This post is a not a so secret analogy for the AI Alignment problem. Via a fictional dialog, Eliezer explores and counters common questions to the Rocket Alignment Problem as approached by the Mathematics of Intentional Rocketry Institute. 

MIRI researchers will tell you they're worried that "right now, nobody can tell you how to point your rocket’s nose such that it goes to the moon, nor indeed any prespecified celestial destination."

Elizabeth4h163
0
Check my math: how does Enovid compare to to humming? Nitric Oxide is an antimicrobial and immune booster. Normal nasal nitric oxide is 0.14ppm for women and 0.18ppm for men (sinus levels are 100x higher). journals.sagepub.com/doi/pdf/10.117… Enovid is a nasal spray that produces NO. I had the damndest time quantifying Enovid, but this trial registration says 0.11ppm NO/hour. They deliver every 8h and I think that dose is amortized, so the true dose is 0.88. But maybe it's more complicated. I've got an email out to the PI but am not hopeful about a response clinicaltrials.gov/study/NCT05109…   so Enovid increases nasal NO levels somewhere between 75% and 600% compared to baseline- not shabby. Except humming increases nasal NO levels by 1500-2000%. atsjournals.org/doi/pdf/10.116…. Enovid stings and humming doesn't, so it seems like Enovid should have the larger dose. But the spray doesn't contain NO itself, but compounds that react to form NO. Maybe that's where the sting comes from? Cystic fibrosis and burn patients are sometimes given stratospheric levels of NO for hours or days; if the burn from Envoid came from the NO itself than those patients would be in agony.  I'm not finding any data on humming and respiratory infections. Google scholar gives me information on CF and COPD, @Elicit brought me a bunch of studies about honey.   With better keywords google scholar to bring me a bunch of descriptions of yogic breathing with no empirical backing. There are some very circumstantial studies on illness in mouth breathers vs. nasal, but that design has too many confounders for me to take seriously.  Where I'm most likely wrong: * misinterpreted the dosage in the RCT * dosage in RCT is lower than in Enovid * Enovid's dose per spray is 0.5ml, so pretty close to the new study. But it recommends two sprays per nostril, so real dose is 2x that. Which is still not quite as powerful as a single hum. 
A tension that keeps recurring when I think about philosophy is between the "view from nowhere" and the "view from somewhere", i.e. a third-person versus first-person perspective—especially when thinking about anthropics. One version of the view from nowhere says that there's some "objective" way of assigning measure to universes (or people within those universes, or person-moments). You should expect to end up in different possible situations in proportion to how much measure your instances in those situations have. For example, UDASSA ascribes measure based on the simplicity of the computation that outputs your experience. One version of the view from somewhere says that the way you assign measure across different instances should depend on your values. You should act as if you expect to end up in different possible future situations in proportion to how much power to implement your values the instances in each of those situations has. I'll call this the ADT approach, because that seems like the core insight of Anthropic Decision Theory. Wei Dai also discusses it here. In some sense each of these views makes a prediction. UDASSA predicts that we live in a universe with laws of physics that are very simple to specify (even if they're computationally expensive to run), which seems to be true. Meanwhile the ADT approach "predicts" that we find ourselves at an unusually pivotal point in history, which also seems true. Intuitively I want to say "yeah, but if I keep predicting that I will end up in more and more pivotal places, eventually that will be falsified". But.... on a personal level, this hasn't actually been falsified yet. And more generally, acting on those predictions can still be positive in expectation even if they almost surely end up being falsified. It's a St Petersburg paradox, basically. Very speculatively, then, maybe a way to reconcile the view from somewhere and the view from nowhere is via something like geometric rationality, which avoids St Petersburg paradoxes. And more generally, it feels like there's some kind of multi-agent perspective which says I shouldn't model all these copies of myself as acting in unison, but rather as optimizing for some compromise between all their different goals (which can differ even if they're identical, because of indexicality). No strong conclusions here but I want to keep playing around with some of these ideas (which were inspired by a call with @zhukeepa). This was all kinda rambly but I think I can summarize it as "Isn't it weird that ADT tells us that we should act as if we'll end up in unusually important places, and also we do seem to be in an incredibly unusually important place in the universe? I don't have a story for why these things are related but it does seem like a suspicious coincidence."
I think I'm gonna start posting top blogpost to the main feed (mainly from dead writers or people I predict won't care) 
The main thing I got out of reading Bostrom's Deep Utopia is a better appreciation of this "meaning of life" thing. I had never really understood what people meant by this, and always just rounded it off to people using lofty words for their given projects in life. The book's premise is that, after the aligned singularity, the robots will not just be better at doing all your work but also be better at doing all your leisure for you. E.g., you'd never study for fun in posthuman utopia, because you could instead just ask the local benevolent god to painlessly, seamlessly put all that wisdom in your head. In that regime, studying with books and problems for the purpose of learning and accomplishment is just masochism. If you're into learning, just ask! And similarly for any psychological state you're thinking of working towards. So, in that regime, it's effortless to get a hedonically optimal world, without any unendorsed suffering and with all the happiness anyone could want. Those things can just be put into everyone and everything's heads directly—again, by the local benevolent-god authority. The only challenging values to satisfy are those that deal with being practically useful. If you think it's important to be the first to discover a major theorem or be the individual who counterfactually helped someone, living in a posthuman utopia could make things harder in these respects, not easier. The robots can always leave you a preserve of unexplored math or unresolved evil... but this defeats the purpose of those values. It's not practical benevolence if you had to ask for the danger to be left in place; it's not a pioneering scientific discovery if the AI had to carefully avoid spoiling it for you. Meaning is supposed to be one of these values: not a purely hedonic value, and not a value dealing only in your psychological states. A further value about the objective state of the world and your place in relation to it, wherein you do something practically significant by your lights. If that last bit can be construed as something having to do with your local patch of posthuman culture, then there can be plenty of meaning in the postinstrumental utopia! If that last bit is inextricably about your global, counterfactual practical importance by your lights, then you'll have to live with all your "localistic" values satisfied but meaning mostly absent. It helps to see this meaning thing if you frame it alongside all the other objectivistic "stretch goal" values you might have. Above and beyond your hedonic values, you might also think it good for you and others to have objectively interesting lives, accomplished and fulfilled lives, and consumingly purposeful lives. Meaning is one of these values, where above and beyond the joyful, rich experiences of posthuman life, you also want to play a significant practical role in the world. We might or might not be able to have lots of objective meaning in the AI utopia, depending on how objectivistic meaningfulness by your lights ends up being. > Considerations that in today's world are rightly dismissed as frivolous may well, once more pressing problems have been resolved, emerge as increasingly important [remaining] lodestars... We could and should then allow ourselves to become sensitized to fainter, subtler, less tangible and less determinate moral and quasi-moral demands, aesthetic impingings, and meaning-related desirables. Such recalibration will, I believe, enable us to discern a lush normative structure in the new realm that we will find ourselves in—revealing a universe iridescent with values that are insensible to us in our current numb and stupefied condition (pp. 318-9).
There was this voice inside my head that told me that since I got Something to protect, relaxing is never ok above strict minimum, the goal is paramount, and I should just work as hard as I can all the time. This led me to breaking down and being incapable to work on my AI governance job for a week, as I just piled up too much stress. And then, I decided to follow what motivated me in the moment, instead of coercing myself into working on what I thought was most important, and lo and behold! my total output increased, while my time spent working decreased. I'm so angry and sad at the inadequacy of my role models, cultural norms, rationality advice, model of the good EA who does not burn out, which still led me to smash into the wall despite their best intentions. I became so estranged from my own body and perceptions, ignoring my core motivations, feeling harder and harder to work. I dug myself such deep a hole. I'm terrified at the prospect to have to rebuild my motivation myself again.

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The history of science has tons of examples of the same thing being discovered multiple time independently; wikipedia has a whole list of examples here. If your goal in studying the history of science is to extract the predictable/overdetermined component of humanity's trajectory, then it makes sense to focus on such examples.

But if your goal is to achieve high counterfactual impact in your own research, then you should probably draw inspiration from the opposite: "singular" discoveries, i.e. discoveries which nobody else was anywhere close to figuring out. After all, if someone else would have figured it out shortly after anyways, then the discovery probably wasn't very counterfactually impactful.

Alas, nobody seems to have made a list of highly counterfactual scientific discoveries, to complement wikipedia's list of multiple discoveries.

To...

kromemnow10

Do you have a specific verse where you feel like Lucretius praised him on this subject? I only see that he praises him relative to other elementaists before tearing him and the rest apart for what he sees as erroneous thinking regarding their prior assertions around the nature of matter, saying:

"Yet when it comes to fundamentals, there they meet their doom. These men were giants; when they stumble, they have far to fall:"

(Book 1, lines 740-741)

I agree that he likely was a precursor to the later thinking in suggesting a compository model of life starting fr... (read more)

4Answer by CronoDAS2h
Antonie van Leeuwenhoek, known as the Father of Microbiology, made the first microscopes capable of seeing microorganisms and is credited as the person who discovered them. He kept his lensmaking techniques secret, however, and microscopes capable of the same magnification didn't become generally available until many, many years later.
5cubefox5h
I see no reason to doubt that the article is accurate. Why would Chinese scholars completely miss the theory if it was obvious among merchants? There should in any case exist some records of it, some maps. Yet none exist. And why would it even be obvious that the Earth is a sphere from long distance travel alone? I don't think this makes sense. If the Chinese didn't reinvent the theory in more than two thousand years, this makes it highly "counterfactual". The longer a theory isn't reinvented, the less obvious it must be.
2Jiro5h
I've heard, in this context, the partial counterargument that he was using traits which are a little fuzzy around the edges (where is the boundary between round and wrinkled?) and that he didn't have to intentionally fudge his data in order to get results that were too good, just be not completely objective in how he was determining them. Of course, this sort of thing is why we have double-blind tests in modern times.

"When there's a will to fail, obstacles can be found."   —John McCarthy

I first watched Star Wars IV-VI when I was very young.  Seven, maybe, or nine?  So my memory was dim, but I recalled Luke Skywalker as being, you know, this cool Jedi guy.

Imagine my horror and disappointment, when I watched the saga again, years later, and discovered that Luke was a whiny teenager.

I mention this because yesterday, I looked up, on Youtube, the source of the Yoda quote:  "Do, or do not.  There is no try."

Oh.  My.  Cthulhu.

Along with the Youtube clip in question, I present to you a little-known outtake from the scene, in which the director and writer, George Lucas, argues with Mark Hamill, who played Luke Skywalker:

Luke:  All right, I'll give it a

...
done4m10

a little-known outtake from the scene

Source?

My apologies... I'm new here and I'm probably misunderstanding the page layout or missing a major point, but... If the outtake conversation is real, can someone post a link to the source? Thanks!

2Richard_Ngo1h
(Speculative paragraph, quite plausibly this is just nonsense.) Suppose you have copies A and B who are both offered the same bet on whether they're A. One way you could make this decision is to assign measure to A and B, then figure out what the marginal utility of money is for each of A and B, then maximize measure-weighted utility. Another way you could make this decision, though, is just to say "the indexical probability I assign to ending up as each of A and B is proportional to their marginal utility of money" and then maximize your expected money. Intuitively this feels super weird and unjustified, but it does make the "prediction" that we'd find ourselves in a place with high marginal utility of money, as we currently do. (Of course "money" is not crucial here, you could have the same bet with "time" or any other resource that can be compared across worlds.) Fair point. By "acausal games" do you mean a generalization of acausal trade? (Acausal trade is the main reason I'd expect us to be simulated a lot.)
2Wei Dai1h
This is particularly weird because your indexical probability then depends on what kind of bet you're offered. In other words, our marginal utility of money differs from our marginal utility of other things, and which one do you use to set your indexical probability? So this seems like a non-starter to me... (ETA: But I could be wrong! Maybe it changes moment by moment as we consider different decisions, or something like that? But what about when we're just contemplating a philosophical problem and not trying to make any specific decisions?) Yes, didn't want to just say "acausal trade" in case threats/war is also a big thing.
2Richard_Ngo20m
It seems pretty weird to me too, but to steelman: why shouldn't it depend on the type of bet you're offered? Your indexical probabilities can depend on any other type of observation you have when you open your eyes. E.g. maybe you see blue carpets, and you know that world A is 2x more likely to have blue carpets. And hearing someone say "and the bet is denominated in money not time" could maybe update you in an analogous way. I mostly offer this in the spirit of "here's the only way I can see to reconcile subjective anticipation with UDT at all", not "here's something which makes any sense mechanistically or which I can justify on intuitive grounds".

I added this to my comment just before I saw your reply: Maybe it changes moment by moment as we consider different decisions, or something like that? But what about when we're just contemplating a philosophical problem and not trying to make any specific decisions?

I mostly offer this in the spirit of "here's the only way I can see to reconcile subjective anticipation with UDT at all", not "here's something which makes any sense mechanistically or which I can justify on intuitive grounds".

Ah I see. I think this is incomplete even for that purpose, beca... (read more)

This post brings together various questions about the college application process, as well as practical considerations of where to apply and go. We are seeing some encouraging developments, but mostly the situation remains rather terrible for all concerned.

Application Strategy and Difficulty

Paul Graham: Colleges that weren’t hard to get into when I was in HS are hard to get into now. The population has increased by 43%, but competition for elite colleges seems to have increased more. I think the reason is that there are more smart kids. If so that’s fortunate for America.

Are college applications getting more competitive over time?

Yes and no.

  1. The population size is up, but the cohort size is roughly the same.
  2. The standard ‘effort level’ of putting in work and sacrificing one’s childhood and gaming
...
2Wei Dai27m
Is this actually true? China has (1) (affirmative action via "Express and objective (i.e., points and quotas)") for its minorities and different regions and FWICT the college admissions "eating your whole childhood" problem over there is way worse. Of course that could be despite (1) not because of it, but does make me question whether (3) ("Implied and subjective ('we look at the whole person').") is actually far worse than (1) for this.
1rotatingpaguro2h
What are these events?

I'm assuming the recent protests about the Gaza war: https://www.nytimes.com/live/2024/04/24/us/columbia-protests-mike-johnson

2cSkeleton3h
I'd guess very smart kids are getting more numerous and smarter at the elite level since I'd guess just about everything is improving at the most competitive level. Unfortunately it doesn't seem like there's much interest in measuring this, e.g. hundreds of kids tie for the maximum score possible on SATs (1600) instead of designing a test that won't max out.  (Btw, one cool thing I learned about recently is that some tests use dynamic scoring where if you get questions correct the system asks you harder questions.)

Concerns over AI safety and calls for government control over the technology are highly correlated but they should not be.

There are two major forms of AI risk: misuse and misalignment. Misuse risks come from humans using AIs as tools in dangerous ways. Misalignment risks arise if AIs take their own actions at the expense of human interests.

Governments are poor stewards for both types of risk. Misuse regulation is like the regulation of any other technology. There are reasonable rules that the government might set, but omission bias and incentives to protect small but well organized groups at the expense of everyone else will lead to lots of costly ones too. Misalignment regulation is not in the Overton window for any government. Governments do not have strong incentives...

2Richard_Ngo2h
I don't actually think proponents of anti-x-risk AI regulation have thought very much about the ways in which regulatory capture might in fact be harmful to reducing AI x-risk. At least, I haven't seen much writing about this, nor has it come up in many of the discussions I've had (except insofar as I brought it up). In general I am against arguments of the form "X is terrible but we have to try it because worlds that don't do it are even more doomed". I'll steal Scott Garrabrant's quote from here: Until recently, people with P(doom) of, say, 10%, have been natural allies of people with P(doom) of >80%. But the regulation that the latter group thinks is sufficient to avoid xrisk with high confidence has, on my worldview, a significant chance of either causing x-risk from totalitarianism, or else causing x-risk via governments being worse at alignment than companies would have been. How high? Not sure, but plausibly enough to make these two groups no longer natural allies.
2Akash20m
I'm not sure who you've spoken to, but at least among the AI policy people who I talk to regularly (which admittedly is a subset of people who I think are doing the most thoughtful/serious work), I think nearly all of them have thought about ways in which regulation + regulatory capture could be net negative. At least to the point of being able to name the relatively "easy" ways (e.g., governments being worse at alignment than companies). I continue to think people should be forming alliances with those who share similar policy objectives, rather than simply those who belong in the "I believe xrisk is a big deal" camp. I've seen many instances in which the "everyone who believes xrisk is a big deal belongs to the same camp" mentality has been used to dissuade people from communicating their beliefs, communicating with policymakers, brainstorming ideas that involve coordination with other groups in the world, disagreeing with the mainline views held by a few AIS leaders, etc. The cultural pressures against policy advocacy have been so strong that it's not surprising to see folks say things like "perhaps our groups are no longer natural allies" now that some of the xrisk-concerned people are beginning to say things like "perhaps the government should have more of a say in how AGI development goes than in status quo, where the government has played ~0 role and ~all decisions have been made by private companies." Perhaps there's a multiverse out there in which the AGI community ended up attracting govt natsec folks instead of Bay Area libertarians, and the cultural pressures are flipped. Perhaps in that world, the default cultural incentives pushed people heavily brainstorming ways that markets and companies could contribute meaningfully to the AGI discourse, and the default position for the "AI risk is a big deal" camp was "well obviously the government should be able to decide what happens and it would be ridiculous to get companies involved– don't be unilateralist

I'm not sure who you've spoken to, but at least among the people who I talk to regularly who I consider to be doing "serious AI policy work" (which admittedly is not everyone who claims to be doing AI policy work), I think nearly all of them have thought about ways in which regulation + regulatory capture could be net negative. At least to the point of being able to name the relatively "easy" ways (e.g., governments being worse at alignment than companies).

I don't disagree with this; when I say "thought very much" I mean e.g. to the point of writing papers... (read more)

2Matthew Barnett1h
I agree. Moreover, a p(doom) of 10% vs. 80% means a lot for people like me who think the current generation of humans have substantial moral value (i.e., people who aren't fully committed to longtermism).  In the p(doom)=10% case, burdensome regulations that appreciably delay AI, or greatly reduce the impact of AI, have a large chance of causing the premature deaths of people who currently exist, including our family and friends. This is really bad if you care significantly about people who currently exist. This consideration is sometimes neglected in these discussions, perhaps because it's seen as a form of selfish partiality that we should toss aside. But in my opinion, morality is allowed to be partial. Morality is whatever we want it to be. And I don't have a strong urge to sacrifice everyone I know and love for the sake of slightly increasing (in my view) the chance of the human species being preserved. (The additional considerations of potential totalitarianism, public choice arguments, and the fact that I think unaligned AIs will probably have moral value, make me quite averse to very strong regulatory controls on AI.)

Note: It seems like great essays should go here and be fed through the standard LessWrong algorithm. There is possibly a copyright issue here, but we aren't making any money off it either. What follows is a full copy of "This is Water" by David Foster Wallace his 2005 commencement speech to the graduating class at Kenyon College.

Greetings parents and congratulations to Kenyon’s graduating class of 2005. There are these two young fish swimming along and they happen to meet an older fish swimming the other way, who nods at them and says “Morning, boys. How’s the water?” And the two young fish swim on for a bit, and then eventually one of them looks over at the other and goes “What the hell is water?”

This is...

3habryka2h
Mod note: I clarified the opening note a bit more, to make the start and nature of the essay more clear.

thanks oli, and thanks for editing mine! appreciate the modding <3

2Nathan Young4h
I find this essay very moving and it helps me notice a certain thing. Life is passing and we can pay attention to one thing or another. What will I pay attention to? What will I worship? Some quotes:  
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...or continue with
This is a linkpost for https://dynomight.net/seed-oil/

A friend has spent the last three years hounding me about seed oils. Every time I thought I was safe, he’d wait a couple months and renew his attack:

“When are you going to write about seed oils?”

“Did you know that seed oils are why there’s so much {obesity, heart disease, diabetes, inflammation, cancer, dementia}?”

“Why did you write about {meth, the death penalty, consciousness, nukes, ethylene, abortion, AI, aliens, colonoscopies, Tunnel Man, Bourdieu, Assange} when you could have written about seed oils?”

“Isn’t it time to quit your silly navel-gazing and use your weird obsessive personality to make a dent in the world—by writing about seed oils?”

He’d often send screenshots of people reminding each other that Corn Oil is Murder and that it’s critical that we overturn our lives...

1Slapstick35m
I think we're pretty confident that refined oils are unhealthy (especially in larger quantities) , I believe there's just controversy about the magnitude of explanatory power given to seed oils.
1Slapstick1h
There's some simple processes that make it easier/possible to digest whole foods that would otherwise be difficult/impossible to healthily digest, but I don't really think there's meaningful confusion as to whether that's being referred to by the term processed foods. Could you offer some examples of healthy foods /better for us foods that are processed such that there would be meaningful confusion surrounding the idea of it being healthy to avoid processed foods, according to how that term is typically used? I can think of some, but definitely not anything of enough consequence to help me to understand why people here seem so critical of the concept of reducing processed foods as a health guideline.
1Slapstick1h
I had just searched on google about ways to make olives edible and got some mixed results. The point I was trying to make was that the way that olives are typically processed to make them edible results in a product that isn't particularly healthy at least relatively speaking, due to having isolated chemical(s) added to it in its processing. The main thing I'm trying to say is that eating an isolated component of something we're best adapted to eat, and/or adding isolated/refined components to that food, will generally make that food less healthy than it would be were we eating all of the components of the food rather than isolated parts. I think that process, and more complex variations of that process, are essentially what's being referred to when referring to the process behind processed foods. I think it's a generally reasonable term with a solid basis.
Ann28m10

Hmm, while I don't think olives in general are unhealthy in the slightest (you can overload on salt if you focus on them too much because they are brined, but that's reasonable to expect), there is definitely a meaningful distinction between the two types of processing we're referencing. Nixtamalization isn't isolating a part of something, it's rendering nutrients already in the corn more available. Fermenting olives isn't isolating anything, (though extracting olive oil is), it's removing substances that make the olive inedible. Same for removing tannins ... (read more)

U.S. Secretary of Commerce Gina Raimondo announced today additional members of the executive leadership team of the U.S. AI Safety Institute (AISI), which is housed at the National Institute of Standards and Technology (NIST). Raimondo named Paul Christiano as Head of AI Safety, Adam Russell as Chief Vision Officer, Mara Campbell as Acting Chief Operating Officer and Chief of Staff, Rob Reich as Senior Advisor, and Mark Latonero as Head of International Engagement. They will join AISI Director Elizabeth Kelly and Chief Technology Officer Elham Tabassi, who were announced in February. The AISI was established within NIST at the direction of President Biden, including to support the responsibilities assigned to the Department of Commerce under the President’s landmark Executive Order.

Paul Christiano, Head of AI Safety, will design

...
2Davidmanheim8h
The OP claimed it was a failure of BSL levels that induced biorisk as a cause area, and I said that was a confused claim. Feel free to find someone who disagrees with me here, but the proximate causes of EAs worrying about biorisk has nothing to do with BSL lab designations. It's not BSL levels that failed in allowing things like the soviet bioweapons program, or led to the underfunded and largely unenforceable BWC, or the way that newer technologies are reducing the barriers to terrorists and other being able to pursue bioweapons.

I think we must still be missing each other somehow. To reiterate, I'm aware that there is also non-accidental biorisk, for which one can hardly blame the safety measures. But there is substantial accident risk too, since labs often fail to contain pathogens even when they're trying to.

2Davidmanheim9h
I did not say that they didn't want to ban things, I explicitly said "whether to allow certain classes of research at all," and when I said "happy to rely on those levels, I meant that the idea that we should have "BSL-5" is the kind of silly thing that novice EAs propose that doesn't make sense because there literally isn't something significantly more restrictive other than just banning it. I also think that "nearly all EA's focused on biorisk think gain of function research should be banned" is obviously underspecified, and wrong because of the details. Yes, we all think that there is a class of work that should be banned, but tons of work that would be called gain of function isn't in that class.

Warning: This post might be depressing to read for everyone except trans women. Gender identity and suicide is discussed. This is all highly speculative. I know near-zero about biology, chemistry, or physiology. I do not recommend anyone take hormones to try to increase their intelligence; mood & identity are more important.

Why are trans women so intellectually successful? They seem to be overrepresented 5-100x in eg cybersecurity twitter, mathy AI alignment, non-scam crypto twitter, math PhD programs, etc.

To explain this, let's first ask: Why aren't males way smarter than females on average? Males have ~13% higher cortical neuron density and 11% heavier brains (implying   more area?). One might expect males to have mean IQ far above females then, but instead the means and medians are similar:

Left. Right.

My theory...

The trans IQ connection is entirely explained by woman’s clothing being less itchy.

7interstice3h
I buy that trans women are smart but I doubt "testosterone makes you dumber" is the explanation, more likely some 3rd factor raises IQ and lowers testosterone.
10Insub3h
The U-Shaped Curve study you linked does not seem to support really any solid conclusion about a T-vs-IQ relationship (in this quote, S men = "successful educational level", NS men = "unsuccessful educational level"): So there are three totally different best regressions depending on which population you choose? Sounds fishy / likely to be noise to me. And in the population that most represents readers of this blog (S men), the correlation was that more T = more IQ.  I'm only reading the abstract here and can't see the actual plots or how many people were in each group. But idk, this doesn't seem very strong. The other study you linked does say: which seems to support the idea. But it still doesn't really prove the causality - lots of things presumably influence intelligence, and I wouldn't be surprised if some of them influence T as well.
3romeostevensit4h
I would have guessed high T is associated with lower neuroticism, but studies found weak or no effects afaict.

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