Contributing Writer
Full-stack developer and technical content creator focused on AI coding tools, code health metrics, and developer experience.
Claude and Copilot fail on real codebases because they lack context. Here's why AI coding tools break down—and what actually works for complex engineering tasks.
CTOs ask the hard questions about AI coding tools. We answer them with real security implications, implementation strategies, and context architecture.
Most incident prevention is reactive. Code intelligence makes it proactive by identifying risk before changes ship.