LLM judges

Anthropic says a team of Claude Science agents helped build the first complete UV map of the sky, about a third of it predicted rather than observed. A preprint finds agent benchmark scores can move because of the grader, not the agent, and Exa previews a search benchmark it designed and runs itself. What each one shows, and what it doesn't.