AI Reports · Google · 2026-11-04 · Blog / commentary
Agile Deliberation: How AI helps humans define the gray areas
Agile Deliberation is a framework for building AI image classifiers for subjective categories. It guides users through an interactive workflow, from scoping sub-categories to resolving edge cases, and uses an LLM-driven optimization loop to produce an accurate, aligned classifier. It treats creating such classifiers as an iterative conversation rather than requiring users to supply fixed labels.