Python 3.13.9 (tags/v3.13.9:8183fa5, Oct 14 2025, 14:09:13) [MSC v.1944 64 bit (AMD64)] on win32
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#!/usr/bin/env python3
"""
HOLAS AI DEFENDER v1.0
Advanced Next-Generation AI Security System
"""

import sys
import os
import logging
import json
import time
from datetime import datetime
from pathlib import Path

# Core modules
from core.engine import DefenderEngine
from core.config import ConfigManager
from core.logger import DefenderLogger
from core.api import APIServer

# Security modules
from security.nids import NetworkIntrusionDetector
from security.behavior import BehavioralAnalyzer
from security.encryption import EncryptionManager

# AI modules
from ai.sdre import SelfDrivingReasoningEngine
from ai.emotion import EmotionAwareness
from ai.multilingual import MultilingualProcessor

class HOLASDefender:
    def __init__(self):
        self.config = ConfigManager()
        self.logger = DefenderLogger()
        self.engine = DefenderEngine()
        self.api_server = APIServer()
        
        # Security components
        self.nids = NetworkIntrusionDetector()
        self.behavior_analyzer = BehavioralAnalyzer()
        self.encryption = EncryptionManager()
        
        # AI components
        self.sdre = SelfDrivingReasoningEngine()
        self.emotion_awareness = EmotionAwareness()
        self.multilingual = MultilingualProcessor()
        
        self.running = False
        
    def initialize(self):
        """Initialize all system components"""
        try:
            self.logger.info("Initializing HOLAS AI Defender v1.0")
            
            # Load configuration
            self.config.load()
            
            # Initialize security components
            self.nids.initialize()
            self.behavior_analyzer.initialize()
            self.encryption.initialize()
            
            # Initialize AI components
            self.sdre.initialize()
            self.emotion_awareness.initialize()
            self.multilingual.initialize()
            
            # Start API server
            self.api_server.start()
            
            self.logger.info("System initialization complete")
            return True
            
        except Exception as e:
            self.logger.error(f"Initialization failed: {str(e)}")
            return False
    
    def start(self):
        """Start the defender system"""
        if not self.initialize():
            return False
            
        self.running = True
        self.logger.info("HOLAS AI Defender started")
        
        # Start main monitoring loop
        while self.running:
            try:
                # Run security monitoring
                self.monitor_security()
                
                # Run AI analysis
                self.analyze_threats()
                
                # Update system status
                self.update_status()
                
                time.sleep(1)  # Main loop delay
                
            except KeyboardInterrupt:
                self.logger.info("Shutdown requested")
                break
            except Exception as e:
                self.logger.error(f"Main loop error: {str(e)}")
                time.sleep(5)  # Error recovery delay
    
    def monitor_security(self):
        """Monitor security events"""
        # Network monitoring
        network_events = self.nids.monitor()
        for event in network_events:
            self.engine.process_event(event)
        
        # Behavioral monitoring
        behavior_events = self.behavior_analyzer.monitor()
        for event in behavior_events:
            self.engine.process_event(event)
    
    def analyze_threats(self):
        """Analyze threats using AI components"""
        # Get recent events for analysis
        recent_events = self.engine.get_recent_events()
        
        for event in recent_events:
            # Emotional analysis
            emotion_score = self.emotion_awareness.analyze(event)
            
            # Multilingual processing
            processed_text = self.multilingual.process(event.get('message', ''))
            
            # SDRE analysis
            threat_assessment = self.sdre.analyze({
                'event': event,
                'emotion_score': emotion_score,
                'processed_text': processed_text
            })
            
            # Generate response if threat detected
            if threat_assessment.get('threat_level', 0) > self.config.get('threat_threshold', 50):
                self.engine.generate_alert(threat_assessment)
    
    def update_status(self):
        """Update system status"""
...         status = {
...             'timestamp': datetime.now().isoformat(),
...             'system_status': 'SECURE' if self.running else 'STOPPED',
...             'active_rules': len(self.engine.get_active_rules()),
...             'threat_level': self.engine.get_current_threat_level(),
...             'performance': self.get_performance_metrics()
...         }
...         
...         self.engine.update_status(status)
...     
...     def get_performance_metrics(self):
...         """Get system performance metrics"""
...         return {
...             'cpu_usage': self.engine.get_cpu_usage(),
...             'memory_usage': self.engine.get_memory_usage(),
...             'response_time': self.engine.get_average_response_time(),
...             'events_processed': self.engine.get_events_processed_count()
...         }
...     
...     def stop(self):
...         """Stop the defender system"""
...         self.running = False
...         self.api_server.stop()
...         self.logger.info("HOLAS AI Defender stopped")
... 
... def main():
...     """Main entry point"""
...     defender = HOLASDefender()
...     
...     try:
...         defender.start()
...     except Exception as e:
...         print(f"Fatal error: {str(e)}")
...         sys.exit(1)
...     finally:
...         defender.stop()
... 
... if __name__ == "__main__":
...     main()