Monitoring is easy; what to monitor is not. In the field of machine learning, data drift is just noise until you know what it means.

With all the buzz around agents, LLMs, and the tools they power, it’s sometimes easy (or at least tempting) to think that fundamental machine learning workflows—feature selection, model monitoring, and the like—will soon become obsolete. The articles we selected…