Developer onboarding remains painfully slow despite AI coding tools. The root cause is not documentation. It is that system understanding is trapped in tribal knowledge and disconnected tools.
Blast radius analysis maps the downstream impact of changes before they happen, whether that's an API field, a database column, or a key person leaving the company.
Model Context Protocol gives LLMs powerful tools, but without relationship data, every request becomes trial and error. Why that leads to hallucinations and why context matters.
AI is taking over tactical work, but strategic roles are becoming more valuable than ever. Here's why being the chef matters more than being the line cook.
Traditional UIs mirror organizational silos. Conway's Law stands between you and your outcomes.
LeetCode never tested real engineering skills, and AI has finally exposed its fundamental flaws as a hiring filter