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Before AI Generates: Why Governance Must Come First in Curriculum Design

AI is already improving output in education—faster lessons, cleaner resources—but better artefacts are being mistaken for better learning. When layered onto weak systems, AI scales misalignment and reduces thinking. The issue isn’t the tool. It’s governance. Until quality is defined before generation, progress will remain superficial.

Stratified Learning

Apr 224 min read

When Polished Work Feels Empty: Judgement Begins Where Scripts End

The answer to bad judgement is not the abolition of judgement. It is better judgement. The point is not to catch students out, but to move from product back to process.

Stratified Learning

Apr 73 min read