LessWrong (30+ Karma)

“When the LLM isn’t the one who’s wrong” by Julian Bradshaw


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Recently I've been accumulating stories where I think an LLM is mistaken, only to discover that I'm the one who's wrong. My favorite recent case came while researching 19th century US-China opium trade.

It's a somewhat convoluted history: opium was smuggled when it was legal to sell and when it wasn't, and the US waffled between banning and legalizing the trade. I wanted to find out how it was banned the second time, and both Claude Research and Grokipedia told me it was by the Angell Treaty of 1880 between the US and China. Problem is, I've read that treaty, and it only has to do with immigration—it's a notable prelude to the infamous Chinese Exclusion Act of 1882. Claude didn't cite a source specifically for its claim, and Grok cited "[internal knowledge]", strangely, and googling didn't turn up anything, so I figured the factoid was confabulated.

However, doing more research about the Angell mission to China later, I came across an offhand mention of a second treaty negotiated by James Angell with Qing China in 1880 (on an auction website of all places[1]). Eventually I managed to find a good University of Michigan source on the matter [...]

The original text contained 2 footnotes which were omitted from this narration.

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First published:

January 18th, 2026

Source:

https://www.lesswrong.com/posts/Cd8tRgpWnKPuNhZ2r/when-the-llm-isn-t-the-one-who-s-wrong

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Narrated by TYPE III AUDIO.

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