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Explore the concept of general-purpose sensing in this 21-minute conference talk from the ACM CHI Conference on Human Factors in Computing Systems. Delve into the development of Synthetic Sensors, a novel approach that uses a single enhanced sensor to indirectly monitor diverse environmental aspects without direct object instrumentation. Learn about the hardware design, information architecture, and deployment results across various environments. Discover how this technology can virtualize raw sensor data into actionable feeds while addressing privacy concerns. Examine the versatility, accuracy, and potential applications of this approach, including second-order synthetic sensors. Gain insights into the limitations and future possibilities of this innovative sensing technology that could revolutionize smart environments and the Internet of Things.