GeneralDiffusionisbuildingfrontiermodelsforheterogeneouscomputephysics.
WeWearearepursuingpursuingaacentralcentralquestion:question:cancanmachinesmachineslearnlearntotounderstandunderstandcomputationcomputationthethewaywaythetheworld'sworld'sbestbesthardwarehardwareengineersengineersdo?do?
TheThenextnextgenerationgenerationofofsupercomputesupercomputeisisheterogeneous:heterogeneous:CPU,CPU,GPU,GPU,ASIC,ASIC,andandFPGAFPGAoperatingoperatingsimultaneouslysimultaneouslyatatgigawattgigawattscale.scale.TodayTodaythatthathardwarehardwareisisorchestratedorchestratedbybyarmiesarmiesofofhumanhumanspecialists.specialists.TheTheefficiencyefficiencylostlostininthethegap,gap,thetheMismatchMismatchTax,Tax,isismeasuredmeasuredininbillionsbillionsannuallyannuallyandandgrowsgrowswithwitheveryeverynewnewchipchiparchitecture.architecture.
RecentRecentbreakthroughsbreakthroughsininmodelmodelarchitecturearchitecturehavehavedemonstrateddemonstratedthatthatdynamic,dynamic,context-awarecontext-awareroutingroutingacrossacrosscomputationalcomputationalstatesstatesproducesproducesdramaticallydramaticallysuperiorsuperiorintelligenceintelligenceoutcomesoutcomescomparedcomparedtotostaticstaticpipelines.pipelines.GeneralGeneralDiffusionDiffusionisisestablishingestablishingthatthatthethesamesameprincipleprincipleholdsholdsatatthethephysicalphysicalhardwarehardwarelayer.layer.
TheTheimplication:implication:superintelligencesuperintelligencewillwillnotnotemergeemergefromfrombiggerbiggermodelsmodelsororfasterfasterchipschipsalone.alone.ItItwillwillemergeemergewhenwhenthethecomputecomputethosethosemodelsmodelsrunrunononisisfinallyfinallyasasintelligentintelligentasasthethemodelsmodelsthemselves.themselves.ThatThatisisthetheproblemproblemGeneralGeneralDiffusionDiffusionisissolving.solving.
ComputationComputationacrossacrossphysicallyphysicallyheterogeneousheterogeneoushardwarehardwareobeysobeyslearnablelearnablelaws.laws.WeWeareareestablishingestablishingthosethoselaws,laws,advancingadvancingthetheco-evolutionco-evolutionofofheterogeneousheterogeneouscomputationcomputationandandintelligence.intelligence.
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