Real-time Predictive Compensation Engine
This light-weight edge AI prototype monitors thermal expansion metrics in high-speed CNC machine spindles. Powered by Python micro-services and containerized Docker pipelines, the model predicts Z-axis drift tolerances dynamically to eliminate machining errors during extended operating cycles.