in this meeting to let it record. Moving forward on, this is basically keyframe processing systems, that's what I've been thinking about. Why is audio? Audio matched to people names is floating. I'm putting it down here. This is one of the things we need to do. Because, sorry, I don't mean, OK, speaking of which, did I put, I put, no, that was in the transcription, but I didn't put it yet. Video-based diarize. What the hell is that even mean? You know how, like, In that context, as, like, an example? OK, fine. Speaker one, speaker two, based on video footage. I would never take such a thing. Holy crap. I have two kids. I can't be in the bathroom so long. Here, you can share some with Brendan. Brendan also? I'll save it for later, I guess. It sounds weird for me. I'm usually not that person, but I just ordered a pizza. OK. Ooh, sweet, pizza delfina. OK, doing some explanation of the three things at the bottom, you refrigerate while I explain. Whole video short description is to help the rag. It gives you, like, additional context that you can rag on. Which is what a topic in context to the people. Yeah, yeah. That audio matched to people names means that as you interact with people, they might speak their names. You want to go form that pairing in order to name the people you've met so that later you can search them up in, like, your database of the people you know, which is a very useful feature. OK, so you said audio matched to people. Yeah. Let's go back to the whole frame short description. This is basically the index of your video. Yeah, yeah. It's additional context on top of the, like, frames. Added context on the frames? On the whole video. On the whole video. The entirety of it. On an entire video. Oh. A video description, video context. Yeah, yeah. A video caption or description, yeah. What do you mean video captioning? It's captioning the entire video. That's a description. I think. Captioning or description. I think they call it sparse captioning is the technical term I've heard. But the result is, if it's not a summary of everything,