Writing on systems that go live.

Stopping the camera from flip-flopping: confidence scoring for AI active-speaker switching

Why instant thresholds make automatic camera switching twitchy, and how a rising confidence score, a hold rule and a wide-shot fallback make it feel like a calm human operator.