Intelligence is a paid product so I cannot test it. I would say that code intelligence and proper refactoring support instead of scratching around what agents do now is the direct next step for IntelliJ.

And probably something to understand what your agents are doing and why. With which reasoning.

Otherwise also stay a damn good IDE. We still need that. My agents are floundering on our bigger codebases and only produce warts.