WEBVTT

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Welcome back to the Deep Dive. You've brought

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us a truly monumental stack of sources today,

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and it's all focused on a figure who often feels,

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I don't know, more like a legend than a real

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person. Ellen Turing. He really does. We're not

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just talking about a mathematician here. We're

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talking about really the theoretical architect

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of the entire digital age. Yeah. And it's almost

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impossible to overstate his importance. Turing

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was a polymath in, you know, the truest sense

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of the word. A mathematician, logician, cryptanalyst,

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philosopher, and then later in life, a theoretical

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biologist. Right. But his most immediate impact,

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the thing we have to start with, was on the survival

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of the free world. I think the cognitive scientist

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Douglas Hofstadter framed it perfectly. He said,

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I'm quoting here, we owe much to Alan Turing

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for the fact that we are not under Nazi rule

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today. Wow. OK, that sets the bar incredibly

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high. So our mission today is to, I guess, synthesize

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the timeline of that genius. We need to trace

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this trajectory of his mind from. creating these

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abstract theories in an ivory tower to his role,

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saving millions of lines in world war two. And

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then finally to the tragic, just. agonizing irony

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of how the country he saved later turned on him.

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Exactly. And I think we can structure this deep

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dive around what you could call the three pillars

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of his genius. They really define his core identity.

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First, formalizing the concept of the algorithm

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with what we now call the universal Turing machine.

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Second, designing the mechanical and crucially

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the statistical methods that cracked the enigma

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cipher, the ultra intelligence. Right. And third,

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creating the foundational blueprint for the stored

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program computer, the automatic computing engine,

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or ACE. So let's journey back to his beginnings.

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Let's do it. Turing was born in 1912 in Maida

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Vale, London, but under these kind of peculiar

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circumstances where his father, Julius, was serving

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in India with the civil service. Right. And his

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parents were adamant they strongly believed their

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children had to be raised and educated in Britain,

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which, you know, set him up for a very traditional,

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if often conflicting, English education. And

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the signs that he was different, that he was

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exceptional, they were there almost immediately.

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Oh, right away. His headmistress at St. Michael's

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Precatory School saw this unique mind and explicitly

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called him a genius. But then as soon as he enters

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the formal system at Sherbourne School, you know,

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at age 13, that genius immediately starts to

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clash with tradition. Sherbourne at the time

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was what? deeply invested in the classics. Latin

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Greek. All of it. Latin Greek, history. The whole

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focus was on rhetoric and the traditional humanities,

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not the hard sciences that just fascinated Turing.

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So his interests were seen as a problem. Precisely.

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His dedication to, you know, these unauthorized

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self -directed science experiments and deep mathematical

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puzzles, it put him constantly at odds with the

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schoolmasters. His brilliance was seen more as

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a distraction than a virtue. It got so bad that

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the headmaster actually expressed this genuine

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worry, fearing that Turing might fall between

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two stools. Meaning what exactly? Meaning he'd

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failed to become a proper classical scholar,

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but also failed to succeed academically because

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he just wouldn't conform. It's an incredible

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thing to say about a genius. It speaks volumes

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that even with that deliberate discouragement,

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his aptitude just broke through anyway. We read

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that by 1927, he was already tackling advanced

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mathematical problems on his own. on his own

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without the benefit of formal instruction he

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was even solving problems that needed a grasp

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of elementary calculus which he hadn't been taught

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and that's just the beginning At age 16, he encounters

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Albert Einstein's work. Yeah, and the sources

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highlight this really astonishing example of

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his intuitive leap. Just from reading the text,

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he was able to deduce the fundamental questions

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Einstein was posing about the limits of Newton's

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laws of motion. Questions the textbook didn't

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even state. Exactly. He wasn't just processing

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information. He was seeing the next step, the

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deeper problem underneath. But before that intellectual

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journey could really mature, his life was just

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completely upended. by a deeply personal tragedy.

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We have to talk about his relationship with Christopher

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Morecambe at Sherbourne. We do. It was, by all

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accounts, an all -consuming relationship for

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him. Biographers often describe it as his first

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love. They were intellectual kindred spirits.

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They shared a passion for science, math. Science,

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mathematics, astronomy. Morecambe was probably

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the only person at Sherbourne who truly understood

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and appreciated Turing's mind on its own terms.

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So the loss, then. When Morecambe died so suddenly

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in February 1930, must have been just devastating.

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It was shattering. Morecambe died from complications

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of bovine tuberculosis, which he probably contracted

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years earlier from infected milk. And Turing,

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reeling, he tried to cope by intellectualizing

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the loss, just pouring himself entirely into

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their shared scientific interests. There's that

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poignant letter he wrote to Morecambe's mother,

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Frances. It's heartbreaking. He vows to put as

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much energy, if not as much interest, into their

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shared work as if Christopher were still there.

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He believed that was the tribute Morcombe would

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have wanted. And what's fascinating is how that

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grief seems to have, I don't know, redirected

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his whole philosophical compass, especially on

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the concept of mind and matter. Yeah, that loss

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was a major catalyst. It pushed him toward atheism

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and materialism. He had previously held this

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belief, you see it in his letters, in the idea

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of a spirit surviving the body and finding a

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new body sooner or later. But the reality of

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Morcombe's death changed that. the sudden brutal

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reality of it seems to have focused his mind

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away from metaphysics and toward the purely scientific

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seeking explanations in the mechanics of the

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material world it demanded a scientific framework

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for how ideas could persist which led him really

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directly toward the idea of computation and that

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framework arrives in his 1936 paper on computable

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numbers. This is the paper with the foundation

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of the Turing machine. He wrote it right after

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getting a fellowship at King's College, Cambridge.

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He did. And it's a slightly amusing historical

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footnote that his dissertation, which proved

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a version of the central limit theorem, was later

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found to have already been proven by someone

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else years earlier. Oh, so he wasn't the first.

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Not on that specific theorem, no. But his fellowship

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was secured based on the sheer originality of

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his methodology. The real breakthrough, though,

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came in that 1936 paper. It was published right

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after Alonzo Church's work on the same problem.

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Right, on the question of decidability in mathematics.

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But where Church used the really abstract language

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of lambda calculus, Turing introduced this concrete,

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formal, hypothetical device. Okay, let's pause

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there because the difference between those two

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approaches is so critical. What made the Turing

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machine... and not Church's lambda calculus,

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the intuitive jump -off point for modern computers?

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That's a great question because mathematically

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they both define the same class of computable

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functions. That's the Church -Turing thesis.

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But Church's lambda calculus, it approaches computability

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through formal logic, manipulating functions.

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It's purely abstract. And Turing's was... Mechanical.

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He provided a mechanical, almost physical analogy.

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He imagined a machine that followed simple, finite

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rules, reading and writing symbols on an infinitely

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long strip of tape. So the genius wasn't just

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the logic. It was the embodiment of the logic

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in a machine you could actually picture. Exactly.

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The Turing machine immediately gave people the

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conceptual blueprint for a physical device that

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could perform any calculation. And within that,

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he proposed the single most important concept

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of all. The universal Turing machine. The universal

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machine. Yeah. What's the fundamental idea there

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that makes it more than just a fancy calculator?

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Well, a standard machine is designed to do one

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specific thing, say, multiply two numbers. The

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universal machine is a machine that could perform

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the task of any other Turing machine. How? Simply

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by reading the other machine's program description

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from its tape. So instead of needing a thousand

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different specialized machines, you only need

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one machine, which can be reprogrammed over and

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over again. That is the conceptual foundation

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of the modern stored program computer. The software

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is separate from the hardware. Absolutely. The

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universal Turing machine provided that conceptual

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link between abstract math and physical reality.

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It basically solved the philosophical problem

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of what computation actually is. And the paper

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did something else, something equally profound.

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It did. It established the limits of computation

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by tackling Hilbert's and Scheiding's problem

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or the decision problem. And this is where we

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get the famous halting problem. Right. Turing

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proved that there are fundamental mathematical

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questions that an algorithm simply cannot decide,

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specifically the halting problem. There is no

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universal algorithm that can look at any given

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computer program and determine in a finite amount

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of time whether that program will eventually

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finish or just run forever in an infinite loop.

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So in one paper, he defines the entire potential

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of computation, everything that can be calculated.

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And at the same time, he defines the fundamental

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unshakable boundary of what cannot. That is the

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ultimate so was of this single paper. John von

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Neumann, when he was designing America's first

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computers after the war, he acknowledged that

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the entire conceptual framework of the modern

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computer was owed directly to Turing's 1936 paper.

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It stands as arguably the most influential single

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mathematical paper of the 20th century. And we

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transition now from those abstract limits of

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calculation to the massive real world computation

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needed to crack the German war machine. Turing's

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theoretical knowledge immediately becomes the

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world's most critical military asset. Right.

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He starts working for the government common cipher

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school, GCNCS, part time in 1938 and reports

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full time on September 4th, 1939, the day after

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Britain declares war. The transition from King's

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College fellow to wartime cryptanalyst was immediate.

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Immediate and incredibly demanding. And critically,

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his work was cloaked in absolute secrecy. Like

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everyone at Bletchley Park, he signed the Official

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Secrets Act, with the condition that his silence

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had to continue indefinitely after the war ended.

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Which explains the decades of historical anonymity

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and contributes to the ultimate tragedy we'll

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get to later. But his first task was the Enigma

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Machine. What made that thing so fiendishly difficult

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to crack? Well, the German Enigma used this complex

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system of rotors and a plug board. The number

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of possible settings, the combination of rotor

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order, ring settings, plug board connections.

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It was just astronomical. We're talking numbers

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that are hard to even imagine. I mean, the basic

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three rotor Enigma had something on the order

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of 10 to the 19 possible states. Checking every...

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Possibility manually was just utterly impossible.

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And the four -rotor naval version was even worse,

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reaching 10 to the 22. Yeah, that's more than

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grains of sand on many beaches. So how did Turing

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even start to approach bringing those numbers

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down to a manageable size? His solution, the

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bomb, was an electromechanical machine, a huge

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improvement on a pre -war Polish design. And

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its genius, which he specified within weeks of

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arriving, was based on exploiting a fundamental...

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weakness of the Enigma machine. Which was? An

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encoded letter could never be the same as the

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original letter. An A could never be enciphered

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as an A. Ah, okay. So the bomb didn't try to

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find the solution. It tried to find the settings

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that could possibly be the solution. Exactly.

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The core of the bomb's function was the logical

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principle of contradiction. Cryptanalysts would

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first get a crib. a fragment of probable plaintext

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they suspected might be in the message. Like

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a weather report or hail Hitler or something?

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A predictable phrase, exactly. The bomb would

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then run through potential Enigma settings. And

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if a setting caused a contradiction like that

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A turning into an A, that said, it was instantly

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ruled out. It performed thousands of these logical

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deductions per second, just dramatically reducing

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the number of possibilities. But even with this

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groundbreaking machine, we get to a point in

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1941 where progress is being stifled not by complexity,

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but by, well, bureaucracy. Yes. And this is a

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critical moment. By late 1941, the German military

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is increasing message traffic. They're adding

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new procedures. procedures and Bletchley needs

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to move faster. Turing and his colleagues, Gordon

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Welchman, Hugh Alexander, Stuart Milner -Berry,

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they felt they had the scientific answer, but

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they were just critically short of resources.

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Not enough staff, not enough new bombs being

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built. And their internal appeals were just going

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nowhere. So they decided to go around the chain

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of command. They bypassed the entire command

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chain. They wrote a letter directly to Prime

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Minister Winston Churchill. They argued that

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while their requirements in money and staff were

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tiny compared to the overall military budget,

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the assistance they could offer could potentially

00:12:37.360 --> 00:12:40.220
save the entire war effort. And Churchill's response?

00:12:40.600 --> 00:12:43.580
Legendary. And absolutely immediate. Churchill

00:12:43.580 --> 00:12:47.320
wrote the now famous memo, action this day. And

00:12:47.320 --> 00:12:50.279
then he continued, make sure they have all they

00:12:50.279 --> 00:12:52.899
want on extreme priority and report to me that

00:12:52.899 --> 00:12:55.679
this has been done. Wow. That must have cut through

00:12:55.679 --> 00:12:58.960
years of potential bureaucratic delay in a single

00:12:58.960 --> 00:13:01.850
day. Milner -Berry later said that almost from

00:13:01.850 --> 00:13:04.690
that day, the rough ways began miraculously to

00:13:04.690 --> 00:13:06.970
be made smooth. Production scaled up rapidly.

00:13:07.149 --> 00:13:09.169
They had over 200 bombs running by the end of

00:13:09.169 --> 00:13:11.110
the war, providing that constant intelligence

00:13:11.110 --> 00:13:13.669
flow. And Turing himself took on one of the toughest

00:13:13.669 --> 00:13:16.350
challenges at Bletchley, working in Hut 8 on

00:13:16.350 --> 00:13:19.250
the German naval Enigma. Why was the naval code

00:13:19.250 --> 00:13:21.950
so much harder? The naval Enigma used stricter

00:13:21.950 --> 00:13:24.590
security procedures and a much more complex indicator

00:13:24.590 --> 00:13:27.649
system for transmitting the message key. The

00:13:27.649 --> 00:13:29.690
traffic was often sparse, and the consequences

00:13:29.690 --> 00:13:32.129
of failure U -boat attacks in the Atlantic were

00:13:32.129 --> 00:13:34.470
catastrophic. And he tackled this particularly

00:13:34.470 --> 00:13:38.370
difficult problem largely by himself. He did.

00:13:38.509 --> 00:13:41.110
He cracked the essential part of the naval indicator

00:13:41.110 --> 00:13:45.149
system in December 1939. And this led to one

00:13:45.149 --> 00:13:47.129
of his most critical statistical innovations,

00:13:47.389 --> 00:13:51.299
a technique with a very unusual name. Ban Burismas.

00:13:51.299 --> 00:13:53.600
Ban Burismas. It sounds strange. It's one of

00:13:53.600 --> 00:13:56.100
his most underrated contributions because it

00:13:56.100 --> 00:13:58.299
stayed secret for so long. It was a sequential

00:13:58.299 --> 00:14:02.320
statistical technique. To put it simply. It wasn't

00:14:02.320 --> 00:14:05.480
just brute force trial and error. It was a way

00:14:05.480 --> 00:14:07.879
of managing probability based on overlapping

00:14:07.879 --> 00:14:10.740
letters in pairs of messages. So he was quantifying

00:14:10.740 --> 00:14:12.940
uncertainty. Yes. He was assigning numerical

00:14:12.940 --> 00:14:15.539
weights of evidence to potential settings. He

00:14:15.539 --> 00:14:17.879
called the unit of this evidence the ban, which

00:14:17.879 --> 00:14:19.980
is basically a logarithmic measure of probability.

00:14:20.639 --> 00:14:22.639
what we might now call a decibin in information

00:14:22.639 --> 00:14:24.799
theory. So it made the bombs more efficient.

00:14:25.019 --> 00:14:28.100
Drastically. It accelerated the process, made

00:14:28.100 --> 00:14:30.179
the search for the cribs more efficient, and

00:14:30.179 --> 00:14:33.139
cut down the required machine time. The fact

00:14:33.139 --> 00:14:35.179
that his papers on this weren't declassified

00:14:35.179 --> 00:14:39.139
by GCHQ until 2012 tells you just how foundational

00:14:39.139 --> 00:14:42.480
this concept was. In this high -spakes, hyper

00:14:42.480 --> 00:14:45.179
-secret, just mentally exhausting environment,

00:14:45.759 --> 00:14:48.620
Turing developed some legendary quirks. The nickname

00:14:48.620 --> 00:14:51.509
Prof. Oh, he was deeply eccentric. There's the

00:14:51.509 --> 00:14:53.669
famous image of him cycling around Bletchley

00:14:53.669 --> 00:14:56.090
wearing a gas mask. Not because of gas attacks,

00:14:56.289 --> 00:14:58.970
but to ward off hay fever pollen. Yeah. And then

00:14:58.970 --> 00:15:01.289
there was his bicycle. The chain would fall off

00:15:01.289 --> 00:15:03.789
at mathematically predictable intervals. So rather

00:15:03.789 --> 00:15:06.370
than fix it, he calculated precisely how many

00:15:06.370 --> 00:15:08.370
pedal rotations he could get before the break.

00:15:08.509 --> 00:15:11.610
And he would just stop, hop off, manually adjust

00:15:11.610 --> 00:15:14.059
the chain and continue on his way. That is the

00:15:14.059 --> 00:15:16.740
ultimate example of a genius applying a rigorous

00:15:16.740 --> 00:15:18.759
mathematical solution to a simple mechanical

00:15:18.759 --> 00:15:20.799
problem. Exactly. And of course, there's the

00:15:20.799 --> 00:15:23.500
story of the mug chained to the radiator. He

00:15:23.500 --> 00:15:25.940
just decided the only logical solution to a disappearing

00:15:25.940 --> 00:15:28.379
mug was to secure it with a padlock. But beyond

00:15:28.379 --> 00:15:31.580
the quirks, he maintained this incredible physical

00:15:31.580 --> 00:15:35.220
regimen. He was a serious, almost world -class...

00:15:35.500 --> 00:15:38.139
A phenomenally gifted long -distance runner.

00:15:38.320 --> 00:15:41.200
He often ran the 40 miles from Bletchley to London

00:15:41.200 --> 00:15:43.919
for meetings. His marathon time was competitive

00:15:43.919 --> 00:15:47.080
on a global level. He was only 11 minutes slower

00:15:47.080 --> 00:15:50.580
than the 1948 British Olympic silver medalist.

00:15:50.759 --> 00:15:52.759
And his reason for training with that level of

00:15:52.759 --> 00:15:55.679
intensity was so telling. It really was. He said,

00:15:55.840 --> 00:15:58.179
I have such a stressful job that the only way

00:15:58.179 --> 00:16:00.480
I can get it out of my mind is by running hard.

00:16:00.639 --> 00:16:03.940
It's the only way I can get some release. Running

00:16:03.940 --> 00:16:06.039
wasn't just a hobby. for him, it was a critical

00:16:06.039 --> 00:16:09.039
psychological coping mechanism. And his work

00:16:09.039 --> 00:16:11.960
went beyond just Enigma. He also made critical

00:16:11.960 --> 00:16:14.360
contributions to tackling the superior Lorenz

00:16:14.360 --> 00:16:17.519
cipher codenamed Tunney. Right. The Lorenz cipher

00:16:17.519 --> 00:16:20.240
was even more complex, used for high level communications.

00:16:20.460 --> 00:16:24.080
In 1942, Turing devised Turingery, which was

00:16:24.080 --> 00:16:26.179
another statistical technique designed to crack

00:16:26.179 --> 00:16:29.080
the underlying wheel patterns of the Lorenz machine.

00:16:29.259 --> 00:16:31.519
And while others went on to use that foundation

00:16:31.519 --> 00:16:34.100
to build Colossus, the world's first programmable

00:16:34.100 --> 00:16:36.769
digital electronic computer. Turingery provided

00:16:36.769 --> 00:16:39.809
that essential conceptual framework for finding

00:16:39.809 --> 00:16:42.190
the patterns in the first place. And then there

00:16:42.190 --> 00:16:45.529
was Delilah, his attempt at secure voice communications.

00:16:45.990 --> 00:16:49.330
Yes, lay in the war. A portable, secure voice

00:16:49.330 --> 00:16:52.549
scrambler. He managed a successful demonstration,

00:16:53.029 --> 00:16:56.090
famously encrypting and decrypting a recording

00:16:56.090 --> 00:16:59.070
of a Winston Churchill speech. But it was just

00:16:59.070 --> 00:17:01.509
completed too late, and its distance limitations

00:17:01.509 --> 00:17:04.009
made it impractical, so it was never adopted.

00:17:04.670 --> 00:17:06.890
So when we look at the totality of his wartime

00:17:06.890 --> 00:17:10.009
achievements, what is the ultimate verdict from

00:17:10.009 --> 00:17:12.930
the official historians? The official war historian,

00:17:13.329 --> 00:17:15.390
Harry Hinsley, gave the definitive estimate.

00:17:15.690 --> 00:17:18.269
The ultra -intelligence, which was driven by

00:17:18.269 --> 00:17:20.990
Turing's core advances, shortened the war in

00:17:20.990 --> 00:17:23.069
Europe by more than two years. More than two

00:17:23.069 --> 00:17:25.309
years. It's a staggering metric that confirms

00:17:25.309 --> 00:17:27.809
he wasn't just a contributor. He was a central

00:17:27.809 --> 00:17:30.440
pillar of the Allied victory. It's astounding

00:17:30.440 --> 00:17:32.539
that immediately after winning the war, Turing

00:17:32.539 --> 00:17:34.619
just pivots right back to the theory he loved,

00:17:34.759 --> 00:17:37.549
applying his insights to design the future. His

00:17:37.549 --> 00:17:39.849
first post -war project was the blueprint for

00:17:39.849 --> 00:17:42.710
the first stored program computer. From 45 to

00:17:42.710 --> 00:17:45.089
47, he was at the National Physical Laboratory,

00:17:45.450 --> 00:17:48.309
the NPL, and there he delivered the first really

00:17:48.309 --> 00:17:51.569
comprehensive, detailed design for a stored program

00:17:51.569 --> 00:17:54.829
computer, the Automatic Computing Engine, or

00:17:54.829 --> 00:17:57.130
ACE. This was happening around the same time

00:17:57.130 --> 00:17:59.250
as John von Neumann's work in the U .S. It was,

00:17:59.329 --> 00:18:01.690
but the ACE design... was generally considered

00:18:01.690 --> 00:18:04.170
to be far more specific and technically detailed,

00:18:04.410 --> 00:18:07.650
but it got delayed. And here we find this tragic

00:18:07.650 --> 00:18:10.289
irony that ties right back to the secrecy of

00:18:10.289 --> 00:18:12.750
Bletchley Park. The Official Secrets Act. The

00:18:12.750 --> 00:18:15.650
irony is just profound. The act that demanded

00:18:15.650 --> 00:18:18.369
his silence about code breaking now actively

00:18:18.369 --> 00:18:20.970
crippled his peacetime work. When Turing tried

00:18:20.970 --> 00:18:23.369
to explain the rationale for certain design choices,

00:18:23.650 --> 00:18:26.289
why the machine needed a certain speed or how

00:18:26.289 --> 00:18:28.650
it should interact with operators, that knowledge

00:18:28.650 --> 00:18:31.089
came directly from his wartime experience. And

00:18:31.089 --> 00:18:32.990
he couldn't explain the why. He couldn't explain

00:18:32.990 --> 00:18:35.890
why he knew these things. So the NPL administration

00:18:35.890 --> 00:18:38.950
was slow to grasp the novelty and the necessity

00:18:38.950 --> 00:18:41.769
of his design. The delays were just maddening

00:18:41.769 --> 00:18:44.079
for him. So he's designing the future based on

00:18:44.079 --> 00:18:46.079
lessons he's legally forbidden from sharing.

00:18:46.480 --> 00:18:49.480
Exactly. The delays were maddening, and he got

00:18:49.480 --> 00:18:52.039
disillusioned. By the time he left NPL for good,

00:18:52.319 --> 00:18:54.599
they'd only managed to build a scaled -down version,

00:18:54.900 --> 00:18:57.779
the Pilot ACE. Which still proved the concept.

00:18:57.980 --> 00:19:01.240
Oh, absolutely. The Pilot ACE executed its first

00:19:01.240 --> 00:19:05.569
program in May 1950. Even as a smaller version,

00:19:05.769 --> 00:19:08.650
its principles were hugely influential. So in

00:19:08.650 --> 00:19:11.569
1948, Turing joins the University of Manchester.

00:19:11.869 --> 00:19:14.190
He becomes deputy director of the Computing Machine

00:19:14.190 --> 00:19:16.750
Laboratory, working on software for the Manchester

00:19:16.750 --> 00:19:19.410
Mark I. Right, so the focus shifts from pure

00:19:19.410 --> 00:19:21.710
hardware design to the practical challenges of

00:19:21.710 --> 00:19:24.150
programming. He wrote the first programmer's

00:19:24.150 --> 00:19:26.990
manual for the Mark I. He was essentially translating

00:19:26.990 --> 00:19:29.920
the theoretical machine into physical code. And

00:19:29.920 --> 00:19:31.779
while he's in Manchester, we find this wonderful

00:19:31.779 --> 00:19:34.960
anecdote that ties his wartime paranoia to a

00:19:34.960 --> 00:19:38.599
very personal failure of cryptanalysis. The buried

00:19:38.599 --> 00:19:40.839
silver story. It's a classic. It reflects the

00:19:40.839 --> 00:19:43.779
lasting mental toll of the war. In the 40s, he

00:19:43.779 --> 00:19:46.039
got consumed by this fear that Germany might

00:19:46.039 --> 00:19:47.940
invade. The banks would collapse. So he bought

00:19:47.940 --> 00:19:50.740
two massive silver bars. A small fortune. About

00:19:50.740 --> 00:19:53.519
48 ,000 pounds in today's money. He wrapped them

00:19:53.519 --> 00:19:55.779
up and buried them in a wood near Bletchley Park.

00:19:56.250 --> 00:19:59.170
And he didn't just mark the location, he coded

00:19:59.170 --> 00:20:02.430
it. He used cryptography to code the location.

00:20:02.430 --> 00:20:05.329
And later, when he tried to retrieve them, he

00:20:05.329 --> 00:20:07.609
discovered that either the landscape had changed

00:20:07.609 --> 00:20:10.990
or, in a perfect piece of irony, he couldn't

00:20:10.990 --> 00:20:14.150
break his own complex location cipher. He lost

00:20:14.150 --> 00:20:16.529
them forever. Lost them forever. A testament

00:20:16.529 --> 00:20:19.970
to the secrets he was forced to keep. Okay, let's

00:20:19.970 --> 00:20:22.329
jump to the concept that made him famous outside

00:20:22.329 --> 00:20:25.839
of military history. The Turing Test and the

00:20:25.839 --> 00:20:29.160
Foundation of Artificial Intelligence. This was

00:20:29.160 --> 00:20:32.680
his landmark 1950 paper, Computing Machinery

00:20:32.680 --> 00:20:35.119
and Intelligence. This paper just changed the

00:20:35.119 --> 00:20:37.240
whole conversation. Instead of asking the loaded

00:20:37.240 --> 00:20:39.779
question, can machines think, which he just dismissed

00:20:39.779 --> 00:20:42.180
as being too vague, he proposed an operational

00:20:42.180 --> 00:20:45.359
substitute, the imitation game. What we now call

00:20:45.359 --> 00:20:47.200
the Turing Test. Can you walk us through it?

00:20:47.319 --> 00:20:49.940
Sure. The test involves three participants, a

00:20:49.940 --> 00:20:52.259
human interrogator, another human, and a machine.

00:20:52.869 --> 00:20:54.750
The interrogator communicates with the other

00:20:54.750 --> 00:20:57.569
two only through text, like a chat. If the interrogator

00:20:57.569 --> 00:20:59.730
can't reliably tell the machine apart from the

00:20:59.730 --> 00:21:02.049
human... Then the machine passes. It passes.

00:21:02.250 --> 00:21:04.390
And Turing suggested we should then be willing

00:21:04.390 --> 00:21:07.130
to call that machine intelligent. But what's

00:21:07.130 --> 00:21:09.369
so insightful is the development strategy he

00:21:09.369 --> 00:21:11.970
proposed. He didn't suggest programming an adult

00:21:11.970 --> 00:21:14.329
genius. That's the brilliant part that's often

00:21:14.329 --> 00:21:17.009
overlooked. He argued that trying to simulate

00:21:17.009 --> 00:21:19.910
a fully formed adult mind was too difficult.

00:21:20.150 --> 00:21:22.710
Instead, he proposed that developers should create

00:21:22.710 --> 00:21:25.230
a relatively simple program that simulates a

00:21:25.230 --> 00:21:28.150
child's mind, a machine child, and then subject

00:21:28.150 --> 00:21:30.309
that program to a rigorous course of education.

00:21:30.730 --> 00:21:33.750
The learning process, he believed, was the key.

00:21:33.950 --> 00:21:36.190
It's astonishing that this is still central to

00:21:36.190 --> 00:21:39.579
AI discussions today. and we see a reverse application

00:21:39.579 --> 00:21:42.460
of his test every single time we log in online.

00:21:42.890 --> 00:21:46.450
We do. The TPCA chest, completely automated public

00:21:46.450 --> 00:21:48.670
Turing test to tell computers and humans apart,

00:21:48.789 --> 00:21:52.089
is a direct inverse application. Its sole purpose

00:21:52.089 --> 00:21:54.430
is to prove that you are the human and not the

00:21:54.430 --> 00:21:56.730
sophisticated computer. We can't leave this section

00:21:56.730 --> 00:21:58.970
without talking about Turochamp, his chest program.

00:21:59.250 --> 00:22:01.150
It gives us one of the most endearing images

00:22:01.150 --> 00:22:03.789
of early computing struggles. Turochamp was developed

00:22:03.789 --> 00:22:06.690
by Turing and his colleague D .G. Champernown

00:22:06.690 --> 00:22:10.640
in 1948. It was a theoretical program, an algorithm

00:22:10.640 --> 00:22:13.039
written down with rules for piece values, board

00:22:13.039 --> 00:22:15.700
evaluation, and so on. But they had no physical

00:22:15.700 --> 00:22:17.740
machine that could actually run it. And when

00:22:17.740 --> 00:22:19.940
they finally tried to run it on the Ferranti

00:22:19.940 --> 00:22:23.779
Mark I in 1952, it was still too primitive. So

00:22:23.779 --> 00:22:26.839
Turing did the only logical thing. He became

00:22:26.839 --> 00:22:29.859
the processor. He ran the TuraChamp program manually.

00:22:30.119 --> 00:22:32.200
He would flip through the pages of the algorithm,

00:22:32.380 --> 00:22:34.839
calculate the outcomes of potential moves according

00:22:34.839 --> 00:22:37.400
to the program's rules, and carry out the instructions

00:22:37.400 --> 00:22:39.839
on a chessboard. How long did that take per move?

00:22:40.099 --> 00:22:43.279
About half an hour for every single move. A monumental

00:22:43.279 --> 00:22:45.700
commitment to proving a concept. He eventually

00:22:45.700 --> 00:22:48.240
lost the game to a colleague, but the point was

00:22:48.240 --> 00:22:50.519
made. Garry Kasparov later reviewed the game

00:22:50.519 --> 00:22:53.039
and confirmed the algorithm played a recognizable

00:22:53.039 --> 00:22:56.200
game of chess, proving that a rule -based system

00:22:56.200 --> 00:22:59.619
could indeed approach complex human tasks. Just

00:22:59.619 --> 00:23:02.180
when we think we have the measure of him, Turing

00:23:02.180 --> 00:23:06.460
makes this dramatic late career pivot. In 1951,

00:23:06.559 --> 00:23:09.880
he shifts his focus from computing to the mechanics

00:23:09.880 --> 00:23:13.650
of life itself. His final major paper, The Chemical

00:23:13.650 --> 00:23:16.869
Basis of Morphogenesis. It's fascinating. He

00:23:16.869 --> 00:23:19.089
was applying his understanding of complex self

00:23:19.089 --> 00:23:21.730
-organizing systems knowledge from designing

00:23:21.730 --> 00:23:24.750
computers to solve a fundamental biological problem.

00:23:25.569 --> 00:23:27.930
Morphogenesis is the process of how patterns

00:23:27.930 --> 00:23:30.710
and shapes develop. Essentially, why do zebras

00:23:30.710 --> 00:23:33.069
have stripes and leopards have spots? And he

00:23:33.069 --> 00:23:35.490
proposed a completely counterintuitive explanation.

00:23:36.400 --> 00:23:38.640
based on chemistry. He proposed the reaction

00:23:38.640 --> 00:23:41.599
-diffusion system. This mathematical model suggests

00:23:41.599 --> 00:23:44.140
that patterns can spontaneously emerge in a completely

00:23:44.140 --> 00:23:46.619
uniform homogenous system if you have two chemicals,

00:23:46.859 --> 00:23:49.559
an activator and an inhibitor, and they diffuse

00:23:49.559 --> 00:23:51.839
across space at different rates. Okay, break

00:23:51.839 --> 00:23:53.700
that down for us. The activator and the inhibitor.

00:23:53.819 --> 00:23:56.700
Right. Chemical A is the activator. It's an autocatalyst,

00:23:56.900 --> 00:23:59.019
meaning when it reacts, it produces more of itself.

00:23:59.339 --> 00:24:02.279
A positive feedback loop. Chemical B is the inhibitor,

00:24:02.319 --> 00:24:04.599
which slows down the production of A, but the

00:24:04.599 --> 00:24:07.059
crucial part is... the diffusion rate. They have

00:24:07.059 --> 00:24:09.339
to be different. Why? If they diffused at the

00:24:09.339 --> 00:24:11.279
same rate, the system would just stay uniform.

00:24:11.759 --> 00:24:15.559
But if the activator A is short range, it diffuses

00:24:15.559 --> 00:24:19.059
slowly, and the inhibitor B is long range, it

00:24:19.059 --> 00:24:21.920
diffuses much faster, then a pattern emerges.

00:24:22.420 --> 00:24:25.019
The activator creates a spot, but the faster

00:24:25.019 --> 00:24:27.380
moving inhibitor moves out and suppresses other

00:24:27.380 --> 00:24:29.799
spots from forming nearby. Which creates a regular

00:24:29.799 --> 00:24:32.549
predictable spacing. A regular predictable spacing.

00:24:32.869 --> 00:24:35.170
It was revolutionary, especially since it was

00:24:35.170 --> 00:24:37.349
published before the structure of DNA was even

00:24:37.349 --> 00:24:40.190
fully understood. His model even predicted phenomena

00:24:40.190 --> 00:24:42.930
that hadn't been observed yet, like oscillating

00:24:42.930 --> 00:24:46.109
chemical reactions. And how seminal is this work

00:24:46.109 --> 00:24:48.910
in modern biology? It's extremely seminal. It

00:24:48.910 --> 00:24:51.069
showed that self -organization could be explained

00:24:51.069 --> 00:24:53.589
by local chemical interactions creating a global

00:24:53.589 --> 00:24:56.990
structure. Today, it's used across biology. Professor

00:24:56.990 --> 00:24:59.769
James Murray used Turing principles to model

00:24:59.769 --> 00:25:01.960
the specific space basing of spots on cat fur.

00:25:02.099 --> 00:25:04.200
It's linked to everything from the growth of

00:25:04.200 --> 00:25:06.640
feathers to the branching in our lungs. So has

00:25:06.640 --> 00:25:09.160
this theory been proven in a real living context?

00:25:09.579 --> 00:25:11.160
That's the most exciting recent development.

00:25:11.420 --> 00:25:14.880
In 2023, researchers published a detailed verification.

00:25:15.339 --> 00:25:18.539
They conducted an experiment using growing chia

00:25:18.539 --> 00:25:21.779
seeds in a uniform layer. By manipulating moisture

00:25:21.779 --> 00:25:24.460
levels, which acted as the diffusion factors,

00:25:24.920 --> 00:25:27.880
they were able to reliably reproduce Turing -type

00:25:27.880 --> 00:25:31.349
patterns using living vegetation. Wow. A real

00:25:31.349 --> 00:25:33.829
world confirmation 70 years later. A definitive

00:25:33.829 --> 00:25:37.269
one. It's a difficult and essential transition

00:25:37.269 --> 00:25:40.210
to move from the sheer intellectual triumph of

00:25:40.210 --> 00:25:42.930
that last paper to the stark reality of the national

00:25:42.930 --> 00:25:45.170
tragedy that followed. We have to address his

00:25:45.170 --> 00:25:47.990
conviction for gross indecency. The legal background

00:25:47.990 --> 00:25:49.750
is just crucial to understanding the cruelty

00:25:49.750 --> 00:25:52.369
of the time. In the UK, homosexual acts were

00:25:52.369 --> 00:25:55.029
serious criminal offenses under an 1885 law.

00:25:55.529 --> 00:25:57.589
This was the discriminatory framework that ultimately

00:25:57.589 --> 00:25:59.869
shattered Turing's life. And the actual events

00:25:59.869 --> 00:26:01.730
that led to his prosecution didn't even start

00:26:01.730 --> 00:26:04.150
with a morality sting. It started with a simple

00:26:04.150 --> 00:26:07.829
crime. That's right. In late 1951, Turing, who

00:26:07.829 --> 00:26:10.529
was 39, began an intimate relationship with a

00:26:10.529 --> 00:26:13.470
19 -year -old man, Arnold Murray. The catastrophe

00:26:13.470 --> 00:26:17.150
began in January 1952 when Turing's home was

00:26:17.150 --> 00:26:20.259
burgled. When he reported it, Murray was implicated.

00:26:20.519 --> 00:26:22.799
And during the police investigation, Turing,

00:26:22.980 --> 00:26:25.359
who was always brutally honest. He just admitted

00:26:25.359 --> 00:26:27.799
it. He felt compelled to admit that he had a

00:26:27.799 --> 00:26:30.099
sexual relationship with Murray. And that admission

00:26:30.099 --> 00:26:32.240
led directly to charges against both of them

00:26:32.240 --> 00:26:35.400
for gross indecency. Yes. He was facing a society

00:26:35.400 --> 00:26:38.000
that just didn't distinguish between a consensual

00:26:38.000 --> 00:26:40.720
private relationship and a criminal act. He was

00:26:40.720 --> 00:26:42.779
advised to plead guilty, which he did in March

00:26:42.779 --> 00:26:46.039
1952. And he was given this terrible choice by

00:26:46.039 --> 00:26:49.119
the judge. two years in prison, or one year of

00:26:49.119 --> 00:26:51.200
probation if he underwent hormonal treatment.

00:26:51.380 --> 00:26:53.589
What we now call chemical castration. Correct.

00:26:53.710 --> 00:26:55.690
Turing, terrified of what prison time would do

00:26:55.690 --> 00:26:58.250
to his mind, chose the probation. For a year,

00:26:58.250 --> 00:27:00.549
he received regular injections of stillburstrol,

00:27:00.650 --> 00:27:02.990
a synthetic estrogen. The treatment had devastating

00:27:02.990 --> 00:27:05.769
physical consequences, impotence, the growth

00:27:05.769 --> 00:27:08.309
of breast tissue. It was a state -mandated violation

00:27:08.309 --> 00:27:10.509
of his body. There's that heartbreaking quote

00:27:10.509 --> 00:27:12.710
from a letter he wrote during this time. Yeah,

00:27:12.789 --> 00:27:14.750
he tried to maintain a clinical distance, writing,

00:27:14.910 --> 00:27:17.309
No doubt I shall emerge from it all a different

00:27:17.309 --> 00:27:20.009
man, but quite who I've not found out. It's just

00:27:20.009 --> 00:27:23.250
a chilling statement of profound forced change.

00:27:23.569 --> 00:27:26.009
And the professional damage was immediate, especially

00:27:26.009 --> 00:27:29.450
considering the timing. This was the height of

00:27:29.450 --> 00:27:32.730
the Cold War. The Cambridge Five spy defections

00:27:32.730 --> 00:27:36.089
had caused massive paranoia. Anyone identified

00:27:36.089 --> 00:27:38.829
as homosexual was flagged as a potential security

00:27:38.829 --> 00:27:41.589
risk on the assumption they could be blackmailed.

00:27:41.609 --> 00:27:44.069
So Turing, the man who provided the most critical

00:27:44.069 --> 00:27:46.869
intelligence of the war, suddenly loses his security

00:27:46.869 --> 00:27:50.069
clearance. Instantly. He's barred from any consultancy

00:27:50.069 --> 00:27:53.549
work for GCHQ. He was suddenly viewed not as

00:27:53.549 --> 00:27:56.190
a genius, but as a security threat to the very

00:27:56.190 --> 00:27:58.569
nation he had saved. An unbelievable betrayal.

00:27:58.950 --> 00:28:01.730
It was. He was marginalized, monitored, and cut

00:28:01.730 --> 00:28:03.750
off from the work that was his passion. And this

00:28:03.750 --> 00:28:06.450
period of immense humiliation and trauma brings

00:28:06.450 --> 00:28:09.990
us to his controversial death in 1954. He died

00:28:09.990 --> 00:28:14.809
on June 7, 1954, at his home, aged 41. The cause

00:28:14.809 --> 00:28:17.640
was cyanide poisoning. The inquest ruled it a

00:28:17.640 --> 00:28:20.380
suicide. And the enduring image is that of the

00:28:20.380 --> 00:28:22.980
half -eaten apple found beside his bed, which

00:28:22.980 --> 00:28:25.059
was speculated to have been dipped in cyanide.

00:28:25.140 --> 00:28:27.599
But the suicide verdict is heavily disputed.

00:28:27.640 --> 00:28:30.200
There are significant arguments against it. The

00:28:30.200 --> 00:28:32.960
philosopher Jack Copeland noted the autopsy findings

00:28:32.960 --> 00:28:35.380
were more consistent with cyanide inhalation

00:28:35.380 --> 00:28:38.900
rather than ingestion. Turing had a gold electroplating

00:28:38.900 --> 00:28:41.779
apparatus in his spare room, which used potassium

00:28:41.779 --> 00:28:44.039
cyanide, and he was often careless with it. And

00:28:44.039 --> 00:28:46.359
his demeanor just before his death didn't really

00:28:46.359 --> 00:28:48.279
align with someone planning to end his life.

00:28:48.400 --> 00:28:51.039
Not at all. His nephew, Dermot Turing, and others

00:28:51.039 --> 00:28:53.259
said he'd endured the treatment with good humor.

00:28:53.460 --> 00:28:56.299
He was making cheerful plans. Crucially, he had

00:28:56.299 --> 00:28:58.460
left a list of tasks he intended to complete

00:28:58.460 --> 00:29:00.400
when he returned to his office after the holiday.

00:29:00.660 --> 00:29:02.640
That kind of planning is highly inconsistent

00:29:02.640 --> 00:29:05.500
with suicide. So some biographers even suggest

00:29:05.500 --> 00:29:07.660
he might have staged it. That's the theory from

00:29:07.660 --> 00:29:10.960
his biographer, Andrew Hodges. He theorized Turing

00:29:10.960 --> 00:29:13.319
might have deliberately staged the scene, the

00:29:13.319 --> 00:29:15.619
famous apple, to look like a science accident,

00:29:15.819 --> 00:29:18.819
a casual mistake specifically to protect his

00:29:18.819 --> 00:29:21.779
mother, who was deeply religious and never accepted

00:29:21.779 --> 00:29:23.940
the suicide verdict. The shadow of this injustice

00:29:23.940 --> 00:29:27.319
hung over his legacy for decades until the 21st

00:29:27.319 --> 00:29:29.160
century brought this campaign for redemption.

00:29:29.400 --> 00:29:32.000
It began in earnest with a public petition in

00:29:32.000 --> 00:29:35.059
2009. Prime Minister Gordon Brown responded,

00:29:35.400 --> 00:29:38.059
releasing an official public apology on behalf

00:29:38.059 --> 00:29:40.559
of the government for the appalling way he was

00:29:40.559 --> 00:29:43.539
treated. He called it utterly unfair. But an

00:29:43.539 --> 00:29:45.940
apology isn't legal absolution. That required

00:29:45.940 --> 00:29:48.980
years of further campaigning. Right. Led by figures

00:29:48.980 --> 00:29:51.859
like MP John Leach, supported by Stephen Hawking,

00:29:52.039 --> 00:29:55.119
the campaign sought a royal pardon. It was granted

00:29:55.119 --> 00:29:58.460
by Queen Elizabeth II in December 2013. Which

00:29:58.460 --> 00:30:01.000
is exceptionally rare. Only the fourth such pardon

00:30:01.000 --> 00:30:03.460
granted since World War II. It was a rare use

00:30:03.460 --> 00:30:05.759
of royal prerogative to correct a moral historical

00:30:05.759 --> 00:30:08.279
wrong. And the final act of societal redress

00:30:08.279 --> 00:30:12.609
was the Alan Turing Law in 2017. Yes. The law,

00:30:12.670 --> 00:30:15.509
informally named in his honor, went far beyond

00:30:15.509 --> 00:30:18.930
just Turing. It retroactively pardoned or exonerated

00:30:18.930 --> 00:30:20.789
thousands of other men and women who had been

00:30:20.789 --> 00:30:23.650
convicted under those same historical laws. It

00:30:23.650 --> 00:30:25.910
was a monumental acknowledgement that the state's

00:30:25.910 --> 00:30:32.309
failure was systemic. From the abstract power

00:30:32.309 --> 00:30:35.250
of the universal machine, through his role shortening

00:30:35.250 --> 00:30:37.950
World War II by two years, to his late -life

00:30:37.950 --> 00:30:40.710
pioneering work, we are looking at a singular

00:30:40.710 --> 00:30:43.779
intellectual force. His contribution spans every

00:30:43.779 --> 00:30:46.619
major field of 20th century science. He left

00:30:46.619 --> 00:30:48.960
a seminal foundational paper in every field he

00:30:48.960 --> 00:30:51.339
touched. The recognition is finally visible.

00:30:51.519 --> 00:30:54.019
His portrait is on the 50 pound note released

00:30:54.019 --> 00:30:56.799
on his birthday in 2021. He was the essential

00:30:56.799 --> 00:30:59.319
architect of the digital world we all now inhabit.

00:30:59.519 --> 00:31:02.180
And yet that triumph is forever intertwined with

00:31:02.180 --> 00:31:04.460
the tragic fact that the very nation he protected

00:31:04.460 --> 00:31:06.980
subjected him to a state mandated persecution

00:31:06.980 --> 00:31:09.059
that contributed directly to his early death.

00:31:09.200 --> 00:31:12.240
That tension persists. Just last year, Defense

00:31:12.240 --> 00:31:14.519
Secretary Ben Wallace suggested Turing should

00:31:14.519 --> 00:31:16.720
get a permanent statue on the fourth plinth of

00:31:16.720 --> 00:31:19.160
Trafalgar Square, calling him probably the greatest

00:31:19.160 --> 00:31:21.880
war hero. He's being championed as a national

00:31:21.880 --> 00:31:24.380
hero and a national martyr at the same time.

00:31:24.519 --> 00:31:26.500
So given the scale of his achievements and the

00:31:26.500 --> 00:31:28.599
scale of the injustice, this deep dive really

00:31:28.599 --> 00:31:31.400
leaves you with this question. When you look

00:31:31.400 --> 00:31:33.940
back at his life, where do you draw the line

00:31:33.940 --> 00:31:36.039
between the genius who helped us win the war

00:31:36.039 --> 00:31:39.059
and the individual that nation failed in peacetime?

00:31:39.630 --> 00:31:42.289
What part of his extraordinary, tragic story

00:31:42.289 --> 00:31:45.329
should history remember most clearly? And maybe,

00:31:45.450 --> 00:31:47.730
what would the landscape of science, computing,

00:31:47.849 --> 00:31:50.710
and even biology look like today if that genius

00:31:50.710 --> 00:31:53.029
had been permitted to live out his full potential

00:31:53.029 --> 00:31:55.750
without prejudice? We'll leave you to ponder

00:31:55.750 --> 00:31:57.930
those profound questions. Thank you for joining

00:31:57.930 --> 00:31:58.910
us for this deep dive.
