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My presentation to INLP workshop at AGI-21. Creativity, freewill, consciousness. Process & where deep learning fails @IntuitMachine. "Togetherness" still too trapped in formalism @coecke. Hypothesis for significance of neural oscillations at end @hb_cell.
youtu.be/YiVet-b-NM8
Rob Freeman retweeted
People who cured / are curing their own cancer on X:
1/ @sytses - bone cancer, billionaire founder of Gitlab, developed 10+ personalized therapies for himself.
2/ @paul_conyngham - shrank his dog Rosie's mast cell cancer tumors after chemo and surgery weren't enough. Now backed by YC and Founders Fund
3/ @miriamgonp - stage 4 breast cancer, tumor sequenced, searching for vaccine manufacturer now
4/ @kevinace - stage 4 lung cancer, angel investor in 300+ companies, first drug stopped working after 18 months. Vaccine designed, now paying $300k out of pocket for the vaccine
5/ @masonbgrant: going founder mode on his his 32-year-old wife's rare liver cancer, sequencing her tumor with AI agents
6/ @ArunRLverma: former product leader at Atoms and Shopify, brain tumor, built a vaccine from his tumor. Now building an AI health agent startup based on what he went through
We're going to make it
I love the transition, Peter Beck, buttoned up, then "You f'ing beauty! ...She's still burning!" With that Southland "burr". Legend.
$rklb @RocketLab
Rocket Lab의 시작
거대한 Electron도, Neutron도 아니었다.
첫 로켓 Atea🚀
Atea는 마오리어로 “우주(space)”
발사일: 2009년 11월 30일
발사 장소: 뉴질랜드 Great Mercury Island
종류: 서브오비탈(궤도 진입 X) 사운딩 로켓
높이: 약 6m
목표 고도: 약 120km
뉴질랜드 최초 민간 우주 발사
사실상 차고 스타트업 수준의 도전
여기서 시작해
지금은 재사용 로켓, 위성, 우주 시스템까지 만드는 풀스택 우주기업으로 성장.
작은 실험용 로켓 하나가 오늘의 Rocket Lab을 만들었다. 🚀
As a European, I apologize to Americans for all the idiocy coming from our side.
You save your pilots no matter the cost.
You send humans to the moon.
You fight authoritarianism head-on.
It's truly inspiring.
We're on the wrong side of the moral equation.
Very interesting visual illusion.
Spoiler...: Is it that the brain mixes the images, but then recalls the mix only, even when one is covered. As if it only recovers from cues and doesn't bother to re-scan.
Ha, funny. But to be fair I think the pot was brought to the boil much earlier than that:
"the disease that caused the late twentieth century West to try to wipe the cultural slate clean, and reinvent all social customs from an undifferentiated soup of naive postwar liberalism."
No. This is not actually a choice that women need to make.
Almost everyone is confused about this, because the actual, functional mating customs of civilized humanity were almost entirely lost in the baby boomer great reset.
In civilized humans, courtship between the sexes is initiated by the female.
This is why civilized men hate cold approaching, and only r-selecting knuckledraggers are comfortable with the practice... along with men who have killed off their natural distaste for it because they had to learn it out of sheer necessity.
Women generally hate this idea, because they don't like cold approaching, either.
But I did not say cold approach. I said "initiate".
What a woman is supposed to do, according the customs of actual civilization with functional mating rituals, is see a man she thinks she might like, and covertly signal an invitation to approach.
This invitation is the first measure of a graceful social dance, where the steps are known to both partners. The signal is to be clear enough that the man understands its intent, but subtle enough that it can be plausibly denied if he proves to be distasteful on closer examination.
It is then the man's responsibility to overtly approach and court. But this is not a cold approach, because he knows he has been invited. His responsibility is to not screw up a good beginning.
Thus, no one is cold approaching.
Look at the cartoon. You've seen it before. And this indeed how it works... but only in a broken culture.
Because when both sexes understand their roles, the difference between the top and bottom panels isn't whether the man is objectively attractive or not, but whether Susan dropped a hint.
The reason things work this way now is that Susan was brought up without the slightest inkling of what she was supposed to do.
In fact, if you told her now that she's supposed to know how to accidentally drop a handkerchief, she'd probably resent the implication that she has any duties or bears any responsibility for doing anything at all.
But power and responsibility together in both directions. If women have no responsibility to invite an approach, then they have no power to control who approaches them.
And this is a power they desperately want. This is the true reason why they complain about how being approached is "creepy". They have an instinctive sense that men they don't want are not supposed to make a pass, but they have no idea how this is supposed to not happen.
So they try to leave it to men to work out. And men, like women, and like every other carbon-based life form on the planet, are noted for their inability to read minds.
There is no individual solution to a broken collective.
Dire misunderstandings between men and women trying to find mates are simply one more symptom of the disease that caused the late twentieth century West to try to wipe the cultural slate clean, and reinvent all social customs from an undifferentiated soup of naive postwar liberalism.
An individual woman who learns to drop a hint — and more importantly, understands that she should — is still powerless to force men around her to learn to pick one up, or to refrain from being a sex pest when she doesn't drop one.
An individual man who learns to spot a hint is still powerless to read the minds of women who don't even know they are supposed to drop one, much less how.
Humans, unlike almost all other animals, are not creatures of instinct alone. We are evolved to develop and use rituals. And thus we need to have those rituals, and to transmit them to the next generation. Or we will not thrive.
Did every culture have a genteel lexicon of hints and winks and dropped handkerchiefs and how to hold a lace fan?
Of course not. Mongol horse archers would think this was all effete nonsense.
But Mongol horse archers never invented the radio or the airplane or machine tools or the air conditioner, either. So who cares what they would have thought?
We had a way of courting. It was a dance, not a war. It worked. People were happy with it.
Then some hippies decided it didn't work with their abstract and stupid philosophy. So it all had to go. And now even conservatives don't always remember what it is we're supposed to be conserving.
A good piece by Melanie Phillips on the centrality of a rejection of objective truth to our current cultural woes. The question is how to better deal with the idea of subjective truth. It turns out this is also the question at the heart of AI. And the question is also the answer.
Thank you @elonmusk for recognising my work. I thought you might like to hear a little more about it.
The second of these is Talmy's "satellite-framed" vs. "verb-framed" language. With most verbs being constructions packing in manner, like "roll down" instead of "descend". An interesting distinction in language type. Talmy has a few. That's always one that sticks with me.
Rob Freeman retweeted
Replying to @a16z
Wow. That is the best thing I’ve read in a long time.
Unless you are building a pyramid by hand, progress comes from outliers…not from averages…
Modes ... stabilized ... by boundary conditions, is a nice match with what I'm working on:
"cognition does not arise from local control signals, but from which spatiotemporal modes are permitted, stabilized, or suppressed by global boundary conditions"
Much of cortical neuroscience is quietly shifting abstraction layers.
This review makes it clear that cortical activity is better understood as wave dynamics on a constrained manifold rather than as neuron-by-neuron computation. Traveling waves, standing waves, and their superpositions are not epiphenomena, they are the functional degrees of freedom the brain actually uses.
The deeper implication is that cognition does not arise from local control signals, but from which spatiotemporal modes are permitted, stabilized, or suppressed by global boundary conditions. Neurons shape the medium and its constraints, but meaning lives in the structure of the modes themselves.
From this perspective:
- perception corresponds to stabilized standing wave patterns
- information flow corresponds to traveling waves shaped by geometry
- task switching reflects boundary reconfiguration, not rewiring
- psychological state reflects global mode occupancy, not firing intensity
Directionality, coherence, and integration emerge naturally from geometry and anisotropy, without requiring a central controller or executive signal. Causality flows from constraints to dynamics, not the other way around.
What’s striking is how seamlessly this framework bridges physics, physiology, and psychology, while quietly demoting rate-based, localized explanations to secondary effects. The cortex behaves less like a network issuing instructions, and more like a resonant field exploring its allowed configurations.
This isn’t a speculative leap. It’s the unavoidable consequence of treating the brain as a continuous, bounded medium, and it suggests that understanding cognition is fundamentally a boundary-condition problem, not a wiring diagram problem.
@AFornito
@NeuroCellPress
@KarlFristonNews
@gyorgybuzsaki
So now we don't only need to consider that meaning might be subjective. Is entropy subjective?
Is entropy subjective?
Entropy is core to the laws of thermodynamics and the arrow of time. And yet, some physicists argue that entropy actually depends on who is measuring it. Could it really be the case that such a fundamental aspect of the laws of physics is subjective?!
I addressed this question in my talk at the Rationalist Festival (Rat Fest) 2025, organised by @ConjectureInst. Watch here or on the YouTube link below!
High dimensions in cognitive representations. I don't see them saying the dimensions are dynamic. But simply saying all elements of the data remain relevant, may imply this.
Human visual cortex representations may be much higher-dimensional than earlier work suggested, but are these higher dimensions of cortical activity actually relevant to behavior? Our new paper tackles this. 🧵(1/n) cell.com/current-biology/ful…
Interesting thread and paper. I understand this to be saying that attention networks can be reduced to a lower dimensional geometry.
Not quite what I propose. I want the geometry to be dynamic. But still suggestive, and possibly useful, with the mapping to geometry.
Wow, NSW Premier spelling out that you can no longer have free speech in Australia because, why? Because there is no truth? Is that what multiculturalism says? That there is no truth? Because cultures disagree? So the solution to no truth is to not allow anyone to say anything?
This quoted post is unavailable.
Good to have a summary of Chomsky's reactions to LLMs circa 2023.
Replying to @lemire
Not surprising that Chomsky was so dismissive of LLMs when he wrote about them in 2023 (many of his criticisms turned out to be wrong): archive.is/AgWkn
It's an interesting idea whether the weather (on the Earth or the Sun...) might be self aware in some way. We'd never know. Just as we don't about each other. Or other species. We can only analogize to the extent we are similar. The universe may be all flurries of self-awareness.
Stephen Wolfram says language lets humans package private thoughts and transmit them to other minds.
He argues we already guess about consciousness in people, animals, and soon AIs by observing behavior, not peering inside.
He claims brains, weather systems, and computers all run computations that reach the same ultimate power level.
This “principle of computational equivalence” blurs the line between human thought and other complex processes.
It suggests that many systems we meet including advanced AIs deserve to be treated as thinking in their own way.
Fascinating work this. Given input energy, self-replicating complexity, aka life, naturally emergent. And happening suddenly as a kind of "phase transition".
"A cycle can be even more stable than a fixed point."
This is life arising from non-living matter ("abiogenesis") in a computer program and it looks just like a phase transition in statistical mechanics.
Some argue grounding and special properties of chemstry are required, but what if life is an "inevitability of computation"?
@blaiseaguera's BFF experiments suggest "life emerges" from randomness via gelation dynamics 🧬
Interesting project. Refining such a relationship between learned "embeddings" in language models & language sequences seen as oscillators, is what I've been trying to do.
There have been a couple of tricks for language, because the relevant symmetries in language are sequences.
🧠➡️🤖 This paper shows how oscillatory sync can power “HoloGraph” a brain-inspired model outperforming classic #GNNs on complex structures
nature.com/articles/s41467-0… #AI
The field has been led astray by LLMs, if your premise is that the solution is world models. I can understand the appeal of this idea to @sapinker, because LeCun's idea is similar to Chomsky's UG. But it's also different. It retains ML. Are world models too, innate & unlearnable?
An AI pioneer, Yann Lecun, says his field has been led astray by Large Language Models (since they are not based on factual models of the world, but only on massive correlations and abstractions from them). As a cognitive scientist, I'm sympathetic. wsj.com/tech/ai/yann-lecun-a… via @WSJ
























