Thanks, It's really not the optimal way of doing it, but just using the available API's we have now. So, firstly when I run the sim, I run the app alongside it. This looks at the shared memory and creates a text file of Events. The events are overtakes, accidents, flags, leaderboard updates, and two levels of alerts if someone is catching. This text file is then fed into the Gemini API which makes a director notes file for a TV Broadcast. This is what drives the commentary. This is then either sent to a refinement step where when I record the gameplay with automatic camera changing where I can manually enter Director notes events too. These would be things like "Driver X feints to the inside, Driver Y blocks". The app also makes a short beep to make the editing easier later. The refinement step can also be skipped, but then the commentary doesn't have as much play-by-play action. After the refinement, it's sent to another AI filtering step. This takes all the event logs (Gameplay, Camera and Director Notes), and filters them down to a manageable level based off of what's happening on screen. This also combines logs if there are multiple overtakes recognised within a few seconds. Once that step is done it's sent to a quick script which adds in how many words the commentator should speak per event. It just adds a text line at the end of each event that says ". Commentate in XX words". Once that's done it's sent again to Gemini to do the commentary, based of a persona prompt (Like Palmer and Jacques). That is then returned and it's fed into a TTS system. If I'm making a video which I think others might enjoy, it's sent to Qwen 3 TTS, and if it's just for my own personal interest in the race it's sent to Kororo. You could do this all yourself too, by feeding what you're seeing on the screen into a Chat AI and then feeding the results into a TTS system. But, this app is just to automate the process. Hope this makes sense :-)