In Sudoku, every digit must appear once in each row, column, and box under the standard rules. Enter candidates, find naked and hidden singles, then use pairs, triples, locked candidates, and other eliminations as needed. Each placement should have a reason that remains valid across all three units. If a puzzle appears invalid, provide the full grid, given clues, variant rules, and the first contradiction or duplicate.