Over the past few months, I've been exploring how AI agents can fit into a modern CI/CD pipeline—not to replace engineers, but to eliminate repetitive work that slows teams down.

Here's what worked well:

The biggest lesson? AI is most valuable before the human review begins.

The Problem

Every engineering team eventually runs into the same issue.