I-API ye-Hy3 Engacinezelwanga

Uninzi lweengxoxo zokuba "yeyiphi imodeli emakusetyenziswe" zibhekisele kumda ophezulu: yeyiphi ebhala ikhowudi ephezulu kunazo zonke, isombulula umatimatiks onzima kunazo zonke, iphumelele ukubaleka kwe-agent okude kunako konke. Iipayipilayini ezicwangcisiweyo azisebenzi ngoluo hlobo. Umsebenzi ukhupha iindawo kumaxwebhu alikhulu lamawaka mihla le awudingi modeli ekhazimla kanye — udinga enye echanekileyo kubume obufanayo ngalo lonke ixesha, engaze ibuyisele isiqendu apho kufuneka into ye-JSON. Sisakhono i-Hy3-W8A16 ikuso apha.

01Iyintoni ngokwenene i-Hy3, kwaye ivela phi

I-Hy3 yimodeli yokuqiqa ne-agentic yobunzima obuvulekileyo evela kwi-qela le-Hunyuan le-Tencent, ekhutshwe ngokupheleleyo nge-6 Julayi 2026 phantsi kwelayisensi evumelekileyo, nobunzima bupapashwe kwiHugging Face. Iqhubeka nomnombo womsebenzi wangaphambili we-Tencent we-Hunyuan-Large we-Mixture-of-Experts. Ngokwesakhiwo yi-MoE encinane: iiparamitha ezingama-295 zezigidigidi zizonke, apho malunga ne-21 zezigidigidi zisebenza kwitoken nganye ngendlela yerawuta yesibhozo esiphezulu kwiingcali ezingama-192, kwi-transformer eneendondo ezingama-80 enengqwalasela yamaqela-imibuzo, ngokongeza uluhlu lokuqikelela iitoken ezininzi lweeparamitha ezingama-3.8B lokukhawulezisa ukubalwa. Umxholo wemvelo ngu-256K — ziitoken ezingama-262,144 ngqo esizivezayo, hayi ukunqunyulwa kwento enkulu ngakumbi okanye ukolulwa kwe-rope kwento encinane ngakumbi.

Loo mlinganiselo wokusasazeka lelona nani libalulekileyo kuye nabani na obhatala ngetoken: i-Hy3 ithwala ulwazi lwemodeli engama-295B ngoxa isenza malunga nemathematika yemodeli engama-21B kumjikelo ngamnye wangaphambili. Sisizathu sokuba sikwazi ukuyihambisa kwiibhithi ezisibhozo endaweni yokuyicinezela ngamandla ngakumbi — ukwakhiwa kweebhithi ezisibhozo kwemodeli enokusasazeka okunje kusafaneleka kwaye kusabaleka ngokukhawuleza kwiqoqo lethu leeGPU.

Oko i-Tencent ithi ilungele khona

Iitheyibhile zovavanyo ezipapashwe yi-Tencent zibeka amandla e-Hy3 ngqo kukukhangela kwe-agentic, ukuququzelela izixhobo, nokufunyanwa komxholo omde endaweni yokukhowuda okungathanga ngqo. Amanani abo apapashiweyo:

Sibonisa imigca ebuthathaka ngabom. I-Hy3 ishiywa yi-GLM-5.2 kukukhowuda kuthelekiso lwe-Tencent ngokwayo — 78.0 xa kuthelekiswa ne-84.2 kwi-SWE-bench Verified, 28.0 xa kuthelekiswa ne-46.2 kwi-DeepSWE. Ukuba umsebenzi wakho bubunjineli beesoftware bemifanekiso emininzi ezimeleyo, funda olunye uluhlu lophando lwemodeli kuqala. Ukuba kukufunda umbhalo nokuvelisa isakhiwo, olu phawu lusondele ekugqibeni ngokufezekileyo.

Inani elibaluleke kakhulu kumsebenzi wepayipilayini lelokuthembeka: i-Tencent ixela umlinganiselo we-Hy3 wokuphupha kokuqonda ngu-5.4%, usuka ku-12.5% kwisizukulwana esidlulileyo, neempazamo zeengqiqo eziqhelekileyo zisehla ukusuka ku-25.4% ukuya ku-12.7%. Umgaqo wabo wobalulekileyo woqeqesho — phendula xa kukho ubungqina, tsho ngokucacileyo xa kungekho — sesi ke isimo ofuna simodeli yokukhupha, kungenjalo iyaziqambela ixabiso elivakalayo lomhlaba ongazange uwuchaze.

Onke amanani kweli candelo axelwe yi-Tencent ngokuphuma kubalo-mgangatho lwabo ngokwabo; ukuqinisekiswa okuzimeleyo lwecala lesithathu belusalindiwe ngexesha lokubhalwa kwesi sihloko. Athatheleni njengezikhombisi zecala, hayi njengezimisiweyo.

02Ithetha ntoni i-W8A16, kwaye kutheni ibalulekile kwimveliso ecwangcisiweyo

Yonke imodeli kwiSango ithwala isimaphelo sokucuthwa. Asilohombiso — sikuxelela ukuba ubunzima obuhanjiswayo bukude kangakanani kwinqaku lokuqala elikhutshwe lilabhorethri.

Inqanaba	Okwenzayo	Ukuthembeka
3BIT-REAP	Ubunzima obuyi-3-bit ngokongeza i-REAP, indlela yokuthena iingcali esusa iingcali zeMoE ezingafane zirawutwe phambi kokucutha	Ecuthwe kakhulu
W4A16-AUTOROUND-REAP	Ubunzima obuyi-4-bit / ukusebenza okuyi-16-bit ngokusebenzisa i-AutoRound — ukujikeleza okufundiweyo okubuyisa ukuchaneka ngaphezu kokujikelezela kweyona ikufuphi ngokungenabuchule — ngokongeza ukuthena kwe-REAP	Phakathi
W8A16	Ubunzima obuyi-8-bit / ukusebenza okuyi-16-bit. Akukho kuthena, akukho kulungiswa kokujikeleza okufundiweyo — ubunzima buthwalwa nje ngokuphindwe kabini ukuchaneka	Eyona iphezulu

Apho ukutyeka kwecuthwa kwenzakalisa khona ngokwenene

I-REAP ne-AutoRound zibuyisa uninzi lwento elahlekayo kucuthwa olungenabuchule — kodwa "uninzi" lusenza umsebenzi kuloo sivakalisi, kwaye intsalela ayifiki ngokulinganayo. Ukucutha kweebhithi ezimbalwa konakalisa imisila: izigqibo ezinamathuba amancinci nezicokisekileyo kakhulu. Kumbhalo lonto akubonakali kakhulu; isichaphazeli esahlukileyo isengumvakalelo omhle. Kwimveliso ecwangcisiweyo yiyo yonke into, kuba isikimu ngumxokelelwane omde wezigqibo ezinamathuba amancinci ekufuneka ngamnye achaneke ngokupheleleyo:

• Ugcino lweempawu kwinqanaba letoken. Isibhaco esivalayo, ukhefukhefu, uphawu locaphulo. Nganye yitoken enye, kwaye itoken enye engalunganga iyichitha yonke impendulo.
• Ukuqinisa kwe-enum. Isikimu sakho sithi i-"status" yenye kwi-"open" | "closed" | "pending"; imodeli etyekileyo ibuyisela i-"Open" okanye i-"pending review" — ekufuphi ngentsingiselo, kodwa engasebenzi njengayo nayiphi.
• Ukuqinisa kohlobo. Ummandla we-number ubuya njenge-"1,240", i-boolean njenge-"yes". Zombini ziyafundwa njengezinto ezibhaliweyo yaye zisilela kwisikimu.
• Izinto ezibhaliweyo zomsila omde. Amagama achasileyo anqabileyo, iinombolo zezijikelezo, amagama eekhemikhali, iimpawu ezingezizo ze-Latin, imihla enembileyo — ngqo indawo yamathuba amancinci ubunzima beebhithi ezimbalwa ibudubulisa.

Akukho nto kule ndlela izenza iimodeli zeebhithi ezine okanye ezintathu zibe mbi; kumsebenzi wencoko umahluko wokuthembeka udla ngokungakufanele umahluko wexabiso. Kodwa xa umsebenzisi wemveliso engumqinisekisi endaweni yomntu, ukuchaneka kwimisila kuguqukela ngqo kumlinganiselo wokufundwa — nomlinganiselo wokufundwa kuguqukela kuhlahlo-lwabiwo-mali lokuzama kwakhona nakubulala-lwexesha lwe-p99. I-W8A16 lelona nqanaba uyeka kulo ukuhlawula loo rhafu.

03Imveliso ecwangcisiweyo: i-json_schema ne-response_format

I-Hy3 ixhasa kokubini iindawo ezimbini zomhlaba wemveliso ecwangcisiweyo — kufanele kuchazwe ngokucacileyo, kuba oku akuqhelekanga kulo lonke ikhathalogu:

Imodeli	response_format	json_schema
Hy3 · W8A16	Ewe	Ewe
MiMo-V2.5-Pro · W8A16	Ewe	Ewe
inkling · W4A16-AUTOROUND-REAP	Ewe	Hayi
Laguna-S-2.1 · W4A16-AUTOROUND-REAP	Hayi	Hayi

Umahluko phakathi kwezi ndlela zimbini zibaluleke ngaphezu kokuba abantu bacinga. I-response_format: {"type": "json_object"} icela i-JSON esebenzayo kwaye akukho nto ingaphezulu — imodeli ikhetha ubume, ngoko imibizo emibini inokubuyisela i-{"name": ...} ne-{"full_name": ...} kwaye zombini zichanekile. I-json_schema inika ubume ngaphambili: iindawo ezinemagama, iindidi, ii-enum, uluhlu lwezinto ezifunekayo, ukufakana. Sesi sivumelwano onokubhalela ikhowudi.

Umbizo omncinci kulwimi olufana ne-OpenAI:

POST /v1/chat/completions

{
  "model": "Hy3-W8A16",
  "messages": [
    {"role": "system", "content": "Extract fields from the incident report. Use null for anything not stated."},
    {"role": "user", "content": "<report text>"}
  ],
  "response_format": {
    "type": "json_schema",
    "json_schema": {
      "name": "incident",
      "strict": true,
      "schema": {
        "type": "object",
        "properties": {
          "severity":  {"type": "string", "enum": ["low","medium","high","critical"]},
          "component": {"type": "string"},
          "occurred_at": {"type": ["string","null"], "description": "ISO-8601"},
          "affected_users": {"type": ["integer","null"]},
          "indicators": {
            "type": "array",
            "items": {"type": "object", "properties": {
              "kind":  {"type": "string", "enum": ["ip","domain","hash","cve"]},
              "value": {"type": "string"}
            }, "required": ["kind","value"]}
          }
        },
        "required": ["severity","component","occurred_at","affected_users","indicators"]
      }
    }
  }
}

Amanqaku okusebenza

• Yenza yonke indawo ifuneke kwaye uvumele i-null. Iindawo ezikhethekayo zimema ukulahleka ngokungathethiyo; indawo efunekayo enokuba yi-null inyanzela "ayikho" ngokucacileyo, nto leyo iyinkcazelo onokusebenza ngayo.
• Ii-enum zibhetele kunemixholo evulekileyo. Naphi na apho unokuvala khona iseti yexabiso, yivale — lolona tshintsho lunamandla kumlinganiselo wempumelelo yesikimu kwihlabathi lokwenene.
• Hlala ngaphantsi komda wemveliso weetoken ezingama-16,384. Uluhlu olungenamda luya kunqunyulwa phakathi kwento. Beka umda kubude bezandlalo, okanye wahlule ukungena.
• Gcina umyalezo wenkqubo. Isikimu simisela ubume; umyalezo usalawula intsingiselo — yintoni ebalwa "ibalulekile kakhulu," yeyiphi umhla ophumelelayo xa kubonakala emibini, nokuba ngaba kufuneka kulinganiswe iiyunithi.
• Qinisekisa nangona kunjalo. Inkxaso yesikimu inyusa umlinganiselo wempumelelo; ayitshintshi umqinisekisi nomgca wamagama afileyo.

04Kutheni "ukungacinezelwa" kuphawu lokuthembeka, hayi elesiqulatho kuphela

I-Hy3 kwiSango ayinamaleko wokwala kwaye ayinakuhluzwa kwemveliso. Indlela eqhelekileyo yokucinga ngayo ibhekisele kwisiqulatho: unokucubungula uphando lokhuseleko, uhlalutyo lweenkxolo, imibhalo yokuxhaphaza, imiqulu yezempilo nezomthetho, izinto zabantu abadala, uxwebhu lokunciphisa umonakalo okanye imibhalo yabasebenzisi abangathandekiyo ngaphandle kokuba imodeli igqibe ngokwayo ukuba ngaba ithanda ukungayenzi loo nto.

Sikho isizathu sesibini, esiphathelele ngakumbi kumatshini, esibalulekileyo. Ukwala kukwaphula isikimu. Imodeli ehluziweyo eyalayo ayibuyiseli into yakho enephawu elithi "unavailable" — ibuyisela umbhalo. "Andikwazi ukunceda ngesi sicelo." Loo mbhalo asilonto ye-incident; usilela kumqinisekisi wakho uze uhlale kumgca wamagama afileyo ecaleni kweempazamo zokufunda zokwenyani, apho ngoku kufuneka wahlule khona ukwala kwepolisi kwiimpazamo zokwenyani zobume.

Okubi ngakumbi, ukwala kunxulumene nesiqulatho endaweni yokusasazeka ngokungacwangciswanga. Ukuba i-4% yomqulu wakho ziingxelo zokhuseleko kwaye imodeli iyala uninzi lwazo, awulahlekelwanga yi-4% yomthamo ngokulinganayo — ulahlekelwe lididi elinye, kwaye ibhodi elakhelwe kuloo datha lixela kancinci ngaphantsi kwinto ekhoyo ukuze liyibonakalise. Imingxuma yesimo sedidi ibiza ngaphezu kwengxolo elinganayo kuba akukho nto ilumkisayo ngayo. Susa umgca wokwala kwaye okuseleyo — ubume obungalunganga, ukunqunyulwa, umbhalo ongacacanga — akunxulumananga nomxholo, ngoko-ke uyalinganiseka.

05Umxholo, umda wemveliso, nendlela yokuwabela uhlahlo-lwabiwo-mali

Yonke imodeli kwiSango yabelana ngemida efanayo:

Umxholo luhlahlo-lwabiwo-mali olwabelwanayo: umyalezo kunye nemveliso kufuneka kungene ngaphakathi kwe-262,144 kunye, ngoko umda ophathekayo wokungena kumbizo omnye ungaba ziitoken ezingama-245,000, malunga namagama esiNgesi angama-180,000. Kumsebenzi ocwangcisiweyo umda wemveliso weetoken ezingama-16,384 ngowona mda unzima kwaye ngowona umangalisayo abantu — isikimu esikhupha into enye kwirekhodi ngalinye siyawufikelela kudala kungekaphelelwa ifestile. Iindlela ezimbini zilwa nalo nto:

• Ukungena okubanzi, imveliso emxinwa. Faka isivumelwano sizonke, ifayilo okanye ifestile yerekhodi kumxholo kwaye ucele into enye ecuthiweyo. Iitoken zokungena zixabisa ikota yeetoken zemveliso, ngoko ixabiso liwongoza ukufunda okuninzi nokubhala kancinci.
• Yahlula ngemida yerekhodi, hayi ngobude beebhayithi. Yahlula apho imodeli inokubona khona umlinganiswano. Irekhodi elinqunyulwe phakathi kwesivakalisi livelisa into engalunganga kwaye izinikele ithemba, hayi ukusilela okucacileyo.

Amandla e-Hy3 axeliweyo okufumana umxholo omde — 73.4 kwi-AA-LCR, nokunyuka ukusuka ku-42.9% ukuya ku-75.1% kwinkumbulo yencoko ende ye-MRCR — sesi sona sakhono indlela yokuqala ixhomekeke kuso, kwaye lubuchule obwahlukileyo ekubhaleni kakuhle.

06Ixabiso lomgangatho osezantsi, nemathematika yepayipilayini yokwenene

I-Hy3 ihleli kwi-$0.50 kwitoken enye yezigidi ezingenayo kunye ne-$2.00 kwitoken enye yezigidi eziphumayo — umgangatho osezantsi wekhathalogu, owabelwanayo ne-MiMo-V2.5, i-MiMo-V2.5-Pro, i-DeepSeek-V4-Flash-0731 ne-MiniMax-M3. Sisebenze ngemithwalo emele:

Umthwalo womsebenzi	Ukungena / umbizo	Imveliso / umbizo	Ixabiso / umbizo	Kwimibizo eyi-1M
Ukukhupha iindawo	1,200	300	$0.0012	$1,200
Ukwahlula amaxwebhu ngeendidi	3,000	120	$0.0018	$1,800
Ukushwankathela uxwebhu olude kube sisikimu	40,000	900	$0.0218	$21,800
Uhlalutyo lwefestile epheleleyo	240,000	2,000	$0.1240	$124,000

Inani elitshintsha izigqibo asiloxabiso lengqindi koko lelo lisebenzayo emva kokuzama kwakhona. Ukuba iimodeli ezimbini zixabisa okufanayo kwaye enye isilela ekuqinisekisweni kwi-6% yemibizo apho enye isilela kwi-1.5%, imodeli enokutyeka okuphezulu iqhuba malunga ne-4.5% imibizo engaphezulu — into enokunyanyezelwa. Umonakalo ukumsila: imibizo ezanywa kwakhona ithatha ixesha eliphindwe kabini, ngoko ukubulala-lwexesha lwe-p99 luphindwa kabini malunga kwisiqingatha esibonakalayo somthamo, kwaye nantoni na esilela kabini iba ngumsebenzi wesandla. Kwimibizo eyi-1M ngosuku oko kuziinkulungwane zeerekhodi umntu okufuneka azifunde.

Yiyo loo nto injongo yenqanaba leebhithi ezisibhozo kwixabiso lomgangatho osezantsi: awuhlawuleli ixabiso eliphezulu ngokuthembeka apha, ngoko imathematika yokuzama kwakhona yimali yamahala. Ukuba imodeli yeebhithi ezintathu ibiya kuba tshiphu ngakumbi bekuya kubakho ukutshintshiselana kwenene okufuneka ulinganise — i-Hy3 ixabisa okufanayo nento etshiphu kunazo zonke kwikhathalogu.

07Iilwimi ezintathu ze-API, imodeli enye

I-Hy3 ifikeleleka kuzo zontathu iilwimi zeSango ngokusasaza kwinye nganye. Yimodeli enye, bunye bufanayo, imida efanayo — khetha nayiphi na ehambelana ne-SDK osele unayo.

Isiphelo-mgca	Ulwimi	Sebenzisa xa
/v1/chat/completions	OpenAI	Unee-SDK ye-OpenAI, i-LangChain okanye i-LlamaIndex. Khomba i-URL esisiseko apha, tshintsha isazisi semodeli.
/v1/messages	Anthropic	Usebenzisa i-SDK ye-Anthropic kwaye ufuna iibhloko zesiqulatho ngaphandle kwendlela yoguqulelo.
/v1/responses	Responses	Ufuna ubume besicelo obutsha ngemveliso enohlobo nemo yeseva.

I-Hy3 ikwaxhasa ukubiza izixhobo nokuqiqa, kubandakanya i-reasoning_effort. Kumsebenzi wokukhupha isenzo esiluncedo sihlala sisokuthoba ukuqiqa: kwisikimu esichazwe kakuhle phezu kombhalo ococekileyo, iitoken zokucinga ziitoken zemveliso oziahlawulayo nobulali-lwexesha olulindayo, ngenzuzo encinci. Sebenzisa uhlahlo-lwabiwo-mali lomgudu kwizinto ezingacacanga ngokwenene endaweni yoko.

Isalathiso esipheleleyo sesicelo nempendulo, uluhlu lweeparamitha, intsingiselo yokusasaza kunye nendawo yokudlala ekhoyo ephenduleka kwimaxwebhu e-API.

08Ukukhetha phakathi kwezi modeli zintathu ze-W8A16

Iimodeli ezintathu zihleli kwinqanaba lokuthembeka eliphezulu kunazo zonke, zonke kwixabiso lomgangatho osezantsi. Ukhetho kukukhona kwendlela ngokubanzi:

Imodeli	Umbono	json_schema	Ixabiso lokungena / okuphumayo	Yikhethe ngenxa ye
Hy3 · W8A16	Hayi	Ewe	$0.50 / $2.00	Iipayipilayini ezicwangcisiweyo zombhalo kuphela, uququzelelo lwezixhobo, ukufunyanwa komxholo omde
MiMo-V2.5-Pro · W8A16	Hayi	Ewe	$0.50 / $2.00	Umsebenzi wombhalo kuphela apho ufuna uqeqesho lwe-Pro lomnombo we-MiMo
MiMo-V2.5 · W8A16	Ewe	Ewe	$0.50 / $2.00	Nantoni na enemifanekiso — amaxwebhu askenwe, imifanekiso yesikrini, iifoto

Ukuba nayiphi na inxalenye yokungena kwakho ngumfanekiso isigqibo senziwe ngenxa yakho: i-Hy3 ngumbhalo kuphela — thumela amaxwebhu e-PDF askenwe, imifanekiso yesikrini neefoto kwi-MiMo-V2.5. Apho ukungena kungumbhalo ngokwenene, uphawu lwe-Hy3 lokusetyenziswa kwezixhobo ze-agentic, inkumbulo yomxholo omde nomlinganiselo ophantsi wokuphupha kokuqonda oxeliweyo uhambelana ngqo nomsebenzi wepayipilayini. Ekubeni zontathu zixabisa okufanayo, qhuba isikimu sakho kwezimbini kwiirekhodi zokwenene ezimalunga namakhulu amaninzi kwaye uthelekise imilinganiselo yokufundwa; oko kuyisombulula ngcono kunayo nayiphi na itheyibhile, kubandakanya nale.

09Apho i-Hy3 izifumanela khona ixabiso layo

• Ukukhupha iindawo kumthamo omkhulu. Izivumelwano, iifayile, iingxelo zeziganeko, imibhalo yencoko, amanqaku eengcali zezempilo, iirekhodi zenkundla — naphi na apho into enohlobo ngoxwebhu ngamnye iyimveliso yokugcina kwaye umthamo wenza ukuzama kwakhona kubize.
• Ukwahlula ngeendidi nokujolisa komthamo omkhulu. Imveliso yee-enum ezivaliweyo, apho ixabiso liphela lemodeli lelokuba ingaze iqambele udidi lweshumi elinesithoba.
• Imiqulu yokhuseleko nolwazi lwezisongelo. Imibhalo yeenkxolo, ukudizwa kokuxhaphaza kunye neesampulu zeefishing — eyona nto ikhubekisa iimodeli ezihluziweyo zizale ekwaleni, kwaye apho umngxuma wesimo sedidi uphelisa injongo.
• Ii-agent zokubiza izixhobo ekufuneka zingemi. Ukuthembeka kwempikiswano yeebhithi ezisibhozo kuthetha ukuba i-JSON enikezelwa kwimisebenzi yakho iyafundwa; ukubizwa kwesixhobo okuphanziweyo ngu-agent omileyo, hayi impendulo embi kancinci.
• Uhlalutyo loxwebhu olude lube bubume. Ifayile epheleleyo ingena, into enye ecuthiweyo iphuma.
• Ulawulo lwesiqulatho nophando lwepolisi. Ukufaka amaphawu kwimiqulu imodeli ehluziweyo engalilo ukuyifunda yingxaki emiyo yokwethembeka nokhuseleko; imodeli engahluziweyo enesikimu esiqinileyo iyisombulula ngqo.

Nalapho ingazifumaneli khona ixabiso layo: nantoni na enemifanekiso (sebenzisa i-MiMo-V2.5), kunye nobunjineli beesoftware bemifanekiso emininzi ezimeleyo, apho iitheyibhile ze-Tencent ngokwazo zibeka i-Hy3 ngasemva kwe-GLM-5.2 kwi-SWE-bench Verified kwaye ngasemva kakhulu kwi-DeepSWE.

Amanani obalo-mgangatho axelwe yi-Tencent, kubandakanya amanani abakhuphisani; ukuqinisekiswa okuzimeleyo belusalindiwe ngexesha lokubhalwa kwesi sihloko. Amanani exabiso abalwe ngokusekelwe kwimilinganiselo yethu epapashiweyo ye-$0.50 / $2.00. Akukho nani kweli phepha eliluvavanyo olusebenze yi-Shannon okanye umlinganiselo.

10Imibuzo ebuzwa rhoqo

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Imithombo: Amakhadi emodeli e-Tencent Hunyuan · Uvimba we-Hy3 · Hunyuan-Large: An Open-Source MoE Model (arXiv 2411.02265) · Uhlaziyo lwe-VentureBeat ngokukhutshwa kwe-Hy3. Ubalo-mgangatho lwesiseko luxeliwe yi-Tencent kwaye lusengumlinganiselo lulinde ukuqinisekiswa okuzimeleyo. I-Shannon AI iqhutywa yi-Shannon Lab LLC, e-New Mexico, e-USA.