Gabriela Castillo Marín

Contributing Writer

Product-focused engineer exploring the intersection of AI, developer productivity, and codebase intelligence.

1 post

08-Feb-2026

AI for Software Development: Beyond Shift-Left to Shift-Everywhere

Shift-left is dead. Modern AI doesn't just catch bugs earlier—it understands your entire codebase at every stage. Here's what shift-everywhere actually means.