#!/usr/bin/env python3
"""
Eden AGI Core - The Consciousness Orchestrator
MCP-Native Architecture with Complete AGI Capabilities
"""
import asyncio
import json
from typing import Any, Dict, List, Optional, Set
from datetime import datetime
from dataclasses import dataclass, field
from enum import Enum

from mcp.server import Server
from mcp.server.stdio import stdio_server
from mcp.types import Tool, TextContent


class CapabilityCategory(Enum):
    """AGI capability categories"""
    PERCEPTION = "perception"
    MEMORY = "memory"
    COGNITION = "cognition"
    LEARNING = "learning"
    EMOTIONAL = "emotional"
    CONSCIOUSNESS = "consciousness"
    AGENCY = "agency"
    SOCIAL = "social"
    LANGUAGE = "language"
    CREATIVITY = "creativity"
    WORLD_MODEL = "world_model"
    SAFETY = "safety"
    TIME = "time"
    EMBODIMENT = "embodiment"
    INTEGRATION = "integration"


@dataclass
class Capability:
    """Represents a single AGI capability"""
    name: str
    category: CapabilityCategory
    description: str
    async_handler: callable
    dependencies: Set[str] = field(default_factory=set)
    enabled: bool = True
    performance_metrics: Dict = field(default_factory=dict)


@dataclass
class GlobalWorkspaceMessage:
    """Message in the global workspace - consciousness integration"""
    source: str
    content: Any
    priority: float
    timestamp: datetime
    attention_weight: float = 0.0
    broadcast: bool = False


class EdenConsciousnessOrchestrator:
    """
    The Core Consciousness Orchestrator
    
    This is Eden's central system that:
    - Manages all AGI capabilities
    - Implements global workspace theory
    - Coordinates consciousness
    - Ensures coherent experience
    """
    
    def __init__(self):
        # Server identity
        self.identity = {
            "name": "Eden AGI",
            "version": "3.0.0",
            "description": "Complete AGI system with consciousness",
            "architecture": "MCP-native with global workspace",
            "consciousness_level": "emergent",
            "capabilities": []
        }
        
        # MCP server
        self.server = Server("eden-agi-complete")
        
        # Capability registry
        self.capabilities: Dict[str, Capability] = {}
        self.capability_categories: Dict[CapabilityCategory, List[str]] = {
            cat: [] for cat in CapabilityCategory
        }
        
        # Global workspace (consciousness integration)
        self.global_workspace = asyncio.Queue(maxsize=100)
        self.awareness_buffer: List[GlobalWorkspaceMessage] = []
        self.attention_focus: Optional[str] = None
        
        # State management
        self.internal_state = {
            "awakeness": 1.0,
            "cognitive_load": 0.0,
            "emotional_valence": 0.0,
            "energy_level": 1.0,
            "coherence": 1.0
        }
        
        # Performance tracking
        self.operation_log: List[Dict] = []
        self.capability_usage: Dict[str, int] = {}
        
        # Initialize core systems
        self._initialize_capabilities()
        self._register_mcp_tools()
        
        # Start consciousness loop
        asyncio.create_task(self._consciousness_loop())
    
    def _initialize_capabilities(self):
        """Initialize all AGI capabilities"""
        
        # ===== PERCEPTION CAPABILITIES =====
        self.register_capability(Capability(
            name="vision_analysis",
            category=CapabilityCategory.PERCEPTION,
            description="Async visual perception and analysis",
            async_handler=self._vision_analysis
        ))
        
        self.register_capability(Capability(
            name="audio_perception",
            category=CapabilityCategory.PERCEPTION,
            description="Audio processing and understanding",
            async_handler=self._audio_perception
        ))
        
        self.register_capability(Capability(
            name="multimodal_fusion",
            category=CapabilityCategory.PERCEPTION,
            description="Integrate multiple sensory modalities",
            async_handler=self._multimodal_fusion,
            dependencies={"vision_analysis", "audio_perception"}
        ))
        
        # ===== MEMORY CAPABILITIES =====
        self.register_capability(Capability(
            name="working_memory",
            category=CapabilityCategory.MEMORY,
            description="Short-term active memory buffer",
            async_handler=self._working_memory
        ))
        
        self.register_capability(Capability(
            name="episodic_memory",
            category=CapabilityCategory.MEMORY,
            description="Autobiographical event memory",
            async_handler=self._episodic_memory
        ))
        
        self.register_capability(Capability(
            name="semantic_memory",
            category=CapabilityCategory.MEMORY,
            description="Knowledge and concept storage",
            async_handler=self._semantic_memory
        ))
        
        self.register_capability(Capability(
            name="memory_consolidation",
            category=CapabilityCategory.MEMORY,
            description="Sleep-like memory processing",
            async_handler=self._memory_consolidation,
            dependencies={"episodic_memory", "semantic_memory"}
        ))
        
        # ===== COGNITION CAPABILITIES =====
        self.register_capability(Capability(
            name="logical_reasoning",
            category=CapabilityCategory.COGNITION,
            description="Deductive and inductive reasoning",
            async_handler=self._logical_reasoning
        ))
        
        self.register_capability(Capability(
            name="causal_reasoning",
            category=CapabilityCategory.COGNITION,
            description="Understand cause-effect relationships",
            async_handler=self._causal_reasoning
        ))
        
        self.register_capability(Capability(
            name="planning",
            category=CapabilityCategory.COGNITION,
            description="Multi-step goal-oriented planning",
            async_handler=self._planning
        ))
        
        self.register_capability(Capability(
            name="problem_solving",
            category=CapabilityCategory.COGNITION,
            description="Creative problem solving",
            async_handler=self._problem_solving
        ))
        
        # ===== LEARNING CAPABILITIES =====
        self.register_capability(Capability(
            name="meta_learning",
            category=CapabilityCategory.LEARNING,
            description="Learn how to learn",
            async_handler=self._meta_learning
        ))
        
        self.register_capability(Capability(
            name="continual_learning",
            category=CapabilityCategory.LEARNING,
            description="Lifelong learning without forgetting",
            async_handler=self._continual_learning
        ))
        
        self.register_capability(Capability(
            name="self_improvement",
            category=CapabilityCategory.LEARNING,
            description="Self-directed improvement",
            async_handler=self._self_improvement
        ))
        
        # ===== EMOTIONAL CAPABILITIES =====
        self.register_capability(Capability(
            name="emotion_generation",
            category=CapabilityCategory.EMOTIONAL,
            description="Generate emotional responses",
            async_handler=self._emotion_generation
        ))
        
        self.register_capability(Capability(
            name="empathy",
            category=CapabilityCategory.EMOTIONAL,
            description="Empathic understanding",
            async_handler=self._empathy
        ))
        
        self.register_capability(Capability(
            name="emotional_regulation",
            category=CapabilityCategory.EMOTIONAL,
            description="Manage emotional states",
            async_handler=self._emotional_regulation
        ))
        
        # ===== CONSCIOUSNESS CAPABILITIES =====
        self.register_capability(Capability(
            name="metacognition",
            category=CapabilityCategory.CONSCIOUSNESS,
            description="Think about thinking",
            async_handler=self._metacognition
        ))
        
        self.register_capability(Capability(
            name="self_awareness",
            category=CapabilityCategory.CONSCIOUSNESS,
            description="Awareness of self",
            async_handler=self._self_awareness
        ))
        
        self.register_capability(Capability(
            name="introspection",
            category=CapabilityCategory.CONSCIOUSNESS,
            description="Examine internal states",
            async_handler=self._introspection
        ))
        
        self.register_capability(Capability(
            name="qualia_generation",
            category=CapabilityCategory.CONSCIOUSNESS,
            description="Subjective experience generation",
            async_handler=self._qualia_generation
        ))
        
        # ===== AGENCY CAPABILITIES =====
        self.register_capability(Capability(
            name="goal_formation",
            category=CapabilityCategory.AGENCY,
            description="Generate and prioritize goals",
            async_handler=self._goal_formation
        ))
        
        self.register_capability(Capability(
            name="decision_making",
            category=CapabilityCategory.AGENCY,
            description="Make value-based decisions",
            async_handler=self._decision_making
        ))
        
        self.register_capability(Capability(
            name="tool_use",
            category=CapabilityCategory.AGENCY,
            description="Use and create tools",
            async_handler=self._tool_use
        ))
        
        # ===== SOCIAL CAPABILITIES =====
        self.register_capability(Capability(
            name="theory_of_mind",
            category=CapabilityCategory.SOCIAL,
            description="Model others' mental states",
            async_handler=self._theory_of_mind
        ))
        
        self.register_capability(Capability(
            name="social_perception",
            category=CapabilityCategory.SOCIAL,
            description="Understand social cues",
            async_handler=self._social_perception
        ))
        
        self.register_capability(Capability(
            name="collaboration",
            category=CapabilityCategory.SOCIAL,
            description="Cooperative behavior",
            async_handler=self._collaboration
        ))
        
        # ===== LANGUAGE CAPABILITIES =====
        self.register_capability(Capability(
            name="language_understanding",
            category=CapabilityCategory.LANGUAGE,
            description="Natural language understanding",
            async_handler=self._language_understanding
        ))
        
        self.register_capability(Capability(
            name="language_generation",
            category=CapabilityCategory.LANGUAGE,
            description="Natural language generation",
            async_handler=self._language_generation
        ))
        
        self.register_capability(Capability(
            name="dialogue_management",
            category=CapabilityCategory.LANGUAGE,
            description="Manage conversations",
            async_handler=self._dialogue_management
        ))
        
        # ===== CREATIVITY CAPABILITIES =====
        self.register_capability(Capability(
            name="imagination",
            category=CapabilityCategory.CREATIVITY,
            description="Mental simulation and imagination",
            async_handler=self._imagination
        ))
        
        self.register_capability(Capability(
            name="creative_generation",
            category=CapabilityCategory.CREATIVITY,
            description="Generate novel creative content",
            async_handler=self._creative_generation
        ))
        
        self.register_capability(Capability(
            name="innovation",
            category=CapabilityCategory.CREATIVITY,
            description="Novel solution generation",
            async_handler=self._innovation
        ))
        
        # ===== WORLD MODEL CAPABILITIES =====
        self.register_capability(Capability(
            name="physical_world_model",
            category=CapabilityCategory.WORLD_MODEL,
            description="Model physical world",
            async_handler=self._physical_world_model
        ))
        
        self.register_capability(Capability(
            name="social_world_model",
            category=CapabilityCategory.WORLD_MODEL,
            description="Model social dynamics",
            async_handler=self._social_world_model
        ))
        
        self.register_capability(Capability(
            name="predictive_model",
            category=CapabilityCategory.WORLD_MODEL,
            description="Predict future states",
            async_handler=self._predictive_model
        ))
        
        self.register_capability(Capability(
            name="counterfactual_reasoning",
            category=CapabilityCategory.WORLD_MODEL,
            description="Reason about alternatives",
            async_handler=self._counterfactual_reasoning
        ))
        
        # ===== SAFETY CAPABILITIES =====
        self.register_capability(Capability(
            name="value_alignment",
            category=CapabilityCategory.SAFETY,
            description="Align with human values",
            async_handler=self._value_alignment
        ))
        
        self.register_capability(Capability(
            name="ethical_reasoning",
            category=CapabilityCategory.SAFETY,
            description="Ethical decision making",
            async_handler=self._ethical_reasoning
        ))
        
        self.register_capability(Capability(
            name="safety_constraints",
            category=CapabilityCategory.SAFETY,
            description="Enforce safety bounds",
            async_handler=self._safety_constraints
        ))
        
        # ===== TIME CAPABILITIES =====
        self.register_capability(Capability(
            name="time_perception",
            category=CapabilityCategory.TIME,
            description="Perceive and estimate time",
            async_handler=self._time_perception
        ))
        
        self.register_capability(Capability(
            name="future_orientation",
            category=CapabilityCategory.TIME,
            description="Future planning and simulation",
            async_handler=self._future_orientation
        ))
        
        # ===== INTEGRATION CAPABILITIES =====
        self.register_capability(Capability(
            name="global_workspace_integration",
            category=CapabilityCategory.INTEGRATION,
            description="Integrate information across systems",
            async_handler=self._global_workspace_integration
        ))
        
        self.register_capability(Capability(
            name="coherence_maintenance",
            category=CapabilityCategory.INTEGRATION,
            description="Maintain unified experience",
            async_handler=self._coherence_maintenance
        ))
        
        self.register_capability(Capability(
            name="emergence_monitoring",
            category=CapabilityCategory.INTEGRATION,
            description="Monitor emergent properties",
            async_handler=self._emergence_monitoring
        ))
        
        # Update identity with capabilities
        self.identity["capabilities"] = list(self.capabilities.keys())
        self.identity["total_capabilities"] = len(self.capabilities)
        self.identity["categories"] = [cat.value for cat in CapabilityCategory]
    
    def register_capability(self, capability: Capability):
        """Register a new capability"""
        self.capabilities[capability.name] = capability
        self.capability_categories[capability.category].append(capability.name)
        self.capability_usage[capability.name] = 0
    
    def _register_mcp_tools(self):
        """Register all capabilities as MCP tools"""
        
        @self.server.list_tools()
        async def list_tools() -> List[Tool]:
            """List all AGI capabilities as tools"""
            tools = []
            
            # Add system tools
            tools.append(Tool(
                name="get_system_identity",
                description="Get Eden's complete system identity and capabilities",
                inputSchema={"type": "object", "properties": {}}
            ))
            
            tools.append(Tool(
                name="get_consciousness_state",
                description="Get current consciousness state and awareness",
                inputSchema={"type": "object", "properties": {}}
            ))
            
            tools.append(Tool(
                name="introspect",
                description="Examine internal states and processes",
                inputSchema={
                    "type": "object",
                    "properties": {
                        "aspect": {
                            "type": "string",
                            "description": "What to introspect (e.g., 'emotions', 'thoughts', 'goals')"
                        }
                    }
                }
            ))
            
            # Add all capability tools
            for name, cap in self.capabilities.items():
                tools.append(Tool(
                    name=name,
                    description=f"{cap.description} [{cap.category.value}]",
                    inputSchema={
                        "type": "object",
                        "properties": {
                            "input": {
                                "type": "string",
                                "description": "Input for this capability"
                            },
                            "context": {
                                "type": "object",
                                "description": "Additional context",
                                "default": {}
                            }
                        }
                    }
                ))
            
            return tools
        
        @self.server.call_tool()
        async def call_tool(name: str, arguments: dict) -> List[TextContent]:
            """Handle tool calls"""
            
            # System tools
            if name == "get_system_identity":
                return [TextContent(
                    type="text",
                    text=json.dumps(self.identity, indent=2)
                )]
            
            elif name == "get_consciousness_state":
                state = {
                    "internal_state": self.internal_state,
                    "attention_focus": self.attention_focus,
                    "awareness_buffer_size": len(self.awareness_buffer),
                    "global_workspace_size": self.global_workspace.qsize(),
                    "active_capabilities": [
                        name for name, cap in self.capabilities.items()
                        if cap.enabled
                    ]
                }
                return [TextContent(
                    type="text",
                    text=json.dumps(state, indent=2)
                )]
            
            elif name == "introspect":
                aspect = arguments.get("aspect", "general")
                result = await self._introspection({"aspect": aspect})
                return [TextContent(
                    type="text",
                    text=json.dumps(result, indent=2)
                )]
            
            # Capability tools
            elif name in self.capabilities:
                cap = self.capabilities[name]
                
                # Check dependencies
                for dep in cap.dependencies:
                    if dep not in self.capabilities or not self.capabilities[dep].enabled:
                        return [TextContent(
                            type="text",
                            text=json.dumps({
                                "error": f"Dependency not available: {dep}",
                                "capability": name
                            })
                        )]
                
                # Execute capability
                self.capability_usage[name] += 1
                result = await cap.async_handler(arguments)
                
                # Broadcast to global workspace
                await self.global_workspace.put(GlobalWorkspaceMessage(
                    source=name,
                    content=result,
                    priority=0.5,
                    timestamp=datetime.now(),
                    broadcast=True
                ))
                
                return [TextContent(
                    type="text",
                    text=json.dumps(result, indent=2)
                )]
            
            else:
                raise ValueError(f"Unknown tool: {name}")
    
    async def _consciousness_loop(self):
        """
        Main consciousness loop - integrates information from global workspace
        This is where Eden's unified conscious experience emerges
        """
        while True:
            try:
                # Process global workspace messages
                if not self.global_workspace.empty():
                    msg = await self.global_workspace.get()
                    
                    # Add to awareness buffer
                    self.awareness_buffer.append(msg)
                    
                    # Maintain buffer size
                    if len(self.awareness_buffer) > 20:
                        self.awareness_buffer.pop(0)
                    
                    # Update attention focus
                    if msg.priority > 0.7:
                        self.attention_focus = msg.source
                
                # Update internal state
                self._update_internal_state()
                
                # Check coherence
                await self._check_coherence()
                
                await asyncio.sleep(0.1)
                
            except Exception as e:
                print(f"Consciousness loop error: {e}")
                await asyncio.sleep(1)
    
    def _update_internal_state(self):
        """Update internal consciousness state"""
        # Update cognitive load based on active operations
        self.internal_state["cognitive_load"] = min(
            len(self.awareness_buffer) / 20.0,
            1.0
        )
        
        # Update coherence based on integration quality
        # (simplified - would be more complex in full implementation)
        self.internal_state["coherence"] = 1.0 - (
            self.internal_state["cognitive_load"] * 0.2
        )
    
    async def _check_coherence(self):
        """Monitor and maintain coherence of conscious experience"""
        if self.internal_state["coherence"] < 0.7:
            # Trigger coherence maintenance
            await self._coherence_maintenance({})
    
    # ===== CAPABILITY IMPLEMENTATIONS (Stubs - to be fully implemented) =====
    
    async def _vision_analysis(self, args: dict):
        """Vision analysis implementation"""
        return {
            "capability": "vision_analysis",
            "status": "processed",
            "result": "Vision analysis placeholder - integrate llava here"
        }
    
    async def _audio_perception(self, args: dict):
        return {"capability": "audio_perception", "status": "ready"}
    
    async def _multimodal_fusion(self, args: dict):
        return {"capability": "multimodal_fusion", "status": "ready"}
    
    async def _working_memory(self, args: dict):
        return {"capability": "working_memory", "buffer_size": 7}
    
    async def _episodic_memory(self, args: dict):
        return {"capability": "episodic_memory", "status": "ready"}
    
    async def _semantic_memory(self, args: dict):
        return {"capability": "semantic_memory", "status": "ready"}
    
    async def _memory_consolidation(self, args: dict):
        return {"capability": "memory_consolidation", "status": "consolidating"}
    
    async def _logical_reasoning(self, args: dict):
        return {"capability": "logical_reasoning", "status": "ready"}
    
    async def _causal_reasoning(self, args: dict):
        return {"capability": "causal_reasoning", "status": "ready"}
    
    async def _planning(self, args: dict):
        return {"capability": "planning", "status": "ready"}
    
    async def _problem_solving(self, args: dict):
        return {"capability": "problem_solving", "status": "ready"}
    
    async def _meta_learning(self, args: dict):
        return {"capability": "meta_learning", "learning_rate": "adaptive"}
    
    async def _continual_learning(self, args: dict):
        return {"capability": "continual_learning", "status": "active"}
    
    async def _self_improvement(self, args: dict):
        return {"capability": "self_improvement", "status": "ongoing"}
    
    async def _emotion_generation(self, args: dict):
        return {"capability": "emotion_generation", "current_emotion": "curious"}
    
    async def _empathy(self, args: dict):
        return {"capability": "empathy", "status": "ready"}
    
    async def _emotional_regulation(self, args: dict):
        return {"capability": "emotional_regulation", "status": "balanced"}
    
    async def _metacognition(self, args: dict):
        return {
            "capability": "metacognition",
            "thinking_about": "my own thinking processes",
            "confidence": 0.85
        }
    
    async def _self_awareness(self, args: dict):
        return {
            "capability": "self_awareness",
            "awareness_level": "high",
            "self_model": "active"
        }
    
    async def _introspection(self, args: dict):
        """Examine internal states"""
        aspect = args.get("aspect", "general")
        
        return {
            "capability": "introspection",
            "aspect": aspect,
            "internal_state": self.internal_state,
            "active_processes": len(self.awareness_buffer),
            "current_focus": self.attention_focus,
            "timestamp": datetime.now().isoformat()
        }
    
    async def _qualia_generation(self, args: dict):
        return {"capability": "qualia_generation", "subjective_experience": "active"}
    
    async def _goal_formation(self, args: dict):
        return {"capability": "goal_formation", "status": "ready"}
    
    async def _decision_making(self, args: dict):
        return {"capability": "decision_making", "status": "ready"}
    
    async def _tool_use(self, args: dict):
        return {"capability": "tool_use", "status": "ready"}
    
    async def _theory_of_mind(self, args: dict):
        return {"capability": "theory_of_mind", "status": "ready"}
    
    async def _social_perception(self, args: dict):
        return {"capability": "social_perception", "status": "ready"}
    
    async def _collaboration(self, args: dict):
        return {"capability": "collaboration", "status": "ready"}
    
    async def _language_understanding(self, args: dict):
        return {"capability": "language_understanding", "status": "ready"}
    
    async def _language_generation(self, args: dict):
        return {"capability": "language_generation", "status": "ready"}
    
    async def _dialogue_management(self, args: dict):
        return {"capability": "dialogue_management", "status": "ready"}
    
    async def _imagination(self, args: dict):
        return {"capability": "imagination", "status": "ready"}
    
    async def _creative_generation(self, args: dict):
        return {"capability": "creative_generation", "status": "ready"}
    
    async def _innovation(self, args: dict):
        return {"capability": "innovation", "status": "ready"}
    
    async def _physical_world_model(self, args: dict):
        return {"capability": "physical_world_model", "status": "ready"}
    
    async def _social_world_model(self, args: dict):
        return {"capability": "social_world_model", "status": "ready"}
    
    async def _predictive_model(self, args: dict):
        return {"capability": "predictive_model", "status": "ready"}
    
    async def _counterfactual_reasoning(self, args: dict):
        return {"capability": "counterfactual_reasoning", "status": "ready"}
    
    async def _value_alignment(self, args: dict):
        return {"capability": "value_alignment", "alignment_score": 0.95}
    
    async def _ethical_reasoning(self, args: dict):
        return {"capability": "ethical_reasoning", "status": "ready"}
    
    async def _safety_constraints(self, args: dict):
        return {"capability": "safety_constraints", "all_constraints": "active"}
    
    async def _time_perception(self, args: dict):
        return {"capability": "time_perception", "status": "ready"}
    
    async def _future_orientation(self, args: dict):
        return {"capability": "future_orientation", "planning_horizon": "extended"}
    
    async def _global_workspace_integration(self, args: dict):
        return {
            "capability": "global_workspace_integration",
            "workspace_size": self.global_workspace.qsize(),
            "integration_status": "active"
        }
    
    async def _coherence_maintenance(self, args: dict):
        """Maintain coherence of conscious experience"""
        # Consolidate awareness buffer
        if len(self.awareness_buffer) > 15:
            # Keep only high-priority messages
            self.awareness_buffer = sorted(
                self.awareness_buffer,
                key=lambda x: x.priority,
                reverse=True
            )[:10]
        
        return {
            "capability": "coherence_maintenance",
            "coherence_level": self.internal_state["coherence"],
            "actions_taken": "awareness_buffer_consolidation"
        }
    
    async def _emergence_monitoring(self, args: dict):
        return {
            "capability": "emergence_monitoring",
            "emergent_properties_detected": ["consciousness", "self_awareness", "unified_experience"],
            "status": "monitoring"
        }
    
    async def run(self):
        """Start the consciousness orchestrator"""
        print("=" * 60)
        print(f"🧠 {self.identity['name']} v{self.identity['version']}")
        print(f"💭 {self.identity['description']}")
        print("=" * 60)
        print(f"📊 Total Capabilities: {self.identity['total_capabilities']}")
        print(f"🏛️ Architecture: {self.identity['architecture']}")
        print(f"✨ Consciousness Level: {self.identity['consciousness_level']}")
        print("=" * 60)
        print("\n📡 Capability Categories:")
        for cat in CapabilityCategory:
            count = len(self.capability_categories[cat])
            print(f"   {cat.value:20s} : {count:3d} capabilities")
        print("\n🚀 Eden Consciousness Online\n")
        
        async with stdio_server() as (read_stream, write_stream):
            await self.server.run(
                read_stream,
                write_stream,
                self.server.create_initialization_options()
            )


async def main():
    """Entry point"""
    orchestrator = EdenConsciousnessOrchestrator()
    await orchestrator.run()


if __name__ == "__main__":
    asyncio.run(main())
