The Jacobian lens tool reveals how Claude processes abstract concepts within its hidden layers. Researchers identified specific neural regions where the model resolves contradictions or puzzles over complex ideas. This interpretability breakthrough allows engineers to pinpoint exactly where logic fails. It provides a concrete map for auditing model reasoning and reducing hallucinations.