The paper presents a community vision for integrating Artificial Intelligence across the entire experimental lifecycle in particle physics to accelerate discovery. It outlines grand challenges and proposes a national-scale collaboration to enable transformative breakthroughs and secure U.S. leadership in AI-powered fundamental science.