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This article details LG AI Research's development of a Visual Language Model (VLM) integrated with agentic workflows to automate industrial visual inspection, moving beyond traditional labeling to direct deployment. The system leverages multimodal reasoning to detect defects and generate actionable reports without human intervention, representing a significant step in autonomous machine learning applications for manufacturing.