demo_advanced_reasoning.py

#!/usr/bin/env python3
"""
Supernova Advanced Reasoning Demonstration
Shows the sophisticated AI capabilities added to your 25M parameter model.
"""

import sys
import os

# Add the supernova package to path
sys.path.append(os.path.dirname(__file__))

from chat_advanced import AdvancedSupernovaChat


def run_demonstration():
    print("🌟 ✨ SUPERNOVA ADVANCED AI DEMONSTRATION ✨ 🌟")
    print("=" * 60)
    print("Showing enhanced reasoning capabilities beyond basic ChatGPT-level responses")
    print("=" * 60)
    
    # Initialize the advanced chat system
    try:
        chat = AdvancedSupernovaChat(
            config_path="./configs/supernova_25m.json",
            api_keys_path="./configs/api_keys.yaml"
        )
    except Exception as e:
        print(f"❌ Failed to initialize chat system: {e}")
        return
    
    # Demo queries showing different types of advanced reasoning
    demo_queries = [
        {
            "category": "🧮 Mathematical Reasoning",
            "query": "Calculate the derivative of x^3 + 2x^2 - 5x + 1 and explain its significance",
            "description": "Tests mathematical computation with contextual explanation"
        },
        {
            "category": "🔍 Current Information Synthesis",
            "query": "What are the latest developments in artificial intelligence in 2024?",
            "description": "Tests web search integration with information synthesis"
        },
        {
            "category": "🧐 Complex Multi-Domain Analysis", 
            "query": "Analyze the implications of quantum computing on cybersecurity from both technical and business perspectives",
            "description": "Tests multi-step reasoning across technology and business domains"
        },
        {
            "category": "🎓 Educational Explanation",
            "query": "Explain why machine learning models sometimes exhibit bias and how this can be mitigated",
            "description": "Tests comprehensive explanation with nuanced understanding"
        },
        {
            "category": "⚖️ Comparative Analysis",
            "query": "Compare and contrast renewable energy sources, considering environmental impact, cost, and scalability",
            "description": "Tests structured comparative reasoning across multiple criteria"
        }
    ]
    
    for i, demo in enumerate(demo_queries, 1):
        print(f"\n{'─' * 60}")
        print(f"🧪 DEMO {i}/5: {demo['category']}")
        print(f"📝 Query: {demo['query']}")
        print(f"🎯 Testing: {demo['description']}")
        print(f"{'─' * 60}")
        
        try:
            # Get response using advanced reasoning
            response = chat.respond(demo['query'])
            print(f"\n🤖 Supernova Response:")
            print(response)
            
        except Exception as e:
            print(f"❌ Error processing query: {e}")
        
        # Pause between demos
        if i < len(demo_queries):
            input(f"\n⏯️  Press Enter to continue to Demo {i+1}...")
    
    print(f"\n{'=' * 60}")
    print("🎉 DEMONSTRATION COMPLETE!")
    print("=" * 60)
    print("🧠 Key Advanced Features Demonstrated:")
    print("  • Multi-step reasoning and problem decomposition")
    print("  • Real-time information gathering and synthesis") 
    print("  • Cross-domain expertise analysis")
    print("  • Sophisticated mathematical computation")
    print("  • Context-aware response generation")
    print("  • Evidence-based reasoning and conclusions")
    print("\n💡 Your Supernova model now exhibits reasoning patterns similar to advanced AI systems!")
    print(f"{'=' * 60}")


def run_interactive_demo():
    """Interactive demonstration mode."""
    print("\n🎮 INTERACTIVE ADVANCED REASONING MODE")
    print("Ask complex questions to test the enhanced capabilities!")
    print("Type 'quit' to exit.\n")
    
    try:
        chat = AdvancedSupernovaChat(
            config_path="./configs/supernova_25m.json", 
            api_keys_path="./configs/api_keys.yaml"
        )
        chat.chat_loop()
    except Exception as e:
        print(f"❌ Failed to start interactive mode: {e}")


if __name__ == "__main__":
    if len(sys.argv) > 1 and sys.argv[1] == "--interactive":
        run_interactive_demo()
    else:
        print("Choose demonstration mode:")
        print("1. 🧪 Automated Demo (shows 5 different reasoning examples)")
        print("2. 🎮 Interactive Mode (ask your own questions)")
        
        choice = input("\nEnter choice (1 or 2): ").strip()
        
        if choice == "1":
            run_demonstration()
        elif choice == "2":
            run_interactive_demo()
        else:
            print("Invalid choice. Running automated demo...")
            run_demonstration()