Pick which topics to generate & quality-judge — each runs one real generation through the 3-persona panel. Add your own topic to test anything not listed.

Simulates one coach prompt against the versioned learner-persona population on the production model, judges every transcript against the coach rulebook, and reports the failure rate with a confidence interval.