All of denkenberger's Comments + Replies

Overall, I thought this was very good.

With every passing day, U3's AI rivals are becoming more capable and numerous.

But I thought this was the least plausible part because U3 is self improving and has taken over way more computing power. So it seems to me it could have waited until it got much stronger, and then taken over with much less violence.

Here is my thesis: the real reason why humans cannot build a fully-functional butterfly is not because butterflies are too complex. Instead, it's because butterflies are too simple.

 

Humans design lots of things that are less complex than butterflies and bacteria by your definition, like shovels. I would guess that the wax motor and control system that locks and unlocks your washing machine has a lower complexity than the bacteria in your example.

2Malmesbury
Oh yeah, I mean to compare things that have the same functionality (e.g. human-made butterfly robot vs natural butterfly). Obviously shovels are more simple than butterflies. But, seeing stuff like the wax motor and other examples people have posted, humans are definitely capable of coming up with great simple mechanisms, and I underestimated that. Thanks for bringing it up.

I'm glad my suggestion was helpful! 

(I continue to be quite unsure how to think about saving for retirement and kids college.)

In normal worlds, I think you are in excellent shape, with how your greater than $2 million net worth compares to median of around $100,000 and mean of around $800,000 net worth for households in their 40s in the US. Also, I think you have greater net worth than more than 99% of households in the world. If you let your taxable account go to zero, then you would likely have to pay less for college, because often the retirement a... (read more)

I think the probability of nuclear war in the next 10 years is around 15%. This is mostly due to the extreme tensions that will occur during takeoff by default. Finding ways to avoid nuclear war is important.

Or resilience to nuclear war. What's your probability of an engineered pandemic in the next 10 years?

3Nikola Jurkovic
Yes, resilience seems very neglected. I think I'm at a similar probability to nuclear war but I think the scenarios where biological weapons are used are mostly past a point of no return for humanity. I'm at 15%, most of which is scenarios where the rest of the humans are hunted down by misaligned AI and can't rebuild civilization. Nuclear weapons use would likely be mundane and for non AI-takeover reasons and would likely result in an eventual rebuilding of civilization. The main reason I expect an AI to use bioweapons with more likelihood than nuclear weapons in a full-scale takeover is that bioweapons would do much less damage to existing infrastructure and thus allow a larger and more complex minimal seed of industrial capacity from the AI to recover from.

I think a more accurate way to model them is “GiveWell recommends organizations that are [within the Overton Window]/[have very sound data to back impact estimates] that save as many current lives as possible.” If GiveWell wanted to recommend organizations that save as many human lives as possible, their portfolio would probably be entirely made up of AI safety orgs.

 

Sounds about right - this paper used an older AI Safety model to find $16 to $12,000 per life saved in the present generation. Though I think some other GCR interventions could also ... (read more)

The key benefit that’s missing and might have sold me on it, given Sasha Cohen wrote this, is that this doesn’t let you marry your own Cate Hall.

I think you mean Sasha Chapin. But thinking that it was Sacha Baron Cohen did get me to click on the link.

Then recently we have the example where an 11-year-old (!) walked less than a mile into a 370-person town, and the mother was charged with reckless conduct and forced to sign a ‘safety plan’ on pain of jail time pledging to track him at all times via an app on his phone.

Though there was some pushback that the mother did not know where the kid was, this still seems confusing given rules around school commutes. Many schools do not provide bus service within half a mile up the school, expecting kids to walk or bicycle. In Alaska, it was 1.5 miles even though ... (read more)

For something in the range of $10M/y we think you can operate a system capable of detecting a novel pathogen before 1:1000 people have been infected.

Sounds promising! I assume this is for one location, so have you done any modeling or estimations of what the global prevalence would be at that point? If you get lucky, it could be very low. But it also could be a lot higher if you get unlucky.
Have you done any cost-effectiveness analyses? Do you think that many people would be willing to take actions to reduce transmission etc in a case where no one has gotten sick yet?

2jefftk
We haven't done modeling on this, but I did write some a few months ago (Sample Prevalence vs Global Prevalence) laying out the question. It would be great if someone did want to work on this! An end-to-end cost-effectiveness analysis is quite hard because it depends critically on how likely you think someone is to try to create a stealth pandemic. We've done modeling on "how much would it cost to detect a stealth pandemic before X% of people are infected" but we're not unusually well placed to answer "how likely is a stealth pandemic" or "how useful is it for us to raise the alarm".

Ground shipping is both a complement and a substitute for water shipping, so the net effect isn’t obvious. (Or at least, it’s not obvious to me).

Since overall freight moved wouldn't change that much (see my comment in this thread), the main economic efficiency of repeal is obtained by using ships instead of ground transport, because ships are cheaper. So overall, ships must be a substitute for ground transport. However, it's possible that some routes would be nearly all rail right now, and if it switched to primarily ships, there may be some additional tru... (read more)

Since I couldn't find it quickly on the web, GPT o1 estimated that the labour hours per ton kilometer of trucking is about 100 times as much as ships, and rail is just about the same as ships (I would have thought rail would have been at least a few times higher than ships). So based on the historic US and current Europe, maybe water transport in the US would increase an order of magnitude if the Jones act were repealed. As Zvi points out, even though the US ship manufacturing jobs would be lost, there probably would be an increase overall shipping employm... (read more)

The thing is, there really are not all that many of them. Even if you counted every job at every shipyard, and every job aboard every Jones Act ship, and assumed all of them would be completely lost, it simply is not that many union workers.

 

But the Jones Act is massively benefiting truck and rail staff (and to some extent, pipelines), so I think there are a lot more workers you would need to compensate. Also, I would expect the truck and rail lobbies to try to save the Jones Act.

7Steven Byrnes
Ground shipping is both a complement and a substitute for water shipping, so the net effect isn’t obvious. (Or at least, it’s not obvious to me). Also, if a certain interest group has not lobbied in a policy area in the past (as I think is the case here?), then that's nonzero evidence that they will continue to not lobby in that policy area in the future.
2jmh
You're touching on one of the questions that occurred to me. What do the current and post-Jones transportation flows look like? While I agree that the law must shift some from shipping to truck, rail or pipeline I'm not sure I would expect massive changes here. Do you have some data on that point?

It would be helpful to see a calculation with your rates, the installed cost of batteries, cost of the space taken up, losses in the batteries and convertor, any cost of maintenance, lifetime of batteries, and cost (or benefit) of disposal.

If you have 3 days worth of storage, even if you completely discharge it in 3 days and completely charge it in the next 3 days, you would only go through about 60 cycles per year. In reality, you might get 10 full cycles per year. With interest rates and per year depreciation, typically you would only look out around 10 years, so you might get ~100 discounted full cycles. That's why it makes more sense to calculate it based on capital cost as I have done above. If you're interested in digging deeper, you can get free off grid modeling software, such as the... (read more)

2JBlack
Batteries are primarily used for intra-day time shifting, not weekly. I agree that going completely off grid costs substantially more than being able to use your own generated power for 80-90% of usage. That's why I focused on the case where home owners remain grid-connected in my top-level comment: The only mention I made regarding completely off-grid power systems was about the counterfactual scenario of $150/kW-hr battery cost, which I have not assumed anywhere else. I didn't say that it would be marginally cost effective to go completely off grid with such battery prices, just that it would be substantially more cost-effective than buying all my power from the grid. The middle option of 80-90% reduced but not completely eliminated grid use is still cheaper than either of the two extremes, and likely to remain so for any feasible home energy storage system. That's what I was referring to regarding $700 kW/hr. At $1000/kW-hr it's (just barely) not worth even buying batteries to shift energy from daytime generation to night consumption, while at $700/kW-hr it definitely is worthwhile. Do you need the calculation for that?

That does sound like an excessive markup. But my point is even with the wholesale price, chemical batteries are nowhere near cost-effective for medium-term (days) electrical storage. Instead we should be doing pumped hydropower, compressed air energy storage, or building thermal energy storage (and eventually some utilization of vehicle battery storage because the battery is already paid for for the transport function). I talk about this more in my second 80k podcast.

4JBlack
At $150/kW-hr and assuming a somewhat low 3000 cycle lifetime, such batteries would cost $0.05 per cycled kW-hr which is very much cost-effective when paired with the extremely low cost but inconveniently timed nature of solar power. It would drop the amortized cost of a complete off-grid power system for my home to half that of grid power in my area, for example. Even now at $1000/kW-hr retail it's almost cost-effective here to buy batteries to time-shift energy from solar generation to time of consumption. At $700/kW-hr it would definitely be cost-effective to do daily load-shifting with the grid as a backup only for heavily cloudy days. Pumped hydro is already underway in this region, though it's proving more expensive and time-consuming to build than expected. Have there been some recent advances in compressed air energy storage? The information I read 2-3 years ago did not look promising at any scale.

Yes, but the rest of my comment focused on why I don't think defection from just the electric grid is close to economical with the same reliability.

But with what reliability? If you don't mind going without power (or dramatically curtailed power) a few weeks a year, then you could dramatically reduce the battery size, but most people in high income countries don't want to make that trade-off.

And so are batteries

Lithium-ion batteries have gotten a lot cheaper, but batteries in general have not. Lithium ion are just now starting to become competitive with lead acid for non-mobile applications. It's not clear that batteries in general will get significantly cheaper.

 

It's going to make sense for a lot of houses to go over to solar + batteries. And if batteries are too expensive for the longest stretch of cloudy days you might have, at least here a natural gas generator compares favorably.  

In your climate, defection from... (read more)

5JBlack
Battery costs should be lower by now than they are. For example, in Australia wholesale cell prices are on the order of $150/kW-hr, while installed battery systems are still more than $1000/kW-hr. The difference isn't just packaging, electrical systems, and installation costs. Packaging doesn't cost anywhere near that much, installation costs are relatively flat with capacity, and so are electrical systems (for given peak power). Yet battery system costs from almost all suppliers are almost perfectly linear with energy capacity. I don't know why there isn't an alternative decent-quality supplier that would eat their lunch on large-capacity systems with moderate peak power. Such a thing should be still very highly profitable with a much larger market. It could be that there just hasn't been enough time for such a market to develop, or supply issues, or something else I'm missing?
4jimrandomh
I think the prediction here is that people will detach only from the electric grid, not from the natural gas grid. If you use natural gas heat instead of a heat pump for part of the winter, then you don't need to oversize your solar panels as much.

Stress during the day takes years off people's lives. Is there any evidence that stress during dreams (not necessarily nightmares) has a similar effect? Then that could be a significant benefit of lucid dreaming to reduce stress.

3Going Durden
this might not actually be always  beneficial. Lucid dreaming also means you remember much more from the dreams, which can extend the lifespan of your recurring nightmares. Not to mention, if you dream lucidly, your consciousness is not resting, and intrusive thoughts will pile up.
2avturchin
The best practical application of lucid dreams is reducing effects of nightmares by recognizing that it is just a dream.

So this seems like very strong evidence for 2%+ productivity growth already from AI, which should similarly raise GDP.

If you actually take all the reports here seriously and extrapolate average gains, you get a lot more than 2%. Davidad estimates 8% in general

The labour fraction of GDP is about 60% in the US now, and not all labour is cognitive tasks, and not all cognitive tasks have immediate payoff. Furthermore, people could use the time savings to work fewer hours, rather than get more done. So I would guess the productivity in cognitive tas... (read more)

Asking an ASI to leave a hole in a Dyson Shell, so that Earth could get some sunlight not transformed to infrared, would cost It 4.5e-10 of Its income. 

Interestingly, if the ASI did this, Earth would still be in trouble because it would get the same amount of solar radiation, but the default would be also receiving a similar amount of infrared from the Dyson swarm. Perhaps the infrared could be directed away from the earth, or perhaps an infrared shield could be placed above the earth or some other radiation management system could be implemented. Sim... (read more)

Why does the chart not include energy? Prepared meals in grocery stores cost more, so their increased prevalence would be part of the explanation. Also, grains got more expensive in the last 20 years partly due to increased use in biofuels.

As I mentioned, the mass scaling was lower than the 3rd power (also because the designs went from fixed to variable RPM and blade pitch, which reduces loading), so if it were lower than 2.4, that would mean larger wind turbines would use slightly lower mass per energy produced. But the main reason for large turbines is lower construction and maintenance labour per energy produced (this is especially true for offshore turbines where maintenance is very expensive).

You could build one windmill per Autofac, but the power available from a windmill scales as the fifth power of the height, so it probably makes sense for a group of Autofacs to build one giant windmill to serve them all.

The swept area of a wind turbine scales as the second power of the height (assuming constant aspect ratios), and the velocity of wind increases with ~1/7 power with height. Since the power goes with the third power of the velocity, that means overall power ~height^2.4. The problem is that the amount of material required scales roughly with ... (read more)

3Carl Feynman
Now I know more!  Thanks.   That would suggest that an equal mass of tiny wind turbines would be more efficient.  But I see really big turbines all over the midwest.  What's the explanation?

Data centers running large numbers of AI chips will obviously run them as many hours as possible, as they are rapidly depreciating and expensive assets. Hence, each H100 will require an increase in peak powergrid capacity, meaning new power plants.


My comment here explains how the US could free up greater than 20% of current electricity generation for AI, and my comment here explains how the US could produce more than 20% extra electricity with current power plants. Yes, duty cycle is an issue, but backup generators (e.g. at hospitals) c... (read more)

If you pair solar with compressed air energy storage, you can inexpensively (unlike chemical batteries) get to around 75% utilization of your AI chips (several days of storage), but I’m not sure if that’s enough, so natural gas would be good for the other ~25% (windpower is also anticorrelated with solar both diurnally and seasonally, but you might not have good resources nearby).

Natural gas is a fact question. I have multiple sources who confirmed Leopold’s claims here, so I am 90% confident that if we wanted to do this with natural gas we could do that. I am 99%+ sure we need to get our permitting act together, and would even without AI as a consideration…

A key consideration is that if there is not time to build green energy including fission, and we must choose, then natural gas (IIUC) is superior to oil and obviously vastly superior to coal.


My other comment outlined how >20% of US electricity could be freed up quickly b... (read more)

How are we getting the power? Most obvious way is to displace less productive industrial uses but we won’t let that happen. We must build new power. Natural gas. 100 GW will get pretty wild but still doable with natural gas. 

If we let the price of electricity go up, we would naturally get conservation across residential, commercial, and industrial users. There are precedents for this, such as Juneau Alaska losing access to its hydropower plant and electricity getting ~6 times as expensive and people reducing consumption by 25%. Now of course people wi... (read more)

Thanks for digging into the data! I agree that the rational response should be if you are predisposed to a problem to actively address the problem. But I still think a common response would be one of fatalism and stress. Have you looked into other potential sources of the nocebo effect? Maybe people being misdiagnosed with diseases that they don't actually have?

7transhumanist_atom_understander
From a quick look on Wikipedia I don't see anything. Except for patients that report side effects from placebo, but of course that could be symptoms that they would have had in any case, which they incorrectly attribute to the placebo. I don't see how you could get an accurate measure of a nocebo effect from misdiagnoses. I don't think anyone is willing to randomize patients to be misdiagnosed. And if you try to do it observationally, you run into the problem of distinguishing the effects of the misdiagnosis from whatever brought them to the doctor seeking diagnosis.

You might say that the persistence of witch doctors is weak evidence of the placebo effect. But I would guess that the nocebo effect (believing something is going to hurt you) would be stronger. This is because stress takes years off people's lives. The Secret of Our Success cited a study of the Chinese belief that birth year affects diseases and lifespan. Chinese people living in the US who had the birth year associated with cancer lived ~four years shorter than other birth years.

I took a look at The Secret of Our Success, and saw the study you're describing on page 277. I think you may be misremembering the disease. The data given is for bronchitis, emphysema and asthma (combined into one category). It does mention that similar results hold for cancer and heart attacks.

I took a look at the original paper. They checked 15 diseases, and bronchitis, emphysema and asthma was the only one that was significant after correction for multiple comparisons. I don't agree that the results for cancer and heart attacks are similar. They seem wi... (read more)

I did have some probability mass on AI boxing being relevant. And I still have some probability mass that there will be sudden recursive self-improvement. But I also had significant probability mass on AI being economically important, and therefore very visible. And with an acceleration of progress, I thought many people would be concerned about it. I don’t know as I would’ve predicted a particular chat-gpt moment (I probably would have guessed some large AI accident), but the point is that we should have been ready for a case when the public/governments b... (read more)

I'm surprised no one has mentioned Paul's long support (e.g.) of continuous progress meaning slow takeoff. Of course there's Hanson as well.

4Lukas_Gloor
I think one issue is that someone can be aware about a specific worldview's existence and even consider it a plausible worldview, but still be quite bad at understanding what it would imply/look like in practice if it were true.  For me personally, it's not that I explicitly singled out the scenario that happened and assigned it some very low probability. Instead, I think I mostly just thought about scenarios that all start from different assumptions, and that was that. For instance, when reading Paul's "What failure looks like" (which I had done multiple times), I thought I understood the scenario and even explicitly assigned it significant likelihood, but as it turned out, I didn't really understand it because I never really thought in detail about "how do we get from a 2021 world (before chat-gpt) to something like the world when things go off the rails in Paul's description?" If I had asked myself that question, I'd probably have realized that his worldview implies that there probably isn't a clear-cut moment of "we built the first AGI!" where AI boxing has relevance.
0lemonhope
I assumed somebody had. Maybe everyone did haha

Interesting - I was thinking it was going to be about the analogy with collapse of civilization and how far we might fall. Because I am concerned that if we have a loss of industrial civilization, we might not be able to figure out how to go back to subsistence farming, or even hunting and gathering (Secret of Our Success), so we may fall to extinction. But I think there are ways of not pulling up the ladder behind us in this case as well (planning for meeting basic needs in low tech ways).

3Screwtape
Yeah. Zoomed way out, has human civilization made it easier or harder for hunter/gatherers to build back up to a highly technological point? It's easier in some ways (our artifacts are lying around, showing it can be done and providing a point of study) and harder in others (we probably mined all the easily mined coal, though maybe the fact that we left mineshafts with the dregs helps?) I don't really have an actionable solution there, so I'm using the civilization wide version to point at things closer to human scale.

I don't have a strong opinion because I think there's huge uncertainty in what is healthy. But for instance, my intuition is that a plant-based meat that had very similar nutritional characteristics as animal meat would be about as healthy (or unhealthy) as the meat itself. The plant-based meat would be ultra-processed. But one could think of the animal meat as being ultra-processed plants, so I guess one could think that that is the reason that animal meat is unhealthy?

To me "generally avoid processed foods" would be kinda like saying "generally avoid breathing in gasses/particulates that are different from typical earth atmosphere near sea level".

People have been breathing a lot of smoke in the last million years or so, so one might think that we would have evolved to tolerate it, but it's still really bad for us. Though there are certainly lots of ways to go wrong deviating from what we are adapted to, our current unnatural environment is far better for our life expectancy than the natural one. As pointed out in other comments, some food processing can be better for us.

3Slapstick
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.

Kuhlemann argues that human overpopulation is the best example of an “unsexy” global catastrophic risk, but this is not taken seriously by the vast majority of global catastrophic risk scholars.

I think the reason overpopulation is generally not taken seriously by the GCR community is that they don't believe it would be catastrophic. Some believe that there would be a small reduction in per capita income, but greater total utility. Others argue that having more population would actually raise per capita income and could be key to maintaining long-term innov... (read more)

This is a tricky thing to define, because by some definitions we are already in the 5 year count-down on a slow takeoff.

Some people advocate for using GDP, so the beginning is if you can see the AI signal in the noise (which we can't yet).

2Nathan Helm-Burger
Yes, I personally think that things are going to be moving much too fast for GDP to be a useful measure. GDP requires some sort of integration into the economy. My experience in data science and ML engineering in industry, and also my time in academia, makes it very intuitive to me the lag time from developing something cool in the lab, to actually managing to publish a paper about it, to people in industry seeing the paper and deciding to reimplement it in production. So if you have a lab which is testing it's products internally, and the output is an improved product within that lab, which can then immediately be used for another cycle of improvement... That is clearly going to move much faster than you will see any effect on GDP. So GDP might help you measure a slow early start of a show takeoff, but it will be useless in the fast end section.

Nuclear triad aside, there's the fact that the Arctic is more than 1000 miles away from the nearest US land (about 1700 miles away from Montana, 3000 miles away from Texas), that Siberia is already roughly as close.

Well, there’s Alaska, but yes, part of Russia is only ~55 miles away from Alaska, so the overall point stands that Russia having a greater presence in the Arctic doesn't change things very much.

And of course, the fact the Arctic is made of, well, ice, that melts more and more as the climate warms, and thus not the best place to build a missile b

... (read more)

If negative effects are worse than expected, it can't be reversed.

I agree that MCB can be reversed faster, but still being able to reverse in a few years is pretty responsive. There are strong interactions with other GCRs. For instance, here's a paper that argues that if we have a catastrophe like an extreme pandemic that disrupts our ability to do solar radiation management (SRM), then we could have a double catastrophe of rapid warming and the pandemic. So this would push towards more long-term SRM, such as space systems. However, there are also interact... (read more)

3trevor
Good idea, but I tried that and sadly it didn't work.

Nice summary! My subjective experience participating as an expert was that I was able to convince quite a few people to update towards greater risk by giving them some considerations that they had not thought of (and also by clearing up misinterpretations of the questions). But I guess in the scheme of things, it was not that much overall change.

What I wanted was a way to quantify what fraction of human cognition has been superseded by the most general-purpose AI at any given time. My impression is that that has risen from under 1% a decade ago, to somewhe

... (read more)

I agree that indoor combustion producing small particles that go deep into the lungs is a major problem, and there should be prevention/mitigation. But on the dust specifically, I was hoping to see a cost-benefit analysis. Since most household dust is composed of relatively large particles, they typically do not penetrate beyond the nose and throat, and so are more of an annoyance than something that threatens your life. So I am skeptical if one doesn’t have particular risk factors such as peeling lead paint or allergies, measures such as regular dusting (... (read more)

Recall that GPT2030 could do 1.8 million years of work[8] across parallel copies, where each copy is run at 5x human speed. This means we could simulate 1.8 million agents working for a year each in 2.4 months.

You point out that human intervention might be required every few hours, but with different time zones, we could at least have the GPT working twice as many hours a week as humans, so that would imply ~1 month above. As for the speed now, you say about the same to three times as fast for thinking. You point out that it also does writing, but it is ve... (read more)

AI having scope-sensitive preferences for which not killing humans is a meaningful cost

Could you say more what you mean? If the AI has no discount rate, leaving Earth to the humans may require within a few orders of magnitude 1/trillion kindness. However, if the AI does have a significant discount rate, then delays could be costly to it. Still, the AI could make much more progress in building a Dyson swarm from the moon/Mercury/asteroids with their lower gravity and no atmosphere, allowing the AI to launch material very quickly. My very rough estimate indi... (read more)

3paulfchristiano
Sorry, I meant "scope-insensitive," and really I just meant an even broader category of like "doesn't care 10x as much about getting 10x as much stuff."  I think discount rates or any other terminal desire to move fast would count (though for options like "survive in an unpleasant environment for a while" or "freeze and revive later" the required levels of kindness may still be small). (A month seems roughly right to me as the cost of not trashing Earth's environment to the point of uninhabitability.)

I think "50% you die" is more motivating to people than "90% you die" because in the former, people are likely to be able to increase the absolute chance of survival more, because at 90%, extinction is overdetermined.

When asked on Lex’s podcast to give advice to high school students, Elezier’s response was “don’t expect to live long.”

Not to belittle the perceived risk if one believes in 90% chance of doom in the next decade, but even if one has a 1% chance of an indefinite lifespan, the expected lifespan of teenagers now is much higher than previous generations. 

Right, both ChatGPT and Bing chat recognize it as a riddle/joke. So I don't think this is correct:

If you ask GPT- "what's brown and sticky?", then it will reply "a stick", even though a stick isn't actually sticky.

Very useful post and discussion! Let's ignore the issue that someone in capabilities research might be underestimating the risk and assume they have appropriately assessed the risk. Let's also simplify to two outcomes of bliss expanding in our lightcone and extinction (no value). Let's also assume that very low values of risk are possible but we have to wait a long time. It would be very interesting to me to hear how different people (maybe with a poll) would want the probability of extinction to be below before activating the AGI. Below are my super rough... (read more)

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