WEBVTT 00:00.000 --> 00:06.380 it is uh it's like realizing the rules of a board game weren't handed down by the universe right 00:06.380 --> 00:11.060 they were written by the player who is already winning like just before you sat down at the 00:11.060 --> 00:16.560 table exactly and they were designed so that you know no matter what cards you draw the house 00:16.560 --> 00:22.100 takes the pot game is rigged from the start right so today we have a stack of material 00:22.100 --> 00:26.460 that exposes exactly how those rules get written in the real world 00:26.460 --> 00:34.920 welcome to the deep dive i am so thrilled you're with us today because the sources we unpacking 00:34.920 --> 00:41.340 are well they're going to fundamentally alter how you view the architecture of our society 00:41.340 --> 00:46.180 it really is a massive paradigm shift i mean once you see the invisible machinery described in these 00:46.180 --> 00:51.940 texts you really can't unsee it you really can't start recognizing it in you know every news cycle 00:51.940 --> 00:57.320 every corporate press release every political speech yeah so we are looking at three incredibly 00:57.320 --> 01:03.880 dense highly interconnected essays written in 2026 by an independent researcher named flikinyan and they 01:03.880 --> 01:10.320 are titled the allocation of uncertainty the forgotten specification and the value of floods 01:10.320 --> 01:17.180 three absolute powerhouses of essays yeah they really are our mission today is ambitious but it's 01:17.180 --> 01:24.080 so crucial we are going to decode the hidden architecture of the future which sounds intense 01:24.080 --> 01:31.120 i know it does but we are going to uncover the invisible rules that decide who thrives who struggles 01:31.120 --> 01:38.540 and who completely loses out when uh when massive planetary crises hit or when sweeping technological 01:38.540 --> 01:43.420 shifts happen and i think the lens we are using to look at this machinery is just fascinating 01:43.420 --> 01:48.320 it's the concept of uncertainty right because we usually think of uncertainty as this natural thing 01:48.320 --> 01:52.680 right exactly we tend to think of it as just a natural state of the world like a fog that rolls 01:52.680 --> 01:58.240 in over everyone equally but flicks you and argues that uncertainty is actually a manufactured product 01:58.240 --> 02:04.100 wow yeah and it is distributed very very strategically across populations now right at the top i do want to 02:04.100 --> 02:09.600 set the tone for this conversation in order to understand the structural architecture these essays dive into some 02:09.600 --> 02:15.420 highly charged political and social themes they definitely do yeah we are going to be exploring climate 02:15.420 --> 02:22.260 change the rapid deployment of artificial intelligence and the underlying political strategies of you know 02:22.260 --> 02:27.180 both the progressive left and the far right right so i want to be perfectly clear with you the listener 02:27.180 --> 02:36.580 our goal here is entirely analytical purely analytical we are unpacking the fascinating structural arguments made 02:36.580 --> 02:44.620 in this text we are not here to endorse any specific political viewpoint or take sides or tell you who to vote for 02:44.620 --> 02:50.520 definitely not we are strictly exploring the mechanics of how power information and survival operate 02:50.520 --> 02:56.260 just as they're laid out by the author exactly think of us as mechanics looking into the hood of a car 02:56.260 --> 03:01.240 we are looking at the engine of decision making yeah that's a great way to put it we are asking you know 03:01.240 --> 03:07.960 when a society goes through a massive shock how do institutions process that shock yeah how are the 03:07.960 --> 03:14.900 burdens distributed right and critically whose explanation of that shock gets cemented into the 03:14.900 --> 03:21.860 official historical record okay so let's start at the end of a crisis think about any time people lose 03:21.860 --> 03:29.300 something vital a factory shuts its doors and an entire town loses its livelihood right or a city's water 03:29.300 --> 03:35.040 supply is suddenly contaminated with lead or a working class neighborhood is rezoned to host a 03:35.040 --> 03:41.500 massive toxic industrial facility right exactly when the people affected by these disasters stand up at a 03:41.500 --> 03:46.920 town hall and ask why it had to be them what is the single most common answer they get from the people 03:46.920 --> 03:52.660 at a podium they always hear the exact same thing they do they're told there was no alternative it was a 03:52.660 --> 03:58.720 necessary loss our hands were tied always yeah and the central question of Flyxion's first essay is 03:58.720 --> 04:04.780 well why do we so readily accept that answer it's such a brilliant starting point because it forces us to 04:04.780 --> 04:10.060 dissect a phrase we hear literally all the time there was no alternative yeah Flyxion points out that 04:10.060 --> 04:17.440 claiming a loss was necessary isn't just a political defense it is actually a colossal almost unfathomable 04:17.440 --> 04:23.320 mathematical claim wait a mathematical claim yeah it is what logicians and economists call a 04:23.320 --> 04:28.160 counterfactual claim okay i want to make sure we really ground this for the listener a counterfactual 04:28.160 --> 04:35.760 claim it says like okay imagine your partner takes the money meant for this month's rent flies to vegas 04:35.760 --> 04:41.780 loses it all at a casino and then comes home and says well we were going to get evicted anyway oh that 04:41.780 --> 04:47.300 is a phenomenal analogy right they aren't just making a claim about what actually happened they are making 04:47.300 --> 04:53.020 a massive claim about every single alternate universe where they didn't go to vegas yes and 04:53.020 --> 04:58.660 they're insisting that in every single one of those alternate realities the eviction still happens it 04:58.660 --> 05:04.800 perfectly captures the absolute absurdity of the claim because when an official stands at that podium 05:04.800 --> 05:11.860 and says we had no choice but to lay off these 3 000 workers they are asserting a negative about the 05:11.860 --> 05:18.320 entire universe of possible alternative actions which is wild if you think about it it is they are 05:18.320 --> 05:23.020 claiming that out of all the feasible ways a corporate budget could have been rearranged out of 05:23.020 --> 05:28.280 all the possible tax structures all the different ways resources could have been allocated over the past 05:28.280 --> 05:33.440 decade exactly they're saying absolutely none of them would have prevented this specific group of 05:33.440 --> 05:38.580 people from losing their jobs which when you frame it like that sounds literally impossible to prove 05:38.580 --> 05:44.300 because it usually is right how could a ceo or a mayor possibly know that every other permutation 05:44.300 --> 05:49.560 of reality would have ended with the exact same people suffering they can't they almost never can 05:49.560 --> 05:57.540 and that is Flyxion's exact point a claim of necessity has two distinct lives okay its first life 05:57.540 --> 06:03.660 is purely rhetorical it's just words vibrating in the air i mean anyone can stand at a podium and say 06:03.660 --> 06:10.580 there was no alternative sure but its second life is institutional whether that spoken claim survives 06:10.580 --> 06:17.120 solidifies and becomes the official unchallengeable truth of what happened that depends entirely on who 06:17.120 --> 06:21.700 have the power to define the evidence right like who's actually checking the map exactly it depends on 06:21.700 --> 06:26.560 who runs the audits and who writes the history books and to explain how that institutional truth 06:26.560 --> 06:33.460 gets cemented the essay introduces this incredible framework it breaks society down into a distribution of 06:33.460 --> 06:39.540 three specific capacities yes the three capacities this is where the invisible architecture really 06:39.540 --> 06:44.920 starts to reveal itself let's walk through these what is the first capacity the first is what 06:44.920 --> 06:51.380 Flyxion calls continuation capacity continuation capacity yeah simply put this is your ability to 06:51.380 --> 06:57.560 keep reaching a livable stable future even as the common conditions around you degrade by common 06:57.560 --> 07:03.060 conditions you mean like the shared infrastructure we all rely on yeah exactly the electrical grid public 07:03.060 --> 07:12.120 schools clean air municipal water systems precisely the absolute bedrock of ordinary life now when those 07:12.120 --> 07:18.440 shared systems start to fall apart you know when the grid fails or the air fills with wildfire smoke 07:18.440 --> 07:23.820 some people have the private resources to substitute for them right they can just buy their way out of 07:23.820 --> 07:30.340 the problem exactly they can buy whole home backup generators heavy-duty air purifiers private health care 07:30.340 --> 07:36.060 or they can simply pack up and move to a climate haven or a gated community so those people have a high 07:36.060 --> 07:41.360 continuation capacity because they are physically and financially insulated from the decay of the 07:41.360 --> 07:47.880 commons that's it exactly so if i'm translating this continuation capacity is essentially the survival 07:47.880 --> 07:55.640 metric it's who can absorb the shock who has the private lifeboat when the public ship starts taking on 07:55.640 --> 08:01.460 water exactly right so then the second piece of the puzzle is control capacity okay control capacity 08:01.460 --> 08:08.840 this is the ability to shape the rules write the budgets dictate the zoning laws and establish the 08:08.840 --> 08:15.180 standards that actually govern those shared common conditions so continuation capacity is who survives 08:15.180 --> 08:21.260 the rules yeah and control capacity is who makes the rules exactly but that leaves a massive gap doesn't it 08:21.260 --> 08:25.460 because if you have a group of people making rules that benefit themselves while everyone else suffers 08:25.460 --> 08:30.120 eventually the public is going to catch on they absolutely will right so there has to be a mechanism 08:30.120 --> 08:35.660 to cover the tracks you know yeah to justify why things are happening and you have just deduced 08:35.660 --> 08:43.880 the third and perhaps most vital component lay on me the third is epistemic capacity epistemic yeah epistemic 08:43.880 --> 08:51.200 comes from the greek word for knowledge this is the ability to establish why a given loss occurred it is 08:51.200 --> 08:56.240 the power to control the narrative oh this is the scoreboard operator it's more than just operating 08:56.240 --> 09:03.840 the scoreboard it's owning the stadium owning the stadium yeah epistemic capacity asks you know who 09:03.840 --> 09:10.360 decides what data is even collected in the first place who gets access to that data right and when the 09:10.360 --> 09:16.600 data is finally published whose interpretation of it is accepted by the courts and the regulatory bodies 09:16.600 --> 09:22.200 as objective reality this brings us to the core thesis of this first essay and honestly it gave 09:22.200 --> 09:28.520 me chills when i read it the text outlines a scenario where all three of these capacities align yes the 09:28.520 --> 09:34.480 alignment problem this is where structural inequality becomes structural impunity break that down for us 09:34.480 --> 09:40.760 imagine a specific group of actors in a society because of their wealth or position they are the least 09:40.760 --> 09:46.040 exposed exposed to a crisis meaning they possess incredibly high continuation capacity they have 09:46.040 --> 09:52.460 the lifeboats right but simultaneously these exact same people are the ones sitting on the zoning boards 09:52.460 --> 09:59.100 and drafting the legislation so high control capacity right they're steering the ship and to top it off 09:59.100 --> 10:04.600 they own the think tanks they fund the research and they direct the regulatory agencies high epistemic 10:04.600 --> 10:10.280 capacity so the people in the private lifeboats are also steering the ship and they are the only ones 10:10.280 --> 10:17.320 allowed to look at the radar exactly when that perfect alignment happens Flyxion argues that a selected 10:17.320 --> 10:23.960 loss meaning a disaster or a burden that was actively chosen to fall on a specific vulnerable group of 10:23.960 --> 10:30.360 people is effortlessly disguised because they control the narrative right it is stabilized and sold to the 10:30.360 --> 10:36.440 public as a necessary loss the mathematical counterfactual is never actually tested because 10:36.440 --> 10:41.400 the people who have the power to test it are the exact same ones who benefit from the loss let's dig 10:41.400 --> 10:46.360 deeper into this third pillar epistemic capacity because i think it is the hardest one to wrap our heads 10:46.360 --> 10:50.600 around it can be a little abstract at first yeah when i first read this i thought it just sounded like 10:50.600 --> 10:56.600 high-end public relations you know a chemical spill happens and the corporation hires a fancy crisis 10:56.600 --> 11:01.880 communications firm to spin the story and bury the news on a friday afternoon right the classic spin 11:01.880 --> 11:10.520 zone exactly so is epistemic capacity just pr with a phd i mean is it deeper than that because to me it 11:10.520 --> 11:16.200 sounds like not just owning the scoreboard but legally defining what counts as a point it is so much 11:16.200 --> 11:22.040 deeper than pr and your scoreboard analogy is spot on public relations is what happens after the data 11:22.040 --> 11:27.720 exists okay pr is a fight over how to spin the numbers you already have epistemic capacity as 11:27.720 --> 11:33.320 Flyxion defines it is the power to control whether the numbers ever come into existence at all oh wow 11:33.320 --> 11:38.920 right because the text describes this not as a single action but as a sequence an epistemic vector yes 11:38.920 --> 11:44.840 the epistemic and it goes specification then data then audit and finally interpretive authority and the 11:44.840 --> 11:51.800 absolute most powerful step in that entire chain is the very first one specification specification 11:51.800 --> 11:58.120 yeah specification is the supreme power of categorization think about how the world works 11:59.240 --> 12:05.000 before a regulatory body can measure pollution before a hospital can measure sickness before an 12:05.000 --> 12:10.680 accountant can measure profit someone has to define the category they have to draw a box around it 12:10.680 --> 12:17.080 exactly someone has to draw a boundary and say this specific activity falls into this specific bucket you 12:17.080 --> 12:21.480 know think about your own workplace if you are listening to this right now think about how 12:21.480 --> 12:26.600 projects are categorized at your job that's a great example if your boss categorizes your new 12:26.600 --> 12:32.280 initiative as essential infrastructure yeah you get an unlimited budget you get staffing you get 12:32.280 --> 12:37.560 institutional support oh absolutely but if they categorize the exact same project as an experimental 12:37.560 --> 12:42.840 pilot you get pennies and you're the first on the topping block right the reality of the work didn't 12:42.840 --> 12:50.920 change at all the label changed and the label dictated the future that is a perfect everyday application 12:50.920 --> 12:56.600 of this theory whoever defines the category decides what rules apply they decide whose pain counts as 12:56.600 --> 13:03.160 a metric and critically whether any data about a hazard even needs to be collected so if you win 13:03.160 --> 13:09.240 the label game you win the whole thing exactly if you have the power to win at the specification stage 13:09.240 --> 13:14.680 you never have to hire that pr firm because there is no official data for the public to be outraged 13:14.680 --> 13:20.280 about in the first place the hazard is legally invisible Flyxion doesn't just leave this as 13:20.280 --> 13:26.680 abstract theory no thankfully the text provides three incredibly granular maddening case studies 13:26.680 --> 13:32.360 to show exactly how this epistemic vector operates in the real world they are so eye-opening just showing 13:32.360 --> 13:37.400 how a physical reality can be completely erased by a bureaucratic label let's start with the first one 13:37.400 --> 13:43.800 which is happening right now in the 2020s okay yeah it involves an artificial intelligence company called xai 13:43.800 --> 13:50.280 and their operations in memphis tennessee and south haven mississippi this is a master class in the 13:50.280 --> 13:55.800 power of specification let's set the scene here in the summer of 2024 ekai began operating what they 13:55.800 --> 14:01.880 claimed was the world's most powerful ai supercomputer known as colossus right they built this massive 14:01.880 --> 14:08.200 facility in south memphis directly adjacent to a neighborhood called box town and the text is very 14:08.200 --> 14:15.400 deliberate in describing box town it is a historic working class majority black neighborhood that has 14:15.400 --> 14:20.520 basically been treated as a dumping ground for decades yeah it is a community already buckling under 14:20.520 --> 14:26.200 a severe cumulative environmental burden the poverty rates there are double the memphis city average 14:26.920 --> 14:31.720 and shelby county where box town is located leads the entire state of tennessee 14:31.720 --> 14:37.160 in emergency room visits for childhood asthma that's heartbreaking independent modeling cited in the text 14:37.160 --> 14:43.400 suggested that the ambient cancer risk in this specific area was already four times the national average 14:43.400 --> 14:49.320 just from the existing industrial pollution so into this highly sensitive already struggling environment 14:49.320 --> 14:55.880 a tech billionaire drops a colossal data center now to run an ai supercomputer you need an 14:55.880 --> 15:01.080 incomprehensible amount of electricity and you need it immediately the local grid couldn't handle it 15:01.080 --> 15:08.360 so what did the company do they hauled in dozens of massive industrial methane gas turbines to generate their 15:08.360 --> 15:16.440 own power on site which is wild and here is the kicker they built this massive fossil fuel power plant without 15:16.440 --> 15:22.600 obtaining standard air permits right and this is where the epistemic battle the battle over knowledge really ignites 15:23.480 --> 15:29.400 because if they didn't have permits how did anyone even know these massive turbines were running how did they know 15:29.400 --> 15:35.240 they were pumping smog forming chemicals into a neighborhood with high asthma rates it wasn't because the local 15:35.240 --> 15:41.240 regulatory agencies announced it that's for sure definitely not the official record was entirely blank it was the 15:41.240 --> 15:47.240 residents who noticed the noise and the exhaust exactly residents sounded the alarm and then the southern 15:47.240 --> 15:53.400 environmental law center the selc got involved right they filed public records requests but when local officials were 15:53.400 --> 16:00.840 pressed they claimed they believed only about 15 turbines were running the official state knowledge 16:00.840 --> 16:05.880 was drastically limited this is one of my favorite details in the entire text because the official 16:05.880 --> 16:11.800 data was missing the community had to build its own they did the selc actually commissioned volunteer 16:11.800 --> 16:17.880 pilots to fly small airplanes over the data center in the middle of the night using specialized thermal 16:17.880 --> 16:25.000 imaging cameras i mean the text calls this counter observation it is a desperate necessary act when the 16:25.000 --> 16:31.240 state completely fails to observe right those thermal cameras revealed that there weren't 15 turbines running 16:31.880 --> 16:37.960 there were at least 33 turbines actively giving off massive heat signatures unbelievable the community 16:37.960 --> 16:43.800 had to literally take to the sky to build an evidentiary record of a power plant that was right in their backyard 16:43.800 --> 16:50.920 which brings us back to that crucial concept specification why was the official record blank why didn't the 16:50.920 --> 16:56.520 health department know about this because of the category exactly because the regulatory battle wasn't 16:56.520 --> 17:00.920 initially a fight about how many tons of nitrogen oxides were safe to breathe it was a fight over a 17:00.920 --> 17:08.840 definition it was a battle over words yes the state regulators categorized these massive house-sized gas turbines 17:08.840 --> 17:17.240 as non-road engines in tennessee non-road yeah and later when xai expanded into south haven mississippi 17:17.240 --> 17:23.480 the regulators there categorized the turbines as temporary mobile units okay here's where it gets really 17:23.480 --> 17:31.080 interesting temporary mobile you have a 59 turbine power plant that requires massive infrastructure physically 17:31.080 --> 17:37.160 bolted to the ground running a multi-billion dollar supercomputer right and because a regulator stamped 17:37.160 --> 17:43.240 the word temporary on a piece of paper it vanished from the system it just legally disappeared it is 17:43.240 --> 17:49.720 literally like putting a sticky note that says not a dog onto 150 pound great dane and successfully 17:49.720 --> 17:55.560 convincing animal control that it as a house plant so you don't have to pay a licensing fee it is precisely 17:55.560 --> 18:01.640 like that yeah that is such a good way to picture it and the consequences that sticky note are profound yeah by 18:01.640 --> 18:07.960 legally specifying a stationary power plant as a temporary or mobile source the regulators triggered 18:07.960 --> 18:14.120 a cascading effect through the entire epistemic vector how so that specific classification legally 18:14.120 --> 18:20.520 turned off the company's obligation to formally report their emissions through standard channels wow it 18:20.520 --> 18:27.080 allowed them to bypass the rigorous months-long public permitting process that stationary power plants are 18:27.080 --> 18:33.560 actually required to undergo so the classification settled the reporting obligation and the reporting 18:33.560 --> 18:39.400 obligations settled what data existed exactly so the environmental regulators the people whose sole 18:39.400 --> 18:45.080 job is to protect the public ended up relying entirely on whatever the tech company decided to 18:45.080 --> 18:52.440 voluntarily tell them flikishing calls this interested epistemic dependence interested epistemic dependence yes 18:52.440 --> 18:57.320 the regulator becomes completely dependent on the regulated party to tell them what reality looks 18:57.320 --> 19:02.120 like which seems like a massive conflict of interest it is the mississippi department of environmental 19:02.120 --> 19:08.600 quality actually admitted to reporters that xai had added 19 additional turbines in a matter of weeks 19:09.160 --> 19:15.320 and the agency was only notified after the fact after the fact why because the temporary specification 19:15.320 --> 19:20.200 meant the company wasn't legally required to tell them beforehand the regulator's knowledge of the 19:20.200 --> 19:25.800 physical world lagged behind reality by design because the initial category dictated that they didn't have 19:25.800 --> 19:31.560 the authority to look now i want to push back on the final twist in this case study because the text 19:31.560 --> 19:37.800 gets very analytical about something that i think is genuinely complicated okay let's hear it the naacp and 19:37.800 --> 19:45.000 several environmental groups sued over these unpermitted turbines but then the u.s government intervened to try 19:45.000 --> 19:50.120 and shut the lawsuit down specifically the text notes the trump administration at the time 19:50.120 --> 19:56.600 filed a motion to dismiss the citizen suit yes this introduces the concept of borrowed necessity 19:56.600 --> 20:01.480 right and the government didn't argue that the turbines were clean they invoked national security 20:01.480 --> 20:06.760 right they brought in a declaration from the department of war saying that this specific ai system 20:06.760 --> 20:12.360 was crucial for national defense and therefore the environmental lawsuit had to be dismissed yeah now 20:12.360 --> 20:19.080 playing devil's advocate here national security is a real thing if we are in an ai arms race with global 20:19.080 --> 20:25.080 adversaries isn't that a valid trump card why is the text so deeply cynical about this move 20:25.640 --> 20:30.760 it is a really crucial question the text isn't necessarily arguing that the national security threat 20:30.760 --> 20:36.280 is entirely fabricated what flux stream is analyzing is the structural maneuver being played the maneuver 20:36.280 --> 20:42.280 itself exactly remember our discussion about counterfactuals we must run these turbines to survive 20:43.000 --> 20:48.840 when a company makes that claim a judge can audit it they can say show me your budget couldn't you have 20:48.840 --> 20:56.600 bought cleaner power from the grid right the claim is auditable exactly but what happens when that necessity 20:56.600 --> 21:04.280 claim is moved from the domain of an environmental law into the domain of national security oh i see it moves 21:04.280 --> 21:10.840 into the one area of american jurisprudence where the counterfactual test is the hardest if not impossible for 21:10.840 --> 21:16.920 citizens to run judges routinely defer to the executive branch on defense matters right they don't 21:16.920 --> 21:22.200 second guess the military right so by invoking national security the government attempted to close 21:22.200 --> 21:27.480 the audit path entirely ah they weren't arguing that the data proved the turbines were safe they were 21:27.480 --> 21:32.280 arguing that the court shouldn't even be allowed to look at the data because the executive branch's 21:32.280 --> 21:40.760 discretion is absolute the necessity claim that we have no choice is borrowed from a massively powerful 21:40.760 --> 21:46.840 third party in this case the military to instantly shut down a local community's ability to contest their 21:46.840 --> 21:53.480 own poisoning it is a procedural kill switch it is a breathtaking example of how institutional power 21:53.480 --> 22:00.520 defines what is allowed to count as a fact it really is the text then pivots from memphis to a 22:00.520 --> 22:07.480 second highly famous case study the flint michigan water crisis but it looks at it entirely through 22:07.480 --> 22:13.080 this lens of data monopolies yes this is a fascinating perspective on flint because this is the case study 22:13.080 --> 22:17.880 where a community actually managed to break the official narrative yes flint is presented as the 22:17.880 --> 22:23.160 ultimate historical example of what Flyxion calls counter measurement counter measurement let's get into 22:23.160 --> 22:28.280 that to understand flint structurally we have to look at the setup in 2014 right flint was under the 22:28.280 --> 22:34.760 control of a state appointed emergency manager right this meant that local democratic control the mayor 22:34.760 --> 22:40.280 the city council had been effectively suspended so the state held all the cards the state held all the 22:40.280 --> 22:46.760 cards and the crucial structural fact is that state officials controlled the physical water system 22:47.560 --> 22:53.960 they made the decision to switch the water source to the highly corrosive flint river and they 22:53.960 --> 22:59.880 simultaneously controlled the testing data that evaluated the safety of that water system so control 22:59.880 --> 23:05.480 capacity and epistemic capacity were totally fused together yes fused together in the exact same hands 23:05.480 --> 23:11.080 and we know what happened the highly corrosive river water stripped the protective coating off the city's 23:11.080 --> 23:17.880 aging pipes leaching massive amounts of neurotoxic lead directly into people's homes it was a disaster 23:17.880 --> 23:23.560 residents immediately raised concerns the water was brown it smelled foul people were getting rashes 23:23.560 --> 23:28.840 their hair was falling out but the state officials didn't listen no they didn't and the text gives a name 23:28.840 --> 23:35.240 to how they ignored the public epistemic persistence epistemic persistence because the state held the 23:35.240 --> 23:41.880 official monopoly on the data they could systematically dismiss the lived physical reality of the residents they 23:41.880 --> 23:49.240 they just pointed to the spreadsheet and said you're fine it's exactly for 18 agonizing months state 23:49.240 --> 23:55.240 environmental and health officials maintained that the water met all federal safety standards they use 23:55.240 --> 24:02.760 their institutional data advantage to maintain their classification of the situation as safe but the data 24:02.760 --> 24:08.920 was rigged it was heavily manipulated internal records eventually revealed that officials were utilizing 24:08.920 --> 24:15.000 massive testing loopholes like what well they encouraged the city to flush the pipes before 24:15.000 --> 24:20.920 testing which temporarily clears the lead they told residents to remove the aerators on their faucets which 24:20.920 --> 24:27.800 traps lead particles unbelievable and they actively disqualified samples from homes known to have high lead 24:27.800 --> 24:33.240 readings just to keep the city-wide average artificially below the federal action level so the 24:33.240 --> 24:38.840 specification of the test was deliberately designed to miss the poison precisely so how did the 24:38.840 --> 24:42.920 community break this monopoly because they couldn't vote the emergency manager out right they had no 24:42.920 --> 24:48.520 control capacity they broke it by building independent epistemic capacity okay how did they do that 24:48.520 --> 24:54.120 they realized that arguing with the state's rigged data was totally useless they had to create their own 24:54.760 --> 25:00.920 a local resident named leanne walters whose children were getting severely sick managed to connect with a 25:00.920 --> 25:07.960 rogue expert at the epa wow and eventually she connected with researchers from virginia tech led by mark 25:07.960 --> 25:14.600 edwards and this wasn't just a couple of scientists dropping in it was a massive organized citizen science 25:14.600 --> 25:22.040 mobilization exactly virginia tech didn't just test a few homes they sent 300 specialized testing kits 25:22.040 --> 25:28.520 directly to the citizens of flint so the residents bypassed the state entirely entirely they organized 25:28.520 --> 25:33.400 they trained each other on proper testing protocols they collected the samples and they mailed them back to the 25:33.400 --> 25:39.480 the independent lab they built a parallel completely uncompromised data set and that data set proved 25:39.480 --> 25:44.040 that the lead levels weren't just a little high they were at hazardous waste levels in some homes 25:44.040 --> 25:49.080 right but the final nail in the coffin of the state's narrative came from a local pediatrician 25:49.080 --> 25:56.840 dr mona hana tisha yes because while the citizens were testing the water dr hana tisha analyzed the medical data 25:56.840 --> 26:02.120 okay she looked at the blood lead levels of the children in flint before and after the water switch 26:03.000 --> 26:08.200 and she found that the rates of elevated lead had doubled across the city doubled and in some specific 26:08.200 --> 26:13.960 neighborhoods they had nearly tripled that is the counter measurement yes by generating their own 26:13.960 --> 26:20.760 rigorous undeniable data completely outside of the state's control they proved the harm they broke the 26:20.760 --> 26:26.680 state's monopoly on the truth it's incredible the counter data was so overwhelming that it finally 26:26.680 --> 26:33.240 forced the state to concede it broke the emergency manager's narrative and forced the city to reconnect 26:33.240 --> 26:39.240 to the safer detroit water system so flint proves a vital structural rule right if you want to change 26:39.240 --> 26:44.120 the allocation of loss you first have to redistribute the capacity to know that is exactly the takeaway 26:44.120 --> 26:49.880 which brings us to the third and final case study in this first essay and in many ways i feel like 26:49.880 --> 26:57.000 this one is the most insidious it really is because in memphis a company was breaking the rules in flint 26:57.000 --> 27:02.920 the state was actively rigging the tests but in this third case study the rules were published in 27:02.920 --> 27:08.520 advance they were followed to the letter they looked like pure objective science and they still resulted 27:08.520 --> 27:16.600 in a devastating structural bias right this is about pandemic triage protocols yes during the terrifying 27:16.600 --> 27:21.960 early days of the covid 19 pandemic hospitals realized they might not have enough ventilators 27:21.960 --> 27:27.960 to keep everyone alive it was a horrific situation it was many states rushed to publish what are called 27:27.960 --> 27:33.640 crisis standards of care the heartbreaking rules for deciding who gets a ventilator and who is left to 27:33.640 --> 27:39.560 die and initially some of these rules were shockingly explicit they were the text notes that states like 27:39.560 --> 27:44.520 alabama published guidelines that explicitly call for withholding ventilators from patients with severe 27:44.520 --> 27:50.120 intellectual disabilities or patients with severe dementia which is just a blatant devaluation of 27:50.120 --> 27:56.040 specific lives it is but because it was explicit people could actually fight it disability rights 27:56.040 --> 28:02.120 groups immediately launched what the text calls counter specification what did they do they filed civil 28:02.120 --> 28:07.240 rights complaints with the federal government they rallied public outrage and because the rule was written 28:07.240 --> 28:13.800 plainly on paper they successfully forced several states to retract and rewrite those 28:13.800 --> 28:19.880 discriminatory protocols but Flyxion argues that the explicit rules while horrifying were not the 28:19.880 --> 28:26.600 most dangerous ones no they weren't the truly dangerous rules were the implicit ones the rules that hid 28:26.600 --> 28:32.600 behind complex math and biological metrics right the ones that look like objective science exactly 28:32.600 --> 28:38.840 specifically the text zeros in on a metric called the sofa score the sofa score break down what this is and how 28:38.840 --> 28:45.720 it works so sofa stands for sequential organ failure assessment okay it is a clinical scoring system used in 28:45.720 --> 28:51.400 intensive care units to rank patients based on the severity of their organ failure which correlates to 28:51.400 --> 28:57.240 their near-term mortality risk so a higher score means your organs are failing faster and you are less likely to 28:57.240 --> 29:03.800 survive exactly okay on the surface if i'm playing devil's advocate again that seems perfectly rational if you have 29:03.800 --> 29:10.040 five patients and only one ventilator prioritizing the patient who actually has a chance of surviving 29:10.040 --> 29:14.840 seems like a tragic but necessary medical constraint and the text acknowledges that 29:15.480 --> 29:22.200 Flyxion explicitly notes that near-term prognosis is a constraint relevant feature it makes medical sense 29:22.760 --> 29:29.320 the problem wasn't the goal the problem was the hidden bias in the mathematical tool used to measure that goal 29:29.320 --> 29:36.520 right and this bias was exposed by a series of massive studies published in 2021 what did those studies 29:36.520 --> 29:43.160 find inside the math of the sofa score they found that the sofa score did not perform equally across 29:43.160 --> 29:49.320 different racial groups it wasn't a neutral tool if so well specifically one of the key components used to 29:49.320 --> 29:55.240 calculate the sofa score is a measurement of creatinine levels in the blood creatinine that relates to kidney 29:55.240 --> 30:00.120 function right yes exactly elevated creatinine usually indicates that your kidneys are failing 30:00.120 --> 30:07.800 but here is the critical flaw creatinine levels naturally vary across populations for complex physiological 30:07.800 --> 30:14.680 and historical reasons black patients on average tend to have slightly higher baseline levels of creatinine 30:14.680 --> 30:20.440 in their blood than white patients even when their kidneys are perfectly healthy oh wow i see where this 30:20.440 --> 30:26.520 is going yeah the algorithms used in many standard sofa calculations did not account for this natural 30:26.520 --> 30:32.520 baseline variance they just treated all of it the same exactly they treated all elevated creatinine 30:32.520 --> 30:39.720 as a sign of imminent acute organ failure as a result the tool systematically overestimated the mortality 30:39.720 --> 30:44.680 risk for black patients so the math was literally telling doctors that black patients were sicker than they 30:44.680 --> 30:49.960 actually were exactly and when researchers ran a simulation using data from over a hundred thousand 30:49.960 --> 30:55.800 patients applying the triage rules that states had published they found a devastating outcome what was it 30:55.800 --> 31:00.920 because of this flawed measurement nearly 10 of black patients who should have qualified for the highest 31:00.920 --> 31:07.160 priority group for a ventilator would have been erroneously downgraded and excluded from life-saving care 31:07.160 --> 31:13.400 that is absolutely staggering i mean you have a tool that looks totally neutral it's just blood metrics and math right 31:13.400 --> 31:20.200 but buried inside that specification is a structural bias that essentially acts as a racial filter for who 31:20.200 --> 31:26.440 gets to breathe flickering calls this a constraint relevant feature masking structural selection say that 31:26.440 --> 31:32.680 again a constraint relevant feature masking structural selection the constraint the lack of ventilators was 31:32.680 --> 31:39.320 agonizingly real but the specific measurement tool used to navigate that constraint contained a hidden bias it 31:39.320 --> 31:45.400 selected who took the loss right it took a genuine physical shortage and converted it into a structural 31:45.400 --> 31:51.560 selection process all while appearing entirely objective and immune from criticism wow it proves that it is 31:51.560 --> 31:57.880 never enough for a rule to be neutral in theory the tool used to measure that rule must be rigorously 31:57.880 --> 32:04.280 tested to ensure it doesn't quietly launder societal biases into life and death decisions this transitions us 32:04.280 --> 32:10.280 perfectly because if specification you know how we define a rule how we categorize a turbine how we 32:10.280 --> 32:16.600 measure organ failure if that can erase a power plant or silently deny someone a ventilator how does this 32:16.600 --> 32:23.480 concept apply to the largest technological shift in human history it's a massive question right how does it 32:23.480 --> 32:29.640 apply to artificial intelligence in the future of our jobs this takes us into the second essay in our stack 32:29.640 --> 32:36.200 the forgotten specification yes and this essay is a deep structural reading of the renowned economist 32:36.200 --> 32:42.920 darren osmagluera's work on artificial intelligence and human labor esmaglu is widely known for arguing 32:42.920 --> 32:49.080 that ai is going to cause massive economic disruption right he is but Flyxion points out that esmaglu's 32:49.080 --> 32:53.880 argument is actually much more radical than just you know robots are taking our jobs okay what is he actually 32:53.880 --> 32:59.320 arguing esmaglu is targeting the very foundation of how we measure progress in the field of ai 32:59.880 --> 33:06.200 he is targeting the choice to use the human being as the ultimate benchmark for machine intelligence 33:06.200 --> 33:11.560 the choice to use humans to understand this we have to look at the history of the field don't we we do 33:11.560 --> 33:17.480 we have to go back to the summer of 1956 to the famous dartmouth conference which is widely considered 33:17.480 --> 33:23.480 the founding moment of artificial intelligence as a distinct academic discipline yes and from the very 33:23.480 --> 33:28.920 beginning the stated goal of the pioneers of that conference was something called artificial general 33:28.920 --> 33:35.080 intelligence or agi agi which is defined by the metric of human parity right exactly the founding 33:35.080 --> 33:42.280 dream was to build a single autonomous machine that can match or exceed the best human minds across 33:42.280 --> 33:48.920 every conceivable cognitive task the human being was chosen as the target the benchmark and ultimately 33:48.920 --> 33:54.680 the rival yes the underlying assumption governing the entire industry has always been a strict sequence 33:54.680 --> 34:00.760 ai progresses it imitates humans it becomes equivalent to humans and finally it replaces humans but the text 34:00.760 --> 34:06.920 contrasts this with a completely different almost forgotten vision for computing it goes back to a pioneer 34:06.920 --> 34:13.640 named jcr lick lighter who wrote a seminal paper in 1960 yes lick lighter he coined the term man computer 34:13.640 --> 34:20.600 symbiosis symbiosis so working together right he didn't want machines that acted like humans he thought that was a waste of 34:20.600 --> 34:27.480 computing potential he championed what the text calls the augmentation objective the augmentation objective 34:27.480 --> 34:35.480 yeah he envisioned machines that partnered with humans to expand what humans could do you know handling the 34:35.480 --> 34:43.320 complex calculations and data sorting so the human could focus on creative intuitive problem solving this makes 34:43.320 --> 34:49.560 so much intuitive sense i love the analogy of a telescope it's a great analogy right a telescope doesn't 34:49.560 --> 34:55.160 become a more useful scientific instrument by trying to mimic a human eye it doesn't need to blink it 34:55.160 --> 35:00.840 doesn't need to cry it doesn't need to see in the exact same spectrum we do exactly it is useful 35:00.840 --> 35:07.240 precisely because it can see things a human eye cannot see it extends our capacity just like a spreadsheet 35:07.240 --> 35:12.840 a spreadsheet doesn't try to mimic an accountant's personality it gives the accountant superhuman math 35:12.840 --> 35:19.160 abilities exactly so why are we currently spending billions of dollars and burning oceans of energy 35:19.160 --> 35:23.640 trying to build an artificial intern that makes mistakes instead of building a worker's telescope that 35:23.640 --> 35:29.560 is the multi-billion dollar question if we contract these two objectives formally as Flyxion does 35:29.560 --> 35:35.720 the economic consequences become stark walk us through those consequences the imitation objective 35:35.720 --> 35:42.280 which is what we are pursuing now with large language models and generative ai tries to maximize the 35:42.280 --> 35:48.520 overlap between what a human worker can do and what a machine can do right if a machine can do 35:49.080 --> 35:55.400 eighty percent of everything you do at your job but cheaper without needing health insurance you become 35:55.400 --> 36:00.920 economically optional you become replaceable exactly the augmentation objective on the other hand is 36:00.920 --> 36:06.680 completely indifferent to overlap it seeks to maximize the newly reachable regions of action so it's about 36:06.680 --> 36:11.800 doing new things yes it wants to give the worker a tool that allows them to solve problems neither the 36:11.800 --> 36:17.800 worker nor the machine can solve alone and the consequence of society blindly pursuing imitation over 36:17.800 --> 36:23.320 augmentation is captured in what Flyxion calls the separation proposition the separation proposition yes 36:23.320 --> 36:30.040 this is a dense concept but i think it's the key to understanding modern labor anxiety break it down for us 36:30.040 --> 36:36.280 okay the separation proposition states that the overall capability of a vast system say of a massive 36:36.280 --> 36:43.720 multinational corporation or an entire national economy that overall capability can rise significantly 36:43.720 --> 36:49.240 while the continuation set of the individual worker within that system actually shrinks let's 36:49.240 --> 36:54.840 define continuation set in the context of a worker what does that mean for someone going to a job every 36:54.840 --> 37:00.840 day in labor terms your continuation set is your leverage your leverage yeah it is your ability to act 37:00.840 --> 37:07.240 to bargain for higher wages to offer unique skill that the market needs to build on your expertise and 37:07.240 --> 37:13.880 advance your career it has the cards you hold in your hand exactly now suppose a massive generative ai system is 37:13.880 --> 37:20.200 deployed across an industry it perfectly mimics a wide set of tasks previously done by junior coders 37:20.200 --> 37:25.640 copywriters paralegals and illustrators okay and it does those tasks instantly for pennies on the dollar 37:26.280 --> 37:31.800 the overall capability the corporate system hasn't fallen it is likely increase profits go up output goes 37:31.800 --> 37:38.120 up but what happens to the workers the workers who used to perform those tasks have just had a massive 37:38.120 --> 37:44.600 portion of their continuation set erased they lose their leverage completely the market simply no longer 37:44.600 --> 37:50.680 admits them as a supplier of that skill the expertise hasn't vanished from the world but it has been 37:50.680 --> 37:55.480 relocated relocated where it has been extracted from the minds and hands of millions of 37:55.480 --> 38:02.920 dispersed workers and centralized into a proprietary opaque model owned by three or four mega corporations 38:02.920 --> 38:09.000 so the worker is separated from their own value yes and this brings us to the actual title of the essay 38:09.000 --> 38:15.960 the forgotten specification the profound argument here is that this path aiming for human replacement 38:15.960 --> 38:21.880 centralizing all this skill was not a law of physics it wasn't an inevitable evolutionary step of 38:21.880 --> 38:28.360 technology it was a choice it was a design choice it was a specific path chosen within a vast landscape 38:28.360 --> 38:35.240 of possibilities exactly but over the last 70 years billions of dollars of venture capital have been 38:35.240 --> 38:41.560 poured into this singular choice massive data centers have been built academic prestige has been entirely 38:41.560 --> 38:47.400 aligned with it and the global supply chain of microchips has been optimized for it and when a society commits 38:47.400 --> 38:53.080 that much institutional weight and that much capital to a single design choice something psychological 38:53.080 --> 38:59.000 happens to all of us we forget that it was a choice we do we follow it under constraints we look at the 38:59.000 --> 39:05.960 trajectory of ai replacing human labor and we say well you can't stop progress it's inevitable the initial 39:05.960 --> 39:12.760 specification is forgotten it becomes a boundary condition of reality it's so true i mean if you stand up at a tech 39:12.760 --> 39:18.520 conference today and suggest that we should redirect our funding away from human mimicking agi and towards 39:18.520 --> 39:24.600 specialized augmentation tools that empower workers you aren't heard as proposing a different engineering 39:24.600 --> 39:30.440 design no not at all you are heard as being a luddite you are heard as trying to defy gravity exactly 39:30.440 --> 39:38.440 but as the essay so succinctly puts it cost is not impossibility sunk capital is not gravity sunk capital 39:38.440 --> 39:44.840 is not gravity wow right the fact that we have spent billions building a machine that wants to replace 39:44.840 --> 39:50.280 us doesn't mean it is the only machine that could have been built okay so we have this massive contraction 39:50.280 --> 39:57.080 of the workers continuation set we are losing our leverage our ability to act and bargain because our 39:57.080 --> 40:04.520 skills are being centralized into these models yes but the text makes a fascinating pivot here it argues that 40:04.520 --> 40:11.640 this loss of individual power this atomization isn't just a future threat looming on the horizon from ai 40:11.640 --> 40:16.280 no it's already here right it is something that is already systematically happened to our physical 40:16.280 --> 40:21.560 communities and our political systems this is where Flyxion pulls these distinct threads together into a unified 40:21.800 --> 40:26.680 structural theory of loss wow don't understand how we got so atomized the text returns to 40:26.680 --> 40:33.000 esimoglu but this time looking backward okay we have to examine his analysis of the mid-century american factory think of 40:33.000 --> 40:39.240 general motors in flint or the massive glass making plants in lancaster ohio in the 1950s and 60s 40:39.240 --> 40:44.440 the classic engines of the american middle class right when economists look at those factories they 40:44.440 --> 40:50.440 usually just see a place where labor was traded for wages sure but asimogo points out that a factory was 40:50.440 --> 40:57.800 much more than an economic unit it was what the text calls a social topology a social topology think of 40:57.800 --> 41:03.000 it like a dense network graph with lines connecting hundreds of different nodes right the factory 41:03.000 --> 41:11.560 created a massive physical web of edges connections between wildly different groups of people okay 41:11.560 --> 41:17.160 mechanical engineers assembly line workers union stewards accountants and middle management 41:17.160 --> 41:21.880 were all forced into physical adjacency they were just around each other all the time exactly they 41:21.880 --> 41:25.880 worked on the same floor they lived in the same neighborhoods their kids played on the same little 41:25.880 --> 41:30.840 league teams they went to the same churches they were structurally connected and that adjacency is the 41:30.840 --> 41:38.680 crucial point because labor solidarity the ability of workers to stand up to ownership and demand a fair share 41:39.400 --> 41:45.160 isn't just a feeling of goodwill it's structural right it is a structural property of a network 41:45.160 --> 41:51.240 it means that a grievance felt by the line workers can travel along those edges reaching the engineers and 41:51.240 --> 41:57.800 the administrative staff allowing a bargaining position to be held collectively if the line stops the whole 41:57.800 --> 42:04.440 town feels it so the whole town has a stake in the negotiation exactly but over the last 40 years through 42:04.440 --> 42:12.280 deindustrialization outsourcing the crushing of private sector unions those edges were systematically destroyed 42:12.280 --> 42:18.200 and geographic sorting right where knowledge workers moved to coastal cities and left the industrial workers behind 42:18.200 --> 42:25.240 yes exactly the physical and social connections dissolved the workers were atomized the jobs left 42:25.240 --> 42:31.560 but as the text argues the more devastating loss was that the connections left yes the individual worker was left 42:31.560 --> 42:37.560 isolated stripped of their collective continuation capacity and then the essay takes this exact same 42:37.560 --> 42:43.640 concept of dissolving edges and applies it to our political system yes the text brings in an analysis from 42:43.640 --> 42:50.520 timothy shank's recent book left adrift and again as we dive into this political history we are impartially 42:50.520 --> 42:57.480 examining the structural evolution of political strategy we're not picking a side right shank's book traces a 42:57.480 --> 43:05.080 massive decades-long shift in how political parties specifically the democratic party in his analysis interact 43:05.080 --> 43:11.560 with their voters historically parties didn't connect to voters through television ads they connected through 43:11.560 --> 43:16.680 physical organization they connected through the edges the union halls the local ward bosses the 43:16.680 --> 43:23.880 neighborhood associations the churches the party was a bottom-up coalition of these physical nodes okay 43:23.880 --> 43:28.760 but as those local organizations withered away alongside the factories the party structure 43:28.760 --> 43:34.360 fundamentally changed the physical edges were replaced by measurement measurement you mean the rise of modern 43:34.360 --> 43:40.920 polling focus groups and big data analytics yes shank details the rise of a new class of political 43:40.920 --> 43:46.360 consultants who brought a completely different philosophy to politics what was their philosophy their logic 43:46.360 --> 43:54.040 was you don't need to maintain a messy expensive demanding union hall to tell you what the working class 43:54.040 --> 44:01.480 wants you can just run a massive polling operation cross-reference it with consumer data and build a highly 44:01.480 --> 44:08.360 accurate predictive model of the electorate the text describes this as a shift from a constructive regime to 44:08.360 --> 44:13.480 a measurement regime yes now i have to jump in and push back on this because it sounds incredibly 44:13.480 --> 44:19.160 counterintuitive okay let's hear it if you run a massive statistically rigorous survey you are getting 44:19.160 --> 44:25.160 hard data on exactly what millions of people want down to the decimal point you are eliminating the middleman 44:25.160 --> 44:31.800 right isn't a measurement regime actually more democratic i mean why is the text arguing that building a highly 44:31.800 --> 44:37.640 accurate data model of a voter is somehow worse than having a union boss tell you what to do it is a fantastic 44:37.640 --> 44:42.120 question and it really gets to the very heart of the essay the answer lies in the profound difference 44:42.120 --> 44:47.880 between measuring the population and empowering a population explain that difference in a constructive 44:47.880 --> 44:54.760 regime the local organization the union hall the community group doesn't just measure public opinion 44:54.760 --> 45:01.720 like a thermometer it shapes it it builds it oh i see what provides a physical space where dispersed 45:01.720 --> 45:07.480 powerless individuals can forge a collective identity it gives them the structural capacity to bargain to 45:07.480 --> 45:14.120 organize a strike to disrupt the system to actually exercise power it enlarges their continuation set 45:14.120 --> 45:20.120 exactly they aren't just registering a preference they are building leverage wow okay a measurement regime 45:20.120 --> 45:27.000 however treats the voter as a static isolated data point right they're just a number in a spreadsheet yeah 45:27.000 --> 45:31.800 the political party builds a complex model of the electorate identifies the exact combination of 45:31.800 --> 45:37.400 policies that pulls the best and then broadcasts that tailored messaging back to the isolated voters 45:37.400 --> 45:42.680 through targeted ads great i see the connection now it is exactly like the ai imitation objective 45:42.680 --> 45:49.400 we just talked about the analogy holds perfectly a political party that relates to its voters primarily 45:49.400 --> 45:55.560 through their representation in a database has the exact same structural relationship to them 45:55.560 --> 46:01.320 that a generative ai model has to the human workers it was trained on the capability has been entirely 46:01.320 --> 46:08.040 centralized into the hands of the consultants the algorithms and the party elites yes the individual 46:08.040 --> 46:14.200 voter just like the individual worker is highly legible to the system i mean the system knows exactly 46:14.200 --> 46:20.280 what they want to hear but the voter is completely isolated atomized and stripped of any actual collective 46:20.280 --> 46:25.320 bargaining power the edges are gone the edges are gone you are perfectly understood and perfectly powerless 46:25.560 --> 46:31.160 okay so we've seen how both technology and politics have been systematically optimized over the last 46:31.160 --> 46:37.160 few decades to isolate us to turn us from densely connected communities into highly predictable 46:37.160 --> 46:42.760 modelable data points yes we're losing our edges this brings us to the final and undoubtedly the 46:42.760 --> 46:48.840 most intense essay in the stack the value of floods it is a heavy one what happens when this highly 46:48.840 --> 46:55.480 isolated fragmented society is suddenly hit by massive planetary scale crises right 46:55.640 --> 47:02.200 this essay explores the brutal geopolitical consequences of this isolation to do this Flyxion analyzes 47:02.200 --> 47:07.240 naomi klein and astra taylor's recent book end times fascism and once again we are exploring the 47:07.240 --> 47:13.880 structural logic of their argument impartially absolutely klein and taylor argue that the contemporary 47:13.880 --> 47:20.120 far-right and the populist movement surging globally are not just a simple copy paste of 1930s fascism 47:20.120 --> 47:25.640 okay what are they then it is a new evolution specifically adapted for an era of permanent 47:25.640 --> 47:32.520 overlapping planetary crises like severe climate change pandemic shocks and resource scarcity they argue 47:32.520 --> 47:37.400 that these movements at their core have essentially accepted the premise that the common world is going 47:37.400 --> 47:43.480 to suffer massive irreversible shocks yes the phrase from the text that perfectly encapsulates this logic is 47:43.480 --> 47:48.600 the dynamic of building the ark and conjuring the flood building the ark and conjuring the flood it's such 47:48.600 --> 47:55.240 a dark evocative metaphor it is the authors identify three distinct factions that share this underlying 47:55.240 --> 48:03.240 world view yes they do they identify religious end timers who view global crises and instability as necessary 48:03.240 --> 48:09.640 precursors to messianic prophecy right then there are tech end timers who are intensely focused on 48:09.640 --> 48:15.880 escaping the biological human condition entirely through mars rockets artificial general intelligence 48:15.880 --> 48:20.840 and consciousness uploading and the third group ethno-nationalist end timers who are focused on 48:20.840 --> 48:27.160 building militarized fortress borders and maintaining demographic purity now on the surface these three 48:27.160 --> 48:35.000 groups deeply disagree on theology on science and on policy a tech billionaire building a mars rocket usually 48:35.000 --> 48:39.560 has very little in common with a religious zealot right they seem totally opposed yeah but 48:39.560 --> 48:45.880 the text argues they are united by a shared underlying operational logic which is they all operate on 48:45.880 --> 48:51.000 the fundamental belief that the common shared world is doomed and they are all exclusively focused 48:51.000 --> 48:57.000 on ensuring that a specific highly protected subset of humanity survives the impending collapse right 48:57.000 --> 49:02.520 they're building the arcs the luxury apocalypse bunkers in new zealand the private space programs 49:02.520 --> 49:09.480 the heavily militarized border walls exactly but the essay takes this cultural observation a step further 49:09.640 --> 49:16.680 and introduces a formal economic concept differential survivability differential survivability this is a 49:16.680 --> 49:23.640 property of a society where people's ability to survive across this is wildly structurally unequal yes 49:24.600 --> 49:30.680 but the central mechanism that Flyxion highlights here is an asymmetry of value okay break that down think 49:30.680 --> 49:37.080 about the economics of an arc an arc is only valuable if there is a flood right if the common world is safe if the 49:37.080 --> 49:42.840 climate is stable if the public institutions are prosperous and functioning spending 50 million 49:42.840 --> 49:48.040 dollars on an underground bunker is a ridiculous waste of money it's completely pointless the relative 49:48.040 --> 49:52.920 value of that private protection actually rises in direct proportion to how fast the common conditions 49:52.920 --> 50:00.360 deteriorate exactly as the flood gets worse the arc becomes an incalculably valuable asset but this leads 50:00.360 --> 50:06.520 to a devastating structural critique which the text calls retained voice with withdrawn dependence 50:06.520 --> 50:12.520 retained voice with withdrawn dependence this is a massive concept let's break this down with some real world examples 50:12.520 --> 50:20.680 okay normally in a healthy society if a vital public system is failing let's say the public schools are crumbling 50:21.400 --> 50:28.680 or the municipal power grid keeps suffering blackouts the wealthiest the most powerful citizens use their influence 50:28.680 --> 50:34.760 to demand that the system be fixed why because they live there and they depend on it exactly they have skin in the game 50:34.760 --> 50:41.240 yeah but what happens when inequality reaches a point where the elite can simply buy their way entirely out of 50:41.240 --> 50:46.040 the public system you just leave it behind right they pull their kids out of public schools and hire private 50:46.040 --> 50:52.360 enclaves of tutors they install massive backup solar and battery grids so they don't care if the city goes dark 50:52.360 --> 50:56.840 they hire private security firms to patrol their neighborhoods they fundamentally withdraw their 50:56.840 --> 51:03.480 dependence on the common system yes but and this is the crucial part they don't leave the country 51:03.480 --> 51:08.440 they don't stop voting they don't stop donating to political campaigns they don't stop lobbying 51:08.440 --> 51:14.520 precisely they withdraw their dependence but they retain their political voice right and because they 51:14.520 --> 51:20.600 no longer rely on those public systems they are now structurally incentivized to use their immense 51:20.600 --> 51:27.320 political influence to defund deregulate and neglect the very systems they abandoned often just to lower their 51:27.320 --> 51:33.240 own tax burden wow their own survivability is now mathematically insulated from the condition of 51:33.480 --> 51:39.480 the shared world yes the essay defines this specific condition as impunity impunity isn't just about 51:39.480 --> 51:45.000 breaking the law and getting away with it it is the mathematical insensitivity of your own survival 51:45.000 --> 51:50.360 to the suffering of the commons and when you have insulated actors who are insensitive to the suffering 51:50.360 --> 51:55.560 of the commons but who still retain the power to shape the rules governing those commons you get what 51:55.560 --> 52:02.440 the essay calls the expensive future the expensive future yes it is a regime of privatization by loss 52:03.240 --> 52:08.280 as the public sphere degrades the population is ruthlessly split into two distinct groups 52:08.280 --> 52:14.200 Flyxion categorizes them as preplace and plus preplace and plus define those so preplace represents 52:14.200 --> 52:19.320 the segment of the population that has the private wealth to simply replace whatever is lost from the 52:19.320 --> 52:25.240 commons okay give me an example when the municipal taps run brown they install expensive whole home 52:25.240 --> 52:32.600 filtration systems and buy pallets of bottled water when the public transit fails they use private ride 52:32.600 --> 52:39.400 shares they preplace the loss with private purchase okay and plus plus represents the people who have 52:39.400 --> 52:46.440 nothing left to substitute with they rely entirely on the commons right for them the degradation of the 52:46.440 --> 52:52.120 public water system or the loss of a public hospital is simply the loss of their health or the loss of 52:52.120 --> 52:57.720 their future entirely it isn't just an inequality of consumption anymore where one person has a nicer 52:57.720 --> 53:03.560 car than another it becomes an inequality of reachable futures exactly so if i'm understanding this whole 53:03.560 --> 53:08.680 cycle it's like putting the exact same people who own the private lifeboat companies in charge of the 53:08.680 --> 53:15.160 ship's iceberg detection system oh that's good right it's not necessarily a cartoonish conspiracy that they 53:15.160 --> 53:21.960 actively want the ship to sink but structurally economically the worse the iceberg threat becomes 53:21.960 --> 53:28.040 the more their product is worth yes their value goes up as the danger goes up and if those are the 53:28.040 --> 53:33.560 people lobbying the captain on how to steer the ship the ship is in serious serious trouble that is 53:33.560 --> 53:39.640 precisely the exit feedback loop Flyxion is warning about the architecture is designed to reward the flood i 53:39.640 --> 53:45.800 have to admit that is a remarkably bleak picture it really is we are looking at a system where data 53:45.800 --> 53:53.560 is legally manipulated to hide toxic hazards ai is being explicitly optimized to extract our leverage 53:53.560 --> 53:59.240 our political edges are being dissolved into static polling data and the people at the very top 53:59.880 --> 54:04.760 are structurally incentivized to let the common world flood because they own the lifeboats yeah when 54:04.760 --> 54:08.760 you put it all together like that it's a lot if the deep dive stopped here i think we'd all need to 54:08.760 --> 54:14.360 turn this off and go lie down but the text doesn't end there thankfully the final sections offer a very 54:14.360 --> 54:20.760 specific structural map for how to push back against this entire dynamic of selected loss yes the text 54:20.760 --> 54:27.320 pivots from diagnosis to resistance okay how do we resist if the core problem is isolation atomization 54:27.320 --> 54:33.640 and the hoarding of survivability by a few the solution starts with understanding empathy in a completely new 54:33.640 --> 54:40.760 way empathy like just caring about people well we usually think of empathy as a warm fuzzy emotion 54:40.760 --> 54:47.880 yeah but the text frames empathy as a structural force it describes it mathematically as a coupling 54:47.880 --> 54:54.200 coefficient a coupling coefficient meaning it connects my fate to your fate exactly empathy makes the 54:54.200 --> 55:00.840 suffering outside the arc costly to those inside it if i genuinely care about you if we have social edges 55:00.840 --> 55:05.880 connecting us i cannot comfortably retreat to my bunker and lock the door while you drown outside 55:05.880 --> 55:11.320 right the psychological cost is too high therefore a political movement that seeks to hoard survival and 55:11.320 --> 55:17.480 abandon the commons has a functional structural requirement to destroy empathy it has to sever that 55:17.480 --> 55:23.080 coupling coefficient and the text points to very specific modern rhetoric doing exactly this 55:23.080 --> 55:29.000 it cites jd vance's use of a medieval concept called ordo amoris in order of love right this rhetoric 55:29.000 --> 55:33.400 suggests that compassion is a finite resource and it should be strictly limited to your immediate 55:33.400 --> 55:38.440 family and your immediate nation it also cites elon musk tweeting that empathy is a fundamental 55:38.440 --> 55:44.680 weakness the text calls this deliberate messaging emotional austerity emotional austerity the point 55:44.680 --> 55:50.360 isn't just to be cruel for the sake of it no it serves a vital structural purpose for the arc builders 55:50.360 --> 55:56.440 it lowers the internal psychological cost of leaving people to the flood it gives people a philosophical 55:56.440 --> 56:02.680 justification for abandoning the commons so if the arc requires severing connections the counter 56:02.680 --> 56:09.480 movement must be about rebuilding that coupling rebuilding the edges yes and klein and taylor point to a 56:09.480 --> 56:17.800 historical concept called hereness or doikate in yiddish this is a profound concept doikate was borrowed from the 56:17.800 --> 56:24.760 jewish labor bund which was a massive socialist movement in early 20th century eastern europe right the bund is 56:24.760 --> 56:31.160 fascinating because they were fighting a two-front ideological war they opposed the exclusionary violent 56:31.160 --> 56:36.440 nationalisms of europe that were targeting jews but they also staunchly opposed the early zionist 56:36.440 --> 56:42.200 movement that argued the only safety for jews was to create a new state elsewhere right the bund rejected 56:42.200 --> 56:48.760 the premise of escape doikate was the radical physical commitment to stay it was the absolute refusal of 56:48.760 --> 56:56.040 the exit option exactly it is the belief that safety justice and community must be built right where you 56:56.040 --> 57:02.040 are in deep solidarity with the other marginalized people living in your exact city rather than seeking 57:02.040 --> 57:08.440 escape through a bunker a rocket ship to mars or an ethnostate crucially membership in this community 57:08.440 --> 57:16.280 isn't defined by bloodlines or ancestry or algorithms it is defined by action right are you willing to help 57:16.280 --> 57:22.760 repair the common world here and now it is the ultimate rejection of the arc but beyond the philosophy of 57:22.760 --> 57:29.800 hereness Flyxion offers highly practical systemic remedies for what they call resolvability resolvability what is 57:29.800 --> 57:33.960 that if the problem is that powerful actors claim there was no alternative 57:33.960 --> 57:38.280 resolvability is about forcing the system to prove it the primary rule the essay establishes 57:38.840 --> 57:44.920 is a shift in the burden of proof right yes the rule is constraint must be demonstrated selection 57:44.920 --> 57:51.880 must not pass as constraint so if a powerful actor a ceo a mayor a tech billionaire claims that a loss 57:51.880 --> 57:57.320 was necessary the burden is entirely on them to prove it exactly the public should never accept it as a 57:57.320 --> 58:04.520 natural fact and the text outlines specific ways to legally force that proof it talks about pre-registered 58:04.520 --> 58:11.080 counterfactuals right meaning before a crisis hits institutions most publicly document the alternatives 58:11.080 --> 58:16.520 they considered so they can't make up convenient excuses after the damage is done it mandates the 58:16.520 --> 58:22.840 preservation of audit paths and most importantly it advocates for community monitoring with actual 58:22.840 --> 58:29.160 legal standing think back to those volunteer pilots flying thermal cameras over the ai data center in 58:29.160 --> 58:35.480 memphis exactly under the current system their data is just a pr tool to shame the company Flyxion 58:35.480 --> 58:40.440 argues that community generated counter measurement should have the automatic legal standing to trigger 58:40.440 --> 58:45.480 a federal review and halt operations let me ask you this directly applying it to the person listening 58:45.480 --> 58:49.640 right now if you are listening to this and you want to put this into practice how do you practically 58:49.640 --> 58:55.720 apply this burden of proof rule in your own life it's a great question the next time your boss 58:55.720 --> 59:01.400 or your city council or a tech ceo stands up at a podium and says you know there was no alternative 59:01.400 --> 59:07.160 we had to make these cuts we had to build this facility what is the exact question the listener 59:07.160 --> 59:13.080 should ask them you don't just ask why asking why lets them give you a pr answer you ask for the 59:13.080 --> 59:18.200 counterfactual okay what does that sound like you say show me the full space of alternatives you 59:18.200 --> 59:24.600 considered show me the specific mathematical financial or physical constraints that forced this exact 59:24.600 --> 59:31.240 group of people to bear the entirety of the laws and proved to me with auditable data that absolutely 59:31.240 --> 59:36.600 no other arrangement of resources could have protected them you demand they prove the necessity 59:36.600 --> 59:42.520 rather than passively accepting it as gravity exactly we have covered immense ground today we've traveled 59:42.520 --> 59:48.120 from unpermitted methane turbines hiding behind sticky note categorizations in memphis to the hidden 59:48.120 --> 59:54.040 biases laundering discrimination in hospital algorithms to the history of the mid-century factory floor 59:54.040 --> 01:00:00.200 all the way to the bunkers of billionaires dreaming of mars it's been quite a journey it really has and 01:00:00.200 --> 01:00:05.960 the through line connecting all of this incredibly diverse material is crystal clear uncertainty is 01:00:05.960 --> 01:00:11.880 allocated losses are chosen long before they are officially justified right the rules of the board game 01:00:11.880 --> 01:00:18.040 are written by the insulated and they are enforced by a monopoly on the data but as the flint water crisis 01:00:18.040 --> 01:00:24.360 and the pandemic triage cases showed us that monopoly is not invincible no it's not when communities 01:00:24.360 --> 01:00:30.360 refuse to be isolated when they build their own independent capacity to know and measure their reality 01:00:30.360 --> 01:00:36.360 they can force a selected loss out of the shadows and demand repair we learned today that a forgotten 01:00:36.360 --> 01:00:41.960 specification happens when a multi-billion dollar design choice gets locked in as a constraint 01:00:41.960 --> 01:00:47.160 and that our current technological and political systems are heavily optimized to model us rather than 01:00:47.160 --> 01:00:53.000 connect us so here's a thought for you to chew on as you go about your day if the algorithms that 01:00:53.000 --> 01:00:58.760 dictate our economy and the political models that run our elections only know you based on your past 01:00:58.760 --> 01:01:04.360 data if their power relies entirely on you being perfectly predictable and perfectly isolated 01:01:05.000 --> 01:01:10.520 what would happen if you actively started building new edges in your own life that's a powerful question 01:01:10.520 --> 01:01:15.880 what if you formed an unexpected connection or joined a local group completely outside your demographic 01:01:15.880 --> 01:01:21.160 what if you talk to your neighbors about something real if you become unmodelable if you refuse to 01:01:21.160 --> 01:01:27.080 be a static data point do you take back a little piece of the future thank you so much for joining us 01:01:27.080 --> 01:01:32.360 us on this deep dive into the source material we will see you next time 01:01:32.360 --> 01:01:34.360 you