The emergence of AI has brought endless possibilities and innovative opportunities in today’s ever-changing, fast-paced technology landscape. AI is helping development teams produce software significantly faster than ever before. AI-enabled DevSecOps tools can automatically scan code, infrastructure and other configurations for security issues throughout development, accelerating the overall process. The introduction of agentic AI into the software […]
Risk-Based Review for Infrastructure as Code Pull Requests
Not every infrastructure pull request deserves the same review path. A tag change in a development account and a network-policy change in production should not create identical reviewer load. When every change is treated as high risk, reviewers stop trusting the signal. In IaC review, I have seen reviewers spend too much attention on low-risk changes […]


