Writing
Notes on AI in education, teacher professional development, and what structured practice actually looks like in a classroom.
AI Use by Teachers in India: What the Data Actually Says
Over 70 percent of Indian teachers use AI, but only 57 percent can spot a basic AI misconception. What the CENTA survey reveals about the real gap.
The IMPACTS Framework: A Complete Guide to Teacher AI Use
IMPACTS is a seven step method for teachers using AI. Identify, Mine, Prompt, Assess, Calibrate, Tune, Systematise. Six of the seven happen outside the prompt.
CBSE Computational Thinking and AI Curriculum: What Schools Must Actually Do
CBSE Circular Acad-15/2026 makes CT and AI mandatory for Classes 3 to 8. The syllabus is the easy part. Here is the teacher readiness problem.
Why AI Training in Schools Fails, and What to Do Instead
Most school AI workshops change nothing after six weeks. Research on 124 AI literacy studies explains why, and what effective teacher AI training looks like.