mapper

Audit and improve existing multiple-choice questions for a Knowledge Mapper domain. Identifies and fixes quality problems: (1a) questions too long/complex, (1b) tests recognition not understanding, (2) distractors varying on non-critical dimensions, (3a) answers guessable from context, (3b) keyword leakage, (3c) cultural/common knowledge giveaway, (3d) definition-as-question. Includes adversarial non-expert test. Accepts a domain name as $ARGUMENTS (e.g., /audit-questions biology). Runs iterative flag-then-fix passes until all questions pass.

Generate high-quality multiple-choice questions for a Knowledge Mapper domain. Use when asked to generate or regenerate questions for a domain (e.g., 'generate questions for biology', 'regenerate the physics question set'). Accepts a domain name as $ARGUMENTS (e.g., /generate-questions quantum-physics). Runs a 5-step iterative pipeline: generate Q+A → review Q+A → generate distractors → review distractors → compile JSON.