Why This Matters Now
Always show a model answer and the rubric; feedback becomes legible and less surprising. 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.
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.
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. 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.
A Practical Framework
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.
Cold prompts underperform; prime with prior knowledge and short exemplars before free response. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Retrieval prac tice still wins—space it over days and mix in short, targeted hints from the model.
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.
Prompts that Work (Examples)
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.
- 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.”
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.
Always show a model answer and the rubric; feedback becomes legible and less surprising. 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. 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
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. 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. AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. Always show a model answer and the rubric; feedback becomes legible and less surprising.
Rollout in 2 Weeks
Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. Retrieval practice still wins—space it over days and mix in short, targeted hints from the mod el.
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.
Pitfalls & Safeguards
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.
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.
What to Measure
Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria. 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. 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. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon. 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. 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.
Case Notes
Always show a model answer and the rubric; feedback becomes legible and less surprising. 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.
AI is not a shortcut to learning; it is a mirror that requires better questions and stronger rubrics. 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. 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. For accessibility, provide multi‑modal options: text, audio, and captioned video instructions.
Checklist
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. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon.
Retrieval practice 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. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
- 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
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.
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. Teacher time is precious; automate the repeatable, keep judgment and pastoral care human.