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.
THE LATEST
Heterogeneous Compute Physics: A New Science of Computation
Our foundational manifesto on why human compiler armies cannot scale, and how Compute Intelligence solves the heterogeneous compute bottleneck.
The American Compute Lineage
Every era-defining breakthrough in computation has been American. General Diffusion is the next chapter.
ACP & CEP: The TCP/IP of Compute Intelligence
Introducing the Asymmetry Context Protocol and Computational Execution Protocol for open, cross-substrate execution.
RS1: Continuous Constraint Enforcement
How our Runtime Safety model acts as a circuit breaker to ensure execution policies never exceed safe operational bounds.