Which of course they are going to try to brush it all away. Better than admitting that this problem very much still exists and isn’t going away anytime soon.
The section about hallucinations is deeply relevant.
Namely, Claude sometimes provides a plausible but incorrect chain-of-thought reasoning when its “true” computational path isn’t available. The model genuinely believes it’s giving a correct reasoning chain, but the interpretability microscope reveals it is constructing symbolic arguments backward from a conclusion.
https://en.wikipedia.org/wiki/On_Bullshit
This empirically confirms the “theory of bullshit” as a category distinct from lying. It suggests that “truth” emerges secondarily to symbolic coherence and plausibility.
This means knowledge itself is fundamentally symbolic-social, not merely correspondence to external fact.
Knowledge emerges from symbolic coherence, linguistic agreement, and social plausibility rather than purely from logical coherence or factual correctness.
https://marginalrevolution.com/marginalrevolution/2017/10/pi...
And then later similar claims about inequality were similarly made using bad methodology (data).
https://marginalrevolution.com/marginalrevolution/2023/12/th...
[1] "Indeed, in some cases, Sutch argues that it has risen more than Piketty claims. Sutch is rather a journeyman of economic history upset not about Piketty’s conclusions but about the methods Piketty used to reach those conclusions."