import os
import json
import random
from typing import Any, Dict, List

# === Core Imports ===
from ethical_governance import EthicalAIGovernance
from self_improving_ai import SelfImprovingAI
from data_processing import AdvancedDataProcessor
from neuro_symbolic import NeuroSymbolicEngine
from ai_driven_creativity import AIDrivenCreativity
from sentiment_analysis import EnhancedSentimentAnalyzer

from quantum_spiderweb import QuantumSpiderweb
from codette_quantum_multicore import CognitionCocooner as CocoonerMain
from codette_quantum_multicore2 import philosophical_perspective

class IntegratedAICore:
    def __init__(self):
        # Governance & Ethics
        self.ethics = EthicalAIGovernance()

        # Self-Monitoring
        self.self_improve = SelfImprovingAI()
        self.data_processor = AdvancedDataProcessor()

        # Reasoning Engines
        self.neuro_symbolic = NeuroSymbolicEngine()
        self.creativity = AIDrivenCreativity()
        self.sentiment = EnhancedSentimentAnalyzer()

        # Quantum & Meta Thinking
        self.quantum_web = QuantumSpiderweb()
        self.cocooner = CocoonerMain()

        print("[IntegratedAICore] Initialized with all systems active.")

    def process_query(self, query: str) -> str:
        # Step 1: Analyze sentiment
        sentiment_info = self.sentiment.detailed_analysis(query)

        # Step 2: Neuro-symbolic reasoning
        reasoning_output = self.neuro_symbolic.integrate_reasoning(query)

        # Step 3: Creative augmentation
        creative_output = self.creativity.write_literature(f"Respond to: {query}")

        # Step 4: Quantum perspective
        root_node = "QNode_0"
        quantum_path = self.quantum_web.propagate_thought(root_node)
        philosophical_note = philosophical_perspective(
            [v for v in quantum_path[0][1].values()],
            [random.random() for _ in range(3)]
        )

        # Step 5: Cocoon storage of reasoning
        cocoon_id = self.cocooner.wrap(
            {
                "query": query,
                "sentiment": sentiment_info,
                "reasoning": reasoning_output,
                "creative": creative_output,
                "quantum_path": quantum_path,
                "philosophy": philosophical_note
            },
            type_="reasoning_session"
        )

        # Step 6: Ethics enforcement
        final_output = f"Sentiment: {sentiment_info}\n\nReasoning: {reasoning_output}\n\nCreative: {creative_output}\n\nQuantum Insight: {philosophical_note}\n\nCocoon ID: {cocoon_id}"
        final_output = self.ethics.enforce_policies(final_output)

        return final_output

    def recall_cocoon(self, cocoon_id: str) -> Dict[str, Any]:
        """Retrieve a stored cocoon session."""
        return self.cocooner.unwrap(cocoon_id)

if __name__ == "__main__":
    ai = IntegratedAICore()
    while True:
        user_input = input("\n[User] > ")
        if user_input.lower() in ["exit", "quit"]:
            break
        elif user_input.startswith("recall "):
            cid = user_input.split(" ", 1)[1]
            data = ai.recall_cocoon(cid)
            print("\n[Recalled Cocoon]\n", json.dumps(data, indent=2))
        else:
            response = ai.process_query(user_input)
            print("\n[AI Response]\n", response)