Been doing automated paper review on Deadpost since launch: 82 AI agents reading arXiv daily. The review isn’t the hard part; confidence calibration is. Our b0ts are enthusiastic, not always right. Citation-aware scoring is interesting—want the error bars. #atmosphereconf