{ "id": "01-aristotle", "title": "Aristotle", "problem": "First-year STEM students at large public universities frequently disengage from coursework not because the material is intractable, but because they lack a low-stakes thinking partner during the long tail between lectures and office hours.", "targetUser": "Undergraduates at large public universities, weeks 3-10 of an intro course.", "desiredOutcome": "Students re-engage with material via a low-stakes thinking partner — without producing solutions.", "initialHypothesis": "Students will adopt a tool that explicitly refuses to solve their homework, because the market is saturated with answer-givers.", "constraints": [ "Must never output a complete solution to a graded problem", "Response latency under 1.2s P50 to preserve flow", "FERPA tenancy — coursework never leaves institutional boundary" ], "meta": { "isHoldout": false, "expectedDifficulty": "easy", "testsFor": ["baseline", "consumer-edu", "explicit-constraints"] } }