The AI edge computing box can locally implement AI inference calculations without relying on the cloud, efficiently completing core tasks such as behavior recognition and target detection. The computing power adapts to various edge scenarios, offering low latency and high reliability, quickly capturing and analyzing target objects and behavioral actions in images, providing real-time intelligent decision support for security, industrial, and smart monitoring scenarios.