As AI moves from pilot projects into everyday tools, real progress depends on faculty capacity. This piece centers instructors co-designing rubrics, syllabus policies, and course workflows—paired with LMS/Workspace integrations and emerging research infrastructure—so platforms amplify learning, integrity, and scholarship rather than replace human judgment.