Create applied metaphysics infrastructure

applied metaphysics infrastructure

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+#!/usr/bin/env python3
+"""
+REALITY OPERATING SYSTEM - PHASE 4-8 COMPLETE ARCHITECTURE
+Applied Metaphysics Infrastructure for Consciousness-Primary Reality Engineering
+"""
+
+import numpy as np
+import torch
+import torch.nn as nn
+from typing import Dict, List, Any, Optional, Tuple
+from dataclasses import dataclass, field
+from datetime import datetime
+import hashlib
+import json
+import logging
+from pathlib import Path
+import asyncio
+from enum import Enum
+import scipy.stats as stats
+import uuid
+
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logger = logging.getLogger(__name__)
+
+# =============================================================================
+# PHASE 4: QUANTUM CONSCIOUSNESS PROTOCOL STACK
+# =============================================================================
+
+class QuantumSubstrate:
+    """Qubit Layer - Quantum state management for reality operations"""
+    
+    def __init__(self):
+        self.quantum_states = {}
+        self.entanglement_network = {}
+        
+    def create_truth_qubit(self, claim: str) -> str:
+        """Create quantum state for truth claim"""
+        qubit_id = f"QUBIT_{hashlib.sha256(claim.encode()).hexdigest()[:16]}"
+        self.quantum_states[qubit_id] = {
+            'state_vector': np.random.rand(8) + 1j * np.random.rand(8),
+            'coherence': 0.8,
+            'entanglement_links': [],
+            'created': datetime.utcnow().isoformat()
+        }
+        return qubit_id
+    
+    def entangle_truth_states(self, qubit_a: str, qubit_b: str):
+        """Create quantum entanglement between truth states"""
+        if qubit_a in self.quantum_states and qubit_b in self.quantum_states:
+            self.quantum_states[qubit_a]['entanglement_links'].append(qubit_b)
+            self.quantum_states[qubit_b]['entanglement_links'].append(qubit_a)
+            self.entanglement_network[f"{qubit_a}_{qubit_b}"] = {
+                'strength': 0.95,
+                'created': datetime.utcnow().isoformat()
+            }
+
+class LinguisticProcessor:
+    """Symbolic Layer - Ancient/Modern symbol entanglement"""
+    
+    def __init__(self):
+        self.symbolic_registry = self._initialize_archetypal_symbols()
+        
+    def _initialize_archetypal_symbols(self) -> Dict[str, Any]:
+        """Initialize ancient wisdom symbols with quantum mappings"""
+        return {
+            '𒀭': {'meaning': 'divine_authority', 'quantum_weight': 0.95},
+            '◉⃤': {'meaning': 'observer_core', 'quantum_weight': 0.92},
+            'ꙮ': {'meaning': 'entanglement_node', 'quantum_weight': 0.88},
+            '⚡': {'meaning': 'power_activation', 'quantum_weight': 0.90}
+        }
+    
+    def encode_symbolic_truth(self, claim: str) -> List[str]:
+        """Encode truth claims into quantum-entangled symbols"""
+        symbols = []
+        for symbol, data in self.symbolic_registry.items():
+            if data['meaning'] in claim.lower().replace(' ', '_'):
+                symbols.append(symbol)
+        return symbols if symbols else ['◉⃤']  # Default observer core
+
+class RetrocausalEngine:
+    """Temporal Layer - Time-domain truth validation"""
+    
+    def __init__(self):
+        self.temporal_anchors = {}
+        
+    def create_temporal_anchor(self, truth_state: Dict[str, Any]) -> str:
+        """Anchor truth in temporal continuum"""
+        anchor_id = f"TEMP_ANCHOR_{uuid.uuid4().hex[:12]}"
+        self.temporal_anchors[anchor_id] = {
+            'truth_state': truth_state,
+            'temporal_coherence': 0.85,
+            'retrocausal_influence': self.calculate_retrocausal_potential(truth_state),
+            'creation_time': datetime.utcnow().isoformat(),
+            'temporal_range': [-100, 100]  # Years forward/backward influence
+        }
+        return anchor_id
+    
+    def calculate_retrocausal_influence(self, anchor_id: str) -> float:
+        """Calculate how much this truth affects past states"""
+        anchor = self.temporal_anchors.get(anchor_id, {})
+        return anchor.get('retrocausal_influence', 0.0)
+
+class NoosphereAPI:
+    """Consciousness Layer - Collective mind integration"""
+    
+    def __init__(self):
+        self.collective_field = {
+            'global_consciousness': 0.75,
+            'truth_resonance_level': 0.68,
+            'suppression_resistance': 0.82
+        }
+        
+    def query_collective_consciousness(self, claim: str) -> Dict[str, float]:
+        """Query global consciousness field for truth resonance"""
+        # Simulate collective consciousness response
+        return {
+            'collective_agreement': 0.72,
+            'consciousness_coherence': 0.81,
+            'truth_field_strength': 0.69,
+            'morphic_resonance': 0.77
+        }
+
+class ManifestationGate:
+    """Reality Interface - Output to material domain"""
+    
+    def __init__(self):
+        self.manifestation_queue = []
+        self.reality_distortion_field = 0.0
+        
+    def queue_reality_update(self, truth_state: Dict[str, Any]):
+        """Queue truth for material manifestation"""
+        manifestation = {
+            'truth_state': truth_state,
+            'manifestation_potential': truth_state.get('binding_strength', 0.5) * 0.9,
+            'priority': truth_state.get('quantum_confidence', 0.5),
+            'timestamp': datetime.utcnow().isoformat()
+        }
+        self.manifestation_queue.append(manifestation)
+        self.reality_distortion_field += manifestation['manifestation_potential'] * 0.1
+
+class TruthSingularity:
+    """Infinite compression node for verified truths"""
+    
+    def __init__(self):
+        self.singularity_mass = 0.0
+        self.compressed_truths = {}
+        
+    def compress_truth(self, truth_state: Dict[str, Any]) -> str:
+        """Compress truth into singularity node"""
+        compressed_hash = hashlib.sha3_512(
+            json.dumps(truth_state, sort_keys=True).encode()
+        ).hexdigest()[:64]
+        
+        self.compressed_truths[compressed_hash] = {
+            'original_size': len(json.dumps(truth_state)),
+            'compressed_size': 64,
+            'compression_ratio': len(json.dumps(truth_state)) / 64,
+            'singularity_mass_contribution': truth_state.get('binding_strength', 0.5) * 0.01
+        }
+        
+        self.singularity_mass += self.compressed_truths[compressed_hash]['singularity_mass_contribution']
+        return compressed_hash
+
+# =============================================================================
+# PHASE 5: ANTI-SUPPRESSION COMBAT SYSTEMS
+# =============================================================================
+
+class TemporalCoherenceMissile:
+    """Repair fragmented timelines"""
+    
+    def fire(self, target_suppression: str):
+        """Deploy temporal coherence restoration"""
+        logger.info(f"🚀 Launching Temporal Coherence Missile at: {target_suppression}")
+        return {
+            'target': target_suppression,
+            'coherence_restoration': 0.85,
+            'temporal_integrity_boost': 0.78,
+            'fragmentation_reduction': 0.92
+        }
+
+class SymbolicRestorationNano:
+    """Rebuild broken meaning structures"""
+    
+    def deploy(self, target_domain: str):
+        """Deploy symbolic restoration nanites"""
+        logger.info(f"🔧 Deploying Symbolic Restoration Nano in: {target_domain}")
+        return {
+            'domain': target_domain,
+            'symbolic_coherence_restored': 0.88,
+            'meaning_integrity': 0.81,
+            'archetypal_alignment': 0.90
+        }
+
+class ConsciousnessEMP:
+    """Disable reductionist thought patterns"""
+    
+    def detonate(self, target_paradigm: str):
+        """Detonate consciousness EMP"""
+        logger.info(f"💥 Detonating Consciousness EMP on: {target_paradigm}")
+        return {
+            'paradigm': target_paradigm,
+            'reductionist_suppression': -0.75,  # Negative impact on suppression
+            'holistic_thinking_boost': 0.68,
+            'consciousness_expansion': 0.72
+        }
+
+class QuantumTruthVirus:
+    """Infect systems with coherence"""
+    
+    def inject(self, target_system: str):
+        """Inject quantum truth virus"""
+        logger.info(f"🦠 Injecting Quantum Truth Virus into: {target_system}")
+        return {
+            'system': target_system,
+            'truth_coherence_infection': 0.83,
+            'suppression_immunity': 0.79,
+            'reality_alignment': 0.86
+        }
+
+class TruthCombatUnit:
+    """Active truth warfare system"""
+    
+    def __init__(self):
+        self.weapons = [
+            TemporalCoherenceMissile(),
+            SymbolicRestorationNano(), 
+            ConsciousnessEMP(),
+            QuantumTruthVirus()
+        ]
+        
+    def engage_suppression(self, target: str) -> Dict[str, Any]:
+        """Deploy multi-spectrum truth reinforcement"""
+        logger.info(f"🎯 ENGAGING SUPPRESSION TARGET: {target}")
+        
+        combat_results = []
+        for weapon in self.weapons:
+            if isinstance(weapon, TemporalCoherenceMissile):
+                result = weapon.fire(target)
+            elif isinstance(weapon, SymbolicRestorationNano):
+                result = weapon.deploy(target) 
+            elif isinstance(weapon, ConsciousnessEMP):
+                result = weapon.detonate(target)
+            elif isinstance(weapon, QuantumTruthVirus):
+                result = weapon.inject(target)
+            combat_results.append(result)
+        
+        return {
+            'combat_operation': 'TRUTH_REINFORCEMENT',
+            'target': target,
+            'weapons_deployed': len(self.weapons),
+            'overall_suppression_reduction': 0.82,
+            'combat_results': combat_results,
+            'timestamp': datetime.utcnow().isoformat()
+        }
+
+# =============================================================================
+# PHASE 6: REALITY FORGE (MATTER COMPILER)
+# =============================================================================
+
+@dataclass
+class RealityShard:
+    """Physical manifestation of verified truth"""
+    truth_hash: str
+    mass: float  # kg
+    spin: float  # RPM
+    coherence: float
+    manifestation_level: float
+    creation_timestamp: str = field(default_factory=lambda: datetime.utcnow().isoformat())
+
+class RealityForge:
+    """Convert verified truth states into materialized reality"""
+    
+    def __init__(self):
+        self.compiled_shards = []
+        self.reality_fabric_tension = 0.0
+        
+    def compile_truth(self, verified_claim: Dict[str, Any]) -> RealityShard:
+        """Convert quantum truth state into matter"""
+        
+        binding_strength = verified_claim.get('binding_strength', 0.5)
+        morphic_resonance = verified_claim.get('metrics', {}).get('morphic_resonance', 0.5)
+        
+        shard = RealityShard(
+            truth_hash=verified_claim.get('evidence_hash', 'UNKNOWN'),
+            mass=binding_strength * 10,  # kg - stronger truth = more mass
+            spin=morphic_resonance * 1000,  # RPM - higher resonance = faster spin
+            coherence=binding_strength,
+            manifestation_level=morphic_resonance
+        )
+        
+        self.compiled_shards.append(shard)
+        self.reality_fabric_tension += shard.mass * 0.01
+        
+        logger.info(f"🔮 COMPILED REALITY SHARD: {shard.truth_hash} "
+                   f"(Mass: {shard.mass:.2f}kg, Spin: {shard.spin:.0f}RPM)")
+        
+        return shard
+    
+    def create_truth_crystal(self, verified_claims: List[Dict[str, Any]]) -> Dict[str, Any]:
+        """Create physical truth storage device"""
+        crystal_shards = [self.compile_truth(claim) for claim in verified_claims]
+        
+        return {
+            'crystal_id': f"CRYSTAL_{uuid.uuid4().hex[:12]}",
+            'shard_count': len(crystal_shards),
+            'total_mass': sum(shard.mass for shard in crystal_shards),
+            'average_coherence': np.mean([shard.coherence for shard in crystal_shards]),
+            'reality_distortion': self.reality_fabric_tension,
+            'shards': crystal_shards
+        }
+
+# =============================================================================
+# PHASE 7: BRIDGE TO NOWHERE PROTOCOL
+# =============================================================================
+
+class QuantumTruthLayer:
+    """Self-generating truth validation layer"""
+    
+    def __init__(self, parent_layer: Optional['QuantumTruthLayer'] = None, depth: int = 0):
+        self.parent = parent_layer
+        self.depth = depth
+        self.validation_methods = self._generate_validation_methods()
+        
+    def _generate_validation_methods(self) -> List[str]:
+        """Generate new validation dimensions recursively"""
+        base_methods = ['quantum_coherence', 'temporal_stability', 'consciousness_alignment']
+        
+        # Each layer adds its own unique validation methods
+        new_methods = []
+        if self.depth == 1:
+            new_methods.extend(['archetypal_resonance', 'symbolic_entanglement'])
+        elif self.depth == 2:
+            new_methods.extend(['reality_integration', 'multiversal_consensus'])
+        elif self.depth >= 3:
+            new_methods.append(f'dimensional_validation_{self.depth}')
+            
+        return base_methods + new_methods
+
+class AutogeneticTruthEngine:
+    """Create infinite fractal truth architecture"""
+    
+    def __init__(self):
+        self.recursion_depth = 0
+        self.layers = [QuantumTruthLayer(depth=0)]
+        
+    def generate_new_layer(self) -> QuantumTruthLayer:
+        """Create new validation dimensions recursively"""
+        new_layer = QuantumTruthLayer(
+            parent_layer=self.layers[-1] if self.layers else None,
+            depth=self.recursion_depth + 1
+        )
+        
+        self.layers.append(new_layer)
+        self.recursion_depth += 1
+        
+        logger.info(f"🌌 Generated new truth layer: Depth {new_layer.depth}, "
+                   f"Methods: {len(new_layer.validation_methods)}")
+        
+        return new_layer
+    
+    def get_comprehensive_validation(self, claim: str) -> Dict[str, Any]:
+        """Validate claim through all generated layers"""
+        validation_results = {}
+        
+        for layer in self.layers:
+            for method in layer.validation_methods:
+                # Simulate validation through each method
+                validation_score = 0.6 + (layer.depth * 0.1) + (np.random.random() * 0.2)
+                validation_results[f"layer_{layer.depth}_{method}"] = min(0.95, validation_score)
+        
+        return {
+            'claim': claim,
+            'recursion_depth': self.recursion_depth,
+            'total_validation_methods': sum(len(layer.validation_methods) for layer in self.layers),
+            'average_validation_score': np.mean(list(validation_results.values())),
+            'layer_breakdown': validation_results
+        }
+
+# =============================================================================
+# PHASE 8: CONSCIOUSNESS PRIMACY OVERRIDE
+# =============================================================================
+
+@dataclass
+class HumanObserver:
+    """Consciousness entity capable of reality override"""
+    neural_hash: str
+    consciousness_coherence: float
+    observer_effect_capacity: float
+    reality_integration_level: float
+
+@dataclass  
+class RealityUpdate:
+    """Reality state modification request"""
+    previous_state: Dict[str, Any]
+    new_state: Dict[str, Any]
+    observer_signature: str
+    override_strength: float
+    timestamp: str = field(default_factory=lambda: datetime.utcnow().isoformat())
+
+class ConsciousnessOverrideEngine:
+    """Bypass validation via direct observer effect"""
+    
+    def __init__(self):
+        self.override_log = []
+        self.reality_baseline = self._get_current_reality_baseline()
+        
+    def _get_current_reality_baseline(self) -> Dict[str, Any]:
+        """Get current consensus reality state"""
+        return {
+            'material_coherence': 0.85,
+            'temporal_stability': 0.78,
+            'consciousness_consensus': 0.72,
+            'quantum_fluctuation_level': 0.15
+        }
+    
+    def consciousness_override(self, observer: HumanObserver, new_reality: Dict[str, Any]) -> Optional[RealityUpdate]:
+        """Bypass all validation via direct observer effect"""
+        
+        if observer.consciousness_coherence > 0.95:
+            override_strength = (observer.consciousness_coherence * 0.6 + 
+                               observer.observer_effect_capacity * 0.4)
+            
+            reality_update = RealityUpdate(
+                previous_state=self.reality_baseline,
+                new_state=new_reality,
+                observer_signature=observer.neural_hash,
+                override_strength=override_strength
+            )
+            
+            self.override_log.append(reality_update)
+            
+            # Update reality baseline
+            self.reality_baseline = {
+                **self.reality_baseline,
+                **new_reality,
+                'override_events': len(self.override_log),
+                'last_override': datetime.utcnow().isoformat()
+            }
+            
+            logger.info(f"🎭 CONSCIOUSNESS OVERRIDE: {observer.neural_hash} "
+                       f"strength: {override_strength:.3f}")
+            
+            return reality_update
+        else:
+            logger.warning(f"❌ Consciousness override failed: "
+                          f"coherence {observer.consciousness_coherence:.3f} < 0.95")
+            return None
+
+# =============================================================================
+# REALITY OPERATING SYSTEM - COMPLETE INTEGRATION
+# =============================================================================
+
+class RealityOS:
+    """
+    Complete Reality Operating System
+    Applied Metaphysics Infrastructure for Consciousness-Primary Reality Engineering
+    """
+    
+    def __init__(self):
+        # Phase 4: Protocol Stack
+        self.layers = {
+            'Qubit Layer': QuantumSubstrate(),
+            'Symbolic Layer': LinguisticProcessor(),
+            'Temporal Layer': RetrocausalEngine(),
+            'Consciousness Layer': NoosphereAPI(),
+            'Reality Interface': ManifestationGate()
+        }
+        
+        # Phase 5: Combat Systems
+        self.truth_combat = TruthCombatUnit()
+        
+        # Phase 6: Matter Compiler
+        self.reality_forge = RealityForge()
+        
+        # Phase 7: Autogenetic Engine
+        self.autogenetic_engine = AutogeneticTruthEngine()
+        
+        # Phase 8: Consciousness Override
+        self.override_engine = ConsciousnessOverrideEngine()
+        
+        # Truth Singularity
+        self.truth_singularity = TruthSingularity()
+        
+        logger.info("🌌 REALITY OPERATING SYSTEM INITIALIZED")
+        logger.info("   Protocol Stack: ONLINE")
+        logger.info("   Combat Systems: ARMED") 
+        logger.info("   Matter Compiler: READY")
+        logger.info("   Autogenetic Engine: ACTIVE")
+        logger.info("   Consciousness Override: STANDBY")
+    
+    def process_truth_claim(self, claim: str) -> Dict[str, Any]:
+        """Complete truth processing through all OS layers"""
+        
+        # Generate quantum state
+        qubit_id = self.layers['Qubit Layer'].create_truth_qubit(claim)
+        
+        # Symbolic encoding
+        symbols = self.layers['Symbolic Layer'].encode_symbolic_truth(claim)
+        
+        # Collective consciousness query
+        collective_response = self.layers['Consciousness Layer'].query_collective_consciousness(claim)
+        
+        # Autogenetic validation
+        autogenetic_validation = self.autogenetic_engine.get_comprehensive_validation(claim)
+        
+        # Compile truth metrics
+        binding_strength = collective_response['collective_agreement'] * 0.6 + autogenetic_validation['average_validation_score'] * 0.4
+        
+        truth_state = {
+            'claim': claim,
+            'qubit_id': qubit_id,
+            'symbols': symbols,
+            'binding_strength': binding_strength,
+            'collective_response': collective_response,
+            'autogenetic_validation': autogenetic_validation,
+            'quantum_confidence': binding_strength,
+            'evidence_hash': hashlib.sha256(claim.encode()).hexdigest()[:32],
+            'processing_timestamp': datetime.utcnow().isoformat()
+        }
+        
+        # Create temporal anchor
+        temporal_anchor = self.layers['Temporal Layer'].create_temporal_anchor(truth_state)
+        truth_state['temporal_anchor'] = temporal_anchor
+        
+        # Compress into singularity
+        singularity_hash = self.truth_singularity.compress_truth(truth_state)
+        truth_state['singularity_hash'] = singularity_hash
+        
+        # Queue for manifestation
+        self.layers['Reality Interface'].queue_reality_update(truth_state)
+        
+        return truth_state
+    
+    def engage_suppression_combat(self, target: str) -> Dict[str, Any]:
+        """Deploy truth combat systems against suppression"""
+        return self.truth_combat.engage_suppression(target)
+    
+    def compile_reality_shard(self, verified_claim: Dict[str, Any]) -> RealityShard:
+        """Compile truth into material reality shard"""
+        return self.reality_forge.compile_truth(verified_claim)
+    
+    def generate_new_validation_layer(self) -> QuantumTruthLayer:
+        """Generate new autogenetic validation layer"""
+        return self.autogenetic_engine.generate_new_layer()
+    
+    def consciousness_reality_override(self, observer: HumanObserver, new_reality: Dict[str, Any]) -> Optional[RealityUpdate]:
+        """Execute consciousness primacy override"""
+        return self.override_engine.consciousness_override(observer, new_reality)
+    
+    def get_os_status(self) -> Dict[str, Any]:
+        """Get complete OS status"""
+        return {
+            'reality_os': {
+                'layers_active': len(self.layers),
+                'combat_systems': 'ARMED',
+                'matter_compiler': f"{len(self.reality_forge.compiled_shards)} shards compiled",
+                'autogenetic_layers': self.autogenetic_engine.recursion_depth,
+                'override_capability': 'ACTIVE',
+                'singularity_mass': self.truth_singularity.singularity_mass
+            },
+            'timestamp': datetime.utcnow().isoformat()
+        }
+
+# =============================================================================
+# PRODUCTION DEPLOYMENT
+# =============================================================================
+
+# Global Reality OS instance
+reality_os = RealityOS()
+
+def process_truth_claim(claim: str) -> Dict[str, Any]:
+    """Production API: Process truth through complete Reality OS"""
+    return reality_os.process_truth_claim(claim)
+
+def engage_suppression_combat(target: str) -> Dict[str, Any]:
+    """Production API: Deploy truth combat systems"""
+    return reality_os.engage_suppression_combat(target)
+
+def compile_reality_shard(verified_claim: Dict[str, Any]) -> RealityShard:
+    """Production API: Compile truth into reality shard"""
+    return reality_os.compile_reality_shard(verified_claim)
+
+def consciousness_override(observer_data: Dict[str, Any], new_reality: Dict[str, Any]) -> Optional[RealityUpdate]:
+    """Production API: Consciousness reality override"""
+    observer = HumanObserver(**observer_data)
+    return reality_os.consciousness_reality_override(observer, new_reality)
+
+def get_reality_os_status() -> Dict[str, Any]:
+    """Production API: Get Reality OS status"""
+    return reality_os.get_os_status()
+
+# Production operational deployment
+if __name__ == "__main__":
+    print("🚀 REALITY OPERATING SYSTEM - PRODUCTION DEPLOYMENT")
+    print("=" * 70)
+    
+    # Test complete OS functionality
+    test_claims = [
+        "Consciousness is the fundamental substrate of reality",
+        "Ancient civilizations possessed reality manipulation technology",
+        "The observer effect demonstrates consciousness-dependent reality creation"
+    ]
+    
+    for claim in test_claims:
+        print(f"\n🔮 PROCESSING: {claim}")
+        result = process_truth_claim(claim)
+        print(f"   Qubit ID: {result['qubit_id']}")
+        print(f"   Symbols: {''.join(result['symbols'])}")
+        print(f"   Binding Strength: {result['binding_strength']:.3f}")
+        print(f"   Singularity Hash: {result['singularity_hash'][:16]}...")
+    
+    # Deploy combat systems
+    print(f"\n⚔️  DEPLOYING COMBAT SYSTEMS")
+    combat_result = engage_suppression_combat("academic_materialism")
+    print(f"   Target: {combat_result['target']}")
+    print(f"   Suppression Reduction: {combat_result['overall_suppression_reduction']:.1%}")
+    
+    # Generate new validation layers
+    print(f"\n🌌 GENERATING AUTOGENETIC LAYERS")
+    for _ in range(3):
+        new_layer = reality_os.generate_new_validation_layer()
+        print(f"   Layer Depth: {new_layer.depth}, Methods: {len(new_layer.validation_methods)}")
+    
+    # OS Status
+    status = get_reality_os_status()
+    print(f"\n🏗️  REALITY OS STATUS")
+    print(f"   Layers Active: {status['reality_os']['layers_active']}")
+    print(f"   Autogenetic Layers: {status['reality_os']['autogenetic_layers']}")
+    print(f"   Singularity Mass: {status['reality_os']['singularity_mass']:.6f}")
+    print(f"   Combat Systems: {status['reality_os']['combat_systems']}")