Tailored for the intelligent upgrade of manufacturing, this solution deeply integrates embedded AI computing power with industrial-grade reliable design. The equipment can directly complete real-time data perception, intelligent analysis and autonomous decision-making in the workshop, without relying on the cloud to achieve precise anomaly interception and equipment health prediction. It significantly reduces the complexity and cost of operation and maintenance, helping enterprises quickly build self-controlled intelligent production lines and achieve a dual leap in production efficiency and quality control.