Why This Matters Now
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. 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. 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.
A Practical Framework
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. 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.
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. 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. Document your playbooks; new colleagues and substitute teachers should onboard in one afternoon.
Prompts that Work (Examples)
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.
- 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.”
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.
Assessment & Academic Integrity
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. 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.
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.
Rollout in 2 Weeks
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. 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.
Always show a model answer and the rubric; feedback becomes legible and less surprising. 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.
Pitfalls & Safeguards
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. 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. 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.
Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
What to Measure
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.
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. Use chain-of-thought sparingly and never grade it; grade the final work against transparent criteria.
Case Notes
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.
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.
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.
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.
Checklist
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.
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. Start with outcomes, not tools; prompts should map to your learning objectives and Bloom levels.
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. 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. 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.
- 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
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.
Honor privacy: minimize personal data, use district accounts, and rotate identifiers in exports. 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. 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. 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.