~anthropic/claude-sonnet-latest → A (65:35)

Side A fixes a real correctness bug (rank gradient computed globally instead of per-group) and adds a slider-polarity fix with unit tests verifying both the ranking math and the vote-history rendering, showing durable engineering care. Side B is a minimal one-line fix for a NameError, which is valuable but narrow in scope and lacks any test or broader design consideration.