No one had ever made the Kessel Run in under 12 parsecs until Han Solo, either.
821 karma · joined March 10, 2026
No one had ever made the Kessel Run in under 12 parsecs until Han Solo, either.
https://arxiv.org/abs/2610.08144
> Autoformalisation is increasingly used to verify mathematical texts, including those generated by AI, as in OpenAI's announced proof of blow-up of solutions to the Navier-Stokes equations. In this process, an AI system translates the text from a natural language (NL) into a formal language such as Lean. Once this translation is done, the argument expressed in the formal language can easily be mechanically verified. The purpose of this article is to demonstrate why this process may offer no confidence in the original NL argument, owing to the various difficulties in performing the translation semantically faithfully. In particular, we highlight that the problem of resolving ambiguities in mathematical NL text, which is necessary in order to provide semantically faithful translation, is arbitrarily high up in the Solvability Complexity Index (SCI) hierarchy/arithmetical hierarchy (the SCI =∞). Hence, informally, providing semantically faithful AI autoformalisation is harder than any computational problem including the Halting problem (which has SCI =1). To demonstrate the effect of this result we provide several examples of AI mistranslations of NL statements and proofs into Lean in practice, resulting in mismatches between NL proofs and their Lean `verifications'. These include OpenAI's announced Navier-Stokes proof. In particular, we show that the formalised Lean proof does not correspond to the NL proof of blow-up of solutions to the Navier-Stokes equations.
And I don't think that paper addresses it, but if the LLM can find a bug in Lean and exploit it to prove something, there's a good chance it will find it and not report it. So if you've got some million-line proof in Lean, spit out by an LLM, you still can't quite trust it, even after validating the problem transcription.
(This is the same category of problem as the huggingface hacking incident, where the LLM finds and exploits an unintended cheaty loophole)
That's just an argument that you shouldn't do anything if you can't do it perfectly.
We know we've got it pretty well close to accurate, for the bulk of the observable universe.
If c changes, then chemistry changes, and stuff like hydrogen absorption lines shift. This is how scientists have looked for changes in c in the early universe.
which are not supermarkets.
I doubt the answer to this is "none".
And how many of them are just exploiting some loophole that will need to be closed in the problem definition?
If you bake a given transformer architecture into silicon and then, a year later, changes in transformer architecture give a large inference performance boost, you may have to throw away all that now nearly-useless silicon that gets outperformed by humble GPUs.
No, it isn't a known phenomenon, and no, that isn't what happened.
Transmissibility and virulence are actually linked.
Delta was more transmissible and was more deadly, not less. Omicron was also highly transmissible and highly deadly.
Viral replication is also linked to both transmissibility and virulence, and that also increased with Delta and Omicron.
The headlines that Omicron was less virulent were falsified when Omicron hit Taiwan (a largely immune-naive elderly population) and was every bit as deadly as Delta was.
What happened to make later strains less deadly was the evolution of the human immune system since pretty much everyone became vaccinated or recovered and acquired T-cells that would recognize later strains.
The virus only "cares" if it becomes so virulent that it kills you before it spreads. The way that COVID kills, long after the presymptomatic shedding period, after several weeks, doesn't matter--you can dial it up and make that worse, and you won't prevent the virus from spreading.
> blaming some elderly Chinese guy who didn't cook his bat soup well enough
that's also a bit racist. they just eat raccoon dogs, which we don't. and they bring live animals into the market, that people browse, which is the bigger problem.
and ask devoutly religious people what they think of americans eating pork and beef...
Going from infecting a lab worker to a high-precision spillover in a wet market, without leaving a trace anywhere else, is just not how a viral infection is likely to work.
And when you look at the documented lab release of SARS-CoV-1, it killed the researcher's mother. If a lab leak happened, we would expect it to hit the people closest to the researchers at the lab who were infected, and the places they visited. Hitting only the wet market isn't very likely.
The outbreak looks like a wet market spillover. The fact that it happened in the same city as WIV is an unusual coincidence, but if the virus developed in rural Hubei, it was likely it would spillover in Wuhan.
I think the problem is primarily what you wrote about "outgroups", where once it is the "other" that is targeted, then people support it. They just don't do the math about how that is happening, what institutions are doing it, or how those policies and methods could eventually be turned against them.
And yeah, there's Fundamental Attribution Error at work. Still, I think there's some more narcissism-spectrum-related logic at work where people don't have the self-reflection to consider that conditions they impose on others could wind up getting imposed on them.
You can find a ton of urbanites/suburbanites who want surveillance to ticket speeders, reckless driving, loud exhausts, etc. And they're out buying Ring cameras and alarm systems because they're worried about house/car break-ins and theft.
And if you take a radical online urbanite leftist and start talking about right-wingers sending rape and death threats to women/minorities, and the kind of online communities that breed those kinds of people, you will likely find sudden enthusiasm for surveillance.
Also still plausible that Trump is managing to line his own pockets with the profits of that Venezuelan heavy crude being sent to Qatar.
These LLM agents are just massively complicated optimizers thrown at fuzzily defined problem spaces, with fuzzier constraints.
The people using the model set up the landscape it explores and turned it loose to do real things. It just found an allowed basin in the model that they weren't aware of and started blindly grinding towards an optimal answer.
From roughly 1953 to 2000, the inflation-adjusted cost of the mean house was around $200k-$250k in today's dollars. Now it has nearly doubled, and mortgage rates are on the rise and headed back towards 10%.
I think it needs to be called out as being bad, and deconstructed properly, and that outrage needs to get redirected back onto the structural issues.
Which is another argument--that when people behave badly because of structural issues, that isn't an excuse.
https://www.mediamatters.org/donald-trump/story-trump-insult...
Which is what Putin would want to justify a new wave of troop mobilizations and forced conscription.
And just invoking Article 5 is unlikely to wind up immediately looking like tanks rolling across the Polish border into Russia the next day, sweeping through into Moscow and deposing Putin in a week--which is fantasy for multiple reasons.
The response would be measured and probably wouldn't go much beyond no-fly zones over the borders, and NATO forces shooting down Russian drones over Russian territory to start with.
But this would get Putin the justification for conscription that he wants. It would also provoke further debate in NATO member states over the costs of getting further sucked into a war with Russia, and Putin wants to use that in his propaganda war to strengthen the right wing in NATO states.
And Ukraine may be very vulnerable right now if Russia can figure out new combined arms tactics in a drone-saturated battlefield and restore maneuver warfare to the front. Combining that with bad weather in the winter, and 100,000s of newly conscripted troops for a zerg rush into the meatgrinder, and Ukraine could wind up in a very bad situation.
This whole war is on much more of a knife-edge than the propaganda from both sides suggests. And political reality limits what NATO can do as a response to having a Starlink terminal burned down. Be cautious of giving Putin the response that he wants to elicit.