I'm vice president of FSU's AI and Business Club and run sessions on putting AI to work. This is one part of how I use what I learn from building and operating my own tools.

From a demonstration to a useful task

A demonstration makes a capability visible. The next question is what someone can do with it. The task, the information available, and the way a person checks the result all matter.

A useful starting point is a piece of work someone already understands. That gives them a way to judge the output, notice what is missing, and decide whether the tool helped.

The work behind the examples

Arcadia is the personal AI system I design, run, and keep improving. It gives me a place to explore memory, scheduled work, and tools that act through browsers and desktop applications.

The examples on its page explain the system's behavior. They are illustrative scenes, rather than recordings of client work.