Written after the deployment, not before.

Most human-in-the-loop (HITL) review queues fail because they are slower and more tedious than the manual work they replace. This article details four principles for designing HITL systems that humans will actually use, focusing on making review faster than creation, surfacing model uncertainty, and turning the review process into a continuous evaluation set.