Kind: captions Language: en [Music] there is a rule in mathematics that is so simple you would think it obviously must be true but if you accept it you find there are now some line segments that have no length a sphere without adding anything to it can be turned into two identical spheres 100 plus years of mathematics has been built on this Axiom it seems intuitive and it works but it also creates ridiculous paradoxes so is it right well it all starts with the issue of choice try this choose a number I can just pluck a random number from my head like 37 or 42 but that is the human brain at work not a mathematical process in math you can't truly pick things at random because formulas always give the same result which is why computers don't have true random number generators instead they usually run an algorithm on your current local time to generate numbers that appear random so if we can't pick randomly how do we select anything in math well the only way is to follow a rule of some sort so a rule could be always choose the smallest thing for example if we're looking at whole positive integers the smallest is one for prime numbers it would be two easy but what about the real numbers that's any number positive negative whole fraction even irrational like Pi or the Square < t of two now try to choose the smallest one it's impossible the real numbers stretch off to negative infinity even if we try to fix our rule by making it super specific like choose the smallest number after one we still get stuck there's 1.01 and then 1.001 then 1.001 and so on so really what number comes after one [Music] if we can't begin to specify the order of the real numbers next in previous first and last we're stuck the ridiculous part is we know we have infinite options but despite that we can't figure out how to just pick one the mission to resolve this began with one man in 1870 he took on the task of putting the real numbers in a definitive order even if it killed him and it nearly did gorg Cantor was a talented German mathematician who found himself at the center of a firestorm after publishing one of his very first papers at the age of 29 for centuries our understanding of infinity was heavily influenced by Galileo's 1638 book it raised a key question are there more natural numbers or are there more square numbers just looking at them the square numbers are more spaced out and they only become more sparse the higher you go so it would appear there are fewer squares than natural numbers but Galileo realized he could draw a line matching every natural number with its own square and since he could make this one toone mapping then he knew that the two sets must be exactly the same size so there are actually just as many square numbers as there are natural numbers from this counterintuitive result Galileo concluded that terms like more than or less than don't apply to Infinity how we normally use them it's all just one big concept of foreverness and this view prevailed for centuries in fact it's how many people still understand Infinity today but 200 100 years on Cantor wasn't satisfied in 1874 he wondered what if there were two infinite sets out there that didn't map perfectly to each other would they be different infinity so he set out to compare the natural numbers and the real numbers between 0 and one caner started by assuming he could perfectly map these sets to each other one to one so he imagined writing down an infinite list with a natural number on one side and a real number between zero and one on the other since there is no smallest real number he would just write them down in any order assuming he now has a complete infinite list caner writes down another real number and to do it he takes the first digit of the first number and adds one then the second digit of the second number and again he adds one he keeps doing this all the way down the list if the digit is an eight or a nine he subtracts one instead of adding to avoid duplicates and by the end of this process he has written down a real number between Zer and one but that number doesn't appear anywhere in his list it's different from the first number in the first decimal place different from the second number in the second decimal place and so on Down the Line it has to be different from every number on the list by at least one digit the digit on the diagonal that's why this is called caner diagonalization proof and it shows there must be more real numbers between zero and one than there are natural numbers extending out to Infinity caner had revealed something remarkable in Infinity doesn't come in just one size some infinities like the set of square numbers integers or rational numbers can be paired perfectly with the natural numbers you can literally count them 1 2 3 and so on so caner called these countable Infinities but then there are bigger Infinities caner called them uncountable these Infinities like the set of all real numbers the complex numbers they can't be matched one to one with the natural numbers Canter's results rocked the mathematical Community after all how can something that continues forever be bigger than something else that continues forever his work was labeled a horror and a grave disease but caner wasn't discouraged his success only spurred him to pursue his even grander goal to show that even uncountably infinite sets could be placed in a definitive order what caner called a well order for a set to be well ordered he required two conditions first the set must have a clear starting point and second every subset a collection of items from that set must also have a clear starting point so for example the natural numbers are well ordered there's a starting point one and any subset say 678 also has a clear starting point in this case six you always know which number comes before and which comes next but what about the integers integers stretch off to Infinity in both the positive and negative directions well Kanto realized he could just pick zero as the starting point and from there his ordering went 1ga - 1 2 -2 ranking the integers by their absolute value their distance from zero it doesn't matter if you put the positives first or the negatives first as long as you're consistent ordering them this way is actually what allows us to Max the integers to the natural numbers and see that both sets are the same size but there are other ways we could well order the integers we could start with zero and then have 1 2 3 all the way to positive infinity and then - 1 -2 -3 all the way to negative Infinity this is not how we're used to counting but both of these options fit the definition of a well ordering there's a clear starting point zero and all their subsets also have a definitive starting point caner had successfully well-ordered a set that was infinite in both directions but it was only countably infinite in his next book he published his well-ordering theorem it claimed that every set even the uncountably infinite ones like the real numbers could be well ordered the problem was he hadn't actually proven this because he couldn't every method he tried had failed but there was one big reason that caner was so confident in his theorem caner was a devout Lutheran and he believed God was speaking through him he said my theory stands as firm as a rock every arrow directed against it will return quickly to its Archer how do I know this because I have studied it from all sides for many years and above all because I have followed its roots so to speak to the first infallible cause of all creation ated things belief not withstanding the well-ordering theorem was a lofty claim to make without any mathematical proof and so for the second time the mathematical Community attacked and ostracized caner leading the charge was Leopold chroniker the head of mathematics at the University of Berlin chroniker completely dismissed Canter's work labeling him a scientific charlatan and a corruptor of the youth and chroner used to be Canter's teacher caner dreamed of joining him at the University of Berlin but all his applications were mysteriously denied so caner took the rejection personally in 1884 he wrote 52 letters to a friend and every one of them bemoaned chroniker soon caner suffered what would be the first of many nervous breakdowns he was confined to a sanatorium for Recovery the only way he could prove every when wrong was by well ordering the real numbers but he couldn't find a starting point literally once caner was released from the sanatorium he stepped away from math a Broken Man and over the next 15 years he taught philosophy and rarely dabbled in his old Pursuits perhaps his greatest challenge came at the 1904 International Congress of mathematicians there Julius kunig a respected Professor from Budapest announced he had proof that caner well-ordering theorem was wrong in the audience was not only Cantor but also his wife two of his daughters and his colleagues he felt utterly humiliated but there was also another in attendance Ernst zero zero was a German mathematician who had recently developed a keen interest in Canter's work and as he listened to kun's presentation something felt off within 24 hours zero had pinpointed the problem kik's proof contained a damning contradiction and within a month zero published a three-page article titled proof that every set can be well ordered and it was Flawless Zero's breakthrough came when he discovered something profound in Canter's work a mechanism which caner uses unconsciously and instinctively everywhere but formulates explicitly nowhere see all along aner had been assuming that he could make an infinite number of choices at once from any set including uncountably infinite sets like the real numbers but this was just an assumption nowhere in the mathematical rule book was this explicitly permitted and math is built on rules specifically axioms axioms are simple statements we accept as true without proof zero realized Canter's assumption needed to be formalized into something that holds up in a system of proof a new Axiom that said making all of those choices was possible he needed the Axiom of choice the axum of choice can be said in the sense that if you have infinitely many sets and each set is not empty then there is a way to choose one element from each of the sets for finite sets this seems obvious just go setby set and pick something even for infinite sets it's easy if there's a clear rule like always choose the smallest thing but sometimes there is no natural rule in those cases when you're choosing from infinitely many sets including the uncountable ones you need the axium of choice we can't say how we're choosing but the Axiom makes all of these choices all at once the Axiom doesn't allow you to say which element you've chosen only that infinitely many choices are possible so how does this new Axiom enable us to well order the real numbers zero uses the axium of choice to choose a number from the set of all real numbers he places this number let's call it X1 into a new set R the Axiom then allows him to choose another number from the subset of all reals minus the one taken out he calls this number X2 and places it as the next number in his set and he keeps doing this taking the chosen number and placing it next X3 X4 X5 now it feels like he's choosing these numbers one at a time but in reality the choices are made from all possible subsets at the same time as zero indexes each number with the natural numbers at first it might seem like he'd run into a problem because the natural numbers are only countably infinite whereas there are way more reals so he should eventually run out of labels but we can count beyond Infinity we did it earlier when we counted past positive Infinity to get to neg1 -2 and so on so we just need a new set of numbers that extends past the naturals call the next number Omega then Omega + 1 Omega + 2 and so on these Omega numbers are not bigger than infinity they just come after infinity they don't tell us how many things are there but they do tell us their order so the next number we pull out we'll label it X Omega then X Omega + 1 x Omega plus 2 and so on this will continue until we match the size of the real numbers and our original set is empty now every real number is in our new set there is a first number X1 and every subset also has a first number and just like that we have successfully well-ordered the real numbers this order looks nothing like our familiar ordering a billion could come before 02 but with this process we can prove that a well ordering exists and more than that we now have a way to resolve our issue of how to choose mathematically we can't pick a smallest real number but now we can pick a first real number our starting point and we can do this for any set meaning all sets can be well ordered no matter the infinity so Canter's well-ordering theorem and Zero's axium of choice are equivalent caner was so relieved zero had proved the well ordering theorem and well ordered the real numbers all in under a month zero took something mathematicians had unknowingly relied on for decades and turned it into a formal Axiom he showed that understanding math isn't just about numbers it's about the logic behind them and lately I've been trying to do a similar thing but with AI where I'm trying to understand the logic behind how models like chat GPT work and if you've also wanted to learn how generative AI actually works well then you can do that with today's sponsor brilliant brilliant has just launched a great course that breaks all of this down with interactive visuals which is exactly what I love about brilliant the course builds your intuition for the math and logic behind AI exploring how models are trained to spot patterns generate images and even whip up a songing through brilliant has thousands of interactive lessons in math science programming technology and beyond all designed to sharpen your thinking and problem solving skills and since each lesson is bite-sized you can jump in anywhere anytime on your laptop or even on your phone so to try everything brilliant has to offer for free for a full 30 days visit brilliant.org veritasium click that link in the description or scan this handy QR code and if you sign up you'll also get 20% off their annual premium subscription so I want to thank brilliant for sponsoring this video and now back to the Axiom of choice the Axiom of choice may have been a new idea but its use was anything but zero scanned dozens of papers from other mathematicians and realized they had also been using the Axiom all along even those who had criticized Canter's work it just goes to show how unintuitive it is that it's even an axiom people had been using it for like a decade un unknowingly but this almost seems too obvious Zero's proof didn't actually construct a well order it just said one must exist but can something exist if we can't actually build it his proof also used an uncountable number of steps was that even allowed some mathematicians argued proofs should be finite others accepted Infinity but only the countable kind and then things got worse when mathematicians played around with the Axiom of choice it created disturbing results one of the first came from jeppi Vitali in 1905 Vitali used the axium of choice to build a set of numbers that shattered our idea of what it means for something to have length so what Vitali does is he takes every real number between zero and one and assigns it to one of an infinite number of bins let's call these bins groups so we want each real number to end up in exactly one of our infinite bins so how does he do it well let's say we have two numbers X and Y if their difference x - Y is equal to a rational that is one integer divided by another integer well then both X and Y will go into the same bin but if uh we have two other numbers let's say p and Q and their difference is not irrational so it's an irrational difference with then those two numbers will go into separate bins so let's do some examples if this is 3/4 minus a half then we get a quar and so both 3/4 and a half will go into the same bin in fact you can see that all rational numbers from this span 0 to 1 they'll all end up in the same group now if you have irrational numbers well it's not clear whether they will go into the same bin or not because for example if we have the number < tk2 over2 minus say < tk2 over 2 - a/4 well then that does have a rational difference even though each of these numbers is irrational so these two numbers will go into the same group but if we have a rational number is < tk2 over 2 - < tk2 over 3 well that gives an irrational difference so < tk2 2 over 3 will have to go into a different bin and it will be joined by all of the numbers it has a rational difference from and in this way you can assign each real number to exactly one of these bins next Vali used the axium of choice to reach into each group and select exactly one number which would be a representative of the group so we could pull out 3/4 from the rational group < tk2 over2 from this group two over three from that group and so on though of course because we're using the Axiom of choice you don't actually know what that representative number is just that you have one so we could write it down like this we have these representatives from each group and together they form the Vitali set you can visualize this set as a collection of points between Z and one next Vitali makes infinite copies of his set and each one he shifts by a different rational number between - 1 and positive 1 so if you think about what that does it's going to move each representative number to be at the position of every other number in its group if we just had the one rational number that we plucked out as a representative from the rational group now we're going to shift it by every possible rational number between 1 and positive one so it's going to end up at every other position occupied by the other members of its group at least on the span between zero and one so if you imagine now merging all of these infinite sets together there's going to be no overlap between the points and second we are going to have every real number between 0 and one because on that span we have every member of every group so now the question is what is the size of the vital set now we know that the union of those sets must be greater than or equal to one because we have every real number between 0 and 1 but also these points only extend out as far as -1 or pos2 so it must be less than or equal to 3 but this is where the problem arises because what number for the size of the vital set could you add to itself infinitely many times and end up with a value between 1 and three there is no number like that I mean if the size of the Vitality set was Zero you add it up infinitely many times you still get zero if the size of the Vitality set is a small positive value then you add it up infinitely many times you're going to get infinity not three so we have a contradiction and the only way out is if the Vitality set itself is unmeasurable which seems crazy non-measurable sets like the vital set have no consistent definition of size or length or area or even probability but math is built on the idea that everything can be Quantified whether it's distance time or weight except now there are non-measurable sets and it seems like the Axiom of choice is to blame this was just the start of the Uproar caused by the Axiom in 1924 two mathematicians Stephan banck and Alfred tarsky used it to show something that looks like a magic trick they proved you could take a single solid ball and split it into just five pieces and then by carefully rotating and moving those pieces you could reassemble them into two balls each identical to the one we started with and you could keep going until eventually you have an infinite number of balls Infinity all from one this sounds absurd but we can actually see how it works by building a graph imagine you can move in four directions up down left and right after taking a step say to the left you get the same four choices up down left and right but if you go to the right you'll end up back where you started so the Only Rule we're going to have is that you can't immediately reverse a move and we'll keep repeating this at every step drawing each new line half the size of the previous one so it all fits on the screen if we keep going we'll end up with this infinitely branching graph looking at our graph we can break it into five sections there's the middle section where we started and then there are four other sections that are all identical just rotated so if we take this section to the left and we move everything one step to the right the top part ends up here the bottom part here and the leftmost part here then we've almost recreated the entire graph the only thing we're missing is this section so let's add it back in but we could have done the same same thing in a completely different way by taking the bottom section and moving it one step up now the leftmost part ends up here the rightmost part here and the bottom here again we're just missing one section so let's add it back in but this means I can recreate the entire original graph in two completely different ways we took one graph split it into sections shifted the sections so the left section went to the right and the down section up and somehow ended up with to identical copies this is exactly what benck and tarski did but with a ball like our graph we again have four moves we can rotate the ball up down left or right and again our only rule is that we can't immediately reverse a move and to make sure we never come back to the same point every rotation will be by the same irrational portion of a circle we can pick a random starting point mark it and then start rotating the ball each point is colored based on the direction of rotation used to get there if we do this an infinite number of times we end up with this collection of points this is a countably infinite collection because we could list each rotation and assign it a natural number but the surface of a ball has uncountably infinite points just like the real number line so if we want to cover the entire surface we would need to repeat this process but where do we start next since there are uncountably infinite possible starting points we can't list them all and we want to be sure to avoid any points we've already colored so the solution is to use the Axiom of choice with it we can keep choosing unique starting points even though we can't say exactly how we are choosing them once we've colored every point on the ball we can split the points into five groups one for the starting points and four others based on the final rotation used to arrive at those points these groups can now be treated just like the sections of our graph we can take the group of points that end with a left rotation and rotate it to the right then we add in the group that ends with a right rotation and just like that we've recreated our original ball and we can do it again making an extra move to account for the starting points we can equally take the group that ends with a down rotation and rotate it upwards then we add in the group that ends with an up rotation and our starting points and now we've recreated our original ball a second time now this is a bit of an oversimplification but it gives you the essence of how this is done from one ball we have created two identical balls of the same volume and Nothing Stops us from doing this again two balls can become four four become eight and before you know it you've got infinite balls the axium of choice is something that's so obviously true and its consequences are so obviously false that you're like what the hell is going on this infinite duplication is theoretically possible but the catch is the groups we split the ball into aren't simple shapes they're actually non-measurable just like the vital set although the original ball has a volume and the duplicated balls have a volume the step in between violates our understanding of size this is what allows the Paradox to happen of course those are not physically plausible Cuts but like there's a more uh metaphysical question like should this even remotely be possible if we could make such cuts and the answer to almost every human I know is absolutely not the truth is no one knew what was going on that same year tarski tried to push the Axiom of choice further proving it is equivalent to the statement that squaring any infinite set would not increase its size when tarski first submitted this work to a journal in Paris the editor leag responded dismissively nobody's interested in the equivalence between two false statements not to be deterred tari sent it to a different editor at the same Journal forche his response nobody's interested in the equivalence of two obviously true statements tarski never submitted a paper there again so math was in crisis for over 30 years with people not knowing what to believe the question is wait a second is this really an axiom or is this something that you can prove in 1938 we finally started getting some ansers the Austrian mathematician Kurt goodle proved there is a world where all the other already accepted axioms of set theory hold true and so does the Axiom of choice then in 1963 Paul Cohen proved there's also a world where all the axioms of set theory hold true except for the Axiom of choice this is kind of like the parallel postulate in Geometry you can think of geometry as a game the first four postulates or axioms are like the minimum rules required to play that game and then the fifth Axiom selects the universe that you want to play in if you choose that the fifth Axiom doesn't hold so there are no parallel lines then you're playing in spherical geometry if you choose one parallel line you're playing in flat geometry and if you choose more than one parallel line then you're playing in hyperbolic geometry all of these geometries are valid it just depends on the math you want to do and it's the same for the Axiom of choice the Axiom of choice can neither be proven nor disproven from the other axioms so as long as the other axioms are consistent adding Choice won't lead to any contradictions Paul Cohen was Award of the fields medal 3 years later for his groundbreaking result as well as his other work in set theory and after good and Cohen's work most of the debates about the Axiom of choice died down in the end what the hell is going on is that it's up to you whether you want to choose for the aim of choice to be uh a part of your system or not and face the consequences of either having it or not having it despite the counterintuitive results created by the axium of choice like non-measurable sets and infinite duplication it is incredibly useful Choice allows mathematicians to replace lengthy explicit proofs with more concise arguments by proving statements in the finite case many proofs can be extended to any infinite case in just one line This reduces proofs that could have been 20 pages to just half a page and the Axiom of choice doesn't just make math easier it is essential to some proofs there are many theorems where the general case can't be proven without using Choice somewhere now some mathematicians still prefer proofs without Choice even if it's harder the proof has to be spelled out step by step to generalize to infinite cases and this provides additional information some mathematicians spend their time studying universes without the Axiom of choice to understand what happens when we remove it but today the axium of choice is almost universally accepted for the past 80 plus years generations of mathematicians have been taught with Choice as a given to the point where many who use the axium of choice might not even realize when they're doing it if you don't include the axium of choice then you're kind of working with both hands tied behind your back it's very hard to make any progress on Modern math so the question was never really is the Axiom of choice right but rather is the Axiom of choice right for what you want to do [Music]