Dialogue, argument & inquiry

Understanding shows up in questions, definitions, and defences, not in nodding along.

Here you argue, steelman the view you dislike, force a precise definition, and hunt for the case that breaks your rule.

Especially useful in philosophy, literature, history essays, and anywhere a marker writes “assertive but thin.”

Socratic questioning

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.

Learning impact Highest-leverage move Learning evidence Strong research tradition When to use this When you want to go deeper How often Worth repeating often

Discovery-first guided inquiry

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.

Learning impact Strong change Learning evidence Credible with caveats When to use this First time through the material How often Worth repeating often

Productive failure

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.

Learning impact Strong change Learning evidence Credible with caveats When to use this First time through the material How often Worth repeating often

Thesis defence

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.

Learning impact Strong change Learning evidence Credible with caveats When to use this When checking yourself How often Worth repeating often

Counterexample hunting

Have cases produced that your understanding doesn't cover, and find out that the rule you'd have stated was the wrong shape.

Learning impact Strong change Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C10

Boundary probing

Find out where a correct rule stops being useful, and what takes over.

Learning impact Strong change Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C16

Consider the opposite

Before settling on a conclusion, spend two minutes arguing against it.

Learning impact Strong change Learning evidence Credible with caveats When to use this When checking yourself How often Worth repeating often

C17

Cross-examining a source

Put the source in the witness box before you cite it.

Learning impact Strong change Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C23

Adversarial source comparison

Decide which of two conflicting sources is stronger (and why) before seeing commentary that tells you what to think.

Learning impact Strong change Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

Devil's advocate

Defend a position against deliberate attack, and find out which parts of it you hold for reasons and which you hold by habit.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

Steelmanning

Build the strongest version of a position you think is wrong (well enough that someone who holds it would recognise it) and find out what your own view actually rests on.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

Assumption surfacing

Have the unstated premises in your own reasoning named, the things you're relying on without having noticed you decided them.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

Definition forcing

Be made to say exactly what you mean by each vague word, until there are none left.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C11

Argument reconstruction

Restate someone's argument as numbered premises and a conclusion, so you can see what would actually have to be true, instead of arguing with a vibe.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C18

Disagreement practice

Hold a correct position against a confident challenge, without folding to tone, and without defending errors you should concede.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this While you practise How often Worth repeating often

C15

Why-laddering

Answer "why" repeatedly until you hit bedrock or failure: exposing how deep your understanding actually goes.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C21

Premise-consequence chaining

State a premise, then generate three independent consequences and defend each: training forward inference instead of only recognising conclusions you've already seen.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C22

Forced operationalisation

Turn a vague claim into a measurable or observable statement before continuing, so arguments stop hiding in unfalsifiable fog.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C24

Live adversarial editing

Revise work while responding in real time to continuous critique: training edit-under-fire instead of only polishing in calm after a single feedback dump.

Learning impact Reliable gain Learning evidence Credible with caveats When to use this While you practise How often Worth repeating often

C25

Multi-critic panel

Receive simultaneous critique from several distinct critical personas and reconcile them: training judgment under conflicting advice, not obedience to the loudest voice.

Learning impact Reliable gain Learning evidence Thin or mixed evidence When to use this When checking yourself How often Useful once for a topic

C12

Fallacy identification

Find the flaw in arguments built to contain one, naming the failure mode precisely enough that you don't just shout "fallacy" at everything you dislike.

Learning impact Clear help, modest gain Learning evidence Credible with caveats When to use this While you practise How often Worth repeating often

C19

Question quality critique

Have your own questions assessed and sharpened, so you stop asking prompts that only produce summaries and start asking ones that force thought.

Learning impact Clear help, modest gain Learning evidence Credible with caveats When to use this At the end of a session How often Worth repeating often

C20

Collaborative reasoning

Reason jointly with an AI that is required to disagree when warranted, so "collaboration" doesn't collapse into the model doing the thinking while you nod.

Learning impact Clear help, modest gain Learning evidence Credible with caveats When to use this When you want to go deeper How often Worth repeating often

C13

Both-sides debate

Argue each side in turn and then judge, so your final view has survived contact with the case you didn't want to make.

Learning impact Clear help, modest gain Learning evidence Thin or mixed evidence When to use this When you want to go deeper How often Useful once for a topic

C14

Dialectic

Work thesis → antithesis → synthesis on a contested question, ending with a position that kept what was true in both, instead of a mushy middle or a stubborn first take.

Learning impact Clear help, modest gain Learning evidence Thin or mixed evidence When to use this When you want to go deeper How often Useful once for a topic