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Computer-Aided Design (CAD) software is widely used in various industries, including engineering, architecture, and product design. However, CAD software can be vulnerable to anomalies, including crashes, data corruption, and security breaches. Self-supervised learning has emerged as a promising approach for anomaly detection in various domains. In this paper, we explore the application of self-supervised learning for CAD software anomaly detection. We propose a novel framework that leverages self-supervised learning to identify anomalies in CAD software usage patterns. Our approach involves training a neural network on normal CAD software usage data and then using the trained model to detect anomalies in new, unseen data. We evaluate our approach on a dataset of CAD software usage patterns and demonstrate its effectiveness in detecting anomalies. beautiful