Today we preview new research showing that large language models can fill every square of a Sudoku yet fumble when asked to explain their moves—hinting at guesswork over real reasoning. What does this gap mean for explainable AI in high‑stakes tasks like taxes or medicine? Tune in for the questions we’ll unpack next.