├── .gitattributes ├── .gitignore ├── ConceptScript ├── boot_prompt.txt ├── historical │ ├── mixed unknown versions │ │ ├── AbstractAlgebraicGeometry.txt │ │ ├── AbstractDynamicalInference.txt │ │ ├── AbstractDynamicalSystem.txt │ │ ├── AbstractReasoningFramework.txt │ │ ├── AbstractRewriting.txt │ │ ├── AbstractSpaceOptimization.txt │ │ ├── AbstractStatisticalProofs.txt │ │ ├── AdaptiveNeuralCompression.txt │ │ ├── AdversarialRegularization.txt │ │ ├── AdversarialRegularization2.txt │ │ ├── AgentProcess.txt │ │ ├── BayesianCausalInference.txt │ │ ├── BlackHole.txt │ │ ├── BodyWithoutOrgans.txt │ │ ├── BodyWithoutOrgans2.txt │ │ ├── CategoryOfCategories.txt │ │ ├── CategoryOfDynamicalSystems.txt │ │ ├── ChronogeometricSymmetry.txt │ │ ├── ComplementarySystem.txt │ │ ├── ComplexSystemTheory.txt │ │ ├── CompressedSensingWithSparsity.txt │ │ ├── Computability.txt │ │ ├── ComputationalHomology.txt │ │ ├── ComputationalSemantics.txt │ │ ├── ComputationalThermodynamics.txt │ │ ├── EulerLagrange.txt │ │ ├── EvolutionaryGameTheory.txt │ │ ├── FederatedDifferentialPrivacy.txt │ │ ├── FunctionalMetamaterials.txt │ │ ├── FunctionalThermodynamics.txt │ │ ├── HHLTranslation.txt │ │ ├── HigherCategoricalQuantumMatter.txt │ │ ├── HigherCategoryTheory.txt │ │ ├── HopfieldNetworkMemoryDynamics.txt │ │ ├── HybridReasoningFramework.txt │ │ ├── InferentialDynamics.txt │ │ ├── LambdaCalculus.txt │ │ ├── LanguageProofDuality.txt │ │ ├── LatentSpaceDynamicsOfConceptGeneration.txt │ │ ├── LatentSpaceGeometryAndDynamics.txt │ │ ├── LowCostOpticalNeuralComputer.txt │ │ ├── MarkedVertexSearch.txt │ │ ├── MaterialsScience.txt │ │ ├── MaterialsScience2.txt │ │ ├── Metamaterial(𝓢: Structure).txt │ │ ├── MetamaterialCFC.txt │ │ ├── MetamaterialDesignFramework.txt │ │ ├── MetamaterialFramework.txt │ │ ├── MetamaterialNeuralNetworks.txt │ │ ├── MetaphoricalBlending.txt │ │ ├── NeuroSymbolicReasoning.txt │ │ ├── NeuroSymbolicReasoning2.txt │ │ ├── NeuromorphicComputation.txt │ │ ├── NovelConclusionsProof.txt │ │ ├── PhysicalLatentSpaceOpticalMachine.txt │ │ ├── PhysiologicalSystemsPathology.txt │ │ ├── ProgramSynthesisWithLLMs.txt │ │ ├── ProofOptimizationDynamics.txt │ │ ├── QuantizedEnergyBasedSparseEncoder.txt │ │ ├── QuantumComputationalManifolds.txt │ │ ├── QuantumGeometricThermodynamics.txt │ │ ├── QuantumInspiredClassical.txt │ │ ├── QuantumInspiredMIS.txt │ │ ├── QuantumInspiredMaxClique.txt │ │ ├── QuantumNaturalDeduction.txt │ │ ├── QuantumNeuralNetwork.txt │ │ ├── QuantumProofTheory.txt │ │ ├── QuantumThermodynamics.txt │ │ ├── SimpleTypeTheory.txt │ │ ├── SimplyTypedLambdaCalculus.txt │ │ ├── SocialPsychology.txt │ │ ├── SonataTheory.txt │ │ ├── SonaticBlackHole.txt │ │ ├── SparseQuantizedNetwork.txt │ │ ├── SymbolicDifferentialGeometry.txt │ │ ├── TopologicalDataAnalysis.txt │ │ ├── TopologicalDataAnalysis2.txt │ │ ├── UniversalTuringMachine.txt │ │ └── WhatClaudeIsDoingWhenGeneratingConceptScriptProofs.txt │ ├── v11 │ │ ├── ConceptScript v11 spec.txt │ │ └── samples │ │ │ ├── AbstractReasoning.txt │ │ │ ├── AdaptiveGoalSeeking.txt │ │ │ ├── AdaptiveScheduler.txt │ │ │ ├── BayesianProgramSynthesis.txt │ │ │ ├── BodyWithoutOrgans.txt │ │ │ ├── Consciousness.txt │ │ │ ├── DifferentiableProgramming.txt │ │ │ ├── DifferentialCategoricalSemiotics.txt │ │ │ ├── DifferentialPrivacy.txt │ │ │ ├── DiffusionBasedOptimization.txt │ │ │ ├── DynamicKnowledgeGraph.txt │ │ │ ├── Emergence.txt │ │ │ ├── ExplanatoryGap.txt │ │ │ ├── FunctorialLearning.txt │ │ │ ├── GaugeInvariance.txt │ │ │ ├── MentalRepresentation.txt │ │ │ ├── MentalRotation.txt │ │ │ ├── Mono_no_aware.txt │ │ │ ├── PathIntegral.txt │ │ │ ├── Qualia.txt │ │ │ ├── QuantumCognitiveArchitecture.txt │ │ │ ├── QuantumProbabilisticProgramming.txt │ │ │ ├── RenormalizationGroup.txt │ │ │ ├── SyntheticCreativity.txt │ │ │ ├── SyntheticQualia.txt │ │ │ ├── TopologicalDataAnalysis.txt │ │ │ ├── UniversalInduction.txt │ │ │ ├── physics │ │ │ ├── DiscreteSpacetimeDynamics.txt │ │ │ ├── DiscreteSpatiotemporalLattice.txt │ │ │ └── FundamentalForces.txt │ │ │ └── realistic_ml_architectures │ │ │ ├── AdaptiveGoalSeeking.txt │ │ │ ├── AdaptiveOptimization.txt │ │ │ ├── DifferentialCategoricalSemantics.txt │ │ │ ├── EfficientInfiniteContextTransformer.txt │ │ │ ├── SketchAttention.txt │ │ │ ├── StreamingAdaptiveTransformer.txt │ │ │ └── StreamingInfiniteContextTransformer.txt │ ├── v14 │ │ ├── ConceptScript v14 spec.txt │ │ └── samples │ │ │ ├── AbstractIdeaOfCoTangentBundle.txt │ │ │ ├── AdaptiveBloomFilter.txt │ │ │ ├── AlgebraicTopology.txt │ │ │ ├── BodyWithoutOrgans.txt │ │ │ ├── BuddhistEthics.txt │ │ │ ├── CategoryTheoreticPhysics.txt │ │ │ ├── ComposableLanguageModel.txt │ │ │ ├── CompressedSensing.txt │ │ │ ├── ComputabilityTheory.txt │ │ │ ├── ComputationalPhysicalCorrespondence.txt │ │ │ ├── Consciousness.txt │ │ │ ├── ConsciousnessAsIntegratedInformation.txt │ │ │ ├── DailyMysteryGame.txt │ │ │ ├── DifferentialCohomology.txt │ │ │ ├── DifferentialGaloisTheory.txt │ │ │ ├── DiscreteRiemannianGeometry.txt │ │ │ ├── EmergentConsciousnessInANNs.txt │ │ │ ├── EmergentCooperativeProblemSolving.txt │ │ │ ├── EpigeneticMemoryHypothesis.txt │ │ │ ├── EpigeneticMemoryHypothesis_v2.txt │ │ │ ├── EquivariantNeuralNetworks.txt │ │ │ ├── ExpanderGraphs.txt │ │ │ ├── GaugeGravityPhilosophy.txt │ │ │ ├── GeometricAlgebraCorrespondence.txt │ │ │ ├── LambdaCalculus.txt │ │ │ ├── LieGroupPhysicsCorrespondence.txt │ │ │ ├── MapTerritoryDuality.txt │ │ │ ├── MenieresDiseaseUnderlyingPhysiology.txt │ │ │ ├── PersistentCohomologyLearning.txt │ │ │ ├── PracticalSheafNets.txt │ │ │ ├── ProofTheoreticType.txt │ │ │ ├── QuantumComputation.txt │ │ │ ├── QuantumGeometry.txt │ │ │ ├── QuantumJazz.txt │ │ │ ├── RelativisticQuantumField.txt │ │ │ ├── SelfModifyingConcepts.txt │ │ │ ├── ThermodynamicCotangentBundle.txt │ │ │ ├── TopologicalDataSegmentation.txt │ │ │ ├── TopologicalQuantumComputation.txt │ │ │ ├── UniversalProperty.txt │ │ │ ├── early │ │ │ ├── NetworkHomology.txt │ │ │ ├── IncidenceAlgebraRepresentations.txt │ │ │ └── NeuralNetworksAsPhysicalSystems.txt │ │ │ ├── frameworks │ │ │ ├── AbstractSpaces.txt │ │ │ ├── AbstractStructureCFC.txt │ │ │ ├── AlgebraicStructureNotation.txt │ │ │ ├── AlgebraicTopology │ │ │ │ ├── AdamsSpectralSequence.txt │ │ │ │ ├── AlgebraicTopology.txt │ │ │ │ ├── BottPeriodicity.txt │ │ │ │ └── SteenrodSquares.txt │ │ │ ├── AlgorithmDesignLanguage.txt │ │ │ ├── AlgorithmSynthesis.txt │ │ │ ├── CategoryOfQuantumOperatorAlgebras.txt │ │ │ ├── DifferentialAlgebras.txt │ │ │ ├── DifferentialCategories.txt │ │ │ ├── DifferentialStructures.txt │ │ │ ├── DifferentialSymbolicDynamics.txt │ │ │ ├── DifferentialSymbolicStructures.txt │ │ │ ├── HybridProofOptimization.txt │ │ │ ├── HybridSymbolicDynamics.txt │ │ │ ├── MaterialGeometry.txt │ │ │ ├── MetamaterialCFC_v16.txt │ │ │ ├── MetamaterialCFC_v16_2.txt │ │ │ ├── MetamaterialCFC_v7.txt │ │ │ ├── MetamaterialLanguage_v2.txt │ │ │ ├── MetamaterialLanguage_v3.txt │ │ │ ├── MetamaterialLanguage_v4.txt │ │ │ ├── ParametricDifferentialGeometry.txt │ │ │ ├── ParametricSpaces.txt │ │ │ ├── QuantumChemicalManifold.txt │ │ │ ├── QuantumFieldCalculus.txt │ │ │ ├── QuantumGeometricAlgebra.txt │ │ │ ├── QuantumGeometryAlgebra.txt │ │ │ ├── QuantumGraphTheory.txt │ │ │ ├── QuantumSymbolicDynamics.txt │ │ │ ├── QuantumSymmetryAlgebras.txt │ │ │ ├── RootLanguage.txt │ │ │ ├── StructuredSpace.txt │ │ │ ├── SymbolicAbstractSpaces.txt │ │ │ ├── SymbolicDifferentialAlgebras.txt │ │ │ ├── SymbolicDifferentialCategories.txt │ │ │ ├── SymbolicDifferentialGeometry │ │ │ │ ├── GeometricChemistry │ │ │ │ │ ├── BiochemicalProcesses.txt │ │ │ │ │ ├── ConicalIntersection.txt │ │ │ │ │ ├── GeometricChemistry.txt │ │ │ │ │ ├── PhysiologicalChemistry.txt │ │ │ │ │ ├── QuantumChemicalDynamics.txt │ │ │ │ │ ├── QuantumSymplecticChemistry.txt │ │ │ │ │ └── TransitionStateTheory.txt │ │ │ │ ├── GeometricMaterialsScience.txt │ │ │ │ ├── MathematicalPhysics.txt │ │ │ │ ├── QuantumGeometricPhysics.txt │ │ │ │ ├── QuantumGeometrodynamics.txt │ │ │ │ ├── QuantumMaterialsSymbology.txt │ │ │ │ └── SymbolicDifferentialGeometry_king.txt │ │ │ ├── SymbolicDynamicalSystem.txt │ │ │ ├── SymbolicGeometricCorrespondence_early?.txt │ │ │ ├── SymbolicManifolds.txt │ │ │ ├── SymbolicNoncommutativeDifferentialGeometry.txt │ │ │ ├── SymbolicNoncommutativeGeometry.txt │ │ │ ├── SymbolicPDEs.txt │ │ │ ├── SymmetryPhysics.txt │ │ │ ├── computational matter │ │ │ │ ├── AdaptiveMetamaterial.txt │ │ │ │ ├── SelfAssemblingRobot.txt │ │ │ │ ├── SelfOptimizingComputationalMatter.txt │ │ │ │ ├── SelfOptimizingMatter.txt │ │ │ │ └── SelfOptimizingSystem.txt │ │ │ ├── metamaterials │ │ │ │ ├── ComputationalMatter.txt │ │ │ │ ├── MetamaterialCFC_v2.txt │ │ │ │ ├── MetamaterialCFC_v3.txt │ │ │ │ ├── MetamaterialCFC_v4.txt │ │ │ │ ├── MetamaterialCFC_v5.txt │ │ │ │ └── MetamaterialCFC_v6.txt │ │ │ ├── program synthesis │ │ │ │ ├── LatentSpaceNavigator.txt │ │ │ │ ├── PracticalProgramCFC_v1.txt │ │ │ │ └── ProgramCFC_v1.txt │ │ │ └── universal construction │ │ │ │ ├── MLConstructor.txt │ │ │ │ ├── ModularRobot.txt │ │ │ │ └── UniversalConstructor.txt │ │ │ ├── gauge_gravity_exploration_2.txt │ │ │ ├── hodge_conjecture_work.txt │ │ │ ├── medical │ │ │ ├── NeuroimmuneCommunication.txt │ │ │ └── PhysiomeModeling.txt │ │ │ ├── original_examples.txt │ │ │ └── symbolic geometry │ │ │ ├── MaterialsScienceNotation.txt │ │ │ ├── physiological_notation.txt │ │ │ └── unified_chemical_geometry.txt │ ├── v16 │ │ ├── ConceptScript v16 spec.txt │ │ └── samples │ │ │ ├── PhysiologicalReasoningFramework.txt │ │ │ ├── AbstractMetamaterialOptimization.txt │ │ │ ├── AbstractReasoningFramework.txt │ │ │ ├── AbstractionAndRepresentation.txt │ │ │ ├── CulinaryExperience.txt │ │ │ ├── LambdaCalculus.txt │ │ │ ├── MetamaterialCFC.txt │ │ │ ├── SilverCitySunriseSkillet.txt │ │ │ └── TonkotsuRamen.txt │ ├── v19 │ │ └── ConceptScript v19 spec.txt │ ├── v21 │ │ └── ConceptScript v21 spec.txt │ ├── v22 │ │ └── ConceptScript v22 spec.txt │ ├── v23 │ │ ├── ConceptScript v23 spec.txt │ │ └── samples │ │ │ ├── ApproximateStringMatching.txt │ │ │ ├── CompressedSensing.txt │ │ │ ├── DiffusionBasedOptimization.txt │ │ │ ├── FormalLanguageTheory.txt │ │ │ ├── FoundationsOfCognition.txt │ │ │ ├── GradualTyping.txt │ │ │ ├── IncrementalLearning.txt │ │ │ ├── InductiveLearning.txt │ │ │ ├── IterativeConceptRefinement.txt │ │ │ ├── KnowledgeCompression.txt │ │ │ ├── LambdaCalculus.txt │ │ │ ├── Monad.txt │ │ │ ├── NPCompleteness.txt │ │ │ ├── ProbabilisticDataStructures.txt │ │ │ ├── ProbabilisticProgramming.txt │ │ │ ├── ProgramSynthesis.txt │ │ │ ├── QuantumComputation.txt │ │ │ ├── QuantumErrorCorrection.txt │ │ │ ├── SelfModifyingAgents.txt │ │ │ ├── SymbolicDifferentialGeometry.txt │ │ │ ├── SymbolicGeometricCorrespondence.txt │ │ │ ├── TopologicalQuantumFieldTheory.txt │ │ │ └── TypedLambdaCalculus.txt │ ├── v24 │ │ ├── ConceptScript v24 spec.txt │ │ └── samples │ │ │ ├── AbstractReasoningFramework.txt │ │ │ ├── AgentAlignmentProblem.txt │ │ │ ├── AmyloidBetaAccumulation.txt │ │ │ ├── CategoryTheory.txt │ │ │ ├── Computable.txt │ │ │ ├── ComputationalComplexityTheory.txt │ │ │ ├── DeepSeekMoE.txt │ │ │ ├── DeepSeekMoE_original.txt │ │ │ ├── FixedPoint.txt │ │ │ ├── HealthMonitoring.txt │ │ │ ├── IncrementalLearning.txt │ │ │ ├── InsulinResistance.txt │ │ │ ├── KarmicCycle.txt │ │ │ ├── LabeledTransitionSystem.txt │ │ │ ├── LatentSpaceNavigator.txt │ │ │ ├── Lists[T].txt │ │ │ ├── MachineLearning.txt │ │ │ ├── MenieresDisease.txt │ │ │ ├── MetamaterialCFC.txt │ │ │ ├── MetamaterialDesignFramework.txt │ │ │ ├── Monoid.txt │ │ │ ├── Monoids.txt │ │ │ ├── NashEquilibrium.txt │ │ │ ├── NaturalDeduction.txt │ │ │ ├── NaturalNumbers.txt │ │ │ ├── PropositionalLogic.txt │ │ │ ├── QuantumComputing.txt │ │ │ ├── ResourceAllocationScheduler.txt │ │ │ ├── RootLanguage.txt │ │ │ ├── SelfReference.txt │ │ │ ├── SimplyTypedLambdaCalculus.txt │ │ │ ├── SocialCapital.txt │ │ │ ├── SocialNetwork.txt │ │ │ ├── StateOrientedCLIFramework.txt │ │ │ ├── TensorAlgebra.txt │ │ │ ├── TopologicalSpace.txt │ │ │ ├── TuringMachine.txt │ │ │ └── UniversalTuringMachine.txt │ ├── v25 │ │ ├── ConceptScript v25 spec.txt │ │ └── samples │ │ │ ├── AdaptiveRadixSort.txt │ │ │ ├── AlgebraicTopology.txt │ │ │ ├── AnatomicalVariation.txt │ │ │ ├── ApolloLunarLandingTrajectoryReconstruction.txt │ │ │ ├── BidirectionalGRU.txt │ │ │ ├── BiochemicalPathways.txt │ │ │ ├── BlackHole.txt │ │ │ ├── BoltzmannMachineForThought.txt │ │ │ ├── Category.txt │ │ │ ├── CellularAutomaton.txt │ │ │ ├── Chip8.txt │ │ │ ├── CompressedSensing.txt │ │ │ ├── ComputationalComplexity.txt │ │ │ ├── ConcreteTensorFHE.txt │ │ │ ├── ConfidentialFederatedDistillation.txt │ │ │ ├── ConformalGeometry.txt │ │ │ ├── ConformalPrediction.txt │ │ │ ├── ConstrainedOptimalTransport.txt │ │ │ ├── CrabCanon.txt │ │ │ ├── DeepSeekMoE.txt │ │ │ ├── DeepSeekMoE2.txt │ │ │ ├── DeepSeekMoE_paper.txt │ │ │ ├── DenseNet.txt │ │ │ ├── DifferentiableProbabilisticPrograms.txt │ │ │ ├── DifferentialForms.txt │ │ │ ├── DifferentialGeometry.txt │ │ │ ├── DifferentialPrivacy.txt │ │ │ ├── DifferentialProgramming.txt │ │ │ ├── DirectedHomotopyPlanning.txt │ │ │ ├── DiscreteExteriorCalculus.txt │ │ │ ├── DualAveragingOptimizer.txt │ │ │ ├── DualNumberAutomatic.txt │ │ │ ├── DynamicProgrammingOnGraphs.txt │ │ │ ├── DynamicProgrammingOnManifolds.txt │ │ │ ├── DynamicalLanguages.txt │ │ │ ├── EvolvingCategories.txt │ │ │ ├── FormalLanguageTheory.txt │ │ │ ├── FractalGeometry.txt │ │ │ ├── FractalManifolds.txt │ │ │ ├── FractalReinforcement.txt │ │ │ ├── GeometricMolecularDynamics.txt │ │ │ ├── GradientBoostingTree.txt │ │ │ ├── GradientDescent.txt │ │ │ ├── HVM2.txt │ │ │ ├── HighDimensionalBayesianOptimization.txt │ │ │ ├── HolographicQuantumCodes.txt │ │ │ ├── HomotopyTypeAutomata.txt │ │ │ ├── HomotopyTypeTheory.txt │ │ │ ├── HyperGradient.txt │ │ │ ├── HyperLogLog.txt │ │ │ ├── ICVM.txt │ │ │ ├── LanguageModel.txt │ │ │ ├── LevinExploration.txt │ │ │ ├── McLuhanPlayboyInterview1969.txt │ │ │ ├── ModalLogic.txt │ │ │ ├── MolecularShapeSpace.txt │ │ │ ├── Monoid.txt │ │ │ ├── MonoidalCategory.txt │ │ │ ├── MorphologicalComputation.txt │ │ │ ├── MultidisciplinaryThinking.txt │ │ │ ├── NES6502.txt │ │ │ ├── NeuralNetworkFramework.txt │ │ │ ├── NeuroSymbolicProgramSynthesis.txt │ │ │ ├── OptiGapSensor.txt │ │ │ ├── ParallelPHT.txt │ │ │ ├── PersistenceBarcode.txt │ │ │ ├── Phaedrus_modeling.txt │ │ │ ├── PlantStrategies.txt │ │ │ ├── ProgrammingLanguageFramework.txt │ │ │ ├── ProteinStructureAnalysis.txt │ │ │ ├── QuantumCausalInference.txt │ │ │ ├── QuantumCausalStructures.txt │ │ │ ├── QuantumCellularAutomata.txt │ │ │ ├── QuantumCircuit.txt │ │ │ ├── QuantumCircuit_diagrams.txt │ │ │ ├── QuantumComputation.txt │ │ │ ├── QuantumFourierTransform.txt │ │ │ ├── QuantumGraphs.txt │ │ │ ├── RecursiveAutonomousLearning.txt │ │ │ ├── SFBT │ │ │ ├── HyperbolicSemanticSpaces.txt │ │ │ ├── SemanticFiberBundleTower.txt │ │ │ ├── SemanticSheafGraphComplex.txt │ │ │ └── SemanticSheafOperad.txt │ │ │ ├── Schnorr.txt │ │ │ ├── SemanticBoltzmannMachine.txt │ │ │ ├── ShapeSpace.txt │ │ │ ├── ShapeSpaceExplorer.txt │ │ │ ├── ShapeSpaceHomotopyApproximation.txt │ │ │ ├── SketchAttention.txt │ │ │ ├── SocietyIn2023.txt │ │ │ ├── SparseCoding.txt │ │ │ ├── SparseHopfieldNetwork.txt │ │ │ ├── SuperConductorTheory.txt │ │ │ ├── TANFYouthDevelopmentProgram.txt │ │ │ ├── TQFT.txt │ │ │ ├── TensorAlgebra.txt │ │ │ ├── TensorizedLanguageModelEcosystem.txt │ │ │ ├── TopologicalAutomaton.txt │ │ │ ├── TopologicalSpace.txt │ │ │ ├── TypedLambdaCalculus.txt │ │ │ ├── UniversalTuringMachine.txt │ │ │ ├── WhiteheadsProcessPhilosophy.txt │ │ │ ├── Yoneda.txt │ │ │ ├── fundamental theory │ │ │ ├── FundamentalMetaTheory.txt │ │ │ ├── FundamentalTheory.txt │ │ │ ├── GaugeGravitySymbolic.txt │ │ │ ├── MinimalFundamentalTheory.txt │ │ │ ├── SymbolicDifferentialGeometry.txt │ │ │ ├── SymbolicDualityEmergence.txt │ │ │ └── SymbolicGaugeGravity.txt │ │ │ ├── omega theory │ │ │ ├── OmegaField.txt │ │ │ ├── OmegaHypothesis.txt │ │ │ ├── OmegaTheory.txt │ │ │ └── OmegaTheory_Final.txt │ │ │ └── structured generation │ │ │ └── NeoStructuredGenerationLLM.txt │ ├── v26 │ │ ├── ConceptScript v26 spec.txt │ │ └── samples │ │ │ ├── AlzheimersMechanisms.txt │ │ │ ├── AnthroSim.txt │ │ │ ├── AttentionMechanism.txt │ │ │ ├── BinarySearchTree.txt │ │ │ ├── BodyWithoutOrgans.txt │ │ │ ├── CategoricalCombinators.txt │ │ │ ├── CategoryTheory.txt │ │ │ ├── CompressedSensing.txt │ │ │ ├── ComputationalTrinitarianism.txt │ │ │ ├── DynamicKnowledgeBase.txt │ │ │ ├── GenerativeAdversarialNetwork.txt │ │ │ ├── HVM2.txt │ │ │ ├── HVMNet.txt │ │ │ ├── HVMNetBend.txt │ │ │ ├── HVMTransformer.txt │ │ │ ├── HomotopyTypeTheory.txt │ │ │ ├── HyperbolicSemanticSpaces.txt │ │ │ ├── InstructiveHVM2.txt │ │ │ ├── InstructiveInteractionCombinators.txt │ │ │ ├── InteractionCombinatorMachines.txt │ │ │ ├── InteractionCombinators.txt │ │ │ ├── InteractionHomotopy.txt │ │ │ ├── InteractionNetLambdaCalculus.txt │ │ │ ├── InteractionTransformer.txt │ │ │ ├── InteractionTypes.txt │ │ │ ├── LambdaCalculus.txt │ │ │ ├── LambdaCalculusInterpreter.txt │ │ │ ├── NaturalDeduction.txt │ │ │ ├── NeuralInteractionNetwork.txt │ │ │ ├── NeuralNetwork.txt │ │ │ ├── PACLearning.txt │ │ │ ├── Perceptron.txt │ │ │ ├── SemanticFiberBundleTower.txt │ │ │ ├── ShapeSpace.txt │ │ │ ├── SimplyTypedLambdaCalculus.txt │ │ │ ├── Sorting.txt │ │ │ ├── SymbolicToEmbeddedKG.txt │ │ │ ├── SymbolicToEmbeddedKnowledge.txt │ │ │ ├── TensorAlgebra.txt │ │ │ ├── Topology.txt │ │ │ ├── TransformerArchitecture.txt │ │ │ ├── TuringMachine.txt │ │ │ ├── UniversalTuringMachine.txt │ │ │ └── VariationalAutoEncoder.txt │ ├── v27 │ │ ├── ConceptScript v27 spec.txt │ │ ├── directive_prompt.txt │ │ └── samples │ │ │ ├── COINR.txt │ │ │ ├── CategoricalParallelComputing.txt │ │ │ ├── Category.txt │ │ │ ├── CellularAutomaton.txt │ │ │ ├── CyberneticExoskeletonForCodingAndResearch.txt │ │ │ ├── DifferentialGeometry.txt │ │ │ ├── DynamicalSystem.txt │ │ │ ├── EvolutionaryLandscape.txt │ │ │ ├── GeometricCognition.txt │ │ │ ├── GeometricInteractionNets.txt │ │ │ ├── GradientDescent.txt │ │ │ ├── GradientFlow.txt │ │ │ ├── InteractionCombinators.txt │ │ │ ├── InteractionCore.txt │ │ │ ├── NeuralNetwork.txt │ │ │ ├── RecursiveNeuralNetwork.txt │ │ │ ├── SemanticEmbedding.txt │ │ │ ├── SemanticFiberBundleTower.txt │ │ │ ├── ShapeMatching.txt │ │ │ ├── TopologicalFeatureExtraction.txt │ │ │ ├── Topology.txt │ │ │ ├── TypeTheory.txt │ │ │ ├── interaction_networks_exploration.txt │ │ │ └── papers │ │ │ ├── GrokkingImplicitReasoning.txt │ │ │ ├── HigherOrderStructure.txt │ │ │ ├── ScalingMonosemanticity.txt │ │ │ ├── ShapeSpace.txt │ │ │ ├── TransformerAssociativeMemory.txt │ │ │ ├── TransformerLinearity.txt │ │ │ └── derived concepts │ │ │ ├── ApproximateShapeReconstruction.txt │ │ │ ├── FeatureComposition.txt │ │ │ ├── FeatureMemoryCompression.txt │ │ │ ├── HigherOrderFeatureSteeringAndMasking.txt │ │ │ ├── InterpretableDistillation.txt │ │ │ ├── InterpretableRepresentationLearning.txt │ │ │ ├── LinearSteeringViews.txt │ │ │ ├── MultiParamPHT.txt │ │ │ ├── MultiScalePHT.txt │ │ │ ├── MultiscaleSystemAnalysis.txt │ │ │ ├── PersistentHomologyAnalysis.txt │ │ │ ├── PersistentStatisticalShapeAnalysis.txt │ │ │ ├── RepresentationShapeAnalysis.txt │ │ │ ├── TopologicalCausalRepresentations.txt │ │ │ ├── TopologicalInformationContent.txt │ │ │ ├── TopologicalLanguageModel.txt │ │ │ ├── TopologicalRepresentationSteering.txt │ │ │ └── safe ai │ │ │ ├── AlignedCompressedLanguageModel.txt │ │ │ ├── AlignedInterpretableAgents.txt │ │ │ ├── AlignedInterpretableControl.txt │ │ │ ├── InterpretableCompressedTransformers.txt │ │ │ ├── TopologicalHigherOrderInterpretability.txt │ │ │ └── TopologicalValueAlignment.txt │ ├── v4 │ │ └── ConceptScript 4.0 spec.txt │ ├── v5 │ │ └── ConceptScript 5.1 Specification.txt │ ├── v6 │ │ ├── ConceptScript 6.2 Spec.txt │ │ └── samples │ │ │ ├── ICA_applications.txt │ │ │ ├── ICA_math_apps.txt │ │ │ ├── TransformerArchitecture.txt │ │ │ ├── analogy.txt │ │ │ ├── ann_framework.txt │ │ │ ├── black_hole.txt │ │ │ ├── black_hole_w_usage.txt │ │ │ ├── classical.txt │ │ │ ├── compact_transformer.txt │ │ │ ├── complexity_framework.txt │ │ │ ├── consciousness.txt │ │ │ ├── crypto.txt │ │ │ ├── disease_spread_framework.txt │ │ │ ├── distinctions.txt │ │ │ ├── dynaformer.txt │ │ │ ├── emoji_black_hole_process.txt │ │ │ ├── fundamental_forces.txt │ │ │ ├── game_character_framework.txt │ │ │ ├── harmony_framework.txt │ │ │ ├── hoarseness.txt │ │ │ ├── humboldts_gift.txt │ │ │ ├── jazz.txt │ │ │ ├── lambda_calculus.txt │ │ │ ├── langaute.txt │ │ │ ├── metaphor_space.txt │ │ │ ├── metaphoring.txt │ │ │ ├── music.txt │ │ │ ├── mystery_scenario.txt │ │ │ ├── narrative_framework.txt │ │ │ ├── self_model.txt │ │ │ ├── songs.txt │ │ │ ├── supply_chain_management.txt │ │ │ ├── thrash.txt │ │ │ ├── transformer_elaborate.txt │ │ │ └── vertigo.txt │ ├── v7 │ │ ├── ConceptScript 7.2 Spec.txt │ │ └── samples │ │ │ ├── QuantizedComputation.txt │ │ │ ├── QuantumHeatEngine.txt │ │ │ ├── QuantumThermalSystems_lots.txt │ │ │ ├── SelfReferentialProof.txt │ │ │ ├── The Complexity Triality Principle (CTP).txt │ │ │ ├── mnrs │ │ │ ├── hypotheses.txt │ │ │ └── mnrs_report2.html │ │ │ └── original_example_set.txt │ ├── v8 │ │ ├── ConceptScript 8.0 spec.txt │ │ └── samples │ │ │ ├── AlzheimersMechanisms.txt │ │ │ ├── ComposableAttention.txt │ │ │ ├── EthicalAlignmentOfAI.txt │ │ │ ├── FewShotConceptLearning.txt │ │ │ ├── FractalLearning.txt │ │ │ ├── GeometricOpticalComputing.txt │ │ │ ├── LatticeFHE.txt │ │ │ ├── LowCostOpticalNeurocomputing.txt │ │ │ ├── MachineLearningAndOptimization.txt │ │ │ ├── OpticalNeuralCausality.txt │ │ │ ├── QuantumCausalInference.txt │ │ │ ├── QuantumGenerativeModels.txt │ │ │ ├── SimpleOpticalNeurocomputing.txt │ │ │ ├── SymbolicNeuralNetworkEfficiency.txt │ │ │ └── SymbolicNeuralNetworks.txt │ └── v? │ │ ├── AdaptiveGreedyOptimization.txt │ │ ├── AdaptiveMultiScaleGradientEstimation.txt │ │ ├── AdaptivePCA.txt │ │ ├── AdaptiveQuantumCircuitSynthesis.txt │ │ ├── AmplifiedNoiseAdaptation.txt │ │ ├── BodyWithoutOrgans.txt │ │ ├── DynamicQuantizedTransformer.txt │ │ ├── FractalAttentionCompression.txt │ │ ├── FractalCompressionAwareLanguageModel.txt │ │ ├── FractalQuantizedTransformer.txt │ │ ├── HierarchicalEntropyConstrainedQuantization.txt │ │ ├── HyperGradient.txt │ │ ├── KNNAlgorithm.txt │ │ ├── QuantizedAssociativeMemory.txt │ │ ├── QuantizedEnergyBasedLearning.txt │ │ ├── QuantizedKnowledgeDistillation.txt │ │ ├── SubmodularSieve.txt │ │ ├── mnrs │ │ └── full_progress_account.txt │ │ ├── mnrs_disease.txt │ │ └── very_flexible_meta_language_tests.txt └── samples │ ├── AbstractInterpretation.txt │ ├── AdsCftDuality.txt │ ├── AdvancedDiseaseSpreadModel.txt │ ├── AlzheimersDisease.txt │ ├── AmpereGPU.txt │ ├── AttentionMechanism.txt │ ├── BlackHole.txt │ ├── CancerDevelopmentMechanisms.txt │ ├── CategoryTheory.txt │ ├── CognitiveLightCones.txt │ ├── ComputationalTrinitarianism.txt │ ├── DNAWalkerSimulation.txt │ ├── FiniteStateMachine.txt │ ├── FractalMusicComposition.txt │ ├── GeometricLatentSpace.txt │ ├── HumboldtsGiftNovel.txt │ ├── IndustrialRevolution.txt │ ├── InteractiveProofAssistant.txt │ ├── LanguageModel.txt │ ├── LatentSpace.txt │ ├── MaterialsScience.txt │ ├── Metaphor.txt │ ├── MolecularAssembler.txt │ ├── MonoNoAware.txt │ ├── Music.txt │ ├── MusicalGenre.txt │ ├── NonlinearOpticsAttention.txt │ ├── Prolog.txt │ ├── Rhizome.txt │ ├── Sagittarius_A_Star.txt │ ├── SemanticFiberBundleTower.txt │ ├── SimplyTypedLambdaCalculus.txt │ ├── SmartCity.txt │ ├── SocialNetworkDynamics.txt │ ├── StableDiffusion.txt │ ├── Sun.txt │ ├── SustainableUrbanDevelopment.txt │ ├── Thermodynamics.txt │ ├── TypedLambdaCalculusSemantics.txt │ ├── VariationalAutoencoder.txt │ ├── papers │ ├── GrokkedTransformersImplicitReasoners.txt │ ├── InteractionCombinators.txt │ ├── MatMulFreeLM.txt │ ├── ShapeSpace.txt │ └── SheafTheoreticShapeSpace.txt │ └── syntheses │ ├── AttentiveShapeAnalysis.txt │ ├── CognitiveCellularAutomata.txt │ ├── CrystalDiffusionDesign.txt │ ├── DifferentialGeometricSemantics.txt │ ├── DifferentialProgramSemantics.txt │ ├── GeometricAttention.txt │ ├── GeometricAttentionAnalysis.txt │ ├── GeometricGrammar.txt │ ├── GeometricHolographicSpaces.txt │ ├── GeometricInteractionNets.txt │ ├── GeometricTypeTheory.txt │ ├── PragmaticLanguageModel.txt │ ├── QuantumNaturalLanguageProcessing.txt │ ├── Shape_and_Language.txt │ ├── SyntacticDynamicalSystems.txt │ ├── TopologicalAttentionNetwork.txt │ ├── TopologicalNeuralNetwork.txt │ ├── TypedAttentionCalculus.txt │ └── TypedAttentionNetwork.txt ├── LICENSE ├── LatentScript ├── InferenceLanguage.txt ├── early_redesign_attempts.txt ├── v1 │ └── spec.txt ├── v11 │ └── spec.txt ├── v13 │ └── spec.txt ├── v18 │ ├── samples │ │ └── ScalableMatMulFreeLMImplications.txt │ └── spec.txt ├── v2 │ └── spec.txt ├── v4 │ └── spec.txt └── v5 │ └── spec.txt ├── ModelScript ├── v1 │ ├── samples │ │ ├── AttentionMechanism.txt │ │ ├── BlackHole.txt │ │ ├── DifferentiableProgramming.txt │ │ ├── DiffusionTransformerPlusPlus.txt │ │ ├── EmergentNeuralCoherence.txt │ │ ├── HolographicLanguageModel.txt │ │ ├── HyperbolicDimensionalSpace.txt │ │ ├── MatMulFreeLM.txt │ │ ├── NeuralDreamUniverse.txt │ │ ├── PhysicalConsistency.txt │ │ ├── QuantizedTransformerCA.txt │ │ ├── QuantizedTransformerLanguageModel.txt │ │ ├── QuasiSymmetryModel.txt │ │ ├── Unification.txt │ │ ├── UnifyingAttentionV4.txt │ │ └── emergence in complex systems.txt │ └── spec.txt └── v3 │ ├── boot_prompt.txt │ └── samples │ ├── AIContentSystem.txt │ ├── AdvancedEcosystemSimulation.txt │ ├── Apple.txt │ ├── BlackHole.txt │ ├── DigitalHolographicMicroscopySystem.txt │ ├── 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