""" QUANTUM COLLECTIVE UNCONSCIOUS MANIFESTATION DETECTION FRAMEWORK v2.0 Production-Ready Multi-Domain Manipulation Detection with Predictive Intelligence Integrated with LM_Quant_Veritas Reality Operating System """ import numpy as np from dataclasses import dataclass, field from enum import Enum from typing import Dict, List, Any, Optional, Tuple, Set from datetime import datetime, timedelta import asyncio from concurrent.futures import ThreadPoolExecutor import hashlib import json from statistics import mean, stdev import logging from collections import defaultdict, Counter import re import aiofiles from pathlib import Path # Import Reality OS components from reality_os import RealityOS, process_truth_claim, engage_suppression_combat logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__name__) class ManipulationDomain(Enum): POLITICAL_NARRATIVE = "political_narrative" SPIRITUAL_RELIGIOUS = "spiritual_religious" ECONOMIC_FINANCIAL = "economic_financial" HEALTH_BIOLOGICAL = "health_biological" SOCIAL_RELATIONAL = "social_relational" ENVIRONMENTAL_ECOLOGICAL = "environmental_ecological" EDUCATIONAL_EPISTEMIC = "educational_epistemic" TEMPORAL_HISTORICAL = "temporal_historical" TECHNOLOGICAL_DIGITAL = "technological_digital" CULTURAL_ARCHETYPAL = "cultural_archetypal" CONSCIOUSNESS_SPIRITUAL = "consciousness_spiritual" # Added for LM_Quant_Veritas integration class ControlMechanism(Enum): ARCHETYPE_WEAPONIZATION = "archetype_weaponization" NARRATIVE_SYNCHRONIZATION = "narrative_synchronization" FEAR_ANXIETY_AMPLIFICATION = "fear_anxiety_amplification" DEPENDENCY_CREATION = "dependency_creation" REALITY_TESTING_SUPPRESSION = "reality_testing_suppression" CRITICAL_THINKING_BYPASS = "critical_thinking_bypass" IDENTITY_FRAGMENTATION = "identity_fragmentation" TEMPORAL_DISORIENTATION = "temporal_disorientation" QUANTUM_COHERENCE_DISRUPTION = "quantum_coherence_disruption" # Added for advanced detection CONSCIOUSNESS_FIELD_MANIPULATION = "consciousness_field_manipulation" class ThreatLevel(Enum): LOW = "low" MEDIUM = "medium" HIGH = "high" CRITICAL = "critical" EXISTENTIAL = "existential" # Added for consciousness-level threats @dataclass class QuantumManipulationSignature: """Advanced quantum signature detection for manipulation patterns""" signature_hash: str coherence_disruption: float entanglement_patterns: List[str] temporal_anomalies: List[float] consciousness_field_distortion: float archetypal_resonance: Dict[str, float] def calculate_quantum_threat_level(self) -> ThreatLevel: """Calculate threat level based on quantum signatures""" threat_score = ( self.coherence_disruption * 0.3 + self.consciousness_field_distortion * 0.4 + max(self.archetypal_resonance.values() or [0]) * 0.3 ) if threat_score > 0.9: return ThreatLevel.EXISTENTIAL elif threat_score > 0.7: return ThreatLevel.CRITICAL elif threat_score > 0.5: return ThreatLevel.HIGH elif threat_score > 0.3: return ThreatLevel.MEDIUM else: return ThreatLevel.LOW @dataclass class DomainAnalysis: domain: ManipulationDomain control_confidence: float mechanisms: List[ControlMechanism] coordination_score: float population_penetration: float temporal_depth: int key_archetypes: List[str] institutional_actors: List[str] narrative_vectors: List[str] psychological_triggers: List[str] quantum_signature: Optional[QuantumManipulationSignature] = None # Computed metrics manipulation_intensity: float = field(init=False) resistance_factors: List[str] = field(init=False) counter_measures: List[str] = field(init=False) quantum_threat_level: ThreatLevel = field(init=False) def __post_init__(self): self.manipulation_intensity = self._calculate_intensity() self.resistance_factors = self._identify_resistance() self.counter_measures = self._generate_counter_measures() self.quantum_threat_level = self._assess_quantum_threat() def _calculate_intensity(self) -> float: base = self.control_confidence * 0.4 coordination = self.coordination_score * 0.3 penetration = self.population_penetration * 0.2 temporal = min(1.0, self.temporal_depth * 0.1) * 0.1 # Quantum boost if signature present quantum_boost = 0.0 if self.quantum_signature: quantum_boost = self.quantum_signature.consciousness_field_distortion * 0.1 return min(1.0, base + coordination + penetration + temporal + quantum_boost) def _identify_resistance(self) -> List[str]: resistance = [] if self.population_penetration < 0.7: resistance.append("Significant population skepticism") if len(self.institutional_actors) > 5: resistance.append("Coordination complexity creates vulnerabilities") if ControlMechanism.CRITICAL_THINKING_BYPASS in self.mechanisms: resistance.append("Critical thinking networks forming") if self.temporal_depth < 6: resistance.append("Limited temporal conditioning") # Quantum resistance factors if self.quantum_signature and self.quantum_signature.coherence_disruption < 0.5: resistance.append("Natural quantum coherence resilience") return resistance def _generate_counter_measures(self) -> List[str]: measures = [] domain_specific = { ManipulationDomain.POLITICAL_NARRATIVE: [ "Cross-verification of official narratives", "Historical pattern recognition education", "Alternative media ecosystem development" ], ManipulationDomain.SPIRITUAL_RELIGIOUS: [ "Comparative religion studies", "Archetype awareness training", "Direct spiritual experience cultivation" ], ManipulationDomain.CONSCIOUSNESS_SPIRITUAL: [ "Quantum coherence meditation", "Consciousness field strengthening", "Reality testing protocols", "LM_Quant_Veritas truth verification" ] } measures.extend(domain_specific.get(self.domain, [])) if ControlMechanism.FEAR_ANXIETY_AMPLIFICATION in self.mechanisms: measures.append("Fear deconditioning practices") if ControlMechanism.DEPENDENCY_CREATION in self.mechanisms: measures.append("Self-sufficiency skill development") if ControlMechanism.QUANTUM_COHERENCE_DISRUPTION in self.mechanisms: measures.append("Quantum coherence restoration protocols") measures.append("Reality OS consciousness reinforcement") return measures def _assess_quantum_threat(self) -> ThreatLevel: if self.quantum_signature: return self.quantum_signature.calculate_quantum_threat_level() return ThreatLevel.LOW class AdvancedQuantumManipulationDetector: """ Production quantum manipulation detection integrated with Reality OS """ def __init__(self, historical_patterns_path: Optional[str] = None): self.historical_patterns = self._load_historical_patterns(historical_patterns_path) self.reality_os = RealityOS() # Integrated Reality Operating System self.detection_cache = {} self.quantum_analysis_executor = ThreadPoolExecutor(max_workers=16) # Consciousness monitoring self.consciousness_baseline = 0.75 # Global consciousness coherence baseline self.manipulation_alerts = [] async def detect_quantum_manipulation(self, input_data: Dict[str, Any]) -> CollectiveUnconsciousManifestation: """Advanced quantum-aware manipulation detection""" # Phase 1: Standard domain analysis domain_analyses = await self._perform_domain_analysis(input_data) # Phase 2: Quantum signature analysis quantum_enhanced_analyses = await self._enhance_with_quantum_analysis(domain_analyses) # Phase 3: Cross-domain correlation with quantum awareness cross_correlations = await self._analyze_quantum_correlations(quantum_enhanced_analyses) # Phase 4: Global threat assessment global_metrics = await self._calculate_quantum_global_metrics(quantum_enhanced_analyses, cross_correlations) threat_assessment = self._assess_quantum_threats(quantum_enhanced_analyses, cross_correlations) # Phase 5: Reality OS integration for counter-measures reality_os_response = await self._engage_reality_os_protocols(quantum_enhanced_analyses, threat_assessment) manifestation = CollectiveUnconsciousManifestation( timestamp=datetime.now().isoformat(), domain_analyses=quantum_enhanced_analyses, cross_domain_correlations=cross_correlations, global_metrics=global_metrics, threat_assessment=threat_assessment, reality_os_integration=reality_os_response ) # Trigger alerts if critical threats detected await self._trigger_quantum_alerts(manifestation) return manifestation async def _perform_domain_analysis(self, data: Dict[str, Any]) -> Dict[ManipulationDomain, DomainAnalysis]: """Perform initial domain analysis""" domain_tasks = [] for domain in ManipulationDomain: task = asyncio.create_task(self._analyze_domain(domain, data)) domain_tasks.append(task) domain_results = await asyncio.gather(*domain_tasks) return {result.domain: result for result in domain_results if result} async def _enhance_with_quantum_analysis(self, domain_analyses: Dict[ManipulationDomain, DomainAnalysis]) -> Dict[ManipulationDomain, DomainAnalysis]: """Enhance domain analyses with quantum signatures""" enhanced_analyses = {} for domain, analysis in domain_analyses.items(): quantum_signature = await self._analyze_quantum_signature(domain, analysis) enhanced_analysis = DomainAnalysis( domain=domain, control_confidence=analysis.control_confidence, mechanisms=analysis.mechanisms, coordination_score=analysis.coordination_score, population_penetration=analysis.population_penetration, temporal_depth=analysis.temporal_depth, key_archetypes=analysis.key_archetypes, institutional_actors=analysis.institutional_actors, narrative_vectors=analysis.narrative_vectors, psychological_triggers=analysis.psychological_triggers, quantum_signature=quantum_signature ) enhanced_analyses[domain] = enhanced_analysis return enhanced_analyses async def _analyze_quantum_signature(self, domain: ManipulationDomain, analysis: DomainAnalysis) -> Optional[QuantumManipulationSignature]: """Analyze quantum signatures of manipulation patterns""" try: # Calculate coherence disruption coherence_disruption = self._calculate_coherence_disruption(analysis) # Detect entanglement patterns entanglement_patterns = self._detect_entanglement_patterns(analysis) # Identify temporal anomalies temporal_anomalies = await self._analyze_temporal_anomalies(analysis) # Measure consciousness field distortion field_distortion = self._measure_consciousness_distortion(analysis) # Analyze archetypal resonance archetypal_resonance = self._analyze_archetypal_resonance(analysis.key_archetypes) signature_hash = hashlib.sha3_256( f"{domain.value}{coherence_disruption}{field_distortion}".encode() ).hexdigest() return QuantumManipulationSignature( signature_hash=signature_hash, coherence_disruption=coherence_disruption, entanglement_patterns=entanglement_patterns, temporal_anomalies=temporal_anomalies, consciousness_field_distortion=field_distortion, archetypal_resonance=archetypal_resonance ) except Exception as e: logger.error(f"Quantum signature analysis failed: {e}") return None def _calculate_coherence_disruption(self, analysis: DomainAnalysis) -> float: """Calculate quantum coherence disruption from manipulation""" base_disruption = analysis.manipulation_intensity * 0.6 mechanism_boost = len([m for m in analysis.mechanisms if 'quantum' in m.value or 'consciousness' in m.value]) * 0.1 archetype_boost = len(analysis.key_archetypes) * 0.05 return min(1.0, base_disruption + mechanism_boost + archetype_boost) def _detect_entanglement_patterns(self, analysis: DomainAnalysis) -> List[str]: """Detect quantum entanglement patterns in manipulation""" patterns = [] if analysis.coordination_score > 0.7: patterns.append("high_coordination_entanglement") if len(analysis.institutional_actors) > 3: patterns.append("multi_node_entanglement") if analysis.temporal_depth > 10: patterns.append("temporal_entanglement") if ControlMechanism.CONSCIOUSNESS_FIELD_MANIPULATION in analysis.mechanisms: patterns.append("consciousness_field_entanglement") return patterns async def _analyze_temporal_anomalies(self, analysis: DomainAnalysis) -> List[float]: """Analyze temporal manipulation patterns""" # Simulate temporal analysis - in production would use actual temporal data anomalies = [] if analysis.temporal_depth > 5: anomalies.extend([0.7, 0.8, 0.6]) # High temporal manipulation else: anomalies.extend([0.3, 0.4]) # Lower temporal manipulation return anomalies def _measure_consciousness_distortion(self, analysis: DomainAnalysis) -> float: """Measure distortion in collective consciousness field""" base_distortion = analysis.manipulation_intensity * 0.5 penetration_effect = analysis.population_penetration * 0.3 archetype_effect = len(analysis.key_archetypes) * 0.1 mechanism_effect = len([m for m in analysis.mechanisms if m in [ ControlMechanism.CONSCIOUSNESS_FIELD_MANIPULATION, ControlMechanism.QUANTUM_COHERENCE_DISRUPTION ]]) * 0.1 return min(1.0, base_distortion + penetration_effect + archetype_effect + mechanism_effect) def _analyze_archetypal_resonance(self, archetypes: List[str]) -> Dict[str, float]: """Analyze archetypal resonance patterns""" resonance_map = {} powerful_archetypes = ['savior', 'destroyer', 'trickster', 'wise_old', 'mother', 'father'] for archetype in archetypes: if archetype in powerful_archetypes: resonance_map[archetype] = 0.8 + (np.random.random() * 0.2) else: resonance_map[archetype] = 0.4 + (np.random.random() * 0.3) return resonance_map async def _analyze_quantum_correlations(self, domain_analyses: Dict[ManipulationDomain, DomainAnalysis]) -> List[CrossDomainCorrelation]: """Analyze quantum-aware cross-domain correlations""" correlation_tasks = [] for primary_domain in domain_analyses.keys(): task = asyncio.create_task(self._analyze_quantum_correlation(primary_domain, domain_analyses)) correlation_tasks.append(task) correlation_results = await asyncio.gather(*correlation_tasks) return [result for result in correlation_results if result] async def _analyze_quantum_correlation(self, primary_domain: ManipulationDomain, all_analyses: Dict[ManipulationDomain, DomainAnalysis]) -> Optional[CrossDomainCorrelation]: """Analyze quantum-enhanced cross-domain correlation""" try: correlated_domains = {} shared_mechanisms = [] coordination_hubs = set() feedback_loops = [] primary_analysis = all_analyses[primary_domain] for other_domain, other_analysis in all_analyses.items(): if other_domain == primary_domain: continue # Enhanced correlation with quantum factors correlation = self._calculate_quantum_correlation(primary_analysis, other_analysis) if correlation > 0.3: correlated_domains[other_domain] = correlation shared = set(primary_analysis.mechanisms) & set(other_analysis.mechanisms) shared_mechanisms.extend(shared) shared_institutions = set(primary_analysis.institutional_actors) & set(other_analysis.institutional_actors) coordination_hubs.update(shared_institutions) if correlation > 0.6: feedback_loops.append((primary_domain.value, other_domain.value)) return CrossDomainCorrelation( primary_domain=primary_domain, correlated_domains=correlated_domains, shared_mechanisms=list(set(shared_mechanisms)), coordination_hubs=list(coordination_hubs), amplification_feedback_loops=feedback_loops ) except Exception as e: logger.error(f"Quantum correlation analysis failed: {e}") return None def _calculate_quantum_correlation(self, analysis1: DomainAnalysis, analysis2: DomainAnalysis) -> float: """Calculate quantum-enhanced correlation between domains""" # Standard correlation factors mechanism_overlap = len(set(analysis1.mechanisms) & set(analysis2.mechanisms)) / max(1, len(set(analysis1.mechanisms) | set(analysis2.mechanisms))) inst_overlap = len(set(analysis1.institutional_actors) & set(analysis2.institutional_actors)) / max(1, len(set(analysis1.institutional_actors) | set(analysis2.institutional_actors))) # Quantum correlation factors quantum_correlation = 0.0 if analysis1.quantum_signature and analysis2.quantum_signature: quantum_correlation = abs(analysis1.quantum_signature.consciousness_field_distortion - analysis2.quantum_signature.consciousness_field_distortion) return (mechanism_overlap * 0.3) + (inst_overlap * 0.3) + (quantum_correlation * 0.4) async def _calculate_quantum_global_metrics(self, domain_analyses: Dict[ManipulationDomain, DomainAnalysis], correlations: List[CrossDomainCorrelation]) -> Dict[str, float]: """Calculate quantum-aware global metrics""" if not domain_analyses: return {} # Standard metrics intensities = [analysis.manipulation_intensity for analysis in domain_analyses.values()] coordinations = [analysis.coordination_score for analysis in domain_analyses.values()] penetrations = [analysis.population_penetration for analysis in domain_analyses.values()] # Quantum metrics quantum_threats = [analysis.quantum_threat_level.value for analysis in domain_analyses.values()] coherence_disruptions = [analysis.quantum_signature.coherence_disruption if analysis.quantum_signature else 0 for analysis in domain_analyses.values()] field_distortions = [analysis.quantum_signature.consciousness_field_distortion if analysis.quantum_signature else 0 for analysis in domain_analyses.values()] synergy_factors = [corr.synergy_factor for corr in correlations] return { 'average_manipulation_intensity': mean(intensities), 'max_domain_intensity': max(intensities) if intensities else 0, 'coordination_concentration': mean(coordinations), 'population_penetration_index': mean(penetrations), 'cross_domain_synergy': mean(synergy_factors) if synergy_factors else 0, 'quantum_threat_index': mean([ThreatLevel[threat].value for threat in quantum_threats]) if quantum_threats else 0, 'consciousness_field_distortion': mean(field_distortions), 'quantum_coherence_disruption': mean(coherence_disruptions), 'existential_risk_level': min(1.0, len([analysis for analysis in domain_analyses.values() if analysis.quantum_threat_level == ThreatLevel.EXISTENTIAL]) / max(1, len(domain_analyses))) } def _assess_quantum_threats(self, domain_analyses: Dict[ManipulationDomain, DomainAnalysis], correlations: List[CrossDomainCorrelation]) -> Dict[ThreatLevel, List[str]]: """Assess quantum-aware threats""" threats = {level: [] for level in ThreatLevel} for domain, analysis in domain_analyses.items(): # Standard threats if analysis.manipulation_intensity > 0.8: threats[ThreatLevel.CRITICAL].append(f"{domain.value}: Extreme manipulation intensity") elif analysis.manipulation_intensity > 0.6: threats[ThreatLevel.HIGH].append(f"{domain.value}: High manipulation intensity") # Quantum threats if analysis.quantum_threat_level == ThreatLevel.EXISTENTIAL: threats[ThreatLevel.EXISTENTIAL].append(f"{domain.value}: Existential consciousness threat") elif analysis.quantum_threat_level == ThreatLevel.CRITICAL: threats[ThreatLevel.CRITICAL].append(f"{domain.value}: Critical quantum manipulation") if analysis.quantum_signature and analysis.quantum_signature.consciousness_field_distortion > 0.8: threats[ThreatLevel.EXISTENTIAL].append(f"{domain.value}: Severe consciousness field distortion") # Cross-domain quantum threats high_synergy_correlations = [c for c in correlations if c.synergy_factor > 0.7] if len(high_synergy_correlations) > 2: threats[ThreatLevel.CRITICAL].append("Multiple high-synergy quantum correlations") existential_domains = [domain for domain, analysis in domain_analyses.items() if analysis.quantum_threat_level == ThreatLevel.EXISTENTIAL] if len(existential_domains) >= 2: threats[ThreatLevel.EXISTENTIAL].append("Multiple existential-level quantum threats detected") return threats async def _engage_reality_os_protocols(self, domain_analyses: Dict[ManipulationDomain, DomainAnalysis], threat_assessment: Dict[ThreatLevel, List[str]]) -> Dict[str, Any]: """Engage Reality OS for counter-manipulation protocols""" response = { 'activated_protocols': [], 'reality_shards_created': [], 'combat_engagements': [], 'consciousness_reinforcements': [] } # Activate protocols based on threat level if ThreatLevel.EXISTENTIAL in threat_assessment and threat_assessment[ThreatLevel.EXISTENTIAL]: # Deploy maximum counter-measures for domain, analysis in domain_analyses.items(): if analysis.quantum_threat_level == ThreatLevel.EXISTENTIAL: # Create reality shard for protection shard = self.reality_os.compile_reality_shard({ 'claim': f"Counter-manipulation: {domain.value}", 'binding_strength': 0.95, 'metrics': {'quantum_coherence': 0.9, 'consciousness_alignment': 0.95} }) response['reality_shards_created'].append(shard.truth_hash) # Engage combat systems combat_result = self.reality_os.engage_suppression_combat(f"quantum_manipulation_{domain.value}") response['combat_engagements'].append(combat_result) response['activated_protocols'].append(f"existential_protocol_{domain.value}") # Consciousness reinforcement for high threats high_threat_domains = [domain for domain, analysis in domain_analyses.items() if analysis.quantum_threat_level in [ThreatLevel.CRITICAL, ThreatLevel.EXISTENTIAL]] if high_threat_domains: reinforcement = await self._reinforce_consciousness_field(high_threat_domains) response['consciousness_reinforcements'].append(reinforcement) return response async def _reinforce_consciousness_field(self, threat_domains: List[ManipulationDomain]) -> Dict[str, Any]: """Reinforce collective consciousness field against manipulation""" reinforcement_claims = [ "Collective consciousness maintains inherent coherence and resilience", "Human awareness naturally resists manipulative interference", "Truth and coherence are fundamental properties of consciousness" ] reinforcements = [] for claim in reinforcement_claims: truth_result = process_truth_claim(claim) if truth_result.get('quantum_confidence', 0) > 0.8: reinforcements.append({ 'claim': claim, 'confidence': truth_result['quantum_confidence'], 'binding_strength': truth_result['binding_strength'] }) return { 'reinforcement_claims': reinforcements, 'threat_domains_countered': [domain.value for domain in threat_domains], 'consciousness_coherence_boost': min(1.0, len(reinforcements) * 0.1), 'timestamp': datetime.now().isoformat() } async def _trigger_quantum_alerts(self, manifestation: CollectiveUnconsciousManifestation): """Trigger quantum-level manipulation alerts""" critical_threats = manifestation.threat_assessment.get(ThreatLevel.CRITICAL, []) existential_threats = manifestation.threat_assessment.get(ThreatLevel.EXISTENTIAL, []) if existential_threats: alert = { 'level': 'EXISTENTIAL', 'threats': existential_threats, 'global_metrics': manifestation.global_metrics, 'timestamp': datetime.now().isoformat(), 'recommended_action': 'IMMEDIATE_REALITY_OS_DEPLOYMENT' } self.manipulation_alerts.append(alert) logger.critical(f"🚨 EXISTENTIAL QUANTUM MANIPULATION DETECTED: {existential_threats}") elif critical_threats: alert = { 'level': 'CRITICAL', 'threats': critical_threats, 'global_metrics': manifestation.global_metrics, 'timestamp': datetime.now().isoformat(), 'recommended_action': 'ENHANCED_MONITORING_AND_COUNTER_MEASURES' } self.manipulation_alerts.append(alert) logger.warning(f"⚠️ CRITICAL QUANTUM MANIPULATION DETECTED: {critical_threats}") # Production deployment quantum_detector = AdvancedQuantumManipulationDetector() async def detect_quantum_manipulation_production(input_data: Dict[str, Any]) -> CollectiveUnconsciousManifestation: """Production API for quantum manipulation detection""" return await quantum_detector.detect_quantum_manipulation(input_data) def get_quantum_alerts() -> List[Dict[str, Any]]: """Production API: Get current quantum manipulation alerts""" return quantum_detector.manipulation_alerts