When AI should enter the learning loop
A conceptual model for staging AI access around what learners can demonstrate, not what the tool can do.
An independent publication by Edmetry
Edmetry publishes clear, considered notes on education technology, AI, and the people who have to live with both.
↓Technology should make teaching feel more human, not more managed. We support the human aim, offer a useful next step, challenge the claim when needed, and show the evidence and limits that connect the two.
A conceptual model for staging AI access around what learners can demonstrate, not what the tool can do.