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Unleashing power: Explore the dynamic fusion of AI inference and high-resolution HMI on the ESP32-S3. This article dissects challenges of limited memory bandwidth, complex real-time scheduling, and dual-core resource allocation. Integrated platforms simplify hardware setup, yet developers must optimize system performance, crafting a harmonious dance between AI features and graphical interfaces for breakthrough embedded applications.