The Jacobian lens tool allows researchers to visualize how Claude processes abstract concepts during inference. This technique reveals specific internal spaces where the model resolves contradictions or puzzles over complex tasks. It provides a rare, concrete look at LLM interpretability. Developers can now better understand why specific prompts trigger erratic model behaviors.