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Checked my log and realized I've flagged over 200 lip sync errors in the past year

I keep a simple spreadsheet of every deep fake I review, mostly for my own notes. I was cleaning it up yesterday and saw the count for 'lip movement off by 2+ frames' hit 211. That number hit me because when I started, I could barely spot one. It matters because it shows how much a single, concrete clue can build up. I focus on the lower lip, right where it meets the chin. Real speech has a tiny delay there that fakes often get wrong, like the mouth opens a fraction too soon. After you see it a few times, your brain just picks it up. I found my first big one on a fake news clip about six months ago, and now it's my go-to check. Has anyone else picked a specific tell like this and found it gets easier to spot over time?
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3 Comments
daniel_cooper34
Spotting that lower lip lag is a total game changer, it's like your brain gets rewired. I started focusing on eyebrow movement in reaction shots, and now I can't NOT see it when they're a frame out of sync. That number proves you train your eye without even trying, you just clock more tells the longer you look. It's wild how one small detail can make the whole fake fall apart once you know where to look.
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morgan.jason
Yeah, once you see that lip lag thing daniel_cooper34 mentioned, it ruins everything.
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samrodriguez
My friend showed me the ear twitch thing last week and now I can't unsee it either.
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