Research Replication Becomes an Eval

Observed now: PaperBench evaluates end-to-end machine-learning paper replication through decomposed tasks and reports that tested agents remain well below the human baseline. RE-Bench separately evaluates agents against human experts on time-bounded research-engineering environments. Together they establish research reproduction as a measurable capability, without attributing every failure to a specific stage.