1 00:00:00,014 --> 00:00:02,359 Previously, on "The Girlfriend Experience"... 2 00:00:02,546 --> 00:00:04,569 Do you know how to use your tongue, Paul? 3 00:00:04,654 --> 00:00:05,872 Let me show you. 4 00:00:06,049 --> 00:00:07,687 Not so fast. 5 00:00:07,842 --> 00:00:09,436 He responded positively to me 6 00:00:09,521 --> 00:00:11,453 putting him in a submissive position. 7 00:00:11,538 --> 00:00:13,105 On your knees. 8 00:00:13,317 --> 00:00:14,585 He came twice 9 00:00:14,670 --> 00:00:16,933 and seemed surprised by his own body. 10 00:00:17,119 --> 00:00:18,226 The water molecules 11 00:00:18,311 --> 00:00:20,570 along your father's white matter tracts... 12 00:00:20,672 --> 00:00:22,007 There's an increased activity. 13 00:00:22,103 --> 00:00:23,713 Nobody really knows 14 00:00:23,821 --> 00:00:25,640 what's going on inside anybody's head. 15 00:00:25,906 --> 00:00:27,375 Won't take you long to figure it out. 16 00:00:27,460 --> 00:00:29,429 That'd be sloppy hiring if it did. 17 00:00:29,717 --> 00:00:31,015 What's your pitch? 18 00:00:31,148 --> 00:00:32,497 When given a choice, 19 00:00:32,582 --> 00:00:34,453 people essentially want a mirror. 20 00:00:34,650 --> 00:00:36,578 You've got my attention. 21 00:00:36,739 --> 00:00:39,524 Because we don't do sloppy hiring. 22 00:00:39,655 --> 00:00:41,766 It's definitely the fastest way for me to get off. 23 00:00:41,851 --> 00:00:44,413 Boy or girl. I want variety. 24 00:00:44,498 --> 00:00:46,065 It's not about what they want... 25 00:00:46,226 --> 00:00:47,532 It has to be a good handful. 26 00:00:47,663 --> 00:00:49,882 But how they're feeling about it in the moment. 27 00:00:50,013 --> 00:00:51,928 You can either give it to me or you can't. 28 00:00:52,065 --> 00:00:54,937 The object of desire is a foil. 29 00:00:55,469 --> 00:00:57,631 It doesn't actually exist. 30 00:02:50,366 --> 00:02:51,702 - Dodgers are on the board. - Posey, 31 00:02:51,809 --> 00:02:54,551 Posey! Right up my fucking ass! 32 00:03:03,351 --> 00:03:04,918 Cassie? 33 00:03:06,820 --> 00:03:08,289 Brett. 34 00:03:08,451 --> 00:03:11,085 Ah, long day curating at the Met? 35 00:03:12,476 --> 00:03:13,921 Come on in. 36 00:03:19,220 --> 00:03:20,460 Nice place. 37 00:03:21,820 --> 00:03:24,383 You rent it out as a college dorm? 38 00:03:24,468 --> 00:03:25,656 What? 39 00:03:25,812 --> 00:03:27,300 Oh. 40 00:03:27,515 --> 00:03:28,789 Uh, it's my manager's. 41 00:03:28,874 --> 00:03:31,101 He lets me crash here where I get sick of Chicago. 42 00:03:31,186 --> 00:03:32,367 And American chicks. 43 00:03:32,507 --> 00:03:34,101 You want a beer? 44 00:03:34,917 --> 00:03:36,304 Bloody love one. 45 00:03:36,487 --> 00:03:38,487 *THE GIRLFRIEND EXPERIENCE* Season 03 Episode 03 46 00:03:38,611 --> 00:03:40,443 Episode Title: 00:03:43,196 Pimply fag in Jersey prints analysis, 48 00:03:43,289 --> 00:03:44,500 averages over time. 49 00:03:44,585 --> 00:03:46,899 Plus my personal knowledge of the guys, like... 50 00:03:46,984 --> 00:03:48,017 Like Corey, right? 51 00:03:48,104 --> 00:03:49,507 Fuckin' love Corey. 52 00:03:49,592 --> 00:03:51,930 I'd party till the sun comes up with Corey, 53 00:03:52,015 --> 00:03:53,805 but would I bet on the guy? 54 00:03:53,936 --> 00:03:57,460 No fuckin' way, man. UCL's fucked to shit. 55 00:03:58,956 --> 00:04:00,055 Baseball player? 56 00:04:00,140 --> 00:04:01,204 Mm. 57 00:04:01,334 --> 00:04:03,597 With a fantasy baseball team? 58 00:04:03,728 --> 00:04:05,469 Math and money if you know your shit. 59 00:04:05,599 --> 00:04:07,906 You know, a lot of the guys do it. 60 00:04:08,037 --> 00:04:10,822 Kasabian's on mine, I'm on his. 61 00:04:10,953 --> 00:04:12,650 You know, till I fucked my shoulder up. 62 00:04:12,735 --> 00:04:14,492 You eat all the rice? 63 00:04:15,898 --> 00:04:17,133 Oh. 64 00:04:17,263 --> 00:04:18,703 So what about you, Princess Kate, huh? 65 00:04:18,787 --> 00:04:20,310 What gets you all hot and bothered? 66 00:04:20,440 --> 00:04:22,357 Cricket? Soccer? 67 00:04:22,765 --> 00:04:23,966 I like baseball. 68 00:04:24,272 --> 00:04:25,539 No, you don't. 69 00:04:25,664 --> 00:04:27,282 You don't have any baseball out here, man. 70 00:04:27,367 --> 00:04:28,710 Fuck baseball. 71 00:04:29,781 --> 00:04:31,364 I really do like it, though. 72 00:04:31,695 --> 00:04:33,382 Bullshit, you do. 73 00:04:33,570 --> 00:04:35,807 What you know about baseball? All prim and proper and shit. 74 00:04:35,891 --> 00:04:37,936 You got a fuckin' napkin in your lap. 75 00:04:38,162 --> 00:04:40,694 Come on. Don't be polite. 76 00:04:40,779 --> 00:04:42,843 I don't want you to like baseball. 77 00:04:44,351 --> 00:04:45,742 Okay. 78 00:04:46,539 --> 00:04:48,120 I don't like it, then. 79 00:04:48,251 --> 00:04:50,539 Well, now you're just doing what you're told. 80 00:04:51,281 --> 00:04:52,368 A'ight, a'ight, man. 81 00:04:52,453 --> 00:04:54,406 If you like it, you like it. 82 00:04:54,823 --> 00:04:56,661 That's the thing with you Brits, man. 83 00:04:56,746 --> 00:04:59,352 Y'all ain't got no confrontation in your society. 84 00:04:59,437 --> 00:05:01,811 All just all upright and agreeable. 85 00:05:01,896 --> 00:05:03,550 Afraid to fuck shit up. 86 00:05:08,382 --> 00:05:10,015 Seems to have worked for us so far. 87 00:05:10,226 --> 00:05:11,335 Yeah. 88 00:05:11,927 --> 00:05:14,000 But you'll never be a world power again. 89 00:05:14,857 --> 00:05:17,085 You know what happens to a stick in a windstorm? 90 00:05:17,584 --> 00:05:20,078 It cracks. Can't handle it. 91 00:05:20,326 --> 00:05:22,676 Too stiff to withstand the change in the air. 92 00:05:22,987 --> 00:05:24,597 Reeds, on the other hand... 93 00:05:27,515 --> 00:05:29,546 And that's you? 94 00:05:30,615 --> 00:05:32,320 Floppy reed? 95 00:05:36,934 --> 00:05:38,398 When I need to be. 96 00:05:51,923 --> 00:05:54,404 Pitch on the way... 97 00:05:54,549 --> 00:05:57,406 he chops one down the third base line. 98 00:05:57,490 --> 00:05:59,490 Fair ball!! 99 00:05:59,736 --> 00:06:01,173 Okay, turn around, turn around. 100 00:06:01,280 --> 00:06:02,190 - Yeah? - Yeah. 101 00:06:02,399 --> 00:06:03,342 Okay. 102 00:06:04,764 --> 00:06:06,244 What are you doing? 103 00:06:06,329 --> 00:06:08,054 - I wanna feel you. - No, not without a rubber. 104 00:06:08,139 --> 00:06:10,704 Oh, come on, babe. I can't feel anything. 105 00:06:10,789 --> 00:06:11,976 I don't believe you. 106 00:06:12,109 --> 00:06:14,728 - Try making me mad. - I'm mad for you. 107 00:06:14,859 --> 00:06:17,819 No, no, no, not... not... Not English mad. 108 00:06:17,949 --> 00:06:19,864 Get pissy with me. Let me have it. 109 00:06:19,958 --> 00:06:21,357 You want me to make you angry, 110 00:06:21,442 --> 00:06:25,272 - No, not angry. Mad, okay? - big boy? 111 00:06:25,739 --> 00:06:27,654 Let's fight and make things better. 112 00:06:32,865 --> 00:06:34,271 I'll be right back. 113 00:06:34,531 --> 00:06:35,880 - What? - Hold on. 114 00:06:38,230 --> 00:06:39,841 Oh, fuck. 115 00:06:41,753 --> 00:06:42,974 Come on. 116 00:06:44,643 --> 00:06:46,599 Real girls give shit. 117 00:07:13,267 --> 00:07:15,313 I just want to say it was really rude of you 118 00:07:15,398 --> 00:07:17,818 having the game on like that when I arrived. 119 00:07:18,037 --> 00:07:19,750 Oh, yeah? 120 00:07:25,739 --> 00:07:28,529 It was a shitty way to meet someone. 121 00:07:29,361 --> 00:07:30,951 Yeah, I don't believe you. 122 00:07:38,459 --> 00:07:40,162 Hey, I was watching that. 123 00:07:40,292 --> 00:07:42,779 And do you have any idea how much of a turn-off that is? 124 00:07:42,947 --> 00:07:44,862 I came over here tonight for a date, 125 00:07:44,993 --> 00:07:47,505 not to babysit some benched man-child 126 00:07:47,590 --> 00:07:50,076 wanking off to a make-believe game. 127 00:07:53,037 --> 00:07:55,592 Yeah, I don't feel anything. 128 00:08:04,107 --> 00:08:06,382 Do you think because somebody paid you a bit of money 129 00:08:06,467 --> 00:08:08,712 to run around in circles trying to catch a ball 130 00:08:08,797 --> 00:08:11,474 gives you some sort of authority on world politics? 131 00:08:13,404 --> 00:08:15,885 The U.K. may be on the decline, but so is the U.S., 132 00:08:15,970 --> 00:08:18,320 given your lazy choice of words. 133 00:08:18,504 --> 00:08:20,593 Nobody says "fag" anymore, Brett. 134 00:08:20,857 --> 00:08:24,099 Come on. It really gives you away. 135 00:08:26,134 --> 00:08:28,271 Call me when you grow the fuck up. 136 00:08:31,865 --> 00:08:33,991 - You think I'm joking? - Hey, hey, hey. 137 00:08:34,076 --> 00:08:35,554 - Let go of me. - Don't... don't fucking 138 00:08:35,639 --> 00:08:36,656 - walk out of that door. - I said let go. 139 00:08:36,740 --> 00:08:37,491 It's fucking over 140 00:08:37,591 --> 00:08:39,584 - if you walk out that fucking door. - Fucking let go! 141 00:08:42,617 --> 00:08:44,663 What the fuck is this, huh? 142 00:08:45,586 --> 00:08:48,021 You were... You were recording us, huh? 143 00:08:48,217 --> 00:08:49,217 That's illegal. 144 00:08:50,754 --> 00:08:52,016 I just turned it on. 145 00:08:52,123 --> 00:08:54,429 What the fuck for, huh? Blackmail? 146 00:08:54,584 --> 00:08:56,281 Jesus fucking Christ. 147 00:08:56,366 --> 00:08:58,738 God, Cassie, what is wrong with you? 148 00:09:00,272 --> 00:09:01,318 What? 149 00:09:07,768 --> 00:09:09,084 You mad now? 150 00:09:10,670 --> 00:09:11,959 What? 151 00:09:13,124 --> 00:09:16,193 - Mad now? - Uh... 152 00:09:17,466 --> 00:09:19,584 Oh, you fucking bitch. 153 00:09:26,218 --> 00:09:28,185 Don't ever do that to me again. 154 00:09:50,915 --> 00:09:53,517 Nobody thought she could pull it off. 155 00:09:53,906 --> 00:09:55,854 There we all stood waiting, 156 00:09:55,939 --> 00:09:59,782 freezing our bloody knickers off, eyes on the sea, 157 00:09:59,867 --> 00:10:02,681 when lo and behold to my astonishment, 158 00:10:02,977 --> 00:10:05,133 she emerged. 159 00:10:05,842 --> 00:10:08,674 We all leapt and yelled and cheered, 160 00:10:08,759 --> 00:10:10,747 arms around each other. 161 00:10:10,939 --> 00:10:14,185 Best day of my life, truth be told. 162 00:10:14,316 --> 00:10:17,275 I never remember feeling so... 163 00:10:18,874 --> 00:10:21,659 Excited, proud. 164 00:10:21,845 --> 00:10:25,806 The pupil has labeled it as, wait for it... 165 00:10:27,993 --> 00:10:29,251 Deep. 166 00:10:30,243 --> 00:10:31,942 Invigorated. 167 00:10:32,236 --> 00:10:35,330 One must be gentle with the pupil, all right? 168 00:10:35,415 --> 00:10:39,345 Actually, there's a wistfulness in her voice. 169 00:10:39,515 --> 00:10:41,560 Not in what she's saying, but how she's saying it. 170 00:10:41,697 --> 00:10:43,767 Sadness for a time that was. 171 00:10:44,564 --> 00:10:47,869 Intonation, pauses between words, 172 00:10:47,954 --> 00:10:50,221 anything that implies intent. 173 00:10:50,486 --> 00:10:51,657 We'll get there. 174 00:10:51,831 --> 00:10:54,138 We'll just break it down into different layers. 175 00:10:54,269 --> 00:10:56,126 Let's kick it up a notch. 176 00:10:56,618 --> 00:10:59,056 We need to stop calling it the pupil. 177 00:10:59,404 --> 00:11:02,509 We want this thing to read and write human emotions. 178 00:11:02,957 --> 00:11:04,970 We have to start treating it like a human. 179 00:11:06,618 --> 00:11:10,720 Hiris? Iram? 180 00:11:11,330 --> 00:11:13,220 How about Cassandra? 181 00:11:14,184 --> 00:11:17,986 Sounds Greek. Possibly tragic, too. 182 00:11:19,376 --> 00:11:21,209 The prophet that lied? 183 00:11:21,339 --> 00:11:23,036 Or at least everybody thought she did? 184 00:11:23,167 --> 00:11:26,728 How about Model C? Emcee? 185 00:11:27,128 --> 00:11:28,627 Emcee. That works for me. 186 00:11:28,712 --> 00:11:29,970 Done. 187 00:11:31,871 --> 00:11:33,367 Uh, now what was it? The wistfulness? 188 00:11:33,452 --> 00:11:34,572 Yeah, towards the end there. 189 00:11:37,298 --> 00:11:39,944 We all leapt and yelled and cheered, 190 00:11:40,029 --> 00:11:41,836 arms around each other. 191 00:11:41,925 --> 00:11:43,295 There. 192 00:11:43,775 --> 00:11:47,214 Cheered, arms around each other. 193 00:11:47,803 --> 00:11:49,482 Human connection. 194 00:11:49,784 --> 00:11:51,857 Doesn't get more wistful than that. 195 00:12:04,350 --> 00:12:06,738 Still trying to verify... 196 00:12:10,127 --> 00:12:12,260 Verhoeven, who is a citizen of Germany, 197 00:12:12,390 --> 00:12:14,218 became head of the intergovernmental agency 198 00:12:14,349 --> 00:12:16,177 less than a year ago. 199 00:12:16,307 --> 00:12:18,222 Over 70 million refugees worldwide. 200 00:12:18,353 --> 00:12:20,355 Another dog-whistler going down? 201 00:12:21,053 --> 00:12:22,030 It's a fake. 202 00:12:22,123 --> 00:12:23,836 Yeah? How do you know? 203 00:12:24,561 --> 00:12:26,491 Just a hunch. 204 00:12:26,889 --> 00:12:28,303 Hunch. 205 00:12:28,857 --> 00:12:31,017 I'm talking a kind of carnage yet to be seen. 206 00:12:31,104 --> 00:12:32,920 You reap what you sow. 207 00:12:42,420 --> 00:12:43,920 Hey, Lief? 208 00:12:45,865 --> 00:12:47,171 Do you think I could pass 209 00:12:47,256 --> 00:12:48,803 for a posh girl? 210 00:12:49,686 --> 00:12:54,357 You know, like if I say "kittens" or "water." 211 00:12:54,528 --> 00:12:55,850 Water. 212 00:12:57,091 --> 00:12:58,725 Quite marvelous. 213 00:13:00,395 --> 00:13:03,998 Less emphasis on the I might help. 214 00:13:05,400 --> 00:13:08,998 As in PRIV-uh-see. 215 00:13:10,135 --> 00:13:12,573 - PRIV-uh-see? - Mm. 216 00:13:12,711 --> 00:13:17,514 - Or and-VER-tis-ment. - Ahd-VER-tis-ment. 217 00:13:33,602 --> 00:13:35,560 PRIV-uh-see, and-VER-tis-ment. 218 00:13:38,547 --> 00:13:41,307 Nobody thought she could pull it off. 219 00:13:41,392 --> 00:13:43,960 There we all stood waiting, 220 00:13:44,090 --> 00:13:46,223 Freezing our bloody knickers off, 221 00:13:46,354 --> 00:13:49,998 eyes on the sea, when lo and behold... 222 00:13:50,875 --> 00:13:52,459 Tone is right. 223 00:13:53,165 --> 00:13:56,081 There's still no sense of circumstance or environment. 224 00:13:58,540 --> 00:14:00,100 When the woman in the original recording 225 00:14:00,193 --> 00:14:01,748 said the word, "freezing," 226 00:14:01,899 --> 00:14:04,467 you could tell that she'd been there, the history of it. 227 00:14:04,627 --> 00:14:07,586 This just sounds like she's repeating a line back to us. 228 00:14:07,897 --> 00:14:09,670 No offense, Emcee. 229 00:14:09,896 --> 00:14:11,550 You just called it a voice assistant. 230 00:14:11,814 --> 00:14:13,412 How dare you. 231 00:14:14,773 --> 00:14:16,166 Well, we could try bigger inputs. 232 00:14:16,297 --> 00:14:20,881 You know, audiobooks, podcasts. Whatever, really. 233 00:14:21,099 --> 00:14:23,631 What about the archival audio that came in? 234 00:14:24,261 --> 00:14:25,480 I bet old radio plays 235 00:14:25,610 --> 00:14:28,115 would have a ton of emotional valence. 236 00:14:28,572 --> 00:14:30,467 Yeah, true. Why not? 237 00:14:31,343 --> 00:14:32,648 And while we're at it, 238 00:14:32,748 --> 00:14:36,396 I think that we need to diversify our inputs. 239 00:14:36,943 --> 00:14:38,257 We have a lot of Brits. 240 00:14:38,342 --> 00:14:41,519 I think we need to change it up a little bit. 241 00:14:41,920 --> 00:14:43,303 It's a lot of Brits? 242 00:14:44,412 --> 00:14:47,382 Look, playscript for a really good simulation 243 00:14:47,467 --> 00:14:48,982 needs to be adaptive. 244 00:14:51,941 --> 00:14:53,334 So what's it gonna be? 245 00:14:53,464 --> 00:14:55,889 Uh, night shift 246 00:14:55,990 --> 00:14:59,912 or proper, sit-down dinner? 247 00:15:01,907 --> 00:15:06,146 I actually, um, can't work late tonight. 248 00:15:06,991 --> 00:15:08,857 But I would love to take this home for the weekend 249 00:15:08,982 --> 00:15:10,260 and work on it, 250 00:15:10,345 --> 00:15:13,174 so if you could shoot me the login to the current version. 251 00:15:13,441 --> 00:15:14,749 I'm pretty sure it won't be accessible 252 00:15:14,833 --> 00:15:16,280 outside of data center. 253 00:15:16,365 --> 00:15:17,873 What'd you need? 254 00:15:18,113 --> 00:15:20,725 Uh, the emotion processing module. 255 00:15:23,422 --> 00:15:25,424 Okay, I'll log you in. 256 00:15:25,757 --> 00:15:26,944 Just between colleagues, though. 257 00:15:27,029 --> 00:15:28,325 Don't quote me on it. 258 00:15:28,615 --> 00:15:29,928 I would never. 259 00:15:31,894 --> 00:15:33,357 Paul? 260 00:15:38,279 --> 00:15:40,163 This isn't working for me. 261 00:15:40,545 --> 00:15:42,252 Get up. 262 00:15:45,600 --> 00:15:47,429 Well, can I use my hands? Please? 263 00:15:47,514 --> 00:15:48,834 No. 264 00:15:49,471 --> 00:15:51,299 But I thought this is how you wanted it. 265 00:15:51,609 --> 00:15:53,811 Circles around your clit, then sucking it. 266 00:15:55,733 --> 00:15:58,997 What did I miss? Show me. 267 00:15:59,225 --> 00:16:00,709 I wanna make you squirt. 268 00:16:00,873 --> 00:16:02,492 Get up. 269 00:16:02,577 --> 00:16:04,535 But you liked it the last time. 270 00:16:04,666 --> 00:16:07,930 Well, maybe this is what I wanted last time. 271 00:16:08,076 --> 00:16:10,933 And this time, I want something different. 272 00:16:11,186 --> 00:16:12,674 What do you want? 273 00:16:17,939 --> 00:16:19,418 Go wash your mouth. 274 00:16:20,056 --> 00:16:21,563 Now? 275 00:16:22,528 --> 00:16:25,270 Let me smell your breath. Come here. 276 00:16:27,183 --> 00:16:29,001 Disgusting. Go to the bathroom. 277 00:16:31,828 --> 00:16:33,048 Okay. 278 00:16:35,766 --> 00:16:38,587 No one's ever gonna want to be your girlfriend. 279 00:16:53,374 --> 00:16:55,202 So they did find a mutation 280 00:16:55,325 --> 00:16:59,689 in the APP, um, the amyloid precursor protein. 281 00:17:01,731 --> 00:17:02,906 Did you hear me? 282 00:17:03,028 --> 00:17:04,595 Yeah, I heard you, I just... 283 00:17:04,726 --> 00:17:07,050 I don't even know what that means. 284 00:17:07,135 --> 00:17:10,692 It means no more fishing in the dark. 285 00:17:10,777 --> 00:17:13,650 Now we know Dad has early-onset Alzheimer's. 286 00:17:13,743 --> 00:17:16,528 Wait. Just because somebody has a genetic marker 287 00:17:16,651 --> 00:17:19,088 doesn't mean their symptoms are definitively linked. 288 00:17:19,183 --> 00:17:20,472 But Iris... 289 00:17:22,851 --> 00:17:25,855 I want to get tested as well. 290 00:17:29,009 --> 00:17:30,791 Why would you do that? 291 00:17:31,443 --> 00:17:35,106 I mean, isn't that the responsible thing to do? 292 00:17:35,191 --> 00:17:37,182 If I have it, I'm never having kids. 293 00:17:37,267 --> 00:17:38,485 That sounds dramatic. 294 00:17:38,578 --> 00:17:40,101 And... 295 00:17:44,475 --> 00:17:47,739 I just don't see how knowing would make anything better. 296 00:17:48,552 --> 00:17:51,079 Well, they already took my blood. 297 00:17:52,142 --> 00:17:53,579 The buck's gotta stop somewhere. 298 00:19:38,923 --> 00:19:40,790 What the fuck is this, huh? 299 00:19:41,896 --> 00:19:44,116 You were... You were recording us, huh? 300 00:19:44,383 --> 00:19:46,196 That's illegal. 301 00:19:47,450 --> 00:19:48,502 I just turned it on. 302 00:19:48,587 --> 00:19:49,936 What the fuck for, huh? 303 00:19:50,053 --> 00:19:52,490 Blackmail? Jesus fucking Christ. 304 00:19:52,589 --> 00:19:55,157 God, Cassie, what is wrong with you? 305 00:19:56,579 --> 00:19:57,931 What? 306 00:20:04,906 --> 00:20:07,038 What the fuck for, huh? Blackmail? 307 00:20:07,466 --> 00:20:09,070 Jesus fucking... 308 00:20:15,699 --> 00:20:19,572 You were recording this, huh? That's illegal. 309 00:20:19,703 --> 00:20:21,531 I just turned it on. 310 00:20:21,662 --> 00:20:23,098 Jesus fucking Christ. 311 00:20:23,228 --> 00:20:25,515 God, Cassie, what is wrong with you? 312 00:20:27,580 --> 00:20:29,275 You mad now? 313 00:20:51,561 --> 00:20:53,389 How do you do? 314 00:20:53,519 --> 00:20:55,191 Cassie, I presume? 315 00:20:56,675 --> 00:20:58,081 Rupert? 316 00:20:59,199 --> 00:21:01,402 Very pleased to meet you. 317 00:21:01,997 --> 00:21:06,394 And I really must say, well, this is quite the surprise. 318 00:21:06,794 --> 00:21:08,189 Insisting on picking you up, I hope, 319 00:21:08,273 --> 00:21:10,101 didn't raise any eyebrows? 320 00:21:10,188 --> 00:21:12,011 As gallantry shouldn't. 321 00:21:16,209 --> 00:21:19,618 It indicates that you are a proper gentleman. 322 00:21:20,663 --> 00:21:22,625 That's very kind of you to say so. 323 00:21:23,336 --> 00:21:24,360 Believe or not, 324 00:21:24,445 --> 00:21:26,752 I like to know who I'm getting into cars with. 325 00:21:29,120 --> 00:21:30,719 Use it wisely. 326 00:22:39,092 --> 00:22:41,928 How many variables are you looking at, ballpark? 327 00:22:42,585 --> 00:22:44,413 The spectrum of human emotions, 328 00:22:44,543 --> 00:22:48,826 from basic to blended, to combinant, 329 00:22:49,157 --> 00:22:51,006 around 34,000. 330 00:22:58,168 --> 00:23:00,823 So we have an image processing pipeline, 331 00:23:01,125 --> 00:23:04,433 the emotional classifier, the NLP classifier, 332 00:23:04,563 --> 00:23:06,696 all working on a shared database 333 00:23:06,827 --> 00:23:09,402 replicated across several data centers. 334 00:23:10,297 --> 00:23:12,995 We've broken down the NLP into sizeable chunks. 335 00:23:13,080 --> 00:23:15,751 Yes, the system's pretty good at producing raw speech, 336 00:23:15,836 --> 00:23:18,152 but it just doesn't carry that emotional cadence. 337 00:23:18,403 --> 00:23:20,536 So how do we turn unstructured sets 338 00:23:20,660 --> 00:23:22,317 into something that's scalable 339 00:23:22,471 --> 00:23:24,735 and how do we actually, you know, scale it? 340 00:23:24,932 --> 00:23:27,449 Why don't we start using adversarial training 341 00:23:27,738 --> 00:23:29,848 to create image-based sets? 342 00:23:30,111 --> 00:23:33,660 Sorry, um, what is adversarial training? 343 00:23:33,800 --> 00:23:36,628 Generative adversarial networks, GANs. 344 00:23:36,713 --> 00:23:39,621 Large batches of data, synthesized and re-rendered 345 00:23:39,772 --> 00:23:42,051 until they're indistinguishable from the real thing. 346 00:24:17,905 --> 00:24:21,249 So it's kind of like a deepfake? 347 00:24:21,757 --> 00:24:23,381 Same principle. 348 00:24:23,512 --> 00:24:25,775 It's like pitting one AI against a copy of itself. 349 00:24:25,906 --> 00:24:27,385 One of them generates the data 350 00:24:27,472 --> 00:24:29,257 and the other points at where it's glitchy. 351 00:24:29,387 --> 00:24:31,955 One side says, "Hey, look at this." 352 00:24:32,086 --> 00:24:34,749 And the other side says, "Not good enough, try harder." 353 00:24:35,785 --> 00:24:37,787 Then it keeps going round and round 354 00:24:37,918 --> 00:24:39,702 until original and sim are indistinguishable. 355 00:24:46,546 --> 00:24:48,077 You enjoying this? 356 00:24:49,598 --> 00:24:51,421 They're beautiful. 357 00:24:51,609 --> 00:24:52,715 Mm. 358 00:24:53,085 --> 00:24:54,976 Like dancers. 359 00:24:56,552 --> 00:24:58,623 Indeed. 360 00:25:00,027 --> 00:25:02,681 Would you excuse me for one moment? 361 00:25:02,812 --> 00:25:04,976 What would you like? More of the same? 362 00:25:05,327 --> 00:25:06,976 Oh, you know me too well. 363 00:25:09,695 --> 00:25:11,046 I love you. 364 00:25:19,888 --> 00:25:21,403 I love you, too. 365 00:25:31,319 --> 00:25:34,155 Let her play with herself. See what happens. 366 00:25:34,835 --> 00:25:37,038 Oh, it's a she, you think? 367 00:25:37,151 --> 00:25:38,282 We'll let her decide, 368 00:25:38,369 --> 00:25:40,046 you know, when she's old enough. 369 00:25:45,846 --> 00:25:47,248 Iris? 370 00:25:47,577 --> 00:25:48,577 Iris? 371 00:25:55,660 --> 00:25:57,043 Hello. 372 00:25:57,910 --> 00:26:00,021 Iris Stanton, getting a refill. 373 00:26:00,106 --> 00:26:01,620 You know, I thought it was you. 374 00:26:01,705 --> 00:26:03,707 Well, that makes two of us. 375 00:26:06,473 --> 00:26:07,903 Work or play? 376 00:26:08,703 --> 00:26:12,481 An old friend invited me, and I just couldn't say no. 377 00:26:14,623 --> 00:26:16,625 Wheels are always spinning, aren't they? 378 00:26:17,004 --> 00:26:18,582 So true. 379 00:26:20,179 --> 00:26:22,301 Well, it was nice running into you. 380 00:26:22,761 --> 00:26:24,528 It's great running into you. 381 00:26:45,497 --> 00:26:47,812 Sync corrections by srjanapala