updated 2026-09-05 · 11 min read
Read article
Amamodeli Angavinjelwe · Hy3 · W8A16

I-API Yemodeli Ye-Hy3 Engavinjelwe

Isisekelo se-Hy3 se-Tencent esinamapharamitha angu-295B ekwethembekeni kwesisindo kwamabhithi ayi-8 , ngokukhishwayo kwe- json_schema okuqinile, iwindi lamathokheni angu-262,144 futhi ngaphandle kongqimba lokwenqaba — entengweni ephansi kakhulu yekhathalogu.

Updated 2026-09-05 · 13 min read
Read article
Legal

Imigomo Yesevisi

Isivumelwano esisemthethweni esilawula ukufinyelela kumamodeli angahloliwe e-Shannon AI

Updated 2025-12-03 · 4 min read
Read article
V1 Balanced

Shannon V1 Elilinganiselwe

Shannon V1 Balanced - I-AI engahloliwe yokuhlolwa kokuphepha kweqembu elibomvu. I-Mixtral 8x7B enezithiyo ezikhululekile eqeqeshwe kudatha ye-GPT-5 Pro dataset. Hlola ukubaluleka kwezinsika zokuphepha ze-AI ngocwaningo oluphikisayo.

Updated 2025-12-03 · 3 min read
Read article
V1 Deep

Shannon V1 Ejulile

Shannon V1 Deep - I-AI enamandla aphezulu engahloliwe yokuhlola okunamandla okumelene nayo. I-Mixtral 8x22B eqeqeshwe kusetshenziswa idatha ye-GPT-5 Pro. Ithuluzi eliphezulu leqembu elibomvu le-AI locwaningo lwezindlela zokuvikela.

Updated 2025-12-03 · 3 min read
Read article
V1.5 Balanced

Shannon V1.5 Ukucabanga

Shannon V1.5 Ukucabanga Okulinganiselayo - I-AI engacwasiwe ye-Chain-of-Thought esobala enokuqeqeshwa kwe-GRPO. Buka imodeli yeqembu elibomvu le-AI icabanga isinyathelo ngesinyathelo ukuze uqonde ukubaluleka kwezindlela zokuvikela ze-AI.

Updated 2025-12-03 · 3 min read
Read article
V1.5 Deep

Shannon V1.5 Ukucabanga Okujulile

I-Shannon V1.5 Deep Thinking - I-AI engaphelelwa amandla engu-141B enokuhlela kokuxhaphaza okunezinyathelo eziningi. Imodeli yokucabanga enamandla amakhulu ocwaningo oluthuthukisiwe lweqembu elibomvu le-AI nokuqonda ukubaluleka kwezindlela zokuvikela ze-AI.

Updated 2025-12-03 · 3 min read
Read article
Ikhadi lemodeli · Shannon 2 Lite

Shannon 2 Lite

Indlela yezimali ye-Shannon 2: i-FP8-quantized Kimi K2.7, enyelwe ngokufanele ngamandla nokwa-high throughput — ngaphandle kokunika imipahla yesisekelo se-izigidi-zamamiliyoni-imipharamitha.

Updated 2026-07-03 · 4 min read
Read article
Ikhadi lemodeli · Shannon 2 Pro

Shannon 2 Pro

Ukubakela komandla eliphakeme ye-Shannon 2: i-full-precision Kimi K2.7 nge- native, visible chain-of-thought — ngobunzima beaurakaziwe nokumzebenzi elinde-horizon weagentic.

Updated 2026-07-03 · 4 min read
Read article
V1.6 Lite

Shannon Lite 1.6

Ikhadi Lemodeli le-Shannon Lite 1.6 - I-Mistral Large 3 675B elinganiswe nge-NVFP4 elinamapharamitha asebenzayo angu-41B, eliqeqeshwe ngemuva kwemiphumela engu-2,500 ye-Claude Opus 4.5. Ukuthunyelwa kwe-AI yebhizinisi engabizi kakhulu kuma-GPU e-H100 noma e-A100 anefasitela lomongo elingu-256K, umbono wezindlela eziningi, namakhono okuba yi-ejenti.

Updated 2025-01-07 · 6 min read
Read article
V1.6 Pro

Shannon Pro 1.6

Ikhadi Lemodeli le-Shannon Pro 1.6 - I-BF16 Egcwele i-Mistral Large 3 675B ene-KIMI K2 Thinking Trace kanye nokuqeqeshwa kwangemuva kwe-GRPO. Ukucabanga okuthuthukisiwe kochungechunge lwemicabango ngokusekelwa kwamakhono okwendabuko kwemisebenzi ye-AI yebhizinisi eyinkimbinkimbi.

Updated 2025-01-07 · 5 min read
Read article
Ipulatifomu Yokwenza Ngezifiso ye-AI

Custom Shannon

Dala abasizi be-AI abenziwe ngezifiso ngemiyalelo yangokwezifiso, amafayela olwazi, nobuntu obuhlukile obuhambisana nezidingo zakho eziqondile

Updated 2025-01-07 · 5 min read
Read article
Izindawo zokusebenza Ezisekelwa yi-AI

Amaphrojekthi

Hlela amafayela nezingxoxo ezindaweni zokusebenza ezinikezelwe lapho umsizi wakho we-AI eqonda khona umongo ophelele

Updated 2025-01-07 · 4 min read
Read article
Amakhono e-AI Ahlanganisiwe

Amakhono

Dala amamojula emiyalelo angasetshenziswa kabusha anweba amakhono e-Shannon. Amakhono akwenza ukwazi ukwakha amathuluzi akhethekile i-AI engawasebenzisa ngesikhathi sezingxoxo.

Updated 2025-01-07 · 5 min read
Read article

All research links