from transformers import pipeline

class MultiAgentSystem:
    
    """Analyzes and responds to multimodal inputs"""
    def __init__(self):
        self.image_pipeline = pipeline('image-classification')
        self.audio_pipeline = pipeline('automatic-speech-recognition')

    def analyze_image(self, image_path: str) -> dict[str, any]:
        """Analyze image input"""
        return self.image_pipeline(image_path)

    def analyze_audio(self, audio_path: str) -> dict[str, any]:
        """Analyze audio input"""
        return self.audio_pipeline(audio_path)