Mary packed the binoculars in chapter 3, therefore she may use them on the train in chapter 6.
Gemini 3.1 Pro hasn't needed that pretty much at all, which is impressive compared to how much I've learned other models need it. Somehow it's able to mostly handle that stuff itself without needing the constant manual reminders and hand-holding. It still misses the occasional one or two things but it's way better than other models missing entire classes of things constantly. Somehow, it feels appropriate though I have no actual evidence why.
Jokes aside, no I'm not saying anything about creativity and LLM coexisting in one sentence. I genuinely try to use them for writing and I genuinely run into issues with other models missing details, and misunderstanding poses, or anatomy, or directionality, etc. I'm not hating on them for anything related to the term LLM (or creativity) but rather for the real issues that I've seen myself using them personally.
So I'm saying Gemini 3.1 Pro is the best I've seen because it seems to be a decent bit better than frontier models at this. Genuinely. It seems better able to transfer concepts into less traditional areas, which is important when say, you have entirely non-human characters? (Which I always do.) A lot of models get stupid incredibly quickly in that case because they were trained with humans.
It is.
It showed me that all human creativity and art is an attempt to express the indescribable Otherness in words, which always fails, and even the word "describe" in Russian literally translates as "write around" ("о-писывать"), and its close relative "define" means limiting, assigning an end to something infinite, thus leaving the essence outside of words.
Now, LLMs operate totaly within words and hence will always be a parody of art.
I explicitly tell you that there are things (in fact, it's a single thing, fractally generating everything else) that can't be shown, expressed, or otherwise be reduced into language, and you keep demanding to show it, while in fact staring at it your whole life and failing to see.
Psychedelics (not "drugs" as you keep trying to smear them) are just one way among the many to see it, but in the modern way of living, also almost the only one available.
Anyway, I think what they're saying is that if you train a model purely on generating language, it'll lack many of the things about human brains (and the human experience) that result in the language they generate. The process can matter more than the result for language (specifically for creativity and art, too), so it follows that a model trained purely on the output is going to be missing something more fundamental, even when it does produce coherent language. This matches up with my LLM experience so far. That's not to say anything about their value or utility, just that they're not the same.