Alignment research shifts toward measurable oversight and specifications

The scalable-oversight benchmark introduces an agent score-difference metric and executable evaluation package, while SpecAlign reports specification-grounded adversarial preference data for improving compliance. These methods may make alignment claims more comparable, but evaluator reliability, distribution shift, strategic behavior, and performance outside documented specifications remain unresolved; weak evaluation of AI-safety talent programs highlights similar measurement problems at the institutional level.