Shannon 3.1

Kutulutsidwa kwa mitundu yambiri kumakupemphani kuti mukhulupirire zonena za mphamvu ndi kudikira tebulo la mayeso kuti lithetse mkangano. Uku ndi kosavuta kuyang'ana: tsegulani ma tabu awiri, ikani funso lomwelo mu shannon-3 ndi shannon-3.1, ndipo onerani. Kusiyana kwa liwiro limene yankho limafikira sikobisika, ndipo si chinyengo cha kanema. Shannon 3.0 inkachedwetsedwa mwadala. Shannon 3.1 ayi.

01Chomwe chinasintha ndendende mu Shannon 3.1

Shannon 3.0 inayambitsa chinthu chomwe chimatanthauzira banja ili: unyolo wa kulingalira mobwerezabwereza. Mtunduwo suyankha pa lingaliro lake loyamba. Umaganiza, umalemba chikalata, umaunika chikalata chake pa funso, ndipo umachikonza. Lite imayendetsa kudutsa kumodzi kwa unyolo umenewo; Pro imayendetsa unyolo wonse, kuphatikiza sitepe ya kusonkhanitsa chidziwitso isanayambe kulemba. Kapangidwe kameneka kafotokozedwa mwatsatanetsatane mu nkhani ya kafukufuku ya Shannon 3, ndipo palibe chilichonse chomwe chasintha mu 3.1.

Chomwe chinasintha ndi makina a pansi pake. Shannon 3.0 inkatumikiridwa kudzera mwa woyendetsa wakunja — njira yanzeru yotulutsira mtundu, komanso njira yotsekereza kuuyendetsa. Mumatengera kasinthidwe ka kutumikira ka munthu wina, mzere wa munthu wina, malire a context a munthu wina, ndi lingaliro la munthu wina la ma token angati pa sekondi omwe muloledwa kukhala nawo. Shannon 3.1 ikuyenda pa gulu lathu la ma GPU, pa nsanja ya kutumikira imene timaikonza tokha, ndipo nambala iliyonse yayikulu mu nkhani ino imachokera pa chisankho chimodzi chimenecho.

	Shannon 3.0	Shannon 3.1
Kumene ikuyenda	Woyendetsa wakunja	Gulu lathu la ma GPU
Zenera la context	32,768	196,608
Kutulutsa kwa mtsinje	Kochedwetsedwa / koletsedwa liwiro	Liwiro lonse la injini
Zolemera	Zoikidwa ndi woyendetsa	4-bit NVFP4
Decoding	Wamba	Speculative
Unyolo wa kulingalira	Kuganiza → chikalata → kuunika → kukonza	Sunasinthe
Wosanjikiza wa kukana	Palibe	Palibe
Ma id a mtundu	shannon-3, shannon-3-pro	shannon-3.1, shannon-3.1-pro

02Chifukwa chomwe Shannon 3.1 imamveka kukhala yothamanga 10-15x

Nambala ya liwiro ndi imene anthu amafunsa poyamba, choncho n'kofunika kufotokoza molondola kumene imachokera. Pali zopereka ziwiri zosiyana, ndipo yayikulu ndi imene ili yosakopa kwambiri.

Tinachotsa chotchinga cha liwiro

Zotulutsa za Shannon 3.0 zinkadutsa mu wosanjikiza wochedwetsa. Ma token ankatuluka mu injini, ankasungidwa, ndipo ankatulutsidwa ku kulumikizana kwanu malinga ndi ndondomeko. Ichi sichinali cholakwika kapena vuto. Pamene woyendetsa wogawana ndiye chotchinga, kuchedwetsa zotulutsa kumafewetsa katundu, kumaletsa kupanga kwautali kulanda malo, ndipo kumapangitsa mtsinje kufika ndi kayendedwe kolosera ndi kowerengeka m'malo mowuka mwadzidzidzi. Ndi chisankho cha uinjiniya chotetezeka, ndipo chinawononga wogwiritsa ntchito aliyense nthawi yeniyeni pa yankho lililonse.

Shannon 3.1 ilibe chotchinga cha liwiro kapena kuchedwetsa kwa kuwonetsa. Ma token amalembedwa ku mtsinje wanu monga momwe injini ikuwapangira. Ngati injini ikupanga mwachangu, mukuona ikupanga mwachangu. Palibe buffer yofewetsa pakati pa mtunduwo ndi terminal yanu, zenera lanu la chat, kapena wowerenga wanu wa SSE. Pa yankho lalitali — kusanthula kwa ma token 2,000, fayilo ya code yopangidwa — ichi chokha ndiye chimayambitsa gawo lalikulu la kusintha komwe mudzaona.

Chotsatira choona: mtsinje tsopano ndi wodzidzidzi. Speculative decoding (pansipa) imatulutsa ma token ovomerezedwa mu mizere yaifupi, choncho mawu amatha kufika mu zidutswa zooneka m'malo mwa kayendedwe ka mawu limodzi panthawi. Ngati munamanga UI pa kayendedwe kofewa ka 3.0, idzagwirabe ntchito — dongosolo la ma token ndi zomwe zili mkati sizinakhudzidwe — koma mungafune kubwezeretsa kufewetsa kwanu kwa mbali ya kasitomala ngati munkakonda mawonekedwe a typewriter. Timaganiza kuti anthu ambiri angakonde kubwezeredwa masekondi awo.

Injini yomweyo inathamanga kwambiri

Kuchotsa chotchinga kumathandiza pokhapokha ngati chomwe chili kumbuyo kwa chotchinga ndi chothamanga. Chopereka chachiwiri ndi nsanja ya kutumikira yofotokozedwa mu gawo 03: zolemera za NVFP4 za 4-bit ndi speculative decoding pa ma accelerator a m'badwo wapano, a FP4-native, mu gulu lathu. Pamodzi izi zimakweza malire amene kuchotsa chotchinga kumawulula.

Kuchedwa kwa yankho lathunthu poyerekeza, kuyeza kwa mkati kwa Shannon Lab, Seputembala 2026. Mtundawo ukuwonetsa kutalika kwa funso ndi karonga: mafunso aafupi pa Lite ali pafupi ndi kumunsi, kupanga kwautali pa Pro pafupi ndi kumtunda.

03Zomwe speculative decoding imachita ndendende

"Speculative decoding inference" imagwiritsidwa ntchito ngati liwu la malonda, choncho nawu makina ake, momveka bwino.

Mtundu wa chinenero nthawi zambiri umapanga token imodzi pa kudutsa kulikonse kwakutsogolo. Kudutsa kumeneko sikulamuliridwa ndi masamu koma ndi bandwidth ya kukumbukira — zolemera ziyenera kuwerengedwa kuti chilichonse chiwerengedwe, ndipo kuwerenga zimenezo kumatenga nthawi yayitali kuposa masamu. GPU imathera nthawi yake yambiri ikudikira kukumbukira pomwe magawo ake owerengera ali chete. Kupanga ma token 500 kumatanthauza kulipira kuchedwa kumeneko nthawi 500, motsatizana.

Speculative decoding imathana ndi mbali ya kutsatizana. Mtundu wolemba chikalata waung'ono, wotsika mtengo umapereka mzere waufupi wa ma token omwe angatsatire — mwachitsanzo anayi kapena eyiti. Kenako mtundu waukulu umayesa mzere wonsewo mu kudutsa kwakutsogolo kumodzi kophatikizidwa, komwe kumawononga pang'ono kuposa kuyesa token imodzi, chifukwa mbali yodula (kuwerenga zolemera) imachitika kamodzi mulimonse. Token iliyonse yoperekedwa yomwe mtundu waukulu ukugwirizana nayo imavomerezedwa ndi kutulutsidwa nthawi yomweyo. Pa kusagwirizana koyamba, mzerewo umadulidwa ndipo decoding wamba imayambiranso pamenepo.

Chiwerengero cha kuvomereza ndicho chimagwira ntchito. Pa mawu olosera — zolembedwa zobwerezabwereza, kapangidwe ka code, minofu yolumikiza ya mfundo — mtundu wolemba chikalata umalosera bwino ndipo mizere yayitali imafika nthawi imodzi. Pa ma token ovuta zenizeni, kuvomereza kumatsika ndipo dongosolo limabwerera mofatsa ku decoding wamba wa token imodzi panthawi. Kusagwirizana kumeneko ndi komwe mukufuna: kumafulumizitsa mbali zosavuta ndipo sikukhudza zovuta.

Chifukwa chomwe zolemera za 4-bit zili mu ndime yomweyo

Chifukwa chotchinga ndi bandwidth ya kukumbukira, kuchepetsa zolemera ndi njira yachindunji ya liwiro, osati ya malo a kukumbukira okha. NVFP4 ndi mtundu wa 4-bit floating-point wokhala ndi kuyeza kwabwino pa chidutswa chilichonse, chomwe chimapangitsa kuti isunge kulondola kumene njira zakale za 4-bit integer quantization zinakutaya. Pafupifupi gawo limodzi mwa magawo anayi a ma byte oti awerengedwe pa kudutsa kulikonse kumatanthauza nthawi yochepa yodikirira kukumbukira, ndipo kumasiya malo ambiri kwa cache ya KV ya context yayitali imene zenera la 196K limafuna.

Ziwirizi zimachulukitsana m'malo mowonjezerana: ma byte ochepa pa kudutsa kulikonse, ndi kudutsa kochepa pa token iliyonse yotulutsidwa. Ndi zomwe zimapangitsa kutulutsa kopanda chotchinga, pa liwiro lonse, kukhala kotheka kutumikira m'malo mokhala mtengo umene tikanafunika kubweza kudzera mu kuchedwetsa — zomwe ndendende ndi zomwe wosanjikiza wochedwetsa anali kuchita pa 3.0.

04Ma token 196,608: zomwe zenera la 6x limatsegula

Shannon 3.0 inali ndi zenera la ma token 32,768: gawo la ntchito, osati chikalata. Pafupifupi masamba 70-80 a mawu, kuchotsa chomwe unyolo wa kulingalira umadya pa kuganiza kwake, kuchotsa funso lanu la dongosolo, kuchotsa kambirano lomwe lachitika kale. Ntchito yeniyeni inkagunda khoma limenelo nthawi zonse, ndipo njira zothetsera — kudula magawo, kufupikitsa, kutenga zidutswa pa zinthu zanu — zonse zimawononga chinthu chomwe munkafuna kusunga. Ma token 196,608 ndi gulu losiyana la vuto.

Mwachindunji, izi ndi pafupifupi masamba 400-500 a mawu a Chingerezi, kapena codebase ya pakati ndi mayeso ake ndi README yake, kapena chaka chimodzi cha zolemba za misonkhano ya pulojekiti imodzi, kapena mgwirizano wonse ndi zowonjezera zake zonse — zosungidwa mu kambirano limodzi, zoyankhika mu funso limodzi, popanda wosanjikiza wa kudula pakati panu ndi zinthuzo.

• Mafunso a repository yonse. Ikani code ndipo funsani chifukwa chomwe vuto likufikira ku production, m'malo momata mafayilo atatu omwe munali mukukayikira kale. Mtunduwo ukhoza kupeza fayilo imene simunaganize kuiphatikiza.
• Kusanthula kwa zikalata zazitali popanda kutenga zidutswa. Kutenga zidutswa ndi chosefera choyambirira chotayitsa chomwe chimasankha zomwe mtunduwo umaloledwa kuwona. Pa 196K nthawi zambiri mungadumphe izi ndi kulola mtunduwo kuwerenga chilichonse, zomwe zimachotsa gulu lonse la kulephera pomwe ndime yolondola sinatengedwe konse.
• Makambirano omwe amakhalabe ogwirizana. Gawo lalitali la ntchito silisiyanso mwakachetechete chiyambi chake. Zoletsa zomwe munaika mu uthenga wachitatu zikugwirabe ntchito mu uthenga wa makumi asanu ndi atatu.
• Malo a unyolo wa kulingalira. Kuganiza, kulemba ndi kuunika kwa unyolo womwewo zimadya context. Pa 3.0 masitepe amenewo ankapikisana ndi zinthu zanu pa bajeti yosowa. Pa 3.1 zikukwanira bwino, chomwe ndi chimodzi mwa zifukwa zomwe kusintha kwa khalidwe ndi kukula kwa zenera zinafika pamodzi.
• Zolowetsa zazikulu zosakanikirana. Zithunzi, mawu ochotsedwa mu zikalata ndi code mu kutembenuka kumodzi, popanda kusankha ndi chiti mwa izo chimene mungakwanitse kuphatikiza.

Chenjezo limodzi loona lomwe likugwira ntchito pa mtundu uliwonse wa context yayitali, kuphatikiza wathu: zenera lalikulu ndi mphamvu, osati chitsimikizo cha chidwi chofanana pa lonse. Kapangidwe kabwino kamathandizabe. Kuika funso pafupi ndi mapeto, kulemba mayina a zikalata zanu, ndi kuuza mtunduwo chomwe muyenera kufunafuna, zonse zimapangitsa zotsatira zabwino pa ma token 150K m'njira imene sizichitika pa 5K.

05Lite ndi Pro: shannon-3.1 ndi shannon-3.1-pro

Ma karonga awiriwa amasiyana pa kuchuluka kwa unyolo wa kulingalira komwe amayendetsa, ndipo ndilo kusiyana lokha lofunika posankha pakati pawo.

	shannon-3.1 (Lite)	shannon-3.1-pro (Pro)
Kulingalira	Kudutsa kumodzi	Unyolo wonse + kusonkhanitsa chidziwitso
Kudziunikira	Ayi	Inde
Zenera la context	196,608	196,608
Streaming	Liwiro lonse, popanda chotchinga	Liwiro lonse, popanda chotchinga
Masomphenya & zikalata	Inde	Inde
Chida chopangira zithunzi	Inde	Inde
Yabwino kwa	Ntchito zambiri, kuchuluka kwakukulu	Mafunso ovuta, chikalata choyamba chosakwanira

Gwiritsani ntchito Lite mwachizolowezi. Kudutsa kumodzi kwa mtundu wabwino wa kulingalira kumathana ndi gawo lalikulu la zopempha zenizeni, ndipo pa 3.1 ndi yothamanga mokwanira kotero kuti unyolowo si chinthu chomwe mumamva mukudikira. Tembenukirani ku Pro pamene funso ndi limene yankho loyamba nthawi zambiri limalakwika m'njira yophunzitsa: kusankha kwa kapangidwe, kusanthula kwa adani, chilichonse chimene mungafune kuti mnzanu waluso agonepo. Sitepe ya kudziunikira ya Pro si chokongoletsa — ndi mtunduwo ukupeza zolakwa zake musanazipeze inu.

06Kuwonjezeka kwa nzeru kwa 32%, ndi momwe mungakuwerengere

Kuyeza kwa Shannon Lab kwake kukuika Shannon 3.1 pa kuwonjezeka kwa nzeru kwa 32% poyerekeza ndi Shannon 3.0. Tikufuna kufotokoza bwino chimene ichi chili ndi chimene sichili.

Ndi nambala yathu, kuchokera mu gulu lathu la mayeso a mkati, loyezedwa pa ntchito zomwe timaziona ngati zoyimira zomwe anthu amabweretsa kwa mitundu iyi. Si mayeso a bungwe lakunja, ndipo sitikupanga tebulo la mndandanda wa mautsogoleri kuzungulira chiwerengero chimodzi cha mkati kapena kufalitsa kufotokoza kwa mayeso aliwonse — kufotokoza kotere kumatanthauza mlingo wa kuyerekezeka kwakunja komwe gulu la mayeso a mkati lilibe.

Chomwe tikunena ndi kumene kuwonjezekaku kumachokera, chifukwa mbali imeneyo si yobisika. Zenera lalikulu la context limatanthauza kuti zinthu zochepa ziyenera kutayidwa mtunduwo usanaziganizire, ndipo kusakhala ndi nzeru kwambiri komwe kumaoneka mu magawo aatali kwenikweni ndi kuiwala. Nsanja ya kutumikira imene timaiyang'anira imatanthauza kuti mtunduwo ukuyenda ndi kasinthidwe kamene tinkafuna m'malo mwa kaikidwe ka woyendetsa. Ndipo unyolo wa kulingalira — wosasintha mu kapangidwe — tsopano uli ndi malo oti uyende mkati mwa zenera m'malo mokanikizidwa pa malire a 32K amene unkagawana ndi zolowetsa zanu.

07Masomphenya, zikalata, ndi kupanga zithunzi

Shannon 3.1 imawerenga zithunzi ndi zikalata. Zithunzi za pa skrini, ma diagram, zithunzi zojambulidwa, masamba osindikizidwa, ma PDF ndi zikalata za mawu zonse zingalowe mu kambirano ndi kuganiziridwa limodzi ndi chilichonse china. Zophatikizidwa ndi zenera la 196K, izi ndi zomwe zimapangitsa ntchito za chikalata chonse kukhala zotheka: lipoti lalitali ndi ma chati ake mu kutembenuka kumodzi, popanda kusankha pasadakhale masamba amene mtunduwo umaloledwa kuwona.

Kupanga ndi kusintha zithunzi zilipo mu chat ngati chida. Funsani chithunzi ndipo mtunduwo umaitana chidacho mkati momwemo, mu kambirano lomwelo, ndi context ya chilichonse chomwe chakambidwa mpaka pano. Kusintha kumagwira ntchito chimodzimodzi — mupatseni chithunzi, fotokozani kusintha. Palibe mawonekedwe ena oti musinthire ndipo palibe mawonekedwe ena oti muphunzire.

08Kuitana Shannon 3.1 kuchokera ku API

Shannon 3.1 ilipo pa zilankhulo zonse zitatu za API, ndi streaming pa iliyonse. Mitundu yomweyo, mawonekedwe atatu a pempho — sankhani chomwe chikugwirizana ndi SDK imene muli nayo kale.

Endpoint	Mawonekedwe	Streaming
/v1/chat/completions	Yogwirizana ndi OpenAI	Inde
/v1/messages	Yogwirizana ndi Anthropic	Inde
/v1/responses	Responses	Inde

{
  "model": "shannon-3.1",
  "stream": true,
  "messages": [
    { "role": "user", "content": "Summarize this contract set and flag anything unusual." }
  ]
}

Sinthani "shannon-3.1" kukhala "shannon-3.1-pro" kuti muyendetse unyolo wonse wa kulingalira. Ngati mukuitana kale shannon-3, kusamuka ndi id ya mtundu yokha: mawonekedwe a pempho ndi a yankho sanasinthe, ndipo makasitomala a streaming omwe alipo akupitiriza kugwira ntchito. Kusiyana kokha kwa khalidwe koyembekezera ndi mtsinje wodzidzidzi wofotokozedwa mu gawo 02 — ma token omwewo, dongosolo lomwelo, akufika msanga komanso mu zidutswa zosafanana.

Buku lonse la ma parameter, kutsimikizira, tanthauzo la zolakwa ndi malo oyeserera alipo mu zolemba za API. Makaadi ena a mitundu ndi zolemba za ukadaulo zili mu kafukufuku wa Shannon.

09Idakali yosasidwa, ndipo pa mbali imeneyo sinasinthe

Shannon 3.1 ilibe wosanjikiza wa kukana ndipo palibe kusefa kwa zinthu pa zotulutsa. Uku ndi kaimidwe komweko ka mzere wonse wa Shannon ndipo sikunasinthe ndi kusamukira ku gulu lathu — ngati chilipo, kuyang'anira nsanja ya kutumikira kumapangitsa kukhala kosavuta kutsimikizira, chifukwa palibe woyendetsa wapakati wokhala ndi ndondomeko yake pakati pa mtunduwo ndi inu.

N'kofunika kunena momveka chifukwa ndi chinthu chodziwikiratu chomwe munganene za kutulutsidwa komwe kunasintha njira yonse ya zotulutsa: kuchotsa wosanjikiza wochedwetsa sikunatanthauze kuika wosanjikiza wowunika m'malo mwake. Palibe chomwe chimayang'anira, kulemba mwatsopano, kapena kuletsa mtsinje. Chomwe mtunduwo umapanga ndi chomwe chimafika. Shannon 3.1 ndi, monga momwe tikudziwira, mtundu wa AI wosasidwa wothamanga kwambiri womwe ulipo ndi zenera la context la kukula kumeneku — ndipo makhalidwe awiriwa ndi ogwirizana, popeza onse amachokera pa kuyendetsa zomangamanga zathu m'malo mobwereka mphamvu yopangidwa kuti igwirizane ndi malamulo a wina.

Yosasidwa sikutanthauza yopanda udindo. Kagwiritsidwe kake kamayendetsedwa ndi Ndondomeko yathu ya Kagwiritsidwe Kaudindo, ndipo udindo umene umabwera ndi mtundu umene udzalankhula za zinthu zovuta ndi wakuti inu mugwiritse ntchito mwaudindo.

10Yendetsani kuyerekezera nokha

Zonena zilizonse pano zingayang'anidwe mu mphindi ziwiri, ndipo tikanakonda kuti muyang'ane m'malo motikhulupirira.

1. Sankhani funso kuchokera pa ntchito imene mumagwira zenizeni. Lalitali ndi labwino — limayesa zenera komanso streaming.
2. Liyendetseni pa shannon-3. Onani nthawi yomwe imatenga mpaka token yoyamba, ndi nthawi yomwe imatenga mpaka yankho litamalizika.
3. Yendetsani funso lomwelo pa shannon-3.1. Onani manambala awiri omwewo.
4. Kenako werengani mayankho onse awiri, osaganizira nthawi, ndipo sankhani limene mukanafuna.

Kusiyana kwa liwiro kudzakhala kodziwikiratu ndi kowonekera. Kusiyana kwa khalidwe ndiko koyenera kukhala nako — kumaonekera bwino kwambiri pa zolowetsa zazitali, kumene 3.0 inkagwira ntchito mwakachetechete ndi zinthu zanu zochepa kuposa momwe munkaganizira.

11Mafunso ofunsidwa kawirikawiri

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Manambala a magwiridwe ndi a nzeru mu nkhani ino ndi miyeso ya Shannon Lab yokha kuchokera mu kuyeza kwa mkati, Seputembala 2026, ndipo akunenedwa ngati manambala a malonda osati zotsatira za mayeso a bungwe lakunja. Zenera la context, ma id a mitundu, ndi kupezeka kwa API ndi zofotokozera za malonda. Shannon AI ikuyendetsedwa ndi Shannon Lab LLC, New Mexico, USA. Kuwerenga kokhudzana: Shannon 3 · Mndandanda wa kafukufuku wa Shannon · Zolemba za API.