1 00:00:01,199 --> 00:00:03,199 Join us as we gather around the hedge, 2 00:00:03,199 --> 00:00:04,660 where we dig into technology, 3 00:00:04,960 --> 00:00:07,759 business, and culture with the finest minds in 4 00:00:07,759 --> 00:00:08,660 computer networking. 5 00:00:20,654 --> 00:00:22,675 Well, hello, Tom. How are you this morning? 6 00:00:22,894 --> 00:00:24,914 Good morning, Russ. Doing great. How about you? 7 00:00:25,054 --> 00:00:26,195 I'm fine. 8 00:00:27,599 --> 00:00:28,099 Artemis. 9 00:00:28,800 --> 00:00:31,439 Artemis. We were talking about space and and 10 00:00:31,439 --> 00:00:32,739 and all that stuff. 11 00:00:33,679 --> 00:00:36,100 That's a great thing, I think, maybe, 12 00:00:37,119 --> 00:00:40,159 until we discover the aliens, and then they 13 00:00:40,159 --> 00:00:42,195 come after us. Then we have War of 14 00:00:42,195 --> 00:00:42,774 the Worlds. 15 00:00:44,515 --> 00:00:46,114 Nice. Well, it couldn't be any worse than 16 00:00:46,114 --> 00:00:47,254 US politics. Right? 17 00:00:49,475 --> 00:00:51,254 I don't know. Probably shouldn't say that. 18 00:00:52,354 --> 00:00:55,520 I don't know. Who knows? World politics in 19 00:00:55,520 --> 00:00:58,079 general right now. Holy mackerel. The world's gone 20 00:00:58,079 --> 00:00:58,579 insane. 21 00:00:59,199 --> 00:00:59,699 So 22 00:01:00,320 --> 00:01:02,339 we are again joined by Jamie Schwartz. 23 00:01:03,280 --> 00:01:04,099 So, Jamie, 24 00:01:05,119 --> 00:01:05,780 you are 25 00:01:06,079 --> 00:01:08,420 around Princeton if I remember correctly. Right? 26 00:01:08,974 --> 00:01:10,974 Westchester, just North of New York City. Okay. 27 00:01:10,974 --> 00:01:13,295 The opposite direction of New York. Alright. Okay. 28 00:01:13,295 --> 00:01:14,894 Right. Got it. I don't know why I 29 00:01:14,894 --> 00:01:17,234 was thinking Princeton, but sure. Westchester. Okay. 30 00:01:18,334 --> 00:01:20,015 Yeah. I've been watching what's going on in 31 00:01:20,015 --> 00:01:22,094 Paterson and some other places up there. Very 32 00:01:22,094 --> 00:01:24,629 interesting stuff going on around New York City. 33 00:01:25,109 --> 00:01:25,609 So 34 00:01:26,229 --> 00:01:28,569 let's continue talking about Web three point 35 00:01:29,030 --> 00:01:29,769 o. And, 36 00:01:30,549 --> 00:01:32,950 just like when people think of Web three 37 00:01:32,950 --> 00:01:34,390 point o, what are the things they think 38 00:01:34,390 --> 00:01:37,454 of before before we jump into the fourth 39 00:01:37,454 --> 00:01:38,894 rung, as you call it, or the fourth 40 00:01:38,894 --> 00:01:39,394 rung? 41 00:01:40,494 --> 00:01:42,015 Yeah. A little bit of context, I think. 42 00:01:42,015 --> 00:01:43,534 And I said this in the last podcast. 43 00:01:43,534 --> 00:01:46,334 Web two was kind of broadband and mobile 44 00:01:46,334 --> 00:01:48,974 and apps and centralized social media. So Web 45 00:01:48,974 --> 00:01:50,194 three has been 46 00:01:50,680 --> 00:01:52,539 these introductions of generative 47 00:01:53,319 --> 00:01:56,299 AI, of XR, meaning mixed reality, 48 00:01:57,079 --> 00:01:58,939 augmented reality, virtual reality. 49 00:02:00,280 --> 00:02:00,780 And 50 00:02:01,239 --> 00:02:02,359 as along with, 51 00:02:02,759 --> 00:02:03,259 AI 52 00:02:03,965 --> 00:02:05,905 kind of coming together with NFTs, 53 00:02:06,284 --> 00:02:08,205 we've got a blockchain back end, we've got 54 00:02:08,205 --> 00:02:09,665 an AI user interface, 55 00:02:10,284 --> 00:02:13,425 conversational media, and we've got an immersive spatial 56 00:02:13,805 --> 00:02:14,705 space forming. 57 00:02:15,004 --> 00:02:16,604 And right now, Web three point zero seems 58 00:02:16,604 --> 00:02:18,669 like it's really kind of coming into its 59 00:02:18,669 --> 00:02:21,789 own as these three technologies are converging and 60 00:02:21,789 --> 00:02:23,489 creating new emergencies. And, 61 00:02:24,590 --> 00:02:27,389 that's pretty much everything that everybody's taken to 62 00:02:27,389 --> 00:02:29,949 account is in some form of that category. 63 00:02:29,949 --> 00:02:31,469 And, of course, Gen AI is way more 64 00:02:31,469 --> 00:02:34,125 than than just Gen AI. It's deep learning 65 00:02:34,125 --> 00:02:35,324 machine learning and all the other stuff that 66 00:02:35,324 --> 00:02:37,165 goes there and XR is a lot of 67 00:02:37,165 --> 00:02:38,844 different kind of immersion things that we've been 68 00:02:38,844 --> 00:02:40,685 building for a long time and in the 69 00:02:40,685 --> 00:02:42,145 regular web world and, 70 00:02:43,564 --> 00:02:44,064 it's 71 00:02:44,365 --> 00:02:46,205 blockchain has a lot of different use cases 72 00:02:46,205 --> 00:02:47,425 from finance to 73 00:02:48,030 --> 00:02:50,110 security to provenance, and and they're all in 74 00:02:50,110 --> 00:02:50,610 in, 75 00:02:50,909 --> 00:02:53,090 their own ways building. It's very, very complex. 76 00:02:53,310 --> 00:02:55,310 But if you simplify it down, yeah, those 77 00:02:55,310 --> 00:02:56,449 are the three pillars. 78 00:02:58,189 --> 00:02:58,689 Okay. 79 00:02:59,150 --> 00:02:59,650 So 80 00:03:01,245 --> 00:03:02,944 we talked a lot about NFTs. 81 00:03:03,405 --> 00:03:05,405 So now let's talk about quantum. What is 82 00:03:05,405 --> 00:03:07,324 the point behind quantum? What is going on 83 00:03:07,324 --> 00:03:08,064 with quantum? 84 00:03:08,605 --> 00:03:10,064 Why is this such a different 85 00:03:10,764 --> 00:03:11,905 mode of computation? 86 00:03:12,444 --> 00:03:14,284 And, of course, there's two bits to it. 87 00:03:14,284 --> 00:03:15,504 The first bit is 88 00:03:15,930 --> 00:03:18,189 on the network side, it's just entanglement 89 00:03:18,889 --> 00:03:21,050 and overcoming the speed of light in terms 90 00:03:21,050 --> 00:03:21,710 of transmission, 91 00:03:22,490 --> 00:03:24,330 as well as, you know, some other things 92 00:03:24,330 --> 00:03:25,150 in that area. 93 00:03:25,770 --> 00:03:28,810 From the compute side, it's this intermediate state 94 00:03:28,810 --> 00:03:31,514 thing. Right? It's this is neither it's neither 95 00:03:31,514 --> 00:03:32,735 true nor false. 96 00:03:33,754 --> 00:03:36,474 Yeah. I was talking with my, CMO from 97 00:03:36,474 --> 00:03:38,794 Mark yesterday. She had asked Chat g b 98 00:03:38,794 --> 00:03:41,215 t to write a poem about this, and 99 00:03:41,355 --> 00:03:42,794 Chat g b t came up with this 100 00:03:42,794 --> 00:03:44,574 line about the space in between 101 00:03:44,875 --> 00:03:45,935 one and zero. 102 00:03:46,810 --> 00:03:48,590 And I thought that was such a beautiful 103 00:03:49,689 --> 00:03:52,269 wherever it hallucinated it from kind of point. 104 00:03:52,889 --> 00:03:54,810 And that's, yeah, that's kind of the context 105 00:03:54,810 --> 00:03:56,969 of what's going on here. Compute for us 106 00:03:56,969 --> 00:04:00,009 is binary code. Zero's and one's gates that 107 00:04:00,009 --> 00:04:02,025 are just saying yes or no a million 108 00:04:02,025 --> 00:04:04,025 times over and that's the same thing as 109 00:04:04,025 --> 00:04:06,764 our neurons yes or no fire don't fire. 110 00:04:07,784 --> 00:04:10,525 But quantum gives us this third space 111 00:04:11,145 --> 00:04:13,485 both at the same time this a oneness 112 00:04:14,379 --> 00:04:17,500 and that allows for binary to now be 113 00:04:17,500 --> 00:04:18,000 three 114 00:04:18,699 --> 00:04:19,199 parameters 115 00:04:19,980 --> 00:04:21,759 which just permit 116 00:04:22,300 --> 00:04:25,100 on a on a exponential growth scale the 117 00:04:25,100 --> 00:04:27,899 amount of permutations you can do with three 118 00:04:27,899 --> 00:04:30,564 instead of two a million times over, that's 119 00:04:30,564 --> 00:04:33,064 where the scale is coming from with quantum. 120 00:04:34,485 --> 00:04:36,564 So but it's not the same thing as 121 00:04:36,564 --> 00:04:38,104 going to a four 122 00:04:38,725 --> 00:04:40,644 to a four octa or to a four 123 00:04:40,644 --> 00:04:42,000 bit or a four state 124 00:04:42,399 --> 00:04:44,240 type of thing. It's a three state, but 125 00:04:44,240 --> 00:04:45,839 it's not even really three states. Right? It's 126 00:04:45,839 --> 00:04:48,720 an indeterminate state. It could be either zero 127 00:04:48,720 --> 00:04:50,019 or it could be one, 128 00:04:50,399 --> 00:04:51,699 depending on the interpretation 129 00:04:52,079 --> 00:04:54,000 at the moment. And if you get enough 130 00:04:54,000 --> 00:04:56,560 indeterminate states, you may end up with a 131 00:04:56,560 --> 00:04:57,779 one or a zero. 132 00:04:58,205 --> 00:04:59,485 But I don't think a lot of people 133 00:04:59,485 --> 00:05:02,064 understand how that has an impact 134 00:05:02,764 --> 00:05:04,464 in the way you process things. 135 00:05:04,764 --> 00:05:07,324 Right? So you have this third state. Well, 136 00:05:07,324 --> 00:05:09,264 okay. How does that help me break keys? 137 00:05:09,404 --> 00:05:11,379 How does that help me do anything? I 138 00:05:11,379 --> 00:05:12,199 don't understand 139 00:05:12,740 --> 00:05:14,980 why adding this in between state makes a 140 00:05:14,980 --> 00:05:15,480 difference. 141 00:05:16,579 --> 00:05:19,319 That's also why it's so hard to program 142 00:05:19,860 --> 00:05:21,079 for quantum computing 143 00:05:21,379 --> 00:05:23,620 because programming in general is based on a 144 00:05:23,620 --> 00:05:24,120 binary 145 00:05:24,555 --> 00:05:26,634 state of ones and zeros. So when you 146 00:05:26,634 --> 00:05:29,035 have this not only third state, but the 147 00:05:29,035 --> 00:05:30,714 third state that could be either one way 148 00:05:30,714 --> 00:05:31,535 or the other, 149 00:05:31,995 --> 00:05:33,615 you end up in this 150 00:05:34,154 --> 00:05:35,454 probability zone 151 00:05:35,914 --> 00:05:38,439 where you're not talking about fixed ones and 152 00:05:38,439 --> 00:05:39,899 zeros, you're talking about probabilities. 153 00:05:40,839 --> 00:05:42,699 So this isn't computing. 154 00:05:43,480 --> 00:05:44,120 This isn't, 155 00:05:44,600 --> 00:05:46,839 one and zero computing binary computing. This is 156 00:05:46,839 --> 00:05:48,139 probability computing, 157 00:05:48,680 --> 00:05:51,899 which means it's really really crappy at doing 158 00:05:52,615 --> 00:05:55,035 normal programming, you know, just do a calculation. 159 00:05:55,415 --> 00:05:57,194 But it's a really really good 160 00:05:57,574 --> 00:05:59,035 at predictive analysis 161 00:05:59,495 --> 00:06:01,415 at looking at the whole thing at once. 162 00:06:01,415 --> 00:06:03,175 Another way of putting it would be if 163 00:06:03,175 --> 00:06:04,634 you're trying to get through a maze, 164 00:06:05,014 --> 00:06:06,394 binary code will 165 00:06:07,060 --> 00:06:08,919 go through where it's programmed to go. 166 00:06:09,379 --> 00:06:09,879 The 167 00:06:10,339 --> 00:06:12,500 quantum version of that is going through all 168 00:06:12,500 --> 00:06:15,000 the maze at once at the same time 169 00:06:15,620 --> 00:06:16,360 and then 170 00:06:16,660 --> 00:06:19,300 just showing you the one solution that you 171 00:06:19,300 --> 00:06:21,625 wanted to see even though it has all 172 00:06:21,625 --> 00:06:24,264 the solutions for all the possibilities in all 173 00:06:24,264 --> 00:06:25,485 time all at once. 174 00:06:26,824 --> 00:06:27,964 Interesting. So so 175 00:06:28,665 --> 00:06:30,425 if I were in the maze, if I 176 00:06:30,425 --> 00:06:32,365 were the rat in the maze, 177 00:06:32,985 --> 00:06:34,824 the binary way for me to solve a 178 00:06:34,824 --> 00:06:35,324 maze 179 00:06:35,879 --> 00:06:38,199 from inside the maze is to always turn 180 00:06:38,199 --> 00:06:39,900 right or always turn left. 181 00:06:41,000 --> 00:06:41,900 Because, eventually, 182 00:06:42,439 --> 00:06:44,040 if I turn right, even if I end 183 00:06:44,040 --> 00:06:46,220 a dead end, I'm going to wrap around, 184 00:06:46,439 --> 00:06:48,759 follow the right wall, and I'll eventually find 185 00:06:48,759 --> 00:06:50,780 my way out. Now, there are some 186 00:06:51,134 --> 00:06:52,435 clever maze designs 187 00:06:53,055 --> 00:06:54,354 where that's not possible. 188 00:06:54,654 --> 00:06:56,014 But by and large, if you're in a 189 00:06:56,014 --> 00:06:56,974 maze I don't know if you knew this 190 00:06:56,974 --> 00:06:58,814 or not. Put your hand on the right 191 00:06:58,814 --> 00:06:59,954 wall and follow it. 192 00:07:00,334 --> 00:07:02,334 And eventually, you will find it's you won't 193 00:07:02,495 --> 00:07:04,175 it won't be the short path. It won't 194 00:07:04,175 --> 00:07:06,034 be the easy path. But eventually, 195 00:07:06,699 --> 00:07:08,080 you should, in theory, 196 00:07:08,699 --> 00:07:11,100 find your way out. So we're just Jack 197 00:07:11,100 --> 00:07:12,639 Nicholson knew that in The Shining. 198 00:07:15,420 --> 00:07:15,920 So, 199 00:07:16,779 --> 00:07:18,540 now somebody's gonna listen to this and prove 200 00:07:18,540 --> 00:07:20,060 me wrong, but that's okay. That's what I 201 00:07:20,060 --> 00:07:22,264 understand. I mean, When I was doing maze 202 00:07:22,345 --> 00:07:24,345 when that's when I was doing some maze 203 00:07:24,345 --> 00:07:26,904 puzzle solving stuff, that's always what I followed, 204 00:07:26,904 --> 00:07:29,165 and it always seemed to work. So now 205 00:07:29,625 --> 00:07:33,004 with quantum, when you come to each intersection, 206 00:07:33,800 --> 00:07:35,500 you try to figure out a probability 207 00:07:35,879 --> 00:07:37,980 based on prior actions 208 00:07:38,439 --> 00:07:39,819 or future probabilities. 209 00:07:40,199 --> 00:07:43,000 Right? You're saying, maybe I should go right, 210 00:07:43,000 --> 00:07:45,319 maybe I should go left, or maybe I 211 00:07:45,319 --> 00:07:47,180 should hold my decision in abeyance 212 00:07:48,014 --> 00:07:50,035 until I explore each path 213 00:07:50,574 --> 00:07:51,714 a certain distance. 214 00:07:52,495 --> 00:07:54,334 Is that You've actually well, you've actually brought 215 00:07:54,334 --> 00:07:55,455 up an interesting way of thinking about the 216 00:07:55,455 --> 00:07:58,415 difference between quantum computing and AI computing here 217 00:07:58,415 --> 00:08:01,235 versus the regular algorithmic computing. So the algorithmic 218 00:08:01,375 --> 00:08:03,710 computing you can program in, always turn 219 00:08:04,089 --> 00:08:06,430 right. And it'll eventually get there, you know. 220 00:08:06,730 --> 00:08:09,949 AI is doing that a thousand times. 221 00:08:10,410 --> 00:08:12,410 Not always not always turn right, but going 222 00:08:12,410 --> 00:08:13,850 okay. Now I'm gonna try always turn left. 223 00:08:13,850 --> 00:08:15,610 Now I'm gonna try right right left. And 224 00:08:15,610 --> 00:08:16,889 it will go through all those things and 225 00:08:16,889 --> 00:08:17,870 it will have learned 226 00:08:18,264 --> 00:08:20,685 just by sheer practice of every possibility. 227 00:08:21,545 --> 00:08:22,925 What is the probabilistic 228 00:08:23,384 --> 00:08:25,225 way I should be moving? And then use 229 00:08:25,225 --> 00:08:27,384 that with every turn moving forward and get 230 00:08:27,384 --> 00:08:29,944 better and better at maze solving versus quantum, 231 00:08:29,944 --> 00:08:31,180 which is literally 232 00:08:31,560 --> 00:08:33,639 going through all of it at the same 233 00:08:33,639 --> 00:08:36,919 time, the same state all at once. It's 234 00:08:36,919 --> 00:08:39,419 such a different way of thinking about stuff. 235 00:08:39,639 --> 00:08:42,059 That once again is why programming is so 236 00:08:42,120 --> 00:08:42,620 different 237 00:08:42,954 --> 00:08:44,735 when it comes to what quantum 238 00:08:45,195 --> 00:08:46,254 can do especially 239 00:08:46,634 --> 00:08:48,815 oh my goodness, put those two things together, 240 00:08:49,034 --> 00:08:50,095 quantum computation 241 00:08:50,554 --> 00:08:51,934 with an AI software. 242 00:08:53,834 --> 00:08:54,334 That's 243 00:08:54,634 --> 00:08:55,454 mind bogglingly 244 00:08:55,995 --> 00:08:58,169 even, you know, way further than just quantum 245 00:08:58,169 --> 00:08:58,830 on its 246 00:08:59,529 --> 00:09:00,750 own. Crazy thinking. 247 00:09:01,289 --> 00:09:02,889 So when you when you when you look 248 00:09:02,889 --> 00:09:03,870 to scale up, 249 00:09:04,570 --> 00:09:07,769 traditional computing, non quantum computing, you know, you 250 00:09:07,769 --> 00:09:09,709 look at things like the density of transistors 251 00:09:09,769 --> 00:09:11,384 on a chip and things like that. And 252 00:09:11,384 --> 00:09:13,225 as you as you scale that up, you 253 00:09:13,225 --> 00:09:15,945 make a thing more powerful, more more capable 254 00:09:15,945 --> 00:09:18,205 of doing more calculations per second, whatever. 255 00:09:18,745 --> 00:09:20,105 How how do you how do you look 256 00:09:20,105 --> 00:09:21,065 at the how do you look at the 257 00:09:21,065 --> 00:09:23,644 hardware, the underlying capabilities in terms of quantum? 258 00:09:23,909 --> 00:09:25,110 Is it it is it is it a 259 00:09:25,110 --> 00:09:27,190 simple linear Moore's Law type of thing? Is 260 00:09:27,190 --> 00:09:28,250 it Hells no. 261 00:09:29,350 --> 00:09:31,929 Would imagine that. Yeah. No. It's it's a 262 00:09:32,069 --> 00:09:32,569 well, 263 00:09:33,110 --> 00:09:34,549 this is where I actually look to the 264 00:09:34,549 --> 00:09:36,089 Blackfeet tribe of Montana. 265 00:09:37,595 --> 00:09:39,774 What? Yes. No. That there's a reason. 266 00:09:40,634 --> 00:09:43,274 So I was studying the Blackfeet tribe in 267 00:09:43,274 --> 00:09:44,794 in 2017. We're trying to help them with 268 00:09:44,794 --> 00:09:46,235 their community college advance, 269 00:09:46,955 --> 00:09:48,254 and status. And 270 00:09:48,649 --> 00:09:51,289 I started to understand the or learn from 271 00:09:51,289 --> 00:09:53,549 them about the Pecanee language that they use. 272 00:09:53,690 --> 00:09:56,830 And like most indigenous languages, it's contextual, 273 00:09:57,690 --> 00:09:59,789 which means you don't point at things. 274 00:10:00,490 --> 00:10:01,710 You point at contexts. 275 00:10:02,330 --> 00:10:03,975 So that's why, you know, when you hear, 276 00:10:04,134 --> 00:10:06,375 you know, the the typical American, cliche would 277 00:10:06,375 --> 00:10:07,514 be dances with wolves. 278 00:10:07,975 --> 00:10:09,115 His name isn't Wolf. 279 00:10:09,574 --> 00:10:11,115 It's dances with wolves. 280 00:10:11,735 --> 00:10:14,294 A, a woman that we worked with there, 281 00:10:14,534 --> 00:10:15,815 Daniel Antelope, her, 282 00:10:16,534 --> 00:10:18,855 indigenous name or first nation name is comes 283 00:10:18,855 --> 00:10:19,674 in singing. 284 00:10:21,070 --> 00:10:22,830 And the analogy I like to use that 285 00:10:22,830 --> 00:10:24,590 they gave is if you're pointing at a 286 00:10:24,590 --> 00:10:25,330 wheat field, 287 00:10:26,190 --> 00:10:28,350 there's no word for wheat. There's wheat in 288 00:10:28,350 --> 00:10:30,769 the wind. There's wheat through the soil. 289 00:10:31,149 --> 00:10:32,929 It's it's always in context. 290 00:10:33,309 --> 00:10:35,730 And because of that, quantum physicists 291 00:10:36,615 --> 00:10:37,514 have been studying 292 00:10:37,975 --> 00:10:39,754 the Pecani language in specific, 293 00:10:40,295 --> 00:10:42,855 use but indigenous language in general, contextual languages 294 00:10:42,855 --> 00:10:45,575 in general, to understand how to describe the 295 00:10:45,575 --> 00:10:46,475 quantum realm. 296 00:10:46,855 --> 00:10:49,175 So long walk back to where we were, 297 00:10:49,175 --> 00:10:51,669 think about electrons. You can't talk about an 298 00:10:51,669 --> 00:10:52,649 electrons place 299 00:10:53,509 --> 00:10:55,669 anywhere in that cloud of where it's supposed 300 00:10:55,669 --> 00:10:57,210 to be. It is a probability 301 00:10:58,470 --> 00:11:00,309 of where it is supposed to be at 302 00:11:00,309 --> 00:11:02,409 any one place because you're transcending 303 00:11:02,710 --> 00:11:03,210 time. 304 00:11:03,774 --> 00:11:05,455 And then as soon as you say, well, 305 00:11:05,455 --> 00:11:06,434 at this point, 306 00:11:07,054 --> 00:11:08,894 you can lock it in. But you have 307 00:11:08,894 --> 00:11:10,975 to then pick a time. But that's because 308 00:11:10,975 --> 00:11:11,475 you 309 00:11:12,495 --> 00:11:14,495 are take trying to translate something from four 310 00:11:14,495 --> 00:11:15,714 d into three d. 311 00:11:16,730 --> 00:11:20,110 Quantum state is a natural four d state. 312 00:11:20,570 --> 00:11:22,409 Another way weird way of thinking about it 313 00:11:22,409 --> 00:11:26,909 is because we're three-dimensional beings living through time, 314 00:11:28,089 --> 00:11:29,549 that means that we are just 315 00:11:29,915 --> 00:11:33,134 at any one microsecond, a slice of ourselves. 316 00:11:34,075 --> 00:11:36,634 But if you include space time, if you 317 00:11:36,634 --> 00:11:37,615 think fourth dimensionally, 318 00:11:38,235 --> 00:11:40,095 all of us all at once 319 00:11:40,475 --> 00:11:42,014 is together as one thing. 320 00:11:42,730 --> 00:11:44,090 So when you hear it in like sci 321 00:11:44,090 --> 00:11:44,750 fi stories, 322 00:11:45,289 --> 00:11:47,370 I know I the past and the present 323 00:11:47,370 --> 00:11:48,410 and the future are the same to me. 324 00:11:48,410 --> 00:11:50,490 So I'm suffering with you back a hundred 325 00:11:50,490 --> 00:11:52,490 years ago and, you know, laughing with you 326 00:11:52,490 --> 00:11:54,750 five minutes from now at the same time. 327 00:11:55,134 --> 00:11:57,694 What that's what that meant. So a quantum 328 00:11:57,694 --> 00:11:58,194 computer 329 00:11:59,054 --> 00:12:00,514 works on that 330 00:12:01,134 --> 00:12:02,355 logic, quote unquote, 331 00:12:02,735 --> 00:12:04,115 everything all at once. 332 00:12:04,975 --> 00:12:06,654 Great movie if you haven't seen it. Everything 333 00:12:06,654 --> 00:12:07,794 everywhere all at once. 334 00:12:09,375 --> 00:12:10,950 I don't know if I answered your question, 335 00:12:11,029 --> 00:12:12,470 but, wow, I went on a lot of 336 00:12:12,470 --> 00:12:15,029 long tangent. No. No. It's fine. So so 337 00:12:15,029 --> 00:12:17,830 so this actually relates philosophically to something called 338 00:12:17,830 --> 00:12:19,290 a time, b time, presentism. 339 00:12:19,669 --> 00:12:21,509 But let's not get, like, too deep into 340 00:12:21,509 --> 00:12:24,070 philosophy. I mean, this comes to mind. Why 341 00:12:24,070 --> 00:12:24,570 not? 342 00:12:25,504 --> 00:12:27,184 I was just reading a paper on a 343 00:12:27,184 --> 00:12:28,804 time, b time, and, 344 00:12:29,584 --> 00:12:30,084 presentism, 345 00:12:30,705 --> 00:12:32,464 last night for I don't know. It just 346 00:12:32,464 --> 00:12:33,985 popped into my radar and I went and 347 00:12:33,985 --> 00:12:35,764 read it just because it was there. 348 00:12:36,784 --> 00:12:37,985 Come on. This is what you get when 349 00:12:37,985 --> 00:12:39,284 you get a PhD in philosophy. 350 00:12:39,909 --> 00:12:41,909 My one of my thesis in college on 351 00:12:41,909 --> 00:12:44,169 philosophy was on proving nothingness from Wittgenstein. 352 00:12:44,870 --> 00:12:47,029 Yeah. Well, okay. Yeah. I literally handed him 353 00:12:47,029 --> 00:12:48,070 a paper with my name on it. He 354 00:12:48,070 --> 00:12:48,970 gave me a C. 355 00:12:49,909 --> 00:12:50,409 Interesting. 356 00:12:51,029 --> 00:12:52,090 Yeah. So 357 00:12:53,934 --> 00:12:55,774 so you never gotten the paperback that said 358 00:12:55,774 --> 00:12:56,675 this is nonsense, 359 00:12:57,375 --> 00:12:59,075 and that was it. No. Seriously? 360 00:12:59,934 --> 00:13:01,855 It could because nonsense would be something. Yeah. 361 00:13:01,855 --> 00:13:03,774 Well, that's true. Okay. So, 362 00:13:04,415 --> 00:13:05,855 Well, so I I guess kinda where I 363 00:13:05,855 --> 00:13:07,889 was going with that question was, at some 364 00:13:07,889 --> 00:13:09,649 point, all of all of these really great 365 00:13:09,649 --> 00:13:12,449 ideas are gonna translate into capital requirements of 366 00:13:12,449 --> 00:13:14,769 a business. Somebody's gonna have to buy chips 367 00:13:14,769 --> 00:13:17,750 to do things. Right? Mhmm. And so, 368 00:13:18,209 --> 00:13:20,389 I'm I'm I guess I'm just more 369 00:13:20,774 --> 00:13:23,654 pragmatic about things. So so what is the 370 00:13:23,735 --> 00:13:25,654 like, what are what are the economic drivers 371 00:13:25,654 --> 00:13:27,495 that make it like, I would assume this 372 00:13:27,495 --> 00:13:29,595 machine is more expensive to build than 373 00:13:30,054 --> 00:13:32,615 a normal x 86 machine, and I assume 374 00:13:32,615 --> 00:13:35,410 that there's a small much smaller market for 375 00:13:35,410 --> 00:13:36,309 what it would do. 376 00:13:36,769 --> 00:13:39,410 What about in terms of economics? Yeah. Yeah. 377 00:13:39,410 --> 00:13:39,910 So, 378 00:13:40,610 --> 00:13:43,090 the CTO for Mark is Matt Hampton of 379 00:13:43,090 --> 00:13:43,990 Envoy Design 380 00:13:44,370 --> 00:13:46,550 and he has access to three 381 00:13:46,995 --> 00:13:48,455 quantum computers right now. 382 00:13:49,075 --> 00:13:51,875 One's a nine qubit, one's an 18 qubit, 383 00:13:51,875 --> 00:13:53,575 and one's a 72 qubit. 384 00:13:54,595 --> 00:13:56,695 That's kind of like we're talking in megahertz, 385 00:13:56,754 --> 00:13:57,335 I guess, 386 00:13:57,875 --> 00:14:00,434 analogy. Okay. But the point would be it's 387 00:14:00,434 --> 00:14:02,139 how many qubits you have on a on 388 00:14:02,139 --> 00:14:03,899 a chip that allows for, you know, that 389 00:14:03,899 --> 00:14:06,299 exponential amount of growth. As you were saying 390 00:14:06,299 --> 00:14:08,220 before, you know, we are our, 391 00:14:08,860 --> 00:14:10,559 wires are getting thinner, our, 392 00:14:11,100 --> 00:14:12,860 megahertz are getting faster, you know, how many 393 00:14:12,860 --> 00:14:14,699 transistors can we fit? It's how many cubits 394 00:14:14,699 --> 00:14:16,715 can we get? And right now the biggest 395 00:14:16,715 --> 00:14:18,154 problem is when they're all next to each 396 00:14:18,154 --> 00:14:18,654 other, 397 00:14:19,195 --> 00:14:21,115 there's a lot of interference coming in. So 398 00:14:21,115 --> 00:14:23,195 you get a lot of errors. And that's 399 00:14:23,195 --> 00:14:24,475 what the war is going on right now. 400 00:14:24,475 --> 00:14:26,075 If you're ever seeing any advancements, there's a 401 00:14:26,075 --> 00:14:27,514 new chip that just came in from China 402 00:14:27,514 --> 00:14:29,870 that's blowing the water out of Google's chip 403 00:14:29,870 --> 00:14:31,809 that was blowing the water out of Microsoft's 404 00:14:32,190 --> 00:14:34,450 theory that they had a new kind of 405 00:14:34,670 --> 00:14:35,570 piece of matter. 406 00:14:35,950 --> 00:14:37,710 It's all about how many chips can you 407 00:14:37,710 --> 00:14:40,450 put on without interference problems and beating that. 408 00:14:41,434 --> 00:14:43,054 The very first product that 409 00:14:43,595 --> 00:14:45,855 Matt came up with with his company 410 00:14:46,235 --> 00:14:48,654 was an entropy machine because 411 00:14:49,274 --> 00:14:51,914 booting up a quantum computer like you turn 412 00:14:51,914 --> 00:14:54,750 on your computer goes ding and it's boots 413 00:14:54,750 --> 00:14:57,490 and you're there. A quantum computer takes hours. 414 00:14:58,670 --> 00:15:00,370 It's like this is a flywheel 415 00:15:00,750 --> 00:15:02,110 that has to get going and that's a 416 00:15:02,110 --> 00:15:04,670 bad analogy that right there but it's huge 417 00:15:04,670 --> 00:15:06,670 amount of energy to get going like a 418 00:15:06,670 --> 00:15:08,350 nuclear reactor or something you've got to get 419 00:15:08,350 --> 00:15:10,125 it going And then it's really hard to 420 00:15:10,125 --> 00:15:11,664 turn off. But when you do that, 421 00:15:12,044 --> 00:15:12,705 it creates 422 00:15:13,164 --> 00:15:14,304 pure entropy. 423 00:15:15,084 --> 00:15:17,904 So they're automatically selling quantum secure 424 00:15:19,245 --> 00:15:19,745 randomness 425 00:15:20,365 --> 00:15:22,544 as a package just by booting it up. 426 00:15:22,670 --> 00:15:24,029 There you go. I mean it's really expensive 427 00:15:24,029 --> 00:15:25,629 to boot up a machine so you probably 428 00:15:25,629 --> 00:15:27,550 want to monetize it anyway, but that's one 429 00:15:27,550 --> 00:15:28,050 thing. 430 00:15:28,430 --> 00:15:30,370 They've built a product off of that 431 00:15:30,910 --> 00:15:32,509 which is and you probably heard about this 432 00:15:32,509 --> 00:15:34,509 from years ago where people would put Wi 433 00:15:34,509 --> 00:15:35,009 Fi 434 00:15:35,389 --> 00:15:35,889 in 435 00:15:36,204 --> 00:15:39,084 the variations of the flicker of the light 436 00:15:39,084 --> 00:15:39,584 bulbs. 437 00:15:40,125 --> 00:15:42,945 So you would transfer it by light. So, 438 00:15:44,125 --> 00:15:45,504 they're talking to 439 00:15:46,845 --> 00:15:49,485 security focused companies that are all on lands 440 00:15:49,485 --> 00:15:51,164 that can't afford to go on Wi Fi, 441 00:15:51,164 --> 00:15:51,664 can't 442 00:15:52,129 --> 00:15:52,629 to 443 00:15:53,009 --> 00:15:54,470 do quantum secured wifi 444 00:15:54,850 --> 00:15:55,830 with the lights, 445 00:15:56,929 --> 00:15:58,769 where it has that pure entropy built into 446 00:15:58,769 --> 00:15:59,269 it. 447 00:15:59,730 --> 00:16:01,570 And pure entropy is the only thing that 448 00:16:01,570 --> 00:16:03,269 you know it can't be hacked. 449 00:16:04,210 --> 00:16:06,629 And so there's a product right over there. 450 00:16:07,304 --> 00:16:09,085 They're starting to play with AI, 451 00:16:09,784 --> 00:16:11,945 starting with images and they've gotten to the 452 00:16:11,945 --> 00:16:14,284 point now and this they've got an amazing 453 00:16:14,745 --> 00:16:16,504 quantum programmer. I don't know what you call 454 00:16:16,504 --> 00:16:16,985 it. 455 00:16:18,184 --> 00:16:21,779 That has been fussing with generative AI imaging. 456 00:16:22,000 --> 00:16:23,600 And they've gotten it down to creating some 457 00:16:23,600 --> 00:16:26,179 polka dots and some and some diagonal lines. 458 00:16:27,279 --> 00:16:28,879 In and of itself, it's like when you're 459 00:16:28,879 --> 00:16:29,940 starting with this 460 00:16:30,879 --> 00:16:31,379 crazy 461 00:16:31,759 --> 00:16:32,580 fourth dimensional 462 00:16:33,200 --> 00:16:33,700 technology, 463 00:16:34,654 --> 00:16:36,654 and we're stuck here in three dimensions trying 464 00:16:36,654 --> 00:16:38,035 to figure out what to do with it. 465 00:16:38,575 --> 00:16:41,054 It's huge to be able to go. We 466 00:16:41,054 --> 00:16:44,014 made polka dots. Mhmm. You know, to try 467 00:16:44,014 --> 00:16:46,595 to get the Ferrari, you know, the Ferrari 468 00:16:47,299 --> 00:16:49,720 to to park a Ferrari in a garage 469 00:16:50,179 --> 00:16:51,779 that wants to be going 500 miles an 470 00:16:51,779 --> 00:16:55,139 hour to do that, it's it's these are 471 00:16:55,220 --> 00:16:56,899 those are leaps and bounds on a software 472 00:16:56,899 --> 00:16:58,519 level. The software for Quantum 473 00:16:58,980 --> 00:17:01,639 is so much harder to comprehend than Quantum 474 00:17:01,699 --> 00:17:02,199 itself. 475 00:17:02,845 --> 00:17:04,765 And I won't pretend to know really anything 476 00:17:04,765 --> 00:17:07,005 in that area, but just the consequence of 477 00:17:07,005 --> 00:17:09,244 it. So we're if we wanna think about 478 00:17:09,244 --> 00:17:11,345 it in terms of a software development, 479 00:17:12,045 --> 00:17:12,704 oh, boy. 480 00:17:13,085 --> 00:17:15,085 You know, like, we've got to really think 481 00:17:15,085 --> 00:17:17,750 very, very differently. This isn't, yay, we beat 482 00:17:17,750 --> 00:17:19,190 Moore's Law. We now know how to get 483 00:17:19,190 --> 00:17:21,909 past. It's a different beast altogether. We're gonna 484 00:17:21,909 --> 00:17:23,369 have regular computation 485 00:17:23,829 --> 00:17:25,429 as a complement to it for a long 486 00:17:25,429 --> 00:17:27,509 time. Where you're really going to get the 487 00:17:27,509 --> 00:17:28,569 benefits are 488 00:17:28,950 --> 00:17:29,769 world building. 489 00:17:30,595 --> 00:17:31,974 We're starting to make metaverses 490 00:17:32,674 --> 00:17:33,494 that require 491 00:17:34,115 --> 00:17:34,615 ecosystems. 492 00:17:35,875 --> 00:17:37,875 And I'm very hopeful on that level where 493 00:17:37,875 --> 00:17:39,414 AI and quantum can come together 494 00:17:39,714 --> 00:17:41,654 to basically just give us that 495 00:17:41,954 --> 00:17:44,615 object permanence that's required in an ecosystem. 496 00:17:45,140 --> 00:17:46,039 What's the brain 497 00:17:46,340 --> 00:17:48,200 behind you know, what's it? 498 00:17:48,740 --> 00:17:50,279 I'll use philosophy. Descartes 499 00:17:50,980 --> 00:17:53,620 was proving God existed because somebody had to 500 00:17:53,620 --> 00:17:55,779 be watching the Observer effect had to be 501 00:17:55,779 --> 00:17:58,259 watching reality in order for it to be 502 00:17:58,259 --> 00:17:58,759 there. 503 00:17:59,804 --> 00:18:01,504 That's how it works for 504 00:18:02,044 --> 00:18:02,944 a better verse. 505 00:18:03,404 --> 00:18:05,345 What's the server that's keeping that 506 00:18:05,724 --> 00:18:06,625 world going 507 00:18:07,484 --> 00:18:10,444 and quantum can be God for that space 508 00:18:10,444 --> 00:18:11,724 in that way because it's the only thing 509 00:18:11,724 --> 00:18:13,105 that's omnipotent enough 510 00:18:13,450 --> 00:18:15,070 omniscient enough to be able to control 511 00:18:16,330 --> 00:18:19,309 weather systems and tectonics and all the MPCs 512 00:18:19,450 --> 00:18:22,190 and everything at once that then regular computationally 513 00:18:22,330 --> 00:18:23,630 I can sit on top of. 514 00:18:24,650 --> 00:18:26,509 So when when you talk about qubits, 515 00:18:27,005 --> 00:18:29,725 are you talking about number of qubits per 516 00:18:29,884 --> 00:18:30,945 produced per 517 00:18:31,485 --> 00:18:33,805 x time period, or are you talking about 518 00:18:33,805 --> 00:18:36,785 qubits as, like, registers in a standard processor? 519 00:18:37,404 --> 00:18:39,644 This processor to it as the the the 520 00:18:39,644 --> 00:18:40,785 qubit on the chip. 521 00:18:41,289 --> 00:18:42,730 So it's like So it's like a register 522 00:18:42,730 --> 00:18:45,390 on a processor. It's like this chip has 523 00:18:45,769 --> 00:18:46,990 72 qubits. 524 00:18:47,690 --> 00:18:48,190 Mhmm. 525 00:18:48,650 --> 00:18:49,710 So those are 526 00:18:50,089 --> 00:18:51,950 analogous to, like, memory locations 527 00:18:52,730 --> 00:18:54,029 or memory registers, 528 00:18:54,394 --> 00:18:55,774 but they're not really there. 529 00:18:56,315 --> 00:18:58,394 They're kind of like cores, if you if 530 00:18:58,394 --> 00:18:59,434 you think of it that way. I mean, 531 00:18:59,434 --> 00:19:00,554 it could it could be cores. It could 532 00:19:00,554 --> 00:19:02,875 be gates. The analogy works either way. Yeah. 533 00:19:02,875 --> 00:19:04,815 It's just because it's so different. But, like, 534 00:19:05,034 --> 00:19:07,194 go back to transistor computers, and we're talking 535 00:19:07,194 --> 00:19:08,474 about, like, one gate at a time, one 536 00:19:08,474 --> 00:19:11,470 bit, one byte here. Great. Cool. That's one 537 00:19:11,529 --> 00:19:13,130 bit. Or you could talk about now where 538 00:19:13,130 --> 00:19:15,690 we're putting multiple cores together to create, you 539 00:19:15,690 --> 00:19:17,309 know, a chip that's a bunch of chips. 540 00:19:17,690 --> 00:19:18,890 So you could think of it that way 541 00:19:18,890 --> 00:19:20,509 too. It's just they're both analogies. 542 00:19:21,130 --> 00:19:22,990 Yeah. Right. Right. Yeah. Of course, they're analogies. 543 00:19:23,049 --> 00:19:25,305 But yeah. So it's so it's not per 544 00:19:25,305 --> 00:19:25,805 second. 545 00:19:26,345 --> 00:19:28,125 It's not processing speed. 546 00:19:28,744 --> 00:19:31,144 It's how many of these things it has 547 00:19:31,144 --> 00:19:32,045 on the chip. 548 00:19:32,664 --> 00:19:34,585 It's how much probability can you hold at 549 00:19:34,585 --> 00:19:36,525 one time. Right. Yeah. Okay. 550 00:19:36,859 --> 00:19:39,039 That's fine. Which translates to how much probability 551 00:19:39,099 --> 00:19:40,140 can you hold at one time? Because if 552 00:19:40,140 --> 00:19:41,180 you look at it once again to the 553 00:19:41,180 --> 00:19:43,420 electrons, got two electrons on the inner cloud 554 00:19:43,420 --> 00:19:44,940 then eight. So I've got to deal with 555 00:19:44,940 --> 00:19:47,420 two probabilities sitting right here. Yeah. Now I've 556 00:19:47,420 --> 00:19:48,559 got to deal with 10 probabilities. 557 00:19:49,019 --> 00:19:51,119 I've got to deal with 18 probabilities. 558 00:19:52,184 --> 00:19:54,924 So you had, earlier you had some predictions 559 00:19:55,625 --> 00:19:57,644 about this will be the year of blank. 560 00:19:57,865 --> 00:20:00,284 What what do you see? I'm so scared. 561 00:20:02,984 --> 00:20:05,224 I think I think because we're now at 562 00:20:05,224 --> 00:20:06,524 a stage where there are 563 00:20:07,059 --> 00:20:08,900 fifth there are more than 50 and less 564 00:20:08,900 --> 00:20:10,039 than a hundred commercial, 565 00:20:11,140 --> 00:20:13,859 quantum computers out there right now. That means 566 00:20:13,859 --> 00:20:16,759 we're in that such early stage where people, 567 00:20:17,220 --> 00:20:19,779 certain people have access and they're playing around 568 00:20:19,779 --> 00:20:21,320 with it right now. They're trying to figure. 569 00:20:21,460 --> 00:20:21,960 But 570 00:20:22,414 --> 00:20:24,414 in that, there's got to be somebody who's 571 00:20:24,414 --> 00:20:25,794 going to break quantum 572 00:20:26,095 --> 00:20:27,954 because the whole point of a 573 00:20:28,335 --> 00:20:28,835 blockchain 574 00:20:29,454 --> 00:20:31,315 is that it would take a computer 575 00:20:31,934 --> 00:20:34,335 more than multiple lifetimes in order to be 576 00:20:34,335 --> 00:20:35,875 able to brute hack 577 00:20:36,575 --> 00:20:37,554 the the chain. 578 00:20:38,519 --> 00:20:39,500 But with the quantum, 579 00:20:41,080 --> 00:20:42,840 that's what we're talking about in terms of 580 00:20:42,840 --> 00:20:44,539 the leap here. So it, 581 00:20:45,480 --> 00:20:47,740 when you can figure out how to use 582 00:20:48,039 --> 00:20:50,619 the quantum computer to do that brute hack 583 00:20:50,840 --> 00:20:51,820 on a blockchain, 584 00:20:52,755 --> 00:20:53,894 somebody's just going 585 00:20:54,434 --> 00:20:56,055 to, if they're smart about it, 586 00:20:58,195 --> 00:20:59,015 get in there, 587 00:20:59,634 --> 00:21:00,775 get a bunch of Bitcoin, 588 00:21:01,315 --> 00:21:03,234 sell it off slowly, and then break the 589 00:21:03,234 --> 00:21:03,734 system. 590 00:21:05,394 --> 00:21:06,775 Not just break the system. 591 00:21:08,720 --> 00:21:11,119 But that's probably gonna happen, if not this 592 00:21:11,119 --> 00:21:11,859 year, next. 593 00:21:12,559 --> 00:21:13,700 So when I'm explaining 594 00:21:14,799 --> 00:21:16,740 crypto to people, cryptographic 595 00:21:17,279 --> 00:21:19,059 hash algorithms, cryptographic algorithms, 596 00:21:20,240 --> 00:21:21,974 one way I tend to do it, which 597 00:21:22,054 --> 00:21:23,815 which crypto people think I'm nuts to do 598 00:21:23,815 --> 00:21:25,595 it this way, is that 599 00:21:26,054 --> 00:21:26,794 I have 600 00:21:29,815 --> 00:21:30,634 a I have 601 00:21:31,255 --> 00:21:33,434 a possible a three d array 602 00:21:33,974 --> 00:21:34,794 of possible 603 00:21:35,255 --> 00:21:36,029 input text 604 00:21:37,789 --> 00:21:38,690 Or clear text. 605 00:21:39,390 --> 00:21:42,130 If I pass it through this particular algorithm 606 00:21:42,590 --> 00:21:43,650 with this particular 607 00:21:44,029 --> 00:21:44,529 key, 608 00:21:44,910 --> 00:21:46,990 that is going to produce a three d 609 00:21:46,990 --> 00:21:48,690 array of possible outputs. 610 00:21:49,424 --> 00:21:50,325 So in reality, 611 00:21:51,025 --> 00:21:51,924 I could actually 612 00:21:52,625 --> 00:21:53,605 skip the algorithm, 613 00:21:55,345 --> 00:21:57,585 create the two three d thing, use it 614 00:21:57,585 --> 00:21:59,125 as a substitution cipher. 615 00:21:59,424 --> 00:22:02,225 And crypto people think that's insane. But that's 616 00:22:02,225 --> 00:22:03,924 really if you knew the entire 617 00:22:04,480 --> 00:22:06,419 scope of all possible inputs, 618 00:22:06,880 --> 00:22:08,980 you could know the scope of all possible 619 00:22:09,039 --> 00:22:09,539 outputs. 620 00:22:10,000 --> 00:22:12,159 And when you know both of those, it 621 00:22:12,159 --> 00:22:14,960 really is just it's a substitution cipher. I'm 622 00:22:14,960 --> 00:22:16,259 just taking this bit. 623 00:22:16,575 --> 00:22:18,734 That goes there. Oh, there it is over 624 00:22:18,734 --> 00:22:21,134 there. So it's kind of this it's kind 625 00:22:21,134 --> 00:22:21,634 of 626 00:22:22,015 --> 00:22:24,335 a a huge fancy so with quantum, I'm 627 00:22:24,335 --> 00:22:26,194 guessing what you're saying is that, 628 00:22:26,815 --> 00:22:29,554 as you said, you can kind of explore 629 00:22:29,615 --> 00:22:31,315 the entire maze at once, 630 00:22:31,779 --> 00:22:33,460 which is still something that's very hard to 631 00:22:33,460 --> 00:22:33,960 understand. 632 00:22:34,339 --> 00:22:36,920 I could explore the entire input space 633 00:22:37,700 --> 00:22:40,339 and therefore see or I could see the 634 00:22:40,339 --> 00:22:42,980 entire output space and explore, like, what the 635 00:22:42,980 --> 00:22:44,505 possible inputs are. 636 00:22:44,984 --> 00:22:47,164 And I can actually reverse the crypto 637 00:22:48,585 --> 00:22:51,384 without having to, like, necessarily know what the 638 00:22:51,384 --> 00:22:52,125 key is. 639 00:22:52,424 --> 00:22:53,785 So yes and yes and no. I think 640 00:22:53,785 --> 00:22:55,305 that Okay. There's a little bit of an 641 00:22:55,305 --> 00:22:57,944 oversimplification that I absolutely don't wanna pretend that 642 00:22:57,944 --> 00:22:59,404 I know the answer to here. But 643 00:22:59,779 --> 00:23:01,380 what I thought I heard you say was 644 00:23:01,380 --> 00:23:03,940 that we can explore all at once. It's 645 00:23:03,940 --> 00:23:05,940 that the quantum computer can do it all 646 00:23:05,940 --> 00:23:07,819 at once. So we don't see that. Right. 647 00:23:07,819 --> 00:23:09,539 You know, we're not seeing all possibilities at 648 00:23:09,539 --> 00:23:10,839 once. We could not comprehend, 649 00:23:11,220 --> 00:23:12,919 let alone be able to witness. 650 00:23:13,355 --> 00:23:15,035 So it's it's more that we have an 651 00:23:15,035 --> 00:23:16,255 answer sitting over here 652 00:23:16,634 --> 00:23:18,815 and Quantum's figuring out what's the right question 653 00:23:19,195 --> 00:23:21,595 to that answer and we'll only provide you 654 00:23:21,595 --> 00:23:22,974 with what fits this lock 655 00:23:23,355 --> 00:23:25,529 after going through all the possibilities. Right. To 656 00:23:25,609 --> 00:23:27,049 To be able to explore all those possibilities, 657 00:23:27,049 --> 00:23:28,410 I have no idea what kind of access 658 00:23:28,410 --> 00:23:29,390 we have into that. 659 00:23:30,890 --> 00:23:33,210 Right. But that's but that's essentially, it seems 660 00:23:33,210 --> 00:23:35,390 to me, how this would solve that problem. 661 00:23:35,609 --> 00:23:37,309 Yeah. So that's all we care about. Right? 662 00:23:37,529 --> 00:23:39,210 We don't care about all the possibilities. We 663 00:23:39,210 --> 00:23:40,525 just care about the ones that lead where 664 00:23:40,525 --> 00:23:41,965 we're trying to go. Right. We're trying to 665 00:23:41,965 --> 00:23:44,125 break key. Exactly. Or yeah. Or you can 666 00:23:44,125 --> 00:23:46,365 look at Quantum like a skeleton key. Yeah. 667 00:23:46,365 --> 00:23:49,005 It just fits every lock, not because it's 668 00:23:49,005 --> 00:23:50,765 a skeleton key, but because it is every 669 00:23:50,765 --> 00:23:51,984 key at the same time. 670 00:23:53,119 --> 00:23:54,659 So when we say that 671 00:23:55,119 --> 00:23:56,419 you're going to have 672 00:23:56,960 --> 00:23:58,740 a quantum safe crypto 673 00:23:59,200 --> 00:23:59,700 algorithm, 674 00:24:00,319 --> 00:24:02,500 I'm not entirely certain how you could 675 00:24:03,359 --> 00:24:04,579 given that description. 676 00:24:05,575 --> 00:24:07,994 Well, you know, defense and offense is not 677 00:24:08,134 --> 00:24:09,914 you make something and now I've perfectly, 678 00:24:10,535 --> 00:24:11,815 an old that out, and then you make 679 00:24:11,815 --> 00:24:14,215 something, I know that out. It's something advances, 680 00:24:14,215 --> 00:24:17,434 something advances higher, something advances higher. So blockchain 681 00:24:17,575 --> 00:24:18,235 right now 682 00:24:18,599 --> 00:24:21,720 has created the system, Satoshi's model of proof 683 00:24:21,720 --> 00:24:23,000 of work, which we now use for proof 684 00:24:23,000 --> 00:24:25,019 of stake, proof of time, etcetera, 685 00:24:25,640 --> 00:24:27,420 that decentralized model that, 686 00:24:28,519 --> 00:24:30,440 makes it so hard of a complication in 687 00:24:30,440 --> 00:24:31,420 order to fit. 688 00:24:31,934 --> 00:24:34,335 That's the highest level of calculation that we 689 00:24:34,335 --> 00:24:36,194 have. That's why, you know, that's the crypto 690 00:24:36,414 --> 00:24:37,554 part of this. 691 00:24:38,174 --> 00:24:38,914 The quantum 692 00:24:39,454 --> 00:24:40,894 will be able to break that, but then 693 00:24:40,894 --> 00:24:42,674 you'll be able to do a quantum blockchain. 694 00:24:43,454 --> 00:24:44,815 So at the same time as you have 695 00:24:44,815 --> 00:24:45,794 the thing that kills 696 00:24:46,255 --> 00:24:46,755 the 697 00:24:47,069 --> 00:24:47,809 regular blockchain 698 00:24:48,190 --> 00:24:50,529 you have the potential of the quantum blockchain 699 00:24:50,669 --> 00:24:52,509 which can be just as simple as a 700 00:24:52,509 --> 00:24:53,009 crypto, 701 00:24:54,990 --> 00:24:57,089 what's the word I used before entropy. 702 00:24:57,630 --> 00:25:00,450 You can just basically create the entropy key 703 00:25:00,914 --> 00:25:02,835 on top of the crypto you have now. 704 00:25:02,835 --> 00:25:04,515 And that's what the government's doing when they're 705 00:25:04,515 --> 00:25:05,235 talking about, 706 00:25:05,955 --> 00:25:08,035 making sure that files just files not like 707 00:25:08,035 --> 00:25:10,215 blockchain anything are crypto safe. 708 00:25:10,835 --> 00:25:13,394 It's creating those those hashes that are on 709 00:25:13,394 --> 00:25:15,475 a crypto level rather than those hashes that 710 00:25:15,475 --> 00:25:17,470 are just on a regular compute level. 711 00:25:18,089 --> 00:25:19,230 So just feeding 712 00:25:19,769 --> 00:25:21,710 the key or the the 713 00:25:22,330 --> 00:25:24,029 seed for the hash 714 00:25:25,289 --> 00:25:26,509 with a more complex 715 00:25:28,009 --> 00:25:28,990 or a longer 716 00:25:29,615 --> 00:25:32,355 key or hash, which ramps up the complexity 717 00:25:33,535 --> 00:25:34,994 in a way that makes it 718 00:25:35,455 --> 00:25:35,955 harder 719 00:25:36,494 --> 00:25:38,355 to explore the entire space. 720 00:25:39,134 --> 00:25:41,775 Right. What what I'm hoping, because this can't 721 00:25:41,855 --> 00:25:43,875 isn't proven yet, is that 722 00:25:44,500 --> 00:25:45,720 defense naturally 723 00:25:46,259 --> 00:25:48,419 wins over over offense when all things are 724 00:25:48,419 --> 00:25:50,900 being equal. So a quantum computer can break 725 00:25:50,900 --> 00:25:53,539 anything that's not quantum, but a quantum computer 726 00:25:53,539 --> 00:25:54,839 can't play like a blockchain, 727 00:25:56,259 --> 00:25:59,244 quantum without itself needing, you know, thousands of 728 00:25:59,244 --> 00:26:01,025 years or whatever to to 729 00:26:01,325 --> 00:26:03,005 to break it. That's a one to one 730 00:26:03,005 --> 00:26:05,244 analogy. I don't know if that's proper or 731 00:26:05,244 --> 00:26:06,865 not. I'm theorizing here. 732 00:26:07,404 --> 00:26:09,724 I'm hoping that stays the case because we've 733 00:26:09,724 --> 00:26:10,705 got to rely on 734 00:26:11,509 --> 00:26:13,349 some parts of reality sticking through as we 735 00:26:13,349 --> 00:26:14,169 go through this. 736 00:26:14,950 --> 00:26:15,450 Yeah. 737 00:26:15,990 --> 00:26:16,970 Yeah. Very interesting. 738 00:26:17,269 --> 00:26:19,509 So that was that was one. There were 739 00:26:19,509 --> 00:26:20,009 other 740 00:26:20,470 --> 00:26:22,890 other than breaking blockchain, there were other 741 00:26:23,765 --> 00:26:24,904 predictions you had 742 00:26:25,365 --> 00:26:27,605 about what's coming this year. Any one of 743 00:26:27,605 --> 00:26:30,085 those you wanna talk about first? No. Not 744 00:26:30,085 --> 00:26:31,144 really. Tom? 745 00:26:32,085 --> 00:26:33,605 No. Let's just hear him. What's on your 746 00:26:33,605 --> 00:26:35,845 mind? I don't know. I'm trying to prime 747 00:26:35,845 --> 00:26:37,204 you guys because I don't remember what I 748 00:26:37,204 --> 00:26:38,984 said. I'm trying to remember. 749 00:26:40,380 --> 00:26:41,700 It's like, no. There's more choice we're trying 750 00:26:41,700 --> 00:26:43,740 to get to, like, because because there's still 751 00:26:43,740 --> 00:26:44,799 many damn things. 752 00:26:46,140 --> 00:26:48,559 Well, let's let's talk about quantum and AI. 753 00:26:48,940 --> 00:26:51,100 Yeah. So what is the intersection there that 754 00:26:51,100 --> 00:26:51,840 you find 755 00:26:52,605 --> 00:26:53,105 fascinating? 756 00:26:53,404 --> 00:26:55,085 Because I, like, I, like, have my own 757 00:26:55,085 --> 00:26:57,184 thoughts about AI, but it's another entire 758 00:26:58,204 --> 00:27:00,224 realm. It's philosophical. It's epistemology, 759 00:27:01,085 --> 00:27:02,625 stuff like that. So 760 00:27:03,005 --> 00:27:04,704 what about AI and quantum? 761 00:27:05,179 --> 00:27:07,599 Do you find that that particular combination 762 00:27:08,299 --> 00:27:09,200 to be fascinating? 763 00:27:10,140 --> 00:27:10,640 So 764 00:27:11,179 --> 00:27:12,380 well, I mean, we hinted at this a 765 00:27:12,380 --> 00:27:14,480 little bit with the maze. There's a way, 766 00:27:15,579 --> 00:27:17,839 think of AI as software. 767 00:27:18,734 --> 00:27:20,515 Think of quantum as hardware. 768 00:27:21,454 --> 00:27:23,295 And even that's an analogy in and of 769 00:27:23,295 --> 00:27:25,535 itself, but even though it sounds like it's 770 00:27:25,535 --> 00:27:26,674 exactly one to one. 771 00:27:27,375 --> 00:27:28,674 But how is, 772 00:27:29,535 --> 00:27:30,035 AI 773 00:27:30,575 --> 00:27:31,875 going through the maze? 774 00:27:32,500 --> 00:27:33,159 It is 775 00:27:33,619 --> 00:27:37,220 building probabilistic behavior that it's learning from and 776 00:27:37,220 --> 00:27:39,539 referring back to. And that's why we keep 777 00:27:39,539 --> 00:27:41,640 thinking AI is sentient because it has recall. 778 00:27:42,819 --> 00:27:44,339 You know, a thousand tokens or a million 779 00:27:44,339 --> 00:27:45,955 tokens or whatever it is, but, you know, 780 00:27:45,955 --> 00:27:47,174 enough for recall. 781 00:27:47,555 --> 00:27:50,275 And then it keeps building that into from 782 00:27:50,275 --> 00:27:53,174 memory into behavior that it can reference. 783 00:27:55,075 --> 00:27:56,295 That by itself 784 00:27:56,595 --> 00:27:57,095 is 785 00:27:57,475 --> 00:27:57,975 intelligence. 786 00:27:58,674 --> 00:28:00,940 You know, it's this augmented intelligence or separated 787 00:28:00,940 --> 00:28:02,700 intelligence. We're trying to argue about what kind 788 00:28:02,700 --> 00:28:04,319 of intelligence it is, but it's an intelligence. 789 00:28:06,059 --> 00:28:08,380 The AI side of that sorry. The quantum 790 00:28:08,380 --> 00:28:10,619 side of that is this probabilistic where it's 791 00:28:10,619 --> 00:28:13,420 just proof forcing through all of reality because 792 00:28:13,420 --> 00:28:14,319 we have the 793 00:28:15,275 --> 00:28:17,275 benefit of living in only one slice of 794 00:28:17,275 --> 00:28:17,934 a possibility 795 00:28:18,474 --> 00:28:20,234 instead of everything all at once. So we're 796 00:28:20,234 --> 00:28:21,214 living with this 797 00:28:21,595 --> 00:28:22,095 multidimensional 798 00:28:22,554 --> 00:28:23,054 thing 799 00:28:23,994 --> 00:28:26,075 in our one dimensional world. Where if you 800 00:28:26,075 --> 00:28:28,575 combine those two things, where you're adding 801 00:28:28,990 --> 00:28:31,710 a multi dimensional capability of brute force all 802 00:28:31,710 --> 00:28:32,210 possibility 803 00:28:33,069 --> 00:28:34,049 with a 804 00:28:34,509 --> 00:28:35,009 transformer 805 00:28:35,869 --> 00:28:36,369 software 806 00:28:36,990 --> 00:28:38,049 that is all about 807 00:28:38,509 --> 00:28:40,690 learning and the probability on that. 808 00:28:41,434 --> 00:28:43,434 On the one hand, we can think about 809 00:28:43,434 --> 00:28:45,755 today's technology and just talk about, wow, I 810 00:28:45,755 --> 00:28:47,775 mean, that's probably what's gonna bring the singularity 811 00:28:48,075 --> 00:28:50,075 and that's basically the turbo boost AI that 812 00:28:50,075 --> 00:28:51,054 we're thinking of. 813 00:28:51,674 --> 00:28:54,634 But think more philosophically about it, what those 814 00:28:54,634 --> 00:28:56,174 really can mean to put those together. 815 00:28:56,670 --> 00:28:57,650 You have multidimensional 816 00:28:58,109 --> 00:28:58,609 AI. 817 00:28:59,230 --> 00:29:00,990 And I mean, we're in Douglas Adams space 818 00:29:00,990 --> 00:29:01,490 now. 819 00:29:03,390 --> 00:29:05,230 We're going to be getting to these things 820 00:29:05,230 --> 00:29:07,710 where if you're thinking about something that can 821 00:29:07,710 --> 00:29:10,910 learn probability over time of all things that 822 00:29:10,910 --> 00:29:11,570 are possible, 823 00:29:13,464 --> 00:29:14,924 It's it's almost like it's 824 00:29:16,345 --> 00:29:18,105 I I dare saying this because I don't 825 00:29:18,105 --> 00:29:19,544 even know what this hell this sounds like, 826 00:29:19,544 --> 00:29:20,044 but 827 00:29:20,825 --> 00:29:21,325 creating 828 00:29:22,024 --> 00:29:22,524 a, 829 00:29:23,704 --> 00:29:25,484 a reality as it goes, 830 00:29:26,829 --> 00:29:27,970 if that makes sense. 831 00:29:28,589 --> 00:29:31,710 Because it's saying, okay, what reality am I 832 00:29:31,710 --> 00:29:33,950 referring to here? What reality am I referring 833 00:29:33,950 --> 00:29:36,190 to here? And then learning back about what 834 00:29:36,190 --> 00:29:38,269 I just did. I'm going through the maze 835 00:29:38,269 --> 00:29:40,190 all the time at once and yet also 836 00:29:40,190 --> 00:29:41,569 learning while I'm doing it. 837 00:29:42,605 --> 00:29:44,545 Does that even make any sense at all? 838 00:29:45,565 --> 00:29:46,065 Possibly. 839 00:29:46,445 --> 00:29:49,025 Possibly. I'm I'm not I'm not certain it's 840 00:29:49,565 --> 00:29:52,045 metaphysically coherent at this point. I would have 841 00:29:52,045 --> 00:29:53,244 to think about it. I would have to 842 00:29:53,244 --> 00:29:54,900 think about it more. But I'll put it 843 00:29:54,980 --> 00:29:56,500 I'll Google through the analogy of the the 844 00:29:56,500 --> 00:29:59,000 electron then. So with the cloud, right, that 845 00:29:59,140 --> 00:30:00,259 we can do it on a quantum level 846 00:30:00,259 --> 00:30:02,340 because we'd say, okay, probability. We know where 847 00:30:02,340 --> 00:30:03,859 where it is because we can say the 848 00:30:03,859 --> 00:30:05,400 electrons everywhere all at once. 849 00:30:05,700 --> 00:30:07,059 Now we have AI to say, okay, based 850 00:30:07,059 --> 00:30:08,580 on everywhere all at once, where is it 851 00:30:08,580 --> 00:30:09,080 really? 852 00:30:09,664 --> 00:30:11,024 Great. Pick an anchor point. We can do 853 00:30:11,024 --> 00:30:12,704 it. But if you add AI on top 854 00:30:12,704 --> 00:30:13,284 of that, 855 00:30:13,825 --> 00:30:15,825 you can create the behavior. You can predict 856 00:30:15,825 --> 00:30:16,484 the behavior 857 00:30:17,105 --> 00:30:18,005 of that electron. 858 00:30:18,865 --> 00:30:20,784 You can see what it did every other 859 00:30:20,784 --> 00:30:23,150 time before this. Happy Pi Day by by 860 00:30:23,150 --> 00:30:23,809 the way. 861 00:30:24,589 --> 00:30:25,950 I just love that we're recording this on 862 00:30:25,950 --> 00:30:27,009 03/2014. 863 00:30:28,269 --> 00:30:29,730 So put put all that 864 00:30:30,109 --> 00:30:31,490 together and you're getting 865 00:30:32,750 --> 00:30:33,250 predictive 866 00:30:34,349 --> 00:30:34,849 intelligence 867 00:30:35,255 --> 00:30:37,255 cause that's basically what a gen AI is 868 00:30:37,255 --> 00:30:38,615 right now and I don't wanna pretend what 869 00:30:38,615 --> 00:30:39,815 comes after that. 870 00:30:40,855 --> 00:30:41,674 Mixed with 871 00:30:42,055 --> 00:30:42,955 multiple probability 872 00:30:43,335 --> 00:30:45,755 blockchain. Sorry. Multiple probability quantum. 873 00:30:46,934 --> 00:30:47,434 Interesting. 874 00:30:48,490 --> 00:30:48,990 So 875 00:30:51,130 --> 00:30:53,150 where do you think this takes us, 876 00:30:54,809 --> 00:30:56,509 from our perception of truth? 877 00:30:57,769 --> 00:30:58,669 Like, epistemology. 878 00:30:59,690 --> 00:31:00,909 Mhmm. Because 879 00:31:02,464 --> 00:31:04,484 I would I would argue that 880 00:31:04,865 --> 00:31:06,625 one of the major problems with AI right 881 00:31:06,625 --> 00:31:07,125 now 882 00:31:07,664 --> 00:31:10,164 is that it doesn't actually seek truth. 883 00:31:11,424 --> 00:31:13,605 It seeks the appearance of truth. 884 00:31:15,200 --> 00:31:16,099 That which 885 00:31:16,559 --> 00:31:19,039 which is why we think it's artificially intelligent 886 00:31:19,039 --> 00:31:21,140 because its answers are always plausible. 887 00:31:22,079 --> 00:31:24,400 Mhmm. And it does it doesn't actually seek 888 00:31:24,400 --> 00:31:25,859 truth. It seeks plausibility. 889 00:31:27,464 --> 00:31:28,904 And then, by the way, there there's a 890 00:31:28,904 --> 00:31:30,904 lot of philosophy behind this in in other 891 00:31:30,904 --> 00:31:32,285 areas, but go ahead, Tom. 892 00:31:33,144 --> 00:31:35,144 I would just kinda going back to the 893 00:31:35,144 --> 00:31:36,444 electron cloud model, 894 00:31:36,984 --> 00:31:38,424 you know, one of the reasons we use 895 00:31:38,424 --> 00:31:39,404 that is because 896 00:31:40,059 --> 00:31:42,059 the the probability of where any place that 897 00:31:42,059 --> 00:31:43,500 it might be is is good enough for 898 00:31:43,500 --> 00:31:46,220 our purposes. Yeah. We don't actually need to 899 00:31:46,220 --> 00:31:48,700 know the precise location of the electron. Right? 900 00:31:48,700 --> 00:31:50,380 We can build all sorts of things without 901 00:31:50,380 --> 00:31:53,085 knowing the precise. And and we certainly in 902 00:31:53,085 --> 00:31:54,525 that way of thinking, I'm not saying this 903 00:31:54,525 --> 00:31:55,724 is the way everyone should think, but in 904 00:31:55,724 --> 00:31:57,484 that way of thinking, we certainly don't need 905 00:31:57,484 --> 00:31:59,424 to know where the electron was two microseconds 906 00:31:59,565 --> 00:32:01,325 ago. Or how you know, whatever that scale 907 00:32:01,325 --> 00:32:03,484 that unit is wrong. But like like where 908 00:32:03,484 --> 00:32:05,085 where was it a little bit ago and 909 00:32:05,085 --> 00:32:06,625 where was it a little bit before that? 910 00:32:06,820 --> 00:32:08,900 Not useful for us. We actually don't have 911 00:32:08,900 --> 00:32:10,500 the capability to harness it even if we 912 00:32:10,500 --> 00:32:12,200 knew that. And so, 913 00:32:12,740 --> 00:32:14,420 you know, with the Electron Cloud model as 914 00:32:14,420 --> 00:32:15,080 sort of 915 00:32:15,460 --> 00:32:16,680 a a base for us. 916 00:32:17,059 --> 00:32:19,220 Truths would be, well, two units of time 917 00:32:19,220 --> 00:32:21,299 ago the Electron was here, but does that 918 00:32:21,299 --> 00:32:23,724 help us? What is what what does that 919 00:32:23,724 --> 00:32:25,724 do for us, and what what possibilities does 920 00:32:25,724 --> 00:32:26,384 that enable? 921 00:32:27,085 --> 00:32:27,585 Yeah. 922 00:32:28,045 --> 00:32:29,805 And and and that'd be before you jump 923 00:32:29,805 --> 00:32:31,724 in, Jamie, I'll just say Yeah. That's actually 924 00:32:31,724 --> 00:32:33,505 what's useful about quantum. 925 00:32:34,204 --> 00:32:37,259 Is it just like you're saying, Tom, we 926 00:32:37,259 --> 00:32:39,519 can build useful things without knowing. 927 00:32:40,139 --> 00:32:41,039 And in fact, 928 00:32:41,579 --> 00:32:43,599 there in many ways we cannot know. 929 00:32:44,460 --> 00:32:45,919 Because once we know, 930 00:32:46,380 --> 00:32:47,759 we lose other information. 931 00:32:48,539 --> 00:32:50,720 Data itself is a trade off, right? 932 00:32:51,605 --> 00:32:54,765 Heisenberg's uncertainty principle, right? I can say, if 933 00:32:54,765 --> 00:32:57,305 I can measure the location of this electron, 934 00:32:57,845 --> 00:33:00,424 once I have measured it, it is impossible 935 00:33:00,644 --> 00:33:01,384 for me 936 00:33:01,845 --> 00:33:03,785 to measure the vector 937 00:33:04,880 --> 00:33:06,880 of that electron, where it's going. Because you've 938 00:33:06,880 --> 00:33:08,240 changed it by observing it. Because you've changed 939 00:33:08,240 --> 00:33:09,619 it by measuring it. Right? 940 00:33:10,079 --> 00:33:12,579 So the usefulness comes from suspending 941 00:33:12,960 --> 00:33:13,460 disbelief 942 00:33:14,240 --> 00:33:15,940 or suspending the importance 943 00:33:16,720 --> 00:33:18,799 of knowing where it is and where it's 944 00:33:18,799 --> 00:33:19,299 going 945 00:33:19,994 --> 00:33:23,295 and building something outside of that based on 946 00:33:23,515 --> 00:33:24,255 the probability. 947 00:33:24,875 --> 00:33:26,875 So quantum seems to me to have that 948 00:33:26,875 --> 00:33:27,695 same principle. 949 00:33:28,234 --> 00:33:30,575 I don't really care what the 950 00:33:31,115 --> 00:33:33,535 what the particular translation from this 951 00:33:34,309 --> 00:33:36,490 space to that particular space is. 952 00:33:37,349 --> 00:33:39,349 I care about the probability and what can 953 00:33:39,349 --> 00:33:40,730 I can do that's useful 954 00:33:41,429 --> 00:33:42,730 based on that probability? 955 00:33:44,470 --> 00:33:46,470 So I'm so glad I didn't jump in 956 00:33:46,470 --> 00:33:47,910 there because that adds so much to where 957 00:33:47,910 --> 00:33:49,049 I wanted to go anyway. 958 00:33:50,375 --> 00:33:52,154 Think of the the photon split, 959 00:33:52,534 --> 00:33:54,294 point, you know, like it it I don't 960 00:33:54,294 --> 00:33:55,335 know where it falls on the hands, but 961 00:33:55,335 --> 00:33:56,214 what do you get? You get a bell 962 00:33:56,214 --> 00:33:57,115 curve of probability. 963 00:33:57,654 --> 00:34:00,534 So from our human minds, we go, I 964 00:34:00,534 --> 00:34:01,734 guess that means it's at the top of 965 00:34:01,734 --> 00:34:04,259 the bell curve. No, it's still everywhere all 966 00:34:04,259 --> 00:34:06,519 at once. It's just it's still just probability. 967 00:34:06,579 --> 00:34:09,079 And what you're learning is it's a probability. 968 00:34:09,139 --> 00:34:10,280 Here's its probabilities. 969 00:34:11,219 --> 00:34:11,719 So, 970 00:34:12,739 --> 00:34:14,099 you have to go back to the human 971 00:34:14,099 --> 00:34:14,599 condition 972 00:34:15,300 --> 00:34:15,800 of 973 00:34:16,664 --> 00:34:17,164 our 974 00:34:17,545 --> 00:34:20,204 rock and a hard place of being stuck 975 00:34:20,505 --> 00:34:21,485 in this body 976 00:34:22,425 --> 00:34:23,565 but with the imagination, 977 00:34:25,704 --> 00:34:27,005 you know, that is unlimited. 978 00:34:27,545 --> 00:34:29,324 So we've been living through 979 00:34:30,019 --> 00:34:32,019 what is the future look like? What's going 980 00:34:32,019 --> 00:34:33,719 to happen beyond us? What happened before 981 00:34:34,260 --> 00:34:35,940 us? What is probability like we're able to 982 00:34:35,940 --> 00:34:36,920 have these conversations 983 00:34:37,380 --> 00:34:38,199 to a point. 984 00:34:38,500 --> 00:34:40,099 But there's no way for us to live 985 00:34:40,099 --> 00:34:42,019 in a lot of this stuff. And you're 986 00:34:42,019 --> 00:34:44,039 talking about these limits like we have truths. 987 00:34:44,704 --> 00:34:46,005 Like your shirt 988 00:34:46,385 --> 00:34:49,105 is brown and blue and white. No, it 989 00:34:49,105 --> 00:34:50,804 isn't. That's my interpretation 990 00:34:51,184 --> 00:34:52,864 of it. You know, a bird's gonna look 991 00:34:52,864 --> 00:34:54,864 at that and see the the different frequencies 992 00:34:54,864 --> 00:34:56,545 and the ultraviolet stuff. And and you're and 993 00:34:56,545 --> 00:34:58,065 the colored one person's gonna see it different 994 00:34:58,065 --> 00:35:00,380 too. Truth is something that we invented. 995 00:35:01,559 --> 00:35:03,800 Math only exists because we're capable of seeing 996 00:35:03,800 --> 00:35:05,719 it. There's other things in the quantum realm 997 00:35:05,719 --> 00:35:08,059 that we're gonna start seeing that are there 998 00:35:08,839 --> 00:35:11,000 only because of our interpretation of it. They're 999 00:35:11,000 --> 00:35:11,819 always guardrails. 1000 00:35:12,355 --> 00:35:12,855 Observation 1001 00:35:13,155 --> 00:35:14,775 always changes the definition 1002 00:35:15,235 --> 00:35:16,695 no matter what it is. 1003 00:35:17,075 --> 00:35:19,335 So the observer effect creates 1004 00:35:19,795 --> 00:35:22,114 the guardrails of a definition of something. All 1005 00:35:22,114 --> 00:35:23,335 definitions are 1006 00:35:24,035 --> 00:35:25,255 not fully encompassing 1007 00:35:25,635 --> 00:35:27,809 no matter what they are. So if you 1008 00:35:27,809 --> 00:35:29,989 if you think from that perspective of our 1009 00:35:30,530 --> 00:35:33,250 limited human capacity, our curse of being able 1010 00:35:33,250 --> 00:35:33,750 to 1011 00:35:34,130 --> 00:35:36,150 know way more than we're capable of experiencing 1012 00:35:36,690 --> 00:35:37,190 or 1013 00:35:37,730 --> 00:35:39,829 imagine way more than we're capable of experiencing 1014 00:35:40,930 --> 00:35:41,989 that plays into 1015 00:35:42,764 --> 00:35:44,605 a lot of this in terms of looking 1016 00:35:44,605 --> 00:35:45,105 at 1017 00:35:45,644 --> 00:35:47,585 the the cloud or seeing what what probability 1018 00:35:47,804 --> 00:35:48,545 is or 1019 00:35:49,085 --> 00:35:51,324 how we're trying to define something because we 1020 00:35:51,324 --> 00:35:53,424 have to get our heads into a quantum 1021 00:35:54,630 --> 00:35:56,710 space rather than, I'll go to Marvel and 1022 00:35:56,710 --> 00:35:57,210 what 1023 00:35:57,510 --> 00:35:58,809 if? You know, they're 1024 00:35:59,109 --> 00:36:01,109 they're stuck in the multiverse stuff like they're 1025 00:36:01,109 --> 00:36:02,409 tripping into that space 1026 00:36:02,869 --> 00:36:05,049 and they're trying to explain it all away 1027 00:36:05,109 --> 00:36:06,630 and you end up with this this whole 1028 00:36:06,630 --> 00:36:08,710 thing of like finding the different timelines and 1029 00:36:08,710 --> 00:36:09,210 everything. 1030 00:36:09,575 --> 00:36:11,575 They are explaining the quantum to us both, 1031 00:36:11,575 --> 00:36:13,735 you know, the quantum realm and also on 1032 00:36:13,735 --> 00:36:15,655 the super timeline of all the universe. Same 1033 00:36:15,655 --> 00:36:16,934 rules apply all the way at the top 1034 00:36:16,934 --> 00:36:18,135 and all the way at the bottom. We're 1035 00:36:18,135 --> 00:36:18,954 back to probabilities. 1036 00:36:19,815 --> 00:36:22,215 So, you know, even Disney can help with 1037 00:36:22,215 --> 00:36:23,515 moving us in this direction. 1038 00:36:26,239 --> 00:36:27,380 Okay. So 1039 00:36:28,159 --> 00:36:28,659 AI 1040 00:36:29,039 --> 00:36:31,860 or LLMs. I hate using the word AI 1041 00:36:32,079 --> 00:36:35,139 because AI is, like, has a specific meaning, 1042 00:36:35,199 --> 00:36:37,300 and we just apply it to everything, 1043 00:36:37,679 --> 00:36:40,594 like, regardless. We're like, oh, it's AI. Well, 1044 00:36:40,594 --> 00:36:42,594 we used to call expert systems AI. Now 1045 00:36:42,594 --> 00:36:45,155 we call LLMs AI. Like, we just like 1046 00:36:45,235 --> 00:36:46,135 it's it's 1047 00:36:46,514 --> 00:36:47,974 okay. Call it it's an LLM. 1048 00:36:48,514 --> 00:36:50,534 It's a large language model. Right? 1049 00:36:50,980 --> 00:36:53,219 It it may be within the the you 1050 00:36:53,219 --> 00:36:54,900 may be able to classify it within the 1051 00:36:54,900 --> 00:36:55,880 realm of AI, 1052 00:36:56,260 --> 00:36:56,760 but, 1053 00:36:57,140 --> 00:36:59,140 you know, we tend to over we tend 1054 00:36:59,140 --> 00:37:01,079 to overplay our classification here. 1055 00:37:01,539 --> 00:37:02,360 So LLMs 1056 00:37:02,660 --> 00:37:05,320 and quantum, and then we talked about crypto 1057 00:37:06,525 --> 00:37:08,304 and the impact on 1058 00:37:08,605 --> 00:37:10,545 which is not just a blockchain problem. 1059 00:37:10,844 --> 00:37:11,744 It's an overall 1060 00:37:12,045 --> 00:37:12,545 problem 1061 00:37:12,844 --> 00:37:14,704 for all crypto. Right? 1062 00:37:15,085 --> 00:37:18,144 That Oh, of course. Yeah. Because because crypto 1063 00:37:18,204 --> 00:37:20,840 is actually predicated. We tend to think that 1064 00:37:20,840 --> 00:37:22,699 crypto is predicated on the idea 1065 00:37:23,000 --> 00:37:25,320 that I'm gonna protect this information forever, and 1066 00:37:25,320 --> 00:37:26,780 that's absolutely untrue. 1067 00:37:27,559 --> 00:37:30,840 Crypto is predicated on the idea that there 1068 00:37:30,840 --> 00:37:32,780 is a time value to information. 1069 00:37:33,824 --> 00:37:35,425 And as long as I can keep you 1070 00:37:35,425 --> 00:37:36,644 from getting the information 1071 00:37:37,425 --> 00:37:40,405 before its value runs out in time, 1072 00:37:42,224 --> 00:37:44,164 then I have done good enough. 1073 00:37:44,864 --> 00:37:46,864 Because frankly, there's there's no way to protect 1074 00:37:46,864 --> 00:37:47,925 information forever. 1075 00:37:48,389 --> 00:37:49,909 I mean, there's always a way to break 1076 00:37:49,909 --> 00:37:52,409 crypto. It's just a matter of how long 1077 00:37:52,469 --> 00:37:53,449 do you wanna take 1078 00:37:53,750 --> 00:37:54,809 and how many resources. 1079 00:37:55,429 --> 00:37:56,489 So it's like 1080 00:37:57,349 --> 00:37:58,809 building your house 1081 00:37:59,109 --> 00:38:01,049 so that it takes the burglar 1082 00:38:01,510 --> 00:38:03,510 two hours to break in instead of ten 1083 00:38:03,510 --> 00:38:04,010 minutes. 1084 00:38:04,994 --> 00:38:06,514 And it takes them a set set of 1085 00:38:06,514 --> 00:38:09,875 specialized tools, right, to break in instead of 1086 00:38:09,875 --> 00:38:12,214 just a hammer or just a flat bar. 1087 00:38:12,994 --> 00:38:14,694 Well, you've made you've made 1088 00:38:15,234 --> 00:38:17,655 the contents of the house are not worth 1089 00:38:18,355 --> 00:38:19,655 breaking in for 1090 00:38:20,250 --> 00:38:21,929 if it's gonna take me that much more 1091 00:38:21,929 --> 00:38:22,429 effort. 1092 00:38:22,890 --> 00:38:25,050 Like, there's a time value here. There's two 1093 00:38:25,050 --> 00:38:26,890 giant concepts you've just jumped in on here, 1094 00:38:26,890 --> 00:38:28,329 but I wanna make sure you finish your 1095 00:38:28,329 --> 00:38:30,250 sentence. No. It's fine. Yeah. That's that's what 1096 00:38:30,250 --> 00:38:32,650 I'm thinking. Like, so Yeah. For all of 1097 00:38:32,650 --> 00:38:33,150 crypto, 1098 00:38:33,530 --> 00:38:36,485 what what quantum really does is 1099 00:38:36,945 --> 00:38:37,765 it inverts 1100 00:38:38,305 --> 00:38:39,525 or breaks down 1101 00:38:39,985 --> 00:38:41,365 the time it takes 1102 00:38:42,945 --> 00:38:43,445 to 1103 00:38:43,744 --> 00:38:45,765 find this the clear text 1104 00:38:46,625 --> 00:38:47,845 instead of the ciphertext, 1105 00:38:49,345 --> 00:38:51,365 which then makes going after 1106 00:38:51,909 --> 00:38:54,409 less expensive or less valuable information 1107 00:38:55,190 --> 00:38:55,690 worthwhile 1108 00:38:56,789 --> 00:38:57,849 in a sense. So 1109 00:38:58,230 --> 00:38:58,630 do you, 1110 00:38:59,269 --> 00:39:01,449 one of the newer kinds of astrophysics 1111 00:39:01,989 --> 00:39:02,489 and, 1112 00:39:03,349 --> 00:39:05,030 things that people talk about with black holes 1113 00:39:05,030 --> 00:39:06,409 and stuff is, 1114 00:39:07,194 --> 00:39:08,494 there's another kind 1115 00:39:09,835 --> 00:39:11,355 of matter. I don't even know what you 1116 00:39:11,355 --> 00:39:12,014 call it, 1117 00:39:12,474 --> 00:39:13,214 that exists 1118 00:39:13,514 --> 00:39:16,074 in the universe because we are in a 1119 00:39:16,074 --> 00:39:16,574 time, 1120 00:39:18,155 --> 00:39:18,655 bar, 1121 00:39:19,994 --> 00:39:20,494 information. 1122 00:39:21,690 --> 00:39:22,829 It's kind of the, 1123 00:39:23,849 --> 00:39:26,730 the alignment with with entropy. The universe is 1124 00:39:26,730 --> 00:39:29,070 going from is going is moving towards entropy. 1125 00:39:29,289 --> 00:39:30,429 But along the way, 1126 00:39:31,130 --> 00:39:32,429 you can always slice, 1127 00:39:32,889 --> 00:39:34,570 the universe up into time and see what 1128 00:39:34,570 --> 00:39:37,005 information is where. And so there's this idea, 1129 00:39:37,005 --> 00:39:38,684 like, the black holes can can they erase 1130 00:39:38,684 --> 00:39:39,744 information or not? 1131 00:39:40,045 --> 00:39:41,824 But the point being there is 1132 00:39:42,525 --> 00:39:44,284 on that level, that's one of the deep 1133 00:39:44,284 --> 00:39:45,885 things that I think is worth going in 1134 00:39:45,885 --> 00:39:47,184 here. Quantum, 1135 00:39:47,565 --> 00:39:49,344 because it transcends its all possibilities, 1136 00:39:49,789 --> 00:39:52,269 it's able to know information before and after 1137 00:39:52,269 --> 00:39:52,769 something. 1138 00:39:53,070 --> 00:39:54,429 So, you know, it's the same thing as 1139 00:39:54,429 --> 00:39:55,550 like if you if you have a piece 1140 00:39:55,550 --> 00:39:57,789 of paper and you burn it, so it's 1141 00:39:57,789 --> 00:39:59,469 ash. There's no way to put that back 1142 00:39:59,469 --> 00:39:59,969 together. 1143 00:40:00,269 --> 00:40:03,150 However, theoretically, there is. Theoretically, you can get 1144 00:40:03,150 --> 00:40:05,054 the atoms back together in a way you 1145 00:40:05,054 --> 00:40:07,714 can not reverse time but actually rebuild it 1146 00:40:07,855 --> 00:40:08,914 so that it is 1147 00:40:09,375 --> 00:40:11,375 what the information held before that that is 1148 00:40:11,375 --> 00:40:12,355 in there somewhere. 1149 00:40:13,214 --> 00:40:15,474 And it's theoretical but that that point being 1150 00:40:16,014 --> 00:40:17,074 what from there 1151 00:40:17,534 --> 00:40:19,554 is accessible on a quantum 1152 00:40:20,390 --> 00:40:21,530 level to explore. 1153 00:40:21,989 --> 00:40:23,130 The idea of 1154 00:40:24,150 --> 00:40:27,530 data as it exists through time and changing 1155 00:40:27,590 --> 00:40:28,329 through time. 1156 00:40:29,110 --> 00:40:31,349 The other one is, and this is just 1157 00:40:31,349 --> 00:40:32,489 because you brought up LLMs, 1158 00:40:33,585 --> 00:40:36,484 the advancement of large language models. 1159 00:40:37,105 --> 00:40:38,784 And this is, I think, a really simple 1160 00:40:38,784 --> 00:40:40,724 way of describing where we're going with quantum. 1161 00:40:41,505 --> 00:40:43,445 One of the things that just came out 1162 00:40:43,664 --> 00:40:47,045 since we spoke last is large concept models. 1163 00:40:47,780 --> 00:40:49,719 It's another way of thinking. It's it's like 1164 00:40:50,019 --> 00:40:51,400 one thing past reasoning 1165 00:40:51,780 --> 00:40:54,199 because reasoning is like layered large language models. 1166 00:40:54,260 --> 00:40:56,440 Large concept models is I've got a concept 1167 00:40:57,300 --> 00:40:58,359 and then I'm going 1168 00:40:59,380 --> 00:41:00,739 to AI through it. I'm not even gonna 1169 00:41:00,739 --> 00:41:01,800 explain but 1170 00:41:02,264 --> 00:41:04,264 you can see down the road. I don't 1171 00:41:04,264 --> 00:41:06,204 have time to go into that. But like 1172 00:41:06,505 --> 00:41:06,904 what, 1173 00:41:07,385 --> 00:41:09,005 you can see down the road is large 1174 00:41:09,065 --> 00:41:09,565 probability 1175 00:41:10,105 --> 00:41:10,605 models. 1176 00:41:10,984 --> 00:41:11,484 Wait 1177 00:41:11,864 --> 00:41:12,525 a second. 1178 00:41:13,065 --> 00:41:15,164 Now we have within AI language 1179 00:41:16,820 --> 00:41:18,440 this way of using quantum 1180 00:41:18,980 --> 00:41:20,920 in the Gen AI structure, 1181 00:41:21,940 --> 00:41:22,440 large 1182 00:41:23,140 --> 00:41:25,559 probability models. Because in and of itself, 1183 00:41:26,019 --> 00:41:27,960 we are so so so nascent 1184 00:41:28,260 --> 00:41:29,460 with all of this stuff that all we 1185 00:41:29,460 --> 00:41:31,320 do is like we focus on a probability. 1186 00:41:32,154 --> 00:41:35,194 Right? But once you have multiple probabilities and 1187 00:41:35,194 --> 00:41:37,674 you start getting an emergence of data turning 1188 00:41:37,674 --> 00:41:38,494 into insights, 1189 00:41:38,954 --> 00:41:41,375 if you make a large probability model, 1190 00:41:42,394 --> 00:41:44,635 what is that? What does that allow for? 1191 00:41:44,635 --> 00:41:45,855 That's one of the things 1192 00:41:46,230 --> 00:41:47,690 that we can aim towards. 1193 00:41:48,150 --> 00:41:49,909 I have no idea what the hell an 1194 00:41:49,909 --> 00:41:50,969 LPM is, 1195 00:41:51,349 --> 00:41:51,849 but 1196 00:41:52,789 --> 00:41:54,389 there's an idea in your head of what 1197 00:41:54,389 --> 00:41:55,210 that could be 1198 00:41:55,909 --> 00:41:58,630 of putting multiple probabilities together. And that's kind 1199 00:41:58,630 --> 00:42:00,170 of what I was getting at with, like, 1200 00:42:00,924 --> 00:42:03,885 tracking two electrons and tracking eight and everything. 1201 00:42:03,885 --> 00:42:05,264 What do you get when you get 1202 00:42:06,204 --> 00:42:07,585 multiple amounts of probabilities 1203 00:42:07,964 --> 00:42:10,144 relating to each other and creating probabilistic, 1204 00:42:11,565 --> 00:42:14,045 outcomes and reference points from the past? And 1205 00:42:14,045 --> 00:42:15,599 that goes back to the, you know, the 1206 00:42:15,599 --> 00:42:16,139 information point. 1207 00:42:16,679 --> 00:42:18,760 Can we say, okay, if we take all 1208 00:42:18,760 --> 00:42:21,320 the probabilities of what this paper, this burnt 1209 00:42:21,320 --> 00:42:22,619 ash piece of paper has, 1210 00:42:23,000 --> 00:42:24,059 one of the probabilities 1211 00:42:24,440 --> 00:42:26,380 was how it was written out before. 1212 00:42:28,464 --> 00:42:28,964 Interesting. 1213 00:42:29,264 --> 00:42:29,764 Okay. 1214 00:42:30,464 --> 00:42:31,824 Well, I don't know. Have we gone in 1215 00:42:31,824 --> 00:42:33,744 deep enough into the rabbit hole? Should we 1216 00:42:33,744 --> 00:42:34,304 wrap up and 1217 00:42:36,704 --> 00:42:38,144 I think that's pretty good. I think we 1218 00:42:38,224 --> 00:42:39,585 I I I think we I think we've 1219 00:42:39,585 --> 00:42:41,670 gone deep into the rabbit hole here. Look. 1220 00:42:41,670 --> 00:42:43,030 We went around a giant circle and came 1221 00:42:43,030 --> 00:42:45,849 out with LPMs. Dudes, we just invented LPMs. 1222 00:42:47,909 --> 00:42:50,710 Nice. Yeah. We can always have another discussion 1223 00:42:50,710 --> 00:42:52,710 about AI and another, you know, three or 1224 00:42:52,710 --> 00:42:54,569 four, five, six months or something about 1225 00:42:55,655 --> 00:42:56,474 what continuing 1226 00:42:56,775 --> 00:42:58,875 to go on if that's still interesting, Jamie. 1227 00:43:00,135 --> 00:43:01,655 You know, it's gonna be a completely different 1228 00:43:01,655 --> 00:43:03,655 world by then. So it will be. There 1229 00:43:03,655 --> 00:43:05,114 you go. It might be. 1230 00:43:05,414 --> 00:43:05,815 We'll have a 1231 00:43:06,614 --> 00:43:09,114 we we should have a, did Jamie's predictions 1232 00:43:09,175 --> 00:43:09,914 come true 1233 00:43:10,409 --> 00:43:11,150 this year? 1234 00:43:11,929 --> 00:43:13,710 Next year this time? Yes. 1235 00:43:14,250 --> 00:43:15,530 Yes. We see how much of an idiot 1236 00:43:15,530 --> 00:43:17,929 Jamie was. But of course, we'll we'll never 1237 00:43:17,929 --> 00:43:19,849 try to track my predictions, of course. So 1238 00:43:20,730 --> 00:43:22,170 No. You are all knowing. You are all 1239 00:43:22,170 --> 00:43:23,789 probabilities at once, mister Artemis. 1240 00:43:25,565 --> 00:43:27,565 Yeah. I really I really do wish my 1241 00:43:27,565 --> 00:43:28,684 14 year old were here because you can 1242 00:43:28,684 --> 00:43:30,444 do 500 digits of pi, and I really 1243 00:43:30,444 --> 00:43:32,704 wanna honor pi day. That's awesome. 1244 00:43:33,005 --> 00:43:34,605 Oh, he stopped because his friend is a 1245 00:43:34,605 --> 00:43:36,144 thousand, and he's like, I can't. 1246 00:43:37,210 --> 00:43:38,730 Sometimes it sucks being the dumbest kid in 1247 00:43:38,730 --> 00:43:39,710 the smartest room. 1248 00:43:41,849 --> 00:43:42,349 Nice. 1249 00:43:43,610 --> 00:43:46,570 Alright. Cool. So, Jamie, where can people get 1250 00:43:46,570 --> 00:43:48,269 in touch with you, follow you, 1251 00:43:48,650 --> 00:43:49,150 websites, 1252 00:43:49,849 --> 00:43:50,349 blogs, 1253 00:43:51,025 --> 00:43:51,525 social 1254 00:43:52,065 --> 00:43:55,045 media, antisocial media. Antisocial medias. 1255 00:43:55,905 --> 00:43:56,405 Antimatter 1256 00:43:56,945 --> 00:43:57,445 media. 1257 00:43:58,304 --> 00:44:00,144 You can you always find me on LinkedIn, 1258 00:44:00,144 --> 00:44:02,465 Jamie Schwarz. There's a lovely, smiled beard man 1259 00:44:02,465 --> 00:44:04,965 looking at you. I'm on brandtherapy.coach. 1260 00:44:05,099 --> 00:44:07,900 You can always talk to my, LLM. There's 1261 00:44:07,900 --> 00:44:10,059 a brand therapist on there that's like me 1262 00:44:10,059 --> 00:44:11,039 waiting for you. 1263 00:44:11,579 --> 00:44:13,579 The new ventures with the the patents are 1264 00:44:13,579 --> 00:44:14,460 marked.art 1265 00:44:14,460 --> 00:44:15,579 and marked.dj 1266 00:44:15,579 --> 00:44:16,619 m r k d 1267 00:44:17,099 --> 00:44:18,800 Art m r k d Dj. 1268 00:44:19,235 --> 00:44:21,175 And that would be another fun conversation 1269 00:44:21,474 --> 00:44:23,875 because we've got a lot of crazy things 1270 00:44:23,875 --> 00:44:25,494 happening over the next few quarters. 1271 00:44:25,954 --> 00:44:27,974 Okay. Cool. And, Tom? 1272 00:44:28,755 --> 00:44:30,135 You can find me on LinkedIn. 1273 00:44:30,755 --> 00:44:32,934 You made it longer than usual. 1274 00:44:33,235 --> 00:44:35,010 I know. I don't know what to do 1275 00:44:35,010 --> 00:44:35,750 about that. 1276 00:44:36,530 --> 00:44:38,530 Alright. I am Russ White. You can always 1277 00:44:38,530 --> 00:44:39,809 find me here on the hedge at rule 1278 00:44:39,809 --> 00:44:41,269 eleven dot tech on LinkedIn, 1279 00:44:41,969 --> 00:44:43,349 on x, antisocial 1280 00:44:43,650 --> 00:44:47,329 media, LinkedIn, whatever. Don't don't really go there. 1281 00:44:47,329 --> 00:44:48,309 I mean, anyway, 1282 00:44:49,284 --> 00:44:50,804 we know that we live in an attention 1283 00:44:50,804 --> 00:44:51,625 driven economy, 1284 00:44:52,485 --> 00:44:54,724 and your time is important to us. And 1285 00:44:54,724 --> 00:44:56,965 we just hope we're presenting interesting and good 1286 00:44:56,965 --> 00:44:59,125 content for you to listen to. Thank you. 1287 00:44:59,125 --> 00:45:00,724 Thank you for listening all the way to 1288 00:45:00,724 --> 00:45:02,409 the bitter end of this hedge, and we 1289 00:45:02,409 --> 00:45:03,469 will catch you next 1290 00:45:06,489 --> 00:45:06,989 time.