Claude discovers a novel enzyme system with CRISPR-like repeats
Thread
Loading the complete thread in the background. This saved snapshot is available now. Refresh
Unofficial Hacker News client; not affiliated with Y Combinator.
Claude discovers a novel enzyme system with CRISPR-like repeats
Loading the complete thread in the background. This saved snapshot is available now. Refresh
Unofficial Hacker News client; not affiliated with Y Combinator.
bonsai_spool · · focus · HN ↗
iamronaldo · · focus · HN ↗
jrflo · · focus · HN ↗
> All of the lab work is performed by human scientists.
eleventen · · focus · HN ↗
unglaublich · · focus · HN ↗
MeditatingMarmo · · focus · HN ↗
guy4261 · · focus · HN ↗
jrflo · · focus · HN ↗
eleventen · · focus · HN ↗
looperhacks · · focus · HN ↗
phoghed · · focus · HN ↗
looperhacks · · focus · HN ↗
[deleted] · · focus · HN ↗
[deleted]
[deleted] · · focus · HN ↗
[deleted]
bpodgursky · · focus · HN ↗
datadrivenangel · · focus · HN ↗
eqmvii · · focus · HN ↗
BobbyJo · · focus · HN ↗
dude250711 · · focus · HN ↗
kikokikokiko · · focus · HN ↗
demritocracy · · focus · HN ↗
pizza234 · · focus · HN ↗
physicallyIllfr · · focus · HN ↗
criddell · · focus · HN ↗
nozzlegear · · focus · HN ↗
pixl97 · · focus · HN ↗
With the level of compute they have they aren't stuck with frozen models like you are.
physicallyIllfr · · focus · HN ↗
The llms are supervising rlhf and creating synthetic data (to an extent) but they're nowhere close to being able to operate the full training stack end to end. This is a fantasy being sold to investors to create fomo.
jackb4040 · · focus · HN ↗
I don't think there can be a coherent definition of RSI unless people lay out their theory for how intelligence scales. LLM-assisted coding is great but respectfully optimizing pytorch features or whatever is not gonna lead to exponential improvements. That approach to scaling diminished years ago, leading all the labs to switch to reasoning.
Now it seems reasoning is also yielding diminishing returns, so all the labs are pivoting to specializing in particular fields like math / infosec / biology. They're improving due to accessing new proprietary training data and doing RL with human experts. Again I don't really see any amount of "AI research interns" leading to an exponential improvement to this strategy, they're not the bottleneck in the first place.
pizza234 · · focus · HN ↗
Not true. On the contrary, LLMs are developing faster than predicted. They were expected to solve a Millennium Prize by 2030... and here we are in 2026. Release cycles are getting faster. Just compare the most recent GPT or Claude with what they were an year ago.
> How is this different from arguing that Microsoft Clippy was RSI?
We can argue about semantics, but that's not really the point. The point is that what started now - which no doubt is in its infancy - will result in full autonomy quite soon (they project an year or so), with the risk of RSI causing agent development to slip (long term) outside human cognitive control/capacity.
jackb4040 · · focus · HN ↗
I feel like I laid out several cases where other things were the limiting factor on improvement and more agents wouldn't have helped, and I didn't get a response to those cases.
What "they project" (the labs) is of minor interest to me. Aside from their incentives and track record of lying, in recent months they are laying out a story that is pretty much just the plot of Terminator, and directly referencing rationalist beliefs that were published long before LLMs even existed.
famouswaffles · · focus · HN ↗
Is the diminishing returns in the room with us?
>so all the labs are pivoting to specializing in particular fields like math / infosec / biology.
They're not pivoting to anything. The goal has always been creating a machine that could automate all or nearly all human work. They're just coming along on that mission.
As for RSI...I think the term is a bit odd in the modern context. It was created at a time when conventional wisdom was that generally intelligent machines would be these logic automatons that could "alter their own code". Instead we have massive neural networks that take months to train.
In this paradigm, the ways a LLM could "improve itself" would be altering its own weights directly or creating and training better, vastly more efficient architectures for the next generation of models.
The former is probably not happening but the latter is possible.
jackb4040 · · focus · HN ↗
This is why I'm trying so hard to drill down on the theory of scaling, and not just talk about improvement in general, hand-wavy terms. If the bottleneck of current scaling strategies is training data, or something fundamental about the model architecture, then just throwing more harnessed chatbots at it won't lead to an exponential increase in performance.
Now you could argue that the AI we have now will help us find that change in architecture, and I would agree. But that means we're firmly outside the singularity for the time being, and what people are in fact talking about is a hypothetical.
famouswaffles · · focus · HN ↗
That's not quite right. They are still scaling model size and have had several new base pre-trains, just nothing so big as 4.5 (as far as we're aware). o1/4o has not been the base for some time now.
Data is obviously a bottleneck for some regimes and LLMs will have to get their hands dirty experimenting but it doesn't look like an insurmountable wall either.
jackb4040 · · focus · HN ↗
This is gibberish, you may as well tell me you've found a load-bearing seam.
famouswaffles · · focus · HN ↗
mullingitover · · focus · HN ↗
petcat · · focus · HN ↗
pixl97 · · focus · HN ↗
The people that say "It's just a next word predictor" might as well be saying "Well, it's just a long rage nuclear missile".
caaqil · · focus · HN ↗
jjtheblunt · · focus · HN ↗
epistasis · · focus · HN ↗
bananaflag · · focus · HN ↗
thorum · · focus · HN ↗
monospacegames · · focus · HN ↗
Not saying that they were right or wrong, but that single moment sullied all AI-driven breakthroughs that came after it, and I don't think it was ever particularly relevant, at least not nearly to the degree that it was presented in the media. But I guess it ended up being a convenient outlet for AI anxiety in the end.
mullingitover · · focus · HN ↗
The LLMs that make this stuff possible weren't created by the AI labs from whole cloth. They crept up and jumped onto the shoulders of giants, basically the collected (non-consensually, of course, but jingles keys look at this pelican riding a bicycle!) works of humanity. Every discovery LLMs enumerate in this fashion rightfully needs to have a billboard-sized asterisk regarding the provenance of the discovery. "Claude" didn't discover this, everyone who worked to produce the internet that Anthropic siphoned into their dataset belongs on the credits.
It's great that it happened, and I wish them the best of luck in using our work to make the world a better place. Just don't forget who the rightful owners are.
famouswaffles · · focus · HN ↗
techpression · · focus · HN ↗
mullingitover · · focus · HN ↗
[1] <a href="https://www.nytimes.com/2026/09/27/science/anthropic-biology-enzyme-mestre.html" rel="nofollow">https://www.nytimes.com/2026/09/27/science/anthropic-biology...
aakil · · focus · HN ↗
encyclopediai · · focus · HN ↗
All it takes is to identify the syntax, so to say.
SirMadam · · focus · HN ↗
If it is indeed HIGHLY analogous to programming, we would then expect LLMs/future systems to be HIGHLY proficient at accurate ex-vivo gene [or enzyme/protein] modification/construction
asdff · · focus · HN ↗
But the hard part is really nothing is annotated or defined. We have annotated and defined some things but its tricky work and so much left to describe. Its like you have entered a house and have no idea what each room is for, or what the light switches do, or even what even is a light switch, or a room for that matter. Maybe you identify a repeated plastic switch through the building that seems to be nearby doorways, you call this the light switch. What does it do exactly? Have to flip it and hope you can detect what changed. Hopefully when you flip it the whole house doesn't just die in the womb, but actually limps along in some way where you can say "this switch controls the garage developing as an attached structure or detached in the back yard"
Simboo · · focus · HN ↗
whtrbt · · focus · HN ↗
And a [YouTube talk by the author](<a href="https://www.youtube.com/watch?v=984vm12HUF0" rel="nofollow">https://www.youtube.com/watch?v=984vm12HUF0).
encyclopediai · · focus · HN ↗
hardbass · · focus · HN ↗
Paracompact · · focus · HN ↗
encyclopediai · · focus · HN ↗
Sorry about this "not A but B", now is one of those situations where is needed.
Is not:
- cellular automata, - Turing machines
implemented chemically.
The goal, first of UPIM, then chemlambda or chemSKI, is simply to: - find chemical complexes, - or to make them
(though I suspect that we shall discover them in our cells)
so that they enter in random chemical reactions which are akin the graph rewriting inspired by lambda calculus or SKI combinators or Interaction Combinators.
The thesis is that this chemical translation still can do "anything" despite the lack of control of reactions or the combinatorial explosion of possible reaction networks.
Under this thesis we are graph quines.
6thbit · · focus · HN ↗
Models make progress on coding and math because they can write tests and proofs to an extent. Many industries that are more 'physical' and require performing experiments lack that instant feedback loop. Find a way to close that loop and AI begins to look useful.
But try and convince companies to invest on closing that loop just to see if the current models work well on their problems or not? Tough sell. So Anthropic just shows them, hey look, this is possible and if you don't do it I will.. so they fold.
asdff · · focus · HN ↗
This is basically what they targeted with this approach. They can't automate the experiments since they are often bespoke towards certain goals or even feelings and assumptions based on sage technician knowledge that isn't really taught in any one place. Instead, they tried to automate the process of searching for candidate targets to then test in downstream lab experiments.
Seems exciting, but this sort of thing has been done for a while with just about every single ml classifier method out there for all sorts of biological data. Just yet another way to slice the pie.
pishpash · · focus · HN ↗
dwaltrip · · focus · HN ↗
root_axis · · focus · HN ↗
dwaltrip · · focus · HN ↗
dwaltrip · · focus · HN ↗
root_axis · · focus · HN ↗
I'm not sure I see one is clearly more difficult than the other.
esikich · · focus · HN ↗
wild_pointer · · focus · HN ↗
criddell · · focus · HN ↗
ex1fm3ta · · focus · HN ↗
aniceperson · · focus · HN ↗
pixl97 · · focus · HN ↗
At Google/OpenAI/Anthropic level you have clusters of LLM agents working with clusters of ML agents doing all kinds of tasks. A lot of this falls into proto-RSI where the LLM can improve the ML agents output based on analysis of said ML.
This isn't much different from how people work, you can't dump even part of DNA context in a human mind and get anything useful out. We has humans have to use and build tools to find answers because of scaling efficiencies of different computation types.
MachineMan · · focus · HN ↗
hackeraccount · · focus · HN ↗
solenoid0937 · · focus · HN ↗
Sol- · · focus · HN ↗
modeless · · focus · HN ↗
No doubt that curing cancer would help, but I think the timeline might be a little too long. Even RSI AGI will not be able to get new medical treatments to market instantly. Real world testing takes a long time and is an unavoidable part of the process.
jMyles · · focus · HN ↗
Is it unavoidable, though?
jjk166 · · focus · HN ↗
orangecat · · focus · HN ↗
HarHarVeryFunny · · focus · HN ↗
JoeOfTexas · · focus · HN ↗
Aboutplants · · focus · HN ↗
toomuchtodo · · focus · HN ↗
D-Machine · · focus · HN ↗
victorbjorklund · · focus · HN ↗
jobs_throwaway · · focus · HN ↗
SpicyLemonZest · · focus · HN ↗
smolder · · focus · HN ↗
dekhn · · focus · HN ↗
asdff · · focus · HN ↗
D-Machine · · focus · HN ↗
sourcinnamon · · focus · HN ↗
<a href="https://www.cancer.gov/news-events/cancer-currents-blog/2024/fda-amtagvi-til-therapy-melanoma" rel="nofollow">https://www.cancer.gov/news-events/cancer-currents-blog/2024...
<a href="https://jitc.bmj.com/content/8/2/e000848" rel="nofollow">https://jitc.bmj.com/content/8/2/e000848 (careful: Figure 1 can be very graphical, but it shows the huge positive impact of this therapy)
We also have therapies based on monoclonal recombinant antibodies conjugated with chemotherapeutics. Simply put, we can produce antibodies that are specific for markers present in the surface of cancer cells, and we can attach drugs that can kill those cells. The antibody part is what makes this type of therapy very effective (you target only cancer cells, and not healthy cells) and also very expensive.
D-Machine · · focus · HN ↗
Also, we barely have more than 3 years data for CAR-T for most cancers. And even still, the survival rates aren't great, in many cases 50% compared to e.g. <20% for previous chemo-immunotherapies plus marrow transplants. And this ignores how massively immunocompromised CAR-T leaves you (for at least a year in close to half of cases, but maybe even permanently, in perhaps as high as 10% of cases, at least for some lymphomas).
I say this as a person that is only alive because of CAR-T treatment 1.5 years ago.
ransom1538 · · focus · HN ↗
Glyptodon · · focus · HN ↗
boothby · · focus · HN ↗
Not if it's a virus
SwellJoe · · focus · HN ↗
boothby · · focus · HN ↗
baq · · focus · HN ↗
rafaelero · · focus · HN ↗
How so?
pooloo · · focus · HN ↗
jobs_throwaway · · focus · HN ↗
[deleted] · · focus · HN ↗
[deleted]
freejazz · · focus · HN ↗
keeda · · focus · HN ↗
rosslh · · focus · HN ↗
hlynurd · · focus · HN ↗
sebzim4500 · · focus · HN ↗
SwellJoe · · focus · HN ↗
I want to live forever (or until I'm bored of it) and I don't have kids. I'm not sure what that has to do with trustworthiness.
Edit: And, you're saying you want to die. Is that more trustworthy than not wanting to die? I suppose if you are religious, you might believe you're going somewhere good when you die, in which case, you don't actually believe death exists, so we're having different conversations. I believe death exists and is permanent, and I'd like to not do that.
hlynurd · · focus · HN ↗
tripleee · · focus · HN ↗
what a weird bias
nxc18 · · focus · HN ↗
GeoAtreides · · focus · HN ↗
SwellJoe · · focus · HN ↗
throw310822 · · focus · HN ↗
nxc18 · · focus · HN ↗
SwellJoe · · focus · HN ↗
nxc18 · · focus · HN ↗
I think early death is bad in the general case.
tripleee · · focus · HN ↗
Life expectancy has changed a lot. In 1900 the life expectancy was around 40. A while before that it was 30. What will it be if we cure cancer, alzheimers, dementia, heart disease (the main killers of "old age")?
This sounds like you've just accepted that death is inevitable and you might as well not fight it, which is fair, but that's quite different from not wanting to live longer if the opportunity was available.
throw310822 · · focus · HN ↗
solenoid0937 · · focus · HN ↗
sebzim4500 · · focus · HN ↗
nxc18 · · focus · HN ↗
SwellJoe · · focus · HN ↗
sebzim4500 · · focus · HN ↗
nxc18 · · focus · HN ↗
You’ve seen the consequences already of people routinely living into their late 80s and you think adding a few hundred years would make that better?
Yes, people should grow old and die.
bigfudge · · focus · HN ↗
It’s really because statistically, in my experience people without kids are more selfish than those without. This is more in description than judgement, but it’s true in my experience. We can speculate as to reasons, but looking after kids does train a certain kind of selflessness. Agreed we might be doing it for ultimately selfish reasons (self presentational or for care in old age or whatever). But for a good chunk of the time, caring for kids seems to require the fairly consistent subjugation of personal preferences, and a degeee of perspective taking, that I just think people without kids don’t have. And that often shows in their interactions at work and in daily life. Obviously there are myriad exceptions. But it’s true enough in my experience.
The wanting to live forever part also seems weird to me, and correlated with a certain sort of self regarding perspective. It seems obvious to me that I (or my generations) need to die for my children and grandchildren to have a good life. To try and subvert that also seems selfish or self important somehow.
I’m not really arguing this is a correct or good or just position. It might be terrible! But it did resonate..
AbsurdCensor · · focus · HN ↗
That would certainly be your opinion. I think the ultimate selflessness in a world being more and more damaged by humans would to elect not to perpetuate the species, and help try to leave the world a better place for those who do choose to have kids.
anthonypasq · · focus · HN ↗
mik1998 · · focus · HN ↗
tuesdaynight · · focus · HN ↗
AbsurdCensor · · focus · HN ↗
muspimerol · · focus · HN ↗
If you live in a developed country you probably already have a demographic crisis. Not having kids is hurting the next generation, not helping.
hlynurd · · focus · HN ↗
AbsurdCensor · · focus · HN ↗
ForHackernews · · focus · HN ↗
BeetleB · · focus · HN ↗
I've witnessed the opposite: Having kids made people much more selfish. Resources were plenty before they had kids, so they would spend a lot (time and money) on others - be it friends or the general public.
When kids come along, two things happen:
1. Resources are limited, so a lot less goes outside the family.
2. At least one parent will put the foot down when being generous to people outside the family - even if the wealth/income supports being able to do so. Tribalism sets in.
phainopepla2 · · focus · HN ↗
I just object to the redefinition.
BeetleB · · focus · HN ↗
bigfudge · · focus · HN ↗
Take a specific scenario: imagine a difficult outdoors adventure maybe cycling or walking, when the weather is bad and something has gone wrong (and any kids have been left at home). All else equal would you rather be stuck with a parent or a non parent?!
cannonpalms · · focus · HN ↗
rtsil · · focus · HN ↗
charcircuit · · focus · HN ↗
swat535 · · focus · HN ↗
asdff · · focus · HN ↗
Uhh, no. Your experience is not data.
sebzim4500 · · focus · HN ↗
This goes so far against my own (equally anecdotal) experience that one of us must be living in a bubble
orangecat · · focus · HN ↗
Wanting to die after a handful of decades seems weird to me, especially if you're in good health.
It seems obvious to me that I (or my generations) need to die for my children and grandchildren to have a good life
That is very much not obvious.
bigfudge · · focus · HN ↗
Perhaps you think that is possible? I hope so, but the evidence from octogenarian US politics isn’t hopeful.
orangecat · · focus · HN ↗
Yes, because old people need expensive health care and are much less productive. Those are two of the major reasons to solve aging. (The third and most important being quality of life).
Now imagine everyone lives in perfect health forever.
That would be great. Medical costs would fall drastically, and the worker-to-dependent ratio goes way up.
esikich · · focus · HN ↗
krapp · · focus · HN ↗
Glyptodon · · focus · HN ↗
patcon · · focus · HN ↗
When I hear people say stuff like this, I hear that they want to remove the single most universal chesterton's fence in all of living systems. I hear them take pride in their/our hubris, and demonstrate willingness to put the whole multiplex ecology of life at risk because they believe themselves/us to be more clever than thermodynamic evolution.
Biological singletons (outside very specific niche situations) are not meant to persist, and most anything that has tried, it has simply been selected out of the lineage. This constraint (which we don't understand yet) is presumably the whole reason why biology discovered and moved into the more ephemeral higher-order substrate of thought and culture.
Just my feelings though. Feel free to disagree.
lirolero · · focus · HN ↗
[dead]
hlynurd · · focus · HN ↗
Because it hasn't happened?
SwellJoe · · focus · HN ↗
It isn't even a rule of biology. There are living things with much longer lifespans than humans, some even effectively immortal (absent predation or accident or climate change).
Your language implies you believe in a creator of some sort, something making decisions about how things should be. You've called it "biology", but "biology" doesn't "discover" or have a "reason" for doing things.
> I hear them take pride in their/our hubris, and demonstrate willingness to put the whole multiplex ecology of life at risk because they believe themselves/us to be more clever than thermodynamic evolution.
I hear you taking pride in accepting death on a quite short timespan as a necessity, and hubris that one individual living longer puts "the whole multiplex ecology of life at risk".
We have already disconnected from evolution, to a large degree. Many people who would have died in childhood a couple hundred years ago now survive to adulthood and procreation.
Should we stop vaccinating children because they were supposed to die to protect the delicate balance? Surely it is hubris to prevent their deaths when evolution and biology discovered polio and smallpox to kill and maim them? If there is a biological Chesterton's fence it is probably sitting somewhere around five years old and half of people wouldn't make it past it.
howunfortunate · · focus · HN ↗
It most certainly does not.
SwellJoe · · focus · HN ↗
howunfortunate · · focus · HN ↗
"Why do we have a heart" "Why do we sweat", etc.
But Chesterton's fence is often used in an even MORE generalized way than just that, not "why is it there" but "what are we not seeing about how this connects to everything else"
As an example, eradicating mosquitos. We see many obvious reasons why it might be good, we can even see that they don't seem that important in the food chain, but it would be hubris to assume we understand every potential connection they have to world ecology.
SwellJoe · · focus · HN ↗
SwellJoe · · focus · HN ↗
orangecat · · focus · HN ↗
"Thermodynamic evolution" says that sick kids should be left to die so that we can replace them with a better roll of the genetic dice. Yes, I do think we're more clever than that.
patcon · · focus · HN ↗
Death is part of our thriving and a part of us ("us" in the Gaian sense) at the largest coarse-grain scale, though it hurts like hell at the fine-grain one
SwellJoe · · focus · HN ↗
What evidence do you have that people living longer would cause a trend toward collapse? What evidence do you have that people who live longer and without debilitating health problems wouldn't care more about the future of our planet and society and be able to achieve more toward improving it?
You're accusing people who want to live longer of selfishly causing societal collapse acting as though you're taking a moral high road, preserving a precious thing, but you're arguing that 8 billion people alive today should die. That's a remarkable bit of ethical gymnastics and a monstrous position to take by my reckoning.
I was kind of OK with it when I was thinking, "OK, religious people believe nobody ever really dies." Which I believe is a fairy story, but one that many people believe and are raised to believe. But, yours seems to be your own brand of religion, and it doesn't even pretend people actually never die and go to heaven but you want it to happen to everyone anyway, which is really something.
solenoid0937 · · focus · HN ↗
They don't dare to dream of a world in which this isn't the case because you can't get hurt by a future you don't believe in.
patcon · · focus · HN ↗
Collapse is evident in that almost nothing survives being immortal except cancers and flatworms. You witness the evidence of this "collapse" all around you in that virtually nothing deigns to live forever and tell the tale (genetically speaking), and then you call me neglectful of some so-called evidence?
And as for your challenge, you don't know the conversations I've had with people I love. The politics of immortality are so challenging that I would not write my sincere beliefs so readily on the public internet.
EDIT: I do appreciate the chance to engage with ppl so different from the sort I regularly speak with, and so am grateful for the words, even if it seems we are both a little frustrated by them. Which is to say, thanks
solenoid0937 · · focus · HN ↗
The political problem is a solvable one. We have been solving such problems for millennia. It is not a reason for eight billion people to die.
patcon · · focus · HN ↗
patcon · · focus · HN ↗
alasano · · focus · HN ↗
While everyone else can't afford it. Hard to think of a more demoralizing "off with their heads" dystopian scenario.
ForHackernews · · focus · HN ↗
SwellJoe · · focus · HN ↗
notnullorvoid · · focus · HN ↗
optimalsolver · · focus · HN ↗
andriy_koval · · focus · HN ↗
throw310822 · · focus · HN ↗
nicman23 · · focus · HN ↗
onlyrealcuzzo · · focus · HN ↗
Why are you only allowed to live forever if you have kids?
Seems like someone seeking immortality should be willing to do for the elixir if they want it even a little bit...
bagacrap · · focus · HN ↗
Varelion · · focus · HN ↗
jobs_throwaway · · focus · HN ↗
Your dramatization of society's ills are not tethered to reality
Varelion · · focus · HN ↗
DeluluDon · · focus · HN ↗
kamyarg · · focus · HN ↗
You can see this is not a cyclic issue.
Or atleast not a cycle shorter than couple thousand years.
rafaelvasco · · focus · HN ↗
feoren · · focus · HN ↗
rendang · · focus · HN ↗
solenoid0937 · · focus · HN ↗
cannonpalms · · focus · HN ↗
throw310822 · · focus · HN ↗
The reality is that we don't make many children because our life is way too comfortable for that.
altcognito · · focus · HN ↗
For everyone else confused: Think of all the people throughout history we would prefer would not have lived forever. Then multiple that by A LOT. Then consider how greedy and sociopathic most of the billionaire class is already.
Now, we could spend time getting distracted by childless. I don't think it matters.
Windchaser · · focus · HN ↗
I'd even be fine with people who are billionaires living forever, so long as they don't remain billionaires / don't fuck with politics / etc.
altcognito · · focus · HN ↗
Fundamentally the problem with living forever goes beyond billionaires. People get stuck in their ways of thinking, the mindset of living forever is completely different. Why should I even listen to someone who only lives a mere 40 years? What is a suitable punishment for someone that lives forever? How does it change murder?
Philosophically, living forever may be corrupt by nature.
The only way to tear down tiers of society is for some of those tiers to literally die off.
Windchaser · · focus · HN ↗
Sure, if people get stuck in their ways forever. But what if they don't?
If we can solve longevity, we might also be able to "solve" brain plasticity, therapy, psychology, sociology, etc., such that people's beliefs will be more flexible and people's minds more open.
I think it is incorrect to assume that we would solve biology while all of the fields researching the health of the mind made little progress.
We shouldn't imagine the future as being like today, only different in a few key ways - this is the trap of sci-fi authors. The future will be different in more ways than we expect. We might well fix 'old people are stuck in their ways' before we fix longevity.
altcognito · · focus · HN ↗
The best analogy for a positive outcome I can come up with is living within our means as a species. Leverage AI, leverage all the tools we have for production, but we have to find equalibrium with ourselves and the universe we live in.
I'll vote for the terminators and meteors if we insist on living beyond our means.
lukeify · · focus · HN ↗
I have reduced trust in people who make judgements about the value systems of others based on fairly meaningless characteristics.
password54321 · · focus · HN ↗
carra · · focus · HN ↗
modeless · · focus · HN ↗
bagacrap · · focus · HN ↗
risyachka · · focus · HN ↗
I think its much simpler than that. Anything actually useful for people would be a good solution.
Obviously image gen and code gen is not the case, as though it does increase productivity, it doesn't make anyone's life actually better. If it led to 4 day work week - sure. Otherwise it could easily be net negative.
BurningFrog · · focus · HN ↗
Epa095 · · focus · HN ↗
BurningFrog · · focus · HN ↗
risyachka · · focus · HN ↗
BurningFrog · · focus · HN ↗
Businesses are just groups of people working together.
I've worked in several businesses and seen it myself!
Chance-Device · · focus · HN ↗
Banditoz · · focus · HN ↗
Chance-Device · · focus · HN ↗
It’s the top rated comment in the thread. Somebody tried to do something good, this is the response.
This pisses me off severely.
AndrewKemendo · · focus · HN ↗
airstrike · · focus · HN ↗
Chance-Device · · focus · HN ↗
suddenlybananas · · focus · HN ↗
Chance-Device · · focus · HN ↗
suddenlybananas · · focus · HN ↗
airstrike · · focus · HN ↗
Chance-Device · · focus · HN ↗
airstrike · · focus · HN ↗
First, do no harm.
Chance-Device · · focus · HN ↗
modeless · · focus · HN ↗
Chance-Device · · focus · HN ↗
And reading my own comment back to myself, I realise I do this too, and fail to positively reinforce as much as denounce.
yurimo · · focus · HN ↗
segmondy · · focus · HN ↗
Now on real world testing, you think the rule applies? I tell you it doesn't. Human life might be precious, but human life in practice is also not precious. We waste so much of it. In some countries regulations will stop/slow it, but there are plenty of places around the world that will turn a blind eye for a fistful of dollars. Countries will go to those locations if it means gaining an edge.
whatisthiseven · · focus · HN ↗
no_multitudes · · focus · HN ↗
SpicyLemonZest · · focus · HN ↗
qlte · · focus · HN ↗
dekhn · · focus · HN ↗
AI was decades away, for decades! It took a wide range of conditions to be satisfied before it became clear it was a powerful tool.
Also, medical people rarely use the term "cure cancer", as we have too much experience with recurrence of the "same" cancer (not just in the same location, but a genetic descendent of the original cancer).
mikert89 · · focus · HN ↗
hardbass · · focus · HN ↗
mikert89 · · focus · HN ↗
kanzure · · focus · HN ↗
<a href="https://news.ycombinator.com/item?id=49329717">https://news.ycombinator.com/item?id=49329717
JumpCrisscross · · focus · HN ↗
He isn’t wrong. But selling potential cures for cancer won’t cut it.
walt_grata · · focus · HN ↗
They'll need to show their goal is to help humanity and that all the other peoole arent acceptable collateral damage. Since those other people get to vote.
impulser_ · · focus · HN ↗
Sol- · · focus · HN ↗
mirekrusin · · focus · HN ↗
[dead]
AbsurdCensor · · focus · HN ↗
modeless · · focus · HN ↗
Is this true? I haven't heard this before. Cost to get approved is also important, are we making progress there?
dekhn · · focus · HN ↗
AbsurdCensor · · focus · HN ↗
asciimov · · focus · HN ↗
Chance-Device · · focus · HN ↗
Generally speaking, hiring an army of influencers to shill for you results in bad PR, and comments like this one.
the__alchemist · · focus · HN ↗
ethanj8011 · · focus · HN ↗
the__alchemist · · focus · HN ↗
It's not novel, and they don't know if it means anything. They published it here for PR purposes.
ethanj8011 · · focus · HN ↗
It also is clearly novel in the scientific sense. This is not a known system and it may resemble some attributes of similar systems but it differs substantially in its arrangement, since it's not clearly a retron.
As for if it is for PR. Yes, I don't disagree about that.
binlog · · focus · HN ↗
Chance-Device · · focus · HN ↗
Is there an equivalent headline for Anthropic of this?: <a href="https://www.businessinsider.com/inside-open-ai-influencer-marketing-strategy-chatgpt-ads-sponsorships-instagram-2026-9" rel="nofollow">https://www.businessinsider.com/inside-open-ai-influencer-ma...
binlog · · focus · HN ↗
Chance-Device · · focus · HN ↗
Let me know when OpenAI starts actively trying to cure diseases.
foxrider · · focus · HN ↗
binlog · · focus · HN ↗
doctorpangloss · · focus · HN ↗
ryanschaefer · · focus · HN ↗
I guess the improvement loop is tighter and they have more control over how discoveries can be used for marketing?
But, in my mind, it begins to feel like they are setting themselves up to be “everything” companies instead of focusing on their core product…
GolfPopper · · focus · HN ↗
Joel_Mckay · · focus · HN ↗
Chance-Device · · focus · HN ↗
qlte · · focus · HN ↗
<a href="https://www.cnbc.com/2026/02/06/google-microsoft-pay-creators-500000-and-more-to-promote-ai.html" rel="nofollow">https://www.cnbc.com/2026/02/06/google-microsoft-pay-creator...
<a href="https://www.reddit.com/r/NYCinfluencersnark/comments/1sn3t9k/anthropic_pr_dinner_is_wild_lol/" rel="nofollow">https://www.reddit.com/r/NYCinfluencersnark/comments/1sn3t9k...
<a href="https://aftermath.site/ai-influencer-creator-deals-sponsorship-google-microsoft-anthropic/" rel="nofollow">https://aftermath.site/ai-influencer-creator-deals-sponsorsh...
Chance-Device · · focus · HN ↗
If they want to compete to be seen as the good guys, by all means let them. But it means actually having to be the good guy, in at least some respects.
sebzim4500 · · focus · HN ↗
akersten · · focus · HN ↗
doctoboggan · · focus · HN ↗
0x4e · · focus · HN ↗
Insanity · · focus · HN ↗
They'll continue to burn money for marginal model improvements in the next few years all the while having no moat _and_ having Open-Weight / Local models eat their lunch.
The only way for them to stay relevant as a company is to expand beyond simply providing the models.
beachy · · focus · HN ↗
There was a pitched battle over features like row-level locking as competitors like Sybase, Ingress and Oracle scrapped it out. New features arrived on a monthly cadence, with immense engineering effort behind them. The winners (Oracle mostly) won a great moat which led to them to where they are today.
The fact that so many AI companies can produce amazing coding tools so quickly shows there is no moat, supporting your theory.
dormento · · focus · HN ↗
PowerElectronix · · focus · HN ↗
Joel_Mckay · · focus · HN ↗
Joel_Mckay · · focus · HN ↗
There is a serious alternative to NVIDIA "AI" hardware dropping out of China in February 2027. There is no moat, but a whole lot of unpaid debts in the near future.
Popcorn ready =3
Insanity · · focus · HN ↗
Joel_Mckay · · focus · HN ↗
<a href="https://apnews.com/article/huawei-ai-chips-nvidia-superpod-technology-26ab418df1339c518483918218ffbe57" rel="nofollow">https://apnews.com/article/huawei-ai-chips-nvidia-superpod-t...
Take it lightly until the benchmarks drop. ymmv =3
munksbeer · · focus · HN ↗
Joel_Mckay · · focus · HN ↗
Very wise, energy constraints are already feeding the hyper-scale gamblers their own hubris. =3
beachy · · focus · HN ↗
xdertz · · focus · HN ↗
twoodfin · · focus · HN ↗
HappMacDonald · · focus · HN ↗
I am pretty certain that the current state of the art silicon feature size won't shrink again for at least another decade or two.
It normally takes about a decade to mature a tech which can create a smaller feature size into something commercially viable for mass production scale, and no further improvements have been in the pipeline for that long now.
So it's like the "next piece" indicator while playing Tetris is just blank.
mordymoop · · focus · HN ↗
The companies who control the compute resources will ~always control the greatest "amount" of intelligence. They can lease that intelligence out, or they can use it themselves. Currently the "total amount of intelligence" or perhaps "total amount of ability-to-do-stuff" is split between humans and machines at a ratio that means it still makes sense to lease the machine intelligence to the human intelligence - plus there are things that humans are still better at. In maybe 2 more years that will stop being true, due to the availability of more physical compute resources, and far greater model intelligence per unit compute. At that point, the point at which the substantial majority of ability-to-do-stuff is controlled by machine intelligence, then the entities who control all the compute will control all the ability-to-do-stuff, i.e. "the economy."
So I agree that the core product is not long-term sustainable as a product but this is because the whole world will look so different in the near future that the framing of intelligence as a "product" breaks down.
Open-Weight models, of course, are fine and useful, but if you have one million times less compute than your competitor (the lab), then you're not really playing the same game. You can only tackle the problems that they have decided they're not interested in.
dist-epoch · · focus · HN ↗
user43928 · · focus · HN ↗
I don't know if the gap will close or rather widen with more compute coming online.
Being half a year to one year behind could be meaningful, not to mention that competitors may not have the necessary compute to train and serve models of a certain size.
This could be a significant advantage for OpenAI and Anthropic, and if they make breakthroughs in robotics or science, that is worth far more than mediocre coding assistants.
mock-possum · · focus · HN ↗
I run into this all the time - we have such powerful functionality available to our users, and further we provide the elements that undergird all of it, so it’s totally possible for clients to take the services they buy from us and reconfigure them to make their own tools, better even than the ones we have built, purpose-built for their workflows…
And 9/10 clients will just click on the one thing they know and recognize and are familiar with and comfortable with… and then stop thinking about it.
It’s crazy how much of our job is not only building our product, but interrogating our clients over what they need, so we can demonstrate how our tools solve their problem. The users simply are not interested in figuring it out for themselves.
stillpointlab · · focus · HN ↗
Given the prestige of the AI labs, the recent explosion of math proofs, the literal millions they can throw around, it seems very likely they can fund small research projects across a broad range of science. And like startup math, it only takes one or two ground breaking results from a hundred attempts to pay back in the PR/hype.
cindyllm · · focus · HN ↗
[dead]
jackb4040 · · focus · HN ↗
sigmoid10 · · focus · HN ↗
AbsurdCensor · · focus · HN ↗
Ericson2314 · · focus · HN ↗
ibestvina · · focus · HN ↗
Which is exactly what is being done [1]
[1] <a href="https://www.reuters.com/world/anthropic-quietly-sets-up-biology-lab-it-ramps-ai-drug-program-2026-09-18/" rel="nofollow">https://www.reuters.com/world/anthropic-quietly-sets-up-biol...
qlte · · focus · HN ↗
dekhn · · focus · HN ↗
jackb4040 · · focus · HN ↗
tclancy · · focus · HN ↗
I am disappointed by your lack of Capitalism buff. What you say is true, but what is the untapped fetish market for such a thing?
user43928 · · focus · HN ↗
I don't think replacing the majority of jobs in knowledge is priced in at a 1T valuation.
forgot_old_user · · focus · HN ↗
ndriscoll · · focus · HN ↗
So then you want a training set full of real product requirements and product evolution, which is something you could get if you offered custom software development, with a lot more control than you'd get trying to do the same by scraping random FOSS projects on github.
Other industries are perhaps similar. If you offer a service directly, you have much more ability to build collection of training data into the process. Want to make the best law bot? Buy a law firm, offer legal services, and integrate extremely deeply into their workflows. If their models turn out to be as good as they hype up, they should be able to scale to be a major player in any endeavor they move into with a relatively small number of staff and develop a strong feedback loop (not that that would be good for the rest of us).
redwood · · focus · HN ↗
baxtr · · focus · HN ↗
lossolo · · focus · HN ↗
<a href="https://www.reuters.com/world/anthropic-quietly-sets-up-biology-lab-it-ramps-ai-drug-program-2026-09-18" rel="nofollow">https://www.reuters.com/world/anthropic-quietly-sets-up-biol...
icepush · · focus · HN ↗
dekhn · · focus · HN ↗
the folks who run anthropic grew up reading scifi with crazy awesome biotech. However, when they look at biotech today, it's just depressing. It's incredibly slow, it takes decadfes to prove out new technologies, and they figure with this new tool, they can just point it at problems and have it emit discoveries. If they show a few high-impact discoveries, that makes a case for them to move biotech forward much faster than its current progress.
Also, anthropic has so much capitalization right now that it's simply easiest to invest it in a wide portfolio that includes both internal and external research.
Sol- · · focus · HN ↗
consumer451 · · focus · HN ↗
6thbit · · focus · HN ↗
So, the AI labs benefit either from achieving something they could market or from the peer-pressure imposed to companies in the sectors they get their nose in.
constantlm · · focus · HN ↗
amelius · · focus · HN ↗
Aren't all large companies like that? Apple makes hardware, software, platforms, ...
jryle70 · · focus · HN ↗
Perhaps you're not on HN long enough, but there have been many posts where someone bemoaned the lack of basic science research by corporations, that IBM and Microsoft were the only a few remaining companies with any science research. Guess what? they do it for their own benefits as well.
ryanschaefer · · focus · HN ↗
Because as I see it, there are a lot of already established labs that could take research like this a lot further with the help of AI instead of just throwing more agents at the problem.
That’s my confusion around this topic. Does the strategy change when you can throw a bonkers amount of compute at the problem with fewer guardrails?
solenoid0937 · · focus · HN ↗
hmokiguess · · focus · HN ↗
There are so many people involved on this yet we still say things like "Claude did", we need to start waking up and being more real about how we are still in "AI + Human" land.
What's wrong with saying "A team of researchers backed by Anthropic using Claude discovers a novel enzyme system with CRISPR-like repeats" or, ffs, mention the lead researcher in the headline?
tarkin2 · · focus · HN ↗
azan_ · · focus · HN ↗
airstrike · · focus · HN ↗
foxrider · · focus · HN ↗
jackb4040 · · focus · HN ↗
Windchaser · · focus · HN ↗
jackb4040 · · focus · HN ↗
Windchaser · · focus · HN ↗
jackb4040 · · focus · HN ↗
cannonpalms · · focus · HN ↗
azan_ · · focus · HN ↗
qlte · · focus · HN ↗
It's totally legitimate research worthy of publication, but Anthropic chose a hot technology in the popular imagination for a reason. Now I'm going to have to see "Claude invented a new CRISPR in 24 hours!" everywhere and trying to correct it will just turn into repetitive arguments about goalposts moving....
dekhn · · focus · HN ↗
BTW the first author of the paper worked in the Doudna lab studying the origins of crispr (and after their PhD, joined Anthropic). All of the authors either have, or are going to have, excellent careers. I dont' think they are worried about attribution.
suddenlybananas · · focus · HN ↗
hmokiguess · · focus · HN ↗
I think "just" and "harness" are carrying a lot there, you likely underestimate how much that matters and how their knowledge made it possible
dekhn · · focus · HN ↗
twobitshifter · · focus · HN ↗
benzingtech · · focus · HN ↗
[dead]
bushido · · focus · HN ↗
On the other side, I am not a fan that this is coming from Anthropic/Dario.
I'm going to start my timer on when he starts calling for regulatory capture on life sciences because it's unsafe in everyone else's hands but his.
nonameiguess · · focus · HN ↗
Caveating I'm not a biologist, but my understanding of the way this kind of thing works right now is a basic three-step process:
1) Find molecules and DNA/RNA sequences in the wild and catalog them.
2) Discover interesting subsequences among these.
3) Figure out whether any useful applications can come from what was discovered.
All three of these generally take a long time. Systematic automatic analysis of known databases speeds up and removes some of the luck from 2. But 1 and 3 are still long poles. 1 has the further issue that we usually discover these in existing organisms. I recall much of the outcry over tropical deforestation back in the 90s and replacing of rainforests with palm oil monoculture today is that the vast majority of terrestrial biodiversity is found in rainforests, and destroying them at industrial scale risks losing potentially useful molecules forever. 3 has the problem that you need to conduct physical experiments, and are limited by the speed of biochemical reactions no matter what and by the speed at which human subjects can be found and ethically experimented on assuming we care about being ethical.
A lot of good can come of this, but I don't see a path to singularity here, assuming we're talking the original Kurzweil meaning there of all technological progress that will ever happen all happening at once. Data collection and experimentation on living subjects, human or not, can only happen so fast, regardless of automation. It's not computational. Whenever you have to interface with the real world, you're now working at the speed of the real world, not the speed of electricity. CRISPR was discovered in 1987 and first used to edit a gene sequence in a human zygote in 2015. I'm sure there are plenty of ways to make the candidate discovery to human application step not take three decades, but it's never going to be three months, either.
evolarjun · · focus · HN ↗
To me this strikes me as an incremental discovery that would have taken someone with time, interest, and expertise to make before. It could have cool applications or it could just be interesting biology. Molecular biology has progressed through many years and many rounds of automation and new tools, but the problems are still hard. This just strikes me as one more way we may be able to speed up one part of the process.
porridgeraisin · · focus · HN ↗
<a href="https://x.com/ziv_ravid/status/2102844800345251858" rel="nofollow">https://x.com/ziv_ravid/status/2102844800345251858
monroewalker · · focus · HN ↗
Post content:
_____
I wish we didn’t need these again, but here is the honest version of Anthropic’s biology announcement (Caveat: I haven’t worked in bioinformatics for many years.) The good: Anthropic ran ~950 Claude agents over a large biological sequence database. Claude searched, wrote code, compared sequences and genomic neighborhoods, and found an interesting pattern that apparently had not been noticed before: a known reverse transcriptase associated with another gene and a repetitive DNA array.
That is cool. Automating this kind of open-ended bioinformatics search at scale is useful, and Claude may have found a lead a human would have missed.
But: Claude did not do a biological experiment. It searched databases and analyzed data.
Humans then took the candidate into the wet lab. And the wet-lab result so far is modest: they showed that the repeat array produces short RNAs.
We still don’t know what the system does. No function, mechanism, phenotype, targeting, defense activity, or programmability has been demonstrated.
This is also where the CRISPR framing gets ahead of the result. Right now, “it has some features reminiscent of known programmable systems” is a hypothesis for what to investigate next, not a discovery that it behaves like CRISPR.
And there is a missing baseline: bioinformatics has had tools for finding unusual gene neighborhoods and candidate systems for years. The interesting comparison is 950 Claude agents vs. an expert using the best existing computational pipelines - not Claude vs. someone manually looking through 200,000 sequences.
So my honest announcement would be:
Claude autonomously found an interesting candidate for a previously uncharacterized biological system. A small human wet-lab experiment confirmed that part of the candidate is expressed. We don’t yet know what it does.
That is a good result.
But in a regular biology lab, this isn’t the finished paper. It is the result you show at lab meeting and say: “This looks interesting. Now we need to figure out what the hell it does.”
Maybe that next step leads to a major discovery. But that discovery hasn’t happened yet.
porridgeraisin · · focus · HN ↗
> The sad thing is that Dario knows better.
He was a PhD student. He knows the significance level of this result. He knows that if he had walked into Bill’s office (his advisor) with “we found an interesting system, but we still don’t know what it does” and said he was ready to graduate, Bill would have kicked him out of the room.
But somehow, when the IPO is around the corner, this becomes “AI is starting to drive biological discovery.”
solenoid0937 · · focus · HN ↗
merksittich · · focus · HN ↗
Speaking from experience, good hypotheses are a dime a dozen in life sciences. Biology is very unforgiving and most hypotheses lead to nothing when thoroughly tested. This is true for something as "simple" as enzymes as in this case, but even more true for curing diseases. Otherwise, there would not be any failures of phase III clinical trials, after billions USD spent on preclinical research and prior clinical trials.
When overinterpreting these (interesting) results, you are entering Andy Grove Fallacy [0] territory very fast.
[0] <a href="https://www.science.org/content/blog-post/andy-grove-rich-famous-smart-and-wrong" rel="nofollow">https://www.science.org/content/blog-post/andy-grove-rich-fa...
zozbot234 · · focus · HN ↗
Kotlopou · · focus · HN ↗
"But in a regular biology lab, this isn’t the finished paper. It is the result you show at lab meeting and say: “This looks interesting. Now we need to figure out what the hell it does.”"
This is not how people write!
glub · · focus · HN ↗
While I agree with you that this is likely AI assisted, I think this may be changing now.
People speak in the manner of what they consume. If you consume a lot of claudish, you will eventually start talking claudish too. And I've already noticed people talking claudish in real life.
DavCreator · · focus · HN ↗
dekhn · · focus · HN ↗
hn_submit · · focus · HN ↗
This A.I. hype makes the Internet Bubble look like a walk in the park.
yehudalouis · · focus · HN ↗
hn_submit · · focus · HN ↗
Like that story about their A.I. "escaping" its sandbox and hacking other companies. Purely to instill the idea that it's intelligent and has a will of its own.
It wouldn't even surprise me if behind every prompt you type some Indian in a sweatshop is typing the response.
stevenhuang · · focus · HN ↗
irregularbowels · · focus · HN ↗
[dead]
hn_submit · · focus · HN ↗
That's not to say that advances in machine intelligence can't lead to something that's truly useful or even groundbreaking. I'm just saying that the current technology isn't that and I therefore call it a hype.
catigula · · focus · HN ↗
nozzlegear · · focus · HN ↗
irregularbowels · · focus · HN ↗
[dead]
evolarjun · · focus · HN ↗
A lot of molecular biology is noticing something that you can't explain or that seems weird and might be interesting. Once it's noticed the followup is often fairly straightforward and it either pans out or it doesn't. The exciting/scary/unlikely part is that the LLM on its own recognized something as being important to follow up.
From my skim of the paper, the work could only be done by someone with a pretty good understanding of the biology and an extremely good understanding of how to use LLMs and agents. LLMs are not going to take over biology yet.
catigula · · focus · HN ↗
fatcatsbestcats · · focus · HN ↗
evolarjun · · focus · HN ↗
The market for entry-level programmers has already declined, but at least they were somewhat in demand and made reasonable salaries. Now what happens to post-docs who already make almost nothing and often get treated like crap?
AbsurdCensor · · focus · HN ↗
At least in the US, that particular brain drain has already been happening due to Trump's administration. The best of the best are exiting to other countries that will gladly have them, and then there will be far fewer people getting into the field. Science in general has taken a massive hit under the current administration and it going to take decades to fix if it's even possible.
als0 · · focus · HN ↗
refulgentis · · focus · HN ↗
AbsurdCensor · · focus · HN ↗
If tomorrow you just inject 50% more funding, it doesn't mean 50% more science gets done tomorrow.
GenerocUsername · · focus · HN ↗
fragmede · · focus · HN ↗
Does this AIP report on physics PhDs count as data?
Or statnews? <a href="https://www.statnews.com/2026/05/04/trump-immigration-policy-stat-survey-measures-science-impact/" rel="nofollow">https://www.statnews.com/2026/05/04/trump-immigration-policy...
Or, for the other side, Europe reporting a 46% increase; 169 vs 116 us based researchers applied for ERC grants. <a href="https://erc.europa.eu/news-events/news/erc-2026-starting-grants-results" rel="nofollow">https://erc.europa.eu/news-events/news/erc-2026-starting-gra...
yossarian88 · · focus · HN ↗
snapcaster · · focus · HN ↗
stets · · focus · HN ↗
papyrus9244 · · focus · HN ↗
plutomeetsyou · · focus · HN ↗
6LLvveMx2koXfwn · · focus · HN ↗
boinkboink78912 · · focus · HN ↗
[dead]
emkoemko · · focus · HN ↗
ben_w · · focus · HN ↗
We got to 80 without inventing money. Living that long back then was hard work every day.
Then the industrial revolution happened, and we got state pensions at one end of life and extended childhood a few years past adolescence on the other. We currently pay for this… by taxes funding both education and a pension.
Absent the radical transformations of an AI driven economy, we live 200 years in exactly the same way.
With those transformations, all bets are off unless they violate the laws of physics.
AngryData · · focus · HN ↗
What is AI going to do that industrialization and automation hasn't already made the same promises for?
solenoid0937 · · focus · HN ↗
AngryData · · focus · HN ↗
ben_w · · focus · HN ↗
Life back then was a never-ending quest to make more calories, and you had to consume about 90% of what you made just to not starve. As total production was lower (and because "preservative" meant cats, alcohol, salt, and grain silos on mushroom-shaped pillars so rats couldn't get in, not industrial refrigeration and sodium benzoate etc.), this meant very different work schedule compare to today; but people were working at the limits of what biology would support, even if hours were fewer (no affordable artificial light to work at night) and "holy days" more plentiful… but on that front, most pop reporting on that seems to forget that today we have two-day weekends, while medieval European communities often only rested on Sunday (and even Sunday-is-rest-day was relaxed somewhat to avoid crop spoilage).
The modern equivalent would be if everyone's job was to hit the gym for 10 hours a day in summer and 4 a day in winter, and still sometimes had mandatory overtime.
What we actually have in developed nations today, is no significant labour before 18 or over 68, only about 70% the people of working age* are in work at any given time, and the "work" is far less intensive. Less than half of us are employed today to support the whole population. I say "are employed" rather than "work" because childcare and domestic work is still work, but this too is much easier than pre-industrial life.
* "working age" means different things in different surveys: <a href="https://en.wikipedia.org/wiki/List_of_countries_by_employment_rate" rel="nofollow">https://en.wikipedia.org/wiki/List_of_countries_by_employmen...
AngryData · · focus · HN ↗
ben_w · · focus · HN ↗
Way to misread what I wrote.
A subsidence farmer necessarily spends their lives doing as much work as they can eat food, because the energy to do the work is that food.
> 19th century worker's advocating for worker rights were literally calling for working standards closer to their subsidence grandparents.
And? Those workers got those rights, past tense. The fact they got them is a big part of why less than half of the living population in OECD nations needs to work today: their efforts are why it is taxes paying for schools and pensions, not the largesse of lords limited to almshouses.
AngryData · · focus · HN ↗
Heating can be done in a few weeks even with handsaws and an axe. A chainsaw makes it faster.
If 12th century peasants had to work anything like a modern work schedule, how would people a 1000 years or more before then survive at all with less technology, tools, and knowledge? How would clothing exist at all without a loom? How did ancient people have any time for discovery and innovation at all if their lives were nearly so grueling.
Those workers rights activists didn't get all that they asked for. And why has it not gotten even better with another 100 years of productivity increases after that?
To me your explainations seem like repeates of what robber barons claimed. The luddites didn't form because people thought industrialisation was allowing them to work less than those before them.
wavewrangler · · focus · HN ↗
[dead]
mikestorrent · · focus · HN ↗
drusepth · · focus · HN ↗
mlinsey · · focus · HN ↗
fidotron · · focus · HN ↗
asdff · · focus · HN ↗
ai-x · · focus · HN ↗
Humans were curious and started the intelligence / learning explosion much much before money and degrees were invented.
papyrus9244 · · focus · HN ↗
matthewdgreen · · focus · HN ↗
sterlind · · focus · HN ↗
iirc back in the day chemists synthesized a whole bunch of random compounds, observed their effects (in mice etc., or even the chemists tasting them!) then did clinical trials to measure safety and efficacy.
high-throughput screening of chemical libraries on in vitro assays is the modern version of this. "rational" drug design, which uses understanding of mechanisms to design chemical structures for a specific purpose, largely failed back in the '80s.
suddenlybananas · · focus · HN ↗
mlazos · · focus · HN ↗
suddenlybananas · · focus · HN ↗
orangecat · · focus · HN ↗
atrus · · focus · HN ↗
dekhn · · focus · HN ↗
Opinions are mixed. Some folks will say that it's morally imperative to cure people even if we don't understand the specific or general principles. Other folks will insist that it's a terrible idea to hand over the comprehension of medical treatments to LLMs, because in the long term it will leave us helpless and dependent.
pona-a · · focus · HN ↗
Iggyhopper · · focus · HN ↗
We still need post docs. What will change is their specializations.
That's why nobody writes their paper on gravity or polio in 2026.
fragmede · · focus · HN ↗
downrightmike · · focus · HN ↗
rancar2 · · focus · HN ↗
notnullorvoid · · focus · HN ↗
That's a big assumption to make, so I hope you at least have some proof to back it up.
InsideOutSanta · · focus · HN ↗
sterlind · · focus · HN ↗
[deleted] · · focus · HN ↗
[deleted]
AngryData · · focus · HN ↗
refulgentis · · focus · HN ↗
parl_match · · focus · HN ↗
i'll give you a hint: they're selling something
refulgentis · · focus · HN ↗
Then we're faced with "why would a (insert whatever differentiates this from a preprint) mean they're not selling something"?
effakcuL · · focus · HN ↗
Tbh I might be misrepresenting the original post, because in this case I did not read it, but for your point I feel like I also don't have to
parl_match · · focus · HN ↗
you are gonna be so stunned to find out when more than one thing can be true at the same time
are they doing science? yes. are they selling something? yes.
cannonpalms · · focus · HN ↗
refulgentis · · focus · HN ↗
After we do that, is there a steelman version of my reply you're interested in engaging with? Or just the strawman?
juancn · · focus · HN ↗
turlockmike · · focus · HN ↗
SJMG · · focus · HN ↗
arionhardison · · focus · HN ↗
I see all of this leading to a setup for: We did cure Cancer, everyone else (Healthcare, Gov., Rx) etc... has just not caught up or even worse; "you just don't have access top that model/version".
I have seen several times on HN recently how people don't see the impact of AI/more code etc... and I believe this is because its following the K-shape of the current economy.
At the top where most of us aren't but CAN see via stock market news etc...; they are making more money by adding efficiencies etc...
At the bottom; efficiencies are being applied at a scale that they could not before such that social and Gov. programs are more manageable and optimized at scale.
gavinray · · focus · HN ↗
hn_throwaway_99 · · focus · HN ↗
beAbU · · focus · HN ↗
Every man and his dog can publish a pre-print and in my opinion it's academically worthless.
howunfortunate · · focus · HN ↗
> Every man and his dog can publish a pre-print and in my opinion it's academically worthless.
Sure but if you look at the authors names and see they have 50 other published papers, you can get a rough idea that it's probably equivalently good to their other work.
Until you've done it yourself, it's hard to grok just how bad the peer review process is. It's like...5% better than nothing.
Honestly you could argue peer review is worse than nothing, as it also filters out actually quality work that violates some dogma of the field.
bpodgursky · · focus · HN ↗
ACCount39 · · focus · HN ↗
This does skip the academic "checks and balances" like journal selection and peer review - but it can also help anyone else who's working on the adjacent topics.
If a field is moving fast, and you think there can be some value in your work for others in the near term? Preprint. If your work is too incomplete or too minor to warrant trying to polish and publish it, but you don't want to table it? Preprint. Too deep in corporate structures to care about academic "street cred", and want your work to be accessible? Preprint. Have an exciting early finding that you want to push out there, and are willing to take the rep risks of being wrong about it? Preprint.
There's a reason why preprints came to be the lifeblood of ML.
VBprogrammer · · focus · HN ↗
gmueckl · · focus · HN ↗
In older days, academics would just share notes on their work and word wouldn't usually spread widely before publication.
Preprints may be the better model. But public visibility means that non-experts now get to see the good and the bad research equally, but they won't have the domain knowledge and skill to distinguish one from the other with confidence.
sandeepkd · · focus · HN ↗
For the pre-print I could only find only one author who has a single referenced article.
dekhn · · focus · HN ↗
Pagerank was inspired by academic citation networks; it just turned it in a recursive matrix problem (of which there was some prior literature).
sandeepkd · · focus · HN ↗
The authors are not using their own prior work in the paper, thats the point I was trying to make. I have worked in biotech lab for couple years and its one of the criteria's people use to consider some ones work useful and worth the time.
dekhn · · focus · HN ↗
bonsai_spool · · focus · HN ↗
gchamonlive · · focus · HN ↗
letmevoteplease · · focus · HN ↗
enraged_camel · · focus · HN ↗
epihelix · · focus · HN ↗
(I love how Anthropic boast about building a lab, but don't seem to realise that you have to test your hypothesis in the lab! Right now, all their "spectacular" assertions are untested and unproven.)
I realise that this will only improve from here, but gods Anthropic has no idea about the biological sciences right now.
dekhn · · focus · HN ↗
If you want to complain about things like this, it really helps to be specific. Given the author list, it's unlikely they made any truly spectacular errors (and also possible the system they studied is not interesting).
irregularbowels · · focus · HN ↗
[dead]
qwerpy · · focus · HN ↗
dekhn · · focus · HN ↗
qwerpy · · focus · HN ↗
jonas21 · · focus · HN ↗
[1] <a href="https://www-cdn.anthropic.com/22573675ada52a8ca8a97a1a4b4326b2f208a071.pdf" rel="nofollow">https://www-cdn.anthropic.com/22573675ada52a8ca8a97a1a4b4326...
ProphetOfParado · · focus · HN ↗
Waiting for frontier labs to get into Political Science to show that SOTA models can be vastly better politicians...
floro · · focus · HN ↗
fooker · · focus · HN ↗
This sort of discoveries are what gets postdocs funded lmao.
Every new idea like this creates several years worth of highly specialized work to test out derivative ideas, productizing it, and connecting dots to existing work.
torginus · · focus · HN ↗
Claude's going to be a similar productivity booster to researchers and postdocs.
I'd be totally lost talking to an AI about biochemistry.
lossolo · · focus · HN ↗
> Startup aims for Claude AI to direct robots in lab environments, one source says
> Company to stop short of clinical trials to avoid drugmaker competition, life sciences head says
<a href="https://www.reuters.com/world/anthropic-quietly-sets-up-biology-lab-it-ramps-ai-drug-program-2026-09-18/" rel="nofollow">https://www.reuters.com/world/anthropic-quietly-sets-up-biol...
6thbit · · focus · HN ↗
no mention of opus/mythos/fable or anything..
m00x · · focus · HN ↗
dawnerd · · focus · HN ↗
6thbit · · focus · HN ↗
sigmar · · focus · HN ↗
6thbit · · focus · HN ↗
[dead]
AbstractH24 · · focus · HN ↗
That it’s plausible that they’ll move from selling model tokens as their primary source of revenue to building frontier models to do cutting edge research with and then monetizing as their primary source of revenue.
Will be interesting to see how this all unfolds.
spwa4 · · focus · HN ↗
Excellent. Now every pharma company, plus any kind of company that wants to own a market through innovation, will need a "world-class" AI research team that actually has spectacular AI budgets.
AbstractH24 · · focus · HN ↗
The analogy to Amazon works on all sorts of levels. From Amazon.com vs AWS to Amazon.com vs sellers
6thbit · · focus · HN ↗
jimmySixDOF · · focus · HN ↗
finghin · · focus · HN ↗
jimmySixDOF · · focus · HN ↗
<a href="https://finance.yahoo.com/technology/ai/articles/anthropic-left-only-private-company-100049253.html" rel="nofollow">https://finance.yahoo.com/technology/ai/articles/anthropic-l...
AbstractH24 · · focus · HN ↗
Never really wondered what financial relationship between research hospitals that participate in drug trials and pharma companies is, but now I'm wondering...
mawadev · · focus · HN ↗
preommr · · focus · HN ↗
vanuatu · · focus · HN ↗
actinium226 · · focus · HN ↗
jesse_dot_id · · focus · HN ↗
yusufozkan · · focus · HN ↗
potsandpans · · focus · HN ↗
- a person demoing something they made
- a demonstration of something achieved with the assistance of llmsasdff · · focus · HN ↗
Person demoing something they made is usually trying to hide the fact they had claude built it and sell it like they didn't. This sort of person often lacks the technical skills to vet that what claude actually produced is actually working as they expect. Hence the snark.
On the other hand, with anthropic's case, they are trying to say "claude did this, how smart it is" while trying to downplay the fact that they needed it to be steered by domain experts to produce anything worthwhile.
pks016 · · focus · HN ↗
AI hacked a system. Humans did it.
root_axis · · focus · HN ↗
jstanley · · focus · HN ↗
If someone shares something "Claude did", they get the opposite.
You can't win.
guideaitools · · focus · HN ↗
[dead]
cactusplant7374 · · focus · HN ↗
> After reviewing the pre-print, Feng Zhang, one of the pioneers of CRISPR genome editing and a professor at MIT and the Broad Institute said:
> This is an exciting example of how AI agents can contribute to biological discovery. The identification of RNA-repeat arrays associated with reverse transcriptases is genuinely intriguing and merits further investigation. I hope this work encourages more scientists to explore how AI can support their research.
obsoletehuman · · focus · HN ↗
[dead]
contemporary343 · · focus · HN ↗
gehsty · · focus · HN ↗
The pre print clearly states it’s a well defined problem limited by the man hours required to sift through the data. I think everyone knows it’s not setting the world alight?
shonenknifefan1 · · focus · HN ↗
I love that with AI discoveries, we can relive the discoveries from agent transcripts like this.
I'm sort of imagining future histories involving notable AI events peppered with direct quotes like these.
chasd00 · · focus · HN ↗
that's a new one hah
serf · · focus · HN ↗
arcfour · · focus · HN ↗
user43928 · · focus · HN ↗
Some highlights from the HF incident:
--Another funny one from 'Hacker Opus' being benchmarked:
jejdjdbdbdn · · focus · HN ↗
[dead]
doublerabbit · · focus · HN ↗
oefrha · · focus · HN ↗
ImHereToVote · · focus · HN ↗
d33 · · focus · HN ↗
lesspassiveobse · · focus · HN ↗
oofbey · · focus · HN ↗
iririririr · · focus · HN ↗
nomel · · focus · HN ↗
Isn't the goal to be able to "debug" and identify alignment issues?
cubefox · · focus · HN ↗
goolz · · focus · HN ↗
bocytron · · focus · HN ↗
aqfamnzc · · focus · HN ↗
cubefox · · focus · HN ↗
csomar · · focus · HN ↗
robryan · · focus · HN ↗
It is funny sometimes because the actual issue it traced down was mostly inconsequential.
0xbadcafebee · · focus · HN ↗
indoorfish · · focus · HN ↗
wren6991 · · focus · HN ↗
TeMPOraL · · focus · HN ↗
(This is I think where people parroting out "stochastic parrot" are stuck even today - not realizing that "predicting next tokens" is hiding arbitrary computation underneath, with token stream acting as input and clock signal...)
mjhagen · · focus · HN ↗
TeMPOraL · · focus · HN ↗
pickledish · · focus · HN ↗