Learn the bug. Keep the lesson.

Actual browser captures show traceback focus, checked practice and honest abstention. The edited walkthrough uses synthetic narration and fabricated examples.

FourStack · Codex-assisted implementation and demo preparation · October 21, 2026. A narrow teaching prototype; model scores are not diagnostic correctness probabilities.