Contributing Writer
Full-stack developer and technical content creator focused on AI coding tools, code health metrics, and developer experience.
AI can write user stories in seconds, but most are disconnected from your codebase. Here's how to generate stories that match your actual code capabilities.
Architecture diagrams are lies the moment you draw them. Here's how to build living code graphs that actually reflect your system—and why AI needs them.
Cyclomatic complexity is a lie. Here's how to actually measure code health by combining complexity, churn, and ownership data that predicts real problems.
AI coding assistants fail at scale because they lack context. Here's how to build a context graph that makes AI actually useful in enterprise codebases.