from enum import Enum from dataclasses import dataclass class EvaluationMetric(Enum): ACCURACY = "accuracy" CONSISTENCY = "consistency" ETHICAL_ALIGNMENT = "ethical_alignment" GOAL_PROGRESS = "goal_progress" SELF_IMPROVEMENT = "self_improvement" @dataclass class EvaluationResult: metrics: Dict[EvaluationMetric, float] recommendations: List[str] confidence_level: float class SelfEvaluationSystem: def __init__(self): self.evaluation_history = [] self.improvement_strategies = {} def evaluate(self, monitoring_results): evaluation = EvaluationResult( metrics={metric: 0.0 for metric in EvaluationMetric}, recommendations=[], confidence_level=0.0 ) self._assess_performance(monitoring_results, evaluation) self._generate_recommendations(evaluation) self._update_history(evaluation) return evaluation