class BenchmarkEngine: """ Automated testing suite for model proficiency. Evaluates module performance against defined success criteria. """ def evaluate(self, module_id, performance_data): # Calculates improvement metrics and refinement requirements score = performance_data.get('accuracy', 0.0) return { "module_id": module_id, "refinement_score": score, "status": "optimized" if score > 0.9 else "refining" }