Given 12 novel items spanning all six categories (Sun, outer planet, inner planet, asteroid, comet, moon), the learner correctly classifies each on first attempt — including the critical Apollo-from-Moon view of Earth (min-diff probe), the duck-shaped 67P comet (M11 frozen-distant + irregular), and Mimas (Death-Star-like crater pattern, novel moon).