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points by johnnudd 2 days ago | 0 comments
I have a PhD and Opus 5.5 came up with a novel solution to solve a problem in my area of research that I, and other experts in the field, had been unable to. This was from very general prompting it to find improvements over published methods.
[–] suddenlybananas 2 days ago
What was it?
[–] johnnudd 1 day ago
It came up with a way to efficiently evaluate the reliability of certain types of complex system using generating functions (https://en.wikipedia.org/wiki/Generating_function) to split the computation, which was far to large to solve with existing methods, into many embarrassingly parallel smaller problems and then reduce it back to a final result. The solution involved several distinct new ideas for it to work, really mind-blowing it was able to come up with it. The other cool thing was that, in the process and unprompted, it implemented code to validate and benchmark against existing approaches and known results just from the pdfs of the published papers (none of which gave reference implementations). In my research it would often take weeks just to replicate a single result from a paper.
[–] suddenlybananas 1 day ago
Sounds interesting but very vague!
[–] johnnudd 1 day ago
Perhaps but I have no incentive to write all the details here.
[–] aquentinn 1 day ago
I mean breaking a big problem into many small ones is hardly novel. It's how every business works.
[–] johnnudd 22 hours ago
By that logic modern cryptography is hardly novel because encryption is just mixing things up which is how every salad works.