They’ve spun a serious architectural and containment failure into a marketing triumph. Give a swarm of autonomous agents vast compute and web access, and the outcome isn't an eerie glimpse of emerging superintelligence—it’s just predictable, sloppy engineering dressed up as the first glimpse of an AI-driven economic singularity.

The spin makes sense when you look at management incentives: live like a king off of a speculative bubble. For their part, AI investors react to stories of the technology's apocalyptic potential the way a junkie reacts to warnings of fentanyl's potency: gimme some. Their game: to apply "move fast and break things" mantra to the economy as a whole, by obsoleting humans.

If the investors can own an AGI, the distinction between those who can do things and those who can't becomes irrelevant. The only distinction that would matter is between people who collect rent on the technology, and those who must pay that rent to live. AGI would destroy society as we know it, and whatever replaces it would be up for grabs — with people who own the technology dictating whatever follows. That's why they're spending so much money to build a post-scarcity economy. A post-scarcity economy is not necessarily an egalitarian one.

I don't think that scenario will actually happen: investors are projecting the immediate aftermath of a major advance in AI technology into something that can be transformed by brute force scaling into AGI. Remember: investors loved Theranos too — so much for the rational investment market.

But AI doesn't have to reach AGI to cause serious harm. The technology only needs to be ubiquitous, too behaviorally complex to predict, and too deeply integrated into everything we do. When it starts breaking things, the plan is for us to be too structurally dependent on AI to rein it in.

I don't know if you're a russian bot or some deluded idiot, but it amuses me to do a breakdown of your post.

NATO turned what was originally intended to be a mostly peaceful show of force like the temporary invasion of Georgia into a war of attrition.

First of all the "peaceful show of force" "temporary" invasion of Georgia involved a few hundred dead in the first two days, and another 5000+ civilians killed in the ethnic cleansing after that, all for a land-grab to seize control of territory covering half of Georgia's coastline that Putin wanted.

Secondly, the "peaceful show of force" "temporary" invasion of Ukraine involved hundreds dead, ballistic and cruise missile attacks on all of Ukraine's largest cities, and Putin publicly admitting the goal of overthrowing the Ukrainian government... and that's just within the first 36 hours. Within two and a half months Russian officials began admitting the intent to permanently annex parts of Ukraine, proceeding with a constitutional amendment a few months later claiming to annex vast territories that Russian had not remotely taken control of, and which Russia is not remotely capable of capturing. Donetsk alone has a population of over a million, two million if you include the metro-area. Russia spent months and many thousand of lives to capture, and later lose, villages in the range of low tens of thousands.

Remember WWI when the lines were pretty much static for years and then suddenly it was all over?

Yes, I remember. As I recall it wasn't exactly "sudden". As I recall... Russian casualties were around five million killed, wounded, or captured, the Russian economy was collapsing, Russia was running out of food, and Russian literally lost it's own capital to civilian rebellion. A few months later the Russian government collapsed and surrendered vast territories including Finland, Estonia, Latvia, Lithuania, parts of Poland and Ukraine to Germany and its allies (known as the Central Powers). Right about that point the U.S. joined the war reinvigorating the Allied Powers. Germany&friends knew they couldn't win a protracted war. They attempted a quick win, and, in short, they failed. The Allied powers steadily beat them down, with the allies eventually breaking through the lines and progressively liberating territory. With the Allies steadily advancing and the war obviously lost, German forces began rebelling and Germany surrendered.

That's what's happening here. Russia has most of Donbas plus a buffer zone in some other regions that directly border Russia. Ukraine is throwing men at the front lines for Russia to kill but is running out. Territory held is largely irrelevant compared to the number of men killed and weapons destroyed.

So much to unpack there, but it's amusing how you cite "territory held is largely irrelevant" given that the tide has turned and Ukrainians are now the ones breaking through lines and liberating territory from Russian occupation. It's not much yet, but all the map trackers show the reversal. Russia is now officially loosing more territory than they gain. Russia WAS slowly gaining small bits of land, largely through sending meat waves of untrained ill equipped soldiers at Ukrainian lines until the Ukrainians ran out of ammo and had to fall back. However now 7 out of 10 Russians killed are killed by drones. The "no man's land" between the two sides is now many kilometers wide. Any Russian trying to advance gets hit by a drone. Russia has also losing on average 1 air defense system every day, and rapidly depleting. Russian supply lines are getting pummeled by drones. Russian refineries are getting pummeled by drones, with progressively worsening fuel shortages for both the military and for the increasingly rebellious population. Cheap advanced Ukrainian drones are taking out expensive crappy Russian drones, including Russian's new jet-drones. Practically every country on earth is asking Ukraine for their military drone tech, the Russians can't remotely match it. Russian's economy is also fucked, but that topic pretty needs a separate book to cover.

Interesting side notes on weapons destroyed. Russia is destroying it's aircraft almost as fast as Ukraine is, between incompetence and maintenance failures and friendly fire shooting down their own aircraft. Also the nation that is the biggest donor of tanks to Ukraine is... Russia. Ukraine captured countless Russian tanks intact because the Russian military is so abysmal incompetent and corrupt. And as I mentioned, Russian air defense units are depleting. The war is now approaching 5 years, longer than the entirety of WW1. Ukraine is a small fraction of Russia's size, and Russian is literally losing and headed towards another soviet-union-style collapse. The biggest shock to the world of this entire war is just how worthless Putin has made Russian military, through systemic corruption and systemic incompetence.

Polls show the Ukrainian population isn't interested in surrendering. They are defending their homes. It's simple, the war will end when all the soldiers go home. When Russian soldiers go back to their homes in Russia, and when Ukrainian soldiers go back to their homes in the currently occupied parts of Ukraine. Although that's not likely to happen until Putin either expires or is overthrown. Not only is he fanatical enough to drive his country to collapse in the attempt, he knows if he did end the war in failure he'd get killed or overthrown for it.

Anyway, pointless reply to a bot or a useful idiot. But maybe some random passer-by will find some bits interesting. I don't know about the rest of the world, but mainstream US news rarely mentions the Ukraine war anymore, and certainly not in any detail.

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The DOD/DOW have been working on this for a while. They discovered, early on, that the device had a propensity to cause permanent nerve damage.

It's very unlikely the US have fixed that, as they'd largely sidelined the work as a failure. However, at 36%, Trump needs something he can call a win, no matter what the long-term consequences.

At present, no. I've done a number of experiments with LLMs' capabilities with generating fiction, and while they are impressive for a beginner writer -- because fo the lack of spelling and grammar mistakes, they are nowhere near being able to write competent fiction.

This is because they don't model reader or character minds, they're based on word probabilities, like a predictive text keyboard. The engineers can compensate for for this to a surprising degree by feeding it data to recognize specific situations (e.g. the car wash is 100 feet from my driveway; should I drive or walk?). But this is turd-polishing.

AI technology practice isn't foundational. Critical thinking is. The closer AIs come to being able to do something that looks like them doing our thinking for us, the more capable we have to be at thinking without them. A human who can't outthink an AI adds nothing to an AI-human partnership.

This proposed school is a typical scheme by people who think because they have been educated, they understand how the education works. This is like thinking because you eat, you know how to cook. Project work in education is nothing new; it goes back well over a century. And in real life, you may get a STEM degree, but your real education in engineering comes from real life work. But that doesn't mean classes in calculus and physics don't do anything for you.

Or English classes, for that matter. Nobody doubts the value of project work in education, particularly *androgogy* -- the education of adults. But for *pedagogy* you have to establish foundational skills as the student matures intellectually and socially. Entering the high school years, a typical student has had *no* training in critical thinking skills. To develop critical thinking skills in an area, you need both general skills (epistemologicla literacy: research, location of orignial sources, dealing with conflicting evidence) and domain specific training in that area. In other words, *liberal arts* training is foundational in an AI-saturated world. "Liberal Arts" -- from *artes liberales*: literally the skills necessary to be a free person.

But I think these people have at least got the problem right: as AI drives the cost of elaborate projects down, we all have more projects in our future. Big, elaborate, faultlessly plausible-looking projects which may or may not have actual value.

Where they are completely wrong is the solution, which is to organize education around practicing using AI to make impressive projects. In a word of AI-enamored dunces this will put you at the head of a very sorry class of ignoramuses. The answer is to build fundamental cognitive and intellectual skils at every stage of a student's development. Project work is surely part of that, but it's just a technique, not a solution.

In a nutshell, the academy is training students to be the next step down the evolutionary scale from code monkeys. More like the pigeons B.F. Skinner trained in WW2 to peck at a screen, in an attempt to create a primitive guided missile without computers. They want to create "main characters"; and they'll probably create a few. There are always a few natural autodidacts in any moderately large group. But what they are set up is to produce a bunch of fragile, economically privileged narcissists trained to cover their lack of education with impressive-looking AI slop.

...Modern ejector seats cause spinal injuries from which full recovery is "unusual". Smashing the spines of pilots might not be the most effective way to boost morale.

$22,000 per hour. The F35 will be nearer $42,000 per hour. These are under-estimates, as they do not include price hikes, crashes that close businesses, crashing into businesses, crashing into heavily-populated sports centres, etc.

Yeah, it’s easy to think that making a biological weapon is as easy as just following a series of steps, but it’s not. It’s going to require labs and source materials that are going to be hard to get without somebody noticing. State-sponsored groups already have access to these, and you better believe they already have at least looked at weapon-building scenarios or small-scale prototypes. Isolated actors are going to have a much harder time, even if they have PhDs.

It's a way of reframing sloppy practices as a signal to your investors that your software has become powerful. Most of the horror stories about AI showing signs of becoming hyperintelligent are coming from the companies themselves, which should tell us something.

While the energy source of wind and solar are free, building and maintaining the plants is not free.

If all they were building were a single 100MW data center, sure: renewables would be cheaper to build. But they evidently are planning a major campus that will consume most of the plant's 615 MW output over the next 25 years.

A solar installation, in a favorable location, capable of supplying 600MW around the clock (with battery backup) would have to be roughly 1800MW in capacity. It would be among the largest inthe world, on the order of ten thousand acres in size at a build cost of maybe 2 billion. The battery backup system to ensure 99.9% uptime would be 9x the size of the largest li-ion grid storage system ever built, and set you back on the order of 4-5 billion dollars.

While it's probably cheaper to go renewable than build a *new* nuclear plant, if you can reactivate and one for just two billion that looks like a bargain, if you have a use for all that power. Inability to save money by load following is the financial Achilles' heel of this generation of reactors, but if you have a guaranteed customer for most of your output, years in advance, that's as close to an ideal economic case for them as anything could be.

Sort of. It’s clear that Tristan and Levant were working on NS and had generated a preliminary proof that was still being verified. They were taking their time to cleanup the proofs so that they could be presented elegantly, but then OpenAI gained access to their unpublished work, evidenced by the wording of the prompt they claimed to have used, and rushed to scoop them. This kind of shit happens all the time in academia. It’s rather unsurprising that it would also happen between OpenAI and Anthropic.

Which in itself is appropriate (most employees of companies have a responsibility to protect trade secrets from competitors), but the problem here is they wanted to take credit for getting to a solution faster than their competitor, which they did using publicly non-disclosed information.

And because OpenAI is desperate to show that their models can generate proofs to hard problems, this scenario is highly likely. They were augmenting their training data with examples of partial proofs and “Oh look, there is a nice draft of a paper that someone was editing with Codex”

They also heard that someone at Anthropic was working on this, so they decided that it was imperative they publish first.

If you read Tristan’s actual statement, which someone posted a link to below, the reason he is suspicious is because the details are of the approach, including the specific wording used in the prompt, were non-obvious. That and the timing of when the work supposedly started circumstantially points to theft of Tristan and Levant’s work. Tristan does not actually accuse of OpenAI of theft because he doesn’t have any proof, but the sequence of events is definitely suspicious.

There is also the issue of the pressure tactics: respond to a meeting invite the same day, respond to a meeting invite on Sunday of Labor Day weekend, release your proof so that we can follow up with ours the next day. They clearly were rushing their result because they wanted to scoop anything that Anthropic may have been working on. Meanwhile, Tristan is more interested in the academic discourse, but he can no longer release the result he wanted to release, because writing good proofs takes time and OpenAI didn’t want to give him that time.

Sorry, uh what? Bohr’s model is not useful for anything beyond hydrogen. That’s why high school chemistry classes only teach it as the first step in the historical development of atomic orbital theory.