import random from collections import Counter def transmit_message(original_message, noise_level=0.2): """Simulates message transmission with some noise.""" distorted_message = ''.join( c if random.random() > noise_level else random.choice('abcdefghijklmnopqrstuvwxyz ') for c in original_message.lower() ) return distorted_message def refine_message(messages): """Refines a message by selecting the most frequent characters at each position.""" corrected_message = '' length = max(map(len, messages)) # Get longest message length for i in range(length): chars_at_i = [msg for msg in messages if i < len(msg)] most_common = Counter(chars_at_i).most_common(1) corrected_message += most_common[0][0] if most_common else ' ' return corrected_message def anti_telephone(original_message, hops=5, agents=10, noise_level=0.2): """Simulates multiple agents processing a message to correct distortions.""" message = original_message.lower() for _ in range(hops): received_messages = [transmit_message(message, noise_level) for _ in range(agents)] message = refine_message(received_messages) return message Continue reading...