Law of headlines. Past the slightly inflammatory framing, the article actually makes a case for making LLM reasoning more rigorous. Which, you know what, is absolutely something you could train them on. Might be worth exploring if we can apply the rigor rigorously. You could have smaller models that converge at all on harder problems, and larger ones that converge faster.