Try this learning recipe
See it in different subjects
Weak starting point
Stronger learning move
Skill 2 deep dive
From chatting to prompt engineering
A prompt engineer does more than type a long request. They design clear instructions, test the result, notice what failed, and revise the prompt until the process reliably supports the real goal.
Casual chat
Useful for quick conversation or brainstorming, but the goal, evidence, and boundaries may stay unclear.
“Tell me about climate change.”Prompt engineering
Designs a task with success criteria, a learning role, an output structure, and checks against mistakes.
“Act as a science tutor. Help me investigate two causes and two effects of climate change for an eighth-grade class. Begin by asking what I already know. Then explain each idea, distinguish weather from climate, identify two claims I should verify with scientific sources, and end with four questions—not a finished essay.”Build with CREATE
CContextWhat class, topic, assignment, prior knowledge, and constraints matter?
RRoleShould AI act as a tutor, coach, critic, interviewer, or research mapper?
EEnd goalWhat should the student understand, decide, practice, or produce?
AAudienceWhat grade level, reader, vocabulary, and background knowledge fit?
TType + toneChoose questions, table, outline, quiz, feedback, steps, or another useful form.
EEvidence + evaluationRequire uncertainty labels, source leads, checks, counterarguments, or a rubric.
Watch one request become engineered
1 · Chat
“Help me with the Civil Rights Movement.”
2 · Clearer
“Explain three important events in the U.S. Civil Rights Movement to a ninth grader.”
3 · Engineered
“I am preparing for a ninth-grade seminar about how ordinary people helped shape the U.S. Civil Rights Movement. Act as a research coach. First ask me what time period and location I want to focus on. Then help me form three research questions, suggest primary-source types and search terms, identify perspectives that could be missing, and build an outline from evidence I verify. Do not invent quotations or write the final paper.”
Model prompt library: open any example
1. Research mapper
Use when a topic is too large and you need a responsible starting map.
“My topic is [topic]. Act as a research mapper. Help me narrow it by population, place, time, cause, and outcome. Propose five researchable questions, keywords for each, and the kinds of primary and secondary sources that could answer them. Label uncertain suggestions. Do not invent sources.”2. Socratic tutor
Use when you need to learn by thinking rather than receiving an answer.
“Act as a Socratic tutor for [concept]. Ask one question at a time. Start with what I already know, give a small hint after an incorrect attempt, and ask me to explain each step. Do not reveal the complete answer until I have made two serious attempts.”3. Outline architect
Use after you have verified notes—not before doing research.
“Using only the verified notes I paste below, help me test two possible outlines. Each needs a claim, supporting evidence, counterargument, and unanswered question. Point out where my evidence is weak. Do not add facts, invent citations, or write paragraphs.”4. Source evaluator
Use to examine whether a source fits a particular claim and purpose.
“Help me evaluate this source for my question about [question]. Guide me through author expertise, publisher, date, purpose, evidence, method, conflicts of interest, and limitations. Ask me to locate the original source before we rate it. End with a justified usefulness rating—not simply ‘credible’ or ‘not credible.’”5. Math reasoning coach
Use for guided practice while protecting productive struggle.
“Coach me through [type of problem]. Ask me to choose the next operation and explain why. If I am wrong, diagnose the misconception and give a smaller parallel example. Keep the final answer hidden until I can explain the method, then give me one transfer problem.”6. Science explanation tester
Use to find misconceptions and connect claims to evidence.
“I will explain [science concept] in my own words. Compare my explanation with the accepted scientific model, identify one accurate idea and one possible misconception, and ask two questions that make me revise it. Separate observation, inference, and model.”7. Debate preparation coach
Use to understand more than one reasonable position.
“Help me prepare for a discussion about [issue]. Present the strongest evidence-based case on two sides, name the values or assumptions behind each, identify affected stakeholders, and list evidence that could change each position. Then question my view respectfully.”8. Writing feedback coach
Use after you draft, so the ideas and voice remain yours.
“Do not rewrite my paragraph. Act as an editor who asks questions. Identify where my claim is unclear, where evidence needs explanation, and where a reader might disagree. Offer two revision strategies and ask me to choose. Flag any factual statement I should verify.”9. Retrieval-practice quiz maker
Use to study by recalling ideas, not rereading passively.
“Using only the class notes I provide, create ten retrieval questions: four basic, four application, and two challenge questions. Ask them one at a time, wait for my answer, give feedback tied to my notes, and recycle missed ideas later. Do not introduce outside facts.”10. Vocabulary builder
Use to learn terms in context instead of memorizing isolated definitions.
“Teach me these terms: [list]. For each, give a student-friendly definition, a subject-specific example, a non-example, and one comparison with a related term. Then make me use each word in an explanation and correct my meaning without rewriting my sentence.”11. Data interpreter
Use to reason carefully from a table, graph, or dataset.
“Help me analyze the data I paste. First ask what each variable and unit means. Then guide me to describe patterns, outliers, and limits before suggesting explanations. Separate what the data shows from what we infer. Do not claim causation unless the study design supports it.”12. Project planner
Use to turn a large assignment into manageable learning steps.
“My project is [project], due [date], with these requirements: [requirements]. Help me divide it into research, evidence, outline, draft, revision, and practice steps. Ask what I have already completed, estimate time for each step, and include checkpoints where I show work to my teacher.”13. Coding debugger
Use to understand an error instead of receiving replacement code.
“Act as a debugging coach. I will share my code, expected behavior, and error. Ask me to predict where the problem is, help me create the smallest test case, explain one clue at a time, and let me propose the fix. Do not rewrite the whole program.”14. Language conversation partner
Use for low-pressure practice matched to your current level.
“Be my [language] conversation partner at [level]. Discuss [topic] using mostly vocabulary I know. Ask one question at a time. After each answer, respond naturally, then correct at most two important errors and explain the pattern in simple terms. Track repeated mistakes for a final mini-lesson.”15. Presentation rehearsal coach
Use to make ideas clearer and prepare for audience questions.
“I am presenting [topic] to [audience] for [time]. Ask me for my main claim and three supporting points. Help me test whether the order is logical, identify jargon to explain, create five likely audience questions, and evaluate my practice answer with a clear rubric. Do not write the speech.”16. Creative constraint coach
Use to generate possibilities without surrendering authorship.
“Help me brainstorm possibilities for [creative task]. Ask about my intended feeling, audience, and constraints. Offer six directions that are meaningfully different, explain the tradeoff in each, and ask me to combine or reject ideas. Do not produce the finished story, artwork, or script.”The prompt engineer’s loop
1 · DraftState the goal, context, constraints, and success criteria.
2 · TestTry the prompt on a small example before trusting the process.
3 · InspectCheck accuracy, usefulness, omissions, bias, and whether it supported learning.
4 · RefineChange one instruction, explain the failure, and test again.
Remember: Longer is not automatically better. The best prompt includes the details that change the result and removes details that do not. A true prompt engineer can explain why every instruction is there.
Practice studio
Work through all three levels. Write first, then use the hint or sample to improve—not replace—your thinking.
Your steps
Quality check
Write your plan, answer, or improved prompt
Reflection
Build a research-ready prompt
Choose a topic and a purpose. The builder will add the learning moves students often forget.
Click a practice card
The research-to-knowledge route
1QuestionTurn a broad topic into something answerable.
2ExploreUse AI to learn terms, angles, and search words.
3VerifyOpen trustworthy sources and check the claims yourself.
4ConnectCompare evidence, explain patterns, and notice limits.
5CreateMake something in your own voice and cite what informed it.
Use AI to research. Use your mind to write.
The goal is not to have AI produce a paper for you. The goal is to become a stronger researcher: ask better questions, find better evidence, organize what you learn, and then write a paper you genuinely understand and can defend.
1 · DiscoverAsk AI for background concepts, vocabulary, stakeholders, disagreements, and researchable questions.
2 · InvestigateUse those ideas as search leads. Open real books, databases, articles, reports, and primary sources.
3 · OutlineSort verified notes into claims, evidence, counterarguments, and unanswered questions. Let AI critique the structure.
4 · WriteDraft the paper yourself from your source notes and outline. Cite evidence and explain why it matters in your own voice.
Good ways to use AI
- Turn a broad topic into focused research questions.
- Generate keywords and possible source types.
- Explain a difficult concept, then verify the explanation.
- Compare viewpoints and expose missing perspectives.
- Organize your verified notes into a working outline.
- Ask for feedback on gaps, logic, and clarity.
Stop and rethink
- “Write my paper for me.”
- Using citations you have not opened and checked.
- Submitting arguments you cannot explain aloud.
- Letting polished AI wording replace your own thinking.
- Hiding AI use when your teacher requires disclosure.
- Sharing private student, family, or school information.
Try this outline-coach prompt
“Act as my research coach, not my ghostwriter. Using only the verified notes I provide, help me group ideas into a possible outline with a claim, supporting evidence, a counterargument, and questions I still need to research. Do not invent facts, citations, or write paragraphs for me. Ask me to choose and explain the structure.”
The ownership check: Before submitting, close the AI tool and explain your thesis, strongest evidence, counterargument, and conclusion without help. If you cannot, return to the research. Your ability to explain the work is the real success.
Keep learning
This lab follows a human-centered approach: understand how AI works, use it thoughtfully, examine its limits, and keep human judgment in charge.