This keynote traces a research and commercialization journey that began in large-scale deception detection and automated interviewing systems and culminated in RhetorixLab, an AI-resilient assessment platform designed to restore authenticity and trust in an era of generative AI. Drawing on years of work in video-based feature extraction and behavioral signal processing, the talk highlights how rich multimodal data from voice, language, and facial expression can be captured and analyzed using commodity hardware and cloud-scale infrastructure. The discussion then pivots to higher education, where traditional text-based assessments are rapidly losing diagnostic value, and shows how asynchronous oral assessments reintroduce human judgment, communication skill, and genuine reasoning.
The United States has entered a transformative period in nuclear energy development, driven by unprecedented load growth from data centers and AI infrastructure, coupled with the most ambitious federal nuclear directives in decades. This presentation examines the convergence of technology demonstration, industrial partnership, and policy acceleration that is reshaping America’s nuclear landscape. Drawing from ongoing work at Idaho National Laboratory, we’ll explore the reactor and fuel cycle pilot projects progressing from concept to concrete deployment, including INL’s role as the nation’s premier testbed for advanced reactor technologies. The presentation will detail emerging frameworks for industry collaboration that are enabling diverse off-takers, from hyperscale data centers to military installations, to partner in deploying next-generation nuclear systems. Finally, we’ll assess progress against the aggressive timelines established by last year’s landmark nuclear Executive Orders, which call for demonstrating multiple advanced reactor designs and achieving significant new nuclear capacity by decade’s end on the path to quadrupling American nuclear capacity by 2050.
