#!/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']}")