Hygiene patterns for any OpenCV + dlib vision pipeline: camera index probing + macOS init quirks, warmup that verifies real frames, frame-skip policy for expensive inference.
96
93%
Does it follow best practices?
Impact
100%
1.36xAverage score across 6 eval scenarios
Passed
No known issues