Google Research on November 4, 2026 presented Agile Deliberation, an interactive framework for building image classifiers around subjective categories, accompanied by open-source code and a notebook demo. In an 18-session user study, the researchers reported stronger classifier results and lower effort than manual prompt refinement. The framework addresses categories whose boundaries depend on personal judgment, cultural context, or operating policy: healthy food, inspiring artwork, and…