um nevertheless there's a dynamic at work that's complicated that I know you're you you've got to be a I mean I infer that you've got to be aware of it where um everybody wants to be seeneverybody is fighting for attention attension is the finite quantity now and
exploration and search and, you know, trying different things. And that whole process of, of test time scaling, Inference, is really about thinking. And it's about reasoning, it's about planning, it's about search, it's about... And so how could that possibly be compute light? And we were absolutely right about that. You know, so test time scaling is intensely compute intensive.
But Kimi K2 Thinking and Kimi K2 is a model that is very popular. People say that has very good creative writing and also in doing some software inference, on the reasoning, even on the pre-training?
He looks at it, checks it, and then he makes the five cuts on the five great vessels-- if I can remember them-- superior vena cava, inferior vena cava, aorta, pulmonary vein, pulmonary artery. I think that's five-- takes it out and puts in the new heart.
natural as breathing they are rung on the ladder of inference okay now the term the next term once you recognize that is called an assumpt now the assumpt is a a term I actually I made up you can use any any
these by you have the sufficient wealth you have probably private wealth we don't know any of this but that's what's inferred in it and that you don't have to work for a living you can live this closeted life but what kind of life is it that you're living and I'm offering you something else and at that point Patrick's
ID after you have had uh sex reassignment surgery and you have become infertile um permanently so the law requires you to change your body completely and make yourself infertile and that is um violation of international human rights standards so
structures a lot of other things just to name a few and then of course with Statistics methods and surveys experimental design statistical inference computation graphics and software to do a lot of this just to name some um this particular this entire body of work and this book in particular red state blue state has been blogged about quite a bit on places like
They're using the blue bars. So when software detects someone is scowling, they infer that the person is angry, and in fact, you'll hear companies refer to a scowl as an "anger expression" as if there's a one-to-one correspondence, and
consistently display disgust, anger, and fear, and so on, and that it's a mistake to infer that someone who is scowling is angry. And in fact, it's a, it's a mistake to call a scowl an "anger expression," because only sometimes does a, is
You mentioned junk food. They infer that when you're juggling information, you make a very different decision.
play in the hard times. with infertility. I had prayed every single night for two years that we would one day have a healthy child.
But Kimi K2 Thinking and Kimi K2 is a model that is very popular. People say that has very good creative writing and also in doing some software With inference scaling, you don't spend money during training, you spend money later per query, and then it's also like math. How long is my model gonna be
in a patient? Oh my gosh, I have a best story for you. So, one of the most frustrating things about my practice is treating infertility in young men that have significant metabolic dysfunction. These are young men that have a low sperm count, right? So, they can't get pregnant because they just don't have the numbers to make it happen. And
Most paintings typically includes some mixture of details that are faithful to the subject, details that are distorted or embellished, and inferences and interpretations that are neither absolutely true nor entirely false, but rather, a reflection of what the artist's perspective. The same is true of memory." So this quote truly transformed my way of thinking about memory
What he actually does is a little multivariate regression. He infers three or four parameters from the data-- linear ordinary least squares-- you can do it to a freshman class now. And so I could learn, which we actually do in the lab of our class.
12 education. And I became really angry because I thought about, um, all the years where I felt really demeaned by our curriculum, where people would tell us we were inferior and I had no evidence or facts or history to push back on that notion. I mean, I knew it didn't know true, but I had nothing. Um, no fax to to argue. And I remember thinking all this time you all knew this
is inferior to my own technique, and that somehow could make the Chinese world
So infertility is defined such as when a man and a woman has been trying to conceive naturally for a year and they have no success, and that's it.
Inductive inference machines. Evolutionary computers.
like infertility. And the question is what else is gonna happen because that's the first marker.
the inference is as always very weak there's nothing in what we measure that guarantees that it's accompanied by
of inference For What Might Have Been or what might be it allows s for
theoretically possible to infer the Niagara Falls from a raindrop.
And hence to infer the direction to the illumination you take in the painting, you put a dot in the middle of the eye,
we can infer that the star is alternately moving away from us and then towards us and then away from us again
Do you infer that there is not intelligence there?
And then we infer intelligence if it's the best explanation we have to account for that type of behavior.
So we have to infer its existence.
we immediately infer that its existence involves not only machine-like processes but human intelligence.
We can infer it's there but don't know it's there.
And we had to infer what that bit of the brain did from what they couldn't do anymore.
So you can infer traits from behaviors this way.
I have to infer based on some evidence stream that you're either capable at a high level of problem solving for some environment or context in which you'd want to use it,
and try and infer what the affect was that the author is trying to communicate.
You can probably infer quite a lot about their socioeconomic background, et cetera, really within two or three seconds.
We try to infer the immediate intentions of others in the situation here and now, and in many ways,
could they infer something like this machine works on a conjunctive principle or this machine works on a disjunctive
You can infer something about the shape.
They can infer the orientation for some Earth orbiting CubeSats like the IPEX CubeSat that I was a PI for.
You might infer by the fact I did not get the memorandum about dress today.
So I had to infer , even though nobody was looking at it at that time, or believe, that if rats had neuroplasticity, humans like we must have neuroplasticity,
And so we can infer properties of these very first stars that really shaped the universe at this early time.
able to infer that he's mortal.
You mentioned junk food. What do the researchers infer ?
They let the computer infer that itself and score the probability that one would be the right word or not in that
So could I infer that everybody has their genetic predisposition, which they start with and their sugar intake regulates them around that? Or how would you describe it?
And we can infer that from the motions of the stars in the galaxy.
And most importantly, my relationship with my wife was strained by the fact that we were struggling to conceive at the time, in the middle of this two-year infertility struggle. I was drinking six, seven nights a week.
and their inferiors start talking, they tend to feel, “Are they rebelling against me?”