Why This Matters Now
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports.
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions.
Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty.
Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate.
A Practical Framework
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. Always show a model answer and the rubric; feedback becomes legible and less surprising.
Retrieval prac tice still wins—space it over days and mix in short, targeted hints from the model. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Cold prompts underperform; prime with prior knowledge and short exemplars before free response.
Prompts that Work (Examples)
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
- Socratic: “Ask me one question at a time to test my understanding of photosynthesis. Increase difficulty as I succeed.”
- Rubric-driven feedback: “Score this essay on clarity, evidence, and structure (1–4 each). Return one strength and one next step.”
- UDL option: “Offer three representations of this concept: a 100‑word summary, a labeled diagram description, and a real‑world analogy.”
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. Always show a model answer and the rubric; feedback becomes legible and less surprising. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
Assessment & Academic Integrity
Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels. Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports.
For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
Rollout in 2 Weeks
Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. Cold prompts underperform; prime with prior knowledge and short exemplars before free response. Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports.
Pitfalls & Safeguards
Start with outcomes, not tools; prompts should map to your lear ning objectives and Bloom levels. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty.
Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human.
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria. Retrieval practice still wins—space it over days and mix in short, targeted hints from the model.
What to Measure
Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. Cold prompts underperform; prime with prior knowledge and short exemplars before free response.
Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate.
Always show a model answer and the rubric; feedback becomes legible and less surprising. Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports.
Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
Case Notes
Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. Retrieval practice still wins—space it over days and mix in short, targeted hints from the model.
For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports. Always show a model answer and the rubric; feedback becomes legible and less surprising.
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Cold prompts underperform; prime with prior knowledge and short exemplars before free response. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
Checklist
Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
Always show a model answer and the rubric; feedback becomes legible and less surprising. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
- Define objectives; align prompts to verbs and outcomes.
- Provide exemplars; publish rubrics next to tasks.
- Decide what is allowed; teach citation and logging.
- Pilot with one class; iterate weekly based on evidence.
Conclusion
For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels. Always show a model answer and the rubric; feedback becomes legible and less surprising.
Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Cold prompts underperform; prime with prior knowledge and short exemplars before free response.