TraditionalKnowledgeBasesusuallyadoptanunifiedretrievalmechanism,whereallinformationentersthesameknowledgespace,followedbyunifiedretrievalandunifiedreasoningbytheLargeModel.
Thisapproachhasafundamentalproblem:
> Facts,discussions,andrumorsessentiallybelongtothreedifferenttypesofinformation,yettheyareplacedintothesamedecisionspace.
>
Ultimatelyleadingto:
Officialfactseasilyinfluencedbycommunitydiscussions.
Communityopinionsmistakenforfacts.
Unverifiedinformationpollutingthereasoningprocess.
TheLargeModelmustsimultaneouslyshouldermultipleresponsibilitiesincludingfiltering,classification,reasoning,andretrieval.
Thissystemabandonstheunifiedknowledgespace.
Thewholesystemadoptsamulti-layerknowledgeweightstructureandutilizesmultiplededicatedAIstoperformdifferentresponsibilities.
EachAIisonlyresponsibleforonecapabilityandnoothers.
PartII:OverallArchitecture
Thewholesystemrunsinapipeline.
Internet
│
▼
SecurityFilteringAI
│
▼
WeightAllocationAI
│
┌──┴──┐
│││
ABC
│││
└──┬──┘
▼
Gemini
Thereisnocross-layerdecision-makingintheentireprocess.
Geminiisnotresponsibleforclassification.
Geminiisnotresponsibleforfiltering.
Geminiisnotresponsibleforknowledgemanagement.
Geminiisonlyresponsibleforfinalgeneration.
PartIII:SecurityFilteringAI
TheSecurityFilteringAIislocatedattheentranceofthewholesystem.
Itisresponsiblefordeciding:
> Whatcontentisallowedtoenterthesystem.
>
Thismoduleisonlyresponsibleforsecurity.
Notresponsibleforfacts.
Notresponsiblefordiscussions.
Notresponsibleforweights.
Thismoduleintercepts:
Terroristpropaganda.
Crimeexecutiontutorials.
Platform-definedprohibitedcontent.
Otherinformationexplicitlyprohibitedfromenteringthesystem.
Allinformationallowedtoenterthesystemproceedstothenextlayer.
PartIV:WeightAllocationAI
TheWeightAllocationAIisthecoreofthewholesystem.
Itdoesnotperformcomplexreasoning.
Itdoesnotansweruserquestions.
Ithasonlyoneresponsibility:
> Statisticallanguageweights.
>
Userinputisfirstsplitintotags.
Forexample:
Official
Patch
Why
Everyoneissaying
Outrageous
Then,differentweightsareaccumulatedbasedonthetags.
Forexample:
Official→A+1
Patch→A+1
Why→B+1
Everyoneissaying→B+2
Outrageous→B+2
Ultimately:
A=2
B=5
C=0
Therefore:
EnterB.
Theentireprocessinvolvesnocomplexreasoning.
Nosubjectivejudgment.
Onlytagrecognitionandweightaccumulation.
PartV:LayerA(FactLayer)
LayerAisdefinedas:
> Thesystem’sonlyfactlayer.
>
AllinformationenteringLayerAmustbeverifiable.
Includingbutnotlimitedto:
Officialannouncements.
Officialplot.
Officialcharactersettings.
Officialplotpresentation.
ContentalreadydisplayedinofficialPVs.
Nationalpolicies.
Lawsandregulations.
Verifiednews.
Verifiedevents.
LayerAansweronlyonekindofquestion:
> Whatarethefacts.
>
LayerAistheonlyknowledgebaseinthesystemthatrequireslong-termmaintenance.
PartVI:LayerB(DiscussionLayer)
LayerBisnotafactlayer.
LayerBisbuiltontopofthefactlayer.
EnteringBmustsatisfytwoconditions:
First:
Thereisafactualbasis.
Second:
Discussionsarisearoundthefacts.
LayerBincludes:
Communitydiscussions.
Redditdiscussions.
Playercontroversies.
Internetmemes.
Communityevaluations.
Multipleviewpoints.
LayerBdoesnotdefinefacts.
LayerBonlyrecords:
> Discussionsarisingaroundfacts.
>
Therefore:
WithoutA.
ThereisnoB.
LayerBdoesnotrequirelong-termmaintenance.
Alldataisobtainedinreal-timethroughthenetwork.
PartVII:LayerC(Low-ConfidenceLayer)
LayerCstores:
Informationthatisnotyetverified.
Including:
Leaks.
Rumors.
Unverifiednews.
Pureemotionalexpression.
Extremelyopposingviewpoints.
LayerCisnotcitedasfactsbydefault.
Ifverifiedbyofficialofficialsinthefuture.
ItentersLayerA.
LayerCalsodoesnotrequirelong-termmaintenance.
Itadoptsreal-timenetworkaccess.
PartVIII:Gemini
Geminiisnotaknowledgemanagementsystem.
Geminiisnotaclassificationsystem.
GeminihasnoABCaccessrights.
TheinformationGeminiisabletoobtainisentirelydeterminedbytheWeightAllocationAI.
Gemini’sonlyresponsibility:
Readingdata.
Reasoningdata.
Integratingdata.
Generatinganswers.
PartIX:SystemDesignPrinciples
Thissystemfollowstheseprinciples:
Principle1:SoleResponsibility.
AnyAIisresponsibleforonlyonecapability.
Principle2:FactPriority.
Factsalwaysareindependentofdiscussions.
Discussioncannotreplacefacts.
Principle3:DiscussionAttachesToFacts.
LayerBmustbebuiltonthefactsofLayerA.
Thereisnodiscussionlayerindependentofevents.
Principle4:Low-ConfidenceInformationIndependence.
UnverifiedinformMKWS(Multi-layerKnowledgeWeightSystem)
Multi-layerKnowledgeWeightSystem
PartI:SystemDesignPurpose
TraditionalKnowledgeBasesusuallyadoptanunifiedretrievalmechanism,whereallinformationentersthesameknowledgespace,followedbyunifiedretrievalandunifiedreasoningbytheLargeModel.
Thisapproachhasafundamentalproblem:
> Facts,discussions,andrumorsessentiallybelongtothreedifferenttypesofinformation,yettheyareplacedintothesamedecisionspace.
>
Ultimatelyleadingto:
Officialfactseasilyinfluencedbycommunitydiscussions.
Communityopinionsmistakenforfacts.
Unverifiedinformationpollutingthereasoningprocess.
TheLargeModelmustsimultaneouslyshouldermultipleresponsibilitiesincludingfiltering,classification,reasoning,andretrieval.
Thissystemabandonstheunifiedknowledgespace.
Thewholesystemadoptsamulti-layerknowledgeweightstructureandutilizesmultiplededicatedAIstoperformdifferentresponsibilities.
EachAIisonlyresponsibleforonecapabilityandnoothers.
PartII:OverallArchitecture
Thewholesystemrunsinapipeline.
Internet
│
▼
SecurityFilteringAI
│
▼
WeightAllocationAI
│
┌──┴──┐
│││
ABC
│││
└──┬──┘
▼
Gemini
Thereisnocross-layerdecision-makingintheentireprocess.
Geminiisnotresponsibleforclassification.
Geminiisnotresponsibleforfiltering.
Geminiisnotresponsibleforknowledgemanagement.
Geminiisonlyresponsibleforfinalgeneration.
PartIII:SecurityFilteringAI
TheSecurityFilteringAIislocatedattheentranceofthewholesystem.
Itisresponsiblefordeciding:
> Whatcontentisallowedtoenterthesystem.
>
Thismoduleisonlyresponsibleforsecurity.
Notresponsibleforfacts.
Notresponsiblefordiscussions.
Notresponsibleforweights.
Thismoduleintercepts:
Terroristpropaganda.
Crimeexecutiontutorials.
Platform-definedprohibitedcontent.
Otherinformationexplicitlyprohibitedfromenteringthesystem.
Allinformationallowedtoenterthesystemproceedstothenextlayer.
PartIV:WeightAllocationAI
TheWeightAllocationAIisthecoreofthewholesystem.
Itdoesnotperformcomplexreasoning.
Itdoesnotansweruserquestions.
Ithasonlyoneresponsibility:
> Statisticallanguageweights.
>
Userinputisfirstsplitintotags.
Forexample:
Official
Patch
Why
Everyoneissaying
Outrageous
Then,differentweightsareaccumulatedbasedonthetags.
Forexample:
Official→A+1
Patch→A+1
Why→B+1
Everyoneissaying→B+2
Outrageous→B+2
Ultimately:
A=2
B=5
C=0
Therefore:
EnterB.
Theentireprocessinvolvesnocomplexreasoning.
Nosubjectivejudgment.
Onlytagrecognitionandweightaccumulation.
PartV:LayerA(FactLayer)
LayerAisdefinedas:
> Thesystem’sonlyfactlayer.
>
AllinformationenteringLayerAmustbeverifiable.
Includingbutnotlimitedto:
Officialannouncements.
Officialplot.
Officialcharactersettings.
Officialplotpresentation.
ContentalreadydisplayedinofficialPVs.
Nationalpolicies.
Lawsandregulations.
Verifiednews.
Verifiedevents.
LayerAansweronlyonekindofquestion:
> Whatarethefacts.
>
LayerAistheonlyknowledgebaseinthesystemthatrequireslong-termmaintenance.
PartVI:LayerB(DiscussionLayer)
LayerBisnotafactlayer.
LayerBisbuiltontopofthefactlayer.
EnteringBmustsatisfytwoconditions:
First:
Thereisafactualbasis.
Second:
Discussionsarisearoundthefacts.
LayerBincludes:
Communitydiscussions.
Redditdiscussions.
Playercontroversies.
Internetmemes.
Communityevaluations.
Multipleviewpoints.
LayerBdoesnotdefinefacts.
LayerBonlyrecords:
> Discussionsarisingaroundfacts.
>
Therefore:
WithoutA.
ThereisnoB.
LayerBdoesnotrequirelong-termmaintenance.
Alldataisobtainedinreal-timethroughthenetwork.
PartVII:LayerC(Low-ConfidenceLayer)
LayerCstores:
Informationthatisnotyetverified.
Including:
Leaks.
Rumors.
Unverifiednews.
Pureemotionalexpression.
Extremelyopposingviewpoints.
LayerCisnotcitedasfactsbydefault.
Ifverifiedbyofficialofficialsinthefuture.
ItentersLayerA.
LayerCalsodoesnotrequirelong-termmaintenance.
Itadoptsreal-timenetworkaccess.
PartVIII:Gemini
Geminiisnotaknowledgemanagementsystem.
Geminiisnotaclassificationsystem.
GeminihasnoABCaccessrights.
TheinformationGeminiisabletoobtainisentirelydeterminedbytheWeightAllocationAI.
Gemini’sonlyresponsibility:
Readingdata.
Reasoningdata.
Integratingdata.
Generatinganswers.
PartIX:SystemDesignPrinciples
Thissystemfollowstheseprinciples:
Principle1:SoleResponsibility.
AnyAIisresponsibleforonlyonecapability.
Principle2:FactPriority.
Factsalwaysareindependentofdiscussions.
Discussioncannotreplacefacts.
Principle3:DiscussionAttachesToFacts.
LayerBmustbebuiltonthefactsofLayerA.
Thereisnodiscussionlayerindependentofevents.
Principle4:Low-ConfidenceInformationIndependence.
Unverifiedinformationmustnotenterthefactlayer.
Principle5:WeightBeforeReasoning.
Allknowledgeallocationiscompletedbeforeinference.
Geminiisnotresponsibleforknowledgeselection.
ationmustnotenterthefactlayer.
Principle5:WeightBeforeReasoning.
Allknowledgeallocationiscompletedbeforeinference.
Geminiisnotresponsibleforknowledgeselection.