Contributing Writer
Product-focused engineer exploring the intersection of AI, developer productivity, and codebase intelligence.
AI assistants write code fast. Your codebase becomes a mess faster. Here's how to maintain control when AI is writing half your code.
AI coding tools promise 10x productivity but deliver 10x confusion instead. The problem isn't the AI—it's the missing context layer your team ignored.
I asked Copilot to fix a bug. It broke 3 features instead. The problem isn't AI—it's that your tools don't know what your code actually does.
How spec drift silently derails engineering teams and how to detect it before you ship the wrong thing.