Contributing Writer
Software architect sharing insights on code intelligence, feature discovery, and AI-driven engineering practices.
The best PM tools now understand code, not just tickets. Here's what actually matters for product decisions in 2026—and what's just noise.
Your team's AI coding tools generate garbage because they're context-blind. Here's why 73% of AI code gets rejected and how context awareness fixes it.