Ages 0-5 are a sensitive period of neurodevelopment when EFs (executive functions-Executive functions), which are critical to physical and mental health, emerge. In modern clinical and research practice, coders collect EF performance data by manually marking infants' behaviors on video during toy use or social interactions, a time-consuming and subjective judgment-dependent approach.