AI agents are getting very good at doing things.

They can read a ticket, modify code, open a pull request, query an API, send an email, and keep going until a goal is reached.

But there is a problem hiding underneath all of this:

Most agents don't actually get smarter from doing the work.

They execute a loop, finish the task, and forget what happened.