I built ai3 to control my window manager via chat by exposing the i3 IPC protocol as a toolset for LLM agents. It includes a Next Action prediction feature similar to the tab-complete in AI code editors that anticipates your next action based on current activity. You can also trigger AI based layout optimization and control your desktop through chat. This is an experimental research project so please use it for testing only and be mindful of your data privacy.
Async agents are great. They let you trigger work with almost no effort, and if the results miss the mark you can just discard them. They also run in the background, making it feel like delegating tasks across teammates who quietly get things done in parallel.