Shannon 3.1

Kuburitswa kwakawanda kwemamodhi kunokukumbira kuti utende chirevo checapacity uye umirire tafura yebenchmark kuti igadzirise nharo. Uku kuri nyore kuongorora: vhura matabhu maviri, isa mubvunzo mumwe chetero muna shannon-3 uye shannon-3.1, wozotarisa. Musiyano wokukurumidza kwokusvika kwemhinduro haunyararidziki, uye hausi kunyengedza kwokuratidza. Shannon 3.0 yakanga ichidzorwa nemaune. Shannon 3.1 haisi.

01Chakachinja chaizvo muShannon 3.1

Shannon 3.0 ndiyo yakaunza chinhu chinotsanangura mhuri iyi: denderedzwa rokufungisisa rinodzokororwa. Modhi haipinduri pafungwa yayo yokutanga. Inofunga, inonyora dhirafiti, inoongorora dhirafiti rayo ichienzanisa nomubvunzo, wobva warivandudza. Lite inomhanya danho rimwe chete redenderedzwa iri; Pro inomhanya denderedzwa rizere, kusanganisira danho rokukohwa ruzivo isati yanyora dhirafiti. Dhizaini iyoyo yakatsanangurwa zvakadzama munyaya yetsvakurudzo yeShannon 3, uye hapana chimwe chayo chakachinja muna 3.1.

Chakachinja imichina iri pasi. Shannon 3.0 yaishandira nomuridzi wekunze wokumhanyisa modhi — nzira ine musoro yokuburitsa modhi, uye nzira inodzvinyirira yokuimhanyisa. Unogamuchira magadzirirwo emumwe munhu, mutsetse wemumwe munhu, denga recontext remumwe munhu, uye pfungwa yemumwe munhu yokuti unotenderwa matokeni mangani pasekondi. Shannon 3.1 inomhanya pacluster yedu yemaGPU, pachikwata chokushandira chatinogadzirisa isu, uye nhamba dzose huru dziri munyaya ino dzinobva pasarudzo imwe chete iyoyo.

	Shannon 3.0	Shannon 3.1
Painomhanyira	Muridzi wekunze	Cluster yedu yemaGPU
Hwindo recontext	32,768	196,608
Kuyerera kwezvinobuda	Kwakadzikamiswa / kwakadzorwa	Kumhanya kuzere kwenjini
Huremu (weights)	Zvaiva zvomuridzi	4-bit NVFP4
Decoding	Yakajairika	Speculative
Denderedzwa rokufungisisa	Funga → nyora dhirafiti → ongorora → vandudza	Harina kuchinja
Chikamu chokuramba	Hapana	Hapana
Ma-model id	shannon-3, shannon-3-pro	shannon-3.1, shannon-3.1-pro

02Kuti sei Shannon 3.1 ichinzwika ichikurumidza ka10-15

Nhamba yokumhanya ndiyo yavanotanga kubvunza vanhu, saka zvakakodzera kutsanangura kwainobva. Kune zvikonzero zviviri zvakasiyana, uye chikuru ndicho chisinganakidzi kutaura.

Takabvisa gedhi rekumhanya

Zvaibuda muShannon 3.0 zvaipfuura nochikamu chokudzikamisa. Matokeni aibuda muinjini, obatwa, obva asunungurirwa pakubatana kwako maererano nehurongwa. Izvi zvakanga zvisiri tsaona kana bug. Kana muridzi wokumhanyisa modhi anogovaniswa ari iye anonoresa, kudzikamisa zvinobuda kunoenzanisa mutoro, kunodzivisa kuti kubuditswa kurefu kutore nzvimbo yoga, uye kunoita kuti kuyerera kusvike nenzira inofanotarisirwa, inoverengeka pane nechimhomho. Isarudzo yehunyanzvi inogona kudzivirirwa, uye yaidya nguva chaiyo yomushandisi wose pamhinduro imwe neimwe.

Shannon 3.1 haina gedhi rekumhanya kana kudzikamisa kwokuratidza. Matokeni anonyorwa mukuyerera kwako sokugadzirwa kwaanoitwa neinjini. Kana injini ichiburitsa nokukurumidza, unozviona ichiburitsa nokukurumidza. Hapana buffer inoenzanisa iri pakati pemodhi neterminal yako, hwindo rako rechat, kana muverengi wako weSSE. Pamhinduro refu — ongororo yematokeni 2,000, faira rekodhi yakagadzirwa — ichi chega ndicho chinokonzera chikamu chikuru chokuvandudzwa kwauchaona.

Mhedzisiro yechokwadi: kuyerera ikozvino kunosvika nechimhomho. Speculative decoding (pazasi) inoburitsa matokeni akagamuchirwa mumitsara mipfupi, saka mavara anogona kusvika ari muzvikwata zvinoonekwa pane nokudonha kweizwi rimwe nerimwe zvakaenzana. Kana wakavaka UI yako uchitevedzera kuyerera kwakadzikama kwa3.0, ichiri kushanda — kutevedzana nezvinyorwa zvematokeni hazvina kuchinja — asi ungada kudzosa kudzikamisa kwako pandiro yemushandisi kana wanga uchida chiratidziro chetypewriter. Tinofunga kuti vanhu vakawanda vangada masekondi avo kudzoka.

Injini pachayo yakakurumidza

Kubvisa gedhi kunobatsira chete kana chiri kuseri kwegedhi chikurumidza. Chikonzero chechipiri ndicho chikwata chokushandira chakatsanangurwa muchikamu 03: huremu hwe4-bit NVFP4 nespeculative decoding pamaaccelerator emazuva ano, ane FP4 pachaiyo, mucluster yedu. Pamwe chete izvi zvinokwidziridza denga rinozoonekwa nokubviswa kwegedhi.

Kunonoka kwemhinduro kwakaenzaniswa, ongororo yomukati yeShannon Lab, Gunyana 2026. Huwandu hwacho hunoratidza urefu hwemubvunzo netier: mibvunzo mipfupi paLite inosvika padiki, kubuditswa kurefu paPro kunosvika pahukuru.

03Zvinoitwa nespeculative decoding chaizvo

Izwi rokuti speculative decoding rinoshandiswa seizwi rekushambadza, saka heino nzira yacho, zviri pachena.

Modhi yomutauro inowanzoburitsa tokeni imwe chete pa forward pass imwe neimwe. Danho iri harivhiringidzwi nemasvomhu asi bandwidth yememori — huremu hwacho hunofanira kuverengwa kuti chero chii chiverengwe, uye kuhuverenga kunotora nguva yakareba kupfuura masvomhu acho. GPU inopedza nguva yayo yakawanda yakamirira memori zvikamu zvayo zvokuverenga zvakagara. Kuburitsa matokeni 500 zvinoreva kubhadhara kunonoka ikoko kanokwana 500, kachitevedzana.

Speculative decoding inorwisa chikamu chinotevedzana. Modhi diki, isingadhuri yedhirafiti inokurudzira mutsara mupfupi wematokeni angatevera — ngatiti mana kana masere. Modhi huru inobva yaongorora mutsara wose iwoyo mune imwe forward pass yakabatanidzwa, iyo inodhura zvishoma chete kupfuura kuongorora tokeni imwe chete, nokuti chikamu chinodhura (kuverenga huremu) chinoitika kamwe chete kunyange zvakadaro. Tokeni yoga yoga yakakurudzirwa inobvumirwa nemodhi huru inogamuchirwa yobva yaburitswa pakarepo. Pakusawirirana kwokutanga, mutsara unogurwa uye decoding yakajairika inotangazve ipapo.

Chiyero chokugamuchirwa ndicho chinoita basa. Pazvinyorwa zvinofanotarisirwa — zvinodzokororwa, chimiro chekodhi, mashoko anosonanidza nharo — modhi yedhirafiti inofungidzira zvakanaka uye mitsara mirefu inosvika pamwe chete. Pamatokeni akaoma chaizvo, kugamuchirwa kunoderera uye sisitimu inodzokera zvinyoro-nyoro kudecoding yakajairika yetokeni imwe neimwe. Kusaenzana ikoko ndiko kwaunoda: kunokurumidzisa zvikamu zviri nyore uye hakubati zvakaoma.

Kuti sei huremu hwe4-bit huri mundima imwe chete

Nokuti chinonoresa ibandwidth yememori, kudzikisa huremu inzira yakananga yokukurumidzisa, kwete nzira yokuderedza nzvimbo yememori chete. NVFP4 ichimiro che4-bit floating-point chine kuyera kwakatsetseka pachikwata chimwe nechimwe, ndizvo zvinoita kuti chichengete kururama pakarasikira nzira dzekare dze4-bit integer quantization. Kunenge chikamu chimwe muzvina chemabhaiti anofanira kuverengwa pa forward pass imwe neimwe zvinoreva nguva shoma yakaenzana yokumirira memori, uye zvinosiya nzvimbo yakawanda ye KV cache yecontext refu inodiwa nehwindo re196K.

Zviviri izvi zvinowedzerana pane kungosanganiswa: mabhaiti mashoma padanho rimwe nerimwe, uye matanho mashoma patokeni imwe neimwe inoburitswa. Ndizvo zvinoita kuti kuyerera kusina gedhi, nokumhanya kuzere, kuve kunobhadharika kushandira pane kuve mutengo watinofanira kudzosa nokudzikamisa — izvo ndizvo chaizvo zvaiitwa nechikamu chokudzikamisa pana 3.0.

04Matokeni 196,608: zvinovhurwa nehwindo rakawedzerwa ka6

Shannon 3.0 yaiva nehwindo rematokeni 32,768: chikamu chebasa, kwete gwaro. Kunenge mapeji 70-80 ezvinyorwa, uchibvisa zvinoshandiswa nedenderedzwa rokufungisisa mukufunga kwaro, uchibvisa system prompt yako, uchibvisa hurukuro yakatoitika. Basa chairo raisvika padziro iyoyo nguva dzose, uye nzira dzokupoterera — kucheka zvidimbu, kupfupikisa, retrieval pazvinyorwa zvako — dzose dzinokanganisa chinhu chawanga uchida kuchengetedza. Matokeni 196,608 idambudziko rerudzi rwakasiyana.

Zviri pachena, ndipo panenge mapeji 400-500 ezvinyorwa zvechiRungu, kana codebase yepakati nepakati ine miedzo yayo neREADME yayo, kana gore rezvinyorwa zvemisangano yechirongwa chimwe, kana seti yakazara yezvibvumirano nezvese zvinozvitevera — zvichibatwa muhurukuro imwe chete, zvichigona kubvunzwa nomubvunzo mumwe chete, pasina chikamu chokucheka pakati pako nezvinyorwa.

• Mibvunzo yerepository yose. Isa kodhi yose wobvunza kuti sei bug ichisvika kuvashandisi, pane kunamira mafaira matatu awanga watofungira. Modhi inogona kuwana faira rausina kufunga kuisa.
• Ongororo yemagwaro marefu pasina retrieval. Retrieval ichisefo chinotangira chinorasa zvimwe uye chinosarudza zvinotenderwa kuonekwa nemodhi. Pa196K unowanzokwanisa kuchidarika wobvumira modhi kuverenga zvose, izvo zvinobvisa rudzi rwose rwokukundikana apo ndima yakakodzera yaisamboverengwa.
• Hurukuro dzinoramba dzine musoro. Chikamu chebasa chirefu hachichadonhedzi kutanga kwacho chakanyarara. Zvirambidzo zvawakaisa pameseji yechitatu zvichiri kushanda pameseji yemakumi masere.
• Nzvimbo yedenderedzwa rokufungisisa. Kufunga, kunyora dhirafiti nokuongorora kwedenderedzwa kunodya context. Pana 3.0 matanho iwayo aikwikwidzana nezvinyorwa zvako pabhajeti diki. Pana 3.1 anokwana zvakanaka, ndicho chikamu chimwe chikonzero chokuti kuvandudzwa kwehunhu nokuwedzerwa kwehwindo zvakasvika pamwe chete.
• Zvinopinzwa zvikuru zvakasanganiswa. Mifananidzo, zvinyorwa zvakatorwa mumagwaro nekodhi mudanho rimwe chete, pasina kusarudza kuti ndezvipi zvaunokwanisa kuisa.

Yeuchidzo imwe yechokwadi inoshanda pamodhi dzose dzine context refu, kusanganisira yedu: hwindo guru icapacity, kwete chivimbiso chokuti kutarisisa kwakaenzana mariri rose. Kurongeka kuchiri kubatsira. Kuisa mubvunzo pedyo nokupera, kutumidza magwaro ako, uye kuudza modhi zvokutsvaga — zvose izvi zvinovandudza zvinobuda pamatokeni 150K nenzira isingaitiki pa5K.

05Lite naPro: shannon-3.1 neshannon-3.1-pro

Ma-tier maviri aya anosiyana muhuwandu hwedenderedzwa rokufungisisa raanomhanya, uye ndiwo musiyano chete unokosha pakusarudza pakati pawo.

	shannon-3.1 (Lite)	shannon-3.1-pro (Pro)
Kufungisisa	Danho rimwe chete	Denderedzwa rizere + kukohwa ruzivo
Kuzviongorora	Kwete	Hongu
Hwindo recontext	196,608	196,608
Kuyerera	Kumhanya kuzere, kusina gedhi	Kumhanya kuzere, kusina gedhi
Kuona & magwaro	Hongu	Hongu
Chishandiso chokugadzira mifananidzo	Hongu	Hongu
Yakakodzera	Basa rakawanda, huwandu hukuru	Mibvunzo yakaoma, dhirafiti rokutanga risingakwani

Shandisa Lite semadiro. Danho rimwe chete remodhi yakanaka yokufungisisa rinokwanisa zvikumbiro zvakawanda zvechokwadi, uye pana 3.1 inokurumidza zvokuti denderedzwa harichisiri chinhu chaunonzwa uchimirira. Enda kuPro kana mubvunzo uri wokuti mhinduro yokutanga inowanzokanganisa nenzira inodzidzisa: kusarudza pakati pezvimiro zvedhizaini, ongororo yemapoka anopikisana, chero chinhu chaunoda kuti shamwari ine unyanzvi izvirare nacho. Danho reku zviongorora rePro harisi chishongo — imodhi ichiwana kukanganisa kwayo iwe usati wakuwana.

06Kuwedzera kwekuchenjera kwe32%, uye kuti woriverenga sei

Ongororo yeShannon Lab pachayo inoisa Shannon 3.1 pakuwedzera kwekuchenjera kwe32% pamusoro peShannon 3.0. Tinoda kunyatsojekesa kuti icho chii uye chii chachisiri.

Inhamba yedu, inobva pahurongwa hwedu hwomukati hwokuongorora, yakayerwa pamabasa atinoona semienzaniso yezvinounzwa nevanhu kumamodhi aya. Haisi benchmark yekunze, uye hatisi kuvaka tafura yeleaderboard pamusoro peaggregate imwe chete yomukati kana kuburitsa kutsanangurwa kwebenchmark imwe neimwe — kutsanangurwa kwakadaro kunoreva mwero wokuenzaniswa kwekunze kusina kunahurongwa hwomukati.

Chatinotaura ndechokuti kuvandudzwa kunobvepi, nokuti chikamu ichocho hachina chakavanzika. Hwindo recontext rakakura rinoreva kuti zvinyorwa zvishoma zvinofanira kuraswa modhi isati yafunga pamusoro pazvo, uye kusachenjera kwakawanda kunoonekwa muzvikamu zvirefu chaizvo kungori kukanganwa. Chikwata chokushandira chatinodzora chinoreva kuti modhi inomhanya nemagadzirirwo atainge tichida pane zvaingova zvomuridzi. Uye denderedzwa rokufungisisa — risina kuchinjwa mudhizaini — ikozvino rine nzvimbo yokumhanya chaizvo mukati mehwindo pane kudzvinyirirwa padenga re32K raraigovana nezvawaipinza.

07Kuona, magwaro, uye kugadzira mifananidzo

Shannon 3.1 inoverenga mifananidzo nemagwaro. Zvinyorwa zvakatorwa pascreen, madhayagiramu, mifananidzo, mapeji akaskena, maPDF nemagwaro emavara zvinogona kupinda muhurukuro zvofungwa pamusoro pazvo pamwe chete nezvimwe zvose. Kana zvasanganiswa nehwindo re196K, ndizvo zvinoita kuti kushanda negwaro rose kuitike: mushumo murefu nemachati awo mudanho rimwe chete, pasina kusarudza pachine nguva kuti ndeapi mapeji anotenderwa kuonekwa nemodhi.

Kugadzira nokugadzirisa mifananidzo kuripo muchat sechishandiso. Kumbira mufananidzo modhi yobva yashevedza chishandiso ipapo ipapo, muhurukuro imwe chete, ine context yezvose zvakurukurwa kusvika ipapo. Kugadzirisa kunoshanda saizvozvo — ipa mufananidzo, wotsanangura shanduko. Hapana mamiriro akasiyana aunofanira kupinda mawari uye hapana chimiro chakasiyana chaunofanira kudzidza.

08Kushevedza Shannon 3.1 kubva kuAPI

Shannon 3.1 iripo pamitauro mitatu yose yeAPI, ine kuyerera pane imwe neimwe. Mamodhi mamwe chete, zvimiro zvitatu zvezvikumbiro — sarudza chinoenderana neSDK yaunayo kare.

Endpoint	Chimiro	Kuyerera
/v1/chat/completions	Inowirirana neOpenAI	Hongu
/v1/messages	Inowirirana neAnthropic	Hongu
/v1/responses	Responses	Hongu

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

Chinja "shannon-3.1" uise "shannon-3.1-pro" kuti umhanyise denderedzwa rokufungisisa rizere. Kana uchitoshevedza shannon-3, kutama kunongova model id chete: zvimiro zvezvikumbiro nezvemhinduro hazvina kuchinja, uye vateveri vekuyerera vawanayo vanoramba vachishanda. Musiyano mumwe chete womaitiro waunofanira kutarisira ndiko kuyerera kunosvika nechimhomho kwakatsanangurwa muchikamu 02 — matokeni mamwe chete, kutevedzana kumwe chete, achisvika nokukurumidza uye ari muzvikwata zvisina kuenzana.

Tsananguro yakazara yemaparamita, kupinda, maitiro ezvikanganiso uye nzvimbo yokuedza zviri muzvinyorwa zveAPI. Dzimwe kadhi dzemamodhi nezvinyorwa zvehunyanzvi zviri mutsvakurudzo yeShannon.

09Ichiri isina kudzorwa, uye hapana chakachinja pachikamu ichi

Shannon 3.1 haina chikamu chokuramba uye haina kusefa kwezvinyorwa pazvinobuda. Ndiwo mamiriro akaita mhuri yose yeShannon uye haana kuchinja pakutamira kucluster yedu — kana zvirinani, kudzora chikwata chokushandira kunoita kuti zvive nyore kuvimbisa, nokuti hapana muridzi wepakati ane mutemo wake ari pakati pemodhi newe.

Zvakakodzera kutaurwa pachena nokuti ndicho chinhu chiri pachena chokushamiswa nacho pakuburitswa kwakachinja nzira yose yezvinobuda: kubvisa chikamu chokudzikamisa hakuna kureva kupinza chikamu chokudzora panzvimbo yacho. Hapana chinoongorora, chinonyoresazve, kana chinovhara kuyerera. Zvinoburitswa nemodhi ndizvo zvinosvika. Shannon 3.1, sokuziva kwedu, ndiyo modhi yeAI isina kudzorwa inokurumidza kupfuura dzose iripo ine hwindo recontext rakakura kudai — uye zvinhu zviviri izvi zvakabatana, nokuti zvose zvinobva pakumhanyisa zvivakwa zvedu pane kurenda capacity yakagadzirirwa kuteerera mitemo yevamwe.

Kusadzorwa hakuna kufanana nokusazvidavirira. Kushandiswa kunotungamirirwa neMutemo Wedu Wokushandisa Nokuzvibata, uye mutoro unouya nemodhi inobvuma kubata nezvinyorwa zvakaoma ndewokuti unozvibata nokuzvibata.

10Ita kuenzanisa iwe pachako

Chirevo chose chiri pano chinogona kuongororwa mumaminitsi anenge maviri, uye tinoda kuti uongorore pane kungotitenda.

1. Sarudza mubvunzo unobva pabasa raunoita chaizvo. Murefu wakanaka — unoedza hwindo nokuyerera zvose.
2. Umhanyise pashannon-3. Cherechedza kuti tokeni yokutanga inotora nguva yakareba sei, uye kuti mhinduro inopera nenguva yakareba sei.
3. Mhanyisa mubvunzo mumwe chetero pashannon-3.1. Cherechedza nhamba mbiri dzimwe chetedzo.
4. Wozoverenga mhinduro dzose mbiri, usingatarisi wachi, wosarudza kuti ndeipi yawaida.

Musiyano wokumhanya uchaonekwa pakarepo uye zviri pachena. Musiyano wehunhu ndiwo unokodzera kupedza nguva nawo — unonyanya kuonekwa pazvinopinzwa zvirefu, apo 3.0 yaishanda zvinyoro-nyoro ine zvishoma zvezvinyorwa zvako kupfuura zvawaifunga.

11Mibvunzo inowanzobvunzwa

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Nhamba dzokumhanya nedzokuchenjera dziri munyaya ino ndedzeShannon Lab pachayo dzichibva paongororo yomukati, Gunyana 2026, uye dzakataurwa senhamba dzechigadzirwa kwete semigumisiro yebenchmark yekunze. Hwindo recontext, ma-model id, uye kuwanikwa kweAPI itsananguro dzechigadzirwa. Shannon AI inoshandiswa neShannon Lab LLC, New Mexico, USA. Zvimwe zvokuverenga: Shannon 3 · Indekisi yetsvakurudzo yeShannon · Zvinyorwa zveAPI.