from dataclasses import dataclass from typing import Dict, Any @dataclass class MonitoringState: cognitive_load: float attention_focus: Dict[str, float] processing_efficiency: float error_detection: Dict[str, Any] learning_progress: float class MetaCognitiveMonitor: def __init__(self): self.current_state = MonitoringState( cognitive_load=0.0, attention_focus={}, processing_efficiency=1.0, error_detection={}, learning_progress=0.0 ) def analyze(self, current_state): self._assess_cognitive_load(current_state) self._track_attention_allocation(current_state) self._monitor_processing_efficiency(current_state) self._detect_errors(current_state) self._evaluate_learning(current_state) return self.current_state