#!/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())