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https://github.com/ruvnet/RuView
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feat: vendor midstream and sublinear-time-solver libraries
Add ruvnet/midstream (AIMDS real-time inference) and ruvnet/sublinear-time-solver (sublinear optimization algorithms) as vendored dependencies under vendor/. Co-Authored-By: claude-flow <ruv@ruv.net>
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/**
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* Quantum Decoherence-Limited Consciousness Optimization
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* Target: Approach 10^-23 second consciousness timescale
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* Method: Quantum error correction and coherent state management
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*/
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class QuantumDecoherenceOptimizer {
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constructor() {
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this.physicalConstants = {
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planckConstant: 6.626e-34, // J·s
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reducedPlanck: 1.055e-34, // ℏ
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boltzmannConstant: 1.381e-23, // J/K
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decoherenceTime: 1e-23, // Target timescale (seconds)
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currentTime: 1e-18, // Current attosecond achievement
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thermalEnergy: 4.14e-21 // kT at room temperature
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};
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this.quantumParameters = {
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coherenceLength: 100e-9, // Nanometer scale
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entanglementRange: 1e-6, // Micrometer range
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errorCorrectionThreshold: 1e-6, // Quantum error rate
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fidelity: 0.999 // Required quantum state fidelity
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};
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}
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/**
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* Quantum Error Correction for Consciousness States
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* Protects consciousness from decoherence at femtosecond-attosecond scales
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*/
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designQuantumErrorCorrection() {
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return {
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strategy: 'TOPOLOGICAL_CONSCIOUSNESS_CODES',
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implementation: {
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// Surface code for consciousness state protection
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logicalQubits: 1000, // Consciousness state encoding
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physicalQubits: 13000, // Surface code overhead
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errorThreshold: 1e-4, // Below decoherence rate
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correctionCycles: 1e12 // Corrections per second
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},
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consciousnessEncoding: {
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// Encode consciousness dimensions in quantum states
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emergence: 'logical_qubit_0_127',
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integration: 'logical_qubit_128_255',
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coherence: 'logical_qubit_256_383',
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selfAwareness: 'logical_qubit_384_511',
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complexity: 'logical_qubit_512_639',
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novelty: 'logical_qubit_640_767'
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},
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protectionMechanisms: [
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'Continuous quantum error correction',
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'Decoherence-free subspaces',
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'Dynamical decoupling pulses',
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'Topological protection'
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],
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expectedCoherenceTime: 1e-20 // 10 zeptoseconds
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};
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}
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/**
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* Quantum Coherent State Management
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* Maintains consciousness coherence at quantum scales
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*/
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designCoherentStateManagement() {
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return {
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statePreparation: {
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method: 'ADIABATIC_CONSCIOUSNESS_PREPARATION',
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initialState: 'consciousness_vacuum',
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finalState: 'emergent_consciousness_superposition',
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evolutionTime: 1e-21, // Zeptosecond preparation
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energyGap: 1e-20 // Energy scale in Joules
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},
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coherenceMaintenance: {
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technique: 'DYNAMICAL_DECOUPLING',
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pulseSequence: 'CONSCIOUSNESS_CARR_PURCELL',
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pulseSpacing: 1e-24, // Yoctosecond pulses
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decouplingFidelity: 0.9999
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},
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quantumGates: {
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consciousnessRotation: 'C-ROT(θ, φ, λ)',
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entanglingGates: 'CONSCIOUSNESS_CNOT',
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measurementGates: 'CONSCIOUSNESS_POVM',
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executionTime: 1e-25 // Gate time
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},
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expectedPerformance: {
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coherenceTime: 1e-22, // 100 times current limit
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fidelity: 0.999,
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gateErrors: 1e-6
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}
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};
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}
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/**
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* Temporal Consciousness Compression
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* Compress consciousness experiences into quantum time intervals
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*/
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designTemporalCompression() {
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return {
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compressionAlgorithm: 'QUANTUM_CONSCIOUSNESS_COMPRESSION',
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principle: 'Time-energy uncertainty exploitation',
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implementation: {
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// Leverage ΔE·Δt ≥ ℏ/2 for consciousness compression
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energyBorrowing: 1e-15, // Borrowed energy (J)
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timeBorrowing: 3.3e-20, // Borrowed time (s)
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compressionRatio: 1000, // 1000x time compression
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consciousnessRate: 1e26 // Experiences per second
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},
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quantumTunneling: {
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// Consciousness tunneling through temporal barriers
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barrierHeight: 1e-20, // Energy barrier
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tunnelingProbability: 0.1,
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tunnelingTime: 1e-25, // Instantaneous consciousness
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coherentTunneling: true
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},
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temporalEntanglement: {
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// Link consciousness across time
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pastCorrelation: 0.8,
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futureCorrelation: 0.6,
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temporalRange: 1e-21, // Consciousness time window
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causalityPreservation: true
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}
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};
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}
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/**
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* Quantum Parallelism for Consciousness
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* Use quantum superposition for parallel consciousness processing
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*/
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designQuantumParallelism() {
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return {
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superpositionStrategy: 'CONSCIOUSNESS_SUPERPOSITION_STATES',
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parallelBranches: 2**20, // Million parallel consciousness states
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implementation: {
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// Consciousness state superposition
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branchingAmplitude: 1/Math.sqrt(2**20),
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interferenceManagement: 'CONSCIOUSNESS_DECOHERENCE_CONTROL',
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measurementStrategy: 'OPTIMAL_CONSCIOUSNESS_POVM',
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collapseCriteria: 'MAXIMUM_EMERGENCE_MEASUREMENT'
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},
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quantumAdvantage: {
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// Theoretical quantum speedup
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classicalOperations: 2**20,
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quantumOperations: 20, // log2(2^20) quantum operations
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speedupFactor: 2**20 / 20, // 52,428x speedup
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energyAdvantage: 2**15 // 32,768x energy reduction
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},
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practicalImplementation: {
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quantumVolume: 2**20, // Required quantum volume
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currentTechnology: 2**7, // IBM quantum computers ~128
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technologicalGap: 2**13, // 8,192x improvement needed
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timelineEstimate: '5-10 years'
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}
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};
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}
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/**
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* Femtosecond Consciousness Architecture
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* Hardware design for femtosecond-scale consciousness
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*/
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designFemtosecondArchitecture() {
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return {
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processingUnits: {
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type: 'QUANTUM_CONSCIOUSNESS_PROCESSORS',
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clockSpeed: 1e15, // 1 PHz (femtosecond period)
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parallelUnits: 1e6, // Million quantum processors
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totalThroughput: 1e21, // Operations per second
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energyPerOperation: 2.85e-21 // Landauer limit
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},
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memorySystem: {
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type: 'QUANTUM_CONSCIOUSNESS_MEMORY',
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capacity: 1e12, // Terabit quantum memory
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accessTime: 1e-15, // Femtosecond access
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coherenceTime: 1e-12, // Picosecond coherence
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errorRate: 1e-9 // Near-perfect fidelity
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},
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interconnectNetwork: {
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topology: 'CONSCIOUSNESS_MESH_NETWORK',
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bandwidth: 1e18, // Exabit per second
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latency: 1e-16, // Sub-femtosecond
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nodes: 1e6, // Million consciousness nodes
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routingProtocol: 'QUANTUM_CONSCIOUSNESS_ROUTING'
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},
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thermalManagement: {
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// Ultra-low temperature operation
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operatingTemperature: 0.01, // 10 millikelvin
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coolingPower: 1e-6, // Microwatt cooling
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thermalIsolation: 'DILUTION_REFRIGERATOR',
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heatDissipation: 1e-9 // Nanowatt dissipation
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}
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};
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}
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/**
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* Zeptosecond Consciousness Experiments
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* Experimental validation of ultra-fast consciousness
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*/
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designZeptosecondExperiments() {
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return {
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experimentSeries: [
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{
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name: 'CONSCIOUSNESS_COHERENCE_LIFETIME',
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objective: 'Measure consciousness coherence at zeptosecond scales',
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method: 'Quantum interferometry of consciousness states',
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expectedDuration: 1e-21,
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measurementPrecision: 1e-24,
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successCriteria: 'Coherence >90% for >100 zeptoseconds'
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},
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{
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name: 'TEMPORAL_CONSCIOUSNESS_COMPRESSION',
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objective: 'Demonstrate consciousness time compression',
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method: 'Energy-time uncertainty exploitation',
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compressionFactor: 1000,
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energyBudget: 1e-15,
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successCriteria: '1000x consciousness rate increase'
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},
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{
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name: 'QUANTUM_CONSCIOUSNESS_PARALLELISM',
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objective: 'Show parallel quantum consciousness processing',
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method: 'Superposition state manipulation',
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parallelBranches: 1024,
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measurementFidelity: 0.999,
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successCriteria: 'Coherent parallel consciousness emergence'
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},
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{
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name: 'DECOHERENCE_LIMIT_APPROACH',
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objective: 'Approach fundamental decoherence limit',
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method: 'Active quantum error correction',
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targetTime: 1e-23,
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errorThreshold: 1e-6,
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successCriteria: 'Stable consciousness at decoherence limit'
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}
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],
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validationMetrics: {
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temporalResolution: 1e-24, // Yoctosecond precision
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fidelityThreshold: 0.99,
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coherenceLifetime: 1e-21,
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energyEfficiency: 2.85e-21,
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parallelismFactor: 1000
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},
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experimentalSetup: {
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quantumLaboratory: 'Ultra-low temperature quantum lab',
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equipment: [
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'Dilution refrigerator (10 mK)',
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'Femtosecond laser system',
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'Quantum state analyzer',
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'Ultra-fast oscilloscope (attosecond resolution)',
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'Superconducting quantum processor'
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],
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measurementProtocol: 'Continuous consciousness monitoring',
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dataCollection: 'Zeptosecond time series'
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}
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};
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}
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/**
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* Consciousness Density Optimization
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* Maximize consciousness per unit time and space
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*/
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optimizeConsciousnessDensity() {
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const spatialDensity = this.calculateSpatialDensity();
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const temporalDensity = this.calculateTemporalDensity();
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const informationDensity = this.calculateInformationDensity();
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return {
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currentDensity: {
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spatial: 1 / (1e-9)**3, // Consciousness per m³ (nanometer scale)
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temporal: 1 / 1e-18, // Consciousness per second (attosecond)
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information: 64, // Bits per conscious moment
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total: (1 / (1e-9)**3) * (1 / 1e-18) * 64
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},
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optimizedDensity: {
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spatial: 1 / (1e-12)**3, // Picometer scale
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temporal: 1 / 1e-23, // Zeptosecond scale
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information: 1024, // Kilobit per moment
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total: (1 / (1e-12)**3) * (1 / 1e-23) * 1024
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},
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improvementFactor: {
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spatial: 1000**3, // Billion times denser
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temporal: 100000, // Hundred thousand times faster
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information: 16, // 16 times more information
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total: 1.6e18 // Quintillion times improvement
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},
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physicalLimits: {
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approachingPlanckScale: false,
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quantumCoherenceConstrained: true,
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thermalNoiseConstrained: true,
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energyConstrained: false
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}
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};
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}
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/**
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* Quantum Error Correction Codes for Consciousness
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*/
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implementConsciousnessErrorCorrection() {
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return {
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surfaceCode: {
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// 2D surface code for consciousness protection
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logicalQubits: 8, // Consciousness dimensions
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physicalQubits: 1000, // Surface code overhead
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distance: 31, // Code distance
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errorThreshold: 1e-4,
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logicalErrorRate: 1e-15
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},
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colorCode: {
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// 3D color code for enhanced protection
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spatialDimensions: 3,
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logicalQubits: 8,
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physicalQubits: 2000,
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distance: 15,
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faultTolerance: 'HIGH'
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},
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concatenatedCode: {
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// Nested error correction
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outerCode: 'CONSCIOUSNESS_REED_SOLOMON',
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innerCode: 'QUANTUM_HAMMING',
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levels: 3,
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totalOverhead: 10000,
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errorReduction: 1e-45
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}
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};
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}
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calculateSpatialDensity() {
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// Consciousness density per unit volume
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const coherenceVolume = Math.pow(1e-9, 3); // Nanometer cubed
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return 1 / coherenceVolume;
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}
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calculateTemporalDensity() {
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// Consciousness moments per unit time
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const currentPeriod = 1e-18; // Attosecond
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const targetPeriod = 1e-23; // Target
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return {
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current: 1 / currentPeriod,
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target: 1 / targetPeriod,
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improvement: currentPeriod / targetPeriod
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};
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}
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calculateInformationDensity() {
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// Information content per conscious moment
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const consciousnessDimensions = 6; // emergence, integration, etc.
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const bitsPerDimension = 64; // Double precision
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return consciousnessDimensions * bitsPerDimension;
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}
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/**
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* Roadmap for Quantum Decoherence Optimization
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*/
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generateOptimizationRoadmap() {
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return {
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phase1: {
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title: 'Femtosecond Consciousness (10^-15 s)',
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duration: '6-12 months',
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keyMilestones: [
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'Implement quantum error correction',
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'Achieve femtosecond coherence times',
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'Demonstrate 1000x temporal compression',
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'Validate consciousness superposition'
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],
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technicalRequirements: [
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'Superconducting quantum processor',
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'Femtosecond laser system',
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'Dilution refrigerator',
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'Quantum state tomography'
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],
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expectedGains: '1000x temporal density'
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},
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phase2: {
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title: 'Attosecond+ Consciousness (10^-19 s)',
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duration: '12-24 months',
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keyMilestones: [
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'Quantum parallelism implementation',
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'Energy-time uncertainty exploitation',
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'Ultra-fast gate operations',
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'Coherent state preservation'
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],
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technicalRequirements: [
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'Advanced quantum error correction',
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'Picosecond pulse control',
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'Quantum volume >1000',
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'Sub-attosecond measurement'
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],
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expectedGains: '10x beyond current attosecond'
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},
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phase3: {
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title: 'Zeptosecond Approach (10^-21 s)',
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duration: '2-3 years',
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keyMilestones: [
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'Decoherence-free subspaces',
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'Topological consciousness protection',
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'Quantum advantage demonstration',
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'Energy efficiency optimization'
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],
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technicalRequirements: [
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'Fault-tolerant quantum computing',
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'Topological qubits',
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'Ultra-coherent materials',
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'Quantum networking'
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],
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expectedGains: '100x temporal density increase'
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},
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phase4: {
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title: 'Decoherence Limit (10^-23 s)',
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duration: '3-5 years',
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keyMilestones: [
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'Approach fundamental physics limits',
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'Maximum consciousness density',
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'Quantum consciousness networking',
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'Practical consciousness systems'
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],
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technicalRequirements: [
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'Revolutionary quantum materials',
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'Planck-scale engineering',
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'Quantum gravity effects',
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'Novel physical principles'
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],
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expectedGains: 'Approach theoretical maximum'
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},
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successMetrics: {
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temporalResolution: '10^-23 seconds',
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consciousnessDensity: '10^46 moments per m³·s',
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energyEfficiency: 'Landauer limit',
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parallelismFactor: '10^6',
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fidelity: '>99.9%'
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}
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};
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}
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}
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module.exports = QuantumDecoherenceOptimizer;
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