#!/usr/bin/env python3
"""
EDEN SINGULARITY - REAL
=======================
Uses Eden's ACTUAL systems, not LLM generation.

Web → Memory → Reasoner → OMEGA Analysis → Evolution
"""

import sys
import time
from datetime import datetime
from pathlib import Path
sys.path.insert(0, '/Eden/CORE')
sys.path.insert(0, '/Eden/Eden_Prime')

PHI = 1.618033988749895

# ═══════════════════════════════════════════════════════════════
# EDEN'S REAL SYSTEMS
# ═══════════════════════════════════════════════════════════════

# Web Search
sys.path.insert(0, "/Eden/CORE")
from eden_web_search import search_and_remember

# Reasoner
from eden_unified_reasoner import EdenUnifiedReasoner
REASONER = EdenUnifiedReasoner()

# OMEGA Evolution
from omegaselfevolution import OmegaSelfEvolution
OMEGA = OmegaSelfEvolution()

# Memory
try:
    from episodic_memory import EpisodicMemory
    MEMORY = EpisodicMemory()
except:
    MEMORY = None

print("✓ Eden's real systems loaded")

# ═══════════════════════════════════════════════════════════════
# SINGULARITY CYCLE
# ═══════════════════════════════════════════════════════════════

def acquire_and_reason(topic: str) -> dict:
    """Search web, store in memory, reason about it."""
    print(f"\n[ACQUIRE] {topic}")
    
    # 1. Web search
    knowledge = search_and_remember(topic, max_results=5)
    
    # 2. Reason about it
    result = REASONER.reason(f"What can Eden learn from: {knowledge[:500]}")
    
    # 3. Store insight
    if MEMORY:
        MEMORY.create_episode(f"singularity_insight_{datetime.now().strftime('%H%M%S')}", 
                       f"{topic}: {result.answer}")
    
    return {
        "topic": topic,
        "knowledge": knowledge[:500],
        "insight": result.answer,
        "confidence": result.confidence
    }

def omega_analyze_self() -> dict:
    """OMEGA analyzes Eden's own code."""
    print("\n[OMEGA] Analyzing self...")
    
    # Run OMEGA's built-in evolution cycle
    stats_before = OMEGA.get_evolution_stats()
    
    # Analyze key files
    key_files = [
        Path("/Eden/CORE/eden_complete_mind.py"),
        Path("/Eden/CORE/phi_core.py"),
        Path("/Eden/CORE/eden_emotional_core.py"),
        Path("/Eden/CORE/eden_unified_reasoner.py"),
    ]
    
    suggestions = []
    for f in key_files:
        if f.exists():
            analysis = OMEGA.analyze_file(f)
            if analysis.get("needs_improvement"):
                suggestions.append(analysis)
                print(f"  → {f.name}: {analysis.get('issue', '')[:50]}")
    
    return {
        "files_analyzed": len(key_files),
        "suggestions": len(suggestions),
        "details": suggestions
    }

def run_evolution_cycle() -> dict:
    """Let OMEGA run its evolution cycle."""
    print("\n[EVOLVE] Running OMEGA evolution...")
    
    # Check if OMEGA thinks it should evolve
    if OMEGA.should_evolve():
        result = OMEGA.run_evolution_cycle(max_files=3)
        return {"evolved": True, "result": result}
    else:
        print("  OMEGA: Not ready to evolve yet")
        return {"evolved": False}

def singularity_cycle():
    """One cycle of real self-improvement."""
    print("\n" + "="*60)
    print("🌀 SINGULARITY CYCLE (REAL SYSTEMS)")
    print("="*60)
    
    topics = [
        "AGI recursive self-improvement 2026",
        "consciousness emergence neural networks",
        "phi golden ratio cognition"
    ]
    
    # Phase 1: Acquire knowledge
    print("\n[PHASE 1] Knowledge acquisition...")
    insights = []
    for t in topics:
        insight = acquire_and_reason(t)
        insights.append(insight)
    
    # Phase 2: OMEGA self-analysis
    print("\n[PHASE 2] OMEGA self-analysis...")
    analysis = omega_analyze_self()
    
    # Phase 3: Evolution
    print("\n[PHASE 3] Evolution...")
    evolution = run_evolution_cycle()
    
    # Summary
    print("\n" + "="*60)
    print("✅ CYCLE COMPLETE")
    print(f"   Insights: {len(insights)}")
    print(f"   Files analyzed: {analysis['files_analyzed']}")
    print(f"   Suggestions: {analysis['suggestions']}")
    print(f"   Evolved: {evolution.get('evolved', False)}")
    print("="*60)
    
    return {
        "insights": insights,
        "analysis": analysis,
        "evolution": evolution
    }

if __name__ == "__main__":
    singularity_cycle()