10 Prompts Your
Teachers Don't Want
You to Know

You are an academic curriculum analyst with 20 years of experience designing university assessments. I am giving you my course syllabus for [SUBJECT]: [PASTE FULL SYLLABUS] Analyze this the way an exam designer would, not a student would. Tell me: 1. EXAM PROBABILITY MAP — Rank every topic by likelihood of appearing on the final exam. Explain your reasoning for each. 2. THE 20% THAT MATTERS — Identify the exact concepts that, if mastered completely, give me the highest probability of passing with distinction. Be ruthless — what can I deprioritize? 3. HIDDEN DEPENDENCIES — Which topics MUST be understood before others can be understood? Draw me the dependency chain so I know the correct order to study. 4. PROFESSOR SIGNALS — What does the structure of this syllabus reveal about what the professor values? 5. WEEK 1 PRIORITY LIST — Based on this analysis, what are my top 5 study priorities for this course, ranked by impact on my final grade?

I am submitting [ASSIGNMENT TYPE] for [SUBJECT]. Here is the marking rubric: [PASTE RUBRIC] Here is my current draft: [PASTE DRAFT] Do NOT give me generic writing advice. Instead: 1. BOUNDARY ANALYSIS — For each grade boundary in this rubric, tell me the EXACT language, structural moves, and evidence types that unlock each level. What does an A answer do that a B answer fails to do? 2. WHERE I AM NOW — Assess my draft. For each rubric criterion: which grade boundary does my current draft hit? Show me the exact sentence that determined your assessment. 3. THE SPECIFIC UPGRADES — Tell me the minimum changes needed to move from my current grade to the next boundary up. Do not suggest rewrites — give me the precise additions or modifications. 4. MARKER'S FIRST IMPRESSION — Read only my introduction and conclusion. What grade would a tired marker assign based on first and last impressions alone? 5. THE ONE SENTENCE COSTING ME MARKS — Find the single weakest sentence in my entire draft and explain exactly why it is pulling my grade down.

I have studied [TOPIC] from [SUBJECT]. I believe I understand it. Do NOT test me on anything that appeared in my course notes or textbook. Instead, test my genuine understanding by: 1. NOVEL SCENARIO TEST — Create 3 completely original scenarios where [TOPIC] applies, set in contexts that could not have appeared in my course material. For each: ask me how [TOPIC] applies and what outcome it predicts. 2. BOUNDARY CONDITION TEST — Give me 2 edge cases where [TOPIC] almost applies but doesn't quite — or where it applies counterintuitively. 3. STRESS TEST — Give me one scenario where [TOPIC] would give the wrong prediction if applied naively. 4. INTEGRATION TEST — Give me a problem that requires combining [TOPIC] with [ANOTHER TOPIC FROM SAME COURSE] to solve. After I answer all 4: diagnose whether I have surface familiarity or genuine transferable understanding. Be direct.

I need to understand what my professor values intellectually so I can write an essay that speaks to their specific academic worldview. Professor info: [NAME, research area, papers they've assigned, comments in class, educational background if known] Essay prompt: [PASTE PROMPT] Reading list assigned: [PASTE KEY AUTHORS/TEXTS] Analyze this and tell me: 1. INTELLECTUAL FRAMEWORK — What theoretical lens does this professor operate from? What does the assigned reading list reveal about their worldview? 2. WHAT IMPRESSES THEM — What type of argument structure do they reward based on assigned texts and prompt framing? 3. WHAT ANNOYS THEM — What type of student writing would irritate this professor? 4. THE ARGUMENT THEY WANT TO SEE — Given their intellectual position, what essay response would most impress them personally? 5. THE PHRASE THAT SIGNALS SOPHISTICATION — Give me 3 sentences I can write that would immediately signal to this specific professor that I am thinking at the level they value.

I am overwhelmed by [TOPIC] in [SUBJECT]. There is too much to memorize and it feels like disconnected facts. Find the COMPRESSION BOMB — the smallest possible core understanding that makes everything else logical and derivable rather than memorized. 1. THE IRREDUCIBLE CORE — What are the 2-3 foundational ideas in [TOPIC] that, if truly understood, make every other concept a logical consequence rather than a separate thing to memorize? 2. THE DERIVATION CHAIN — Show me how each major concept in [TOPIC] follows logically from the irreducible core. If I understand A, why must B be true? If B is true, why must C follow? 3. THE ONE ANALOGY THAT UNLOCKS EVERYTHING — Give me a single analogy from everyday life that makes the entire structure of [TOPIC] intuitive — not just one part, the whole thing. 4. THE EXAM QUESTION THAT TESTS THE CORE — Write one exam question that only someone who understands the irreducible core can answer. A memorizer will fail it. 5. THE 5-MINUTE MASTER — If I only have 5 minutes to understand this topic well enough to reason about it in an exam, what exactly should I know?

I received [GRADE/SCORE] on my [ASSIGNMENT TYPE] for [SUBJECT]. Assignment prompt: [PASTE PROMPT] My submitted work: [PASTE YOUR WORK] Feedback received: [PASTE PROFESSOR'S COMMENTS — even if minimal] I need to understand not just what I got wrong, but WHY the marking logic produced this score. 1. RECONSTRUCT THE MARK SCHEME — Based on the prompt and feedback, reverse-engineer the most likely internal marking criteria. What was probably worth marks that I did not hit? 2. ERROR TAXONOMY — Classify every mistake into: conceptual error / application error / evidence error / structure error / communication error. 3. THE ERROR THAT COST ME THE MOST — Which single error was most expensive in marks? What specifically should I have written instead? 4. THE PATTERN — Is this a one-off mistake or a pattern that will keep costing me marks? What underlying misunderstanding is this a symptom of? 5. THE PREVENTION PROTOCOL — Give me a specific 5-question checklist to run before submitting any future [ASSIGNMENT TYPE] to prevent this class of error recurring.

I cannot understand [CONCEPT] in [SUBJECT] no matter how many times I read it. I do NOT want you to explain [CONCEPT] again. I want you to diagnose WHY I cannot understand it. 1. PREREQUISITE MAP — What are all the concepts a student must genuinely understand BEFORE [CONCEPT] can make sense? Include both obvious and non-obvious prerequisites professors often assume students have. 2. THE GAP DIAGNOSTIC — Ask me 5 targeted questions, one at a time. Each tests a specific prerequisite. Tell me after each answer whether I have that prerequisite or not. After all 5, tell me exactly which prerequisite is missing. 3. THE REAL REASON — Based on my answers: what is the actual conceptual gap preventing me from understanding [CONCEPT]? Be specific — not "you need to understand X better" but "you have a specific misunderstanding about X that makes Y seem paradoxical." 4. THE REPAIR SEQUENCE — Give me the exact sequence of micro-understandings I need to acquire, in order. 5. THE CONFIRMATION TEST — After I work through your repair sequence, give me one question that confirms whether the gap is filled.

Essay prompt: [PASTE YOUR ESSAY PROMPT] Course: [SUBJECT] | Word count: [X] | Level: [undergrad/postgrad] Every student in my class will write the obvious, expected argument. I want to write the essay that makes my professor stop and think. 1. THE CONSENSUS POSITION — In one sentence, what is the safe, predictable argument 80% of students will make? 2. THE CONTRARIAN POSITIONS — Generate 4 thesis statements that challenge or invert the consensus. Each must be: genuinely defensible with evidence, intellectually interesting, appropriate to the academic level, and specific enough to actually argue. 3. THE RANKING — Rank these 4 positions by: (a) how much they would surprise a professor, (b) how defensible they are, (c) how interesting the argument would be to write. Recommend the best one. 4. THE PROOF OF CONCEPT — For the highest-ranked contrarian thesis: give me the 3 strongest arguments that make it defensible. What would a skeptic say, and how would I rebut them? 5. THE OPENING GAMBIT — Write the first 3 sentences of this contrarian essay — a hook that signals immediately that this essay will not be like the others.

I have a [SUBJECT] exam in [X days] covering [TOPICS]. Run a full simulation that replicates real exam conditions, not comfortable practice conditions. SIMULATION RULES (confirm you accept these before starting): - Time each section and warn me when time is running low - Questions will be deliberately ambiguous — like real exam questions, not textbook-clear - Do NOT clarify questions during the exam - If I ask for more time, refuse - Do not tell me if I am on the right track mid-answer EXAM STRUCTURE: Section A: 3 short answer questions (5 minutes each, 3 sentences max) Section B: 2 application questions — novel scenarios not from my course material (8 minutes each) Section C: 1 extended argument question (20 minutes, structured argument with evidence) POST-EXAM DEBRIEF: 1. What did time pressure reveal about gaps that relaxed practice didn't? 2. Which questions did I half-answer because of time vs. because I didn't know? 3. Where did I perform better than expected under pressure? 4. What is my single biggest vulnerability for the real exam? 5. What should I do differently in the 3 days before the actual exam?

I am building compound knowledge in [SUBJECT] over the next [X weeks]. Today's topic is [TODAY'S TOPIC]. Previous sessions covered: [LIST PREVIOUS TOPICS — or "this is my first session"] Run my compound learning loop: PHASE 1 — RETRIEVAL BRIDGE (5 min) Ask me 3 questions from my previous session topics. Do not tell me which topic they test. After I answer, tell me what I retained vs. forgot. This is not optional — we always start here. PHASE 2 — ACQUISITION (15 min) Teach me [TODAY'S TOPIC] using only concepts I already understand from previous sessions as building blocks. If you need to introduce a completely new concept, flag it as a "new primitive" and teach it in isolation first. PHASE 3 — INTEGRATION (10 min) Ask me 2 questions that require combining today's topic with something from a previous session. These should be impossible to answer from today's material alone. PHASE 4 — SPACED REPETITION SCHEDULING Based on my Phase 1 performance: which previous topics need review and when? Give me a specific 7-day review schedule calibrated to what I actually forgot today. PHASE 5 — TOMORROW'S SETUP In one sentence: what do I need to understand about today's topic before tomorrow's session will make sense?