This article series is built on the engineering practices of fleet safety camera systems. It is serving as a systematic technical reference and practical guide.

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This series comprises six main articles covering, in sequence, IQ Lab build-up, Intrinsic/Extrinsic Calibration, component selection, factory EOL testing and Active Alignment, environmental reliability testing, and customer telemetry with closed-loop optimization. The articles form a clear causal chain, starting from precise lab measurements, running through mass production validation, and ultimately returning to continuous improvement driven by field data.