I similarly felt in the past that by the time computers were pareto-better than I at math, there would already be mass-layoffs. I no longer believe this to be the case at all, and have been thinking about how I should orient myself in the future. I was very fortunate to land an offer for an applied-math research job in the next few months, but my plan is to devote a lot more energy to networking + building people skills while I’m there instead of just hyperfocusing on learning the relevant fields.
o1 (standard, not pro) is still not the best at math reasoning though. I occasionally give it linear algebra lemmas that I suspect it to be able to help with, but it always has major errors. Here are some examples:
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I have a finite-dimensional real vector space equipped with a symmetric bilinear form which is not necessarily non-degenerate. Let be the dimension of , be the subspace of with , and be the dimension of . Let and be dimensional real vector spaces that contain and are equipped with symmetric non-degenerate bilinear forms that extend . Show that there exists an isometry from to that restricts to the identity on . To its credit, it gave me some references that helped me prove this, but its argument was completely bogus.
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Let be a real finite-dimensinoal vector space equipped with a symmetric non-degenerate bilinear form and let be an isometry of . Prove or disprove that the restriction of to the fixed-point subspace of on is non-degenerate. (Here it sort of had the right idea but its counter-examples were never right).
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Does there exist a symmetric irreducible square matrix with diagonal entries and non-positive integer off-diagonal entries such that the corank is more than ? Here it gave a completely wrong proof of “no” and, no matter how many times I corrected its errors, kept gaslighting me into believing that the general idea must work and that it’s a standard result in the field that it follows from a book that I happened to actually have read. It kept insisting this, no matter how many times I corrected its errors, until I presented with an example of a corank-1 matrix that made it clear that its idea was unfixable.
I have a strong suspicion that o3 will be much better than o1 though.
corank has to be more than 1, not equal to 1. I’m not sure if such a matrix exists; the reason I was able to change its mind by supplying a corank-1 matrix was that its kernel behaved in a way that significantly violated its intuition.