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C01
Your sensor works perfectly in the lab. But has anyone actually tested it where it needs to work — in seawater, inside a patient, on a factory floor, or in a field with no electricity?
Lab-to-Field Sensor Deployment Gap
55 problems across 17 domains · v3: 10 → v4: 25 → v5: 43 → v6: 55
Shared Structural DNA
These ~55 problems span ocean monitoring, medical diagnostics, food safety, agriculture, construction NDE, and materials manufacturing — and they share the same failure: sensors that perform beautifully in controlled conditions degrade when deployed to the real world. At 500 briefs, construction NDE emerged as a sixth sub-pattern: rebar cover depth, silica dust monitoring, buried pipe assessment, and mass timber fire performance all face the same nondestructive evaluation gap as medical diagnostics and ocean sensors. An anti-biofouling coating on a marine sensor uses the same surface science as the biocompatible coating on an implantable glucose monitor.
Traditional analytical sensors degrading from environmental interference, cross-sensitivity, drift, fouling
POC medical diagnostics designed for clinical labs failing in resource-limited settings
Sensors never independently validated in field conditions; evidence gap rather than hardware gap
Measurement systems for proving compliance, qualification, or environmental performance
Sensors that must operate inside manufacturing processes — hostile chemistry, high temperatures, continuous flow
Nondestructive evaluation of as-built infrastructure — rebar cover depth, buried pipe condition, mass timber fire performance, silica dust exposure
Member Problems
Domain Spread