Analysis: * Steelman — The article presents a clear goal of improving the efficiency and consistency of Pinterest's ads engagement modeling across multiple surfaces. It describes an approach that involves unifying features, merging modules, combining training datasets, introducing multi-task learning, and surface-specific exports while also employing efficiency optimizations to reduce infrastructure costs. * Pattern scan — None detected in this article. * Root cause — The underlying motivation s...