Methodology

Exercises come from deterministic templates. The same concept, generator version, seed, and difficulty reproduce the same drill.

Answers are parsed and checked structurally. Accepted forms depend on the learning objective; a drill asking for += requires +=.

Local mastery labels are learning estimates. Rankings measure performance on these short syntax drills, not general programming ability.