Software EngineeringCybersecurityDesign & UXOpen accessPublished 3 Oct 2026
Move from finding defects to preventing them — defect causal analysis, design checklists, lint/test gates, coding patterns, and process changes that eliminate recurring classes. Use when defect analysis shows recurring root causes.