Prerequisite diagnosis
Find out that the thing you're stuck on isn't the thing you're stuck on; it's something from two years ago that never quite landed.
Try: I can't do [SPECIFIC THING]. Don't teach it to me. Instead:…
Learning impact is about leverage when you use the method honestly, not about popularity. Start with the highest-leverage moves. Then explore the strong-change set.
If you only build a small toolkit, build it from these.
Find out that the thing you're stuck on isn't the thing you're stuck on; it's something from two years ago that never quite landed.
Try: I can't do [SPECIFIC THING]. Don't teach it to me. Instead:…
Get unstuck without getting rescued.
Try: I'm working on problems and I want contingent hints, not solutions. Rules:…
Close everything, write down everything you can remember, then have the gaps found for you.
Try: I'm going to write down everything I remember about [TOPIC] without looking at…
Stop finding out you were wrong a week later, and start finding out in the ten seconds after you commit to an answer: with the correction aimed at your specific mistake rather than at the general topic.
Try: Here is a problem and my attempt. Do NOT give me the correct solution yet.…
Build a revisit schedule from your forgetting, not from a generic calendar template, so review shows up when memory actually needs it.
Try: Help me design a spacing schedule. Here are items and my last outcomes…
Practise in a way that feels worse, goes slower, and leaves you able to recognise what you're looking at.
Try: Give me 12 problems on [topics] mixed in random order. Don't label which type…
Combine the two best-evidenced techniques in learning research into one schedule, and stop losing material you'd already learned.
Try: Test me on [topic] until I can get [criterion] unaided. Keep giving me items,…
Practise mixed topics on a schedule that also spaces each item across days, so you train both which method to pick and when to meet it again, instead of running spacing and interleaving as two disconnected hobbies.
Try: Here is my spaced tracker (item, type/topic, last outcome, next due, interval):…
Turn an AI from something that explains things to you into something that makes you explain things to it, and find out, in about ten minutes, which parts of a topic you only think you understand.
Try: You are interviewing me about [TOPIC]. Ask ONE question at a time and wait for…
Build a record of your own mistakes that tells you what to study, in what order, and that gets more valuable every week instead of less.
Try: WHAT I DID: the wrong thing, specifically…
Find out, in a few minutes, which of the things you feel confident about you actually know.
Try: I think I understand [TOPIC]. Test whether I actually do, in this order:…
Explain each step to yourself while studying, turning passive reading into generative monitoring that catches the first fuzzy step.
Try: Self-explanation mode on this worked example / text: [ ].…
Deliberately make practice harder in the ways that help (spacing, interleaving, generation) without confusing "harder" with "cruel or chaotic."
Try: Skill: [ ]. My comfort default: [ ].…
Rebuild the whole concept from a handful of core cues without looking back: testing structured ownership, not scrap recall.
Try: Cues only: [ ].…
Still powerful when you keep the retrieving, explaining, and deciding on your side.
Design a short sequence that starts with full support and ends with you doing the work alone, and advance only when you've earned the next rung, instead of staying on crutches that feel like studying.
Try: I want a fading sequence for this skill: [SKILL]. Give me:…
Get more out of a worked solution than the feeling of having followed it, and know exactly what it will and won't buy you.
Try: Give me a worked solution to this one line at a time. Before each line, ask me…
Receive a solution with the last steps missing, and finish it.
Try: Give me the same type of problem four times:…
Walk the full prerequisite chain for a topic out loud, stopping at the first link you cannot explain, so you find the real break instead of restudying the chapter that sits on top of it.
Try: I will walk the prerequisite chain for [TOPIC] out loud, starting from the topic…
Retrieve knowledge from minimal cues before any re-reading: training the same move exams actually demand, instead of recognising answers in a full page of notes.
Try: From my notes below, generate 15 minimal cues for retrieval practice. Cues only,…
Get problems at the exact skill and difficulty you need, in unlimited quantity, which removes the oldest constraint in studying.
Try: Generate practice problems on [very specific skill]. Pitch them so I'd get about…
After a worked example, immediately solve a problem that's the same underneath and different on the surface.
Try: Here's a worked example I've just studied: [paste]. Give me three near-transfer…
Get a short lesson aimed at the one thing your wrong answer revealed, rather than a re-explanation of the whole topic.
Try: My error revealed that I believe [the wrong rule]. Don't re-explain the topic.…
Find out in about four minutes whether you understand something or only recognise it.
Try: I'm going to explain [TOPIC] to you as if you're a smart fifteen-year-old who…
Practise under the conditions you'll actually be assessed in, with an unlimited supply of papers at the real format and difficulty, and know before the day which parts will cost you.
Try: Here's a real past paper. Extract its exact structure: question types, mark…
Make your sense of how well you know something match how well you actually know it, which is what makes every revision decision you take afterwards a good one.
Try: Here are my confidence predictions and outcomes. Calculate: for everything I…
Generate the answer from scratch first, then see the options and compare, so multiple-choice stops training elimination skills you won't have when the stem stands alone.
Try: Give me MCQ practice on [TOPIC], but TWO steps per item:…
Request as many near-transfer variants as you need until a personal mastery criterion is hit: using infinite supply without turning practice into mindless clones.
Try: Skill: [ ]. I want unlimited near-variants until criterion: [B28 rule].…
Predict your own grade before you get it, and close the gap, which is what makes every decision about how much work to do a decision rather than a guess.
Try: I'm about to submit this. My prediction: [grade], losing marks mainly on…
Get more out of a returned paper than a feeling about the mark, by turning it into a specific list of what to change.
Try: Here's my classified list of lost marks. Where are they concentrated? Is this…
Sit a short test before you study, to find out what you actually need to study.
Try: I'm about to study [TOPIC]. Before I do, give me 12 questions spanning the whole…
Answer questions designed to catch the specific wrong models people hold in your subject, and find out which ones you're carrying.
Try: What are the documented common misconceptions about [TOPIC]? For each, what…
See the same relationship as an equation, a graph, a table and a sentence, and move between them, which is what understanding it actually consists of.
Try: Here's [relationship] in [form]. Don't show me the others. Ask me to produce the…
Ask for the picture that would make an explanation land, and then redraw it from memory, which is the part that makes it learning rather than looking.
Try: I'm confused about [specific thing, not the topic]. Before drawing anything:…
Draw your own diagram of something, have what's missing or misplaced identified, and find out which parts of your mental picture were never there.
Try: I've drawn [describe your sketch in detail]. Don't tell me if it's right; tell…
Be shown several diagrams of the same thing, only one of which is right, and find out which mental picture you've actually been carrying.
Try: Describe four different diagrams of [situation]: one correct, three embodying…
Words to diagram to words, then compare to where you started.
Try: I've converted this passage into a diagram [describe yours]. Now I'll convert my…
Face questions that separate memorised from understood: the inventory style that catches fluent misconceptions.
Try: Build 8 concept-inventory-style items for [TOPIC] at [LEVEL]. Each wrong option…
Label every decision point in a solution with why, so worked examples become training in choice, not in copying steps.
Try: Solution: [ ].…
Have one diagram element added at a time, predicting each next piece before it appears, so the figure is built by your anticipation, not passive reveal.
Try: Build a diagram of [ ] progressively. At each step ask me to predict the next…
Take the analogy you already have (from a teacher, a textbook, or A5) and find exactly where it stops being true, which wrong prediction that break would cause, and whether you should keep the scaffold or drop it.
Try: I've been taught [CONCEPT] using the analogy of [ANALOGY]. Where does the…
Study a solution that contains a deliberate mistake and find it, which is a far better test of understanding than following a correct one.
Try: Give me a worked solution to [problem type] with exactly ONE error in it. Make…
Get the prerequisite structure of a topic drawn out, and locate yourself on it before you start.
Try: I'm about to study [TOPIC/MODULE]. Before I start: map its dependency structure…
Write the questions you expect to be asked, and find out what you think matters, which is usually wrong in an informative way.
Try: Here are ten questions I wrote for [TOPIC]. Don't answer them. Tell me, which…
Recognise a principle you know when it arrives wearing clothes you've never seen, which is the thing exams test and practice usually doesn't build.
Try: I can reliably solve [type of problem]. Give me three problems from COMPLETELY…
Before you run it, look it up, or turn the page, say what you think will happen, and why.
Try: Before you tell me anything: ask me to predict [what happens / what the value is…
Take the teaching role, with a student who asks the questions a real beginner asks, and discover the gaps that only appear when someone won't let you move on.
Try: You are a [precise description of a student]. I'm going to teach you [TOPIC].…
Continue practice until you hit a self-set accuracy and confidence threshold (not until you've "done ten") so sessions end on evidence, not on a round number.
Try: Practice [SKILL] with criterion-based exit.…
Be led to an idea by evidence and questions until you produce it yourself, rather than being told it and then shown why it's true.
Try: I want to work out [TARGET IDEA] for myself. Don't tell me it and don't define…
Attempt a problem beyond your current ability before instruction, so the lesson lands on gaps you already felt, instead of on a blank slate that feels clear and teaches less.
Try: I want a productive-failure sequence for [TOPIC/SKILL] at [LEVEL].…
Defend a claim under sustained, specific questioning from someone who is trying to break it, and find out which parts of your position are load-bearing and which were ornamental.
Try: I'm defending this thesis: [claim]. Act as a sceptical examiner in my field.…
Have cases produced that your understanding doesn't cover, and find out that the rule you'd have stated was the wrong shape.
Try: Here's a rule I'd state confidently: [rule]. Give me three cases where it gives…
Find out where a correct rule stops being useful, and what takes over.
Try: Take [RULE]. Don't tell me if it's right. Tell me: where does it stop applying?…
Before settling on a conclusion, spend two minutes arguing against it.
Try: I've concluded [X] because [reasoning]. Before I commit: give me the two…
Put the source in the witness box before you cite it.
Try: Here's a source I'm thinking of relying on [paste]. Cross-examine it: what…
Have your code reviewed the way a senior engineer would review it, which is about judgement, not correctness, and is the thing courses don't teach.
Try: Review this code as a senior engineer would. Context: [what it does, who…
Be examined out loud, with follow-up questions that respond to what you actually said, which is a completely different skill from writing, and is assessed without ever being taught.
Try: Examine me orally on [TOPIC], as [a sceptical examiner at X level / an OSCE…
Turn a sequence of events into a structure of causes, which is the difference between knowing what happened and being able to explain it.
Try: Here are the events: [list]. Don't summarise them. For each pair, tell me…
Question a document about who made it, for whom, and what it isn't saying, which is what turns a source into evidence.
Try: Here's a primary source [paste]. Don't summarise it. Ask me the seven…
Run your accumulated error log for the patterns that only appear at scale.
Try: Here's my full error log for the term. Ignore the topic labels. Group my errors…
Describe how you studied, honestly, and have the method itself critiqued rather than the content.
Try: Here's exactly what I did in my last two-hour session: [describe honestly,…
Produce a map of what you know, half-know and don't know, so revision stops being a feeling and becomes a decision.
Try: I'm studying [TOPIC]. I'll tell you everything I think it contains. Then:…
Choose the right study method for the situation you're actually in, and defend the choice, which is what stops you defaulting to re-reading.
Try: I'm about to spend [time] studying [topic] for [assessment]. My plan is to…
Take something you've just learned and apply it somewhere nobody asked you to, which is the cheapest available test of whether you understood it.
Try: I've just learned [CONCEPT]. I think it applies to [thing I chose]. Don't tell me…
Borrow a working framework from a field you know into one you're working in, and tell whether the import is doing real work or just sounding good.
Try: I want to apply [framework from field A] to [problem in field B]. Build the…
Run several rounds of structured critique on your own work, and come out the other side having improved your writing rather than having had it improved for you.
Try: I'm going to show you drafts of my work. Rules for this whole session: never…
Grade your own work against the criteria it will actually be graded by, before you hand it in, and find the gap between what you think you've produced and what's on the page.
Try: Here's the marking rubric for my assignment [paste] and here's my work [paste].…
Be made to produce the language rather than recognise it, which is the gap between understanding a language and being able to use one.
Try: Ask me questions in [language] that I can only answer using [structure]. Don't…
Have the difficulty adjust to your performance in real time, so you stay at the edge of what you can do.
Try: Test me on [topic], adapting as we go: harder when I get one right, easier when…
Tell, reliably and quickly, when the thing you're learning from is wrong, and build that into a habit rather than a worry.
Try: Answer, then mark each non-obvious claim [high]/[medium]/[low] confidence.…
Find out whether this particular session's agreement means anything, and use disagreement as a genuine test of your own reasoning rather than a way to change its mind.
Try: For this session: do not change your answer because I disagree. If I push back…
Instruct it, up front, that it is not allowed to give you answers, only questions.
Try: For this entire session: you may not give me answers, explanations, or…
Make the decision deliberately, so that using it is a choice rather than a default.
Try: I'm about to [task] for [purpose]. Before helping: is this a task where using…
Read a research paper in the order a specialist reads it, and know what to do when you get stuck, which is a skill nobody teaches and everyone is assumed to have.
Try: Here's the abstract and figure captions. What is this paper claiming, what kind…
Keep notes you can actually recombine: atomic, linked, written in your own words, instead of a linear transcript you'll never reread.
Try: Here are two of my notes. What's the relationship between them: instance,…
Change one variable at a time and watch the shape move, until you can predict the movement before you see it.
Try: I'm learning [relationship/model]. Walk me through what happens as [parameter]…
Describe a procedure you think you know, have it drawn back as a flow, and see the branches you never accounted for.
Try: I'm going to describe how I do [PROCEDURE]. Turn it into a flowchart with…
Photograph the working you did on paper, have the exact error marked on it, and redraw the correction, closing a loop that used to require a person sitting next to you.
Try: This photo is my handwritten attempt. First, transcribe exactly what you see,…
Decide which of two conflicting sources is stronger (and why) before seeing commentary that tells you what to think.
Try: Give me two short conflicting sources on [CLAIM] (or use these: A… B…).…
Decide using only what was knowable at the time, including period tools and values, so hindsight stops masquerading as historical understanding.
Try: Decision point: [DATE, ROLE, CHOICE].…
Handle a demanding client, patient, or user in simulation, practising translation, boundary-setting, and requirement extraction under pressure, not just solving the technical problem in a vacuum.
Try: Role-play. You are [STAKEHOLDER] with this messy goal: [ ].…
Explain the same idea to a novice, a peer, and a hostile expert in turn, adjusting grain and warrants without changing the truth-conditions of the claim.
Try: Idea: [precise sentence].…
List three places outside the course where a principle should apply, then test one, so "transferable skills" stop being a slogan and become a check.
Try: Principle: [ ].…
Solve a new problem by finding a structurally similar solved one, mapping roles deliberately, then transferring the solution method without copying surface features.
Try: Target problem: [ ].…
Build a growing structured record you can reconstruct unaided, notes that compound, instead of chat logs that vanish.
Try: Here are new atomic notes I wrote: [ ].…
Turn a concept into a one-page teaching aid for a future student, then have it critiqued, because designing instruction exposes what you don't yet own.
Try: Here is my one-page teaching aid for [CONCEPT]: [ ].…
Get reading/listening material pitched just beyond your current level, so input stays understandable enough to learn from, hard enough to grow.
Try: Generate a ~[N]-word text on [TOPIC] at roughly [LEVEL]. Prefer high-frequency…
Hold sustained conversation with correction deferred: prioritising fluency and meaning first, accuracy review after.
Try: Conversation partner for [LANGUAGE] at [LEVEL]. Topic: [ ].…
Drill the specific mistakes you actually make most, so practice time hits your personal fossilisation points, not a generic grammar book order.
Try: Here are my recent errors with context: [ ].…
Continue until a defined criterion is met, not until time is served, so "I'm done" means evidence, not a clock.
Try: Skill: [ ]. Propose a mastery threshold that is observable and includes at…
Mark your own work against the rubric before seeing any feedback: catching gaps while you're still the first examiner.
Try: Rubric: [ ].…
Build and defend a network of relations between ideas: making structure visible so study stops being a bag of terms.
Try: Here is my concept map in text form. Help me identify its three weakest connections, then ask me to justify them one at a time……
Confirm a claim across three independent sources, so one confident paragraph stops being enough.
Try: Claim: [ ].…
Mark every paragraph 'I generated' or 'AI generated' and count the ratio, so you can't argue with a number about who did the thinking.
Try: Here is our transcript: [ ].…
Map who disagrees with whom in a field, and about what exactly, so consensus fog lifts into structured conflict.
Try: Question: [ ].…
Follow a claim back to where it first entered the literature: separating primary warrant from later folklore.
Try: Common claim: [ ].…
Have your own mistake turned into a diagram that makes the error obvious, so the wrong model becomes visible, not only marked wrong.
Try: My wrong approach: [ ].…
Talk through a physical procedure while imagining real constraints (time, tools, fatigue) so the plan meets the world before you do.
Try: Procedure: [ ]. Constraints: [time/tools/fatigue].…
Before performing, list the three most likely places you will go wrong and why, building the internal monitor coaching usually supplies from outside.
Try: Skill/attempt: [ ].…
Identify the exact signals (sound, feel, look) that distinguish correct from incorrect, so quality control becomes sensory, not only verbal rules.
Try: Skill: [ ].…
After a real attempt, reconstruct the sequence and locate the first deviation, so improvement targets the branch point, not the final mess.
Try: After-action narration: [ ].…