Wi-Fi sensing has matured from research laboratories into a standardized technology, yet most systems are validated under controlled conditions with fixed hardware and curated ground truth, leaving their real-world behavior largely uncharacterized. This work implements a complete, low-cost sensing system built from commodity ESP32 nodes and a software access point.