AI Tools Rewire Academic Evaluation

A new generation of open and commercial AI tools is moving from assistant roles to evaluators of scholarship—flagging assumptions, mapping literatures (240K‑paper graphs), and offering model‑level critiques that could substitute for or reshape peer review. These systems lower the cost of meta‑research, but also concentrate power around tool builders and the signals their analyses produce. — If AI takes on an evaluative gatekeeping role, it will reshape incentives, hiring, publication, and what counts as credible evidence in science and policy.