Designing reliable autonomous security workflows requires more than AI and automation—it demands solid architecture. This guide explores orchestration frameworks, integration points, scaling strategies, and human oversight models that help teams move from prototypes to production-ready FixOps systems built for resilience, precision, and continuous verification at scale.
