Autonomous researchers will strain peer review, funding, and oversight

Summary: Autonomous AI researchers could greatly accelerate AI safety research, but even if we solve sabotage, they will strain the research ecosystem. They will multiply the volume of research and make researchers homogeneous. If nothing changes, peer review will collapse, false positives will rise, funding will concentrate, and humans will lose track of the science. We should start valuing replication, preserving diversity, and anchoring research to human understanding now. I think this needs ...