The Jacobian lens tool reveals how Claude processes abstract concepts within its hidden layers. Researchers identified specific internal spaces where the model puzzles over complex ideas before finalizing answers. This interpretability breakthrough allows engineers to pinpoint exactly where logic fails. It moves the industry closer to auditing black-box model reasoning.