Shifting Left on Security: Why Workflow Design Matters in the AI Era

As GenAI accelerates code generation, traditional software delivery bottlenecks—especially late-stage security reviews—become increasingly expensive. By adopting workflow-as-code patterns and strategically blending agentic automation, deterministic processes, and human judgment, organizations can catch issues earlier and amplify team impact without proportional headcount growth.