When Trump’s video about the Kirk assassination (https://www.youtube.com/watch?v=2yCu21pL73s) went viral, I noticed a wave of replies aggressively insisting the video was not AI-generated. I could feel those replies were mostly by bots as I've checked manually few accounts and most of them followed weirdly the same patter:
1. Created in 2013
2. Have between 7 and 10 subs
3. Have between 2 and 3 video playlist
4. Account bio extremely generic
After a few minutes spent manually checking I decided to build a tool that:
• Downloads all YouTube comments + replies
• Runs sentiment analysis on each
• Detects bot-like behavior using heuristics + LLMs
On this video, over 40% of comments look like bots, and they overwhelmingly argue the video wasn’t AI-generated.
I didn't went as far as trying to understand where these accounts are coming from, but my main goal was to confirm whether this was real coordination.
I'm not expert in data nor in python (I've mostly vibe-coded it). I’d love to get some help from folks how might be interested on these topic.
When Trump’s video about the Kirk assassination (https://www.youtube.com/watch?v=2yCu21pL73s) went viral, I noticed a wave of replies aggressively insisting the video was not AI-generated. I could feel those replies were mostly by bots as I've checked manually few accounts and most of them followed weirdly the same patter:
After a few minutes spent manually checking I decided to build a tool that: On this video, over 40% of comments look like bots, and they overwhelmingly argue the video wasn’t AI-generated.I didn't went as far as trying to understand where these accounts are coming from, but my main goal was to confirm whether this was real coordination.
I'm not expert in data nor in python (I've mostly vibe-coded it). I’d love to get some help from folks how might be interested on these topic.