Recent advances in autonomous flight, electric propulsion, and distributed architectures have enabled the rapid emergence of future air systems such as AAVs, UAVs, and eVTOL aircraft, whose software-intensive and autonomous operational characteristics differ fundamentally from those of conventional manned aircraft. This study analyzes the technical and operational characteristics of these systems and identifies structural gaps in existing airworthiness certification frameworks, discussing the applicability of performance-based certification, risk-based airworthiness approaches, and digital airworthiness concepts as practical directions for future certification reform.