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mr715

(2,631 posts)
Mon Dec 29, 2025, 01:12 PM 3 hrs ago

Suggestions on Detecting AI in Pseudo-News Quasi-Commentary

Dear All,

** Note for ease of consumption and simplicity I am calling todays GPTs "AI" even though they are more like predictive autocorrects.

As many might know I am a former NYC middle school teacher and current graduate student training undergrads. This has afforded me some experience in working with AI/generative slop, which has infiltrated this message board and continues to be difficult for some to recognize. I am here to share a few suggestions for AI detection.

1 -- The Cadance

While listening, if you hear an unusual prosody - a voice rising when it should normally stay steady, or a stacado when there should be a sing-song, you are likely listening to an AI. This is because it is not intelligence, it is simply producing content that it predicts is likely to follow given a prompt. It lacks the "right brain" capacity to make conversation have nuance and rhythm. To compensate, it randomly or semi-randomly incorporates human speech patterns, but these are rarely applied correctly.

2 -- The Gesture

If you are watching video, and you notice a gesture occuring often, it is likely AI. Sure, people gesture when they talk, but it is usually done subconsciously and if used rhetorically, becomes so associated with the speakers style that it stands out (consider Trump's hand accordion or Clinton's thumb/index finger emphasis). While watching AI, these gestures are performed at regular intervals - say, every 50 words. If you can see the gestures happening regularly, you likely are watching AI.

3 -- The Dichotomy

AI loves to simplify concepts into categories that obfuscate and oversimplify for ease of consumption. As such, when AI is used to make comparisons it does two significant things. One, it applies an equivalence (ChatGPT more than Grok) and then generalizes in an unuseful yet cognitively appealing way. "Who is a better superhero" you may ask, and the result you receive will be "There are many opinions on this so it is impossible to say. However, going by the numbers "Superman is an everyman with a better powerset, while Batman is the archetype of the Byronic dark hero who always wins the day". If you are forced to choose between a dichotomy you did not ask for, and the alignment seems arbitrary and oversimple, you likely have an AI.

4 -- The Hallucination

If you have provided a prompt seeking information, and you have clearly indicated a preferred result (i.e. "That storm was awful, were there any survivors?&quot , you must remember the AI is not interested in providing factual information. It is interested in providing you with the most likely words that will follow that prompt, constrained by code that makes it tell you what you want to hear. In leading prompts, it will create information out of ether and unicorn farts, and the only defense is fact checking your sources. ChatGPT is better at this, because it at least shows you where it got its information.

5 -- The Glossy Aesthetic

AI constructed videos have an unusual glossy aesthetic that I can only describe as Pixar crossed with the old Rudolf stop action cartoons. If you see video that is glossy, shiny, and moves in an overly smooth manner given the budget of the production, suspect AI.

6 -- The Sigils

AI still has not mastered generating text that is secondary to its prompted mission. If AI is asked to write a story and include a picture, say, you may get a very good written story but take a look at the picture. Are there are words in the picture? If you prompted an AI to show you an image of library, read the titles of the books it generated (if possible). You will almost certainly note that there are alien symbols and weird glyphs in place of where actual words should be.

7 -- The Fingers and Teeth and Toes*

Still ain't perfect there. (*Source: Alice Kramden). Frequently there will be repeated or unclear fingers, toes, or teeth. AI is getting better at, but has not perfected, the fine details of image generation.

8 -- The Disclaimer

AI generated content is often flagged as "artificially constructed or altered content" in the information about the video. This is also often found on the thumbnail before you start watching this video. By design, this is usually harm to see but can often be found in a corner. If you see the phrase "content has been artificially altered" it is AI, no questions asked.*

*TexasTowelie for the source

What do you all think?

12 replies = new reply since forum marked as read
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TexasTowelie

(125,232 posts)
1. I actually go to YouTube and read the description of the channel for disclaimers.
Mon Dec 29, 2025, 01:24 PM
3 hrs ago

I also look at the number of subscribers and the thumbnails of the videos to see if the same image of the "star" is used repeatedly. It's much easier than watching and listening to videos for clues that it is AI generated content

canetoad

(20,127 posts)
12. Yes!
Mon Dec 29, 2025, 02:41 PM
1 hr ago

That's what I do. A glitch with my browser extensions result in having to watch the videos on YouTube, which is not a bad idea, making it easy to check the description. The AI disclaimer is usually right at the bottom.....

hlthe2b

(112,686 posts)
3. Written material is so often repetitive--unbelievably so, but I suspect that will be "cleaned up" (eventually).
Mon Dec 29, 2025, 01:31 PM
2 hrs ago

mr715

(2,631 posts)
4. Bad human writing is often repetitive -- unbelievably so.
Mon Dec 29, 2025, 01:33 PM
2 hrs ago

So I suspect that is more of a feature and not a bug.

hlthe2b

(112,686 posts)
5. I guess you haven't seen what I have.. Entire paragraphs barely modified for repetition as many as four times...
Mon Dec 29, 2025, 01:39 PM
2 hrs ago

Even the worst student interns who I've mentored over the years (and whose writing was stalled at the 4th grade level, if that) would not be THAT obvious.

hlthe2b

(112,686 posts)
8. Yes, most often as I have been "testing" some of those AI-generated attempts, but more generalized as well.
Mon Dec 29, 2025, 01:42 PM
2 hrs ago

mr715

(2,631 posts)
9. Interesting.
Mon Dec 29, 2025, 01:44 PM
2 hrs ago

Obviously the more technical the topic, the fewer 'degrees of freedom' the AI has to produce something. In scientific publications, you can usually barely see any evidence of the writers voice because it is so sterile and formal. I wonder if that is what drives AI to be particularly repetitive in the sciences.

Again, I haven't seen much of that with my students, but I prefer to use notebooks which are hard to fill with AI.

mr715

(2,631 posts)
7. I have not seen that
Mon Dec 29, 2025, 01:41 PM
2 hrs ago

The worst I have seen was a student that cut/pasted the product, including the text "Would you like me to..."

Wow was that bad.

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