Can you identify signs that this video was generated with AI?
Answers:
- the guns grow extra magazines after being let go
- the balloon pops, but instead of disappearing - it just changes colour
- the words on the police car (If you can read them)
- AI gaits for all 3 individuals
Feel free to put your own answers down below!
Meta:
- Subtle Radicalization Resources: https://hexbear.net/post/30560 (doesn’t include the Frank Douglass autobiography, the foundation of my course)
- Cowbee Basic Course: https://hexbear.net/post/7689647
- Cowbee Advanced Course: https://lemmy.ml/post/22417306
- Marxist Education #0 - https://hexbear.net/post/8674824 - Discussion on curriculum
- Marxist Education #1 - https://hexbear.net/post/8684737 - Discussion on curriculum
- Marxist Education #2 - https://hexbear.net/post/8688280 - Discussion on curriculum
- Marxist Education #3 - https://hexbear.net/post/8696114 - Discussion on AI translation
- Marxist Education #4 - https://hexbear.net/post/8702047 - Stage #1, Lesson #1.
- Marxist Education #5 - https://hexbear.net/post/8751610 - Trivia - can you identify AI artifacts in this video?
irl the gals in this video would return fire, ai slop

For when you need to reload your AK twice.
COD weapon customization in real life.
Also, let’s do more AI detection education.
yeah what’s up with the “gaits” in AI videos? People always run like an old person.
Remember, everything is some average over the input data. All gait is “average gait” that is then distilled from noise based on the input tokens.
It’s the same reason that diffusion models all become the same grey when you average out the pixel values, because the deltas for each shift is rooted in the base noise. Video models tend to use a real image as a base so that technique isn’t as reliable, but the overall idea of everything becoming average still does.
Movelements tend to be fast then slow because the overall average movement is somewhere in the middle.
It’s also very short and contextless. It’s difficult to generate videos beyond a few seconds, and longer ones tend to be made of short scenes and cuts
From a quick look:
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AKs get an extra magazine after falling
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I think the guy was popping a balloon but none of it makes sense. Why is there a spark? Why does the balloon change colour? Why does it slowly drift to the side instead of popping?
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Camera movement is too smooth and uncanny
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The AKs grow magazines on the top. The balloon explodes and has a smaller balloon in it.
oh and the weapon seems to pop out of her hands like a video game. the second one.
Woman on the left’s shadow simply elongates insteadof rotating out like you’d expect
Isn’t the elongation because she is moving away from the light source?
The light source also doesn’t seem to be at an angle where it should rotate out?
I think the AI was correct here?
spoiler
The balloon doesn’t pop it just changed colors, also there is a weird flash when it does with no apparent source. When they drop the AKs an extra magazine appears protruding from the top of each.
Edit: Wow I caught one that wasnt in your answers
Hypothetically he could use a lighter to pop the balloon. That being said, that method shouldn’t be so fast.
before reading answers
it looked like one of the guns magically got a sight as soon as it left the persons hand.
I think the AI generates an extra magazine - but it’s nonesense either way - could be a sight.
The trees don’t have trunks, and the shadows make no sense given the light sources.
video isn’t playing for me. what’s ai gait?
Some weird upright posture, almost everyone walks directly in a straight line in the same direction, and arms don’t move as much as they should.
Also still before walking. Walking. Then still again.
now that i can play it i don’t see the gait. you have good examples on how to spot it?
I’ve seen it around. I don’t have any examples saved.
When the guy stands up and turns around his feet are planted and he just kinda does a gumby twist.
Just played it with sound and it’s even funnier the balloon pop sounds like a gunshot and has what looks like a muzzle flash.
I noticed the gumby twist, but I wasn’t sure if I could indicate it as a solid indicator.
Hypothetically, if it were real, maybe he had a friend back there?
Woman on bottoms arm quickly snaps down to place the AK as if with intent (like “placing it” but way too quickly, and with such speed that if she actually did that the gun would bounce more), the balloon flies off WAAAAY too slowly and ends up in a weird yellow orb shape, the woman on the right drops her AK through her arms















