Useful, defensible and transparent.

Learning-design standards

• Begin with a meaningful educator or learner need.
• Explain concepts in plain language before asking for application.
• Use examples, non-examples, scenarios and reflection where they improve understanding.
• Increase cognitive demand across a course rather than repeating recall questions.
• Prefer plausible professional choices over obviously wrong distractors.
• End with a decision, design change or application when the concept benefits from transfer.

Content standards

• Distinguish research evidence, guidance, frameworks and professional interpretation.
• Avoid claims that a framework, product or technology is universally effective.
• Use primary or authoritative sources where practical.
• Make uncertainty, trade-offs and context visible.
• Review fast-changing AI content for currency and consequential claims.

Use of AI in development

AI may support drafting, critique, testing and iteration. It is not treated as an authority. Course claims, examples, source links and learning decisions remain subject to human review and professional judgement.