In today's fast-paced era of technology, AI large models are gradually infiltrating various fields, causing revolutionary changes across all sectors. The use of large models in defect detection holds great potential as well, where, through extensive data analysis and learning, they can identify, predict, and resolve various defect issues, thus improving product quality, reducing production costs, and delivering greater economic benefits to enterprises.