The VBFDD-Agent is a new AI-driven tool designed to enhance the detection and diagnosis of faults in electric vehicle batteries by transforming battery signal data into structured natural language descriptions. This innovative approach aims to improve safety and maintenance efficiency in increasingly complex battery systems, making it a valuable asset for the automotive industry.