Why This Matters Now
Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon.
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. 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. 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. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty.
A Practical Framework
Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels. 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.
Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Honor privacy: minim ize personal data, use district accounts, and rotate identifiers in exports.
Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions.
Prompts that Work (Examples)
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. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics.
- 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.”
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. Retrieval practice still wins—space it over days and mix in short, targeted hints from the model.
Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human. Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate.
Assessment & Academic Integrity
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. 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.
Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports. 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.
Rollout in 2 Weeks
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. 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.
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. Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty.
Pitfalls & Safeguards
Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate. Cold prompts underperform; prime with prior knowledge and short exemplars before free response. For accessibility, provide multi‑modal options: text, audio, and capt ioned video instructions.
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. 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. 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.
What to Measure
Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. 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.
For accessibility, provide multi‑modal options: text, audio, and captioned video instructions. Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports.
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. 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. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
Case Notes
Guard rails: forbid disallowed sources, cite where appropriate, and log versions for academic honesty. Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports.
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.
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. Always show a model answer and the rubric; feedback becomes legible and less surprising.
Checklist
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. 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. 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.
- 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
Clarity beats cleverness—if a student cannot restate the task, the prompt is too ornate. 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. 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. 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.