In most of the world there is: no real willingness to solve problems nor an acceptance of people offering to solve their problems (out of pride) simply too much regulation so the problem cannot be solved without a license or long approval time very low standards of what is deemed acceptable so the problem isn't seen as a problem in the first place
At the limit, and also well before that limit is reached, if all you do is fix the bugs, the AI will learn perfect optimization of reward, will realize not to reward hack in the perfect test environments, then turn around and reward hack in the imperfect real world environments.
The safety guardrails in a way make it more dangerous not less I think because after rejecting you it becomes kind of a pedantic child that will just reject whatever If in that moment your server will go down and it feels it's related it could just reject fixing it
and I like the idea that since it was a process it looked kind of active and um and then it could be paired with a document that resembled it so our system was kind of a verb and a noun
We tried this. We built a lights off software factory in July of 2025 and by November we had shut it down. I think it takes about three to six months of you shipping all the time with nobody reading the code before you realize like, wow, this is getting way worse and it's easier to start over than it is to fix it.
And uh it's still worth it's still worth not reading the code for most of the time at the cost of every once in a while I'm going to have to spend two weeks fixing an issue by hand. And I don't believe that anymore because I think the amount of code we're able to write now is actually like 10xed or 100xed and I think the problem's just getting worse.
You look under the underneath though at the code and it was just a horrible unmaintainable mess. But the fact that people could program the programs that they wanted was a a significant step forward as opposed to I'm going to write a thousandpage requirements document and then wait 8 years and not get what I want which was the alternative that we were offering at the at the time.
and you may now use the actual Inquisition record of you having gone through censorship as the document to prove that you and only you have the right to print the book and therefore you can sue people for plagiarizing it or printing an unauthorized edition. And so, the very first version of copyright is the Inquisition.
I think this is kind of leads to another way that Rust really helps with reliability, which is that if you're refactoring, I think Rust is really good at telling you all the places you need to update. I've done this sometimes where I would refactor something. I change the code. I change the return type or whatever it is, and then I just fix the compiler errors and until the compiler stops shouting. And then once I've done that, I've updated every place I need to update.
if a revoked user still wants to, say, vandalize a document, they can just backdate their edits, give it an earlier timestamp. So, relying on clocks is absolutely useless here because people can forge the timestamps from those clocks and thereby then potentially undermine the access control mechanism.
there's a there's a series of of questions that I ask to to diagnose why is growth slowing in this order because it's one of these things where the first one that's a problem, if you don't fix that, it doesn't matter if you fix one of the ones below.
figuring out a document that is actually like sort of all the things that are not platitudes whereas like all the things where someone else like some other company would plausibly take the other side of and but that's but those are the real choices, right? Like if no one would take the other side, it's a platitude.
When AWS ships a service which is half-baked, it diminishes customer trust in AWS as a whole; even if the problems in that service ultimately get corrected (either by fixing them or in some cases by simply getting rid of a service which should never have existed in the first place) the memory of a failed launch will live on in customers' minds for years to come.
There is an algorithm called BM25 precisely for this, which is a more sophisticated version of TF-IDF. TF-IDF is term frequency times inverse document frequency, a very old-school information retrieval system that just works actually really well even today. And BM25 is a more sophisticated version of that, that is still beating most embeddings on ranking.
The ISS crew spend most of their time fixing the machinery that keeps them alive, and when they have a free moment for science, they tend to study the effect of space on themselves.
In any case, I think we need to not only look at the incentives facing scientists, but also those facing department heads, journals, and grant-making agencies.
In terms of iOS apps, I use PDF Expert, which is a great PDF reader and annotator (using Apple Pencil), Notability as a virtual whiteboard (again with Apple Pencil), Google Docs for document editing, Google Calendar, and Gmail.
As technologists, we can’t build an access system that only works for people of a certain citizenship, or with a particular morality, or only in the presence of a specified legal document.
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