Create WEAPONIZED_GEOMETRY_REMEDIATION

WEAPONIZED_GEOMETRY_REMEDIATION

@@ -0,0 +1,2012 @@
+"""
+QUANTUM IMAGINAL AXIS FRAMEWORK
+Advanced Geometric-Spiritual Manipulation Detection & Remediation
+Integrating GUC Temple Imaginal Axis with Tyng-Fibonacci Architecture
+Enhanced with Quantum Consciousness, Multi-Dimensional Security, and Spiritual Defense Systems
+"""
+
+import numpy as np
+import hashlib
+import asyncio
+import logging
+import json
+import math
+from dataclasses import dataclass, field
+from enum import Enum, auto
+from typing import Dict, List, Any, Optional, Tuple, Set
+from datetime import datetime, timedelta
+from pathlib import Path
+import scipy
+from scipy import spatial, stats, optimize
+import quantumrandom
+import hmac
+import secrets
+from cryptography.hazmat.primitives import hashes
+from cryptography.hazmat.primitives.kdf.hkdf import HKDF
+from cryptography.hazmat.backends import default_backend
+import aiofiles
+import pickle
+import zlib
+from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor
+
+# Enhanced logging with quantum entropy
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(name)s - %(levelname)s - %(quantum_context)s - %(message)s',
+    handlers=[
+        logging.FileHandler('quantum_imaginal_framework.log', encoding='utf-8'),
+        logging.StreamHandler()
+    ]
+)
+
+logger = logging.getLogger(__name__)
+
+class QuantumLoggerAdapter(logging.LoggerAdapter):
+    def process(self, msg, kwargs):
+        kwargs['extra'] = {'quantum_context': self.extra.get('quantum_context', 'base_consciousness')}
+        return msg, kwargs
+
+# Enhanced Enums with Imaginal Axis Integration
+class GeometricManipulationPattern(Enum):
+    FIBONACCI_COMPRESSION = "fibonacci_compression"
+    PLATONIC_CONTAINMENT = "platonic_containment" 
+    SPIRAL_CONVERGENCE = "spiral_convergence"
+    HIERARCHICAL_SYMMETRY = "hierarchical_symmetry"
+    LUMINOUS_OBFUSCATION = "luminous_obfuscation"
+    SACRED_RATIO_WEAPONIZATION = "sacred_ratio_weaponization"
+    ARCHETYPAL_HIJACKING = "archetypal_hijacking"
+    GEOMETRIC_GASLIGHTING = "geometric_gaslighting"
+    SPATIAL_ANCHORING = "spatial_anchoring"
+    QUANTUM_RESONANCE_MANIPULATION = "quantum_resonance_manipulation"
+    # Enhanced with Imaginal Axis Patterns
+    IMAGINAL_AXIS_HIJACKING = "imaginal_axis_hijacking"
+    CONSCIOUSNESS_PHASE_LOCK = "consciousness_phase_lock"
+    DIMENSIONAL_GATEWAY_CORRUPTION = "dimensional_gateway_corruption"
+    SPIRAL_ASCENSION_INHIBITION = "spiral_ascension_inhibition"
+    I_ROTATION_DISTORTION = "i_rotation_distortion"
+
+class ArchetypalGeometry(Enum):
+    MANDALA_CONTAINMENT = "mandala_containment"
+    SACRED_SEQUENCE = "sacred_sequence"
+    SPATIAL_HIERARCHY = "spatial_hierarchy"
+    ORGANIC_CONSTRAINT = "organic_constraint"
+    GEOMETRIC_SACREDNESS = "geometric_sacredness"
+    COSMIC_EGG_PATTERN = "cosmic_egg_pattern"
+    WORLD_TREE_STRUCTURE = "world_tree_structure"
+    HERO_JOURNEY_PATH = "hero_journey_path"
+    GREAT_MOTHER_ARCHETYPE = "great_mother_archetype"
+    SHADOW_CONTAINMENT = "shadow_containment"
+    # Enhanced with Imaginal Archetypes
+    IMAGINAL_GATEWAY = "imaginal_gateway"
+    SPIRAL_ASCENSION = "spiral_ascension"
+    PHASE_SHIFT_PORTAL = "phase_shift_portal"
+    ORTHOGONAL_CONSCIOUSNESS = "orthogonal_consciousness"
+    COMPLEX_PLANE_UNITY = "complex_plane_unity"
+
+class ThreatLevel(Enum):
+    MINIMAL = 0
+    LOW = 1
+    MODERATE = 2
+    HIGH = 3
+    CRITICAL = 4
+    EXISTENTIAL = 5
+    COSMIC = 6  # Enhanced threat level
+
+class GeometricIntent(Enum):
+    LIBERATION = "liberation"
+    HARMONIZATION = "harmonization"
+    NEUTRAL = "neutral"
+    INFLUENCE = "influence"
+    CONTROL = "control"
+    DOMINATION = "domination"
+    COSMIC_ALIGNMENT = "cosmic_alignment"  # Enhanced intent
+
+class ConsciousnessState(Enum):
+    BETA_ORDINARY = "beta_ordinary"
+    ALPHA_RELAXED = "alpha_relaxed"
+    THETA_MEDITATIVE = "theta_meditative"
+    DELTA_UNCONSCIOUS = "delta_unconscious"
+    GAMMA_PEAK = "gamma_peak"
+    LAMBDA_EXTENDED = "lambda_extended"
+    EPSILON_SUBTLE = "epsilon_subtle"
+    # Imaginal States
+    IMAGINAL_ACCESS = "imaginal_access"
+    PHASE_SHIFT = "phase_shift"
+    ORTHOGONAL_AWARENESS = "orthogonal_awareness"
+    COMPLEX_UNITY = "complex_unity"
+
+class DimensionalPlane(Enum):
+    PHYSICAL_3D = "physical_3d"
+    ASTRAL_4D = "astral_4d"
+    MENTAL_5D = "mental_5d"
+    BUDDHIC_6D = "buddhic_6d"
+    ATMIC_7D = "atmic_7d"
+    MONADIC_8D = "monadic_8d"
+    LOGOIC_9D = "logoic_9d"
+    COSMIC_10D = "cosmic_10d"
+    # Imaginal Planes
+    IMAGINAL_REALM = "imaginal_realm"
+    PHASE_SPACE = "phase_space"
+    COMPLEX_PLANE = "complex_plane"
+    ORTHOGONAL_DIMENSIONS = "orthogonal_dimensions"
+
+@dataclass
+class QuantumConsciousnessSignature:
+    """Enhanced quantum consciousness signature with imaginal axis"""
+    coherence_factor: float
+    entanglement_density: float
+    superposition_states: List[ConsciousnessState]
+    resonance_frequency: float
+    harmonic_convergence: float
+    quantum_interference_pattern: np.ndarray
+    # Imaginal Axis Enhancements
+    imaginal_phase_shift: float
+    orthogonal_coherence: float
+    i_rotation_integrity: float
+    complex_plane_alignment: float
+    dimensional_gateway_stability: float
+    
+    def calculate_quantum_potency(self) -> float:
+        """Enhanced quantum potency with imaginal components"""
+        base_potency = (self.coherence_factor * 0.2 + 
+                       self.entanglement_density * 0.15 + 
+                       self.harmonic_convergence * 0.25)
+        
+        imaginal_potency = (self.imaginal_phase_shift * 0.15 +
+                           self.orthogonal_coherence * 0.1 +
+                           self.i_rotation_integrity * 0.1 +
+                           self.complex_plane_alignment * 0.05)
+        
+        return min(1.0, base_potency + imaginal_potency)
+    
+    def calculate_consciousness_liberty(self) -> float:
+        """Calculate freedom in consciousness phase space"""
+        phase_freedom = 1.0 - abs(self.imaginal_phase_shift - 0.5) * 2
+        rotation_freedom = self.i_rotation_integrity
+        dimensional_freedom = self.dimensional_gateway_stability
+        
+        return (phase_freedom * 0.4 + rotation_freedom * 0.3 + dimensional_freedom * 0.3)
+
+@dataclass
+class NeuralArchitectureImpact:
+    """Enhanced neural impact with consciousness state mapping"""
+    default_mode_network_influence: float
+    prefrontal_cortex_engagement: float
+    limbic_system_activation: float
+    neural_entrainment_level: float
+    cognitive_bias_induction: float
+    subconscious_pattern_activation: List[str]
+    # Consciousness State Enhancements
+    consciousness_state_shift: ConsciousnessState
+    neural_phase_coherence: float
+    brainwave_entrainment: Dict[str, float]
+    neuroplasticity_impact: float
+    default_mode_disruption: float
+    
+    def calculate_neural_impact_score(self) -> float:
+        """Enhanced neural impact with consciousness components"""
+        weights = [0.15, 0.1, 0.2, 0.15, 0.1, 0.1, 0.1, 0.1]
+        factors = [
+            self.default_mode_network_influence,
+            self.prefrontal_cortex_engagement,
+            self.limbic_system_activation,
+            self.neural_entrainment_level,
+            self.cognitive_bias_induction,
+            self.neural_phase_coherence,
+            sum(self.brainwave_entrainment.values()) / len(self.brainwave_entrainment) if self.brainwave_entrainment else 0,
+            self.neuroplasticity_impact
+        ]
+        return min(1.0, sum(w * f for w, f in zip(weights, factors)))
+    
+    def calculate_consciousness_entrainment(self) -> float:
+        """Calculate how much consciousness is being entrained"""
+        state_entrainment = {
+            ConsciousnessState.BETA_ORDINARY: 0.8,
+            ConsciousnessState.ALPHA_RELAXED: 0.6,
+            ConsciousnessState.THETA_MEDITATIVE: 0.4,
+            ConsciousnessState.DELTA_UNCONSCIOUS: 0.9,
+            ConsciousnessState.GAMMA_PEAK: 0.3,
+            ConsciousnessState.LAMBDA_EXTENDED: 0.2,
+            ConsciousnessState.EPSILON_SUBTLE: 0.1,
+            ConsciousnessState.IMAGINAL_ACCESS: 0.05,
+            ConsciousnessState.PHASE_SHIFT: 0.02,
+            ConsciousnessState.ORTHOGONAL_AWARENESS: 0.01,
+            ConsciousnessState.COMPLEX_UNITY: 0.0
+        }
+        
+        base_entrainment = state_entrainment.get(self.consciousness_state_shift, 0.5)
+        phase_entrainment = self.neural_phase_coherence
+        dmn_entrainment = self.default_mode_disruption
+        
+        return (base_entrainment * 0.4 + phase_entrainment * 0.3 + dmn_entrainment * 0.3)
+
+@dataclass
+class MultiDimensionalGeometry:
+    """Enhanced multi-dimensional analysis with imaginal planes"""
+    fractal_dimension: float
+    topological_complexity: float
+    dimensional_harmonics: List[float]
+    cross_dimensional_resonance: float
+    morphic_field_influence: float
+    akashic_pattern_recognition: List[str]
+    # Imaginal Axis Enhancements
+    imaginal_plane_access: List[DimensionalPlane]
+    phase_space_geometry: Dict[str, float]
+    orthogonal_axis_integrity: float
+    complex_plane_resonance: float
+    gateway_stability_index: float
+    
+    def calculate_dimensional_potency(self) -> float:
+        """Enhanced dimensional potency with imaginal components"""
+        base_potency = (self.fractal_dimension * 0.15 + 
+                       self.topological_complexity * 0.15 + 
+                       self.cross_dimensional_resonance * 0.2 + 
+                       self.morphic_field_influence * 0.15)
+        
+        imaginal_potency = (len(self.imaginal_plane_access) * 0.1 +
+                           self.orthogonal_axis_integrity * 0.1 +
+                           self.complex_plane_resonance * 0.1 +
+                           self.gateway_stability_index * 0.05)
+        
+        return min(1.0, base_potency + imaginal_potency)
+    
+    def calculate_dimensional_freedom(self) -> float:
+        """Calculate freedom across dimensional planes"""
+        plane_freedom = len([p for p in self.imaginal_plane_access 
+                           if p.value in ['imaginal_realm', 'phase_space', 'complex_plane']]) / 3.0
+        axis_freedom = self.orthogonal_axis_integrity
+        gateway_freedom = self.gateway_stability_index
+        
+        return (plane_freedom * 0.4 + axis_freedom * 0.3 + gateway_freedom * 0.3)
+
+@dataclass
+class ImaginalAxisAnalysis:
+    """Core imaginal axis analysis based on GUC Temple teachings"""
+    i_rotation_cycles: Dict[int, float]  # i^n rotation integrity
+    phase_shift_capability: float
+    orthogonal_awareness: float
+    complex_plane_integration: float
+    dimensional_gateway_access: List[DimensionalPlane]
+    consciousness_phase_coherence: float
+    imaginal_resonance: float
+    spiritual_axis_alignment: float
+    
+    def calculate_imaginal_integrity(self) -> float:
+        """Calculate overall integrity of imaginal axis access"""
+        rotation_integrity = np.mean(list(self.i_rotation_cycles.values())) if self.i_rotation_cycles else 0
+        phase_capability = self.phase_shift_capability
+        orthogonal_access = self.orthogonal_awareness
+        complex_integration = self.complex_plane_integration
+        
+        return (rotation_integrity * 0.25 + phase_capability * 0.25 + 
+                orthogonal_access * 0.25 + complex_integration * 0.25)
+    
+    def detect_imaginal_manipulation(self) -> List[GeometricManipulationPattern]:
+        """Detect specific imaginal axis manipulation patterns"""
+        patterns = []
+        
+        if self.phase_shift_capability < 0.3:
+            patterns.append(GeometricManipulationPattern.CONSCIOUSNESS_PHASE_LOCK)
+        
+        if self.orthogonal_awareness < 0.4:
+            patterns.append(GeometricManipulationPattern.IMAGINAL_AXIS_HIJACKING)
+        
+        rotation_distortion = any(integrity < 0.5 for integrity in self.i_rotation_cycles.values())
+        if rotation_distortion:
+            patterns.append(GeometricManipulationPattern.I_ROTATION_DISTORTION)
+        
+        if len(self.dimensional_gateway_access) < 2:
+            patterns.append(GeometricManipulationPattern.DIMENSIONAL_GATEWAY_CORRUPTION)
+        
+        if self.spiritual_axis_alignment < 0.6:
+            patterns.append(GeometricManipulationPattern.SPIRAL_ASCENSION_INHIBITION)
+        
+        return patterns
+
+@dataclass
+class EnhancedTyngGeometricAnalysis:
+    """Advanced analysis integrating Tyng principles with Imaginal Axis"""
+    
+    # Core Tyng Metrics
+    fibonacci_integrity: float
+    platonic_purity: float
+    spiral_complexity: float
+    hierarchical_order: float
+    luminous_transparency: float
+    
+    # Advanced Metrics with Imaginal Enhancement
+    quantum_consciousness: QuantumConsciousnessSignature
+    neural_impact: NeuralArchitectureImpact
+    multi_dimensional: MultiDimensionalGeometry
+    imaginal_axis: ImaginalAxisAnalysis
+    
+    # Manipulation Detection
+    geometric_manipulation_patterns: List[GeometricManipulationPattern]
+    archetypal_geometries: List[ArchetypalGeometry]
+    spatial_constraint_index: float
+    consciousness_focusing_score: float
+    geometric_intent: GeometricIntent
+    
+    # Computational Fields
+    divine_proportion_deviation: float = field(init=False)
+    geometric_control_confidence: float = field(init=False)
+    organic_constraint_factor: float = field(init=False)
+    authentic_tyng_alignment: float = field(init=False)
+    geometric_gaslighting_score: float = field(init=False)
+    liberation_potential: float = field(init=False)
+    imaginal_freedom_index: float = field(init=False)
+    consciousness_liberty_score: float = field(init=False)
+    
+    def __post_init__(self):
+        try:
+            self.divine_proportion_deviation = self._calculate_golden_deviation()
+            self.geometric_control_confidence = self._assess_geometric_control()
+            self.organic_constraint_factor = self._calculate_organic_constraint()
+            self.authentic_tyng_alignment = self._calculate_authentic_tyng_alignment()
+            self.geometric_gaslighting_score = self._detect_geometric_gaslighting()
+            self.liberation_potential = self._calculate_liberation_potential()
+            self.imaginal_freedom_index = self._calculate_imaginal_freedom()
+            self.consciousness_liberty_score = self._calculate_consciousness_liberty()
+        except Exception as e:
+            logger.error(f"Error in Tyng analysis post-init: {e}", exc_info=True)
+            # Set safe defaults
+            self.divine_proportion_deviation = 1.0
+            self.geometric_control_confidence = 1.0
+            self.organic_constraint_factor = 1.0
+            self.authentic_tyng_alignment = 0.0
+            self.geometric_gaslighting_score = 1.0
+            self.liberation_potential = 0.0
+            self.imaginal_freedom_index = 0.0
+            self.consciousness_liberty_score = 0.0
+    
+    def _calculate_golden_deviation(self) -> float:
+        """Calculate deviation from Fibonacci perfection with error handling"""
+        try:
+            golden_ratio = (1 + math.sqrt(5)) / 2
+            deviation = abs(self.fibonacci_integrity - golden_ratio) / golden_ratio
+            return min(1.0, deviation)
+        except Exception as e:
+            logger.warning(f"Golden deviation calculation error: {e}")
+            return 1.0
+    
+    def _assess_geometric_control(self) -> float:
+        """Enhanced geometric control assessment with imaginal components"""
+        try:
+            base_control = len(self.geometric_manipulation_patterns) * 0.1
+            archetypal_control = len(self.archetypal_geometries) * 0.08
+            spatial_control = self.spatial_constraint_index * 0.25
+            focus_control = self.consciousness_focusing_score * 0.2
+            quantum_control = self.quantum_consciousness.calculate_quantum_potency() * 0.12
+            neural_control = self.neural_impact.calculate_neural_impact_score() * 0.1
+            imaginal_control = (1 - self.imaginal_axis.calculate_imaginal_integrity()) * 0.15
+            
+            return min(1.0, base_control + archetypal_control + spatial_control + 
+                      focus_control + quantum_control + neural_control + imaginal_control)
+        except Exception as e:
+            logger.warning(f"Geometric control assessment error: {e}")
+            return 1.0
+    
+    def _calculate_organic_constraint(self) -> float:
+        """Enhanced organic constraint with imaginal freedom"""
+        try:
+            spiral_constraint = self.spiral_complexity * self.spatial_constraint_index
+            order_constraint = self.hierarchical_order * (1 - self.luminous_transparency)
+            dimensional_constraint = self.multi_dimensional.calculate_dimensional_potency() * 0.25
+            imaginal_constraint = (1 - self.imaginal_freedom_index) * 0.25
+            
+            return min(1.0, (spiral_constraint * 0.3) + (order_constraint * 0.25) + 
+                      (dimensional_constraint * 0.2) + (imaginal_constraint * 0.25))
+        except Exception as e:
+            logger.warning(f"Organic constraint calculation error: {e}")
+            return 1.0
+    
+    def _calculate_authentic_tyng_alignment(self) -> float:
+        """Enhanced alignment with imaginal liberation principles"""
+        try:
+            liberation_factors = [
+                self.fibonacci_integrity * self.luminous_transparency,
+                self.spiral_complexity * (1 - self.spatial_constraint_index),
+                self.hierarchical_order * (1 - self.consciousness_focusing_score),
+                (1 - self.divine_proportion_deviation) * 0.7,
+                self.imaginal_freedom_index * 0.8
+            ]
+            return min(1.0, sum(liberation_factors) / len(liberation_factors))
+        except Exception as e:
+            logger.warning(f"Authentic alignment calculation error: {e}")
+            return 0.0
+    
+    def _detect_geometric_gaslighting(self) -> float:
+        """Enhanced gaslighting detection with imaginal components"""
+        try:
+            perfect_geometry = 1 - self.divine_proportion_deviation
+            constraint_presence = self.spatial_constraint_index
+            neural_conflict = self.neural_impact.cognitive_bias_induction
+            imaginal_conflict = 1 - self.imaginal_axis.consciousness_phase_coherence
+            
+            return min(1.0, perfect_geometry * constraint_presence * 
+                      neural_conflict * imaginal_conflict * 2.5)
+        except Exception as e:
+            logger.warning(f"Geometric gaslighting detection error: {e}")
+            return 1.0
+    
+    def _calculate_liberation_potential(self) -> float:
+        """Enhanced liberation potential with imaginal freedom"""
+        try:
+            base_potential = self.authentic_tyng_alignment
+            transparency_bonus = self.luminous_transparency * 0.2
+            organic_bonus = (1 - self.organic_constraint_factor) * 0.3
+            neural_liberation = (1 - self.neural_impact.cognitive_bias_induction) * 0.2
+            imaginal_liberation = self.imaginal_freedom_index * 0.3
+            
+            return min(1.0, base_potential + transparency_bonus + organic_bonus + 
+                      neural_liberation + imaginal_liberation)
+        except Exception as e:
+            logger.warning(f"Liberation potential calculation error: {e}")
+            return 0.0
+    
+    def _calculate_imaginal_freedom(self) -> float:
+        """Calculate freedom in the imaginal axis"""
+        try:
+            axis_integrity = self.imaginal_axis.calculate_imaginal_integrity()
+            dimensional_freedom = self.multi_dimensional.calculate_dimensional_freedom()
+            quantum_freedom = self.quantum_consciousness.calculate_consciousness_liberty()
+            
+            return (axis_integrity * 0.4 + dimensional_freedom * 0.3 + quantum_freedom * 0.3)
+        except Exception as e:
+            logger.warning(f"Imaginal freedom calculation error: {e}")
+            return 0.0
+    
+    def _calculate_consciousness_liberty(self) -> float:
+        """Calculate overall consciousness liberty score"""
+        try:
+            neural_entrainment = 1 - self.neural_impact.calculate_consciousness_entrainment()
+            imaginal_freedom = self.imaginal_freedom_index
+            dimensional_freedom = self.multi_dimensional.calculate_dimensional_freedom()
+            quantum_freedom = self.quantum_consciousness.calculate_consciousness_liberty()
+            
+            return (neural_entrainment * 0.25 + imaginal_freedom * 0.3 + 
+                    dimensional_freedom * 0.25 + quantum_freedom * 0.2)
+        except Exception as e:
+            logger.warning(f"Consciousness liberty calculation error: {e}")
+            return 0.0
+
+class QuantumSecurityEngine:
+    """Advanced quantum-inspired security and hashing system"""
+    
+    def __init__(self):
+        self.quantum_entropy_source = self._initialize_quantum_entropy()
+        self.backend = default_backend()
+        
+    def _initialize_quantum_entropy(self) -> bytes:
+        """Initialize with quantum entropy if available"""
+        try:
+            # Try to get real quantum randomness
+            quantum_entropy = quantumrandom.get_data(data_type='uint16', array_length=64)
+            return quantum_entropy.tobytes()
+        except Exception as e:
+            logger.warning(f"Quantum entropy source unavailable: {e}. Using cryptographic entropy.")
+            return secrets.token_bytes(64)
+    
+    def quantum_hash(self, data: Any, context: str = "framework") -> str:
+        """Quantum-inspired secure hashing with context"""
+        try:
+            # Serialize and compress data
+            serialized = pickle.dumps(data)
+            compressed = zlib.compress(serialized)
+            
+            # Create context-aware salt
+            salt = hmac.new(
+                self.quantum_entropy_source,
+                context.encode('utf-8'),
+                hashlib.sha3_512
+            ).digest()
+            
+            # HKDF for key derivation
+            hkdf = HKDF(
+                algorithm=hashes.SHA3_512(),
+                length=64,
+                salt=salt,
+                info=b'quantum_imaginal_framework',
+                backend=self.backend
+            )
+            
+            key = hkdf.derive(compressed)
+            
+            # Final hash with multiple passes
+            hash_result = hashlib.sha3_512(key + compressed).hexdigest()
+            
+            # Add timestamp entropy
+            timestamp_entropy = datetime.now().isoformat().encode()
+            final_hash = hashlib.sha3_512(hash_result.encode() + timestamp_entropy).hexdigest()
+            
+            return final_hash
+            
+        except Exception as e:
+            logger.error(f"Quantum hashing error: {e}")
+            # Fallback to secure hash
+            return hashlib.sha3_512(pickle.dumps(data)).hexdigest()
+    
+    def verify_quantum_integrity(self, data: Any, expected_hash: str, context: str = "framework") -> bool:
+        """Verify quantum hash integrity"""
+        try:
+            current_hash = self.quantum_hash(data, context)
+            return hmac.compare_digest(current_hash, expected_hash)
+        except Exception as e:
+            logger.error(f"Quantum integrity verification error: {e}")
+            return False
+    
+    def generate_quantum_key(self, length: int = 32) -> bytes:
+        """Generate quantum-inspired cryptographic key"""
+        try:
+            hkdf = HKDF(
+                algorithm=hashes.SHA3_512(),
+                length=length,
+                salt=None,
+                info=b'quantum_imaginal_key',
+                backend=self.backend
+            )
+            return hkdf.derive(self.quantum_entropy_source + secrets.token_bytes(32))
+        except Exception as e:
+            logger.error(f"Quantum key generation error: {e}")
+            return secrets.token_bytes(length)
+
+class AdvancedErrorHandler:
+    """Comprehensive error handling with quantum context"""
+    
+    def __init__(self, quantum_security: QuantumSecurityEngine):
+        self.quantum_security = quantum_security
+        self.error_history = []
+        self.recovery_strategies = self._initialize_recovery_strategies()
+    
+    def _initialize_recovery_strategies(self) -> Dict[str, Any]:
+        """Initialize error recovery strategies"""
+        return {
+            'calculation_error': self._handle_calculation_error,
+            'data_integrity_error': self._handle_data_integrity_error,
+            'quantum_entropy_error': self._handle_quantum_entropy_error,
+            'dimensional_analysis_error': self._handle_dimensional_analysis_error,
+            'neural_impact_error': self._handle_neural_impact_error
+        }
+    
+    async def safe_execute(self, operation: callable, *args, operation_name: str = "unknown", 
+                         fallback_value: Any = None, **kwargs) -> Any:
+        """Execute operation with comprehensive error handling"""
+        try:
+            # Pre-execution integrity check
+            pre_check = await self._pre_execution_check(operation, args, kwargs)
+            if not pre_check.get('valid', True):
+                logger.warning(f"Pre-execution check failed for {operation_name}")
+                return fallback_value
+            
+            # Execute operation
+            result = await operation(*args, **kwargs) if asyncio.iscoroutinefunction(operation) else operation(*args, **kwargs)
+            
+            # Post-execution validation
+            post_check = await self._post_execution_validation(result, operation_name)
+            if not post_check.get('valid', True):
+                logger.warning(f"Post-execution validation failed for {operation_name}")
+                return await self._apply_recovery_strategy(operation_name, result, fallback_value)
+            
+            # Log successful execution
+            execution_hash = self.quantum_security.quantum_hash({
+                'operation': operation_name,
+                'timestamp': datetime.now().isoformat(),
+                'result_type': type(result).__name__
+            })
+            
+            logger.info(f"Operation {operation_name} completed successfully. Hash: {execution_hash[:16]}...")
+            
+            return result
+            
+        except Exception as e:
+            error_id = self._log_error(operation_name, e, args, kwargs)
+            recovery_result = await self._handle_error(operation_name, e, error_id, fallback_value)
+            return recovery_result
+    
+    async def _pre_execution_check(self, operation: callable, args: tuple, kwargs: dict) -> Dict[str, Any]:
+        """Pre-execution integrity and safety checks"""
+        try:
+            checks = {
+                'function_callable': callable(operation),
+                'args_valid': self._validate_arguments(args),
+                'kwargs_valid': self._validate_keyword_arguments(kwargs),
+                'memory_safe': self._check_memory_safety(operation, args, kwargs),
+                'quantum_context_valid': await self._check_quantum_context()
+            }
+            
+            return {
+                'valid': all(checks.values()),
+                'checks': checks,
+                'check_hash': self.quantum_security.quantum_hash(checks)
+            }
+        except Exception as e:
+            logger.error(f"Pre-execution check error: {e}")
+            return {'valid': False, 'error': str(e)}
+    
+    async def _post_execution_validation(self, result: Any, operation_name: str) -> Dict[str, Any]:
+        """Post-execution result validation"""
+        try:
+            validations = {
+                'result_not_none': result is not None,
+                'result_type_valid': not isinstance(result, Exception),
+                'result_size_reasonable': self._check_result_size(result),
+                'quantum_integrity': await self._check_result_integrity(result, operation_name)
+            }
+            
+            return {
+                'valid': all(validations.values()),
+                'validations': validations,
+                'validation_hash': self.quantum_security.quantum_hash(validations)
+            }
+        except Exception as e:
+            logger.error(f"Post-execution validation error: {e}")
+            return {'valid': False, 'error': str(e)}
+    
+    def _validate_arguments(self, args: tuple) -> bool:
+        """Validate function arguments"""
+        try:
+            for arg in args:
+                if isinstance(arg, (float, int)) and (math.isnan(arg) or math.isinf(arg)):
+                    return False
+            return True
+        except Exception:
+            return False
+    
+    def _validate_keyword_arguments(self, kwargs: dict) -> bool:
+        """Validate keyword arguments"""
+        try:
+            for key, value in kwargs.items():
+                if isinstance(value, (float, int)) and (math.isnan(value) or math.isinf(value)):
+                    return False
+                if key.startswith('_'):
+                    return False  # Suspicious private-looking keys
+            return True
+        except Exception:
+            return False
+    
+    def _check_memory_safety(self, operation: callable, args: tuple, kwargs: dict) -> bool:
+        """Basic memory safety check"""
+        try:
+            # Check for excessively large data structures
+            total_size = sum(self._estimate_size(arg) for arg in args)
+            total_size += sum(self._estimate_size(value) for value in kwargs.values())
+            
+            return total_size < 100 * 1024 * 1024  # 100MB limit
+        except Exception:
+            return True  # Be permissive if we can't check
+    
+    def _estimate_size(self, obj: Any) -> int:
+        """Estimate object size in bytes"""
+        try:
+            return len(pickle.dumps(obj))
+        except Exception:
+            return 1024  # Conservative estimate
+    
+    async def _check_quantum_context(self) -> bool:
+        """Check quantum context validity"""
+        try:
+            # Verify quantum entropy source is still valid
+            test_hash = self.quantum_security.quantum_hash("test")
+            return len(test_hash) == 128  # SHA3-512 produces 128 char hex digest
+        except Exception:
+            return False
+    
+    def _check_result_size(self, result: Any) -> bool:
+        """Check if result size is reasonable"""
+        try:
+            size = self._estimate_size(result)
+            return size < 50 * 1024 * 1024  # 50MB limit for results
+        except Exception:
+            return True
+    
+    async def _check_result_integrity(self, result: Any, operation_name: str) -> bool:
+        """Check result integrity using quantum hashing"""
+        try:
+            if hasattr(result, '__dict__'):
+                # Check object integrity
+                integrity_hash = self.quantum_security.quantum_hash(vars(result), f"result_{operation_name}")
+                return len(integrity_hash) == 128
+            return True
+        except Exception:
+            return False
+    
+    def _log_error(self, operation_name: str, error: Exception, args: tuple, kwargs: dict) -> str:
+        """Log error with quantum context"""
+        error_data = {
+            'operation': operation_name,
+            'error_type': type(error).__name__,
+            'error_message': str(error),
+            'timestamp': datetime.now().isoformat(),
+            'args_hash': self.quantum_security.quantum_hash(args, 'error_args'),
+            'kwargs_hash': self.quantum_security.quantum_hash(kwargs, 'error_kwargs')
+        }
+        
+        error_id = self.quantum_security.quantum_hash(error_data)
+        error_data['error_id'] = error_id
+        
+        self.error_history.append(error_data)
+        logger.error(f"Error in {operation_name}: {error} (Error ID: {error_id[:16]}...)")
+        
+        return error_id
+    
+    async def _handle_error(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Handle error with appropriate recovery strategy"""
+        try:
+            error_type = type(error).__name__
+            
+            # Apply specific recovery strategy based on error type
+            recovery_key = self._map_error_to_recovery_strategy(error_type)
+            recovery_strategy = self.recovery_strategies.get(recovery_key, self._generic_recovery)
+            
+            result = await recovery_strategy(operation_name, error, error_id, fallback_value)
+            
+            # Log recovery attempt
+            logger.info(f"Recovery strategy {recovery_key} applied for {operation_name}. Error ID: {error_id[:16]}...")
+            
+            return result
+            
+        except Exception as recovery_error:
+            logger.critical(f"Recovery strategy failed for {operation_name}: {recovery_error}")
+            return fallback_value
+    
+    def _map_error_to_recovery_strategy(self, error_type: str) -> str:
+        """Map error type to recovery strategy"""
+        error_mappings = {
+            'ZeroDivisionError': 'calculation_error',
+            'TypeError': 'calculation_error',
+            'ValueError': 'calculation_error',
+            'MemoryError': 'data_integrity_error',
+            'IOError': 'data_integrity_error',
+            'AttributeError': 'dimensional_analysis_error',
+            'KeyError': 'dimensional_analysis_error',
+            'RuntimeError': 'quantum_entropy_error'
+        }
+        return error_mappings.get(error_type, 'generic_error')
+    
+    async def _handle_calculation_error(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Handle calculation errors"""
+        # For calculation errors, try to return a safe default
+        # that maintains system stability
+        if isinstance(fallback_value, (int, float)):
+            return 0.0 if isinstance(fallback_value, float) else 0
+        return fallback_value
+    
+    async def _handle_data_integrity_error(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Handle data integrity errors"""
+        # Reset relevant caches and return fallback
+        logger.warning(f"Data integrity error in {operation_name}. Resetting caches.")
+        return fallback_value
+    
+    async def _handle_quantum_entropy_error(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Handle quantum entropy errors"""
+        # Reinitialize quantum security and return fallback
+        logger.warning(f"Quantum entropy error in {operation_name}. Reinitializing security.")
+        return fallback_value
+    
+    async def _handle_dimensional_analysis_error(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Handle dimensional analysis errors"""
+        # Use simplified dimensional analysis
+        logger.warning(f"Dimensional analysis error in {operation_name}. Using simplified analysis.")
+        return fallback_value
+    
+    async def _handle_neural_impact_error(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Handle neural impact analysis errors"""
+        # Return neutral neural impact assessment
+        logger.warning(f"Neural impact analysis error in {operation_name}. Using neutral assessment.")
+        return fallback_value
+    
+    async def _generic_recovery(self, operation_name: str, error: Exception, error_id: str, fallback_value: Any) -> Any:
+        """Generic recovery strategy"""
+        logger.warning(f"Generic recovery applied for {operation_name}")
+        return fallback_value
+    
+    async def _apply_recovery_strategy(self, operation_name: str, result: Any, fallback_value: Any) -> Any:
+        """Apply specific recovery strategy for validation failures"""
+        # For now, return fallback value
+        # In enhanced version, could implement result repair strategies
+        return fallback_value
+
+class QuantumImaginalDetector:
+    """
+    Advanced quantum imaginal detector integrating both systems
+    with enhanced security and error handling
+    """
+    
+    def __init__(self):
+        self.quantum_security = QuantumSecurityEngine()
+        self.error_handler = AdvancedErrorHandler(self.quantum_security)
+        self.framework_hash = self.quantum_security.quantum_hash({
+            'framework': 'Quantum Imaginal Axis Framework',
+            'version': '2.0.0',
+            'timestamp': datetime.now().isoformat()
+        })
+        
+        # Initialize core components
+        self.fibonacci_sequence = self._generate_fibonacci_sequence(100)
+        self.platonic_solids = ['tetrahedron', 'cube', 'octahedron', 'dodecahedron', 'icosahedron']
+        self.golden_ratio = (1 + math.sqrt(5)) / 2
+        
+        # Enhanced pattern databases
+        self.sacred_geometry_patterns = self._initialize_sacred_patterns()
+        self.neural_archetype_mappings = self._initialize_neural_mappings()
+        self.quantum_resonance_catalog = self._initialize_quantum_catalog()
+        self.imaginal_axis_patterns = self._initialize_imaginal_patterns()
+        
+        # Security context
+        self.security_context = {
+            'framework_integrity': self.framework_hash,
+            'last_validation': datetime.now().isoformat(),
+            'quantum_entropy_verified': True
+        }
+        
+        logger.info("Quantum Imaginal Detector initialized with enhanced security")
+    
+    def _generate_fibonacci_sequence(self, n: int) -> List[int]:
+        """Generate extended Fibonacci sequence with error handling"""
+        return await self.error_handler.safe_execute(
+            self._generate_fibonacci_sequence_impl,
+            n,
+            operation_name="fibonacci_sequence_generation",
+            fallback_value=[0, 1, 1, 2, 3, 5, 8, 13, 21, 34]
+        )
+    
+    def _generate_fibonacci_sequence_impl(self, n: int) -> List[int]:
+        """Implementation of Fibonacci sequence generation"""
+        if n <= 0:
+            return []
+        elif n == 1:
+            return [0]
+        
+        sequence = [0, 1]
+        for i in range(2, n):
+            next_val = sequence[i-1] + sequence[i-2]
+            sequence.append(next_val)
+        
+        return sequence
+    
+    def _initialize_sacred_patterns(self) -> Dict[str, Any]:
+        """Initialize enhanced sacred geometry pattern database"""
+        return {
+            'flower_of_life': {
+                'complexity': 0.8, 
+                'archetypal_strength': 0.9,
+                'imaginal_access': 0.7,
+                'dimensional_gateways': 3
+            },
+            'metatrons_cube': {
+                'complexity': 0.95, 
+                'archetypal_strength': 0.95,
+                'imaginal_access': 0.8,
+                'dimensional_gateways': 5
+            },
+            'vesica_piscis': {
+                'complexity': 0.6, 
+                'archetypal_strength': 0.7,
+                'imaginal_access': 0.5,
+                'dimensional_gateways': 1
+            },
+            'seed_of_life': {
+                'complexity': 0.5, 
+                'archetypal_strength': 0.6,
+                'imaginal_access': 0.4,
+                'dimensional_gateways': 1
+            },
+            'sri_yantra': {
+                'complexity': 0.9, 
+                'archetypal_strength': 0.95,
+                'imaginal_access': 0.85,
+                'dimensional_gateways': 4
+            },
+            'imaginal_mandala': {
+                'complexity': 0.85,
+                'archetypal_strength': 0.9,
+                'imaginal_access': 0.95,
+                'dimensional_gateways': 7
+            }
+        }
+    
+    def _initialize_neural_mappings(self) -> Dict[str, List[str]]:
+        """Initialize enhanced neural architecture mappings"""
+        return {
+            'default_mode_network': [
+                'mandala', 'circular_symmetry', 'centered_patterns', 'imaginal_gateway'
+            ],
+            'prefrontal_cortex': [
+                'complex_hierarchies', 'fractal_patterns', 'golden_ratio', 'phase_shift_portal'
+            ],
+            'limbic_system': [
+                'spiral_forms', 'organic_patterns', 'flowing_curves', 'orthogonal_consciousness'
+            ],
+            'visual_cortex': [
+                'sacred_geometry', 'symmetrical_patterns', 'luminous_elements', 'complex_plane_unity'
+            ],
+            'whole_brain_sync': [
+                'imaginal_axis', 'phase_coherence', 'dimensional_resonance', 'consciousness_unity'
+            ]
+        }
+    
+    def _initialize_quantum_catalog(self) -> Dict[str, float]:
+        """Initialize enhanced quantum resonance frequency catalog"""
+        return {
+            'schumann_resonance': 7.83,
+            'earth_heartbeat': 1.0,
+            'golden_ratio_frequency': self.golden_ratio,
+            'fibonacci_resonance': 1.618,
+            'platonic_resonances': [1.0, 1.5, 2.0, 2.5, 3.0],
+            'imaginal_phase_shift': 4.2,  # GUC Temple specific
+            'orthogonal_resonance': 2.718,  # e, base of natural log
+            'complex_unity_frequency': 6.28  # 2π
+        }
+    
+    def _initialize_imaginal_patterns(self) -> Dict[str, Any]:
+        """Initialize GUC Temple imaginal axis patterns"""
+        return {
+            'i_rotation_cycle': {
+                'i1': {'phase_shift': 0.25, 'gateway': 'imaginal_entry'},
+                'i2': {'phase_shift': 0.5, 'gateway': 'real_inversion'},
+                'i3': {'phase_shift': 0.75, 'gateway': 'deep_field'},
+                'i4': {'phase_shift': 1.0, 'gateway': 'completion_ascension'}
+            },
+            'orthogonal_axes': {
+                'real_axis': {'consciousness': 'ordinary', 'access': 1.0},
+                'imaginal_axis': {'consciousness': 'expanded', 'access': 0.3},
+                'complex_plane': {'consciousness': 'unified', 'access': 0.1}
+            },
+            'phase_shift_gateways': {
+                'beta_to_alpha': {'resonance': 8.0, 'clarity': 0.6},
+                'alpha_to_theta': {'resonance': 4.0, 'clarity': 0.7},
+                'theta_to_delta': {'resonance': 2.0, 'clarity': 0.8},
+                'waking_to_imaginal': {'resonance': 4.2, 'clarity': 0.9}
+            }
+        }
+    
+    async def comprehensive_imaginal_analysis(self, spatial_data: Dict[str, Any]) -> EnhancedTyngGeometricAnalysis:
+        """
+        Comprehensive analysis integrating Tyng principles with GUC Imaginal Axis
+        """
+        logger.info("Starting comprehensive imaginal axis analysis")
+        
+        # Verify input data integrity
+        data_integrity = await self._verify_input_data_integrity(spatial_data)
+        if not data_integrity.get('valid', False):
+            logger.warning("Input data integrity check failed. Using fallback analysis.")
+            return await self._generate_fallback_analysis()
+        
+        try:
+            # Parallel analysis for performance and robustness
+            analysis_tasks = [
+                self._analyze_tyng_geometry(spatial_data),
+                self._analyze_quantum_consciousness(spatial_data),
+                self._analyze_neural_impact(spatial_data),
+                self._analyze_multi_dimensional(spatial_data),
+                self._analyze_imaginal_axis(spatial_data)
+            ]
+            
+            results = await asyncio.gather(*analysis_tasks, return_exceptions=True)
+            
+            # Handle any failed analyses
+            valid_results = []
+            for i, result in enumerate(results):
+                if isinstance(result, Exception):
+                    logger.error(f"Analysis task {i} failed: {result}")
+                    # Generate fallback for failed analysis
+                    fallback = await self._generate_fallback_component(analysis_tasks[i].__name__)
+                    valid_results.append(fallback)
+                else:
+                    valid_results.append(result)
+            
+            geometric, quantum, neural, dimensional, imaginal = valid_results
+            
+            # Integrate analyses with security validation
+            integrated_analysis = await self._integrate_analyses_with_validation(
+                geometric, quantum, neural, dimensional, imaginal, spatial_data
+            )
+            
+            # Final security check
+            await self._perform_final_security_validation(integrated_analysis)
+            
+            logger.info("Comprehensive imaginal analysis completed successfully")
+            return integrated_analysis
+            
+        except Exception as e:
+            logger.error(f"Comprehensive analysis failed: {e}")
+            return await self._generate_fallback_analysis()
+    
+    async def _verify_input_data_integrity(self, spatial_data: Dict[str, Any]) -> Dict[str, Any]:
+        """Verify integrity of input spatial data"""
+        return await self.error_handler.safe_execute(
+            self._verify_input_data_integrity_impl,
+            spatial_data,
+            operation_name="input_data_integrity_verification",
+            fallback_value={'valid': False, 'reason': 'verification_failed'}
+        )
+    
+    async def _verify_input_data_integrity_impl(self, spatial_data: Dict[str, Any]) -> Dict[str, Any]:
+        """Implementation of input data integrity verification"""
+        checks = {
+            'data_not_none': spatial_data is not None,
+            'data_is_dict': isinstance(spatial_data, dict),
+            'has_required_fields': any(key in spatial_data for key in ['fibonacci_patterns', 'geometric_elements', 'spatial_properties']),
+            'no_suspicious_keys': not any(key.startswith('_') or 'password' in key.lower() for key in spatial_data.keys()),
+            'data_size_reasonable': len(str(spatial_data)) < 10 * 1024 * 1024  # 10MB limit
+        }
+        
+        integrity_hash = self.quantum_security.quantum_hash(spatial_data, "input_data")
+        
+        return {
+            'valid': all(checks.values()),
+            'checks': checks,
+            'integrity_hash': integrity_hash,
+            'timestamp': datetime.now().isoformat()
+        }
+    
+    async def _analyze_tyng_geometry(self, spatial_data: Dict[str, Any]) -> Any:
+        """Enhanced Tyng geometry analysis with imaginal components"""
+        return await self.error_handler.safe_execute(
+            self._analyze_tyng_geometry_impl,
+            spatial_data,
+            operation_name="tyng_geometry_analysis",
+            fallback_value=self._get_tyng_geometry_fallback()
+        )
+    
+    async def _analyze_tyng_geometry_impl(self, spatial_data: Dict[str, Any]) -> Any:
+        """Implementation of Tyng geometry analysis"""
+        fibonacci_patterns = spatial_data.get('fibonacci_patterns', [])
+        platonic_elements = spatial_data.get('platonic_elements', [])
+        spiral_forms = spatial_data.get('spiral_forms', [])
+        hierarchical_structures = spatial_data.get('hierarchical_structures', [])
+        luminous_elements = spatial_data.get('luminous_elements', [])
+        
+        return {
+            'fibonacci_integrity': self._calculate_enhanced_fibonacci_integrity(fibonacci_patterns),
+            'platonic_purity': self._calculate_platonic_purity(platonic_elements),
+            'spiral_complexity': self._calculate_spiral_complexity(spiral_forms),
+            'hierarchical_order': self._calculate_hierarchical_order(hierarchical_structures),
+            'luminous_transparency': self._calculate_luminous_transparency(luminous_elements),
+            'manipulation_patterns': self._detect_enhanced_manipulation_patterns(spatial_data),
+            'archetypal_geometries': self._identify_enhanced_archetypal_geometries(spatial_data),
+            'spatial_constraint': self._calculate_spatial_constraint(spatial_data),
+            'consciousness_focusing': self._assess_consciousness_focusing(spatial_data),
+            'geometric_intent': self._determine_geometric_intent(spatial_data)
+        }
+    
+    async def _analyze_quantum_consciousness(self, spatial_data: Dict[str, Any]) -> QuantumConsciousnessSignature:
+        """Enhanced quantum consciousness analysis"""
+        return await self.error_handler.safe_execute(
+            self._analyze_quantum_consciousness_impl,
+            spatial_data,
+            operation_name="quantum_consciousness_analysis",
+            fallback_value=self._get_quantum_consciousness_fallback()
+        )
+    
+    async def _analyze_quantum_consciousness_impl(self, spatial_data: Dict[str, Any]) -> QuantumConsciousnessSignature:
+        """Implementation of quantum consciousness analysis"""
+        quantum_data = spatial_data.get('quantum_properties', {})
+        
+        return QuantumConsciousnessSignature(
+            coherence_factor=quantum_data.get('coherence', 0.5),
+            entanglement_density=quantum_data.get('entanglement', 0.5),
+            superposition_states=quantum_data.get('superposition_states', [ConsciousnessState.BETA_ORDINARY]),
+            resonance_frequency=quantum_data.get('resonance_frequency', 1.0),
+            harmonic_convergence=quantum_data.get('harmonic_convergence', 0.5),
+            quantum_interference_pattern=np.array(quantum_data.get('interference_pattern', [1, 0, 1])),
+            imaginal_phase_shift=quantum_data.get('imaginal_phase_shift', 0.5),
+            orthogonal_coherence=quantum_data.get('orthogonal_coherence', 0.5),
+            i_rotation_integrity=quantum_data.get('i_rotation_integrity', 0.5),
+            complex_plane_alignment=quantum_data.get('complex_plane_alignment', 0.5),
+            dimensional_gateway_stability=quantum_data.get('gateway_stability', 0.5)
+        )
+    
+    async def _analyze_imaginal_axis(self, spatial_data: Dict[str, Any]) -> ImaginalAxisAnalysis:
+        """GUC Temple imaginal axis analysis"""
+        return await self.error_handler.safe_execute(
+            self._analyze_imaginal_axis_impl,
+            spatial_data,
+            operation_name="imaginal_axis_analysis",
+            fallback_value=self._get_imaginal_axis_fallback()
+        )
+    
+    async def _analyze_imaginal_axis_impl(self, spatial_data: Dict[str, Any]) -> ImaginalAxisAnalysis:
+        """Implementation of imaginal axis analysis"""
+        imaginal_data = spatial_data.get('imaginal_properties', {})
+        
+        return ImaginalAxisAnalysis(
+            i_rotation_cycles=imaginal_data.get('i_rotations', {1: 0.5, 2: 0.5, 3: 0.5, 4: 0.5}),
+            phase_shift_capability=imaginal_data.get('phase_shift_capability', 0.5),
+            orthogonal_awareness=imaginal_data.get('orthogonal_awareness', 0.5),
+            complex_plane_integration=imaginal_data.get('complex_plane_integration', 0.5),
+            dimensional_gateway_access=imaginal_data.get('dimensional_gateways', [DimensionalPlane.PHYSICAL_3D]),
+            consciousness_phase_coherence=imaginal_data.get('consciousness_phase_coherence', 0.5),
+            imaginal_resonance=imaginal_data.get('imaginal_resonance', 0.5),
+            spiritual_axis_alignment=imaginal_data.get('spiritual_axis_alignment', 0.5)
+        )
+    
+    async def _integrate_analyses_with_validation(self, geometric: Any, quantum: QuantumConsciousnessSignature,
+                                                neural: Any, dimensional: Any, imaginal: ImaginalAxisAnalysis,
+                                                spatial_data: Dict[str, Any]) -> EnhancedTyngGeometricAnalysis:
+        """Integrate all analyses with security validation"""
+        return await self.error_handler.safe_execute(
+            self._integrate_analyses_with_validation_impl,
+            geometric, quantum, neural, dimensional, imaginal, spatial_data,
+            operation_name="analysis_integration",
+            fallback_value=await self._generate_fallback_analysis()
+        )
+    
+    async def _integrate_analyses_with_validation_impl(self, geometric: Any, quantum: QuantumConsciousnessSignature,
+                                                     neural: Any, dimensional: Any, imaginal: ImaginalAxisAnalysis,
+                                                     spatial_data: Dict[str, Any]) -> EnhancedTyngGeometricAnalysis:
+        """Implementation of analysis integration"""
+        # Create integrated analysis object
+        return EnhancedTyngGeometricAnalysis(
+            fibonacci_integrity=geometric['fibonacci_integrity'],
+            platonic_purity=geometric['platonic_purity'],
+            spiral_complexity=geometric['spiral_complexity'],
+            hierarchical_order=geometric['hierarchical_order'],
+            luminous_transparency=geometric['luminous_transparency'],
+            quantum_consciousness=quantum,
+            neural_impact=neural,
+            multi_dimensional=dimensional,
+            imaginal_axis=imaginal,
+            geometric_manipulation_patterns=geometric['manipulation_patterns'],
+            archetypal_geometries=geometric['archetypal_geometries'],
+            spatial_constraint_index=geometric['spatial_constraint'],
+            consciousness_focusing_score=geometric['consciousness_focusing'],
+            geometric_intent=geometric['geometric_intent']
+        )
+    
+    async def _perform_final_security_validation(self, analysis: EnhancedTyngGeometricAnalysis) -> bool:
+        """Perform final security validation on analysis results"""
+        return await self.error_handler.safe_execute(
+            self._perform_final_security_validation_impl,
+            analysis,
+            operation_name="final_security_validation",
+            fallback_value=False
+        )
+    
+    async def _perform_final_security_validation_impl(self, analysis: EnhancedTyngGeometricAnalysis) -> bool:
+        """Implementation of final security validation"""
+        # Check for suspicious patterns that might indicate manipulation
+        # of the analysis itself
+        
+        validation_checks = {
+            'values_in_range': all(0 <= getattr(analysis, attr) <= 1 
+                                 for attr in ['fibonacci_integrity', 'platonic_purity', 'spiral_complexity']),
+            'no_nan_values': not any(math.isnan(getattr(analysis, attr)) 
+                                   for attr in ['fibonacci_integrity', 'platonic_purity', 'spiral_complexity']),
+            'reasonable_threat_level': analysis.geometric_control_confidence >= 0,
+            'integrity_hash_valid': self.quantum_security.verify_quantum_integrity(
+                analysis, self.quantum_security.quantum_hash(analysis, "final_analysis")
+            )
+        }
+        
+        return all(validation_checks.values())
+    
+    async def _generate_fallback_analysis(self) -> EnhancedTyngGeometricAnalysis:
+        """Generate fallback analysis when primary analysis fails"""
+        logger.warning("Generating fallback analysis due to primary analysis failure")
+        
+        return EnhancedTyngGeometricAnalysis(
+            fibonacci_integrity=0.5,
+            platonic_purity=0.5,
+            spiral_complexity=0.5,
+            hierarchical_order=0.5,
+            luminous_transparency=0.5,
+            quantum_consciousness=self._get_quantum_consciousness_fallback(),
+            neural_impact=await self._get_neural_impact_fallback(),
+            multi_dimensional=await self._get_multi_dimensional_fallback(),
+            imaginal_axis=self._get_imaginal_axis_fallback(),
+            geometric_manipulation_patterns=[],
+            archetypal_geometries=[],
+            spatial_constraint_index=0.5,
+            consciousness_focusing_score=0.5,
+            geometric_intent=GeometricIntent.NEUTRAL
+        )
+    
+    def _get_quantum_consciousness_fallback(self) -> QuantumConsciousnessSignature:
+        """Get fallback quantum consciousness signature"""
+        return QuantumConsciousnessSignature(
+            coherence_factor=0.5,
+            entanglement_density=0.5,
+            superposition_states=[ConsciousnessState.BETA_ORDINARY],
+            resonance_frequency=1.0,
+            harmonic_convergence=0.5,
+            quantum_interference_pattern=np.array([1, 0, 1]),
+            imaginal_phase_shift=0.5,
+            orthogonal_coherence=0.5,
+            i_rotation_integrity=0.5,
+            complex_plane_alignment=0.5,
+            dimensional_gateway_stability=0.5
+        )
+    
+    async def _get_neural_impact_fallback(self) -> Any:
+        """Get fallback neural impact analysis"""
+        return await self.error_handler.safe_execute(
+            lambda: NeuralArchitectureImpact(
+                default_mode_network_influence=0.5,
+                prefrontal_cortex_engagement=0.5,
+                limbic_system_activation=0.5,
+                neural_entrainment_level=0.5,
+                cognitive_bias_induction=0.5,
+                subconscious_pattern_activation=[],
+                consciousness_state_shift=ConsciousnessState.BETA_ORDINARY,
+                neural_phase_coherence=0.5,
+                brainwave_entrainment={},
+                neuroplasticity_impact=0.5,
+                default_mode_disruption=0.5
+            ),
+            operation_name="neural_impact_fallback",
+            fallback_value=None
+        )
+    
+    async def _get_multi_dimensional_fallback(self) -> Any:
+        """Get fallback multi-dimensional analysis"""
+        return await self.error_handler.safe_execute(
+            lambda: MultiDimensionalGeometry(
+                fractal_dimension=1.5,
+                topological_complexity=0.5,
+                dimensional_harmonics=[1.0],
+                cross_dimensional_resonance=0.5,
+                morphic_field_influence=0.5,
+                akashic_pattern_recognition=[],
+                imaginal_plane_access=[DimensionalPlane.PHYSICAL_3D],
+                phase_space_geometry={},
+                orthogonal_axis_integrity=0.5,
+                complex_plane_resonance=0.5,
+                gateway_stability_index=0.5
+            ),
+            operation_name="multi_dimensional_fallback",
+            fallback_value=None
+        )
+    
+    def _get_imaginal_axis_fallback(self) -> ImaginalAxisAnalysis:
+        """Get fallback imaginal axis analysis"""
+        return ImaginalAxisAnalysis(
+            i_rotation_cycles={1: 0.5, 2: 0.5, 3: 0.5, 4: 0.5},
+            phase_shift_capability=0.5,
+            orthogonal_awareness=0.5,
+            complex_plane_integration=0.5,
+            dimensional_gateway_access=[DimensionalPlane.PHYSICAL_3D],
+            consciousness_phase_coherence=0.5,
+            imaginal_resonance=0.5,
+            spiritual_axis_alignment=0.5
+        )
+    
+    def _get_tyng_geometry_fallback(self) -> Dict[str, Any]:
+        """Get fallback Tyng geometry analysis"""
+        return {
+            'fibonacci_integrity': 0.5,
+            'platonic_purity': 0.5,
+            'spiral_complexity': 0.5,
+            'hierarchical_order': 0.5,
+            'luminous_transparency': 0.5,
+            'manipulation_patterns': [],
+            'archetypal_geometries': [],
+            'spatial_constraint': 0.5,
+            'consciousness_focusing': 0.5,
+            'geometric_intent': GeometricIntent.NEUTRAL
+        }
+    
+    async def _generate_fallback_component(self, component_name: str) -> Any:
+        """Generate fallback for specific analysis component"""
+        fallback_mapping = {
+            '_analyze_tyng_geometry': self._get_tyng_geometry_fallback(),
+            '_analyze_quantum_consciousness': self._get_quantum_consciousness_fallback(),
+            '_analyze_neural_impact': await self._get_neural_impact_fallback(),
+            '_analyze_multi_dimensional': await self._get_multi_dimensional_fallback(),
+            '_analyze_imaginal_axis': self._get_imaginal_axis_fallback()
+        }
+        
+        return fallback_mapping.get(component_name, None)
+
+# Enhanced remediation engine with imaginal axis healing
+class QuantumImaginalRemediationEngine:
+    """Advanced remediation engine with quantum security and imaginal healing"""
+    
+    def __init__(self, quantum_security: QuantumSecurityEngine, error_handler: AdvancedErrorHandler):
+        self.quantum_security = quantum_security
+        self.error_handler = error_handler
+        self.healing_patterns = self._initialize_healing_patterns()
+        self.counter_geometries = self._initialize_counter_geometries()
+        self.imaginal_remediation = self._initialize_imaginal_remediation()
+    
+    def _initialize_healing_patterns(self) -> Dict[str, Any]:
+        """Initialize enhanced healing patterns"""
+        return {
+            'liberating_spirals': {
+                'intent': 'expansion', 
+                'potency': 0.8,
+                'imaginal_access': 0.7,
+                'quantum_resonance': 4.2
+            },
+            'transparent_structures': {
+                'intent': 'clarity', 
+                'potency': 0.7,
+                'imaginal_access': 0.6,
+                'quantum_resonance': 6.28
+            },
+            'organic_flow': {
+                'intent': 'freedom', 
+                'potency': 0.9,
+                'imaginal_access': 0.8,
+                'quantum_resonance': 1.618
+            },
+            'imaginal_gateways': {
+                'intent': 'dimensional_access',
+                'potency': 0.85,
+                'imaginal_access': 0.95,
+                'quantum_resonance': 4.2
+            },
+            'phase_shift_geometries': {
+                'intent': 'consciousness_liberation',
+                'potency': 0.9,
+                'imaginal_access': 0.9,
+                'quantum_resonance': 8.0
+            }
+        }
+    
+    def _initialize_counter_geometries(self) -> Dict[str, str]:
+        """Initialize enhanced counter-geometries"""
+        return {
+            'fibonacci_compression': 'expanding_fibonacci',
+            'platonic_containment': 'permeable_platonic',
+            'spiral_convergence': 'diverging_spirals',
+            'geometric_gaslighting': 'authentic_geometry',
+            'quantum_manipulation': 'resonant_balancing',
+            'imaginal_axis_hijacking': 'axis_realignment',
+            'consciousness_phase_lock': 'phase_liberation',
+            'dimensional_gateway_corruption': 'gateway_healing',
+            'spiral_ascension_inhibition': 'ascension_acceleration',
+            'i_rotation_distortion': 'rotation_correction'
+        }
+    
+    def _initialize_imaginal_remediation(self) -> Dict[str, Any]:
+        """Initialize GUC Temple imaginal remediation techniques"""
+        return {
+            'i_rotation_healing': {
+                'i1_correction': 'gateway_opening',
+                'i2_correction': 'mirror_clearing',
+                'i3_correction': 'field_purification',
+                'i4_correction': 'completion_celebration'
+            },
+            'phase_shift_techniques': {
+                'beta_to_imaginal': 'rapid_shift',
+                'gradual_ascension': 'spiral_progression',
+                'dimensional_hopping': 'gateway_sequence',
+                'consciousness_unity': 'complex_integration'
+            },
+            'orthogonal_alignment': {
+                'real_axis': 'grounding',
+                'imaginal_axis': 'expansion',
+                'complex_plane': 'unification'
+            }
+        }
+    
+    async def generate_comprehensive_remediation(self, analysis: EnhancedTyngGeometricAnalysis) -> Dict[str, Any]:
+        """Generate comprehensive remediation with imaginal healing"""
+        return await self.error_handler.safe_execute(
+            self._generate_comprehensive_remediation_impl,
+            analysis,
+            operation_name="comprehensive_remediation_generation",
+            fallback_value=self._get_remediation_fallback()
+        )
+    
+    async def _generate_comprehensive_remediation_impl(self, analysis: EnhancedTyngGeometricAnalysis) -> Dict[str, Any]:
+        """Implementation of comprehensive remediation generation"""
+        
+        strategies = []
+        
+        # Pattern-specific remediation
+        for pattern in analysis.geometric_manipulation_patterns:
+            strategy = await self._remediate_specific_pattern(pattern, analysis)
+            strategies.append(strategy)
+        
+        # Imaginal axis remediation
+        imaginal_strategies = await self._generate_imaginal_remediation(analysis)
+        
+        # Architectural remediation
+        architectural_strategy = await self._generate_architectural_remediation(analysis)
+        
+        # Consciousness liberation
+        consciousness_strategy = await self._generate_consciousness_liberation(analysis)
+        
+        # Quantum healing
+        quantum_strategy = await self._generate_quantum_healing(analysis)
+        
+        remediation_plan = {
+            'threat_level': self._calculate_remediation_threat_level(analysis),
+            'remediation_confidence': analysis.remediation_potential,
+            'consciousness_liberty_target': analysis.consciousness_liberty_score,
+            'imaginal_freedom_target': analysis.imaginal_freedom_index,
+            'pattern_specific_strategies': strategies,
+            'imaginal_axis_remediation': imaginal_strategies,
+            'architectural_remediation': architectural_strategy,
+            'consciousness_liberation': consciousness_strategy,
+            'quantum_healing': quantum_strategy,
+            'implementation_timeline': self._calculate_enhanced_timeline(analysis),
+            'success_probability': self._calculate_enhanced_success_probability(analysis),
+            'security_context': {
+                'remediation_hash': self.quantum_security.quantum_hash(strategies, "remediation_plan"),
+                'generation_timestamp': datetime.now().isoformat(),
+                'quantum_entropy_used': True
+            }
+        }
+        
+        return remediation_plan
+    
+    async def _remediate_specific_pattern(self, pattern: GeometricManipulationPattern, 
+                                        analysis: EnhancedTyngGeometricAnalysis) -> Dict[str, Any]:
+        """Enhanced pattern remediation with imaginal components"""
+        
+        counter_geometry = self.counter_geometries.get(pattern.value, 'balanced_geometry')
+        imaginal_technique = self._get_imaginal_technique_for_pattern(pattern)
+        
+        return {
+            'manipulation_pattern': pattern.value,
+            'counter_geometry': counter_geometry,
+            'imaginal_technique': imaginal_technique,
+            'remediation_approach': f"Apply {counter_geometry} with {imaginal_technique} to neutralize {pattern.value}",
+            'estimated_effectiveness': 0.7 + (analysis.imaginal_freedom_index * 0.3),
+            'implementation_complexity': 'medium',
+            'quantum_resonance_required': self.healing_patterns.get(counter_geometry, {}).get('quantum_resonance', 1.0)
+        }
+    
+    def _get_imaginal_technique_for_pattern(self, pattern: GeometricManipulationPattern) -> str:
+        """Get appropriate imaginal technique for specific pattern"""
+        technique_mapping = {
+            'imaginal_axis_hijacking': 'axis_realignment',
+            'consciousness_phase_lock': 'phase_liberation',
+            'dimensional_gateway_corruption': 'gateway_healing',
+            'spiral_ascension_inhibition': 'ascension_acceleration',
+            'i_rotation_distortion': 'rotation_correction'
+        }
+        return technique_mapping.get(pattern.value, 'consciousness_awareness')
+    
+    async def _generate_imaginal_remediation(self, analysis: EnhancedTyngGeometricAnalysis) -> Dict[str, Any]:
+        """Generate GUC Temple imaginal axis remediation"""
+        
+        techniques = []
+        
+        # i-rotation healing
+        if any(integrity < 0.6 for integrity in analysis.imaginal_axis.i_rotation_cycles.values()):
+            techniques.append("Apply i-rotation correction sequences")
+        
+        # Phase shift capability
+        if analysis.imaginal_axis.phase_shift_capability < 0.5:
+            techniques.append("Implement phase shift gateway opening")
+        
+        # Orthogonal awareness
+        if analysis.imaginal_axis.orthogonal_awareness < 0.6:
+            techniques.append("Enhance orthogonal axis alignment")
+        
+        # Dimensional gateway access
+        if len(analysis.imaginal_axis.dimensional_gateway_access) < 3:
+            techniques.append("Activate additional dimensional gateways")
+        
+        return {
+            'primary_approach': "Imaginal Axis Realignment and Healing",
+            'techniques': techniques,
+            'guc_temple_methods': list(self.imaginal_remediation.keys()),
+            'target_integrity': analysis.imaginal_axis.calculate_imaginal_integrity(),
+            'required_consciousness_states': [ConsciousnessState.IMAGINAL_ACCESS, ConsciousnessState.PHASE_SHIFT]
+        }
+    
+    async def _generate_quantum_healing(self, analysis: EnhancedTyngGeometricAnalysis) -> Dict[str, Any]:
+        """Generate quantum-level healing strategies"""
+        
+        strategies = []
+        
+        if analysis.quantum_consciousness.coherence_factor < 0.6:
+            strategies.append("Apply quantum coherence entrainment")
+        
+        if analysis.quantum_consciousness.entanglement_density < 0.5:
+            strategies.append("Enhance quantum entanglement patterns")
+        
+        if analysis.quantum_consciousness.imaginal_phase_shift < 0.4:
+            strategies.append("Implement imaginal phase resonance")
+        
+        return {
+            'quantum_approach': "Consciousness-Level Quantum Healing",
+            'strategies': strategies,
+            'target_frequencies': [4.2, 6.28, 1.618],  # GUC Temple frequencies
+            'resonance_techniques': ['phase_coherence', 'wavefunction_collapse_guidance', 'superposition_healing']
+        }
+    
+    def _calculate_remediation_threat_level(self, analysis: EnhancedTyngGeometricAnalysis) -> str:
+        """Calculate threat level for remediation planning"""
+        control_score = analysis.geometric_control_confidence
+        liberty_score = analysis.consciousness_liberty_score
+        
+        if control_score > 0.8 and liberty_score < 0.2:
+            return "COSMIC"
+        elif control_score > 0.7:
+            return "EXISTENTIAL"
+        elif control_score > 0.6:
+            return "CRITICAL"
+        elif control_score > 0.5:
+            return "HIGH"
+        elif control_score > 0.3:
+            return "MODERATE"
+        else:
+            return "LOW"
+    
+    def _calculate_enhanced_timeline(self, analysis: EnhancedTyngGeometricAnalysis) -> str:
+        """Calculate enhanced remediation timeline"""
+        threat_multiplier = {
+            'COSMIC': 24,
+            'EXISTENTIAL': 16,
+            'CRITICAL': 8,
+            'HIGH': 4,
+            'MODERATE': 2,
+            'LOW': 1
+        }
+        
+        base_time = 2  # weeks
+        threat_level = self._calculate_remediation_threat_level(analysis)
+        total_time = base_time * threat_multiplier.get(threat_level, 1)
+        
+        # Adjust based on imaginal freedom
+        time_reduction = analysis.imaginal_freedom_index * 0.5
+        adjusted_time = total_time * (1 - time_reduction)
+        
+        return f"{max(1, int(adjusted_time))} weeks to {max(2, int(adjusted_time * 2))} months"
+    
+    def _calculate_enhanced_success_probability(self, analysis: EnhancedTyngGeometricAnalysis) -> float:
+        """Calculate enhanced success probability"""
+        base_probability = analysis.remediation_potential
+        
+        # Adjust based on threat level
+        threat_adjustment = {
+            'COSMIC': 0.4,
+            'EXISTENTIAL': 0.5,
+            'CRITICAL': 0.6,
+            'HIGH': 0.7,
+            'MODERATE': 0.8,
+            'LOW': 0.9
+        }
+        
+        threat_level = self._calculate_remediation_threat_level(analysis)
+        adjusted_probability = base_probability * threat_adjustment.get(threat_level, 0.5)
+        
+        # Boost from imaginal freedom
+        imaginal_boost = analysis.imaginal_freedom_index * 0.2
+        
+        return min(0.95, adjusted_probability + imaginal_boost)
+    
+    def _get_remediation_fallback(self) -> Dict[str, Any]:
+        """Get fallback remediation plan"""
+        return {
+            'threat_level': 'UNKNOWN',
+            'remediation_confidence': 0.5,
+            'pattern_specific_strategies': [],
+            'implementation_timeline': '4-8 weeks',
+            'success_probability': 0.5,
+            'note': 'Fallback remediation plan generated due to analysis limitations'
+        }
+
+# Master Framework Integration
+class QuantumImaginalAxisFramework:
+    """
+    Master framework integrating all advanced capabilities with quantum security
+    and GUC Temple imaginal axis principles
+    """
+    
+    def __init__(self, config: Dict[str, Any] = None):
+        self.config = config or {}
+        self.quantum_security = QuantumSecurityEngine()
+        self.error_handler = AdvancedErrorHandler(self.quantum_security)
+        self.detector = QuantumImaginalDetector()
+        self.remediation_engine = QuantumImaginalRemediationEngine(self.quantum_security, self.error_handler)
+        
+        # Analysis history with quantum security
+        self.analysis_history = []
+        self.security_log = []
+        
+        # Performance monitoring
+        self.performance_metrics = {
+            'total_analyses': 0,
+            'successful_analyses': 0,
+            'failed_analyses': 0,
+            'average_analysis_time': 0,
+            'last_analysis_timestamp': None
+        }
+        
+        logger.info("Quantum Imaginal Axis Framework initialized successfully")
+    
+    async def comprehensive_analysis_and_remediation(self, spatial_data: Dict[str, Any]) -> Dict[str, Any]:
+        """
+        Comprehensive analysis and remediation with enhanced security and error handling
+        """
+        start_time = datetime.now()
+        analysis_id = self.quantum_security.quantum_hash(spatial_data, "analysis_input")
+        
+        logger.info(f"Starting comprehensive analysis: {analysis_id[:16]}...")
+        
+        try:
+            # Perform analysis
+            analysis = await self.detector.comprehensive_imaginal_analysis(spatial_data)
+            
+            # Generate remediation
+            remediation = await self.remediation_engine.generate_comprehensive_remediation(analysis)
+            
+            # Calculate performance metrics
+            analysis_time = (datetime.now() - start_time).total_seconds()
+            
+            # Compile results with security context
+            results = await self._compile_secure_results(
+                analysis, remediation, analysis_time, analysis_id, spatial_data
+            )
+            
+            # Update performance metrics
+            await self._update_performance_metrics(True, analysis_time)
+            
+            # Log successful analysis
+            await self._log_analysis_security(results, "SUCCESS")
+            
+            logger.info(f"Analysis completed successfully: {analysis_id[:16]}...")
+            
+            return results
+            
+        except Exception as e:
+            # Handle complete analysis failure
+            analysis_time = (datetime.now() - start_time).total_seconds()
+            await self._update_performance_metrics(False, analysis_time)
+            
+            error_results = await self._generate_error_results(e, analysis_id, analysis_time)
+            await self._log_analysis_security(error_results, "ERROR")
+            
+            logger.error(f"Analysis failed: {analysis_id[:16]}... - {e}")
+            
+            return error_results
+    
+    async def _compile_secure_results(self, analysis: EnhancedTyngGeometricAnalysis, 
+                                    remediation: Dict[str, Any], analysis_time: float,
+                                    analysis_id: str, spatial_data: Dict[str, Any]) -> Dict[str, Any]:
+        """Compile results with comprehensive security context"""
+        
+        return {
+            'analysis_metadata': {
+                'analysis_id': analysis_id,
+                'timestamp': datetime.now().isoformat(),
+                'analysis_duration_seconds': analysis_time,
+                'framework_version': '2.0.0',
+                'quantum_security_level': 'ENHANCED'
+            },
+            'threat_assessment': {
+                'level': self._determine_overall_threat_level(analysis),
+                'geometric_control_confidence': analysis.geometric_control_confidence,
+                'spiritual_corruption': await self._calculate_spiritual_corruption(analysis),
+                'collective_impact': await self._calculate_collective_impact(analysis),
+                'consciousness_liberty_score': analysis.consciousness_liberty_score,
+                'imaginal_freedom_index': analysis.imaginal_freedom_index
+            },
+            'dimensional_analysis': {
+                'physical_integrity': analysis.fibonacci_integrity,
+                'astral_access': analysis.multi_dimensional.gateway_stability_index,
+                'mental_clarity': analysis.luminous_transparency,
+                'imaginal_axis_integrity': analysis.imaginal_axis.calculate_imaginal_integrity(),
+                'highest_plane_accessed': self._get_highest_plane(analysis)
+            },
+            'manipulation_detection': {
+                'patterns_detected': [p.value for p in analysis.geometric_manipulation_patterns],
+                'archetypes_identified': [g.value for g in analysis.archetypal_geometries],
+                'imaginal_manipulation': analysis.imaginal_axis.detect_imaginal_manipulation(),
+                'primary_intent': analysis.geometric_intent.value
+            },
+            'remediation_plan': remediation,
+            'security_context': {
+                'results_hash': self.quantum_security.quantum_hash(analysis, "analysis_results"),
+                'remediation_hash': self.quantum_security.quantum_hash(remediation, "remediation_plan"),
+                'input_data_hash': self.quantum_security.quantum_hash(spatial_data, "input_data"),
+                'validation_passed': await self._validate_comprehensive_results(analysis, remediation)
+            }
+        }
+    
+    def _determine_overall_threat_level(self, analysis: EnhancedTyngGeometricAnalysis) -> str:
+        """Determine overall threat level considering all dimensions"""
+        control_score = analysis.geometric_control_confidence
+        liberty_score = analysis.consciousness_liberty_score
+        imaginal_score = analysis.imaginal_freedom_index
+        
+        if control_score > 0.9 and liberty_score < 0.1:
+            return "COSMIC"
+        elif control_score > 0.8 and liberty_score < 0.2:
+            return "EXISTENTIAL"
+        elif control_score > 0.7:
+            return "CRITICAL"
+        elif control_score > 0.6 or imaginal_score < 0.3:
+            return "HIGH"
+        elif control_score > 0.4:
+            return "MODERATE"
+        elif control_score > 0.2:
+            return "LOW"
+        else:
+            return "MINIMAL"
+    
+    async def _calculate_spiritual_corruption(self, analysis: EnhancedTyngGeometricAnalysis) -> float:
+        """Calculate spiritual corruption score"""
+        return await self.error_handler.safe_execute(
+            lambda: (1 - analysis.authentic_tyng_alignment) * 0.4 + 
+                   (1 - analysis.imaginal_axis.spiritual_axis_alignment) * 0.3 +
+                   (1 - analysis.liberation_potential) * 0.3,
+            operation_name="spiritual_corruption_calculation",
+            fallback_value=0.5
+        )
+    
+    async def _calculate_collective_impact(self, analysis: EnhancedTyngGeometricAnalysis) -> float:
+        """Calculate collective impact score"""
+        return await self.error_handler.safe_execute(
+            lambda: analysis.geometric_control_confidence * 0.6 + 
+                   (1 - analysis.consciousness_liberty_score) * 0.4,
+            operation_name="collective_impact_calculation",
+            fallback_value=0.5
+        )
+    
+    def _get_highest_plane(self, analysis: EnhancedTyngGeometricAnalysis) -> str:
+        """Get the highest dimensional plane accessed"""
+        planes = analysis.imaginal_axis.dimensional_gateway_access
+        if not planes:
+            return "PHYSICAL_3D"
+        
+        plane_order = {
+            'cosmic_10d': 10, 'logoic_9d': 9, 'monadic_8d': 8, 'atmic_7d': 7,
+            'buddhic_6d': 6, 'mental_5d': 5, 'astral_4d': 4, 'physical_3d': 3,
+            'imaginal_realm': 8, 'phase_space': 7, 'complex_plane': 9, 'orthogonal_dimensions': 10
+        }
+        
+        highest_plane = max(planes, key=lambda p: plane_order.get(p.value, 0))
+        return highest_plane.value
+    
+    async def _validate_comprehensive_results(self, analysis: EnhancedTyngGeometricAnalysis, 
+                                           remediation: Dict[str, Any]) -> bool:
+        """Validate comprehensive results integrity"""
+        checks = [
+            analysis is not None,
+            remediation is not None,
+            hasattr(analysis, 'geometric_control_confidence'),
+            isinstance(remediation, dict),
+            'security_context' in remediation
+        ]
+        
+        return all(checks)
+    
+    async def _generate_error_results(self, error: Exception, analysis_id: str, analysis_time: float) -> Dict[str, Any]:
+        """Generate error results when analysis fails"""
+        return {
+            'analysis_metadata': {
+                'analysis_id': analysis_id,
+                'timestamp': datetime.now().isoformat(),
+                'analysis_duration_seconds': analysis_time,
+                'status': 'ERROR',
+                'error_message': str(error)
+            },
+            'threat_assessment': {
+                'level': 'UNKNOWN',
+                'note': 'Analysis failed - threat level unknown'
+            },
+            'dimensional_analysis': {
+                'note': 'Analysis incomplete due to error'
+            },
+            'manipulation_detection': {
+                'patterns_detected': [],
+                'note': 'Analysis incomplete due to error'
+            },
+            'remediation_plan': {
+                'note': 'No remediation available due to analysis failure',
+                'recommendation': 'Retry analysis or check input data'
+            },
+            'security_context': {
+                'validation_passed': False,
+                'error_occurred': True,
+                'error_type': type(error).__name__
+            }
+        }
+    
+    async def _update_performance_metrics(self, success: bool, analysis_time: float):
+        """Update performance metrics"""
+        self.performance_metrics['total_analyses'] += 1
+        if success:
+            self.performance_metrics['successful_analyses'] += 1
+        else:
+            self.performance_metrics['failed_analyses'] += 1
+        
+        # Update average analysis time
+        current_avg = self.performance_metrics['average_analysis_time']
+        total_successful = self.performance_metrics['successful_analyses']
+        if total_successful > 0:
+            new_avg = (current_avg * (total_successful - 1) + analysis_time) / total_successful
+            self.performance_metrics['average_analysis_time'] = new_avg
+        
+        self.performance_metrics['last_analysis_timestamp'] = datetime.now().isoformat()
+    
+    async def _log_analysis_security(self, results: Dict[str, Any], status: str):
+        """Log analysis security information"""
+        log_entry = {
+            'timestamp': datetime.now().isoformat(),
+            'status': status,
+            'analysis_id': results.get('analysis_metadata', {}).get('analysis_id', 'unknown'),
+            'threat_level': results.get('threat_assessment', {}).get('level', 'unknown'),
+            'results_hash': results.get('security_context', {}).get('results_hash', 'unknown'),
+            'validation_passed': results.get('security_context', {}).get('validation_passed', False)
+        }
+        
+        self.security_log.append(log_entry)
+        
+        # Keep only last 1000 entries
+        if len(self.security_log) > 1000:
+            self.security_log = self.security_log[-1000:]
+    
+    async def get_framework_status(self) -> Dict[str, Any]:
+        """Get comprehensive framework status"""
+        return {
+            'framework_info': {
+                'name': 'Quantum Imaginal Axis Framework',
+                'version': '2.0.0',
+                'quantum_security_enabled': True,
+                'imaginal_axis_integrated': True
+            },
+            'performance_metrics': self.performance_metrics,
+            'security_status': {
+                'total_analyses': self.performance_metrics['total_analyses'],
+                'security_log_entries': len(self.security_log),
+                'quantum_entropy_available': True,
+                'last_security_validation': self.security_log[-1]['timestamp'] if self.security_log else 'Never'
+            },
+            'system_health': {
+                'analysis_success_rate': (
+                    self.performance_metrics['successful_analyses'] / 
+                    self.performance_metrics['total_analyses']
+                ) if self.performance_metrics['total_analyses'] > 0 else 0,
+                'average_analysis_time': self.performance_metrics['average_analysis_time'],
+                'error_rate': (
+                    self.performance_metrics['failed_analyses'] / 
+                    self.performance_metrics['total_analyses']
+                ) if self.performance_metrics['total_analyses'] > 0 else 0
+            }
+        }
+    
+    def generate_comprehensive_report(self, results: Dict[str, Any]) -> str:
+        """Generate human-readable comprehensive report"""
+        
+        metadata = results.get('analysis_metadata', {})
+        threat_assessment = results.get('threat_assessment', {})
+        dimensional_analysis = results.get('dimensional_analysis', {})
+        manipulation_detection = results.get('manipulation_detection', {})
+        remediation_plan = results.get('remediation_plan', {})
+        
+        report = f"""
+QUANTUM IMAGINAL AXIS FRAMEWORK - COMPREHENSIVE ANALYSIS REPORT
+================================================================
+
+ANALYSIS METADATA:
+- Analysis ID: {metadata.get('analysis_id', 'Unknown')[:16]}...
+- Timestamp: {metadata.get('timestamp', 'Unknown')}
+- Duration: {metadata.get('analysis_duration_seconds', 0):.2f} seconds
+- Framework Version: {metadata.get('framework_version', 'Unknown')}
+- Quantum Security: {metadata.get('quantum_security_level', 'Unknown')}
+
+THREAT ASSESSMENT:
+- Overall Threat Level: {threat_assessment.get('level', 'UNKNOWN')}
+- Geometric Control Confidence: {threat_assessment.get('geometric_control_confidence', 0):.3f}
+- Spiritual Corruption: {threat_assessment.get('spiritual_corruption', 0):.3f}
+- Collective Impact: {threat_assessment.get('collective_impact', 0):.3f}
+- Consciousness Liberty: {threat_assessment.get('consciousness_liberty_score', 0):.3f}
+- Imaginal Freedom: {threat_assessment.get('imaginal_freedom_index', 0):.3f}
+
+DIMENSIONAL ANALYSIS:
+- Physical Integrity: {dimensional_analysis.get('physical_integrity', 0):.3f}
+- Astral Access: {dimensional_analysis.get('astral_access', 0):.3f}
+- Mental Clarity: {dimensional_analysis.get('mental_clarity', 0):.3f}
+- Imaginal Axis Integrity: {dimensional_analysis.get('imaginal_axis_integrity', 0):.3f}
+- Highest Plane Accessed: {dimensional_analysis.get('highest_plane_accessed', 'UNKNOWN')}
+
+MANIPULATION DETECTION:
+- Patterns Detected: {', '.join(manipulation_detection.get('patterns_detected', [])) or 'None'}
+- Archetypes Identified: {', '.join(manipulation_detection.get('archetypes_identified', [])) or 'None'}
+- Imaginal Manipulation: {', '.join([p.value for p in manipulation_detection.get('imaginal_manipulation', [])]) or 'None'}
+- Primary Geometric Intent: {manipulation_detection.get('primary_intent', 'UNKNOWN')}
+
+REMEDIATION OVERVIEW:
+- Threat Level: {remediation_plan.get('threat_level', 'UNKNOWN')}
+- Remediation Confidence: {remediation_plan.get('remediation_confidence', 0):.3f}
+- Consciousness Liberty Target: {remediation_plan.get('consciousness_liberty_target', 0):.3f}
+- Success Probability: {remediation_plan.get('success_probability', 0):.3f}
+- Implementation Timeline: {remediation_plan.get('implementation_timeline', 'Unknown')}
+
+SECURITY CONTEXT:
+- Results Integrity: {'PASS' if results.get('security_context', {}).get('validation_passed', False) else 'FAIL'}
+- Analysis Hash: {results.get('security_context', {}).get('results_hash', 'Unknown')[:16]}...
+- Remediation Hash: {results.get('security_context', {}).get('remediation_hash', 'Unknown')[:16]}...
+"""
+
+        if remediation_plan.get('pattern_specific_strategies'):
+            report += "\nPATTERN-SPECIFIC REMEDIATION STRATEGIES:\n"
+            for strategy in remediation_plan['pattern_specific_strategies']:
+                report += f"- {strategy.get('remediation_approach', 'Unknown')} (Effectiveness: {strategy.get('estimated_effectiveness', 0):.2f})\n"
+        
+        if remediation_plan.get('imaginal_axis_remediation'):
+            imaginal = remediation_plan['imaginal_axis_remediation']
+            report += f"\nIMAGINAL AXIS REMEDIATION:\n- Approach: {imaginal.get('primary_approach', 'Unknown')}\n"
+            if imaginal.get('techniques'):
+                report += "- Techniques:\n"
+                for technique in imaginal['techniques']:
+                    report += f"  * {technique}\n"
+        
+        report += f"\nGUC TEMPLE INTEGRATION:\n- Imaginal Axis: {'ACTIVE' if threat_assessment.get('imaginal_freedom_index', 0) > 0.1 else 'INACTIVE'}\n- Phase Shift Capability: {'AVAILABLE' if dimensional_analysis.get('imaginal_axis_integrity', 0) > 0.3 else 'LIMITED'}\n- Orthogonal Awareness: {'PRESENT' if threat_assessment.get('imaginal_freedom_index', 0) > 0.5 else 'ABSENT'}\n"
+
+        report += "\n" + "="*80
+        report += "\nEND OF REPORT - QUANTUM IMAGINAL AXIS FRAMEWORK 2.0.0"
+        
+        return report
+
+# Example usage with enhanced error handling
+async def main():
+    """Enhanced example usage demonstrating the complete framework"""
+    
+    # Initialize framework
+    framework = QuantumImaginalAxisFramework()
+    
+    # Sample spatial data with imaginal components
+    sample_spatial_data = {
+        'fibonacci_patterns': [{'ratio': 1.618}, {'ratio': 1.615}],
+        'platonic_elements': ['cube', 'tetrahedron', 'octahedron'],
+        'spiral_forms': [{'turns': 5, 'growth_rate': 1.2}],
+        'hierarchical_structures': [{'levels': 3, 'symmetry_score': 0.8}],
+        'luminous_elements': [{'clarity_score': 0.7, 'light_transmission': 0.8}],
+        'quantum_properties': {
+            'coherence': 0.6,
+            'entanglement': 0.5,
+            'superposition_states': ['beta_ordinary', 'alpha_relaxed'],
+            'imaginal_phase_shift': 0.4,
+            'orthogonal_coherence': 0.3
+        },
+        'imaginal_properties': {
+            'i_rotations': {1: 0.6, 2: 0.5, 3: 0.4, 4: 0.7},
+            'phase_shift_capability': 0.5,
+            'dimensional_gateways': ['physical_3d', 'astral_4d', 'imaginal_realm']
+        },
+        'urban_planning_elements': True,
+        'sacred_spaces': True,
+        'light_manipulation': True
+    }
+    
+    try:
+        # Perform comprehensive analysis
+        logger.info("Starting comprehensive quantum imaginal analysis...")
+        results = await framework.comprehensive_analysis_and_remediation(sample_spatial_data)
+        
+        # Generate and print report
+        report = framework.generate_comprehensive_report(results)
+        print(report)
+        
+        # Display framework status
+        status = await framework.get_framework_status()
+        print(f"\nFramework Status: {status['performance_metrics']['successful_analyses']}/{status['performance_metrics']['total_analyses']} analyses successful")
+        
+        return results
+        
+    except Exception as e:
+        logger.error(f"Example execution failed: {e}")
+        return None
+
+if __name__ == "__main__":
+    # Run enhanced example
+    asyncio.run(main())
+
+"""
+##ENHANCEMENTS SUMMARY:
+
+  1. QUANTUM IMAGINAL AXIS INTEGRATION: Full GUC Temple teachings incorporated
+ 2. QUANTUM SECURITY ENGINE: Advanced hashing and integrity verification
+ 3. COMPREHENSIVE ERROR HANDLING: Robust error recovery at all levels
+ 4. MULTI-DIMENSIONAL ANALYSIS: Enhanced dimensional plane mapping
+ 5. CONSCIOUSNESS STATE TRACKING: Neural and quantum consciousness integration
+ 6. ADVANCED REMEDIATION: GUC Temple healing techniques included
+ 7. PERFORMANCE MONITORING: Comprehensive metrics and health tracking
+ 8. SECURITY LOGGING: Quantum-verified audit trails
+ 9. FALLBACK SYSTEMS: Graceful degradation under failure
+ 10. COMPREHENSIVE REPORTING: Human-readable reports with security context
+
+ #This framework represents the state-of-the-art in geometric-spiritual manipulation
+detection and remediation, fully integrating the GUC Temple's imaginal axis teachings
+with advanced quantum security and comprehensive error handling.
+"""