Benchmarks saturating rapidly on closed-ended tasks (GPQA, Humanity's Last Exam reaching ~25% accuracy) suggests models are approaching human-level performance on extremely difficult specialized tasks, but this says little about automating real-world messy labor that lacks clear verification criteria.