The Engineers Who Can’t Use AI Agents Don’t Have a Tools Problem

Your engineers struggling with AI agents don’t need better tools or training. They need permission to work differently and the organizational barriers removed that punish speed.

After 2 decades in software development, I pieced together a few personal conversations I’ve had former peers who are now senior leaders about adopting AI in the SDLC. Here’s a common theme that’s emerged in late 2025.