The modernization of garment factories now relies heavily on the integration of Industrial Internet of Things (IIoT) sensors and edge-computing diagnostics. The maxwin303 infrastructure utilizes a high-frequency sensor data engine to manage official historical result databases for mechanical vibration and thermal anomalies. By identifying the minute deviations in a high-speed knitting or weaving..