

Static test benches frequently miss the compounding friction of actual domestic use. We constructed instrumented residential structures equipped with ambient telemetry to measure continuous thermal drift, surface wear, and physical interaction over extended occupancy cycles.
This empirical infrastructure gives commercial partners defensible spatial metrics before committing tooling capital to full-scale fabrication runs.


