SHANGHAI,July21,2026—Asthe2026WorldArtificialIntelligenceConference(WAIC)officiallyconcludestodayinShanghai,theeventhascrystallizedadefiningindustryconsensus:theeraofcompetingsolelyonmodelparametersisover.Thefocushasdecisivelyshiftedtowardinfrastructurematurity,Tokencost-efficiency,andtangiblebusinessvalue.Againstthisbackdrop,MarketingforceManagementLtd(HKEX:2556.HK)hasemergedasacriticalenablerforenterpriseAIadoption,withits”Full-StackTokenFactory”strategydirectlyaddressingtheindustry’smostpressingchallenges.

IndustryConsensusatWAIC:From”ModelPower”to”TokenEconomics”

Theconferencehighlightedthatwhilelargemodelsprovidethefoundation,infrastructuredeterminesproductivity.

KeytakeawaysfromWAIC2026include:

TheRiseofSuper-Nodes&TPU:WiththedebutofHuawei’sAscend950SuperPoDandthefirstdomesticTPUclusterinEastChina,theindustryismovingtoward”system-level”computingpower.ThecoremetricforsuccessisnolongerjustrawFLOPS,butTokencost-performance—deliveringhigh-qualityTokensatsustainablecosts.

InfrastructureastheNewMoat:Asmodelcapabilitieshomogenize,thecompetitiveedgeliesintheunderlyinginfrastructure.ThisvalidatesMarketingforce’sstrategicpivottowardbuildingarobustAIAgentInfrastructure(Infra).

Human-AISymbiosis:RichardSutton,the”FatherofReinforcementLearning,”emphasizedthathumansshouldinvestinthemselvestothrivealongsidesmarterAI,reinforcingtheneedfortoolsthataugmenthumancapabilityratherthanreplaceit.

Marketingforce’sStrategicResponse:Buildingthe”AgentOS”forEnterprise

AttheCAICT-hostedforum”FromLargeModelstoAgents,”Dr.LiangZheng,ChiefAIScientistatMarketingforce,deliveredakeynotethatpositionedthecompanyattheforefrontofthisinfra-driventransition.Hisinsightsdirectlyaddresstheindustry’sshiftfrom”chatting”to”doing”:

Solvingthe”BlackBox”ProblemwithWhite-BoxObservability

Whiletheindustrygrappleswithdebuggingcomplexagents,Marketingforceintroduceda”White-Box”NativeObservabilityframework.Bytracingthefullchain—Intent→Reasoning→Tool→Result—thecompanyenablesenterprisestoauditandoptimizeagentbehavior,turningthe”blackbox”ofLLMsintoatransparent,manageableproductionsystem.

RedefiningDevelopment:FromCodeOrchestrationtoIntentGuidance

Dr.LianghighlightedaparadigmshiftwhereIDEsevolveintochatinterfaces.Through”HarnessEngineering”and”AgentasCode”(YAML/JSON+Git),Marketingforceallowsnon-technicaluserstobuildagentsvianaturallanguagewhilemaintainingenterprise-gradeversioncontrolandCI/CDpipelines.Thislowersthebarriertoentrywhileensuringscalability.

Security&Stability:Zero-TrustRuntime

Addressingthecriticalconcernofdataleakage,Marketingforce’sruntimeinfrastructureemploysaZero-Trustarchitecture.Bydynamicallyinjectingcredentials(OAuth/APIKeys)viasecureproxies,agentsneverhandleplaintextcredentials.Coupledwithmulti-layeredsandboxing(statefulforlong-termtasks,statelessforhigh-concurrencycompute),thisensuresstabilityandsecurityatscale.

OptimizingTokenEconomics

AligningwithWAIC’sfocusoncost-efficiency,Dr.LiangframedAgentInfraasanoptimizationproblemmodeledbytheBolzafunctional.ThegoalistomaximizetaskcompletionbenefitswhileminimizingTokenconsumptioncoststhroughoptimalLoop+Harnessengineering.ThismathematicalapproachtoefficiencypositionsMarketingforceasapartnerforenterprisesseekingmeasurableROI.

MarketContext:CapitalConfidenceinAIValueCreation

TheclosingofWAICcoincideswithabroadermarketsignalofconfidenceinChina’stechsector.OnJuly20,majorinsurersincludingPingAn,PICC,CPIC,andNewChinaLifecollectivelyannouncedincreasedallocationstoequityassets,specificallytargetingstrategicemergingindustriesandnewqualityproductiveforces.Thismoveby”patientcapital”underscoresalong-termbullishoutlookoncompaniesthataresuccessfullycommercializingAIanddrivingindustrialupgrading—anarrativethatstronglysupportsMarketingforce’strajectory.

AsWAIC2026drawstoaclose,themessageisclear:ThenextwaveofAIgrowthwillbelednotbythosewhobuildthebiggestmodels,butbythosewhobuildthebestinfrastructuretomakethemuseful.WithitscomprehensiveAgentInfrastack,deepintegrationofenterpriseknowledge,andfocusonTokeneconomics,Marketingforceiswell-positionedtocapturethevalueofthe”AgentEconomy,”bridgingthegapbetweentechnologicalbreakthroughsandreal-worldbusinessoutcomes.