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A Raspberry Pi 4 edge application that uses PIR, LDR and ultrasonic sensors to throttle YOLOv8 inference resolution and frame rates, reducing idle power and CPU thermals. Serial I/O and TFLite tasks are pinned to isolated CPU cores to maintain stable latency.