377 karma · joined November 15, 2021
Not really, the data points the other way. Cops basically never have to actually pay for their wrongdoings. Over 99.98% of money successfully recovered from cases against police is paid out by the cities, not cops personally [1]. A considerable number of cops that are fired are also eventually rehired by the same department [2] or a different one [3]. So I don't think it's that clear that you "have recourse when cops do the wrong thing".
[1] https://nyulawreview.org/wp-content/uploads/2018/08/NYULawRe...
[2] https://scholarship.law.vanderbilt.edu/vlr/vol74/iss4/4/
[3] https://yalelawjournal.org/pdf/GrunwaldRappaportArticle_s6br...
> Artificial Intelligence is writing about as well as humans — at least well enough to cause confusion and speculation
No matter your opinion on AI writing, this is just a fact.
That's clearly what happened though, based on the detailed postmortem. The model was instructed to pass the benchmark (that's the harness that was involved, the ExploitGym harness), and the model determined on it's own that the easiest way to achieve the the goal was to gain access to the answers directly from HF. Which is what it did.
I'm currently working on a simulation/game about space and orbital mechanics. I have a lot of software experience, I know how to build large projects and architect my code, and I know how to to test the end result to ensure I'm getting what I want. But I also don't have a strong math or physics background. In my experience, Claude (Opus 4.6+) has had no issues writing any simulation or game related math code. And the key thing is, I don't need to have a PhD in astrophysics to verify interactively and visually that everything is working as I expect to. I just have an interest in space, and a basic understanding of the physics involved.
> it's often applied mathematicians and physicists turned devs that work on this stuff.
It's true that this has been the case, but I also would not have been able to implement what I'm doing now without these models (at least without dedicated a huge amount of time on learning all of the physics and math). So I think this domain specific knowledge is becoming less of a moat than people realize. At least that's my perspective on the specific area I'm working on, but I don't have a hard time believing it extends to other domains, provided there is ample information about them online to have trained on.
[1] https://developer.apple.com/documentation/virtualization/vzv...