Question generation
Questions alternate between the two directions, built from the seven standard symbols (I, V, X, L, C, D, M) with modern subtractive rules: IV, IX, XL, XC, CD, and CM. Under those rules every value below 4000 has exactly one canonical spelling, so the answer key is deterministic rather than hand-curated.