class IntegrationLayer: def __init__(self): self.symbolic_processor = SymbolicProcessor() self.neural_processor = NeuralProcessor() self.semiotic_processor = SemioticProcessor() def process_input(self, input_data): # Bidirectional processing between symbolic and subsymbolic systems neural_output = self.neural_processor.process(input_data) symbolic_output = self.symbolic_processor.process(input_data) semiotic_interpretation = self.semiotic_processor.interpret( neural_output, symbolic_output ) return self._integrate_outputs( neural_output, symbolic_output, semiotic_interpretation ) class SemioticProcessor: def __init__(self): self.sign_levels = ['syntactic', 'semantic', 'pragmatic'] def interpret(self, neural_output, symbolic_output): # Multi-level sign processing implementation pass