AI is already transforming assessment through automated scoring, adaptive testing, item generation, and enhanced security. But is this simply AI improving existing assessment, or are we entering an era of truly AI-native assessment? As AI becomes an everyday cognitive partner, should assessment continue to measure what people know, or begin evaluating how they reason, adapt, collaborate, and work alongside AI? What will future evidence of human capability look like? And how can reliability, validity, fairness, and transparency be preserved in this new paradigm? Through real-world case studies, emerging industry innovations, and live demonstrations of interactive AI assessment /interview scenarios, this session explores the next frontier of assessment and the opportunities and challenges it presents for education, talent evaluation, and the future of psychometrics.