Contributing Writer
Product-focused engineer exploring the intersection of AI, developer productivity, and codebase intelligence.
Shift-left is dead. Modern AI requires code intelligence at every stage. Here's what actually works when AI needs to understand your entire codebase.
Most AI project tools are glorified chatbots. Here's how to actually use AI to understand what's happening in your codebase and ship faster.
A quick checklist for evaluating codebase health, team practices, and knowledge risks before accepting an engineering role.