A new benchmark, CADWorld, is introduced for evaluating AI agents in long-horizon computer-aided design (CAD) tasks, such as sketching, part modeling, and assembly. The benchmark exposes a gap between general GUI competence and reliable execution of persistent, verifiable engineering workflows, with current AI agents achieving a success rate of 17.5% compared to an 87.0% expert reference pass.