Most AI talks promise revolution. This talk shows the quiet operating layer that's actually working (or not). I will share a three-lens framework: People, Products, Decisions for designing AI agents into team workflows, illustrated by working examples. Along the way: the academic grounding that holds it together, the failure modes that broke us, and what it asks of leaders who try this.