class SignInterpreter: def __init__(self): self.context_analyzer = ContextAnalyzer() self.meaning_extractor = MeaningExtractor() self.relation_mapper = RelationMapper() def interpret(self, semiotic_network: Dict[str, Any]) -> Dict[str, Any]: context = self.context_analyzer.analyze(semiotic_network) meaning = self.meaning_extractor.extract(semiotic_network, context) relations = self.relation_mapper.map(meaning, context) return { 'context': context, 'meaning': meaning, 'relations': relations, 'confidence': self._calculate_confidence(meaning, relations) }