
The rapid integration of autonomous systems into software engineering has fundamentally altered the traditional boundaries of human oversight and accountability within the modern development pipeline. No longer restricted to simple autocomplete functions or basic spell-check capabilities, artificial intelligence has emerged as a high-stakes participant that actively influences every phase from architectural design to final deployment. This transition forces security leaders










