  This paper presents the adaptive software security model, an innovative
approach integrating the MAPE-K loop and the Software Development Life Cycle
(SDLC). It proactively embeds security policies throughout development,
reducing vulnerabilities from different levels of software engineering. Three
primary contributions-MAPE-K integration, SDLC embedding, and analytical
insights-converge to create a comprehensive approach for strengthening software
systems against security threats. This research represents a paradigm shift,
adapting security measures with agile software development and ensuring
continuous improvement in the face of evolving threats. The model emerges as a
robust solution, addressing the crucial need for adaptive software security
strategies in modern software development. We analytically discuss the
advantages of the proposed model.
