All of GeneSmith's Comments + Replies

Care to explain how you think it's being misused?

3idiotomic
Standard deviations are used to characterize the spread around the mean of a normal distribution -- it is not intended to characterize the tails. This is why discussion around it tends to focus on the 1-2 SDs, where the bulk of the data is, and rarely 3-4 SDs -- it is rare to have the data (of sufficient size or low noise) to support meaningful interpretation of even 4 SDs with real-world data.  So in practice, using precise figures like 5, 7, or 20 SDs is misleading, because the tails aren't usually sufficiently characterized (and it certainly isn't with intelligence) -- all you can really say is that it's beyond the validated range of the test. It's like taking seriously a measurement of 151.887 when the instrument operates in integers up to 10 -- you're implying you're meaningfully operating on a level of precision and range that you don't realistically have. It comes across as incredibly careless with regard to statistical nuance and rigor.  

I find this argument fairly compelling. I also appreciate the fact that you've listed out some ways it could be wrong.

Your argument matches fairly closely with my own views as to why we exist, namely that we are computationally irreducible

It's hard to know what to do with such a conclusion. On the one hand it's somewhat comforting because it suggests even if we fuck up, there are other simulations or base realities out there that will continue. On the other hand, the thought that our universe will be terminated once sufficient data has been gathered is pretty sad.

4avturchin
It gives additional meaning to pause AI movement – simulation has to wait. 

DE-FACTO UPLOADING

Imagine for a moment you have a powerful AI that is aligned with your particular interests.

In areas where the AI is uncertain of your wants, it may query you as to your preferences in a given situation. But these queries will be "expensive" in the sense that you are a meat computer that runs slowly, and making copies of you is difficult.

So in order to carry out your interests at any kind of scale with speed, it will need to develop an increasingly robust model of your preferences.

Human values are context-dependent (see shard theory and ot... (read more)

I'm not sure I buy that they will be more cautious in the context of an "arms race" with a foreign power. The Soviet Union took a lot of risks their bioweapons program during the cold war.

My impression is the CCP's number one objective is preserving their own power over China. If they think creating ASI will help them with that, I fully expect them to pursue it (and in fact to make it their number one objective)

So in theory I think we could probably validate IQ scores of up to 150-170 at most. I had a conversation with the guys from Riot IQ and they think that with larger sample sizes the tests can probably extrapolate out that far.

We do have at least one example of a guy with a height +7 standard deviations above the mean actually showing up as a really extreme outlier due to additive genetic effects.

Figure 2

The outlier here is Shawn Bradley, a former NBA player. Study here

Granted, Shawn Bradley was chosen for this study because he is a very tall person who does not suf... (read more)

GeneSmith190

 

I'm being gaslit so hard right now

9habryka
Lol, get a bigger screen :P  (The cutoff is 900 pixels)
GeneSmith6623

One data point that's highly relevant to this conversation is that, at least in Europe, intelligence has undergone quite significant selection in just the last 9000 years. As measured in a modern environment, average IQ went from ~70 to ~100 over that time period (the Y axis here is standard deviations on a polygenic score for IQ)

Image

The above graph is from David Reich's paper

I don't have time to read the book "Innate", so please let me know if there are compelling arguments I am missing, but based on what I know the "IQ-increasing variants have been exhausted... (read more)

GeneSmith120

Sorry, I've been meaning to make an update on this for weeks now. We're going to open source all the code we used to generate these graphs and do a full write-up of our methodology.

Kman can comment on some of the more intricate details of our methodology (he's the one responsible for the graphs), but for now I'll just say that there are aspects of direct vs indirect effects that we still don't understand as well as we would like. In particular there are a few papers showing a negative correlation between direct and indirect effects in a way that is distinc... (read more)

1Jan Christian Refsgaard
I am glad that you guys fixed bugs and got stronger estimates. I suspect you fitted a model using best practices, I don't think the methodology is my main critique, though I suspect there is insufficient shrinkage in your estimates (and most other published estimates for polygenic traits and diseases) It's the extrapolations from the models I am skeptical of. There is a big difference between being able to predict within sample where by definition 95% of the data is between 70-130, and then assuming the model also correctly predict when you edit outside this range, for example your 85 upper bound IQ with 500 edits, if we did this to a baseline human with IQ 100, then his child would get an IQ of 185, which is so high that only 60 of the 8 billion people on planet earth is that smart if IQ was actually drawn from a unit normal with mean 100 and sigma 15, and if we got to 195 IQ by starting with a IQ 110 human, then he would have a 90% chance of being the smartest person alive, which I think is unlikely, and I find it unlikely because there could be interaction effects or a miss specified likelihood which makes a huge difference for the 2% of the data that is not between 70-130, but almost no difference for the other 98%, so you can not test what correctly likelihood is by conventional likelihood ratio testing, because you care about a region of the data that is unobserved. The second point is the distinction between causal for the association observed in the data, and causal when intervening on the genome, I suspect more than half of the gene is only causal for the association. I also imagine there are a lot of genes that are indirectly causal for IQ such as making you an attentive parent thus lowering the probability your kid does not sleep in the room with a lot of mold, which would not make the super baby smarter, but it would make the subsequent generation smarter.
GeneSmith170

I've been talking to people about this today. I've heard from two separate sources that it's not actually buyable right now, though I haven't yet gotten a straight answer as to why not.

3Mis-Understandings
Probably regulatory concerns, given what the Cal DA is saying and how people are deleting data in response to news that it might be sold. 

Congrats on the new company! I think this is potentially quite an important effort, so I hope anyone browing this forum who has a way to get access to biobank data from various sources will reach out. 

One of my greatest hopes for these new models is that they will provide a way for us to predict the effects of novel genetic variants on traits like intelligence or disease risk.

When I wrote my post on adult intelligence enhancement at the end of 2023, one of the biggest issues was just how many edits we would need to make to achieve significant change i... (read more)

I’ve checked. Have heard from multiple people they “it’s not for sale in reality”

I don’t have any details yet. But obviously am interested.

I certainly hope we can do this one day. The biobanks that gather data used to make the predictors we used to identify variants for editing don't really focus on much besides disease. As a result, our predictors for personality and interpersonal behavior aren't yet very good.

I think as the popularity of embryo selection continues to increase, this kind of data will be gathered in exponentially increasing volumes, at which point we could start to think about editing or selecting for the kinds of traits you're describing.

There will be an additional question ... (read more)

GeneSmith5017

In the last year it has really hit me at a personal level what graphs like these mean. I'm imagining driving down to Mountain View and a town once filled with people who had "made it" and seeing a ghost town. No more jobs, no more prestige, no more promise of a stable life. As the returns to capital grow exponentially and the returns to labor decline to zero, the gap between the haves and the have-nots will only grow.

If someone can actually get superintelligence to do what they want, then perhaps universal basic income can at the very least prevent actual ... (read more)

2No77e
I'm guessing that people who "made it" have a bunch of capital that they can use to purchase AI labor under the scenario you outline (i.e., someone gets superintelligence to do what they want).  I'm not sure I'm getting the worry here. Is it that the government (or whoever directs superintelligences) is going to kill the rest because of the same reasons we worry about misaligned superintelligences or that they're going to enrich themselves while the rest starves (but otherwise not consuming all useful resources)? If that's this second scenario you're worrying about, that seems unlikely to me because even as a few parties hit the jackpot, the rest can still deploy the remaining capital they have. Even if they didn't have any capital to purchase AI labor, they would still organize amongst themselves to produce useful things that they need, and they would form a different market until they also get to superintelligence, and in that world, it should happen pretty quickly.
-2ErioirE
Government is also reliant on its citizens to not violently protest, which would happen if it got to the point you describe. The idealist in me hopes that eventually those with massive gains in productivity/wealth from automating everything would want to start doing things for the good of humanity™, right?  ...Hopefully that point is long before large scale starvation.
GeneSmith5-2

I spoke with one of the inventors of bridge recombinases at a dinner a few months ago and (at least according to him), they work in human cells.

I haven't verified this independently in my lab, but it's at least one data point.

On a broader note, I find the whole field of gene therapy very confusing. In many cases it seems like there are exceptionally powerful tools that are being ignored in favor of sloppy, dangerous, imprecise alternatives.

Why are we still using lentiviral vectors to insert working copies of genes when we can usually just fix the broken ge... (read more)

2bhauth
Hmm. I don't believe that, not without a bit more evidence.

I mean... I think adult gene therapy is great! It can cure diseases and provide treatments that are otherwise impossible. So I think it's more impactful than heated seats.

GeneSmith3811

So I'm obviously talking my own book here but my personal view is that one of the more neglected ways to potentially reduce x-risk is to make humans more capable of handling both technical and governance challenges associated with new technology.

There are a huge number of people who implicitly believe this, but almost all effort goes into things like educational initiatives or the formation of new companies to tackle specific problems. Some of these work pretty well, but the power of such initiatives is pretty small compared to what you could feasibly achi... (read more)

Cool! Are you working for an existing company or are you starting your own?

6B. P.
I considered making my own startup, but then i learned that one lab is trying to get into this field so i'm aiming to join them. After squeezing out everything from embryo selection i certainly will try gene editing, so let's see who gets superbabies first :)   From Russia with love (hope that'll motivate someone)

There is some overlap with adult enhancement. Specifically, if we could make a large number of changes to the genome with a single transfection, that would be quite helpful.

GeneSmith7414

I’ve seen this and will reply in the next couple of days. I want to give it the full proper response it deserves.

Also thanks for taking the time to write this. I don’t think I would get this level or quality of feedback anywhere else online outside of an academic journal.

6Jan Christian Refsgaard
Thanks, I am looking forward to that. There is one thing I would like to have changed about my post, because it was written a bit "in haste," but since a lot of people have read it as it stands now, it also seems "unfair" to change the article, so I will make an amendment here, so you can take that into account in your rebuttal. For General Audience: I stand by everything I say in the article, but at the time I did not appreciate the difference between shrinking within cutting frames (LD regions) and between them. I now understand that the spike and slab is only applied within each LD region, such that each region has a different level of shrinkage, I think there exists software that tries to shrink between them but FINEMAP does not do that as fare as I understand. I have not tried to understand the difference between all the different algorithms, but it seems like the ones that does shrink between cutting frames does it "very lightly" Had I known that at the time of writing I would have changed Optional: Regression towards the null part 2. I think spike and slab is almost as good as using a fat-tailed distribution within each cutting frame (LD region), because I suspect the effect inflation primarily arises from correlations between mutations due to inheritance patterns and to a much smaller degree from fluctuations due to "measurement error/luck" with regards to the IQ outcome variable (except when two correlated variables have very close estimates). So if I were to rewrite that section, I would instead focus on the total lack of shrinking between cutting frames, rather than the slightly insufficient shrinkage within cutting frames. For an intuitive reason for why I care: * frequentest: the spike and slab estimator is unbiased for all of my effects across my 1000+ LD regions. * Bayesian: bet you 5$ that the most positive effect is to big and the most negative effect is to small, the Bayesian might even be willing to bet that it is not even in the 95% posteri

I think superbabies would still have a massive positive impact on the world even if all we do is decrease disease risk and improve intelligence. But with this kind of thing I think the impact could be very robustly positive to an almost ridiculous degree.

My hope is as we scale operations and do more fundraising we can fund this kind of research.

It's possible I'm misunderstanding your comment, so please correct me if I am, but there's no reason you couldn't do superbabies at scale even if you care about alignment. In fact, the more capable people we have the better.

I'm having trouble understanding how concretely you think superbabies can lead to significantly improved chance of helping alignment.

Kman may have his own views, but my take is pretty simple; there are a lot of very technically challenging problems in the field of alignment and it seems likely smarter humans would have a much higher chance of solving them.

First of all, no one has really done large scale genetic engineering of animals before, so we wouldn't know.

Almost all mouse studies or genetic studies in other animals are very simple knockout experiments where they break a protein to try to assess its function.

We really haven't seen a lot of multiplex editing experiments in animals yet.

But even if someone were to do that it would be hard to evaluate the effects on intelligence in animals.

The genetic variants that control IQ in humans don't always have analogous sequences in animals. So you'd be working w... (read more)

Well we have it in cows. Just not in mice.

2CronoDAS
Do we have it in any other animal besides cows? Dogs? Housecats? Fruit flies? Guinea pigs? Any other short-lived animal commonly used in laboratory research that still has a decent amount of genetic diversity?
GeneSmith157

I think many people in academia more or less share your viewpoint.

Obviously genetic engineering does add SOME additional risk of people coming to see human children like commodities, but in my view it's massively outweighed by the potential benefits.

you end up with a child whose purpose is to fulfill the parameters of their human designers

I think whether or not people (and especially parents) view their children this way depends much more on cultural values and much less on technology.

There are already some parents who have very specific goals in mind ... (read more)

I would love to try this in mice.

Unfortunately our genetic predictors for mice are terrible. The way mouse research works is not at all like how one would want it to work if we planned to actually use them as a testbed for the efficacy of genetic engineering.

Mice are mostly clones. So we don't have the kind of massive GWAS datasets on which genes are doing what and how large the effect sizes are.

Instead we have a few hundred studies mostly on the effects of gene knockouts to determine the function of particular proteins.

But we're mostly not interested in k... (read more)

4XFrequentist
Dogs would be interesting - super smart working dogs might even have a viable labour market, and it seems like the evidence of supercanine IQ would be obvious in a way that's not true of any other species (just given how much exposure most people have to the range of normal canine intelligence). Sort of analogous to what Loyal is doing for longevity research.
1RichardJActon
The lack of good population genetic information in animal models and deep phenotyping of complex behavioral traits is probably one of the biggest impediments to robust animal testing of this general approach.

Yes, I pretty much agree with this

I'm not saying his experiments show germline editing is safe in humans. In fact He Jiankui's technique likely WASN'T safe. Based on some talks I heard from Dieter Egli at Colombia, He was likely deleting chromosomes in a lot of embryos, which is why (if I recall correctly) only 3 out of about ~30 embryos that were transferred resulted in live birth. Normally the live birth rate per transfer rate would be between 30 and 70%.

It's also not entirely clear how effective the editing was because the technique He used likely created a fair degree of mosaicism sinc... (read more)

TsviBT218

You might not be tracking that there's a "unilateralist cloud" of behaviors. There's the norm of behavior, and then around that norm, there's a cloud of variation. The most extreme people (the unilateralist frontier) will do riskier things than the norm, and bad stuff will result. If a unilateralist doing unilateral stuff results in a deformed baby, or even of a legit prospective risk of a deformed baby (as you acknowledge existed in He Jiankui's experiments), that's bad. If society sees this happen, it means that their current norm is not conservative eno... (read more)

I'd be interested in hearing where specifically you think we are doing that.

1Rosoe
You’d like me to point out where you’ve only referenced individual papers for particular ideas and concepts? I can do that but I’d appreciate an answer to my question first if that’s okay.

Yes, the two other approaches not really talked about in this thread that could also lead to superbabies are iterated meiotic selection and genome synthesis.

Both have advantages over editing (you don't need to have such precise knowledge of causal alleles with iterated meiotic selection or with genome synthesis), but my impression is they're both further off than an editing approach.

I'd like to write more about both in the future.

It's just very hard for me to believe there aren't huge gains possible from genetic engineering. It goes against everything we've seen from a millenia of animal breeding. It goes against the estimates we have for the fraction of variance that's linear for all these highly polygenic traits. It goes against data we've seen from statisitcal outliers like Shawn Bradley, who shows up as a 4.6 standard deviation outlier in graphs of height:

PDF) Common DNA Variants Accurately Rank an Individual of Extreme Height

Do I buy that things will get noisier around the tails, and that we might not be able to push very far outside the +5 SD mar... (read more)

GeneSmith112

There is one saving grace for us which is that the predictor we used is significantly less powerful than ones we know to exist.

I think when you account for both the squaring issue, the indirect effect things, and the more powerful predictors, they're going to roughly cancel out.

Granted, the more powerful predictor itself isn't published, so we can't rigorously evaluate it either which isn't ideal. I think the way to deal with this is to show a few lines: one for the "current publicly available GWAS", one showing a rough estimate of the gain using the priva... (read more)

Ha, sadly it is a pseudonym. My parents were neither that lucky nor that prescient when it came to naming me.

6KatWoods
Ah well. At least you can take credit for the name then. 

A brief summary of the current state of the "making eggs from stem cells" field:

  • We've done it in mice
  • We have done parts of it in humans, but not all of it
  • The main demand for eggs is from women who want to have kids but can't produce them naturally (usually because they're too old but sometimes because they have a medical issue). Nobody is taking the warning to not "Build A Method For Simulating Ovary Tissue Outside The Body To Harvest Eggs And Grow Clone Workers On Demand In Jars" because no one is planning on doing that.

Even if you could make eggs f... (read more)

3JenniferRM
Oh huh. I was treating the "and make them twins" part as relatively easier, and not worthy of mention... Did no one ever follow up on the Hall-Stillman work from the 1990s? Or did it turn out to be hype, or what? (I just checked, and they don't even seem to be mentioned on the wiki for the zona pellucida.)

Thanks for catching that! I hadn't heard. I will probably have to rewrite that section of the post.

What's your impression about the general finding about many autoimmune variants increasing protection against ancient plauges?

3Kris Moore
Basically any paper trying to detect signals of natural selection in humans will turn up something plausibly immune-related [1] [2] [3] [4]. Alongside pigmentation and diet-related genes, it's one of the most robustly detected categories of monogenic selection signal. While it seems extremely likely that some selection due to pathogenic disease has occurred in humans, I don't think I've seen a paper that convincingly ties a particular selected gene to a particular historical pathogen or pandemic. It would be pretty hard to do so. There's a many-to-many mapping between immune system genes and pathogenic diseases, and selection generally takes many centuries to detectably alter allele frequencies, during which time there have generally been many epidemics and other changes to the environment – which is responsible for the selection signal? Regarding autoimmunity in particular: I am in no way an immunologist and have much less insight to offer here, but perhaps it isn't surprising (almost tautological?) that immune system genes are often implicated in autoimmunity as well. And I'm not sure that inborn immunity due to HLA alleles or similar will be an important tool in the human race's survival in the face of future pandemics. It's perhaps telling that when you try to find variants associated with getting critically ill with COVID-19 – an extremely well-powered examination of the effects of genetic variability on response to a pandemic disease! – the very largest effect sizes for individual variants are a doubling/halving of risk. This is a notable difference, but nowhere close to "total immunity" vs "certain death". Having said that, I view "robust pathogen defence vs autoimmunity trade-off" as a very plausible just-so story, and likely to be true, but not concretely established at present. Sadly, it's one of those questions in science where running the right controlled experiment is practically impossible and we have to make do with detective work.
GeneSmith3-1

No, the problem really is technical right now.

There may be additional societal and political problems afterwards. But none of those problems actually matter unless the technology works.

Obviously we are going to do it in animals first. We have in fact DONE gene editing in animals many times (especially mice, but also some minor stuff in cows and other livestock). But you're correct that we need to test massive multiplex editing. My hope is we can have good data on this in cows in the next 1-3 years.

1cozyfae
What do you think of the argument that "There may be additional technical problems afterwards. But none of those problems actually matter unless we have answers for societal and political problems."?
8Knight Lee
Oops, sorry about saying it's not a technical problem. I should have read the post before replying. I have a bad habit. PS: my comment was about effectiveness demonstrating with animals not just safety testing with animals. If you have a mouse clearly smarter, healthier, etc. than the other mice it would leave a strong impression on people.

I don't understand your question

4ChristianKl
A lot of curves are sigmoid. Let's say there's a neurotransmitter where having to double the amount of it increases IQ but there are no gains from having four times as much of the neurotransmitter. There are two genes that both double the production of the neurotransmitter. If both genes individually are +5 IQ both genes together don't give you +10 IQ. It would even be possible that overproduction of that neurotransmitter produces problems at 4x the normal rate but not a 2x the normal rate. When it comes to chicken and their size I would expect the relationship of there being two genes that both increase muscle production to be happen more frequently than for intelligence. If you have genetic mutations that increase intelligence without cost evolution works to spread them through the whole population. If you have wild chicken for whom a given size is optimal there's no strong selection pressure to get rid of all the +x or -y size genes from the gene pool. One way to look into this would be to see how many of the genes that increase physical size more when there are two copies of the gene compared to how many genes increase intelligence more when there are two copies of it. And how many genes increase size/intelligence with one copy but decrease it with two copies.

Agreed, though unfortunately it's going to take a while to make this tech available to everyone.

Also, if you want to prevent your children from getting hypertension, you can already do embryo selection right now! The reduction isn't always as large as what you can get for gene editing, but it's still noticeable. And it stacks generation after generation; your kids can use embryo selection to lower THEIR children's disease risk even more.

Kman and I probably differ somewhat here. I think it's >90% likely that if we continue along the current trajectory we'll get AGI before the superbabies grow up.

This technology only starts to become really important if there's some kind of big AI disaster or a war that takes down most of the world's chip fabs. I think that's more likely than people are giving it credit for and if it happens this will become the most important technology in the world.

Gene editing research is much less centralized than chip manufacturing. Basically all of the research can... (read more)

Yes you're right. With current technology there's no way you could get anywhere close to 500 embryos. I know a couple trying to get 100 and even that seems crazy to me.

5-20 is more realistic for most people (and 5 is actually quite good if you have fertility issues).

But we wanted to show 500 edits to compare scaling of gene editing and embryo selection and there wasn't any easy way to do that without extending the graph for embryo selection.

3saulius
Thanks for clarifying. If you ever pitch your ideas to potential investors or something, I recommend avoiding talking about hundreds of embryos, or at least acknowledging that this is unrealistic with current technologies before doing so. When reading, I was a bit worried that you might be divorced from reality, thinking in sci-fi terms, not knowing the basic realities about IVF. This made it difficult for me to trust other things you were saying about domains I know nothing about. Just letting you know in case it's helpful :)

Currently, we have smart people who are using their intelligence mainly to push capabilities. If we want to grow superbabies into humans that aren't just using their intelligence to push capabilities, it would be worth looking at which kind of personality traits might select for actually working on alignment in a productive fashion.

I think we need to think more broadly than this. There's some set of human traits, which is a combination of the following:

  • Able to distinguish prosocial from antisocial things
  • Willing and able to take abstract ideas serious
... (read more)
2ChristianKl
Do you have hope that someone else does the required research, so that it's ready by the time the first superbabies are created? If not, do you think it's okay to create superintelligent babies without it?

I'm glad you liked the article!

Brain size is correlated with intelligence at maybe 0.3-0.4. If you were to just brain size max I think it would probably not yield the outcomes you actually want. It's better to optimize as directly as you can for the outcome you want.

2Mars_Will_Be_Ours
Good point. I am inherently drawn to the idea of increasing brain size because I favor extremely simple solutions whenever possible. However, a more focused push towards increasing intelligence will produce better results as long as the metric used for measuring intelligence is reliable.  I still think that increasing brain size will take a long time to reach diminishing returns due to its simplicity. Keeping all other properties of a brain equal, a larger brain should be more intelligent.  There is also one other wildly illegal approach which may be viable if you focus on increasing brain size. You might be able to turn a person, perhaps even yourself, into a biological superintelligence. By removing much of a person's skull and immersing the exposed brain in synthetic cerebrospinal fluid, it would be possible to restart brain growth in an adult. You could theoretically increase a person's brain size up to the point where it becomes difficult to sustain via biological or artificial means. With their physical abilities crippled, the victim must be connected to robot bodies and sense organs to interact with the world. I don't recommend this approach and would only subject myself to it if humanity is in a dire situation and I have no other way of gaining the power necessary to extract humanity from it. 
GeneSmith125

I think almost everyone misunderstands the level of knowledge we have about what genetic variants will do.

Nature has literally run a randomized control trial for genes already. Every time two siblings are created, the set of genes they inherit from each parent are scrambled and (more or less) randomly assigned to each. That's INCREDIBLY powerful for assessing the effects of genes on life outcomes. Nature has run a literal multi-generational randomized control trial for the effect of genes on everything. We just need to collect the data.

This gives you a hug... (read more)

4AnthonyC
True, and this does indicate that children produced from genes found in 2 parents will not be outside the range which a hypothetical natural child of theirs could occupy. I am also hopeful that this is what matters, here.  However, there are absolutely, definitely viable combinations of genes found in a random pair of parents which, if combined in a single individual, result in high-IQ offspring predisposed to any number of physical or mental problems, some of which may not manifest until long after the child is born. In practice, any intervention of the type proposed here seems likely to create many children with specific combinations of genes which we know are individually helpful for specific metrics, but which may not often (or ever) have all co-occurred. This is true even in the cautious, conservative early generations where we stay within the scope of natural human variations. Thereafter, how do we ensure we're not trialing someone on an entire generation at once? I don't want us to end up in a situation where a single mistake ends up causing population-wide problems because we applied it to hundreds of millions of people before the problem manifested.
GeneSmith111

Agreed. I've actually had a post in draft for a couple of years that discusses some of the paralleles between alignment of AI agents and alignment of genetically engineered humans.

I think we have a huge advantage with humans simply because there isn't the same potential for runaway self-improvement. But in the long term (multiple generations), it would be a concern.

2samuelshadrach
  How do you know you can afford to wait multiple generations? My guess is superhuman 6 year olds demonstrating their capabilities on YouTube is sufficient to start off an international arms race for more superhumans. (Increase number of people and increase capability level of each person.) And once the arms race is started it may never stop until the end state of this self-improvement is hit. 
9Ebenezer Dukakis
If you look at the grim history of how humans have treated each other on this planet, I don't think it's justified to have a prior that this is gonna go well. Humans didn't have the potential for runaway self-improvement relative to apes. That was little comfort for the apes.
4Noosphere89
I think the runaway self-improvement problem is IMO vastly outweighed by other problems on aligning humans, like the fact that any control technique on AI would be illegal because of it being essentially equivalent to brainwashing, such that I consider AIs much more alignable than humans, and I think the human intelligence augmentation path is way more risky and fraught than people think for alignment purposes.
7LWLW
That sounds very interesting! I always look forward to reading your posts. I don’t know if you know any policy people, but in this world, it would need to be punishable by jail-time to genetically modify intelligence without selecting for pro-sociality. Any world where that is not the case seems much, much worse than just getting turned into paper-clips.

Do you have any estimate of how much more expensive testing in cynomolgus macaques or rhesus monkeys would be?

As a rough estimate, I think 3x to 5x more expensive. Marmosets are smaller (smaller than squirrels) whereas macaques (rhesus/cyno) are about 10x bigger (6 kg). And macaques take longer to develop (3 years vs. 18 months until adulthood). Finally, macaques are in high demand and low supply for pharma research.

But the benefit is that methods developed in macaques are more likely to translate to humans, due to the closer evolutionary relationship. Marmosets are a bit unusual in their embryonic development (two twin embryos share a common, fused placenta!) 
 

The issue is that it takes a long time for PGC-like cells to develop to eggs, if you're strictly following the natural developmental trajectory.

Thanks for the clarification. I'll amend the original post.

It's a fair concern. But the problem of predicting personality can be solved! We just need more data.

I also worry somewhat about brilliant psychopaths. But making your child a psychopath is not necessarily going to give them an advantage.

Also can you imagine how unpleasant raising a psychopath would be? I don't think many parents would willingly sign up for that.

8LWLW
I certainly wouldn’t sign up to do that, but the type of individual I’m concerned about likely wouldn’t mind sacrificing nannies if their lineage could “win” in some abstract sense. I think it’s great that you’re proposing a plan beyond “pray the sand gods/Sam Altman are benevolent.” But alignment is going to be an issue for superhuman agents, regardless of if they’re human or not.
GeneSmith173

Very little at the moment. Unlike intelligence and health, a lot of the variance in personality traits seems to be the result of combinations of genes rather than purely additive effects.

This is one of the few areas where AI could potentially make a big difference. You need more complex models to figure out the relationship between genes and personality.

But the actual limiting factor right now is not model complexity, but rather data. Even if you have more complex models, I don't think you're going to be able to actually train them until you have a lot mor... (read more)

This is starting to sound a lot like AI actually. There's a "capabilities problem" which is easy, an "alignment problem" which is hard, and people are charging ahead to work on capabilities while saying "gee, we'd really like to look into alignment at some point".

8LWLW
I’m sure you’ve already thought about this, but it seems like the people who would be willing and able to jump through all of the hoops necessary would likely have a higher propensity towards power-seeking and dominance. So if you don’t edit the personality as well, what was it all for besides creating a smarter god-emperor? I think that in the sane world you’ve outlined where people deliberately avoid developing AGI, an additional level of sanity would be holding off on modifying intelligence until we have the capacity to perform the personality edits to make it safe. I can just imagine this turning into a world where the rich who are able to make their children superbabies compete with the rest of the elite over whose child will end up ruling the world.  I’m sorry but I’d rather be turned into paper-clips then live in a world where a god-emperor can decide to torture me with their AGI-slave for the hell of it. How is that a better world for anyone but the god-emperor? But people are so blind and selfish, they just assume that they or their offspring would be god-emperor. At least with AI people are scared enough that they’re putting focused effort into trying to make it nice. People won’t put that much effort into their children. I mean hell, figuring out personality editing would probably just make things backfire. People would choose to make their kids more ruthless, not less. 
GeneSmith*648

It's a good question. The remarkable thing about human genetics is that most of the variants ARE additive.

This sounds overly simplistic, like it couldn't possible work, but it's one of the most widely replicated results in the field.

There ARE some exceptions. Personality traits seem to be mostly the result of gene-gene interactions, which is one reason why SNP heritability (additive variance explained by common variants) is so low.

But for nearly all diseases and for many other traits like height and intelligence, ~80% of variance is additive. somewhere bet... (read more)

2Roger Scott
I think the "second" question about second order effects was really the main question here. If the intentional beneficial effects don't quite add, that's no great tragedy, but if combining multiple edits produces unexpected changes, some of which are bad, that's kind of a deal killer. I don't find the chart you reference to be very convincing, since it only lists a handful of characteristics that are sufficiently common to have names and have been studied in such an analysis. For every one of those there are likely countless less frequent and/or more subtle "bad" variations whose correlation with the things we're trying to fix we have no idea of. Informally, don't you have to wonder why, if a small number of edits would seem to lead to a clearly superior genome, natural selection hasn't happened upon some of those combinations already? How can we know what combinations were "tried" earlier in our evolution with long-term negative consequences?
2p.b.
Do you have a reference for the personality trait gene-gene interaction thing? Or maybe an explanation how that was determined? 
1lumire
If the variance for intelligence is primarily additive, then why are IQ GWAS heritability estimates significantly under the heritability estimates you see from twin studies (or even GWAS heritability for height)? 
jimrandomh3112

The remarkable thing about human genetics is that most of the variants ARE additive.

I think this is likely incorrect, at least where intelligence-affecting SNPs stacked in large numbers are concerned.

To make an analogy to ML, the effect of a brain-affecting gene will be to push a hyperparameter in one direction or the other. If that hyperparameter is (on average) not perfectly tuned, then one of the variants will be an enhancement, since it leads to a hyperparameter-value that is (on average) closer to optimal.

If each hyperparameter is affected by many gen... (read more)

4TsviBT
Is this what you meant to say? Citation?
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