Design a scalable chatbot framework that can understand user intent, manage conversations, and integrate with various platforms and backend services. Focus on the architecture for natural language processing, implementing dialog management, and strategies for easy integration with different messaging platforms. Address challenges like context management, handling ambiguous queries, and scaling to support multiple concurrent conversations.