AI Words Are the Surface: The Deeper Thought Embedding Is the Problem with AI
September 3, 2025
This blog post is the work of an authentic dinobaby. Sorry. No smart software can help this reptilian thinker.
Humans are biased. Content generated by humans reflects these mental patterns. Smart software is probabilistic. So what?
Select the content to train smart software. The more broadly the content base, the greater range of biases will be baked into the Fancy Dan software. Then toss in the human developers who make decisions about thresholds, weights, and rounding. Mix in the wrapper code that does the guardrails which are created by humans with some of those biases, attitudes, and idiosyncratic mental equipment.
Then provide a system to students and people eager to get more done with less effort and what do you get? A partial and important glimpse of the consequences of about 2.5 years of AI as the next big thing are presented in “On-Screen and Now IRL: FSU Researchers Find Evidence of ChatGPT Buzzwords Turning Up in Everyday Speech.”
The write up reports:
“The changes we are seeing in spoken language are pretty remarkable, especially when compared to historical trends,” Juzek said. “What stands out is the breadth of change: so many words are showing notable increases over a relatively short period. Given that these are all words typically overused by AI, it seems plausible to conjecture a link.”
Conjecture. That’s a weasel word. Once words are embedded they dragged a hard sided carry on with them.
The write up adds:
“Our research highlights many important ethical questions,” Galpin said. “With the ability of LLMs to influence human language comes larger questions about how model biases and misalignment, or differences in behavior in LLMs, may begin to influence human behaviors.”
As more research data become available, I project that several factoids will become points of discussion:
- What happens when AI outputs are weaponized for political, personal, or financial gain?
- How will people consuming AI outputs recognize that their vocabulary and the attendant “value baggage” is along for the life journey?
- What type of mental remapping can be accomplished with shaped AI output?
For now, students are happy to let AI think for them. In the future, will that warm, fuzzy feeling persist. If ignorance is bliss, I say, “Hello, happy.”
Stephen E Arnold, September 3, 2025
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