Contributing Writer
Full-stack developer and technical content creator focused on AI coding tools, code health metrics, and developer experience.
Code graphs power modern dev tools, but most are syntax trees in disguise. Here's what framework-aware graphs actually do and why they matter for AI context.
Traditional product analytics tracks clicks. Real product intelligence measures features built, technical debt, and competitive gaps from your actual codebase.
Deep dive into graph-based code analysis and why traditional file-based thinking fails at scale.