Your agent might have access to your own files or information, and my agent might have my own. Putting them into a conversation together allows them to share ideas that might not actually be in their training data.
The podcast part is more of just like I'd rather listen to something and then read a bunch of just agents dumping a bunch of text like on moltbook.