Amblyopia is reframed as a preventable childhood vision pathway failure when screening is not connected to diagnosis, spectacle access, treatment support, family activation, follow-up, and protected functional vision. This flagship reference article explores childhood vision screening, AI-enabled pathways, and preventive eye care through a public-health and health-system framework.