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AI-Generated Content Skepticism

Half-wrong manufacturing videos, curse of knowledge where experts overestimate AI slop value, negative knowledge for uninformed viewers

← Back to Electrical transformer manufacturing is throttling the electrified future

While the intricate, hand-crafted process of manufacturing large power transformers remains a specialized industry with multi-year lead times, AI-generated videos are increasingly attempting to simulate this complex craft. These simulations often present a "half-wrong" version of reality that experts find fascinating but critics warn is a dangerous form of "AI slop." This dynamic creates a modern "curse of knowledge" where experts overestimate the value of such content because they can filter out errors, while uninformed viewers are left with "negative knowledge" and a distorted understanding of the subject. Ultimately, the utility of AI-generated educational content appears to depend entirely on the viewer's ability to distinguish authentic manufacturing techniques from artificial hallucinations.

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The large transformer shortage has been a problem for years. Large transformer making is a craft, where the winding supports are made of hardwood, like furniture, and wound by hand. Then the windings go into a case that's an oil tank. The build teams aren't that big - 30-50 people. The main barrier to entry is that it takes people who know how to hand-build big transformers. Utility buyers want a supplier who's going to be around half a century from now, since these things last that long. Here's a summary of the market, from a transformer maker in China.[1] Here's an AI-generated fake video of large transformer manufacturing. It's about half wrong.[2] But right enough to be worth watching. I'd like to see the prompts for this. Virginia Transformer is the US's biggest maker of large transformers.[3] They advertise their "short lead times" of two years. The margins are low, and makers don't want to go idle between orders. This is a problem with much heavy machinery. It could be built faster, but when you catch up, everybody gets laid off and the factory sits idle. There goes your profit margin. [1] https://energypowertransformer.com/2025-u-s-power-transforme... [2] https://www.youtube.com/watch?v=ZVVCCG0KkaE [3] https://www.vatransformer.com/shortest-lead-times/
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>Here's an AI-generated fake video of large transformer manufacturing. It's about half wrong.[2] But right enough to be worth watching. Which half? You probably got a lot from this video, because you know which half is wrong. I'd probably get negative knowledge from this video, because I don't. This may be a new incarnation of the "curse of knowledge," where one over-estimates the value of AI slop if they already know the subject...