How To Scale Code Review When AI Writes Code Faster Than You Can Understand It
Security Bouelevard, Monday, March 16th, 2026
AI agents are rapidly becoming the primary authors of pull requests, creating a volume of code that challenges traditional governance and human review capacity. This shift is creating a fundamental crisis in the software development lifecycle: we are producing code at a volume that has outpaced our ability to fully understand it.
When a software developer uses an AI coding agent to generate hundreds of lines in seconds, the traditional peer review process breaks. We are entering an era of "black box" code-code that looks correct and functions as intended, but contains nuances and dependencies that no developer on the team has fully internalized.
The challenge for software engineering teams is no longer just 'how to move faster,' but 'how to maintain integrity' when reviewing code they didn't actually write and may not fully comprehend.