Limitations and Discussion

Dependence on Third-Party Services

Our project relies heavily on third-party services, especially language models (LLMs) like OpenAI's GPT-4. While GPT-4 offers advanced natural language processing capabilities, it's still a general model. This generalization limits its effectiveness in specialized domains, potentially reducing the accuracy and reliability of AI features tailored for specific e-commerce tasks. Furthermore, the costs associated with utilizing third-party services like GPT-4 can significantly impact the platform's business efficiency, particularly when widely used.

Image Generation Models

The deployment of image generation models necessitates a high-configuration infrastructure to ensure both the quality and speed of responses. Currently, our system does not meet these infrastructure requirements, resulting in slower processing speeds.

Website System Performance

The existing website system experiences less than optimal page transition smoothness. There is a notable lack of evaluation and measurement concerning the system's load-bearing capacity and scalability to support a large number of users. This deficiency impacts both the user experience and the operational efficiency of the system.