A developer's quest to eliminate false brake light triggers on motorcycles led to an unorthodox testing breakthrough involving a vibrator. By tackling sensor noise, engine-frequency interference, and adaptive debouncing, this hardware hacker transformed a persistent edge case into a masterclass in real-world embedded systems resilience.