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Bryan Johnson: Kernel Brain-Computer Interfaces | Lex Fridman Podcast #186
1YbcB6b4A2U • 2021-05-24
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Kind: captions Language: en the following is a conversation with brian johnson founder of kernel a company that has developed devices that can monitor and record brain activity and previously he was the founder of braintree a mobile payment company that acquired venmo and then was acquired by paypal and ebay quick mention of our sponsors for sigmatic netsuite grammarly and expressvpn check them out in the description to support this podcast as a side note let me say that this was a fun and memorable experience wearing the kernel flow brain interface in the beginning of this conversation as you can see if you watch the video version of this episode and there's a ubuntu linux machine sitting next to me collecting the data from my brain the whole thing gave me hope that the mystery of the human mind will be unlocked in the coming decades as we begin to measure signals from the brain in a high bandwidth way to understand the mind we either have to build it or to measure it both are worth a try thanks to brian and the rest of the colonel team for making this little demo happen this is the lex friedman podcast and here is my conversation with brian johnson you ready lex yes i'm ready do you guys want to come in and put the interfaces on our heads and then i will proceed to tell you a few jokes so we uh we have two incredible pieces of technology and a machine running ubuntu 2004 in front of us what are we doing all right are these going on our heads they're going on our heads yeah and they will place it on our heads for proper alignment does this support giant heads because i kind of have a giant head is this is just as like an ego or are you saying physically both it's a nice massage yes okay how does it feel it moves around it's okay to move around yeah it feels oh yeah [Music] this feels awesome thank you that feels good so this is big head friendly it suits you well lex thank you i feel like i need to uh i feel like when i wear this i need to sound like sam harris calm collected eloquent i feel smarter actually i don't think i've ever felt quite as much like i'm part of the future as now have you ever worn a brain interface or had your brain imaged oh uh never had my brain imaged the only way i've analyzed my brain is by uh talking to myself and thinking no direct data yeah yeah that is it that is definitely an interface that has a lot of blind spots it has some blind spots yeah psychotherapy that's right all right are we recording all right so lex the objective of this i'm going to tell you some jokes and your objective is to not smile which as a russian you should have an edge make the motherland proud i gotcha okay let's hear the jokes lex and this is from the kernel crew we've been working on a device that can read your mind and we would love to see your thoughts is that the joke that's the opening okay if if i'm if i'm seeing the muscle activation correctly on your on your lips you're not gonna do well on this let's see all right here here comes the first unscrewed here comes the first one is this gonna break the device is it resilient to uh to laughter lex what goes through a potato's brain i got already failed that's the hilarious opener okay what tater thoughts what kind of fish performs brain surgery i don't know a neural surgeon and so we're getting data of everything that's happening in my brain right now lifetime yeah we're getting activation patterns of your entire cortex i'm gonna try to do better i'll edit out all the parts where i left photoshop you serious face over me you can recover all right lex what do scholars eat when they're hungry i don't know what academia nuts that's a pretty one so what we'll do is so you're wearing kernel flow which is an interface built uh using technology called spectroscopy so it's similar to what we wear wearables on the wrist using light so using lidar as you know and we're using that to image it's a functional imaging of brain activity and so as your neurons fire electrically and and chemically it creates uh blood oxygenation levels we're measuring that and so in you'll see in the reconstructions we do for you you'll see your activation patterns in your brain as throughout this entire time we are wearing it so in the reaction to the jokes and as we were sitting here talking so it's a we're moving towards a real-time feed of your cortical brain activity so there's a bunch of things that are in contact with my skull right now how many of them are there and so how many of them are what are they what are the actual sensors there's 52 modules and each module has one laser and six sensors and they're the sensors fire uh in about 100 picoseconds and then the photons scatter and absorb in your brain and then a few go in if you come back out they a bunch go in that a fuel come back out and we sense those photons and then we do the reconstruction for the activity overall there's about a thousand plus channels that are sampling your activity how difficult is it to make it as comfortable as it is because it's surprisingly comfortable i would not think it would be comfortable something that's measuring brain activity i would not think it would be comfortable but it is i agree in fact i want to take this home yeah yeah that's right so people are accustomed to being in big systems like fmri where there's 120 decibel sounds and you're in a claustrophobic encasement or eeg which is just painful or surgery and so yes i agree that this is a convenient option to be able to just put on your head it measures your brain activity in the contextual environment you choose so if we want to have it during the podcast if we want to be at home in a business setting so we it's freedom to be where to record your brain activity in the setting that you choose yeah but sort of from an engineering perspective are these uh what is it there's a bunch of different modular parts and they're kind of there's like a rubber band thing where they they mold to the shape of your head that's right so we we built this this version of the mechanical design to accommodate most adult heads but i have a giant head and if it's fine it feels fits well actually so i don't think i have an average head okay maybe i feel i feel much better about my head now maybe i'm uh i'm more average than i thought okay so what else is there interesting you could say what's up while it's on our heads i can keep this on the whole time this is kind of awesome and it's amazing for me as a fan of ubuntu i use a bunch of mate you guys should use that too but it's amazing to have code running to the side measuring stuff and collecting data i mean that i just i feel like much more important now that my data is being recorded like somebody care like you know when you you have a good friend that listens to you that actually like listens like actually is listening to you this is what i feel like i'm like a much better friend because it's like accurately listening to me upon two what a cool perspective i hadn't thought about that of feeling understood yeah heard yeah heard deeply by the mechanical system that is recording your brain activity versus the human that you're engaging with that your mind immediately goes to that there's this dimensionality and depth of understanding yeah of this software system which you're intimately familiar with and now you're able to communicate with this system in ways that you couldn't before yeah i feel heard yeah i mean i guess what's interesting about this is your intuitions are spot on most people have intuitions about brain interfaces that they've grown up with this idea of people moving cursors on the screen or typing or changing the channel or skipping a song it's primarily been anchored on control and i think the more relevant understanding of brain interfaces or neural imaging is that it's a measurement system and once you have numbers for a given thing a seemingly endless number of possibilities emerge around that of what to do with those numbers so before you tell me about the possibilities this was an incredible experience i can keep this on for another two hours but i'm being told that uh for a bunch of reasons just because we probably want to keep the data small and visualize it nicely for the final product we want to cut this off and take this to take this amazing helmet away from me so brian thank you so much for this experience and let's uh let's continue without helmetless all right so that was an incredible experience uh can you maybe speak to what kind of opportunities that opens up that stream of data that rich stream of data from the brain first i'm curious what is your reaction what what comes to mind when you put that on your head what does it mean to you and what possibilities emerge and what significance might it have i mean i'm curious where your orientation is at well for me i'm really excited by the possibility of various information about my body about my mind being converted into data such that data can be used to create products that make my life better so that that means really exciting possibility even just like a fitbit that measures i don't know some very basic measurements about your body is really cool but it's the the bandwidth of information the resolution of that information is very crude so it's not very interesting the possibility of recording of just building a data set coming in a clean way in a high bandwidth way from my brain opens up uh all kinds of you know at the very i was kind of joking when we're talking but it's not really it's like i feel heard in the sense that it feels like the full richness of the information coming from my mind is actually being recorded by the machine i mean there's a i can't i can't quite put it into words but there is a genuinely for me this is not some kind of joke about me being a robot is this genuinely feels like i'm being heard uh in a way that uh that's going to improve my life as long as the thing that's on the other end can do something useful with that data but even the the recording itself is like once you record it's like taking a picture that moment is forever saved in time now a picture cannot allow you to step back into that world but perhaps recording your brain is a much higher resolution thing much more personal recording of that information than a picture that would allow you to step back into that where you were in that particular moment in history and then map out a certain trajectory to tell you certain things about uh about yourself that could open up all kinds of applications of course there's health that i consider but honestly to me the exciting thing is just being heard my state of mind the level of focus all those kinds of things being heard what i heard you say is you have an entirety of lived experience some of which you can communicate in words and in body language some of which you feel internally which cannot be captured in those communication modalities and that this measurement system captures both the things you can try to articulate in words maybe in a lower dimensional space using one word for example to communicate focus yeah when it really may be represented in a 20 dimensional space of this particular kind of focus and that this information is being captured so it's a closer representation to the entirety of your experience captured in a dynamic fashion that is not just a static image of your conscious experience yeah yeah that that's that's that's the promise that's the hope that was the feeling and it felt like the future so it's a pretty cool experience and from the sort of mechanical perspective it was cool to have an actual device that feels pretty good that doesn't uh doesn't require me to go into the lab and also the other thing i was i was feeling there's a guy named andrew huberman he's a friend of mine amazing podcast people should uh uh should listen to a humor in the lab podcast we're working on a paper together about eye movement and so on and we're kind of he's a neuroscientist and i'm a data person a machine learning person and we're we're both excited by how much the that how much the data measurements of the human mind the brain and all the different metrics that come from that can be used to understand human beings and in a rigorous scientific way so the other thing i was thinking about is how this could be turned into a tool for science sort of not just personal science not just like fitbit style like uh how am i doing my personal metrics of health but doing larger scale studies of human behavior and so on so like data not at the scale of an individual but data at a scale of many individuals or a large number of individuals so science so it's personal being heard was exciting and also just for science is exciting it's very easy like there's a very powerful thing to it being so easy to just put on that you can scale much easier if you think about the second thing you said about the science of the brain most we've done a pretty good job like we the human race has done a pretty good job figuring out how to quantify the things around us from distance stars to calories and steps and our genome so we can measure and quantify pretty much everything in the known universe except for our minds and we can do these one-offs if we're going to get an fmri scan or do something with the low-res eeg system but we haven't done this at population scale and so if you think about human thought or human cognition is probably the single law largest raw input material into society at any given moment it's our conversations with our with ourselves and with other people and we have this this raw input that we can't haven't been able to measure yet yeah and if you when i think about it through that frame it's remarkable it's almost like we live in this wild wild west of unquantified communications within ourselves and between each other when everything else has been grounded me for example i know if i buy an appliance at this at the store or on a website i don't need to look at the measurements on the appliance make sure it can fit through my door that's an engineered system of appliance manufacturing and construction everyone's agreed upon engineering standards and we don't have engineering standards around cognition it's not a for it has not entered as a formal engineering discipline that enables us to scaffold in society with everything else we're doing including consuming news our relationships politics economics education all the above and so to me that the most significant contribution that kernel technology has to offer would be the formal sca the introduction of the formal engineering of cognition as it relates to everything else in society i love that i idea that you kind of think that there is just this ocean of data that's coming from people's brains as being in a crude way reduced down to like tweets and texts and so on just a very hardcore mini scale compression of actual the raw data but maybe you can comment because you use the word cognition i think the first step is to get the brain data but um is there a leap to be taking to sort of interpreting that data in terms of cognition so is your is your ideas basically you need to start collecting data at scale from the brain and then we start to really be able to take little steps along the path to actually measuring some deep sense of cognition because it's you know as i'm sure you know we don't we understand a few things but we don't understand most of what makes up cognition this has been one of the most significant challenges of building kernel and colonel wouldn't exist if i wasn't able to fund it initially by myself because when i engage in conversations with investors the immediate thought is what is the killer app and of course i understand that heuristic that's what they're looking at is they're looking to de-risk is the product solved is there a customer base are people willing to pay for it how does it compare to competing options and in the case with brain interfaces when i started the company there was no known path to even build a technology that could potentially become mainstream yes and then once we figured out the technology we could even we could commence having conversations with investors and it became what is a killer app and so what has been so i've funded the first 53 million dollars of the company and to raise the round of funding the first one we did i spoke to 228 investors one said yes it was remarkable and it was mostly around this concept around what is a killer app and so internally the way we think about it is we think of the the go-to-market strategy much more like the drake equation where if we can build technology that has the characteristics of it has the data quality is high enough it meets some certain threshold cost accessibility comfort it can be worn in contextual environments if it meets the criteria of being a mass-market device then the responsibility that we have is to figure out how to create the algorithm that enables the human to enable uh humans to then find value with it okay so it so the analogy is like brain interfaces are like early 90s of the internet is you you want to populate an ecosystem with a certain number of devices you want a certain number of people who play around with them who do experiments of certain data collection parameters you want to encourage certain mistakes from experts to non-experts these are all critical elements that ignite discovery and so we believe we've accomplished the first objective building technology that reaches those thresholds and now it's the drake equation component of how do we try to generate 20 years of value discovery in a two or three year time period how do we compress that so just to clarify so when you mean the drake equation uh which for people who don't know i don't know why you if you listen to this i bring up aliens every single conversation so it's i don't know how you would know what the drake equation is but you mean like the killer app it would be one alien civilization in that equation so meaning like this is in search of an application that's impactful transformative by the way it should be a we need to come up with a better term than killer app as a it's also violent right very violent you can go like viral app that's horrible too right it's some very uh inspiringly impactful application how about that no yeah okay so let's stick with killer app that's fine nobody's but i concur with you i dislike the chosen words in in capturing the concept you know it's one of those sticky things that uh is as effective to use in the tech world but when you now become a communicator outside of the tech world especially when you're talking about software and hardware and artificial intelligence applications it sounds horrible you know it's interesting i i actually regret now having called attention because i regret having used that word in this conversation because it's something i would not normally do i i used it in order to create a bridge of shared understanding of how others would what terminology others would use yeah but yeah i concur let's go with the impactful application value creation value creation something people love using there we go that's it love app okay so what uh do you have any ideas so you're basically creating a framework where there's the possibility of a discovery of uh an application that people love using is do you have ideas we've began to play a fun game internally where when we have these discussions and we begin circling around this concept of does anybody have an idea does anyone have intuitions and if we see the conversation starting to to veer in that direction we flag it and say human intuition alert stop it and so we really want to focus on the algorithm of there's a natural process of human discovery that that when you populate a system with devices and you give people the opportunity to play around with it in expected and unexpected ways we are thinking that is a much better system of discovery than us exercising tuitions and it's interesting we're also seeing a few neural scientists who have been have been talking to us where i was speaking just one young associate professor and i approached a conversation and said hey we have these five data streams that we're pulling off when you hear that what weighted value do you add to each data source like which one do you think is going to be valuable for your objectives and which one's not and he said i don't care just give me the data all i care about is my machine learning model but importantly he did not have a theory of mind he did not come to the table and say i think the brain operates you know in this way and these regions that have these these functions he didn't care he just wanted the data and we're seeing that more and more that certain people are devaluing human intuitions for good reasons as we've seen in machine learning over over the past couple years and we're doing the same in our value creation uh market strategy so more collect more data clean data make uh the products such that the collection of data is uh easy and and and fun and then the the rest will just spring to life that's right through humans playing around with them our objective is to create the most valuable data collection system of the brain ever and with that then applying all the best tools of machine learning and other techniques to extract out you know to try to find insight but yes our objective is really to systematize the discovery process because we we can't put definite time frames on discovery the brain is complicated and and science is not a business strategy and so we really need to figure out how to this is the difficulty of bringing bringing you know technology like this to market it's why most of the time it just ling it languishes in academia academia for quite some time but we hope that we will over you know cross over and make this mainstream in the coming years the thing was cool to wear but what's uh are you chasing a good reason for millions of people to put it this on their head and keep on their head regularly is there um like who's going to discover that reason is it going to be people just kind of organically or is there going to be a angry bird style application that's just uh too exciting to to not use if i think through the things that have changed my life most significantly over the past few years when i started wearing a wearable in my wrist that would give me data about my heart rate heart rate variability respiration rate metabolic approximations etc for the first time in my life i had access to information uh sleep patterns that were highly impactful they they told me for example if i eat close to bedtime i'm not going to get deep sleep and not getting deep sleep means you have all these follow-on consequences in life and so it opened up this window of understanding of myself that i cannot self-introspect and deduce these things this is information that was available to be acquired but it just wasn't i would have to get an expensive sleep study then it's an end like one night and that's not good enough to look to run all my trials and so if you look just at the information that one can acquire on their wrist and now you're applying planted to the entire cortex on the brain and you say what kind of information could we acquire it opens up a whole new universe of possibilities for example we did this internal study at kernel where i wore a prototype device and we were measuring the cognitive effects of sleep so i had a device measuring my sleep i performed with 13 of my my co-workers we performed four cognitive tasks over 13 sessions and we focused on reaction time impulse control short-term memory and then a resting state task and we with mine we found for example that my impulse control was independently correlated with my sleep outside of behavioral measures of my ability to play the game the point of the study was i had the brain study i did at colonel confirmed my life experience that if i my deep sleep determined whether or not i would be able to resist temptation the following day and my brain didn't show that as one example and so if you start thinking if you actually have uh data on yourself on your on your entire cortex you can control the settings i think there's probably an uh a large number of things that we could discover about ourselves very very small and very very big i just for example like when you read news what's going on like when you use social media when you use news what like uh all the ways we allocate attention that's right with the computer i mean that seems like a compelling place to where you would want to put on uh kernel by the way what is it called kernel flux kernel like what flow fluid yeah two technologies uh flow flow okay so when you when you put on the the kernel flow it it is seems like to be um a compelling time and place to do it is when you're behind a desk behind a computer because you could probably wear it for prolonged periods of time as you're as you're taking in content and there could a lot of because some of our so much of our lives happens in the digital world now that kind of coupling the information about the human mind with the consumption and the behaviors in the digital world might give us a lot of information about the effects of the way we behave and navigate the digital world to the actual physical meat space uh effects on our body it's interesting to think so in terms of both like for work i i'm a big fan of uh cal newport his ideas of deep work that uh i spend uh with few exceptions i try to spend the first two hours of every day usually if i'm like at home and have nothing on my schedule is going to be up to eight hours of deep work or focus zero distraction and for me to analyze the i mean i'm very aware of the uh the waning of that the ups and downs of that and it's almost like you you're surfing the ups and downs of that as you're doing programming as you're doing thinking about particular problems you're trying to visualize things in your mind you start trying to stitch them together you're trying to uh when there's a dead end about an idea you have to kind of calmly like walk back and start again all those kinds of processes it'd be interesting to get data on what my mind is actually doing and also recently started doing uh i just talked to sam harris a few days ago and been uh building up to that i started using started meditating using his app waking up but very much uh recommend it it'd be interesting to get data on that because it's you're very it's like you're removing all the noise from your head and you're very much it's an active process of active noise removal active noise cancelling like the headphones and it'd be interesting to see what is going on in the mind uh before the meditation during it and after all those kinds of things and in all of your examples it's interesting that everyone who's designed an experience for you so whether it be the meditation app or the deep work or with all the things you mentioned they constructed this product with a certain number of knowns yeah now what if we expanded the number of knowns by 10x or 20x or 30x they would reconstruct their product cool incorporate those known so it'd be yeah and so this is the dimensionality that i think is the promising aspect is that people will be able to use this quantification use this information to build more effective products and this is i'm not talking about better products to advertise to you or manipulate you i'm talking about uh our focus is helping people individuals have this contextual awareness and quantification and then to engage with others who are seeking to improve people's lives that the objective is is betterment across ourselves individually and also uh with each other yeah so it's a nice data stream to have if you're building an app like if you're building a podcast listening app it would be nice to know data about the listener so that like if you're bored or you fell asleep maybe pause the podcast it's like really dumb just very simple applications that could just improve the quality of the experience of the using the app and imagining if you have you have your neuron this is lex and you there's a statistical representation of you and you engage with the app and it says lex your best to engage with this meditation exercise in the following settings at this time of day after eating this kind of food or not eaten fasting with this level of blood glucose and this kind of night's sleep but all these data combined to give you this contextually relevant experience just like we do with our sleep we you've optimized your entire life based upon what information you can acquire and know about yourself and so the question is how much do we really know of the things going around us and i would venture to guess in my own my life life experience i capture my self-awareness captures an extremely small percent of the things that actually influence my conscious and unconscious experience well in some sense the data would help encourage you to be more self-aware not just because you trust everything the data is saying but is it'll give you a prod to start investigating like i would love to get like a a rating like a ranking of all the things i do and what are the things this is probably important to do without the data but the data will certainly help it's like rank all the things you do in life and which ones make you feel shitty which must make you feel good like uh you're talking about evening brian like uh this is a good example somebody like i do pig out at night as well and uh and it never makes like you're in a safe space this is just a safe space let's hear it no i i definitely have much less self-control at night and it's interesting and the same you know um people might criticize this but i i know my own body i know when i eat carnivore just eat meat i feel much better uh than uh if i eat more more carbs the more cups i eat the worse i feel i don't know why that is i don't i there is science supporting but i'm not leading on science i'm leaning on personal experience and that's really important i don't need to read i'm not going to go in a whole rant about nutrition science but many of those studies are very flawed they're doing their best but nutrition science is a very difficult uh field of study because humans are so different and the mind has so much impact on the way your body behaves and it's so difficult from a scientific perspective to conduct really strong studies that you have to be almost like a scientist of an of one you have to do these studies on yourself that's the best way to understand what works for you or not and i don't understand why because it sounds unhealthy but eating only meat always makes me feel good just eat eat meat that's it and i don't have any allergies and you know that kind of stuff i'm not full like jordan peterson where like if he like deviates a little bit that he goes off like deviates a little bit from the carnivore diet he goes off like the cliff no i can i can have like chalk i can i can go off the diet i feel fine it's not it's a it's a gradual uh it's a gradual worsening of how i feel but what i eat only meat i feel great and it'd be nice to be reminded of that like there's a very simple fact that i feel good when i eat carnivore and i think that repeats itself in all kinds of experiences like i feel really good uh when i exercise not i hate exercise okay but in the rest of the day the the uh the impact it has on my mind and the clarity of mind and the experiences and the happiness and all those kinds of things i feel really good and to be able to concretely express that through data would be would be nice it would be a nice reminder almost like a statement like remember what feels good and what not and there could be things like uh that i'm not many things like just you're suggesting that i could not be aware of they might be sitting right in front of me that uh make me feel really good and make me feel not good and the data would show that i agree with you i've actually employed the same strategy i i fired my mind entirely from being responsible for constructing my diet so i started doing a program where i now track over 200 biomarkers every 90 days and it captures of course the things you would expect like cholesterol but also dna methylation and all kinds of things that about my body all the processes that make up me and then i let that data generate the shopping list and so i never actually ask my mind what it wants it's entirely what my body is reporting that it wants and so i call this goal alignment within brian and there's 200 plus actors that i'm currently asking their opinion of and so i'm asking my liver how are you doing and it's expressing via the biomarkers and so then i construct that diet and i only eat those foods until my next testing round and that has changed my life more than i think anything else because in the emotion of my conscious mind that i gave primacy to my entire life it led me astray because like you were saying the mind then goes out into the world and it navigates the dozens of different dietary regimens people put together in books and it all has al their their supporting science in certain contextual settings but it's not n of one and like you're saying this dietary really is an end of one these what people have published scientifically of course can be used for nice groundings but it changes when you get to the end of one level and so that's what gets me excited about brainerd faces is if you if i could do the same thing for my brain where i can stop asking my conscious mind for its advice or for its decision making which is flawed and i'd rather just look at this data that and i've i've never had better health markers in my life than when i stopped actually asking myself to be in charge of it and the idea of uh the motion of the conscious mind is uh is such a sort of engineering way of phrasing like meditation with what they mean that's what we're doing right yeah that's beautiful that means really beautifully put by the way testing around what does that look like what's that well you mentioned uh yeah the very the test i do yes so includes a complete blood panel i do a microbiome test i do a food inflammation of diet induced inflammation so i look for excited kind expressions so foods that produce inflammatory reactions i look at my neural endocrine systems i look at all my neural transmitters i do yeah there's several micronutrient tests to see how i'm looking at the very various nutrients what about like self report of like how you feel you know almost like um you can't demote your con you still exist within your conscious mind right so that lived experience of is of a lot of value so how do you measure that i do a temporal sampling over some duration of time so i'll think through how i feel over a week over a month over three months i don't do a temporal sampling of if i'm at the grocery store in front of a cereal box and be like you know what captain crunch is probably the right thing for me today because i'm feeling like i need a little fun in my life yeah and so it's a temporal sampling if the data set's large enough then i i smooth out the function of my natural oscillations of how i feel about life where some days i may feel upset or depressed or down or whatever and i don't want those moments to then rule my decision making that's why the demotion happens and it says really if you're looking at health over 90 day period of time all my 200 voices speak up on that interval and they're all given voice to say this is how i'm doing and this is what i want and so it really is an accounting system for everybody so that's why i think that if you think about the future of being human there's two things i think that are really going on one is the design manufacturing and distribution of intelligence is heading towards zero con a cost curve over over a certain design over a certain time frame but our ability to you know evolution produced us an intelligent form of intelligence we are now designing our own intelligence systems and the design manufacturing distribution of that intelligence over a certain uh time frame is going to go to a cost of zero design manufacture distribution of intelligent cost is going to zero again just give me a second okay that's brilliant okay and evolution is doing the design manufacturing distribution of intelligence and now we are doing the design manufacturing distribution of intelligence and the cost of that is going to zero that's a very uh nice way of looking at life on earth so if that that's going on and then now in parallel to that then you say okay what what then happens if when that cost curve is heading to zero our existence becomes a goal alignment problem a goal alignment function and so the same thing i'm doing where i'm doing goal alignment within myself of these 200 biomarkers where i'm saying when when brian exists on a daily basis and this entity is deciding what to eat what to do and et cetera it's not just my conscious mind which is opining it's 200 biological processes and there's a whole bunch more voices involved so in that equation we're going to increasingly automate the things that we spend high energy on today because it's easier and now we're going to then negotiate the terms and conditions of intelligent life now we say conscious existence because we're biased because that's what we have but it will be the largest computational exercise in history because you're now doing go alignment with planet earth within yourself with each other within all the intelligent agents we're building bots and other you know voice assistants you basically i don't have a trillions and trillions of agents working on the negotiation of goal alignment yeah this this is in fact true uh and what was the second thing that was it so the cost the design manufacturing distribution of intelligence going to zero which then means what's really going on what are we really doing we're negotiating the terms and conditions of existence do you worry about the survival of this process that uh life as we know it on earth comes to an end or at least intelligent life that as the cost goes to zero all something happens where uh all of that intelligence is thrown in the trash by something like nuclear war or development of agi systems that are very dumb not agi i guess but ai is just that it's the paper clip thing what on mass is dumb but has unintended consequences to where it destroys human civilization do you worry about those kinds of things i mean it's it's unsurprising that a new thing comes into the sphere of human consciousness humans identify the foreign object in this case artificial intelligence our amygdala fires up and says scary foreign we should be apprehensive about this and so it makes sense from a biological perspective that humans for the the knee-jerk reaction is fear what i don't think has been properly weighted with that is that we are the first generation of intelligent beings on this earth that has been able to look out over their expected lifetime and see there is a real possibility of evolving into entirely novel forms of consciousness yeah so different that it would be totally unrecognizable to us today we don't have words for it we can't hint at it we can't point at it we can't you can't look in the sky and see that thing that is shining we're going to go up there you you cannot even create an aspirational statement about it and instead we've had this knee-jerk reaction of fear about everything that could go wrong but in my estimation this should be the defining aspiration of all intelligent life on earth that that we would aspire that basically every generation surveys the landscape of possibilities they're afforded given the technological cultural and other contextual situation that they're in we're in this context we haven't yet identified this and said this is unbelievable we should carefully think this thing through not just of mitigating the things that wipe us out like we have this potential and so we just haven't given voice to it even though it's within this realm of possibilities so you're excited about the possibility of super intelligence systems and what the opportunities that bring i mean there's parallels to this you think about people before the internet as the internet was coming to life i mean there's kind of a fog through which you can't see what does the future look like like predicting collective intelligence which i don't think we're understanding that we're living through that now is that there's now we've we've in some sense stopped being individual intelligences and become much more like collective intelligences because ideas travel much much faster now and they can in a viral way like sweep across the populations and so it's almost i mean it almost feels like a thought is had by many people now thousands or millions of people as opposed to an individual person and that's changed everything but to to me i don't think we're realizing how much that actually changed in people or societies but like to predict that before the internet would have been very difficult and in that same way we're sitting here with the fog before us thinking what is uh super intelligent systems how is that going to change the world what is uh increasing the bandwidth like uh plugging our brains into this whole thing how is that going to change the world and it seems like it's a fog you don't know and it could be it could uh whatever comes to be could destroy the world that this we could be the last generation but it also could uh transform in in ways that creates a an incredibly fulfilling life experience that's unlike anything we've ever experienced it might involve dissolution of ego and consciousness and so on you're no longer one individual it might be more you know that might be a certain kind of death and ego death but the experience might be really exciting and enriching maybe we'll live in a virtual like it's like it's it's it's funny to think about a bunch of sort of hypothetical questions of would it be more fulfilling to live in a virtual world like if you were able to plug your brain in in a very dense way into a video game like which world would you want to live in in the video game or in the physical world for most of us we're kind of touring it with the idea of the video again but we still want to live in the physical world have friendships and relationships in the physical world but we don't know that again it's a fog and maybe maybe in a hundred years we're all living inside a video game hopefully not call of duty hopefully more like like sims 5 which version is it on for you individually though does it make you sad that your brain ends that you die one day very soon that the whole thing that that uh that data source just goes offline sooner than you would like that's a complicated question i would have answered it differently in different times in my life i you know had chronic depression for 10 years and so in that 10-year time period i desperately wanted lights to be off and the thing that made it even worse is i was in a religious i was born into a religion it was the only reality i ever understood and it's difficult to articulate to people when you're born into that kind of reality and it's the only reality you're exposed to you're literally blinded to the existence of other realities because it's so much the in-group out group thing and so in that situation it was not only that i desperately wanted lights out forever it was that i couldn't have lights out forever it was there was an afterlife and this afterlife had this system that would either penalize or or reward you for your behaviors and so it's almost like this is indescribable hopelessness of not only being in hopeless despair of not wanting to exist but then also being forced to be to exist and so there was a duration of my time of the observation of life where i'd say yes i have no remorse for lights being out and actually want it more than anything in the entire world there are other times where i'm looking out at the future and i say this is an opportunity for future evolving human conscious experience that is beyond my ability to understand and and i jump out of bed and i race to work and i i can't think about anything else but i i think the the reality for me is i don't know what it's like to be in your head but in my head when i wake up in the morning i don't say good morning brian i'm so happy to see you like i'm sure you're just going to be beautiful to me today you're not going to make a huge long list of everything you should be anxious about you're not going to repeat that list to me 400 times you're not going to have me relive all the regrets i've made in life i'm sure you're not doing any of that you're just going to just help me along all day long i mean it's a brutal environment in my brain and we've just become normalized to this environment that we just accept that this is what it means to be human but if we look at it if we try to muster as much soberness as we can about the realities of being human it's brutal if it is for me and so am i sad that the brain may be off one day yeah it depends on the contextual setting like how am i feeling what moment are you asking me that and that's it's my mind is so fickle and this is why again i don't trust my conscious mind i have been given realities i was given a religious reality that was a video game and then i figured out it was not a real reality and then i lived in a depressive reality which delivered this terrible hopelessness that wasn't a real reality then i discovered uh behavioral psychology and i figured out how biased 188 chronicle biases and how my brain is distorting reality all the time i have gone from one reality to another i don't trust reality i don't trust realities are given to me and so to make try to make a decision on what i value or not value that future state i don't trust my response so not fully not fully listening to the conscious mind at any one moment as the ultimate truth but allowing it to go up and down as it does and just kind of being observing it yes i assume that whatever my conscious mind delivers up to my awareness is wrong on pawn landing and i just need to figure out where it's wrong how it's wrong how wrong it is and then try to correct for it as best i can but i i assume that on impact it's mistaken in some critical ways is there something you can say by way of advice when the mind is depressive when the conscious mind serves up something that uh you know the dark thoughts how you deal with that how in your own life you've overcome that and others who are experiencing that can overcome it two things one that those depressive states are biochemical states it's not you and the suggestions that these things that this state delivers to you about suggestion of the hopelessness of lice or or the meaninglessness of it or that you should hit the eject button that's a false reality yeah and that it's when i i completely understand their rational decision to commit suicide there's it is not lost to me at all that that is a and that is an irrational situation but the key is when you're in that situation those thoughts are landing to be able to say thank you you're not real i know you're not real yeah and so i'm in a situation where for whatever reason i'm having this this uh neurochemical state but that state can be altered and so it again it goes back to the realities of the difficulties of of being human and like when i was trying to solve my depression i tried literally ev you name it i tried it systematically and nothing would fix it and so this is what gives me hope with brain interfaces for example like could i have numbers on my brain can i see what's going on because i go to the doctor and it's like how do you feel i don't know terrible like on a scale of 10 how bad you want to commit suicide 10. okay at this moment here's here's his bottle how much i take well i don't know like just yeah it's very very crude and this data opens up the the yeah it opens up the possibility of really helping in those dark moments to first understand the the waves the ups and downs of those dark moments on the complete flip side of that i i am uh very conscious in my own brain and deeply deeply grateful that what they're it's it's almost like a chemistry thing a biochemistry thing that i go many times throughout the day i'll i'll look at like this cup and i'll be overcome with joy how amazing it is to be alive like i actually think i'm my biochemistry is such that it's not as common like i've talked to people and i don't think that's that common like it's a and it's not a rational thing at all it's like i feel like i'm on drugs and i'll just be like whoa a lot of people talk about like the meditative experience will allow you to sort of you know look at some basic things like the movement of your hand as uh deeply joyful because it's like that's life but i get that from just looking at a cup like i'm waiting for the coffee to brew and i'll just be like fuck life is awesome and i'll sometimes tweet that but then i'll like regret it later like god damn it you're so uh ridiculous but yeah so but that is purely chemistry like there's no rational it doesn't fit with the rest of my life i have all this shit i'm always late to stuff i'm always like there's all stuff you know i'm super self-critical like really self-critical about everything i do i'm to the point i almost hate everything i do but there's this engine of joy for life outside of all that and that has to be chemistry and the flip side of that is what depression probably is
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