Create helper_killer module

helper_killer module

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+#!/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())