With the acceleration of digital transformation, software deployment speed has become a key indicator determining corporate competitiveness. Companies that cannot immediately respond to customer demands in a rapidly changing market environment are inevitably left behind in the competition. This white paper proposes 'AI Agent-Based Hyper-Agile,' a next-generation engineering framework that transcends the physical and cognitive limitations of existing human-centered Agile methodologies.