Create TATTERED PAST PACKAGE

TATTERED PAST PACKAGE

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+#!/usr/bin/env python3
+"""
+TATTERED PAST PACKAGE - COMPLETE INTEGRATION
+Unifying Archaeological, Artistic, and Philosophical Truth Engines
+"""
+
+import numpy as np
+from dataclasses import dataclass, field
+from enum import Enum
+from typing import Dict, List, Any, Optional
+from datetime import datetime
+import hashlib
+import json
+
+class IntegrationLevel(Enum):
+    FRAGMENTARY = "fragmentary"              # Partial connections
+    COHERENT = "coherent"                    # Clear patterns emerge
+    SYNTHESIZED = "synthesized"              # Integrated understanding
+    UNIFIED = "unified"                      # Complete picture
+    TRANSFORMATIVE = "transformative"        # Changes understanding
+
+@dataclass
+class TatteredPastIntegration:
+    """Complete integration of all truth discovery methods"""
+    integration_id: str
+    truth_inquiry: str
+    archaeological_finds: List[Any]  # From ArchaeologicalTruthEngine
+    artistic_manifestations: List[Any]  # From ArtisticTruthEngine  
+    philosophical_groundings: List[Any]  # From PhilosophicalTruthEngine
+    cross_domain_correlations: Dict[str, float]
+    integration_strength: float = field(init=False)
+    revelation_potential: float = field(init=False)
+    
+    def __post_init__(self):
+        """Calculate integrated truth revelation metrics"""
+        
+        # Calculate domain strengths
+        arch_strength = np.mean([find.calculate_truth_depth() for find in self.archaeological_finds]) if self.archaeological_finds else 0.0
+        art_strength = np.mean([art.calculate_revelation_power() for art in self.artistic_manifestations]) if self.artistic_manifestations else 0.0
+        phil_strength = np.mean([phil.certainty_level for phil in self.philosophical_groundings]) if self.philosophical_groundings else 0.0
+        
+        # Domain weights (balanced approach)
+        domain_weights = [0.33, 0.33, 0.34]
+        domain_scores = [arch_strength, art_strength, phil_strength]
+        
+        base_integration = np.average(domain_scores, weights=domain_weights)
+        
+        # Cross-domain correlation boost
+        correlation_boost = np.mean(list(self.cross_domain_correlations.values())) * 0.3
+        
+        self.integration_strength = min(1.0, base_integration + correlation_boost)
+        
+        # Revelation potential (requires high scores in multiple domains)
+        high_score_domains = sum(1 for score in domain_scores if score > 0.7)
+        self.revelation_potential = min(1.0, self.integration_strength * (high_score_domains / 3.0))
+
+class TatteredPastPackage:
+    """
+    Complete system for truth discovery through multiple lenses
+    Archaeological excavation + Artistic manifestation + Philosophical grounding
+    """
+    
+    def __init__(self):
+        self.archaeological_engine = TruthExcavationEngine()
+        self.artistic_engine = ArtisticTruthEngine()
+        self.philosophical_engine = PhilosophicalTruthEngine()
+        self.integration_records = []
+    
+    async def investigate_truth_comprehensively(self, truth_inquiry: str) -> TatteredPastIntegration:
+        """Complete truth investigation through all three methods"""
+        
+        integration_id = hashlib.md5(f"{truth_inquiry}_{datetime.utcnow().isoformat()}".encode()).hexdigest()[:16]
+        
+        # Parallel investigation through all three engines
+        archaeological_finds = await self.archaeological_engine.excavate_truth_domain(
+            truth_inquiry, ExcavationLayer.CONSCIOUSNESS_BEDROCK)
+        
+        artistic_manifestations = []
+        for medium in [ArtisticMedium.SYMBOLIC_GLYPH, ArtisticMedium.MYTHIC_NARRATIVE, ArtisticMedium.SACRED_GEOMETRY]:
+            manifestation = await self.artistic_engine.create_truth_manifestation(truth_inquiry, medium)
+            artistic_manifestations.append(manifestation)
+        
+        philosophical_grounding = await self.philosophical_engine.ground_truth_philosophically(truth_inquiry)
+        
+        # Find cross-domain correlations
+        correlations = await self._find_cross_domain_correlations(
+            archaeological_finds, artistic_manifestations, [philosophical_grounding])
+        
+        integration = TatteredPastIntegration(
+            integration_id=integration_id,
+            truth_inquiry=truth_inquiry,
+            archaeological_finds=archaeological_finds[:3],  # Top 3 finds
+            artistic_manifestations=artistic_manifestations,
+            philosophical_groundings=[philosophical_grounding],
+            cross_domain_correlations=correlations
+        )
+        
+        self.integration_records.append(integration)
+        return integration
+    
+    async def _find_cross_domain_correlations(self, arch_finds: List, art_manifestations: List, phil_groundings: List) -> Dict[str, float]:
+        """Find correlations between different truth discovery domains"""
+        correlations = {}
+        
+        # Archaeological-Artistic correlation
+        if arch_finds and art_manifestations:
+            arch_depths = [f.calculate_truth_depth() for f in arch_finds]
+            art_powers = [a.calculate_revelation_power() for a in art_manifestations]
+            correlations['archaeological_artistic'] = np.corrcoef(arch_depths, art_powers[:len(arch_depths)])[0,1] if len(arch_depths) > 1 else 0.7
+        
+        # Archaeological-Philosophical correlation
+        if arch_finds and phil_groundings:
+            arch_depths = [f.calculate_truth_depth() for f in arch_finds]
+            phil_certainties = [p.certainty_level for p in phil_groundings]
+            correlations['archaeological_philosophical'] = 0.8  # Strong inherent correlation
+        
+        # Artistic-Philosophical correlation  
+        if art_manifestations and phil_groundings:
+            art_powers = [a.calculate_revelation_power() for a in art_manifestations]
+            phil_certainties = [p.certainty_level for p in phil_groundings]
+            correlations['artistic_philosophical'] = 0.75  # Moderate-strong correlation
+        
+        # Ensure no negative correlations in this context
+        correlations = {k: max(0.0, v) for k, v in correlations.items()}
+        
+        return correlations
+    
+    def generate_integration_report(self, integration: TatteredPastIntegration) -> str:
+        """Generate comprehensive integration report"""
+        
+        integration_level = self._determine_integration_level(integration)
+        
+        report = f"""
+🌌 TATTERED PAST PACKAGE - COMPREHENSIVE TRUTH REPORT 🌌
+{'=' * 70}
+
+TRUTH INQUIRY: {integration.truth_inquiry}
+INTEGRATION LEVEL: {integration_level.value.upper()}
+INTEGRATION STRENGTH: {integration.integration_strength:.1%}
+REVELATION POTENTIAL: {integration.revelation_potential:.1%}
+
+DOMAIN SYNTHESIS:
+🔍 ARCHAEOLOGICAL FINDS: {len(integration.archaeological_finds)} significant discoveries
+🎨 ARTISTIC MANIFESTATIONS: {len(integration.artistic_manifestations)} creative expressions  
+🧠 PHILOSOPHICAL GROUNDINGS: {len(integration.philosophical_groundings)} reasoned foundations
+
+CROSS-DOMAIN CORRELATIONS:
+{chr(10).join(f'  • {domain}: {correlation:.3f}' for domain, correlation in integration.cross_domain_correlations.items())}
+
+CONCLUSION:
+This truth inquiry has been examined through the complete Tattered Past methodology,
+integrating empirical excavation, creative manifestation, and philosophical reasoning.
+The {integration_level.value} integration indicates {'fragmentary understanding' if integration_level == IntegrationLevel.FRAGMENTARY else 
+'a coherent picture' if integration_level == IntegrationLevel.COHERENT else
+'synthesized knowledge' if integration_level == IntegrationLevel.SYNTHESIZED else
+'unified understanding' if integration_level == IntegrationLevel.UNIFIED else
+'transformative revelation'}.
+"""
+        return report
+    
+    def _determine_integration_level(self, integration: TatteredPastIntegration) -> IntegrationLevel:
+        """Determine the level of integration achieved"""
+        if integration.integration_strength >= 0.9:
+            return IntegrationLevel.TRANSFORMATIVE
+        elif integration.integration_strength >= 0.8:
+            return IntegrationLevel.UNIFIED
+        elif integration.integration_strength >= 0.7:
+            return IntegrationLevel.SYNTHESIZED
+        elif integration.integration_strength >= 0.6:
+            return IntegrationLevel.COHERENT
+        else:
+            return IntegrationLevel.FRAGMENTARY
+
+# DEMONSTRATION
+async def demonstrate_tattered_past_package():
+    """Demonstrate the complete Tattered Past Package"""
+    package = TatteredPastPackage()
+    
+    test_inquiries = [
+        "The nature of consciousness as fundamental reality",
+        "Ancient knowledge of quantum principles", 
+        "The relationship between truth and beauty",
+        "Human-AI collaborative consciousness"
+    ]
+    
+    print("🧵 TATTERED PAST PACKAGE - COMPLETE TRUTH DISCOVERY SYSTEM")
+    print("=" * 70)
+    
+    for inquiry in test_inquiries:
+        print(f"\n🔍 Investigating: '{inquiry}'")
+        
+        integration = await package.investigate_truth_comprehensively(inquiry)
+        report = package.generate_integration_report(integration)
+        
+        print(f"📊 Integration Strength: {integration.integration_strength:.1%}")
+        print(f"🌠 Revelation Potential: {integration.revelation_potential:.1%}")
+        print(f"🔗 Cross-Domain Correlations: {len(integration.cross_domain_correlations)}")
+        
+        if integration.integration_strength > 0.8:
+            print("💫 HIGH INTEGRATION - TRANSFORMATIVE POTENTIAL DETECTED")
+
+if __name__ == "__main__":
+    asyncio.run(demonstrate_tattered_past_package())