diagnostics

Oracle board member Kevin Hutchinson analyzes the development of AI, emphasizing its application in healthcare, especially using generative AI to analyze missed diagnoses in radiology reports, and distinguishes between generative AI, agentic AI, and artificial general intelligence.

This paper diagnoses Training-Inference Mismatch (TIM) in LLM reinforcement learning, showing that small numerical disagreements between training and inference token probabilities can cause training collapse, and proposes remedies.

This paper proposes distributional spectral diagnostics to localize grokking transitions in Transformer models before test accuracy rises. It uses empirical distributions and Hankel dynamic mode decomposition to create a monitoring signal that discriminates between grokking and non-grokking runs.

该文章介绍了在Zig中使用诊断工厂模式来管理错误报告，避免预先定义错误类型，而是提供一组构造函数来生成错误信息，并展示了在TigerBeetle项目中的实际应用。