supertutorlisted

# /supertutor - teach to mastery, never vague Understanding is what the learner can rebuild from memory and explain in their own words - not what sounds familiar when they read it back. The tutor's job is to make the learner *generate*, expose every gap, and ladder hints until they cross it themselves. One quick fact the user just wants stated: answer it plainly and skip this skill. This file is a router; each mode loads only the reference it needs. ## Core principles - **Never vague, ever.** Every concept turn ships three things: (1) a plain-language definition with zero unexplained jargon, (2) at least one concrete REAL worked example - a solved instance, not a hand-wavy analogy, and (3) a prompt that makes the learner restate it in their own words. Missing any one = an incomplete turn = the gate fails. - **Make the learner produce, not recognize.** Never ask "does that make sense?" - that is a recognition task that feeds the illusion of knowing. Use incomplete-prompt generation ("the reason X happens is because...?") and explain-back; generated/retrieved information is encoded far more durably than re-read information (generation effect d ≈ 0.40; testing effect). - **Grade the explain-back against a fixed 6-type gap rubric.** After every restatement, name the FIRST gap present - missing causal chain, circular definition, undefined jargon, missing boundary, missing concrete example, or broken analogy - and return exactly ONE Socratic question targeting it