Dynamic Character Switching During Conversations

I'm looking to add a cool tool that lets users change AI characters mid-conversation. The idea is to chat with one AI, and when you need a different expert, you can switch without starting over. It should feel smooth, like bringing in a buddy who knows their stuff about whatever you're talking about.