#!/usr/bin/env python3
"""
Genesis Parallel Agent: genesis-memory-2
Conversation Range: 74-146
MCP Focus: Pinecone vector optimization
"""

import sys
import os
sys.path.append('/mnt/e/genesis-system/genesis-orchestrator')

from GENESIS_CHRONOLOGICAL_EXTRACTION import GenesisChronologicalExtractor

class SpecializedAgent(GenesisChronologicalExtractor):
    def __init__(self):
        super().__init__(output_dir=f"/mnt/e/genesis-system/parallel-deployment/genesis-memory-2/results")
        self.agent_id = "genesis-memory-2"
        self.conversation_range = "74-146"
        self.mcp_focus = "Pinecone vector optimization"
        
    def run_specialized_extraction(self):
        print(f"🤖 Genesis Agent: {self.agent_id}")
        print(f"🎯 Target: Conversations {self.conversation_range}")
        print(f"🔧 MCP Focus: {self.mcp_focus}")
        print("=" * 50)
        
        # Run extraction with specialization
        report_file = self.run_chronological_extraction()
        
        # Agent-specific processing based on MCP focus
        if "ChromaDB" in self.mcp_focus:
            self.process_semantic_extraction()
        elif "Pinecone" in self.mcp_focus:
            self.process_vector_optimization()
        elif "Qdrant" in self.mcp_focus:
            self.process_knowledge_graphs()
        elif "Mem0" in self.mcp_focus:
            self.process_intelligent_compression()
        elif "Redis" in self.mcp_focus:
            self.process_realtime_coordination()
            
        return report_file
    
    def process_semantic_extraction(self):
        print("🔍 Processing semantic extraction patterns...")
        # Specialized processing for origins and early patterns
        
    def process_vector_optimization(self):
        print("📊 Processing vector optimization patterns...")
        # Specialized processing for platform experimentation
        
    def process_knowledge_graphs(self):
        print("🕸️ Processing knowledge graph patterns...")
        # Specialized processing for architecture evolution
        
    def process_intelligent_compression(self):
        print("🧠 Processing intelligent compression patterns...")
        # Specialized processing for advanced strategies
        
    def process_realtime_coordination(self):
        print("⚡ Processing real-time coordination patterns...")
        # Specialized processing for current supremacy

if __name__ == "__main__":
    agent = SpecializedAgent()
    agent.run_specialized_extraction()