What is a the maintenance tools for AI Agents?

So, there obviously have been a lot of tools focused on building AI agents. Very few, however, are talking about what happens after you deploy them.

Coming from a software development background, this feels like the obvious next layer.

We have CI/CD, observability, testing, incident management, version control, and performance monitoring for traditional software.

What does that stack look like for AI agents?