My personal best guess would be that Ukraine's unstated policy is to have "sprint capacity", like Japan and South Korea do. That is, to not make weapons or anything that would get them flagged as having a weapons programme, but to have everything needed that, if the word "Go" was given, that they could nuclearize very quickly.

Unlike your typical rogue state that seeks to get nuclear weapons, Ukraine has no need for mass centrifuge facilities or anything like that. They already have plutonium en masse, as they're a major nuclear power generation state with extensive waste supplies. Plutonium extraction via PUREX is merely metallurgy (it's not a simple metal to work with, but it doesn't require isotopic enrichment). You need nitric acid (bog standard, nobody will blink an eye), a reducing agent like ferrous sulfamate (not much of a red flag, it has tons of uses), and an organic solvent like tributyl phosphate (a little bit of a red flag, but it has other uses, and there are alternatives), and a bit of gallium (~1%) for alloying - not a problem. Ukraine could very readily have all of this on-hand, an underground lab ready to go, and a rolodex of people to staff it if the order is given. They'd need high explosives like PBXs or TATB, but nobody would blink an eye at Ukraine buying them. High speed switches for the detonators used to be a big red flag item, but today they increasingly overlap with power electronics for motors and power grids. You need neutron initiators, but there's a number of options for that. And running bomb physics simulations and doing small component tests is something they could easily have under the radar - if they don't outright have old Soviet design plans dusted off and ready to go.

The biggest red flag would be Ukraine inexplicably removing nuclear waste (for processing) and/or trying to defeat IAEA monitoring, so that would likely be not done unless nuclear tensions looked severe. Because if it looks like you're sprinting to a nuclear weapon, it increases the odds of a preemptive nuclear strike against you.

Map of agricultural production changes in the nuclear winter following a minor nuclear exchange, posted for no particular reason.

(For a full-scale exchange...)

Also, for no particular reason, a map of Russia's population distribution, alongside a reminder of Russia's nuclear missile failure rate, particularly booster failures. And that nuclear warheads have been commonly lost disturbingly often even during peacetime, with at least seven weapons from four incidents lost in flight landing in a way that left them fully intact and easily reparable, just from the US alone. And that Ukraine is rich in nuclear engineers, including still some retirees who worked in the Soviet nuclear weapons programme.

There's also this myth that "if you just use a nuclear weapon, you automatically win the war". Nuclear weapons are immensely effective terror weapons, but their effectiveness on the front is a lot weaker than most people think. People on frontlines tend to be in trenches, bunkers, basements, armoured vehicles, etc, and can be surprisingly close to a tactical nuclear blast while still surviving. They're effective against hard points but struggle against a broad, diffuse front (aka, today's front, which is a sparsely populated, deep, amorphous zone, thanks to drones). Amortizing Russia's estimated budget for tactical nuclear weapons comes up with ~$15-25M per weapon (not counting the delivery system), so they're hardly a dime a dozen either.

IF, via terror bombing or threats of terror bombing, you can convince your enemy to surrender, then congratulations, you have won (enjoy your nuclear waste heap and restive population who wants nothing more than to kill you). If they do not, however, their only goal remaining will be to focus 100% on using their extensive nuclear waste supplies rich in plutonium, their extensive long-range strike weapon supplies, and their extensive metallurgical experience, to render your major cities to ash in the same way that you did theirs.

(I also just assume herein that Ukraine doesn't actually have a secret nuclear weapons programme already, which is certainly an assumption).

I look forward to the unplanned broadcast of Swan Lake.

Why are you so obsessive on this? I'm Australian, and my EV was paid for with iron ore money. We ship literal mountains of iron ore to China, and they send us cars. Without that iron ore, my state would my much poorer, and I'd still be driving an old Corolla. ... You're not autistic, are you?

To be clear: you can still totally argue about qualia, sentience, things of that nature. What is not up for debate is that they work through unimaginably-complex chains of logical reasoning on superpositions of conceptual states and engage in forward-planning and metacognition. These are just demonstrable facts.

There is no 'sentiment' in an LLM or internal state equivalent to 'thinking' anything.

Yes, there is.

You are Norwegian?
Then let me say congratulations, you have the most awesome economy on Earth.
Many countries are blessed with oil and mineral wealth, but none have managed it as well as Norway.
And such beautiful scenery. I have been lucky to visit more than once. One day hope to see Bergen when it isn't raining.
Climate sucks a bit, but I'm Australian so would never admit 40C is too hot.

Are you playing dumb? https://www.google.com/search?...

In 1969 they struck oil in the North Sea, and managed it incredibly well. No Dutch disease, no giving all the profits to private companies, or throwing it into spending. Oil, and good governance, is why they have so much money, and can afford all those Teslas.

Feelings are subjective and I meant that to sound tongue-in-cheek. The point is that they're paying for those EVS with oil money. Not that there's anything wrong with that.

No, it's called "Evidencing The Fact That It's A Widespread Shorthand" (in specific, among Wikipedians, where it's in official terminology as well), a widespread usage that was falsely claimed to not exist.

(I'll also take this opportunity to note: rage about the use of shorthand on "copyvio", but not a word about "algos")

Shorthand should be something that other people actually use

Okay Felicia.

TL/DR: "copyvio" is the Wikipedia-standard shorthand for copyright violation, used both in direct speech and in official templates. If a person says "copyvio", they've probably spent a lot of time hanging out at Wikipedia, where copyright violation is a frequent topic of discussion.

I'm sorry if shorthand offends your sensibilities. Should I spell out all shorthand for you? Maybe make sure I only use emdashes instead of "-" while I'm at it?

Oh, also, as pointed out further downthread, any LLM with a training cutoff before the license change date is pretty much assured to be okay for use in a cleanroom implementation. Copyright holders cannot make retroactive copyright changes, and open source licenses generally explicitly grant rights in perpetuity anyway. The threat would be new code. But since the cleanroom side has never seen that new code (it was released after the training date), it remains untainted. And training cutoffs generally lag model releases by many months, so not only should all current models be in the clear, but most next-gen models as well (subject to cutoff date verification, and various kinds of nuance such as avoiding RAG, potential post-training contamination, etc - but there's easy ways to guarantee these aren't problems that are present)

First off, you can always just use a LLM with an open training dataset (OLMo, Pythia, etc) to prove that the data isn't in it, and have that handle the "clean" side of the equation.

Secondly, you are under the mistaken impression that a LLM that has been exposed (which, BTW, does not mean "memorized", or even any rough understandings of the workings - ask the LLM (ideally an abliterated one to avoid refusals) to reproduce the original code verbatim, it'll almost certainly fail badly) automatically fails in such a suit. It does not. There is no such thing as "homeopathic copyright contamination". Copyvio requires substantial similarity. LLMs will tend to have common algos memorized, but those are the very things that tend to be simultaneously not copyrightable.

The cleanroom is an evidentiary shield, not a pillar of copyright law. If you can prove that the cleanroom team had no access to the original, then you can prove that they didn't copy it, and potentially get summary judgement. If you can't prove that, that doesn't mean that it's not copyvio, it just means that you instead have to focus on substantial-similarity defenses. Access without substantial similiarity is not copyvio. If you read an open-source codebase, close it, and then later write a new program purely on your own that looks nothing like the original, you had "access", but still did not infringe. The same applies to LLMs - but even moreso, because humans are much better at learning from brief, limited exposures to content than LLMs are. A court will usually apply an "Abstraction-Filtration-Comparison" test - they break the code down into layers (source code, parameters, architecture, algos, etc) (abstraction), remove everything that copyright law does not protect (ideas and common algos, things where there's only a limited number of ways to possibly do it, etc) (filtration), and then compare the creative expression that remains to see if there exists sufficient similarity to count as infringement. It is highly unlikely that a LLM-implemented version will fail that.

(That said, you're talking about a long, expensive legal battle if you get to that point, so you obviously prefer to be able to get summary judgement if you can)