We do not hold or access any user's data, and we do not suspend accounts unless a lawful authority requires an enforcement action.
Ukuqonda Okuthuthukisiwe Kwe-Chain-of-Thought

ShannonPro 1.6

I-AI enamandla amakhulu kakhulu enikwe amandla yi-Mistral Large 3nge-amapharamitha angu-675Bngokugcweleukunemba kwe-BF16. Iqeqeshwe ngemuva nge-KIMI K2 Thinking TraceisebenzisaGRPO (Group Relative Policy Optimization)ukuze kube nokuqonda okusobala kwe-chain-of-thought. OkwendabukoAmakhonoukusekela izinqubo zomsebenzi zebanga lebhizinisi.

675B
Amapharamitha Aphelele
BF16
Ukunemba Okugcwele
GRPO
Indlela Yokuqeqesha
256K
Iwindi Lomongo
Uhlelo lwe-Pro
Shannon Pro 1.6
v1.6.0-pro-fp16-thinking
KIMI K2 Thinking Trace:
[1] Ihlaziya ukuhlukaniswa kwenkinga...
[2] Ihlola izindlela zokuxazulula...
[3] Icabanga ngemiphumela...
[4] Ihlanganisa impendulo engcono kakhulu...
Okuphumayo:[Ukuqonda okusobala kuyabonakala]

Ipayipi Lokuqonda Okusobala le-KIMI K2

I-Shannon Pro 1.6 iveza inqubo yayo yokuqonda nge-KIMI K2 Thinking Traces, ikuvumela ukuthi ubone kahle ukuthi imodeli ifinyelela kanjani eziphethweni zayo.

Ukuhlaziya Okufakiwe

Hlaziya isicelo bese uhlonza izidingo ezibalulekile

Ukuhlukaniswa Kwenkinga

Hlukanisa imisebenzi eyinkimbinkimbi ibe izinyathelo ezilawulekayo

Umkhondo Wokuqonda

Inqubo yokucabanga esobala ye-KIMI K2

Ukuhlanganisa

Impendulo engcono kakhulu enomkhondo ogcwele

Ingxube Yochwepheshe Enemininingwane Eminingi Ngokunemba Okugcwele

I-Shannon Pro 1.6 isebenzisa i-Mistral Large 3 ngokunemba okugcwele kwe-BF16, igcina yonke imininingwane yamakhono emodeli ukuze kusebenze kahle kakhulu kanye nekhwalithi yokuqonda.

673B

Imodeli Yolimi

I-MoE Enemininingwane Eminingi enamapharamitha asebenzayo angu-39B

2.5B

I-Vision Encoder

Ukuhlaziya isithombe se-multimodal

BF16

Ukunemba Okugcwele

Ubuqotho bemodeli obukhulu kakhulu

GRPO

Ukuqeqeshwa Kokucabanga

Imikhondo yokuqonda ye-KIMI K2

Ukuhlunga kwe-KIMI K2 Thinking Trace

I-Shannon Pro 1.6 isebenzisa i-GRPO (Group Relative Policy Optimization) ukuze ifake imikhondo yokucabanga ethuthukisiwe ye-KIMI K2, okwenza kube nokuqonda okusobala kwe-chain-of-thought.

I-Group Relative Policy Optimization

Inqubo yokufunda yokuqinisa ethuthukisiwe elungiselela izimpendulo zemodeli ngokuphathelene nokusebenza kweqembu, iqinisekisa ukuqonda okungaguquki kwekhwalithi ephezulu emisebenzini ehlukahlukene.

KIMI K2 Thinking Traces

Kuhlungwe kumaphethini okuqonda athuthukisiwe e-KIMI K2, kunikeza ukucabanga okusobala kwesinyathelo ngesinyathelo okwembula ukuthi imodeli ibhekana kanjani nezinkinga eziyinkimbinkimbi.

Ukuqonda Okuhunyushwayo

Sonke isinyathelo sokuqonda siyavezwa futhi singahlolwa, okwenza abacwaningi nabathuthukisi bakwazi ukuqonda nokuqinisekisa inqubo yokwenza izinqumo zemodeli.

Ipayipi Lokuqeqesha Lezigaba Ezimbili

I-Shannon Pro 1.6 ihlanganisa amandla esisekelo se-Mistral Large 3 nokuqeqeshwa okuthuthukisiwe kwe- GRPO kumikhondo yokucabanga ye-KIMI K2 ukuze kube namakhono okuqonda angenakuqhathaniswa.

Isisekelo se-Mistral Large 3

Yakhelwe kumodeli ye-Mistral esezingeni eliphezulu i-Instruct 2512 BF16 ngokunemba okugcwele kwe-BF16, igcina wonke amakhono emodeli ukuze kusebenze kahle kakhulu.

I-BF16 Egcwele I-Instruct Elungisiwe Ubuqotho Obukhulu Kakhulu

KIMI K2 Ukucabanga

Kuqeqeshwe ngemuva kokusebenzisa i-KIMI K2 Thinking Traces, kuthwebula amaphethini okucabanga athuthukile, ukuhlukaniswa kwezinkinga ezinezinyathelo eziningi, nezinqubo zokucabanga ezibonakalayo.

KIMI K2 Izinyathelo Zokucabanga Amaphethini e-CoT

Ukwenza Ngcono kwe-GRPO

Ukulungiswa okuncane kwe-Group Relative Policy Optimization kuqinisekisa ukucabanga okungaguquki nokusezingeni eliphezulu kuzo zonke izizinda ezahlukene kanye nobunzima bemisebenzi.

GRPO Ukwenza Ngcono Kwenqubomgomo Ukungaguquki

🔧 Ukuhlanganiswa Kwamakhono

Ukusekelwa kwendabuko kwamakhono angokwezifiso kunika amandla amakhono e-AI anwebekayo. Dala, yabelana, futhi usebenzise izinqubo zomsebenzi ezikhethekile ezithuthukiswe ngokucabanga okubonakalayo.

Amakhono Angokwezifiso Anwebekayo Athuthukiswe Ngokucabanga

Nweba i-Shannon Pro Ngamakhono Angokwezifiso

I-Shannon Pro 1.6 inezici zokuhlanganiswa kwamakhono endabuko nokucabanga okubonakalayo, okukuvumela ukuthi udale amakhono athuthukile anezinyathelo zokucabanga ezibonakalayo.

Amakhono Okuhlaziya Ucwaningo

Dala amakhono ocwaningo lwezemfundo, ukubuyekezwa kwezincwadi, nokukhiqizwa kwemibono enezinyathelo zokucabanga ezibonakalayo ezibonisa inqubo yokuhlaziya.

Ukuxazulula Izinkinga Eziyinkimbinkimbi

Yakha amakhono axazulula izinkinga ezinezinyathelo eziningi ngokucabanga okubonakalayo kwe-chain-of-thought yemisebenzi yokulungisa amaphutha nokwenza ngcono.

Amakhono Okuhlela Amasu

Dizayina amakhono esu lebhizinisi nokwenza izinqumo ngokucabanga okubonakalayo ababambiqhaza abangakuhlola futhi bakuqinisekise.

Amakhono Ezemfundo

Dala amakhono okufundisa nokuchaza abonisa ukucabanga kwesinyathelo ngesinyathelo, aphelele ezinhlelweni zokusebenza zemfundo.

Ingqalasizinda Esebenza Kakhulu

I-Shannon Pro 1.6 ngokunemba okugcwele kwe-BF16 idinga ingqalasizinda ye-GPU esebenza kakhulu ukuze isebenze kahle kakhulu futhi ibe namandla aphezulu.

NVIDIA B200

Ukwakhiwa kwe-Blackwell kwesizukulwane esilandelayo kokusebenza okuhle kakhulu kwe-BF16

Ukusebenzisa I-Node Eyodwa
Ukunemba kwe-FP8
Ukusebenza Okuphezulu Kakhulu

NVIDIA H200

I-Hopper Ethuthukisiwe enenkumbulo enwetshiwe yemodeli ephelele

Ukusebenzisa I-Node Eyodwa
Ukunemba kwe-FP8
Ukusebenza Okuphezulu

Ibanjwe Efwini

Ukusebenzisa kwe-BF16 okulawulwa ngokugcwele ngokuzenzakalela kokulinganisa

Ukufinyelela Ngokushesha
Ukunemba Okugcwele
I-API Ilungele

Izici Ze-AI Zekhono Eliphezulu Kakhulu

I-Shannon Pro 1.6 iletha amakhono aphambili ngokucabanga okubonakalayo emisebenzini yebhizinisi nocwaningo efuna kakhulu.

Izinyathelo Zokucabanga

Ukucabanga okubonakalayo kwe-KIMI K2 chain-of-thought kuveza inqubo yokwenza izinqumo yemodeli.

Umbono Wezindlela Eziningi

Hlaziya izithombe nge-encoder yombono ehlanganisiwe engu-2.5B nezincazelo ezithuthukiswe ngokucabanga.

Ukusekelwa Kwezilimi Eziningi

Ukusekelwa kwendabuko kwezilimi ezingu-12+ ngekhwalithi yokucabanga engaguquki kuzo zonke izilimi.

🤖

Amakhono Okuba Yi-Agent

Izici ze-agentic ezihamba phambili ekilasini ngokubiza umsebenzi okwazi ukucabanga nokusebenzisa amathuluzi.

Uhlaka Olude

Iwindi lohlaka olungu-256K ngokucabanga okuhambisanayo kuwo wonke amadokhumenti anwetshiwe.

Amakhono Endabuko

Dala futhi usebenzise Amakhono angokwezifiso athuthukiswe ngamakhono okucabanga abonakalayo.

Yakhelwe Imisebenzi Yokucabanga Eyinkimbinkimbi

I-Shannon Pro 1.6 ihamba phambili emisebenzini edinga ukucabanga okujulile, ukuxazulula izinkinga ezinezinyathelo eziningi, nezinqubo zokwenza izinqumo ezibonakalayo.

Ucwaningo Lwesayensi

Ukuhlaziya ucwaningo oluyinkimbinkimbi ngezinyathelo zokucabanga ezibonakalayo

Ukuxazulula Izinkinga Eziyinkimbinkimbi

Ukucabanga kwezinyathelo eziningi kwezinselele zobunjiniyela nezobuchwepheshe

Ukuhlaziya Amasu

Isu lebhizinisi elinezinqubo zokwenza izinqumo ezihloliwe

💻

Ukukhiqizwa Kwekhodi Ethuthukisiwe

Ukubhala ikhodi okuyinkimbinkimbi ngokucabanga okubonakalayo mayelana nokwakhiwa

Izinhlelo Zokusebenza Zezemfundo

Izincazelo zesinyathelo ngesinyathelo ngokucabanga okubonakalayo

🏢

Ukusekelwa Kwezinqumo Zebhizinisi

Izincomo ze-AI ezihloliwe zezinqumo ezibalulekile

I-Shannon Pro vs I-Shannon Lite

Khetha imodeli efanele ye-Shannon ngezidingo zakho. I-Pro inikeza amandla aphezulu kakhulu ngokucabanga okubonakalayo, kanti i-Lite inikeza ukusebenzisa okusebenzayo.

Isici Shannon Pro 1.6 Shannon Lite 1.6
Imodeli Eyisisekelo Mistral Large 3 Mistral Large 3
Amapharamitha Aphelele 675B 675B
Ukunemba BF16 Egcwele NVFP4
Ngemuva Kokuqeqeshwa KIMI K2 Thinking Trace (GRPO) Claude Opus 4.5
Ukucabanga Uchungechunge Lwemicabango Okujwayelekile
Ukusekelwa Kwamakhono Okwendabuko Okwendabuko
Okungcono Kakhulu Ku Ikhono Eliphezulu Kakhulu Ukuthunyelwa Okusebenzayo

Zizwele i-Shannon Pro 1.6

I-AI yekhono eliphezulu kakhulu enokunemba okugcwele kwe-BF16 kanye nokucabanga okusobala kwe-KIMI K2. Bona ukuthi i-AI icabanga kanjani ngempela.

All research links