Filed under llm-evaluation.

Cite Your Sources, Class Three: India's Classroom AI and the Retrieval Pattern It Almost Deploys

India is installing, at national scale, a curriculum-grounded retrieval-augmented tutor — CBSE mandating AI from Class 3 upward, SATHEE running in twelve Indian languages, a target of one million trained teachers by 2027. The retrieval architecture is the right one. What is missing from every deployment surveyed here is the teach-versus-solve evaluation loop: the independent, automated check that determines whether the system taught a concept or merely answered correctly.