Research project AHMED aims to create an approach to regulatory requirements that takes into account processes, practices and tools of continuous software engineering. This includes identification of best recognized patterns and practices in agile medical device development following continuous software practices as well as tools and techniques that can provide support for trace-ability, risk management, and verification and validation. The research covers both software engineering perspective and data science, ML and AI. As concrete demonstrators, we work with partner companies on case studies that reflect partners' business needs.