When Your Codebase Starts Slowing You Down...
Every developer knows the feeling. You open a ticket that looks simple. A small change. Maybe one endpoint, one validation rule, one extra field. Then…
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How To Measure AI Token Debt In A Real Codebase
AI token debt is the extra AI-agent context, repository search, inference, retry, and validation work created when a codebase is hard to reason about.…
"It Works" Has Never Been Good Enough
It all started when the Senior Architect dropped by the daily standup. The team lead had the backlog up on the big screen and there was a story about …
AI coding assistants are making juniors worse and seniors lazier
Copilot is quietly eroding two different skill sets at once. And almost nobody is talking about it honestly. GitHub Copilot has exceeded 1.5 million p…
The Role of QA in the New AI SDLC
QA’s role in the new AI SDLC is no longer just “test the finished application.” It is becoming quality engineering across the entire lifecycle : Requi…
Securing AI Generated Code: You Ship It, You Own It
A developer merges a pull request on Friday afternoon. Monday morning, a security review flags a SQL injection flaw in a new endpoint. When you ask wh…
The Java reordering tool I wanted for years, so I finally built it
For years, I wanted one simple thing in Java projects: a reliable way to keep class members ordered and formatted consistently. Fields, constructors, …
Lessons from three months of vibe coding (and a complexity score of 53)
TL;DR — I spent three months vibe-coding a side project with an AI agent. It felt fast and productive until I opened a file and saw 3000 lines, functi…