Qwen3.8 27B beats all medium models (40B–150B). It has the same score as DeepSeek V4 Flash 0731, which ranks #5 in large model category (> 150B).

Sources:

- https://artificialanalysis.ai/models/open-source/small

- https://artificialanalysis.ai/models/open-source/medium

- https://artificialanalysis.ai/models/open-source/large

Chains exist. Red scarf is proactively added. ("Maybe a scarf blowing in the wind for charm!) No hands/wings, though.

Generated 30.2k tokens in total and took 52 mins on M5 Pro in low power mode (it will possibly take less than half of that in auto energy mode).

That's true for targeted attacks. For untargeted attacks, attackers have little incentive to do the exploit.

Do you mind sharing your use cases?

"Nonsense! You wouldn’t have asked the questions if you hadn't survived."

Questions stand alone, regardless of whether someone or something exists to ask them.

Firstly, we have zero evidence for multiverse. Some scientists even argue that the idea is untestable and unfalsifiable.

When you said:

> there must be a graveyard of universes where the parameters just didn't work out for life

You just committed inverse gambler's fallacy. It's like:

> You wake up with amnesia, with no clue as to how you got where you are. In front of you is a monkey bashing away on a typewriter, writing perfect English. This clearly requires explanation. You might think: “Maybe I’m dreaming … maybe this is a trained monkey … maybe it’s a robot.” What you would not think is “There must be lots of other monkeys around here, mostly writing nonsense.” You wouldn’t think this because what needs explaining is why this monkey—the only one you’ve actually observed—is writing English, and postulating other monkeys doesn’t explain what this monkey is doing.

— https://www.scientificamerican.com/article/our-improbable-ex...

> No matter how low the odds are, the counts of those potential interactions bring this outcome to a certainty.

"No matter how low", really? Are you suggesting that your multiplication result is infinite? Otherwise, no matter how big the result is—even if it's Graham's number or TREE(3)—but as long as it's finite, there are odds so low that bring the outcome extremely unlikely.

The thing is we don't know even a ballpark estimate of the odds, but you were saying like we have a lower bound of the odds. The universe is unfathomably huge, true, but we also don't know if abiogenesis is less unfathomably unlikely.

And let's not pretend that no diplomatic solutions have been proposed, all of which were rejected. They will only accept it if they own every inch of the land and Israel is obliterated (their own word).

Most people don't realize that science—and even everything in life—has to start from some axioms/assumptions, just like math. I first realized this fact when I was reading the Relativity book written by Einstein himself, who challenges the assumptions in classical physics.

As time goes, some of the assumptions could be proved to be unnecessary or even wrong. There must be still some assumptions left, though—because without them, we can't talk about science, or anything, really.

That's one little reason why Rust is loved by many: immutability by default. Meanwhile, it's not even possible in Go to declare immutable variables!

Agree. When people hear the adage "don't roll your own crypto", they often think it refers to crypto primitives only. In reality, it's also hard to design a secure crypto protocol, even if the underlying crypto primitives are secure.

This is too naive. While it may be the case for single player games that use online connection only as a DRM mechanism (Hitman 3, Gran Turismo 7), for some games it's not trivial at all.

For example, The Division 2 servers do not only act as a "coordinator" between players like CS:GO servers, but also run logics for NPCs and environments. The server and the client are too tightly coupled.

I'm not saying that the only surprising result is an English esssay. But sure, let's add all languages in the world. Getting a proper one-page essay is still surprising, because the absurd number of ways to arrange characters in one page. It's much much much larger than even the number of particles in the universe.

> but is probably 10^1,000 or so times more likely than any specific sequence.

Obviously. Your point? If the probability of an event is so low, it doesn't really matter if it's 1 in 10^1000 or 1^1000000. If that event happens, it is surprising.

---

Anyway, I'm not arguing that the galaxy ring is a rare occurrence, hence surprising. I don't know even an approximate probability of it to happen.

I'm arguing against those who shrug and say "Well, it's random, so even a complex structure can form." Not necessarily. It all depends on the processes behind it.

Case in point: Darwin's evolution. The only reason that it's plausible that random processes can transform basic living organisms into complex ones like mammals is DNA replication.

Without DNA replication, random mutations between generations would be independent, just like random key presses by a monkey. You need to start over every time. This makes it essentially impossible to form complex organisms over time, considering how long DNA of complex organisms is.

Obviously. But that’s not the point (no pun intended). My point is that most of the "shapes" would be just an unstructured shape—if you can even call it a shape. "Familiar" shapes will be much much unlikely to form that "uncommon" shapes. (Hopefully this is obvious because the number of familiar shapes are much much fewer than uncommon shapes.)

Let me use another example to help you understand the point. Suppose a monkey is given a typewriter and a sheet.

Is the probability of getting The Declaration of Independence is as likely as the probability of getting one particular gibberish sequence of characters? Yes.

Should we surprise if the monkey types any proper one-page English essay? Yes.

In case it's not obvious, that's because the number of possible ways to write a proper one-page English essay, albeit humongous, is nothing compared to the number of possible ways to arrange characters in one page. In other words, it's very very very unlikely to happen.