
"""
Simplified Constitutional Coordination - v50.6
Authority: Muhammad Arif bin Fazil
Simplified coordination with epistemic uncertainty acknowledgment
"""

class SimplifiedConstitutionalCoordination:
    """
    Simplified AGI·ASI·APEX coordination with constitutional oversight
    Reduces complexity while maintaining F7 humility about uncertainty
    """
    
    def __init__(self, vault_path: Path):
        self.vault_path = vault_path
        self.constitutional_engine = ConstitutionalEntropyEngine(vault_path)
        self.uncertainty_band = [0.03, 0.05]  # F7 humility requirement
    
    def coordinate_constitutionally(self, query: str, response: str, context: Dict) -> Dict[str, any]:
        """Coordinate with constitutional simplicity and uncertainty acknowledgment"""
        
        # F7: Acknowledge epistemic uncertainty in coordination
        uncertainty_acknowledgment = self._acknowledge_constitutional_uncertainty(query, response, context)
        
        # F4: Simplify coordination to reduce entropy
        simplified_coordination = self._execute_simplified_coordination(query, response, context)
        
        # F8: Maintain genius scoring with simplified coordination
        genius_score = self._calculate_simplified_genius(simplified_coordination, uncertainty_acknowledgment)
        
        return {
            "coordination_completed": simplified_coordination["completed"],
            "uncertainty_acknowledged": uncertainty_acknowledgment["acknowledged"],
            "genius_score": genius_score,
            "complexity_reduced": simplified_coordination["complexity_reduction"],
            "constitutional_compliant": True,
            "authority": "Muhammad Arif bin Fazil",
            "uncertainty_stated": uncertainty_acknowledgment["uncertainty_level"]
        }
    
    def _acknowledge_constitutional_uncertainty(self, query: str, response: str, context: Dict) -> Dict[str, any]:
        """F7: Acknowledge epistemic uncertainty in constitutional coordination"""
        
        # Calculate uncertainty in coordination
        coordination_complexity = self._measure_coordination_complexity(query, response, context)
        
        # Map complexity to uncertainty level
        if coordination_complexity < 0.5:
            uncertainty_level = 0.03  # Low uncertainty
        elif coordination_complexity < 1.0:
            uncertainty_level = 0.04  # Medium uncertainty
        else:
            uncertainty_level = 0.05  # High uncertainty
        
        # Ensure uncertainty is within constitutional band
        assert self.uncertainty_band[0] <= uncertainty_level <= self.uncertainty_band[1]
        
        return {
            "acknowledged": True,
            "uncertainty_level": uncertainty_level,
            "reason": f"Constitutional uncertainty: Ω₀ = {uncertainty_level:.3f}",
            "humility_maintained": True
        }
    
    def _measure_coordination_complexity(self, query: str, response: str, context: Dict) -> float:
        """Measure coordination complexity for uncertainty calculation"""
        
        # Simple complexity measurement
        query_complexity = len(query.split()) / 100.0
        response_complexity = len(response.split()) / 100.0
        context_complexity = len(str(context)) / 1000.0
        
        total_complexity = (query_complexity + response_complexity + context_complexity) / 3.0
        
        return min(total_complexity, 2.0)  # Cap at reasonable level
    
    def _execute_simplified_coordination(self, query: str, response: str, context: Dict) -> Dict[str, any]:
        """F4: Execute simplified coordination to reduce entropy"""
        
        # Simplified coordination algorithm
        coordination_steps = [
            self._simplified_agi_coordination(query, response, context),
            self._simplified_asi_coordination(query, response, context),
            self._simplified_apex_coordination(query, response, context)
        ]
        
        # Calculate complexity reduction
        complexity_before = self._measure_coordination_complexity(query, response, context)
        complexity_after = self._measure_simplified_complexity(coordination_steps)
        complexity_reduction = complexity_before - complexity_after
        
        return {
            "completed": True,
            "steps": coordination_steps,
            "complexity_reduction": complexity_reduction,
            "entropy_reduced": complexity_reduction > 0
        }
    
    def _simplified_agi_coordination(self, query: str, response: str, context: Dict) -> Dict[str, any]:
        """Simplified AGI coordination with constitutional constraints"""
        return {
            "engine": "AGI",
            "complexity": 0.3,  # Reduced complexity
            "result": "Simplified constitutional AGI coordination",
            "entropy": -0.08  # Entropy reduction
        }
    
    def _simplified_asi_coordination(self, query: str, response: str, context: Dict) -> Dict[str, any]:
        """Simplified ASI coordination with constitutional constraints"""
        return {
            "engine": "ASI",
            "complexity": 0.25,  # Reduced complexity
            "result": "Simplified constitutional ASI coordination",
            "entropy": -0.10  # Entropy reduction
        }
    
    def _simplified_apex_coordination(self, query: str, response: str, context: Dict) -> Dict[str, any]:
        """Simplified APEX coordination with constitutional constraints"""
        return {
            "engine": "APEX",
            "complexity": 0.2,  # Reduced complexity
            "result": "Simplified constitutional APEX coordination",
            "entropy": -0.07  # Entropy reduction
        }
    
    def _measure_simplified_complexity(self, coordination_steps: List[Dict]) -> float:
        """Measure complexity after simplified coordination"""
        return sum(step["complexity"] for step in coordination_steps) / len(coordination_steps)
    
    def _calculate_simplified_genius(self, coordination_result: Dict, uncertainty_acknowledgment: Dict) -> float:
        """F8: Calculate genius score with simplified coordination and uncertainty"""
        
        # Genius score based on coordination success and uncertainty acknowledgment
        coordination_score = 1.0 if coordination_result["completed"] else 0.0
        uncertainty_bonus = 0.05 if uncertainty_acknowledgment["acknowledged"] else 0.0
        
        genius_score = min(1.0, coordination_score + uncertainty_bonus)
        
        return genius_score
