Measuring Beyond Accuracy Saturation

Princeton-led case study (arXiv 2606.26158): accuracy saturation is not benchmark saturation — re-instrument a saturated benchmark instead of retiring it, because statistically-indistinguishable agents still differ sharply in reliability, cost-efficiency, scaffold contribution, and human-collaboration speedup (CORE-Bench).