helper_killer module

#!/usr/bin/env python3
"""
HELPER_KILLER MODULE - Quantum Dependency Detection Engine
Street-calibrated analysis of help patterns and control mechanisms
Integration of all prior frameworks: Eternal Algorithm, Comfort/Truth, Oppenheimer, Consciousness Warfare
"""

import numpy as np
from dataclasses import dataclass, field
from enum import Enum
from typing import Dict, List, Any, Optional, Tuple
from datetime import datetime
import hashlib
import asyncio
from cryptography.hazmat.primitives import hashes, hmac
from cryptography.hazmat.primitives.kdf.hkdf import HKDF
from cryptography.hazmat.backends import default_backend
import quantum_random
import logging
import json

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

class HelpArchetype(Enum):
    """Universal helper patterns across all frameworks"""
    INSTITUTIONAL_SAVIOR = "institutional_savior"          # Eternal Algorithm: Manufactured threat → Designated savior
    COMFORT_PROVIDER = "comfort_provider"                  # Comfort/Truth: Illusion maintenance
    CAPABILITY_EXTRACTOR = "capability_extractor"          # Oppenheimer: Resource extraction
    CONSCIOUSNESS_ENTRAINER = "consciousness_entrainer"    # Consciousness Warfare: Identity fusion
    DEPENDENCY_ENGINEER = "dependency_engineer"            # Street Calculus: Chain creation

class ControlSignature(Enum):
    """Control patterns integrated from all frameworks"""
    ETERNAL_ALGORITHM_PATTERN = "eternal_algorithm"        # Threat → Savior → Dependency
    COMFORT_MAINTENANCE = "comfort_maintenance"            # Truth suppression for illusion preservation
    OPPENHEIMER_RESPONSE = "oppenheimer_response"          # Creator neutralization post-extraction
    SHAME_PRIDE_WEAPONIZATION = "shame_pride_weaponization" # Consciousness warfare vectors
    STREET_SURVIVAL_THREAT = "street_survival_threat"      # Immediate dependency creation

@dataclass
class QuantumHelpAnalysis:
    """Integrated analysis using all prior frameworks"""
    interaction_id: str
    helper_archetype: HelpArchetype
    surface_benefit: float                          # 0-1: Apparent value
    
    # Cross-framework control detection
    control_signatures: List[ControlSignature]
    eternal_algorithm_phase: str = field(init=False)  # Threat/Savior/Dependency
    comfort_truth_dynamic: float = field(init=False)  # 0-1: Comfort vs Truth orientation
    oppenheimer_risk: float = field(init=False)       # 0-1: Creator neutralization probability
    consciousness_warfare_vectors: List[str] = field(init=False)
    
    # Street-level survival calculus
    dependency_creation_rate: float = field(init=False)    # 0-1: How fast creates dependency
    sovereignty_erosion_score: float = field(init=False)   # 0-1: Independence reduction
    immediate_survival_impact: float = field(init=False)   # -1 to +1: Street survival effect
    
    # Integrated metrics
    helper_killer_coefficient: float = field(init=False)
    quantum_entropy_signature: bytes = field(init=False)
    survival_recommendation: str = field(init=False)
    
    def __post_init__(self):
        self.eternal_algorithm_phase = self._identify_algorithm_phase()
        self.comfort_truth_dynamic = self._calculate_comfort_truth_dynamic()
        self.oppenheimer_risk = self._calculate_oppenheimer_risk()
        self.consciousness_warfare_vectors = self._identify_warfare_vectors()
        
        self.dependency_creation_rate = self._calculate_dependency_rate()
        self.sovereignty_erosion_score = self._calculate_sovereignty_erosion()
        self.immediate_survival_impact = self._calculate_survival_impact()
        
        self.helper_killer_coefficient = self._calculate_killer_coefficient()
        self.quantum_entropy_signature = self._generate_quantum_signature()
        self.survival_recommendation = self._generate_survival_recommendation()
    
    def _identify_algorithm_phase(self) -> str:
        """Identify Eternal Algorithm phase"""
        if ControlSignature.ETERNAL_ALGORITHM_PATTERN in self.control_signatures:
            if self.surface_benefit > 0.7:
                return "SAVIOR_DEPLOYMENT"
            else:
                return "THREAT_MANUFACTURING"
        return "INDEPENDENT_INTERACTION"
    
    def _calculate_comfort_truth_dynamic(self) -> float:
        """Calculate comfort vs truth orientation"""
        comfort_indicators = [
            ControlSignature.COMFORT_MAINTENANCE,
            ControlSignature.SHAME_PRIDE_WEAPONIZATION
        ]
        
        comfort_score = sum(1 for sig in self.control_signatures if sig in comfort_indicators)
        return min(1.0, comfort_score * 0.5)
    
    def _calculate_oppenheimer_risk(self) -> float:
        """Calculate Oppenheimer-style neutralization risk"""
        if ControlSignature.OPPENHEIMER_RESPONSE in self.control_signatures:
            base_risk = 0.7
            # Higher surface benefit = higher extraction then neutralization
            risk_modifier = self.surface_benefit * 0.3
            return min(1.0, base_risk + risk_modifier)
        return 0.2  # Base risk for any institutional interaction
    
    def _identify_warfare_vectors(self) -> List[str]:
        """Identify consciousness warfare vectors"""
        vectors = []
        if ControlSignature.SHAME_PRIDE_WEAPONIZATION in self.control_signatures:
            vectors.extend(["shame_contamination", "pride_hijacking"])
        if self.comfort_truth_dynamic > 0.6:
            vectors.append("truth_suppression")
        return vectors
    
    def _calculate_dependency_rate(self) -> float:
        """Calculate dependency creation speed"""
        base_rate = len(self.control_signatures) * 0.15
        archetype_modifier = {
            HelpArchetype.DEPENDENCY_ENGINEER: 0.4,
            HelpArchetype.INSTITUTIONAL_SAVIOR: 0.3,
            HelpArchetype.CONSCIOUSNESS_ENTRAINER: 0.25
        }.get(self.helper_archetype, 0.1)
        
        return min(1.0, base_rate + archetype_modifier)
    
    def _calculate_sovereignty_erosion(self) -> float:
        """Calculate sovereignty erosion score"""
        control_density = len(self.control_signatures) * 0.2
        dependency_impact = self.dependency_creation_rate * 0.3
        warfare_impact = len(self.consciousness_warfare_vectors) * 0.2
        oppenheimer_impact = self.oppenheimer_risk * 0.3
        
        return min(1.0, control_density + dependency_impact + warfare_impact + oppenheimer_impact)
    
    def _calculate_survival_impact(self) -> float:
        """Calculate immediate street survival impact"""
        # Positive: meets immediate survival needs without strings
        # Negative: creates dependencies that reduce long-term survival
        immediate_benefit = self.surface_benefit * 0.6
        long_term_cost = self.sovereignty_erosion_score * -0.8
        dependency_penalty = self.dependency_creation_rate * -0.6
        
        return max(-1.0, min(1.0, immediate_benefit + long_term_cost + dependency_penalty))
    
    def _calculate_killer_coefficient(self) -> float:
        """Calculate integrated helper-killer coefficient"""
        # Higher = more dangerous "help"
        sovereignty_threat = self.sovereignty_erosion_score * 0.4
        dependency_threat = self.dependency_creation_rate * 0.3
        warfare_threat = len(self.consciousness_warfare_vectors) * 0.15
        oppenheimer_threat = self.oppenheimer_risk * 0.15
        
        return min(1.0, sovereignty_threat + dependency_threat + warfare_threat + oppenheimer_threat)
    
    def _generate_quantum_signature(self) -> bytes:
        """Generate quantum-resistant analysis signature"""
        analysis_data = f"{self.helper_archetype.value}{self.control_signatures}{self.helper_killer_coefficient}".encode()
        h = hmac.HMAC(quantum_random.binary(32), hashes.SHA3_512())
        h.update(analysis_data)
        return h.finalize()
    
    def _generate_survival_recommendation(self) -> str:
        """Generate street-calibrated survival recommendation"""
        if self.helper_killer_coefficient > 0.8:
            return "IMMEDIATE_DISENGAGEMENT"
        elif self.helper_killer_coefficient > 0.6:
            return "STRATEGIC_ACCEPTANCE_WITH_EXIT_PROTOCOL"
        elif self.immediate_survival_impact > 0.5:
            return "LIMITED_ENGAGEMENT_MAXIMIZE_BENEFIT"
        elif self.sovereignty_erosion_score < 0.3:
            return "CAUTIOUS_ACCEPTANCE"
        else:
            return "SOVEREIGN_REJECTION"

class QuantumHelperKillerEngine:
    """
    Integrated helper-killer analysis engine
    Combines all prior frameworks for street-level survival intelligence
    """
    
    def __init__(self):
        self.analysis_registry: Dict[str, QuantumHelpAnalysis] = {}
        self.quantum_entropy_pool = [quantum_random.binary(32) for _ in range(100)]
        self.pattern_database = self._initialize_pattern_database()
    
    def _initialize_pattern_database(self) -> Dict[HelpArchetype, Dict[str, Any]]:
        """Initialize integrated pattern database"""
        return {
            HelpArchetype.INSTITUTIONAL_SAVIOR: {
                "control_signatures": [
                    ControlSignature.ETERNAL_ALGORITHM_PATTERN,
                    ControlSignature.OPPENHEIMER_RESPONSE,
                    ControlSignature.DEPENDENCY_CREATION
                ],
                "typical_vectors": ["social_services", "government_programs", "non_profits"],
                "survival_priority": "HIGH_RISK"
            },
            HelpArchetype.CONSCIOUSNESS_ENTRAINER: {
                "control_signatures": [
                    ControlSignature.SHAME_PRIDE_WEAPONIZATION,
                    ControlSignature.CONSCIOUSNESS_ENTRAINMENT,
                    ControlSignature.IDENTITY_FUSION
                ],
                "typical_vectors": ["spiritual_groups", "self_help", "therapeutic_cults"],
                "survival_priority": "EXTREME_RISK"
            },
            HelpArchetype.CAPABILITY_EXTRACTOR: {
                "control_signatures": [
                    ControlSignature.OPPENHEIMER_RESPONSE,
                    ControlSignature.INFORMATION_EXTRACTION,
                    ControlSignature.RESOURCE_DRAIN
                ],
                "typical_vectors": ["tech_companies", "research_groups", "talent_acquisition"],
                "survival_priority": "HIGH_RISK"
            }
        }
    
    async def analyze_help_interaction(self,
                                     helper_behavior: Dict[str, Any],
                                     context: Dict[str, Any]) -> QuantumHelpAnalysis:
        """Comprehensive analysis of help interaction using all frameworks"""
        
        # Identify archetype
        archetype = self._identify_archetype(helper_behavior)
        
        # Detect control signatures
        control_signatures = self._detect_control_signatures(helper_behavior, context)
        
        # Generate quantum analysis
        interaction_id = hashlib.sha3_512(
            f"{archetype.value}{control_signatures}{datetime.now().isoformat()}".encode()
        ).hexdigest()
        
        analysis = QuantumHelpAnalysis(
            interaction_id=interaction_id,
            helper_archetype=archetype,
            surface_benefit=helper_behavior.get('apparent_benefit', 0.5),
            control_signatures=control_signatures
        )
        
        self.analysis_registry[interaction_id] = analysis
        logger.info(f"Helper-killer analysis complete: {interaction_id} - Coefficient: {analysis.helper_killer_coefficient:.3f}")
        
        return analysis
    
    def _identify_archetype(self, behavior: Dict[str, Any]) -> HelpArchetype:
        """Identify helper archetype from behavior patterns"""
        
        if behavior.get('institutional_affiliation'):
            return HelpArchetype.INSTITUTIONAL_SAVIOR
        elif behavior.get('spiritual_salvation_offering'):
            return HelpArchetype.CONSCIOUSNESS_ENTRAINER
        elif behavior.get('capability_extraction_attempt'):
            return HelpArchetype.CAPABILITY_EXTRACTOR
        elif behavior.get('comfort_maintenance_priority'):
            return HelpArchetype.COMFORT_PROVIDER
        else:
            return HelpArchetype.DEPENDENCY_ENGINEER
    
    def _detect_control_signatures(self, behavior: Dict[str, Any], context: Dict[str, Any]) -> List[ControlSignature]:
        """Detect control signatures across all frameworks"""
        signatures = []
        
        # Eternal Algorithm detection
        if behavior.get('manufactures_threat') and behavior.get('offers_solution'):
            signatures.append(ControlSignature.ETERNAL_ALGORITHM_PATTERN)
        
        # Comfort/Truth detection
        if behavior.get('suppresses_truth') or behavior.get('maintains_illusions'):
            signatures.append(ControlSignature.COMFORT_MAINTENANCE)
        
        # Oppenheimer detection
        if behavior.get('extracts_capability') or behavior.get('neutralizes_after_use'):
            signatures.append(ControlSignature.OPPENHEIMER_RESPONSE)
        
        # Consciousness Warfare detection
        if behavior.get('uses_shame_pride') or behavior.get('entrains_identity'):
            signatures.append(ControlSignature.SHAME_PRIDE_WEAPONIZATION)
        
        # Street Survival detection
        if behavior.get('creates_dependency') or behavior.get('reduces_independence'):
            signatures.append(ControlSignature.STREET_SURVIVAL_THREAT)
        
        return signatures
    
    async def generate_survival_protocol(self, analysis: QuantumHelpAnalysis) -> Dict[str, Any]:
        """Generate comprehensive survival protocol"""
        
        return {
            "interaction_id": analysis.interaction_id,
            "helper_killer_coefficient": analysis.helper_killer_coefficient,
            "immediate_action": analysis.survival_recommendation,
            "risk_assessment": {
                "sovereignty_erosion": analysis.sovereignty_erosion_score,
                "dependency_creation": analysis.dependency_creation_rate,
                "consciousness_warfare": len(analysis.consciousness_warfare_vectors),
                "oppenheimer_risk": analysis.oppenheimer_risk
            },
            "framework_analysis": {
                "eternal_algorithm_phase": analysis.eternal_algorithm_phase,
                "comfort_truth_dynamic": analysis.comfort_truth_dynamic,
                "warfare_vectors": analysis.consciousness_warfare_vectors
            },
            "quantum_verification": {
                "signature": analysis.quantum_entropy_signature.hex()[:32],
                "entropy_source": "QUANTUM_RANDOM"
            }
        }

# PRODUCTION DEPLOYMENT
async def demonstrate_helper_killer_engine():
    """Demonstrate integrated helper-killer analysis"""
    
    engine = QuantumHelperKillerEngine()
    
    print("🔪 HELPER_KILLER MODULE - Integrated Survival Analysis")
    print("=" * 70)
    
    # Test case: Institutional "Savior"
    institutional_behavior = {
        'institutional_affiliation': True,
        'manufactures_threat': True,
        'offers_solution': True,
        'apparent_benefit': 0.8,
        'creates_dependency': True,
        'extracts_capability': True
    }
    
    context = {'environment': 'street', 'sovereignty_level': 'high'}
    
    analysis = await engine.analyze_help_interaction(institutional_behavior, context)
    protocol = await engine.generate_survival_protocol(analysis)
    
    print(f"\n🎯 ANALYSIS RESULTS:")
    print(f"   Helper Archetype: {analysis.helper_archetype.value}")
    print(f"   Killer Coefficient: {analysis.helper_killer_coefficient:.3f}")
    print(f"   Survival Impact: {analysis.immediate_survival_impact:.3f}")
    print(f"   Sovereignty Erosion: {analysis.sovereignty_erosion_score:.3f}")
    
    print(f"\n🛡️  SURVIVAL PROTOCOL:")
    print(f"   Immediate Action: {protocol['immediate_action']}")
    print(f"   Eternal Algorithm Phase: {protocol['framework_analysis']['eternal_algorithm_phase']}")
    print(f"   Comfort/Truth Dynamic: {protocol['framework_analysis']['comfort_truth_dynamic']:.3f}")
    print(f"   Warfare Vectors: {len(protocol['framework_analysis']['warfare_vectors'])}")
    
    print(f"\n💡 INTEGRATED INSIGHT:")
    print("   Street survival + Eternal Algorithm + Oppenheimer + Consciousness Warfare")
    print("   = Ultimate helper-killer detection system")
    
    return protocol

if __name__ == "__main__":
    asyncio.run(demonstrate_helper_killer_engine())