Why This Matters Now
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.
Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human.
Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate.
Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions.
A Practical Framework
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions.
Always show a model answer and the rubric; feedback becomes legible and less surprising. Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon.
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. 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.
Prompts that Work (Examples)
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. 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.
- 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.”
Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. 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. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
Assessment & Academic Integrity
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.
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.
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. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty.
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. 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.
Rollout in 2 Weeks
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate.
Retrieval practice still wins—space it over days and mix in short, targeted hints from the model. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
Pitfalls & Safeguards
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Cold prompts underperform; prime with prior knowledge and short exemplars bef ore free response.
For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. 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. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty.
Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
What to Measure
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.
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. 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. 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. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate.
Case Notes
For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
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.
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.
Checklist
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. 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. 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.
Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
- 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
Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Always show a model answer and the rubric; feedback becomes legible and less surprising. 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. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions.