What do we mean by Personal AI Agents?

I recently collaborated on a paper with the Cambridge Service Alliance - for which I wrote a lengthy piece asking "What does it mean for a system to be a Personal AI Agent?"

Since the full piece did not make it into the article - I'm posting it here instead!