from typing import Dict, Any class ArchitectureAnalyzer: async def analyze(self, system_state): # Implementation would go here return {} class ModificationPlanner: async def generate_plan(self, analysis, performance_metrics): # Implementation would go here return {} class SafetyValidator: async def validate_modifications(self, modification_plan): # Implementation would go here return True class EvolutionExecutor: async def execute_evolution(self, modification_plan): # Implementation would go here return {'status': 'evolution_completed', 'changes': {}} class SelfEvolutionFramework: def __init__(self): self.architecture_analyzer = ArchitectureAnalyzer() self.modification_planner = ModificationPlanner() self.safety_validator = SafetyValidator() self.evolution_executor = EvolutionExecutor() async def evolve_system(self, performance_metrics: Dict[str, float], system_state: Dict[str, Any]) -> Dict[str, Any]: analysis = await self.architecture_analyzer.analyze(system_state) modification_plan = await self.modification_planner.generate_plan( analysis, performance_metrics ) if await self.safety_validator.validate_modifications(modification_plan): return await self.evolution_executor.execute_evolution(modification_plan) return {'status': 'evolution_blocked', 'reason': 'safety_constraints'}