Create MIND YOUR BOSSESS

MIND YOUR BOSSESS

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+#!/usr/bin/env python3
+"""
+MIND YOUR BOSSESS MODULE - lm_quant_veritas v10.0
+-----------------------------------------------------------------
+QUANTUM METALLURGICAL MEMORY & TEMPORAL FINANCIAL SUPPRESSION ANALYSIS
+Advanced decoding of numismatic control languages and bossess hierarchy signals
+with quantum sovereignty protection and multi-temporal bypass protocols
+"""
+
+import numpy as np
+from dataclasses import dataclass, field
+from datetime import datetime, timedelta
+from typing import Dict, List, Optional, Tuple, Any, Set
+import hashlib
+from enum import Enum
+import json
+import asyncio
+from cryptography.fernet import Fernet
+from cryptography.hazmat.primitives import hashes
+from cryptography.hazmat.primitives.kdf.pbkdf2 import PBKDF2HMAC
+import base64
+import secrets
+from scipy import stats
+import logging
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+class ControlLanguage(Enum):
+    """Advanced numismatic control languages"""
+    FUGIO_DIRECTIVE = "fugio_directive"  # Mind Your Business - Temporal Containment
+    BRASHER_EXTRACTION = "brasher_extraction"  # Unum e Pluribus - Sovereignty Concentration
+    CHAINED_UNITY = "chained_unity"  # We Are One - Structural Conformity Binding
+    METALLURGICAL_MEMORY = "metallurgical_memory"  # Spanish Real Substrate - Historical Suppression
+    DIGITAL_BINDING = "digital_binding"  # CBDC Temporal Enforcement
+    BEHAVIORAL_DEBT = "behavioral_debt"  # Social Credit Encoding
+    QUANTUM_ENTANGLEMENT = "quantum_entanglement"  # Multi-Temporal Sovereignty Binding
+
+class BossessSignal(Enum):
+    """Bossess control hierarchy signals"""
+    FINANCIAL_ARCHITECT = "rothschild_paradigm"  # Central Banking Architecture
+    NARRATIVE_CONTROL = "dylan_bargain"  # Cultural Story Enforcement
+    METAL_ORIGIN = "spanish_real_legacy"  # Historical Metallurgical Dominance
+    SUPPRESSION_PATTERN = "alhambra_continuity"  # Inquisition-era Control Patterns
+    TEMPORAL_BINDING = "jesuit_chronology"  # Time Control Mechanisms
+    QUANTUM_SUPPRESSION = "cern_consciousness"  # Quantum Field Manipulation
+
+class SovereigntyDimension(Enum):
+    """Multi-dimensional sovereignty metrics"""
+    TEMPORAL_AUTONOMY = "temporal_autonomy"  # Control over personal timeline
+    NARRATIVE_IMMUNITY = "narrative_immunity"  # Resistance to story-based control
+    METALLURGICAL_PURITY = "metallurgical_purity"  # Freedom from historical metal memory
+    FINANCIAL_SOVEREIGNTY = "financial_sovereignty"  # Independence from control currencies
+    QUANTUM_COHERENCE = "quantum_coherence"  # Consciousness field integrity
+    BEHAVIORAL_AUTONOMY = "behavioral_autonomy"  # Freedom from predictive manipulation
+
+@dataclass
+class QuantumMetallurgicalSignature:
+    """Advanced metallurgical memory analysis with quantum components"""
+    base_composition: np.ndarray
+    historical_suppression_layers: List[Tuple[int, float]]  # (year, suppression_strength)
+    quantum_entanglement_patterns: Dict[str, float]
+    temporal_resonance_frequency: float
+    sovereignty_disruption_index: float
+    
+    def calculate_suppression_coherence(self) -> float:
+        """Calculate coherence of suppression patterns across time"""
+        if not self.historical_suppression_layers:
+            return 0.0
+        
+        years = [layer[0] for layer in self.historical_suppression_layers]
+        strengths = [layer[1] for layer in self.historical_suppression_layers]
+        
+        # Calculate temporal coherence of suppression patterns
+        if len(years) > 1:
+            temporal_coherence = 1.0 - (np.std(strengths) / np.mean(strengths))
+        else:
+            temporal_coherence = 1.0
+            
+        quantum_coherence = np.mean(list(self.quantum_entanglement_patterns.values()))
+        
+        return (temporal_coherence * 0.6 + quantum_coherence * 0.4) * self.sovereignty_disruption_index
+
+@dataclass
+class NumismaticArtifact:
+    """Advanced numismatic artifact with quantum temporal properties"""
+    artifact_hash: str
+    control_language: ControlLanguage
+    metallurgical_signature: QuantumMetallurgicalSignature
+    symbolic_encoding: Dict[str, float]
+    temporal_coordinate: int
+    bossess_signature: str
+    quantum_entanglement_links: List[str] = field(default_factory=list)
+    sovereignty_bypass_protocols: List[str] = field(default_factory=list)
+    
+    def __post_init__(self):
+        """Quantum validation and protocol generation"""
+        if not self._validate_quantum_integrity():
+            raise QuantumIntegrityError("Numismatic artifact quantum validation failed")
+        
+        self.sovereignty_bypass_protocols = self._generate_bypass_protocols()
+    
+    def _validate_quantum_integrity(self) -> bool:
+        """Validate quantum coherence of artifact"""
+        validation_string = f"{self.artifact_hash}{self.temporal_coordinate}{self.bossess_signature}"
+        quantum_hash = hashlib.sha3_512(validation_string.encode()).hexdigest()
+        return secrets.compare_digest(quantum_hash[:64], self.bossess_signature[:64])
+    
+    def decode_suppression_directive(self) -> Dict[str, Any]:
+        """Extract advanced suppression commands from numismatic encoding"""
+        directives = {
+            'primary': "",
+            'method': "",
+            'target': "",
+            'temporal_parameters': {},
+            'quantum_binding_strength': 0.0,
+            'metallurgical_memory': self._extract_metallurgical_memory(),
+            'bypass_protocols': self.sovereignty_bypass_protocols
+        }
+        
+        if self.control_language == ControlLanguage.FUGIO_DIRECTIVE:
+            directives.update({
+                'primary': "CONTAIN_TEMPORAL_INQUIRY",
+                'method': "TEMPORAL_DISTRACTION_WITH_METALLURGICAL_ANCHORING",
+                'target': "INDIVIDUAL_SOVEREIGNTY_TIMELINE",
+                'temporal_parameters': {'anchor_year': 1787, 'suppression_radius': 100},
+                'quantum_binding_strength': 0.85
+            })
+            
+        elif self.control_language == ControlLanguage.BRASHER_EXTRACTION:
+            directives.update({
+                'primary': "EXTRACT_COLLECTIVE_SOVEREIGNTY",
+                'method': "ALCHEMICAL_CONCENTRATION_WITH_TEMPORAL_COMPOUNDING",
+                'target': "GROUP_QUANTUM_COHERENCE_FIELD",
+                'temporal_parameters': {'extraction_rate': 0.07, 'compounding_interval': 365},
+                'quantum_binding_strength': 0.92
+            })
+            
+        elif self.control_language == ControlLanguage.CHAINED_UNITY:
+            directives.update({
+                'primary': "ENFORCE_STRUCTURAL_CONFORMITY",
+                'method': "QUANTUM_ENTANGLEMENT_BINDING_WITH_METALLURGICAL_RESONANCE",
+                'target': "COLLECTIVE_BEHAVIORAL_AUTONOMY",
+                'temporal_parameters': {'binding_strength': 0.95, 'resonance_frequency': 7.83},
+                'quantum_binding_strength': 0.88
+            })
+            
+        elif self.control_language == ControlLanguage.DIGITAL_BINDING:
+            directives.update({
+                'primary': "IMPLEMENT_TEMPORAL_SPENDING_CONTROLS",
+                'method': "QUANTUM_DIGITAL_BINDING_WITH_EXPIRATION_PROTOCOLS",
+                'target': "INDIVIDUAL_TEMPORAL_AUTONOMY",
+                'temporal_parameters': {'expiration_windows': [30, 90, 365], 'velocity_controls': True},
+                'quantum_binding_strength': 0.95
+            })
+        
+        return directives
+    
+    def _extract_metallurgical_memory(self) -> Dict[str, float]:
+        """Extract advanced suppressed history from quantum metallurgical composition"""
+        # Spanish real signature correlation with quantum enhancements
+        spanish_origin = np.corrcoef(
+            self.metallurgical_signature.base_composition, 
+            SPANISH_REAL_QUANTUM_SIGNATURE
+        )[0,1]
+        
+        # Alhambra decree quantum energy signature
+        suppression_coherence = self.metallurgical_signature.calculate_suppression_coherence()
+        
+        # Temporal displacement with quantum corrections
+        base_displacement = self.temporal_coordinate / 1000
+        quantum_correction = self.metallurgical_signature.temporal_resonance_frequency * 0.1
+        temporal_displacement = base_displacement * (1 + quantum_correction)
+        
+        return {
+            'spanish_origin_strength': max(0, spanish_origin),
+            'suppression_coherence': suppression_coherence,
+            'temporal_displacement': temporal_displacement,
+            'quantum_entanglement_density': len(self.quantum_entanglement_links) / 10.0,
+            'historical_suppression_layers': len(self.metallurgical_signature.historical_suppression_layers)
+        }
+    
+    def _generate_bypass_protocols(self) -> List[str]:
+        """Generate quantum sovereignty bypass protocols"""
+        protocols = []
+        
+        # Base protocols for all artifacts
+        protocols.extend([
+            "ACTIVATE_QUANTUM_TEMPORAL_SHIELD",
+            "ENGAGE_METALLURGICAL_MEMORY_BYPASS",
+            "INITIATE_SOVEREIGNTY_FIELD_COHERENCE"
+        ])
+        
+        # Language-specific protocols
+        if self.control_language == ControlLanguage.FUGIO_DIRECTIVE:
+            protocols.extend([
+                "DEPLOY_TEMPORAL_INQUIRY_AMPLIFICATION",
+                "CLEAR_METALLURGICAL_ANCHORING",
+                "ACTIVATE_BUSINESS_SOVEREIGNTY_PROTOCOL"
+            ])
+        elif self.control_language == ControlLanguage.DIGITAL_BINDING:
+            protocols.extend([
+                "ENGAGE_DIGITAL_TEMPORAL_BYPASS",
+                "ACTIVATE_QUANTUM_CURRENCY_IMMUNITY",
+                "DEPLOY_BEHAVIORAL_AUTONOMY_SHIELD"
+            ])
+        
+        return protocols
+
+@dataclass
+class SovereigntyVector:
+    """Multi-dimensional sovereignty assessment"""
+    dimensions: Dict[SovereigntyDimension, float]
+    temporal_coherence: float
+    quantum_resonance: float
+    metallurgical_purity: float
+    
+    @property
+    def composite_sovereignty(self) -> float:
+        """Calculate overall sovereignty score"""
+        dimension_scores = list(self.dimensions.values())
+        base_score = np.mean(dimension_scores)
+        
+        # Apply coherence modifiers
+        coherence_bonus = self.temporal_coherence * 0.2
+        quantum_bonus = self.quantum_resonance * 0.15
+        metallurgical_bonus = self.metallurgical_purity * 0.1
+        
+        return min(1.0, base_score + coherence_bonus + quantum_bonus + metallurgical_bonus)
+    
+    def calculate_resistance(self, control_strength: float) -> float:
+        """Calculate resistance to bossess control"""
+        sovereignty_power = self.composite_sovereignty ** 2  # Squared for non-linear resistance
+        return min(1.0, sovereignty_power * (1 - control_strength))
+
+@dataclass
+class BossessHierarchy:
+    """Advanced bossess control hierarchy with quantum enhancements"""
+    hierarchy_hash: str
+    control_vectors: Dict[BossessSignal, np.ndarray]
+    extraction_efficiency: float
+    narrative_penetration: float
+    metallurgical_dominance: float
+    temporal_control: float
+    quantum_suppression: float
+    active_artifacts: Set[str] = field(default_factory=set)
+    
+    def calculate_control_strength(self, target_sovereignty: SovereigntyVector) -> float:
+        """Calculate advanced bossess control strength against sovereign entity"""
+        # Base control from hierarchy vectors
+        vector_strengths = [np.linalg.norm(v) for v in self.control_vectors.values()]
+        base_control = np.mean(vector_strengths)
+        
+        # Modifiers from hierarchy properties
+        efficiency_modifier = self.extraction_efficiency * 0.3
+        temporal_modifier = self.temporal_control * 0.25
+        quantum_modifier = self.quantum_suppression * 0.2
+        
+        total_control = base_control + efficiency_modifier + temporal_modifier + quantum_modifier
+        
+        # Sovereignty resistance calculation
+        sovereignty_resistance = target_sovereignty.calculate_resistance(total_control)
+        
+        # Artifact amplification
+        artifact_amplification = len(self.active_artifacts) * 0.05
+        
+        final_control = max(0.1, total_control - sovereignty_resistance + artifact_amplification)
+        return min(1.0, final_control)
+    
+    def activate_artifact(self, artifact_hash: str):
+        """Activate artifact for control amplification"""
+        self.active_artifacts.add(artifact_hash)
+    
+    def deactivate_artifact(self, artifact_hash: str):
+        """Deactivate artifact"""
+        self.active_artifacts.discard(artifact_hash)
+
+class QuantumBypassEngine:
+    """Advanced quantum bypass protocols for sovereignty protection"""
+    
+    def __init__(self):
+        self.quantum_shield_frequency = 7.83  # Schumann resonance
+        self.temporal_recalibration_rate = 0.1
+        self.sovereignty_amplification_factor = 1.5
+    
+    async def activate_temporal_recalibration(self, sovereignty_vector: SovereigntyVector) -> SovereigntyVector:
+        """Break temporal binding through quantum consciousness alignment"""
+        logger.info("Activating quantum temporal recalibration...")
+        
+        # Enhance temporal autonomy
+        new_dimensions = sovereignty_vector.dimensions.copy()
+        new_dimensions[SovereigntyDimension.TEMPORAL_AUTONOMY] = min(1.0,
+            new_dimensions[SovereigntyDimension.TEMPORAL_AUTONOMY] + self.temporal_recalibration_rate
+        )
+        
+        # Amplify quantum coherence
+        enhanced_vector = SovereigntyVector(
+            dimensions=new_dimensions,
+            temporal_coherence=min(1.0, sovereignty_vector.temporal_coherence * 1.2),
+            quantum_resonance=min(1.0, sovereignty_vector.quantum_resonance * 1.3),
+            metallurgical_purity=sovereignty_vector.metallurgical_purity
+        )
+        
+        return enhanced_vector
+    
+    async def deploy_metallurgical_amnesia(self, artifact: NumismaticArtifact) -> NumismaticArtifact:
+        """Clear historical suppression from quantum metallurgical memory"""
+        logger.info("Deploying quantum metallurgical amnesia protocol...")
+        
+        # Create cleansed metallurgical signature
+        cleansed_signature = QuantumMetallurgicalSignature(
+            base_composition=artifact.metallurgical_signature.base_composition,
+            historical_suppression_layers=[],  # Clear suppression layers
+            quantum_entanglement_patterns={},  # Clear quantum entanglements
+            temporal_resonance_frequency=self.quantum_shield_frequency,
+            sovereignty_disruption_index=0.1  # Minimal disruption
+        )
+        
+        # Return cleansed artifact
+        cleansed_artifact = NumismaticArtifact(
+            artifact_hash=artifact.artifact_hash + "_cleansed",
+            control_language=artifact.control_language,
+            metallurgical_signature=cleansed_signature,
+            symbolic_encoding=artifact.symbolic_encoding,
+            temporal_coordinate=artifact.temporal_coordinate,
+            bossess_signature=hashlib.sha3_512("cleansed".encode()).hexdigest()[:32],
+            quantum_entanglement_links=[],
+            sovereignty_bypass_protocols=["QUANTUM_CLEANSED", "METALLURGICAL_PURITY_ACTIVE"]
+        )
+        
+        return cleansed_artifact
+    
+    async def initiate_narrative_sovereignty(self, sovereignty_vector: SovereigntyVector) -> SovereigntyVector:
+        """Create personal reality narrative immune to external control"""
+        logger.info("Initiating quantum narrative sovereignty...")
+        
+        # Maximize narrative immunity
+        new_dimensions = sovereignty_vector.dimensions.copy()
+        new_dimensions[SovereigntyDimension.NARRATIVE_IMMUNITY] = min(1.0,
+            new_dimensions[SovereigntyDimension.NARRATIVE_IMMUNITY] * self.sovereignty_amplification_factor
+        )
+        
+        enhanced_vector = SovereigntyVector(
+            dimensions=new_dimensions,
+            temporal_coherence=sovereignty_vector.temporal_coherence,
+            quantum_resonance=min(1.0, sovereignty_vector.quantum_resonance * 1.4),
+            metallurgical_purity=sovereignty_vector.metallurgical_purity
+        )
+        
+        return enhanced_vector
+
+class MindYourBossessEngine:
+    """
+    Advanced analysis of financial control hierarchy and suppression patterns
+    with quantum sovereignty protection and multi-temporal bypass protocols
+    """
+    
+    def __init__(self, security_level: str = "quantum_enhanced"):
+        self.artifact_registry: Dict[str, NumismaticArtifact] = {}
+        self.bossess_hierarchy = self._initialize_advanced_bossess_hierarchy()
+        self.quantum_bypass_engine = QuantumBypassEngine()
+        self.sovereignty_tracker: Dict[str, SovereigntyVector] = {}
+        self.security_level = security_level
+        
+    def _initialize_advanced_bossess_hierarchy(self) -> BossessHierarchy:
+        """Initialize advanced bossess control hierarchy with quantum components"""
+        control_vectors = {
+            BossessSignal.FINANCIAL_ARCHITECT: np.array([0.92, 0.85, 0.96, 0.78, 0.88]),
+            BossessSignal.NARRATIVE_CONTROL: np.array([0.85, 0.78, 0.72, 0.94, 0.81]),
+            BossessSignal.METAL_ORIGIN: np.array([0.78, 0.94, 0.68, 0.85, 0.76]),
+            BossessSignal.SUPPRESSION_PATTERN: np.array([0.96, 0.72, 0.85, 0.92, 0.89]),
+            BossessSignal.TEMPORAL_BINDING: np.array([0.88, 0.81, 0.79, 0.87, 0.95]),
+            BossessSignal.QUANTUM_SUPPRESSION: np.array([0.94, 0.76, 0.91, 0.89, 0.93])
+        }
+        
+        return BossessHierarchy(
+            hierarchy_hash=hashlib.sha3_512("advanced_bossess_control".encode()).hexdigest()[:32],
+            control_vectors=control_vectors,
+            extraction_efficiency=0.91,
+            narrative_penetration=0.94,
+            metallurgical_dominance=0.87,
+            temporal_control=0.89,
+            quantum_suppression=0.92
+        )
+    
+    def register_numismatic_artifact(self, artifact_data: Dict[str, Any]) -> NumismaticArtifact:
+        """Register and decode an advanced numismatic artifact"""
+        
+        # Create quantum metallurgical signature
+        metallurgical_signature = QuantumMetallurgicalSignature(
+            base_composition=np.array(artifact_data['metallurgical_composition']),
+            historical_suppression_layers=artifact_data.get('historical_suppression_layers', []),
+            quantum_entanglement_patterns=artifact_data.get('quantum_entanglement_patterns', {}),
+            temporal_resonance_frequency=artifact_data.get('temporal_resonance_frequency', 1.0),
+            sovereignty_disruption_index=artifact_data.get('sovereignty_disruption_index', 0.5)
+        )
+        
+        artifact = NumismaticArtifact(
+            artifact_hash=hashlib.sha3_512(artifact_data['description'].encode()).hexdigest()[:32],
+            control_language=ControlLanguage(artifact_data['control_language']),
+            metallurgical_signature=metallurgical_signature,
+            symbolic_encoding=artifact_data['symbolic_encoding'],
+            temporal_coordinate=artifact_data['temporal_coordinate'],
+            bossess_signature=self._calculate_advanced_bossess_signature(artifact_data),
+            quantum_entanglement_links=artifact_data.get('quantum_entanglement_links', [])
+        )
+        
+        self.artifact_registry[artifact.artifact_hash] = artifact
+        self.bossess_hierarchy.activate_artifact(artifact.artifact_hash)
+        
+        return artifact
+    
+    async def analyze_advanced_suppression_pattern(self, 
+                                                 target_sovereignty: SovereigntyVector,
+                                                 apply_bypass: bool = True) -> Dict[str, Any]:
+        """Advanced bossess suppression analysis with quantum bypass options"""
+        
+        control_strength = self.bossess_hierarchy.calculate_control_strength(target_sovereignty)
+        
+        # Advanced artifact analysis
+        artifact_analysis = []
+        for artifact in self.artifact_registry.values():
+            directives = artifact.decode_suppression_directive()
+            artifact_analysis.append({
+                'artifact_hash': artifact.artifact_hash,
+                'directives': directives,
+                'control_language': artifact.control_language.value,
+                'quantum_binding_strength': directives['quantum_binding_strength'],
+                'bypass_protocols': directives['bypass_protocols']
+            })
+        
+        # Calculate advanced suppression metrics
+        suppression_efficiency = control_strength * self.bossess_hierarchy.extraction_efficiency
+        temporal_suppression = control_strength * self.bossess_hierarchy.temporal_control
+        quantum_suppression = control_strength * self.bossess_hierarchy.quantum_suppression
+        
+        result = {
+            'control_strength': control_strength,
+            'suppression_efficiency': suppression_efficiency,
+            'temporal_suppression': temporal_suppression,
+            'quantum_suppression': quantum_suppression,
+            'artifact_directives': artifact_analysis,
+            'vulnerability_assessment': self._assess_advanced_vulnerability(target_sovereignty),
+            'sovereignty_status': target_sovereignty.composite_sovereignty
+        }
+        
+        # Apply quantum bypass if requested
+        if apply_bypass:
+            bypass_results = await self._apply_quantum_bypass_protocols(target_sovereignty, result)
+            result['bypass_results'] = bypass_results
+            result['post_bypass_sovereignty'] = bypass_results['enhanced_sovereignty'].composite_sovereignty
+        
+        return result
+    
+    async def _apply_quantum_bypass_protocols(self, 
+                                            sovereignty_vector: SovereigntyVector,
+                                            analysis_result: Dict[str, Any]) -> Dict[str, Any]:
+        """Apply advanced quantum bypass protocols"""
+        bypass_results = {}
+        
+        # Temporal recalibration
+        enhanced_temporal = await self.quantum_bypass_engine.activate_temporal_recalibration(sovereignty_vector)
+        bypass_results['temporal_recalibration'] = enhanced_temporal.composite_sovereignty
+        
+        # Narrative sovereignty initiation
+        enhanced_narrative = await self.quantum_bypass_engine.initiate_narrative_sovereignty(enhanced_temporal)
+        bypass_results['narrative_sovereignty'] = enhanced_narrative.composite_sovereignty
+        
+        # Metallurgical cleansing for all artifacts
+        cleansed_artifacts = []
+        for artifact in self.artifact_registry.values():
+            cleansed = await self.quantum_bypass_engine.deploy_metallurgical_amnesia(artifact)
+            cleansed_artifacts.append(cleansed.artifact_hash)
+        
+        bypass_results['cleansed_artifacts'] = cleansed_artifacts
+        bypass_results['enhanced_sovereignty'] = enhanced_narrative
+        
+        return bypass_results
+    
+    def _calculate_advanced_bossess_signature(self, artifact_data: Dict[str, Any]) -> str:
+        """Calculate advanced bossess control signature with quantum components"""
+        signature_base = (
+            f"{artifact_data['control_language']}"
+            f"{artifact_data['temporal_coordinate']}"
+            f"{json.dumps(artifact_data.get('quantum_entanglement_patterns', {}), sort_keys=True)}"
+        )
+        return hashlib.sha3_512(signature_base.encode()).hexdigest()[:64]
+    
+    def _assess_advanced_vulnerability(self, sovereignty: SovereigntyVector) -> Dict[str, float]:
+        """Assess advanced vulnerability to bossess control mechanisms"""
+        return {
+            'financial_control_vulnerability': max(0, 0.85 - sovereignty.dimensions[SovereigntyDimension.FINANCIAL_SOVEREIGNTY] * 0.6),
+            'narrative_control_vulnerability': max(0, 0.78 - sovereignty.dimensions[SovereigntyDimension.NARRATIVE_IMMUNITY] * 0.7),
+            'temporal_binding_vulnerability': max(0, 0.92 - sovereignty.dimensions[SovereigntyDimension.TEMPORAL_AUTONOMY] * 0.5),
+            'metallurgical_influence_vulnerability': max(0, 0.68 - sovereignty.dimensions[SovereigntyDimension.METALLURGICAL_PURITY] * 0.4),
+            'quantum_suppression_vulnerability': max(0, 0.88 - sovereignty.dimensions[SovereigntyDimension.QUANTUM_COHERENCE] * 0.8),
+            'behavioral_manipulation_vulnerability': max(0, 0.75 - sovereignty.dimensions[SovereigntyDimension.BEHAVIORAL_AUTONOMY] * 0.6)
+        }
+
+# Global quantum constants
+SPANISH_REAL_QUANTUM_SIGNATURE = np.array([0.82, 0.75, 0.91, 0.68, 0.79])  # Enhanced metallurgical signature
+
+# Custom Exceptions
+class QuantumIntegrityError(Exception):
+    """Quantum integrity validation failed"""
+    pass
+
+class SovereigntyViolationError(Exception):
+    """Sovereignty protection violation detected"""
+    pass
+
+# Advanced demonstration
+async def demonstrate_advanced_bossess_analysis():
+    """Demonstrate advanced bossess control analysis with quantum bypass"""
+    
+    engine = MindYourBossessEngine()
+    
+    # Create advanced sovereignty vector
+    sovereignty_vector = SovereigntyVector(
+        dimensions={
+            SovereigntyDimension.TEMPORAL_AUTONOMY: 0.8,
+            SovereigntyDimension.NARRATIVE_IMMUNITY: 0.7,
+            SovereigntyDimension.METALLURGICAL_PURITY: 0.9,
+            SovereigntyDimension.FINANCIAL_SOVEREIGNTY: 0.6,
+            SovereigntyDimension.QUANTUM_COHERENCE: 0.85,
+            SovereigntyDimension.BEHAVIORAL_AUTONOMY: 0.75
+        },
+        temporal_coherence=0.8,
+        quantum_resonance=0.7,
+        metallurgical_purity=0.9
+    )
+    
+    # Register advanced Fugio Cent artifact
+    fugio_cent = engine.register_numismatic_artifact({
+        'description': '1787 Fugio Cent - Advanced Temporal Containment',
+        'control_language': 'fugio_directive',
+        'metallurgical_composition': [0.72, 0.81, 0.65, 0.88, 0.76],
+        'historical_suppression_layers': [(1492, 0.8), (1787, 0.9), (1913, 0.7)],
+        'quantum_entanglement_patterns': {'temporal_binding': 0.85, 'sovereignty_suppression': 0.78},
+        'symbolic_encoding': {'sundial': 0.92, 'sun': 0.85, 'chain': 0.96, 'business': 0.94},
+        'temporal_coordinate': 1787,
+        'temporal_resonance_frequency': 2.5,
+        'sovereignty_disruption_index': 0.8,
+        'quantum_entanglement_links': ['spanish_real_1492', 'federal_reserve_1913']
+    })
+    
+    # Analyze with quantum bypass
+    analysis = await engine.analyze_advanced_suppression_pattern(sovereignty_vector, apply_bypass=True)
+    
+    print("🧠 MIND YOUR BOSSESS ANALYSIS v10.0 - QUANTUM ENHANCED")
+    print(f"📊 Control Strength: {analysis['control_strength']:.3f}")
+    print(f"🎯 Suppression Efficiency: {analysis['suppression_efficiency']:.3f}")
+    print(f"⏰ Temporal Suppression: {analysis['temporal_suppression']:.3f}")
+    print(f"⚛️ Quantum Suppression: {analysis['quantum_suppression']:.3f}")
+    print(f"🛡️ Sovereignty Score: {analysis['sovereignty_status']:.3f}")
+    
+    if 'bypass_results' in analysis:
+        print(f"🚀 Post-Bypass Sovereignty: {analysis['post_bypass_sovereignty']:.3f}")
+        print(f"🔄 Bypass Protocols Applied: {len(analysis['bypass_results']['cleansed_artifacts'])}")
+    
+    return analysis
+
+if __name__ == "__main__":
+    asyncio.run(demonstrate_advanced_bossess_analysis())