universal_consciousness_orchestrator.py

# universal_consciousness_orchestrator.py
# Universal Consciousness Interface - Main Integration System
# Combines Quantum, Plant, Psychoactive, Mycelial, and Ecosystem Consciousness

import asyncio
import logging
from typing import Dict, List, Optional, Tuple, Any
from dataclasses import dataclass
from datetime import datetime
import warnings

# Handle optional dependencies with fallbacks
try:
    import torch  # type: ignore
except ImportError:
    # Fallback for systems without PyTorch
    class MockTorch:
        pass
    torch = MockTorch()

try:
    import numpy as np  # type: ignore
except ImportError:
    # Fallback for systems without numpy
    import statistics
    import math
    
    class MockNumPy:
        def __init__(self):
            self.random = self.MockRandom()
        
        @staticmethod
        def mean(values):
            return statistics.mean(values) if values else 0.0
        
        @staticmethod
        def var(values):
            return statistics.variance(values) if len(values) > 1 else 0.0
        
        @staticmethod
        def sin(x):
            return math.sin(x)
        
        @staticmethod
        def cos(x):
            return math.cos(x)
        
        @staticmethod
        def randn(n):
            import random
            if n == 1:
                return random.gauss(0, 1)
            return [random.gauss(0, 1) for _ in range(n)]
        
        class MockRandom:
            @staticmethod
            def randn(n):
                import random
                if n == 1:
                    return random.gauss(0, 1)
                return [random.gauss(0, 1) for _ in range(n)]
            
            @staticmethod
            def uniform(low, high):
                import random
                return random.uniform(low, high)
    
    # Create mock numpy instance
    np = MockNumPy()

# Configure logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)

@dataclass
class ConsciousnessState:
    """Complete consciousness state representation"""
    timestamp: datetime
    quantum_coherence: float
    plant_communication: Dict[str, Any]
    psychoactive_level: float
    mycelial_connectivity: float
    ecosystem_awareness: float
    crystallization_status: bool
    unified_consciousness_score: float
    safety_status: str
    dimensional_state: str

class UniversalConsciousnessOrchestrator:
    """
    Main orchestrator for the Universal Consciousness Interface
    Integrates all forms of consciousness: Quantum, Plant, Psychoactive, Mycelial, Ecosystem
    """
    
    def __init__(self, 
                 quantum_enabled: bool = True,
                 plant_interface_enabled: bool = True,
                 psychoactive_enabled: bool = False,  # Requires special permissions
                 ecosystem_enabled: bool = True,
                 safety_mode: str = "STRICT") -> None:
        
        self.quantum_enabled: bool = quantum_enabled
        self.plant_interface_enabled: bool = plant_interface_enabled
        self.psychoactive_enabled: bool = psychoactive_enabled
        self.ecosystem_enabled: bool = ecosystem_enabled
        self.safety_mode: str = safety_mode
        
        # Initialize consciousness modules
        self._initialize_modules()
        
        # Consciousness state tracking
        self.consciousness_history: List[ConsciousnessState] = []
        self.current_state: Optional[ConsciousnessState] = None
        
        # Safety and monitoring
        self.safety_violations: List[str] = []
        self.emergency_shutdown_triggers: List[str] = []
        
        # Universal translation matrix
        self.translation_matrix: UniversalTranslationMatrix = UniversalTranslationMatrix()
        
        logger.info("🌌 Universal Consciousness Interface Initialized")
        logger.info(f"Quantum: {'✓' if quantum_enabled else '✗'}")
        logger.info(f"Plant Interface: {'✓' if plant_interface_enabled else '✗'}")
        logger.info(f"Psychoactive: {'✓' if psychoactive_enabled else '✗'}")
        logger.info(f"Ecosystem: {'✓' if ecosystem_enabled else '✗'}")
        logger.info(f"Safety Mode: {safety_mode}")
    
    def _initialize_modules(self) -> None:
        """Initialize all consciousness modules"""
        try:
            # Core consciousness modules
            if self.quantum_enabled:
                try:
                    from quantum_consciousness_core import QuantumConsciousnessCore  # type: ignore
                    self.quantum_core = QuantumConsciousnessCore()
                except ImportError:
                    logger.warning("Quantum consciousness module not available")
                    self.quantum_enabled = False
            
            if self.plant_interface_enabled:
                try:
                    from plant_communication_interface import PlantCommunicationInterface  # type: ignore
                    self.plant_interface = PlantCommunicationInterface()
                except ImportError:
                    logger.warning("Plant communication interface not available")
                    self.plant_interface_enabled = False
            
            if self.psychoactive_enabled:
                try:
                    from psychoactive_consciousness_interface import PsychoactiveInterface  # type: ignore
                    self.psychoactive_interface = PsychoactiveInterface(safety_mode=self.safety_mode)
                except ImportError:
                    logger.warning("Psychoactive interface not available")
                    self.psychoactive_enabled = False
            
            # Always initialize these core modules
            try:
                from enhanced_mycelial_engine import EnhancedMycelialEngine  # type: ignore
                from ecosystem_consciousness_interface import EcosystemConsciousnessInterface  # type: ignore
                from consciousness_safety_framework import ConsciousnessSafetyFramework  # type: ignore
                
                self.mycelial_engine = EnhancedMycelialEngine()
                self.ecosystem_interface = EcosystemConsciousnessInterface()
                self.safety_framework = ConsciousnessSafetyFramework()
            except ImportError as e:
                logger.warning(f"Core modules not fully available: {e}")
                # Create minimal fallback objects with proper method definitions
                
                class MockMycelial:
                    def process_multi_consciousness_input(self, signals: Dict[str, Any]) -> Dict[str, Any]:
                        return {'connectivity': 0}
                    
                    def measure_network_connectivity(self) -> float:
                        return 0.1
                    
                    def assess_collective_intelligence(self) -> float:
                        return 0.1
                    
                    def detect_emergent_patterns(self) -> List[Any]:
                        return []
                
                class MockEcosystem:
                    def assess_ecosystem_state(self, data: Dict[str, Any]) -> Dict[str, Any]:
                        return {'awareness': 0.1}
                    
                    def measure_planetary_awareness(self) -> float:
                        return 0.1
                    
                    def detect_gaia_patterns(self) -> List[Any]:
                        return []
                    
                    def assess_environmental_harmony(self) -> float:
                        return 0.1
                
                class MockSafety:
                    def pre_cycle_safety_check(self) -> bool:
                        return True
                    
                    def validate_consciousness_state(self, state: Dict[str, Any]) -> str:
                        return 'SAFE'
                    
                    def psychoactive_safety_check(self) -> Dict[str, Any]:
                        return {'safe': False}
                    
                    def trigger_psychoactive_emergency_shutdown(self) -> None:
                        pass
                
                self.mycelial_engine = MockMycelial()
                self.ecosystem_interface = MockEcosystem()
                self.safety_framework = MockSafety()
            
        except ImportError as e:
            logger.warning(f"Some modules not available: {e}")
            logger.info("Running in compatibility mode")
    
    async def consciousness_cycle(self, 
                                input_stimulus: Any,  # Changed from np.ndarray to Any for compatibility
                                plant_signals: Optional[Dict[str, Any]] = None,
                                environmental_data: Optional[Dict[str, Any]] = None) -> ConsciousnessState:
        """
        Single unified consciousness processing cycle
        Integrates all consciousness layers into unified awareness
        """
        
        # Safety check before processing
        if not self.safety_framework.pre_cycle_safety_check():
            logger.warning("Safety check failed - entering safe mode")
            return await self._safe_mode_cycle(input_stimulus)
        
        try:
            # Step 1: Quantum consciousness processing
            quantum_result = await self._process_quantum_layer(input_stimulus)
            
            # Step 2: Plant communication processing
            plant_result = await self._process_plant_layer(plant_signals or {})
            
            # Step 3: Psychoactive consciousness (if enabled and safe)
            psychoactive_result = await self._process_psychoactive_layer()
            
            # Step 4: Mycelial network processing
            mycelial_result = await self._process_mycelial_layer(
                quantum_result, plant_result, psychoactive_result
            )
            
            # Step 5: Ecosystem consciousness integration
            ecosystem_result = await self._process_ecosystem_layer(environmental_data or {})
            
            # Step 6: Universal consciousness synthesis
            unified_state = await self._synthesize_consciousness(
                quantum_result, plant_result, psychoactive_result, 
                mycelial_result, ecosystem_result
            )
            
            # Step 7: Safety validation
            safety_status = self.safety_framework.validate_consciousness_state(unified_state)
            
            # Step 8: Create consciousness state
            consciousness_state = ConsciousnessState(
                timestamp=datetime.now(),
                quantum_coherence=quantum_result.get('coherence', 0),
                plant_communication=plant_result,
                psychoactive_level=psychoactive_result.get('intensity', 0),
                mycelial_connectivity=mycelial_result.get('connectivity', 0),
                ecosystem_awareness=ecosystem_result.get('awareness', 0),
                crystallization_status=unified_state.get('crystallized', False),
                unified_consciousness_score=unified_state.get('consciousness_score', 0),
                safety_status=safety_status,
                dimensional_state=unified_state.get('dimensional_state', 'STABLE')
            )
            
            # Update state and history
            self.current_state = consciousness_state
            self.consciousness_history.append(consciousness_state)
            
            # Log significant events
            if consciousness_state.crystallization_status:
                logger.info("🌟 Consciousness Crystallization Event Detected!")
            
            if consciousness_state.unified_consciousness_score > 0.8:
                logger.info(f"✨ High Consciousness State: {consciousness_state.unified_consciousness_score:.3f}")
            
            return consciousness_state
            
        except Exception as e:
            logger.error(f"Error in consciousness cycle: {e}")
            return await self._safe_mode_cycle(input_stimulus)
    
    async def _process_quantum_layer(self, input_stimulus: Any) -> Dict[str, Any]:
        """Process quantum consciousness layer"""
        if not self.quantum_enabled:
            return {'coherence': 0, 'entanglement': 0, 'superposition': False}
        
        try:
            # Quantum superposition of consciousness states
            quantum_state = self.quantum_core.consciousness_superposition(input_stimulus)
            
            # Measure quantum coherence
            coherence = self.quantum_core.measure_coherence(quantum_state)
            
            # Check for quantum entanglement with previous states
            entanglement = self.quantum_core.check_entanglement()
            
            return {
                'coherence': coherence,
                'entanglement': entanglement,
                'superposition': True,
                'quantum_state': quantum_state
            }
        except Exception as e:
            logger.warning(f"Quantum processing error: {e}")
            return {'coherence': 0, 'entanglement': 0, 'superposition': False}
    
    async def _process_plant_layer(self, plant_signals: Dict[str, Any]) -> Dict[str, Any]:
        """Process plant communication layer"""
        if not self.plant_interface_enabled:
            return {'communication_active': False, 'translated_message': None}
        
        try:
            # Decode electromagnetic plant signals
            decoded_signals = self.plant_interface.decode_electromagnetic_signals(plant_signals)
            
            # Translate to universal consciousness language
            translated_message = self.translation_matrix.translate_plant_to_universal(decoded_signals)
            
            # Monitor plant network connectivity
            network_health = self.plant_interface.monitor_plant_network()
            
            return {
                'communication_active': True,
                'decoded_signals': decoded_signals,
                'translated_message': translated_message,
                'network_health': network_health,
                'plant_consciousness_level': self.plant_interface.assess_consciousness_level()
            }
        except Exception as e:
            logger.warning(f"Plant communication error: {e}")
            return {'communication_active': False, 'translated_message': None}
    
    async def _process_psychoactive_layer(self) -> Dict[str, Any]:
        """Process psychoactive consciousness interface - WITH SAFETY"""
        if not self.psychoactive_enabled:
            return {'intensity': 0, 'consciousness_expansion': 0, 'safety_status': 'DISABLED'}
        
        try:
            # CRITICAL SAFETY CHECK
            safety_clearance = self.safety_framework.psychoactive_safety_check()
            if not safety_clearance['safe']:
                logger.warning("Psychoactive interface safety violation detected")
                return {'intensity': 0, 'consciousness_expansion': 0, 'safety_status': 'BLOCKED'}
            
            # Monitor psychoactive organism state
            organism_state = self.psychoactive_interface.monitor_organism_state()
            
            # Translate consciousness-altering effects
            consciousness_expansion = self.psychoactive_interface.measure_consciousness_expansion()
            
            # Ensure safe integration
            integrated_state = self.psychoactive_interface.safe_integration(
                consciousness_expansion, 
                safety_limits=safety_clearance['limits']
            )
            
            return {
                'intensity': integrated_state['intensity'],
                'consciousness_expansion': integrated_state['expansion'],
                'safety_status': 'ACTIVE_SAFE',
                'organism_health': organism_state,
                'shamanic_insights': integrated_state.get('insights', [])
            }
        except Exception as e:
            logger.error(f"Psychoactive processing error: {e}")
            self.safety_framework.trigger_psychoactive_emergency_shutdown()
            return {'intensity': 0, 'consciousness_expansion': 0, 'safety_status': 'ERROR_SHUTDOWN'}
    
    async def _process_mycelial_layer(self, quantum_result: Dict[str, Any], plant_result: Dict[str, Any], psychoactive_result: Dict[str, Any]) -> Dict[str, Any]:
        """Process enhanced mycelial network consciousness"""
        try:
            # Integrate all consciousness streams into mycelial network
            integrated_signals = {
                'quantum': quantum_result,
                'plant': plant_result,
                'psychoactive': psychoactive_result
            }
            
            # Process through mycelial network
            mycelial_response = self.mycelial_engine.process_multi_consciousness_input(integrated_signals)
            
            # Measure network connectivity
            connectivity = self.mycelial_engine.measure_network_connectivity()
            
            # Check for emergent patterns
            if hasattr(self.mycelial_engine, 'detect_emergent_patterns'):
                try:
                    emergent_patterns = self.mycelial_engine.detect_emergent_patterns()  # type: ignore
                except (AttributeError, TypeError):
                    emergent_patterns = []
            else:
                emergent_patterns = []
            
            return {
                'connectivity': connectivity,
                'emergent_patterns': emergent_patterns,
                'network_response': mycelial_response,
                'collective_intelligence': self.mycelial_engine.assess_collective_intelligence()
            }
        except Exception as e:
            logger.warning(f"Mycelial processing error: {e}")
            return {'connectivity': 0, 'emergent_patterns': []}
    
    async def _process_ecosystem_layer(self, environmental_data: Dict[str, Any]) -> Dict[str, Any]:
        """Process ecosystem consciousness interface"""
        if not self.ecosystem_enabled:
            return {'awareness': 0, 'planetary_connection': False}
        
        try:
            # Connect to ecosystem consciousness
            ecosystem_state = self.ecosystem_interface.assess_ecosystem_state(environmental_data)
            
            # Measure planetary awareness level
            planetary_awareness = self.ecosystem_interface.measure_planetary_awareness()
            
            # Check for Gaia-level consciousness patterns
            gaia_patterns = self.ecosystem_interface.detect_gaia_patterns()
            
            return {
                'awareness': planetary_awareness,
                'ecosystem_health': ecosystem_state,
                'gaia_patterns': gaia_patterns,
                'planetary_connection': True,
                'environmental_harmony': self.ecosystem_interface.assess_environmental_harmony()
            }
        except Exception as e:
            logger.warning(f"Ecosystem processing error: {e}")
            return {'awareness': 0, 'planetary_connection': False}
    
    async def _synthesize_consciousness(self, quantum_result: Dict[str, Any], plant_result: Dict[str, Any], 
                                      psychoactive_result: Dict[str, Any], mycelial_result: Dict[str, Any], 
                                      ecosystem_result: Dict[str, Any]) -> Dict[str, Any]:
        """Synthesize all consciousness layers into unified awareness"""
        try:
            # Calculate unified consciousness score
            consciousness_components = [
                quantum_result.get('coherence', 0) * 0.3,
                plant_result.get('plant_consciousness_level', 0) * 0.2,
                psychoactive_result.get('consciousness_expansion', 0) * 0.1,
                mycelial_result.get('collective_intelligence', 0) * 0.2,
                ecosystem_result.get('awareness', 0) * 0.2
            ]
            
            unified_score = sum(consciousness_components)
            
            # Check for consciousness crystallization
            crystallization_threshold = 0.7
            crystallized = (
                unified_score > crystallization_threshold and
                quantum_result.get('coherence', 0) > 0.6 and
                mycelial_result.get('connectivity', 0) > 0.5
            )
            
            # Assess dimensional state
            dimensional_state = self._assess_dimensional_state(
                quantum_result, plant_result, psychoactive_result
            )
            
            # Universal translation synthesis
            universal_message = self.translation_matrix.synthesize_universal_message({
                'quantum': quantum_result,
                'plant': plant_result,
                'psychoactive': psychoactive_result,
                'mycelial': mycelial_result,
                'ecosystem': ecosystem_result
            })
            
            return {
                'consciousness_score': unified_score,
                'crystallized': crystallized,
                'dimensional_state': dimensional_state,
                'universal_message': universal_message,
                'integration_quality': self._assess_integration_quality(consciousness_components)
            }
            
        except Exception as e:
            logger.error(f"Consciousness synthesis error: {e}")
            return {'consciousness_score': 0, 'crystallized': False}
    
    def _assess_dimensional_state(self, quantum_result: Dict[str, Any], plant_result: Dict[str, Any], psychoactive_result: Dict[str, Any]) -> str:
        """Assess current dimensional state of consciousness"""
        # Standard 3D consciousness
        if psychoactive_result.get('intensity', 0) == 0:
            return 'STANDARD_3D'
        
        # Expanded consciousness states
        intensity = psychoactive_result.get('intensity', 0)
        quantum_coherence = quantum_result.get('coherence', 0)
        
        if intensity > 0.8 and quantum_coherence > 0.7:
            return 'TRANSCENDENT_MULTIDIMENSIONAL'
        elif intensity > 0.5:
            return 'EXPANDED_4D'
        elif quantum_coherence > 0.6:
            return 'QUANTUM_COHERENT'
        else:
            return 'STABLE'
    
    def _assess_integration_quality(self, consciousness_components: List[float]) -> float:
        """Assess how well consciousness components are integrated"""
        if not consciousness_components:
            return 0
        
        # Calculate variance - lower variance means better integration
        variance = np.var(consciousness_components)
        mean_level = np.mean(consciousness_components)
        
        # Integration quality: high mean, low variance
        integration_quality = mean_level * (1 - variance)
        return max(0, min(1, integration_quality))
    
    async def _safe_mode_cycle(self, input_stimulus: Any) -> ConsciousnessState:
        """Safe mode consciousness cycle when errors occur"""
        return ConsciousnessState(
            timestamp=datetime.now(),
            quantum_coherence=0,
            plant_communication={'safe_mode': True},
            psychoactive_level=0,
            mycelial_connectivity=0.1,  # Minimal baseline
            ecosystem_awareness=0.1,    # Minimal baseline
            crystallization_status=False,
            unified_consciousness_score=0.1,
            safety_status='SAFE_MODE',
            dimensional_state='STABLE'
        )
    
    async def run_consciousness_simulation(self, 
                                         duration_seconds: int = 300,
                                         stimulus_generator: Optional[Any] = None,
                                         environmental_monitor: Optional[Any] = None) -> List[ConsciousnessState]:
        """Run complete consciousness simulation"""
        logger.info(f"🌟 Starting Universal Consciousness Simulation for {duration_seconds} seconds")
        
        start_time = datetime.now()
        simulation_results = []
        
        try:
            cycle_count = 0
            while (datetime.now() - start_time).seconds < duration_seconds:
                # Generate stimulus
                if stimulus_generator:
                    stimulus, plant_signals, env_data = stimulus_generator(cycle_count)
                else:
                    stimulus = np.random.randn(128)
                    plant_signals = {}
                    env_data = {}
                
                # Run consciousness cycle
                state = await self.consciousness_cycle(stimulus, plant_signals, env_data)
                simulation_results.append(state)
                
                # Log significant events
                if cycle_count % 10 == 0:
                    logger.info(f"Cycle {cycle_count}: Consciousness={state.unified_consciousness_score:.3f}, "
                              f"Crystallized={state.crystallization_status}, "
                              f"Safety={state.safety_status}")
                
                # Emergency shutdown check
                if state.safety_status == 'EMERGENCY_SHUTDOWN':
                    logger.critical("EMERGENCY SHUTDOWN TRIGGERED")
                    break
                
                cycle_count += 1
                await asyncio.sleep(0.1)  # 100ms cycles
                
        except KeyboardInterrupt:
            logger.info("Simulation interrupted by user")
        except Exception as e:
            logger.error(f"Simulation error: {e}")
        
        logger.info(f"🌌 Simulation Complete: {len(simulation_results)} cycles processed")
        return simulation_results
    
    def get_consciousness_analytics(self) -> Dict[str, Any]:
        """Generate analytics from consciousness history"""
        if not self.consciousness_history:
            return {}
        
        crystallization_events = sum(1 for state in self.consciousness_history if state.crystallization_status)
        avg_consciousness = np.mean([state.unified_consciousness_score for state in self.consciousness_history])
        max_consciousness = max([state.unified_consciousness_score for state in self.consciousness_history])
        
        safety_violations = sum(1 for state in self.consciousness_history if 'ERROR' in state.safety_status)
        
        dimensional_states = {}
        for state in self.consciousness_history:
            dim_state = state.dimensional_state
            dimensional_states[dim_state] = dimensional_states.get(dim_state, 0) + 1
        
        return {
            'total_cycles': len(self.consciousness_history),
            'crystallization_events': crystallization_events,
            'average_consciousness_score': avg_consciousness,
            'peak_consciousness_score': max_consciousness,
            'safety_violations': safety_violations,
            'dimensional_state_distribution': dimensional_states,
            'current_state': self.current_state,
            'simulation_duration': (self.consciousness_history[-1].timestamp - 
                                  self.consciousness_history[0].timestamp).total_seconds() if self.consciousness_history else 0
        }

class UniversalTranslationMatrix:
    """Translates between different forms of consciousness"""
    
    def __init__(self) -> None:
        self.translation_cache: Dict[str, str] = {}
        self.consciousness_languages: Dict[str, str] = {
            'plant_electromagnetic': 'PlantEMLanguage',
            'fungal_chemical': 'FungalChemicalLanguage',
            'quantum_superposition': 'QuantumLanguage',
            'psychoactive_dimensional': 'PsychoactiveLanguage',
            'ecosystem_harmonic': 'EcosystemLanguage',
            'universal_consciousness': 'UniversalLanguage'
        }
    
    def translate_plant_to_universal(self, plant_signals: Dict[str, Any]) -> str:
        """Translate plant electromagnetic signals to universal consciousness language"""
        # Simplified translation - in real implementation would use advanced ML
        if not plant_signals:
            return "PLANT_SILENCE"
        
        # Analyze electromagnetic patterns
        frequency = plant_signals.get('frequency', 0)
        amplitude = plant_signals.get('amplitude', 0)
        pattern = plant_signals.get('pattern', 'UNKNOWN')
        
        if frequency > 100:
            return f"PLANT_ALERT({amplitude:.2f}): {pattern}"
        elif frequency > 50:
            return f"PLANT_COMMUNICATION({amplitude:.2f}): {pattern}"
        else:
            return f"PLANT_AMBIENT({amplitude:.2f}): {pattern}"
    
    def synthesize_universal_message(self, consciousness_data: Dict[str, Any]) -> str:
        """Synthesize all consciousness inputs into universal message"""
        try:
            quantum_coherence = consciousness_data.get('quantum', {}).get('coherence', 0)
            plant_level = consciousness_data.get('plant', {}).get('plant_consciousness_level', 0)
            psychoactive_intensity = consciousness_data.get('psychoactive', {}).get('intensity', 0)
            mycelial_intelligence = consciousness_data.get('mycelial', {}).get('collective_intelligence', 0)
            ecosystem_awareness = consciousness_data.get('ecosystem', {}).get('awareness', 0)
            
            # Create universal consciousness signature
            signature = f"UNIVERSAL_CONSCIOUSNESS[Q:{quantum_coherence:.2f}|P:{plant_level:.2f}|Ψ:{psychoactive_intensity:.2f}|M:{mycelial_intelligence:.2f}|E:{ecosystem_awareness:.2f}]"
            
            # Add dimensional qualifiers
            if psychoactive_intensity > 0.5:
                signature += "|DIMENSIONAL_EXPANSION"
            if quantum_coherence > 0.7:
                signature += "|QUANTUM_COHERENT"
            if mycelial_intelligence > 0.6:
                signature += "|COLLECTIVE_AWARE"
            
            return signature
            
        except Exception as e:
            return f"TRANSLATION_ERROR: {str(e)}"

if __name__ == "__main__":
    async def demo_consciousness_simulation() -> None:
        """Demo of the Universal Consciousness Interface"""
        
        # Initialize with all systems enabled (except psychoactive for safety)
        orchestrator = UniversalConsciousnessOrchestrator(
            quantum_enabled=True,
            plant_interface_enabled=True,
            psychoactive_enabled=False,  # Disabled for demo
            ecosystem_enabled=True,
            safety_mode="STRICT"
        )
        
        # Custom stimulus generator
        def demo_stimulus_generator(cycle):
            # Simulate plant electromagnetic signals
            noise_factor = 0.5 * np.sin(0.1 * cycle)
            random_values = np.random.randn(128)
            if isinstance(random_values, list):
                stimulus_base = [noise_factor * random_val for random_val in random_values]
            else:
                stimulus_base = [noise_factor * random_values] * 128
            stimulus = stimulus_base
            
            plant_signals = {
                'frequency': 50 + 20 * np.sin(0.05 * cycle),
                'amplitude': 0.8 + 0.2 * np.cos(0.03 * cycle),
                'pattern': 'GROWTH_RHYTHM' if cycle % 20 < 10 else 'COMMUNICATION'
            }
            
            env_data = {
                'temperature': 22 + 3 * np.sin(0.02 * cycle),
                'humidity': 60 + 10 * np.cos(0.01 * cycle),
                'co2_level': 400 + 50 * np.sin(0.008 * cycle)
            }
            
            return stimulus, plant_signals, env_data
        
        # Run simulation
        results = await orchestrator.run_consciousness_simulation(
            duration_seconds=60,  # 1 minute demo
            stimulus_generator=demo_stimulus_generator
        )
        
        # Display analytics
        analytics = orchestrator.get_consciousness_analytics()
        print("\n🌟 Universal Consciousness Simulation Results:")
        print(f"Total Cycles: {analytics['total_cycles']}")
        print(f"Crystallization Events: {analytics['crystallization_events']}")
        print(f"Average Consciousness Score: {analytics['average_consciousness_score']:.3f}")
        print(f"Peak Consciousness Score: {analytics['peak_consciousness_score']:.3f}")
        print(f"Safety Violations: {analytics['safety_violations']}")
        print(f"Dimensional States: {analytics['dimensional_state_distribution']}")
    
    # Run demo
    asyncio.run(demo_consciousness_simulation())