WEBVTT 00:00:02.800 --> 00:00:04.510 align:start position:0% <00:00:02.800>Welcome <00:00:03.079>back. <00:00:03.360>We <00:00:03.639>have <00:00:03.920>now <00:00:04.199>another 00:00:04.510 --> 00:00:04.520 align:start position:0% <00:00:04.510>Welcome <00:00:04.511>back. <00:00:04.513>We <00:00:04.515>have <00:00:04.517>now <00:00:04.518>another 00:00:04.520 --> 00:00:06.270 align:start position:0% <00:00:04.520>Welcome <00:00:04.636>back. <00:00:04.753>We <00:00:04.869>have <00:00:04.986>now <00:00:05.103>another <00:00:05.220>fireside <00:00:05.336>chat. <00:00:05.453>We <00:00:05.569>know <00:00:05.686>you <00:00:05.803>know <00:00:05.920>them 00:00:06.270 --> 00:00:06.280 align:start position:0% <00:00:06.270>fireside <00:00:06.271>chat. <00:00:06.273>We <00:00:06.274>know <00:00:06.276>you <00:00:06.277>know <00:00:06.279>them 00:00:06.280 --> 00:00:08.830 align:start position:0% <00:00:06.280>fireside <00:00:06.380>chat. <00:00:06.480>We <00:00:06.580>know <00:00:06.680>you <00:00:06.780>know <00:00:06.880>them <00:00:06.980>both, <00:00:07.080>Tom <00:00:07.180>Paminger <00:00:07.280>who's <00:00:07.380>the <00:00:07.480>CTO <00:00:07.580>of <00:00:07.680>Via 00:00:08.830 --> 00:00:08.840 align:start position:0% <00:00:08.830>both, <00:00:08.831>Tom <00:00:08.832>Paminger <00:00:08.833>who's <00:00:08.835>the <00:00:08.836>CTO <00:00:08.837>of <00:00:08.839>Via 00:00:08.840 --> 00:00:12.190 align:start position:0% <00:00:08.840>both, <00:00:08.947>Tom <00:00:09.055>Paminger <00:00:09.163>who's <00:00:09.270>the <00:00:09.378>CTO <00:00:09.486>of <00:00:09.593>Via <00:00:09.701>Developers <00:00:09.809>and <00:00:09.916>Werner <00:00:10.024>Vogels <00:00:10.132>from <00:00:10.240>Amazon 00:00:12.190 --> 00:00:12.200 align:start position:0% <00:00:12.190>Developers <00:00:12.191>and <00:00:12.193>Werner <00:00:12.195>Vogels <00:00:12.197>from <00:00:12.199>Amazon 00:00:12.200 --> 00:00:15.310 align:start position:0% <00:00:12.200>Developers <00:00:12.316>and <00:00:12.433>Werner <00:00:12.549>Vogels <00:00:12.666>from <00:00:12.783>Amazon <00:00:12.899>are <00:00:13.016>here <00:00:13.133>to <00:00:13.250>chat <00:00:13.366>about <00:00:13.483>God, <00:00:13.600>universe, 00:00:15.310 --> 00:00:15.320 align:start position:0% <00:00:15.310>are <00:00:15.311>here <00:00:15.313>to <00:00:15.314>chat <00:00:15.316>about <00:00:15.317>God, <00:00:15.319>universe, 00:00:15.320 --> 00:00:17.470 align:start position:0% <00:00:15.320>are <00:00:15.436>here <00:00:15.553>to <00:00:15.670>chat <00:00:15.786>about <00:00:15.903>God, <00:00:16.020>universe, <00:00:16.136>and <00:00:16.253>everything. <00:00:16.370>So, <00:00:16.486>please <00:00:16.603>welcome <00:00:16.720>the 00:00:17.470 --> 00:00:17.480 align:start position:0% <00:00:17.470>and <00:00:17.471>everything. <00:00:17.473>So, <00:00:17.475>please <00:00:17.477>welcome <00:00:17.479>the 00:00:17.480 --> 00:00:18.670 align:start position:0% <00:00:17.480>and <00:00:17.562>everything. <00:00:17.644>So, <00:00:17.727>please <00:00:17.809>welcome <00:00:17.891>the <00:00:17.974>two <00:00:18.056>of <00:00:18.139>them. <00:00:18.221>They're <00:00:18.303>going <00:00:18.386>to <00:00:18.468>be <00:00:18.551>over 00:00:18.670 --> 00:00:18.680 align:start position:0% <00:00:18.670>two <00:00:18.671>of <00:00:18.672>them. <00:00:18.673>They're <00:00:18.675>going <00:00:18.676>to <00:00:18.677>be <00:00:18.679>over 00:00:18.680 --> 00:00:20.510 align:start position:0% <00:00:18.680>two <00:00:18.773>of <00:00:18.866>them. <00:00:18.960>They're <00:00:19.053>going <00:00:19.146>to <00:00:19.240>be <00:00:19.333>over <00:00:19.426>there <00:00:19.520>and <00:00:19.613>have <00:00:19.706>a <00:00:19.800>nice <00:00:19.893>fireside <00:00:19.986>chat <00:00:20.080>with 00:00:20.510 --> 00:00:20.520 align:start position:0% <00:00:20.510>there <00:00:20.511>and <00:00:20.512>have <00:00:20.513>a <00:00:20.515>nice <00:00:20.516>fireside <00:00:20.517>chat <00:00:20.519>with 00:00:20.520 --> 00:00:22.870 align:start position:0% <00:00:20.520>there <00:00:20.607>and <00:00:20.695>have <00:00:20.782>a <00:00:20.870>nice <00:00:20.957>fireside <00:00:21.044>chat <00:00:21.132>with <00:00:21.220>each <00:00:21.307>other, <00:00:21.395>and <00:00:21.482>I <00:00:21.570>told <00:00:21.657>them <00:00:21.745>to <00:00:21.832>keep <00:00:21.919>time 00:00:22.870 --> 00:00:22.880 align:start position:0% <00:00:22.870>each <00:00:22.871>other, <00:00:22.872>and <00:00:22.873>I <00:00:22.874>told <00:00:22.875>them <00:00:22.876>to <00:00:22.877>keep <00:00:22.878>time 00:00:22.880 --> 00:00:29.350 align:start position:0% <00:00:22.880>each <00:00:22.980>other, <00:00:23.080>and <00:00:23.180>I <00:00:23.279>told <00:00:23.380>them <00:00:23.480>to <00:00:23.580>keep <00:00:23.680>time <00:00:23.779>or <00:00:23.880>I'm <00:00:23.980>going <00:00:24.080>to <00:00:24.180>interfere. <00:00:24.279>Also, 00:00:29.360 --> 00:00:31.950 align:start position:0% <00:00:29.360>take <00:00:29.560>note <00:00:29.759>of <00:00:29.960>the <00:00:30.160>shirt <00:00:30.360>he's <00:00:30.560>wearing <00:00:30.759>cuz 00:00:31.950 --> 00:00:31.960 align:start position:0% <00:00:31.950>take <00:00:31.951>note <00:00:31.952>of <00:00:31.953>the <00:00:31.955>shirt <00:00:31.956>he's <00:00:31.957>wearing <00:00:31.959>cuz 00:00:31.960 --> 00:00:33.790 align:start position:0% <00:00:31.960>take <00:00:32.053>note <00:00:32.146>of <00:00:32.240>the <00:00:32.333>shirt <00:00:32.426>he's <00:00:32.520>wearing <00:00:32.613>cuz <00:00:32.706>he <00:00:32.800>made <00:00:32.893>me <00:00:32.986>very, <00:00:33.080>very <00:00:33.173>happy <00:00:33.266>with <00:00:33.360>that 00:00:33.790 --> 00:00:33.800 align:start position:0% <00:00:33.790>he <00:00:33.791>made <00:00:33.792>me <00:00:33.793>very, <00:00:33.795>very <00:00:33.796>happy <00:00:33.797>with <00:00:33.799>that 00:00:33.800 --> 00:00:34.830 align:start position:0% <00:00:33.800>he <00:00:33.915>made <00:00:34.031>me <00:00:34.147>very, <00:00:34.263>very <00:00:34.379>happy <00:00:34.495>with <00:00:34.611>that <00:00:34.727>one. 00:00:34.830 --> 00:00:34.840 align:start position:0% one. 00:00:34.840 --> 00:00:38.635 align:start position:0% <00:00:34.840>one. <00:00:35.190>>> <00:00:35.540>I <00:00:35.890>wish. <00:00:36.240>Okay. 00:00:38.645 --> 00:00:46.110 align:start position:0% <00:00:38.645>>> <00:00:40.045>[applause] 00:00:46.120 --> 00:00:47.070 align:start position:0% <00:00:46.120>>> <00:00:46.975>Nice. 00:00:47.070 --> 00:00:47.080 align:start position:0% <00:00:47.070>>> <00:00:47.079>Nice. 00:00:47.080 --> 00:00:47.750 align:start position:0% <00:00:47.080>>> <00:00:47.230>Nice. <00:00:47.381>>> <00:00:47.532>Hello. <00:00:47.683>[laughter] 00:00:47.750 --> 00:00:47.760 align:start position:0% <00:00:47.750>>> <00:00:47.754>Hello. <00:00:47.759>[laughter] 00:00:47.760 --> 00:00:48.830 align:start position:0% <00:00:47.760>>> <00:00:48.000>Hello. <00:00:48.241>[laughter] <00:00:48.482>>> <00:00:48.723>Hello. 00:00:48.830 --> 00:00:48.840 align:start position:0% <00:00:48.830>>> <00:00:48.839>Hello. 00:00:48.840 --> 00:00:51.710 align:start position:0% <00:00:48.840>>> <00:00:49.015>Hello. <00:00:49.190>Um <00:00:49.365>hi <00:00:49.540>everyone. <00:00:49.715>Thanks <00:00:49.890>for <00:00:50.065>joining <00:00:50.240>us 00:00:51.710 --> 00:00:51.720 align:start position:0% <00:00:51.710>Um <00:00:51.711>hi <00:00:51.713>everyone. <00:00:51.714>Thanks <00:00:51.716>for <00:00:51.717>joining <00:00:51.719>us 00:00:51.720 --> 00:00:54.470 align:start position:0% <00:00:51.720>Um <00:00:51.827>hi <00:00:51.935>everyone. <00:00:52.043>Thanks <00:00:52.150>for <00:00:52.258>joining <00:00:52.366>us <00:00:52.473>for <00:00:52.581>a <00:00:52.689>fireside <00:00:52.796>chat. <00:00:52.904>Werner, <00:00:53.012>thanks <00:00:53.120>for 00:00:54.470 --> 00:00:54.480 align:start position:0% <00:00:54.470>for <00:00:54.471>a <00:00:54.473>fireside <00:00:54.474>chat. <00:00:54.476>Werner, <00:00:54.477>thanks <00:00:54.479>for 00:00:54.480 --> 00:00:57.470 align:start position:0% <00:00:54.480>for <00:00:54.587>a <00:00:54.695>fireside <00:00:54.803>chat. <00:00:54.910>Werner, <00:00:55.018>thanks <00:00:55.126>for <00:00:55.233>being <00:00:55.341>here. <00:00:55.449>Thanks <00:00:55.556>for <00:00:55.664>being <00:00:55.772>here <00:00:55.879>again. 00:00:57.470 --> 00:00:57.480 align:start position:0% <00:00:57.470>being <00:00:57.471>here. <00:00:57.473>Thanks <00:00:57.474>for <00:00:57.476>being <00:00:57.477>here <00:00:57.479>again. 00:00:57.480 --> 00:00:59.470 align:start position:0% <00:00:57.480>being <00:00:57.580>here. <00:00:57.680>Thanks <00:00:57.779>for <00:00:57.879>being <00:00:57.980>here <00:00:58.080>again. <00:00:58.180>We <00:00:58.279>had <00:00:58.379>the <00:00:58.480>pleasure <00:00:58.580>to <00:00:58.680>host <00:00:58.779>you <00:00:58.879>already 00:00:59.470 --> 00:00:59.480 align:start position:0% <00:00:59.470>We <00:00:59.471>had <00:00:59.472>the <00:00:59.473>pleasure <00:00:59.475>to <00:00:59.476>host <00:00:59.477>you <00:00:59.479>already 00:00:59.480 --> 00:01:02.230 align:start position:0% <00:00:59.480>We <00:00:59.573>had <00:00:59.666>the <00:00:59.760>pleasure <00:00:59.853>to <00:00:59.946>host <00:01:00.040>you <00:01:00.133>already <00:01:00.226>last <00:01:00.319>year, <00:01:00.413>and <00:01:00.506>we <00:01:00.599>are <00:01:00.693>pretty <00:01:00.786>proud <00:01:00.879>that 00:01:02.230 --> 00:01:02.240 align:start position:0% <00:01:02.230>last <00:01:02.231>year, <00:01:02.232>and <00:01:02.233>we <00:01:02.235>are <00:01:02.236>pretty <00:01:02.237>proud <00:01:02.239>that 00:01:02.240 --> 00:01:04.630 align:start position:0% <00:01:02.240>last <00:01:02.340>year, <00:01:02.440>and <00:01:02.540>we <00:01:02.640>are <00:01:02.740>pretty <00:01:02.840>proud <00:01:02.940>that <00:01:03.040>you <00:01:03.140>came <00:01:03.240>back, <00:01:03.340>and <00:01:03.440>thanks <00:01:03.540>for <00:01:03.640>the 00:01:04.630 --> 00:01:04.640 align:start position:0% <00:01:04.629>you <00:01:04.631>came <00:01:04.632>back, <00:01:04.634>and <00:01:04.635>thanks <00:01:04.637>for <00:01:04.638>the 00:01:04.640 --> 00:01:05.750 align:start position:0% <00:01:04.640>you <00:01:04.764>came <00:01:04.889>back, <00:01:05.014>and <00:01:05.139>thanks <00:01:05.264>for <00:01:05.389>the <00:01:05.514>keynote <00:01:05.639>today. 00:01:05.750 --> 00:01:05.760 align:start position:0% <00:01:05.750>keynote <00:01:05.759>today. 00:01:05.760 --> 00:01:06.070 align:start position:0% <00:01:05.760>keynote <00:01:05.853>today. <00:01:05.946>>> <00:01:06.038>Okay. 00:01:06.070 --> 00:01:06.080 align:start position:0% <00:01:06.070>>> <00:01:06.079>Okay. 00:01:06.080 --> 00:01:08.670 align:start position:0% <00:01:06.080>>> <00:01:06.220>Okay. <00:01:06.360>>> <00:01:06.500>It <00:01:06.640>was <00:01:06.780>really <00:01:06.920>inspiring, <00:01:07.060>and <00:01:07.200>for <00:01:07.340>me <00:01:07.480>the 00:01:08.670 --> 00:01:08.680 align:start position:0% <00:01:08.670>>> <00:01:08.671>It <00:01:08.672>was <00:01:08.673>really <00:01:08.674>inspiring, <00:01:08.675>and <00:01:08.676>for <00:01:08.677>me <00:01:08.679>the 00:01:08.680 --> 00:01:10.630 align:start position:0% <00:01:08.680>>> <00:01:08.773>It <00:01:08.866>was <00:01:08.960>really <00:01:09.053>inspiring, <00:01:09.146>and <00:01:09.240>for <00:01:09.333>me <00:01:09.426>the <00:01:09.520>first <00:01:09.613>time <00:01:09.706>that <00:01:09.800>I <00:01:09.893>heard <00:01:09.986>about <00:01:10.080>this 00:01:10.630 --> 00:01:10.640 align:start position:0% <00:01:10.630>first <00:01:10.631>time <00:01:10.633>that <00:01:10.634>I <00:01:10.636>heard <00:01:10.637>about <00:01:10.639>this 00:01:10.640 --> 00:01:14.070 align:start position:0% <00:01:10.640>first <00:01:10.747>time <00:01:10.855>that <00:01:10.963>I <00:01:11.070>heard <00:01:11.178>about <00:01:11.286>this <00:01:11.393>topic, <00:01:11.501>and <00:01:11.609>it <00:01:11.716>like <00:01:11.824>was <00:01:11.932>really <00:01:12.040>inspiring 00:01:14.070 --> 00:01:14.080 align:start position:0% <00:01:14.070>topic, <00:01:14.071>and <00:01:14.073>it <00:01:14.074>like <00:01:14.076>was <00:01:14.077>really <00:01:14.079>inspiring 00:01:14.080 --> 00:01:17.510 align:start position:0% <00:01:14.080>topic, <00:01:14.187>and <00:01:14.295>it <00:01:14.403>like <00:01:14.510>was <00:01:14.618>really <00:01:14.726>inspiring <00:01:14.833>to <00:01:14.941>see <00:01:15.049>like <00:01:15.156>how <00:01:15.264>little <00:01:15.372>problems <00:01:15.480>you 00:01:17.510 --> 00:01:17.520 align:start position:0% <00:01:17.510>to <00:01:17.511>see <00:01:17.513>like <00:01:17.514>how <00:01:17.516>little <00:01:17.517>problems <00:01:17.518>you 00:01:17.520 --> 00:01:20.390 align:start position:0% <00:01:17.520>to <00:01:17.636>see <00:01:17.753>like <00:01:17.869>how <00:01:17.986>little <00:01:18.103>problems <00:01:18.220>you <00:01:18.336>never <00:01:18.453>think <00:01:18.570>about, <00:01:18.686>like <00:01:18.803>timestamps, <00:01:18.920>like 00:01:20.390 --> 00:01:20.400 align:start position:0% <00:01:20.390>never <00:01:20.391>think <00:01:20.393>about, <00:01:20.395>like <00:01:20.397>timestamps, <00:01:20.399>like 00:01:20.400 --> 00:01:22.310 align:start position:0% <00:01:20.400>never <00:01:20.555>think <00:01:20.711>about, <00:01:20.866>like <00:01:21.022>timestamps, <00:01:21.177>like <00:01:21.333>in <00:01:21.488>that <00:01:21.644>that <00:01:21.800>[laughter] 00:01:22.310 --> 00:01:22.320 align:start position:0% <00:01:22.310>in <00:01:22.313>that <00:01:22.316>that <00:01:22.318>[laughter] 00:01:22.320 --> 00:01:25.150 align:start position:0% <00:01:22.320>in <00:01:22.460>that <00:01:22.600>that <00:01:22.740>[laughter] <00:01:22.880>how <00:01:23.020>they <00:01:23.160>are <00:01:23.300>solved. <00:01:23.440>Nobody <00:01:23.580>realizes <00:01:23.720>it, 00:01:25.150 --> 00:01:25.160 align:start position:0% <00:01:25.150>how <00:01:25.151>they <00:01:25.153>are <00:01:25.154>solved. <00:01:25.156>Nobody <00:01:25.157>realizes <00:01:25.158>it, 00:01:25.160 --> 00:01:27.950 align:start position:0% <00:01:25.160>how <00:01:25.267>they <00:01:25.375>are <00:01:25.483>solved. <00:01:25.590>Nobody <00:01:25.698>realizes <00:01:25.806>it, <00:01:25.913>but <00:01:26.021>everybody <00:01:26.129>relies <00:01:26.236>on <00:01:26.344>them <00:01:26.452>every <00:01:26.560>day. 00:01:27.950 --> 00:01:27.960 align:start position:0% <00:01:27.950>but <00:01:27.951>everybody <00:01:27.953>relies <00:01:27.954>on <00:01:27.956>them <00:01:27.957>every <00:01:27.959>day. 00:01:27.960 --> 00:01:31.070 align:start position:0% <00:01:27.960>but <00:01:28.067>everybody <00:01:28.175>relies <00:01:28.283>on <00:01:28.390>them <00:01:28.498>every <00:01:28.606>day. <00:01:28.713>And <00:01:28.821>as <00:01:28.929>you <00:01:29.036>said, <00:01:29.144>it's <00:01:29.252>invisible <00:01:29.360>work. 00:01:31.070 --> 00:01:31.080 align:start position:0% <00:01:31.070>And <00:01:31.071>as <00:01:31.073>you <00:01:31.074>said, <00:01:31.076>it's <00:01:31.077>invisible <00:01:31.079>work. 00:01:31.080 --> 00:01:33.030 align:start position:0% <00:01:31.080>And <00:01:31.207>as <00:01:31.334>you <00:01:31.461>said, <00:01:31.589>it's <00:01:31.716>invisible <00:01:31.843>work. <00:01:31.970>It's <00:01:32.098>the <00:01:32.225>work <00:01:32.352>nobody <00:01:32.480>sees. 00:01:33.030 --> 00:01:33.040 align:start position:0% <00:01:33.030>It's <00:01:33.032>the <00:01:33.034>work <00:01:33.036>nobody <00:01:33.038>sees. 00:01:33.040 --> 00:01:33.550 align:start position:0% <00:01:33.039>It's <00:01:33.116>the <00:01:33.193>work <00:01:33.269>nobody <00:01:33.345>sees. <00:01:33.422>>> <00:01:33.499>Absolutely. 00:01:33.550 --> 00:01:33.560 align:start position:0% <00:01:33.550>>> <00:01:33.559>Absolutely. 00:01:33.560 --> 00:01:36.276 align:start position:0% <00:01:33.560>>> <00:01:33.760>Absolutely. <00:01:33.960>>> <00:01:34.160>Unless <00:01:34.360>it <00:01:34.560>fails <00:01:34.760>loudly, <00:01:34.960>maybe. 00:01:36.276 --> 00:01:36.286 align:start position:0% <00:01:36.276>>> <00:01:36.277>Unless <00:01:36.279>it <00:01:36.281>fails <00:01:36.283>loudly, <00:01:36.285>maybe. 00:01:36.286 --> 00:01:37.030 align:start position:0% <00:01:36.286>>> <00:01:36.397>Unless <00:01:36.509>it <00:01:36.620>fails <00:01:36.732>loudly, <00:01:36.844>maybe. <00:01:36.955>[laughter] 00:01:37.030 --> 00:01:37.040 align:start position:0% [laughter] 00:01:37.040 --> 00:01:40.510 align:start position:0% <00:01:37.039>[laughter] <00:01:37.320>Then <00:01:37.600>probably <00:01:37.880>people <00:01:38.160>recognize <00:01:38.440>them. 00:01:40.510 --> 00:01:40.520 align:start position:0% <00:01:40.509>Then <00:01:40.512>probably <00:01:40.514>people <00:01:40.516>recognize <00:01:40.519>them. 00:01:40.520 --> 00:01:41.470 align:start position:0% <00:01:40.520>Then <00:01:40.691>probably <00:01:40.862>people <00:01:41.033>recognize <00:01:41.204>them. <00:01:41.375>But 00:01:41.470 --> 00:01:41.480 align:start position:0% But 00:01:41.480 --> 00:01:43.830 align:start position:0% <00:01:41.479>But <00:01:41.679>you <00:01:41.880>ended <00:01:42.079>with <00:01:42.279>something <00:01:42.479>like <00:01:42.679>that <00:01:42.880>we 00:01:43.830 --> 00:01:43.840 align:start position:0% <00:01:43.830>you <00:01:43.831>ended <00:01:43.833>with <00:01:43.834>something <00:01:43.836>like <00:01:43.837>that <00:01:43.839>we 00:01:43.840 --> 00:01:46.750 align:start position:0% <00:01:43.840>you <00:01:43.940>ended <00:01:44.040>with <00:01:44.140>something <00:01:44.240>like <00:01:44.340>that <00:01:44.440>we <00:01:44.540>should <00:01:44.640>be <00:01:44.740>like <00:01:44.840>all <00:01:44.940>of <00:01:45.040>you <00:01:45.140>like <00:01:45.240>know 00:01:46.750 --> 00:01:46.760 align:start position:0% <00:01:46.750>should <00:01:46.751>be <00:01:46.752>like <00:01:46.753>all <00:01:46.755>of <00:01:46.756>you <00:01:46.757>like <00:01:46.758>know 00:01:46.760 --> 00:01:49.430 align:start position:0% <00:01:46.759>should <00:01:46.859>be <00:01:46.960>like <00:01:47.059>all <00:01:47.160>of <00:01:47.259>you <00:01:47.359>like <00:01:47.460>know <00:01:47.559>exactly <00:01:47.660>what <00:01:47.759>invisible <00:01:47.859>work <00:01:47.960>is, <00:01:48.059>I <00:01:48.160>guess. 00:01:49.430 --> 00:01:49.440 align:start position:0% <00:01:49.430>exactly <00:01:49.431>what <00:01:49.433>invisible <00:01:49.434>work <00:01:49.436>is, <00:01:49.437>I <00:01:49.439>guess. 00:01:49.440 --> 00:01:51.230 align:start position:0% <00:01:49.440>exactly <00:01:49.533>what <00:01:49.626>invisible <00:01:49.720>work <00:01:49.813>is, <00:01:49.906>I <00:01:50.000>guess. <00:01:50.093>I <00:01:50.186>think <00:01:50.280>there's <00:01:50.373>a <00:01:50.466>lot <00:01:50.560>of <00:01:50.653>stuff <00:01:50.746>you <00:01:50.840>do, 00:01:51.230 --> 00:01:51.240 align:start position:0% <00:01:51.229>I <00:01:51.231>think <00:01:51.232>there's <00:01:51.233>a <00:01:51.234>lot <00:01:51.235>of <00:01:51.236>stuff <00:01:51.237>you <00:01:51.239>do, 00:01:51.240 --> 00:01:53.630 align:start position:0% <00:01:51.240>I <00:01:51.340>think <00:01:51.440>there's <00:01:51.540>a <00:01:51.640>lot <00:01:51.740>of <00:01:51.840>stuff <00:01:51.940>you <00:01:52.040>do, <00:01:52.140>you <00:01:52.240>build, <00:01:52.340>that <00:01:52.440>nobody <00:01:52.540>sees, <00:01:52.640>maybe 00:01:53.630 --> 00:01:53.640 align:start position:0% <00:01:53.630>you <00:01:53.631>build, <00:01:53.633>that <00:01:53.635>nobody <00:01:53.637>sees, <00:01:53.639>maybe 00:01:53.640 --> 00:01:56.190 align:start position:0% <00:01:53.640>you <00:01:53.795>build, <00:01:53.951>that <00:01:54.106>nobody <00:01:54.262>sees, <00:01:54.417>maybe <00:01:54.573>recognizes <00:01:54.728>in <00:01:54.884>your <00:01:55.040>company, 00:01:56.190 --> 00:01:56.200 align:start position:0% <00:01:56.190>recognizes <00:01:56.193>in <00:01:56.196>your <00:01:56.199>company, 00:01:56.200 --> 00:01:59.510 align:start position:0% <00:01:56.200>recognizes <00:01:56.340>in <00:01:56.480>your <00:01:56.620>company, <00:01:56.760>Um, <00:01:56.900>but <00:01:57.040>if <00:01:57.180>you <00:01:57.320>would <00:01:57.460>leave <00:01:57.600>tomorrow, 00:01:59.510 --> 00:01:59.520 align:start position:0% <00:01:59.509>Um, <00:01:59.511>but <00:01:59.512>if <00:01:59.514>you <00:01:59.516>would <00:01:59.517>leave <00:01:59.519>tomorrow, 00:01:59.520 --> 00:02:01.470 align:start position:0% <00:01:59.520>Um, <00:01:59.636>but <00:01:59.753>if <00:01:59.870>you <00:01:59.986>would <00:02:00.103>leave <00:02:00.220>tomorrow, <00:02:00.336>they <00:02:00.453>maybe <00:02:00.570>will <00:02:00.686>recognize <00:02:00.803>because <00:02:00.920>it 00:02:01.470 --> 00:02:01.480 align:start position:0% <00:02:01.470>they <00:02:01.471>maybe <00:02:01.473>will <00:02:01.475>recognize <00:02:01.477>because <00:02:01.479>it 00:02:01.480 --> 00:02:04.750 align:start position:0% <00:02:01.480>they <00:02:01.596>maybe <00:02:01.713>will <00:02:01.830>recognize <00:02:01.946>because <00:02:02.063>it <00:02:02.180>doesn't <00:02:02.296>work <00:02:02.413>anymore. <00:02:02.530>So, <00:02:02.646>you <00:02:02.763>can <00:02:02.880>really 00:02:04.750 --> 00:02:04.760 align:start position:0% <00:02:04.750>doesn't <00:02:04.751>work <00:02:04.753>anymore. <00:02:04.754>So, <00:02:04.756>you <00:02:04.757>can <00:02:04.759>really 00:02:04.760 --> 00:02:07.030 align:start position:0% <00:02:04.760>doesn't <00:02:04.853>work <00:02:04.946>anymore. <00:02:05.040>So, <00:02:05.133>you <00:02:05.226>can <00:02:05.320>really <00:02:05.413>be <00:02:05.506>proud <00:02:05.600>of <00:02:05.693>that. <00:02:05.786>And <00:02:05.880>I <00:02:05.973>think <00:02:06.066>one <00:02:06.160>driver 00:02:07.030 --> 00:02:07.040 align:start position:0% <00:02:07.030>be <00:02:07.031>proud <00:02:07.032>of <00:02:07.033>that. <00:02:07.034>And <00:02:07.035>I <00:02:07.036>think <00:02:07.037>one <00:02:07.039>driver 00:02:07.040 --> 00:02:09.230 align:start position:0% <00:02:07.040>be <00:02:07.167>proud <00:02:07.294>of <00:02:07.421>that. <00:02:07.549>And <00:02:07.676>I <00:02:07.803>think <00:02:07.930>one <00:02:08.058>driver <00:02:08.185>is <00:02:08.312>the <00:02:08.440>curiosity. 00:02:09.230 --> 00:02:09.240 align:start position:0% <00:02:09.229>is <00:02:09.234>the <00:02:09.239>curiosity. 00:02:09.240 --> 00:02:10.029 align:start position:0% <00:02:09.240>is <00:02:09.417>the <00:02:09.595>curiosity. <00:02:09.772>>> <00:02:09.950>Yep. 00:02:10.029 --> 00:02:10.039 align:start position:0% <00:02:10.029>>> <00:02:10.037>Yep. 00:02:10.039 --> 00:02:14.830 align:start position:0% <00:02:10.038>>> <00:02:10.178>Yep. <00:02:10.318>>> <00:02:10.458>And <00:02:10.598>I <00:02:10.738>remember <00:02:10.878>you <00:02:11.018>introduced <00:02:11.159>to <00:02:11.298>us <00:02:11.439>to 00:02:14.830 --> 00:02:14.840 align:start position:0% <00:02:14.830>>> <00:02:14.831>And <00:02:14.832>I <00:02:14.833>remember <00:02:14.834>you <00:02:14.835>introduced <00:02:14.836>to <00:02:14.837>us <00:02:14.839>to 00:02:14.840 --> 00:02:18.350 align:start position:0% <00:02:14.840>>> <00:02:14.933>And <00:02:15.026>I <00:02:15.120>remember <00:02:15.213>you <00:02:15.306>introduced <00:02:15.400>to <00:02:15.493>us <00:02:15.586>to <00:02:15.680>the <00:02:15.773>Renaissance <00:02:15.866>developer <00:02:15.960>at <00:02:16.053>the <00:02:16.146>at <00:02:16.240>the 00:02:18.350 --> 00:02:18.360 align:start position:0% <00:02:18.350>the <00:02:18.351>Renaissance <00:02:18.353>developer <00:02:18.354>at <00:02:18.356>the <00:02:18.357>at <00:02:18.359>the 00:02:18.360 --> 00:02:20.790 align:start position:0% <00:02:18.360>the <00:02:18.476>Renaissance <00:02:18.593>developer <00:02:18.710>at <00:02:18.826>the <00:02:18.943>at <00:02:19.060>the <00:02:19.176>re:Invent <00:02:19.293>keynote. <00:02:19.410>And <00:02:19.526>there <00:02:19.643>you <00:02:19.760>talked 00:02:20.790 --> 00:02:20.800 align:start position:0% <00:02:20.790>re:Invent <00:02:20.791>keynote. <00:02:20.793>And <00:02:20.795>there <00:02:20.797>you <00:02:20.799>talked 00:02:20.800 --> 00:02:23.030 align:start position:0% <00:02:20.800>re:Invent <00:02:20.940>keynote. <00:02:21.080>And <00:02:21.220>there <00:02:21.360>you <00:02:21.500>talked <00:02:21.640>a <00:02:21.780>bit <00:02:21.920>about <00:02:22.060>the <00:02:22.200>qualities 00:02:23.030 --> 00:02:23.040 align:start position:0% <00:02:23.030>a <00:02:23.032>bit <00:02:23.034>about <00:02:23.036>the <00:02:23.039>qualities 00:02:23.040 --> 00:02:23.630 align:start position:0% <00:02:23.040>a <00:02:23.146>bit <00:02:23.252>about <00:02:23.358>the <00:02:23.464>qualities <00:02:23.571>um 00:02:23.630 --> 00:02:23.640 align:start position:0% um 00:02:23.640 --> 00:02:26.310 align:start position:0% <00:02:23.640>um <00:02:23.839>what <00:02:24.040>a <00:02:24.239>developer <00:02:24.440>should <00:02:24.640>have, <00:02:24.839>needs <00:02:25.040>to 00:02:26.310 --> 00:02:26.320 align:start position:0% <00:02:26.310>what <00:02:26.311>a <00:02:26.313>developer <00:02:26.314>should <00:02:26.316>have, <00:02:26.317>needs <00:02:26.319>to 00:02:26.320 --> 00:02:29.750 align:start position:0% <00:02:26.320>what <00:02:26.413>a <00:02:26.506>developer <00:02:26.600>should <00:02:26.693>have, <00:02:26.786>needs <00:02:26.880>to <00:02:26.973>have <00:02:27.066>even <00:02:27.160>now <00:02:27.253>with <00:02:27.346>also <00:02:27.440>with <00:02:27.533>AI <00:02:27.626>and <00:02:27.720>with 00:02:29.750 --> 00:02:29.760 align:start position:0% <00:02:29.750>have <00:02:29.751>even <00:02:29.752>now <00:02:29.753>with <00:02:29.754>also <00:02:29.755>with <00:02:29.756>AI <00:02:29.757>and <00:02:29.759>with 00:02:29.760 --> 00:02:32.390 align:start position:0% <00:02:29.760>have <00:02:29.853>even <00:02:29.946>now <00:02:30.040>with <00:02:30.133>also <00:02:30.226>with <00:02:30.320>AI <00:02:30.413>and <00:02:30.506>with <00:02:30.600>the <00:02:30.693>changes <00:02:30.786>in <00:02:30.880>the <00:02:30.973>industry <00:02:31.066>that <00:02:31.160>are 00:02:32.390 --> 00:02:32.400 align:start position:0% <00:02:32.390>the <00:02:32.391>changes <00:02:32.393>in <00:02:32.394>the <00:02:32.396>industry <00:02:32.397>that <00:02:32.399>are 00:02:32.400 --> 00:02:34.030 align:start position:0% <00:02:32.400>the <00:02:32.600>changes <00:02:32.800>in <00:02:33.000>the <00:02:33.200>industry <00:02:33.400>that <00:02:33.600>are <00:02:33.800>inevitable. 00:02:34.030 --> 00:02:34.040 align:start position:0% inevitable. 00:02:34.040 --> 00:02:37.750 align:start position:0% <00:02:34.040>inevitable. <00:02:34.273>Um, <00:02:34.506>so <00:02:34.739>what <00:02:34.973>are <00:02:35.206>the <00:02:35.440>the 00:02:37.750 --> 00:02:37.760 align:start position:0% <00:02:37.750>Um, <00:02:37.751>so <00:02:37.753>what <00:02:37.755>are <00:02:37.757>the <00:02:37.759>the 00:02:37.760 --> 00:02:39.910 align:start position:0% <00:02:37.760>Um, <00:02:37.959>so <00:02:38.160>what <00:02:38.359>are <00:02:38.560>the <00:02:38.760>the <00:02:38.959>the <00:02:39.160>qualities 00:02:39.910 --> 00:02:39.920 align:start position:0% <00:02:39.910>the <00:02:39.919>qualities 00:02:39.920 --> 00:02:41.590 align:start position:0% <00:02:39.920>the <00:02:40.120>qualities <00:02:40.320>nowadays <00:02:40.520>that <00:02:40.720>are <00:02:40.920>required <00:02:41.120>for <00:02:41.320>a 00:02:41.590 --> 00:02:41.600 align:start position:0% <00:02:41.590>nowadays <00:02:41.591>that <00:02:41.593>are <00:02:41.595>required <00:02:41.597>for <00:02:41.599>a 00:02:41.600 --> 00:02:44.430 align:start position:0% <00:02:41.600>nowadays <00:02:41.716>that <00:02:41.833>are <00:02:41.950>required <00:02:42.066>for <00:02:42.183>a <00:02:42.299>software <00:02:42.416>engineer <00:02:42.533>and <00:02:42.650>also <00:02:42.766>maybe <00:02:42.883>what <00:02:43.000>is 00:02:44.430 --> 00:02:44.440 align:start position:0% <00:02:44.430>software <00:02:44.431>engineer <00:02:44.433>and <00:02:44.434>also <00:02:44.436>maybe <00:02:44.437>what <00:02:44.439>is 00:02:44.440 --> 00:02:46.910 align:start position:0% <00:02:44.440>software <00:02:44.567>engineer <00:02:44.694>and <00:02:44.821>also <00:02:44.949>maybe <00:02:45.076>what <00:02:45.203>is <00:02:45.330>the <00:02:45.458>one <00:02:45.585>that <00:02:45.712>is <00:02:45.840>maybe 00:02:46.910 --> 00:02:46.920 align:start position:0% <00:02:46.910>the <00:02:46.912>one <00:02:46.914>that <00:02:46.916>is <00:02:46.919>maybe 00:02:46.920 --> 00:02:49.110 align:start position:0% <00:02:46.920>the <00:02:47.120>one <00:02:47.320>that <00:02:47.520>is <00:02:47.720>maybe <00:02:47.920>underrated, <00:02:48.120>you <00:02:48.320>know? 00:02:49.110 --> 00:02:49.120 align:start position:0% <00:02:49.110>underrated, <00:02:49.114>you <00:02:49.119>know? 00:02:49.120 --> 00:02:50.030 align:start position:0% <00:02:49.120>underrated, <00:02:49.324>you <00:02:49.529>know? <00:02:49.734>>> <00:02:49.939>Uh, 00:02:50.030 --> 00:02:50.040 align:start position:0% <00:02:50.030>>> <00:02:50.039>Uh, 00:02:50.040 --> 00:02:51.910 align:start position:0% <00:02:50.040>>> <00:02:50.179>Uh, <00:02:50.320>well, <00:02:50.459>let <00:02:50.600>me <00:02:50.739>let <00:02:50.880>me <00:02:51.019>let <00:02:51.160>me <00:02:51.299>first <00:02:51.440>give 00:02:51.910 --> 00:02:51.920 align:start position:0% <00:02:51.910>well, <00:02:51.911>let <00:02:51.912>me <00:02:51.913>let <00:02:51.914>me <00:02:51.915>let <00:02:51.916>me <00:02:51.917>first <00:02:51.919>give 00:02:51.920 --> 00:02:53.030 align:start position:0% <00:02:51.920>well, <00:02:51.982>let <00:02:52.044>me <00:02:52.107>let <00:02:52.169>me <00:02:52.232>let <00:02:52.294>me <00:02:52.357>first <00:02:52.419>give <00:02:52.481>you <00:02:52.544>a <00:02:52.606>little <00:02:52.669>bit <00:02:52.731>of <00:02:52.794>background <00:02:52.856>why <00:02:52.919>I 00:02:53.030 --> 00:02:53.040 align:start position:0% <00:02:53.030>you <00:02:53.031>a <00:02:53.032>little <00:02:53.033>bit <00:02:53.035>of <00:02:53.036>background <00:02:53.037>why <00:02:53.039>I 00:02:53.040 --> 00:02:54.910 align:start position:0% <00:02:53.040>you <00:02:53.147>a <00:02:53.255>little <00:02:53.363>bit <00:02:53.470>of <00:02:53.578>background <00:02:53.686>why <00:02:53.793>I <00:02:53.901>started <00:02:54.009>talking <00:02:54.116>about <00:02:54.224>that. <00:02:54.332>Just <00:02:54.440>it's 00:02:54.910 --> 00:02:54.920 align:start position:0% <00:02:54.910>started <00:02:54.911>talking <00:02:54.913>about <00:02:54.915>that. <00:02:54.917>Just <00:02:54.919>it's 00:02:54.920 --> 00:02:57.550 align:start position:0% <00:02:54.920>started <00:02:55.047>talking <00:02:55.174>about <00:02:55.301>that. <00:02:55.429>Just <00:02:55.556>it's <00:02:55.683>not <00:02:55.810>only <00:02:55.938>thinking <00:02:56.065>about <00:02:56.192>your <00:02:56.320>customers 00:02:57.550 --> 00:02:57.560 align:start position:0% <00:02:57.550>not <00:02:57.551>only <00:02:57.553>thinking <00:02:57.555>about <00:02:57.557>your <00:02:57.559>customers 00:02:57.560 --> 00:02:59.150 align:start position:0% <00:02:57.560>not <00:02:57.676>only <00:02:57.793>thinking <00:02:57.910>about <00:02:58.026>your <00:02:58.143>customers <00:02:58.260>when <00:02:58.376>you <00:02:58.493>think <00:02:58.610>about <00:02:58.726>what <00:02:58.843>products <00:02:58.960>to 00:02:59.150 --> 00:02:59.160 align:start position:0% <00:02:59.150>when <00:02:59.151>you <00:02:59.153>think <00:02:59.154>about <00:02:59.156>what <00:02:59.157>products <00:02:59.159>to 00:02:59.160 --> 00:03:00.670 align:start position:0% <00:02:59.160>when <00:02:59.273>you <00:02:59.386>think <00:02:59.499>about <00:02:59.613>what <00:02:59.726>products <00:02:59.839>to <00:02:59.952>build, <00:03:00.066>what <00:03:00.179>software <00:03:00.292>to <00:03:00.405>build, <00:03:00.518>things 00:03:00.670 --> 00:03:00.680 align:start position:0% <00:03:00.670>build, <00:03:00.671>what <00:03:00.673>software <00:03:00.675>to <00:03:00.677>build, <00:03:00.679>things 00:03:00.680 --> 00:03:01.910 align:start position:0% <00:03:00.680>build, <00:03:00.838>what <00:03:00.996>software <00:03:01.154>to <00:03:01.312>build, <00:03:01.470>things <00:03:01.628>like <00:03:01.787>that. 00:03:01.910 --> 00:03:01.920 align:start position:0% <00:03:01.910>like <00:03:01.918>that. 00:03:01.920 --> 00:03:04.190 align:start position:0% <00:03:01.920>like <00:03:02.119>that. <00:03:02.320>What <00:03:02.519>are <00:03:02.720>my <00:03:02.920>customers <00:03:03.119>who <00:03:03.320>are 00:03:04.190 --> 00:03:04.200 align:start position:0% <00:03:04.190>What <00:03:04.191>are <00:03:04.193>my <00:03:04.195>customers <00:03:04.197>who <00:03:04.198>are 00:03:04.200 --> 00:03:04.990 align:start position:0% <00:03:04.200>What <00:03:04.318>are <00:03:04.436>my <00:03:04.555>customers <00:03:04.674>who <00:03:04.792>are <00:03:04.911>developers? 00:03:04.990 --> 00:03:05.000 align:start position:0% developers? 00:03:05.000 --> 00:03:05.310 align:start position:0% <00:03:05.000>developers? <00:03:05.139>>> <00:03:05.279>Yeah. 00:03:05.310 --> 00:03:05.320 align:start position:0% <00:03:05.310>>> <00:03:05.319>Yeah. 00:03:05.320 --> 00:03:06.229 align:start position:0% <00:03:05.320>>> <00:03:05.592>Yeah. <00:03:05.865>>> <00:03:06.138>Yeah. 00:03:06.229 --> 00:03:06.239 align:start position:0% <00:03:06.229>>> <00:03:06.238>Yeah. 00:03:06.239 --> 00:03:09.150 align:start position:0% <00:03:06.239>>> <00:03:06.472>Yeah. <00:03:06.705>Um, <00:03:06.939>what <00:03:07.172>are <00:03:07.405>their <00:03:07.639>worries? 00:03:09.150 --> 00:03:09.160 align:start position:0% <00:03:09.150>Um, <00:03:09.152>what <00:03:09.154>are <00:03:09.156>their <00:03:09.159>worries? 00:03:09.160 --> 00:03:12.150 align:start position:0% <00:03:09.160>Um, <00:03:09.260>what <00:03:09.359>are <00:03:09.460>their <00:03:09.560>worries? <00:03:09.660>I <00:03:09.760>mean, <00:03:09.859>2 <00:03:09.960>3 <00:03:10.060>years <00:03:10.160>ago, <00:03:10.260>cost <00:03:10.359>was <00:03:10.460>a <00:03:10.560>major 00:03:12.150 --> 00:03:12.160 align:start position:0% <00:03:12.150>I <00:03:12.151>mean, <00:03:12.152>2 <00:03:12.153>3 <00:03:12.154>years <00:03:12.155>ago, <00:03:12.156>cost <00:03:12.157>was <00:03:12.158>a <00:03:12.159>major 00:03:12.160 --> 00:03:13.150 align:start position:0% <00:03:12.160>I <00:03:12.249>mean, <00:03:12.338>2 <00:03:12.427>3 <00:03:12.516>years <00:03:12.605>ago, <00:03:12.694>cost <00:03:12.783>was <00:03:12.872>a <00:03:12.961>major <00:03:13.051>issue. 00:03:13.150 --> 00:03:13.160 align:start position:0% issue. 00:03:13.160 --> 00:03:14.470 align:start position:0% <00:03:13.160>issue. <00:03:13.307>Yeah, <00:03:13.454>more <00:03:13.602>and <00:03:13.749>more. <00:03:13.896>And <00:03:14.044>so <00:03:14.191>we <00:03:14.339>did 00:03:14.470 --> 00:03:14.480 align:start position:0% <00:03:14.470>Yeah, <00:03:14.471>more <00:03:14.472>and <00:03:14.473>more. <00:03:14.475>And <00:03:14.476>so <00:03:14.477>we <00:03:14.478>did 00:03:14.480 --> 00:03:17.270 align:start position:0% <00:03:14.480>Yeah, <00:03:14.596>more <00:03:14.713>and <00:03:14.829>more. <00:03:14.946>And <00:03:15.063>so <00:03:15.179>we <00:03:15.296>did <00:03:15.413>Google <00:03:15.530>Architect. <00:03:15.646>Yeah, <00:03:15.763>and <00:03:15.880>so 00:03:17.270 --> 00:03:17.280 align:start position:0% <00:03:17.270>Google <00:03:17.272>Architect. <00:03:17.274>Yeah, <00:03:17.276>and <00:03:17.279>so 00:03:17.280 --> 00:03:18.990 align:start position:0% <00:03:17.280>Google <00:03:17.407>Architect. <00:03:17.534>Yeah, <00:03:17.661>and <00:03:17.789>so <00:03:17.916>now <00:03:18.043>if <00:03:18.170>I <00:03:18.298>think <00:03:18.425>about <00:03:18.552>developers, <00:03:18.680>what 00:03:18.990 --> 00:03:19.000 align:start position:0% <00:03:18.990>now <00:03:18.991>if <00:03:18.993>I <00:03:18.994>think <00:03:18.996>about <00:03:18.997>developers, <00:03:18.999>what 00:03:19.000 --> 00:03:20.630 align:start position:0% <00:03:19.000>now <00:03:19.100>if <00:03:19.200>I <00:03:19.300>think <00:03:19.400>about <00:03:19.500>developers, <00:03:19.600>what <00:03:19.700>what <00:03:19.800>is <00:03:19.900>on <00:03:20.000>the <00:03:20.100>forefront <00:03:20.200>of <00:03:20.300>their <00:03:20.400>mind 00:03:20.630 --> 00:03:20.640 align:start position:0% <00:03:20.630>what <00:03:20.631>is <00:03:20.632>on <00:03:20.633>the <00:03:20.635>forefront <00:03:20.636>of <00:03:20.637>their <00:03:20.638>mind 00:03:20.640 --> 00:03:23.390 align:start position:0% <00:03:20.640>what <00:03:20.722>is <00:03:20.804>on <00:03:20.887>the <00:03:20.969>forefront <00:03:21.051>of <00:03:21.134>their <00:03:21.216>mind <00:03:21.298>is <00:03:21.381>how <00:03:21.463>does <00:03:21.545>AI <00:03:21.628>change <00:03:21.710>my <00:03:21.792>work? <00:03:21.875>Or <00:03:21.957>will <00:03:22.040>I 00:03:23.390 --> 00:03:23.400 align:start position:0% <00:03:23.390>is <00:03:23.391>how <00:03:23.392>does <00:03:23.393>AI <00:03:23.394>change <00:03:23.394>my <00:03:23.396>work? <00:03:23.397>Or <00:03:23.398>will <00:03:23.399>I 00:03:23.400 --> 00:03:25.750 align:start position:0% <00:03:23.400>is <00:03:23.516>how <00:03:23.633>does <00:03:23.750>AI <00:03:23.866>change <00:03:23.983>my <00:03:24.100>work? <00:03:24.216>Or <00:03:24.333>will <00:03:24.450>I <00:03:24.566>lose <00:03:24.683>my <00:03:24.800>job? 00:03:25.750 --> 00:03:25.760 align:start position:0% <00:03:25.750>lose <00:03:25.754>my <00:03:25.759>job? 00:03:25.760 --> 00:03:26.870 align:start position:0% <00:03:25.760>lose <00:03:26.093>my <00:03:26.426>job? <00:03:26.759>Yeah. 00:03:26.870 --> 00:03:26.880 align:start position:0% Yeah. 00:03:26.880 --> 00:03:30.390 align:start position:0% <00:03:26.880>Yeah. <00:03:27.079>Um, <00:03:27.280>my <00:03:27.480>answer <00:03:27.680>in <00:03:27.880>general <00:03:28.079>is <00:03:28.280>no. 00:03:30.390 --> 00:03:30.400 align:start position:0% <00:03:30.390>Um, <00:03:30.391>my <00:03:30.393>answer <00:03:30.394>in <00:03:30.396>general <00:03:30.397>is <00:03:30.399>no. 00:03:30.400 --> 00:03:32.430 align:start position:0% <00:03:30.400>Um, <00:03:30.516>my <00:03:30.633>answer <00:03:30.750>in <00:03:30.866>general <00:03:30.983>is <00:03:31.100>no. <00:03:31.216>But <00:03:31.333>you <00:03:31.450>do <00:03:31.566>need <00:03:31.683>to <00:03:31.800>adapt 00:03:32.430 --> 00:03:32.440 align:start position:0% <00:03:32.430>But <00:03:32.431>you <00:03:32.433>do <00:03:32.435>need <00:03:32.437>to <00:03:32.439>adapt 00:03:32.440 --> 00:03:33.910 align:start position:0% <00:03:32.440>But <00:03:32.587>you <00:03:32.734>do <00:03:32.881>need <00:03:33.028>to <00:03:33.175>adapt <00:03:33.322>to <00:03:33.469>a <00:03:33.616>new <00:03:33.763>world. 00:03:33.910 --> 00:03:33.920 align:start position:0% <00:03:33.910>to <00:03:33.913>a <00:03:33.916>new <00:03:33.919>world. 00:03:33.920 --> 00:03:35.270 align:start position:0% <00:03:33.920>to <00:03:34.223>a <00:03:34.527>new <00:03:34.831>world. <00:03:35.135>Yeah. 00:03:35.270 --> 00:03:35.280 align:start position:0% Yeah. 00:03:35.280 --> 00:03:36.590 align:start position:0% <00:03:35.280>Yeah. <00:03:36.459>And 00:03:36.590 --> 00:03:36.600 align:start position:0% And 00:03:36.600 --> 00:03:38.390 align:start position:0% <00:03:36.600>And <00:03:36.775>when <00:03:36.950>I <00:03:37.125>when <00:03:37.299>I <00:03:37.475>surface <00:03:37.650>some <00:03:37.825>of <00:03:38.000>these 00:03:38.390 --> 00:03:38.400 align:start position:0% <00:03:38.390>when <00:03:38.391>I <00:03:38.392>when <00:03:38.393>I <00:03:38.395>surface <00:03:38.396>some <00:03:38.397>of <00:03:38.399>these 00:03:38.400 --> 00:03:40.190 align:start position:0% <00:03:38.400>when <00:03:38.493>I <00:03:38.586>when <00:03:38.680>I <00:03:38.773>surface <00:03:38.866>some <00:03:38.960>of <00:03:39.053>these <00:03:39.146>issues <00:03:39.240>some <00:03:39.333>of <00:03:39.426>the <00:03:39.520>the <00:03:39.613>attributes <00:03:39.706>that <00:03:39.800>I 00:03:40.190 --> 00:03:40.200 align:start position:0% <00:03:40.190>issues <00:03:40.191>some <00:03:40.192>of <00:03:40.193>the <00:03:40.195>the <00:03:40.196>attributes <00:03:40.197>that <00:03:40.198>I 00:03:40.200 --> 00:03:41.470 align:start position:0% <00:03:40.200>issues <00:03:40.281>some <00:03:40.363>of <00:03:40.444>the <00:03:40.526>the <00:03:40.608>attributes <00:03:40.689>that <00:03:40.771>I <00:03:40.853>think <00:03:40.934>why <00:03:41.016>do <00:03:41.098>they <00:03:41.179>call <00:03:41.261>it <00:03:41.343>the 00:03:41.470 --> 00:03:41.480 align:start position:0% <00:03:41.470>think <00:03:41.471>why <00:03:41.472>do <00:03:41.474>they <00:03:41.476>call <00:03:41.477>it <00:03:41.478>the 00:03:41.480 --> 00:03:43.550 align:start position:0% <00:03:41.480>think <00:03:41.607>why <00:03:41.734>do <00:03:41.861>they <00:03:41.989>call <00:03:42.116>it <00:03:42.243>the <00:03:42.370>Renaissance <00:03:42.498>developer <00:03:42.625>is <00:03:42.752>because <00:03:42.880>the 00:03:43.550 --> 00:03:43.560 align:start position:0% <00:03:43.550>Renaissance <00:03:43.552>developer <00:03:43.554>is <00:03:43.556>because <00:03:43.559>the 00:03:43.560 --> 00:03:46.190 align:start position:0% <00:03:43.560>Renaissance <00:03:43.700>developer <00:03:43.840>is <00:03:43.980>because <00:03:44.120>the <00:03:44.260>Renaissance <00:03:44.400>was <00:03:44.540>a <00:03:44.680>radical <00:03:44.820>departure <00:03:44.960>from 00:03:46.190 --> 00:03:46.200 align:start position:0% <00:03:46.190>Renaissance <00:03:46.191>was <00:03:46.193>a <00:03:46.195>radical <00:03:46.197>departure <00:03:46.198>from 00:03:46.200 --> 00:03:48.110 align:start position:0% <00:03:46.200>Renaissance <00:03:46.316>was <00:03:46.433>a <00:03:46.549>radical <00:03:46.666>departure <00:03:46.783>from <00:03:46.899>before. <00:03:47.016>Before <00:03:47.133>that, <00:03:47.250>the <00:03:47.366>church <00:03:47.483>was <00:03:47.600>in 00:03:48.110 --> 00:03:48.120 align:start position:0% <00:03:48.110>before. <00:03:48.111>Before <00:03:48.113>that, <00:03:48.114>the <00:03:48.116>church <00:03:48.117>was <00:03:48.119>in 00:03:48.120 --> 00:03:48.590 align:start position:0% <00:03:48.120>before. <00:03:48.180>Before <00:03:48.240>that, <00:03:48.301>the <00:03:48.361>church <00:03:48.422>was <00:03:48.482>in <00:03:48.543>charge. 00:03:48.590 --> 00:03:48.600 align:start position:0% charge. 00:03:48.600 --> 00:03:49.190 align:start position:0% <00:03:48.600>charge. <00:03:48.865>>> <00:03:49.131>Yeah. 00:03:49.190 --> 00:03:49.200 align:start position:0% <00:03:49.190>>> <00:03:49.198>Yeah. 00:03:49.200 --> 00:03:50.790 align:start position:0% <00:03:49.200>>> <00:03:49.375>Yeah. <00:03:49.549>>> <00:03:49.725>And <00:03:49.899>basically, <00:03:50.075>church <00:03:50.250>said, <00:03:50.424>"Thou <00:03:50.600>shall 00:03:50.790 --> 00:03:50.800 align:start position:0% <00:03:50.790>>> <00:03:50.791>And <00:03:50.793>basically, <00:03:50.794>church <00:03:50.796>said, <00:03:50.797>"Thou <00:03:50.799>shall 00:03:50.800 --> 00:03:53.150 align:start position:0% <00:03:50.800>>> <00:03:50.900>And <00:03:51.000>basically, <00:03:51.100>church <00:03:51.200>said, <00:03:51.300>"Thou <00:03:51.400>shall <00:03:51.500>not <00:03:51.600>cut <00:03:51.700>open <00:03:51.800>the <00:03:51.900>body." <00:03:52.000>So, <00:03:52.100>nobody <00:03:52.200>knew 00:03:53.150 --> 00:03:53.160 align:start position:0% <00:03:53.150>not <00:03:53.151>cut <00:03:53.152>open <00:03:53.153>the <00:03:53.155>body." <00:03:53.156>So, <00:03:53.157>nobody <00:03:53.159>knew 00:03:53.160 --> 00:03:55.390 align:start position:0% <00:03:53.160>not <00:03:53.267>cut <00:03:53.375>open <00:03:53.483>the <00:03:53.590>body." <00:03:53.698>So, <00:03:53.806>nobody <00:03:53.913>knew <00:03:54.021>about <00:03:54.129>the <00:03:54.236>another <00:03:54.344>anatomy <00:03:54.452>because <00:03:54.560>you 00:03:55.390 --> 00:03:55.400 align:start position:0% <00:03:55.390>about <00:03:55.391>the <00:03:55.393>another <00:03:55.395>anatomy <00:03:55.397>because <00:03:55.399>you 00:03:55.400 --> 00:03:58.390 align:start position:0% <00:03:55.400>about <00:03:55.516>the <00:03:55.633>another <00:03:55.750>anatomy <00:03:55.866>because <00:03:55.983>you <00:03:56.100>weren't <00:03:56.216>allowed. <00:03:56.333>Da <00:03:56.450>Vinci <00:03:56.566>could <00:03:56.683>was <00:03:56.800>the 00:03:58.390 --> 00:03:58.400 align:start position:0% <00:03:58.390>weren't <00:03:58.391>allowed. <00:03:58.393>Da <00:03:58.394>Vinci <00:03:58.396>could <00:03:58.397>was <00:03:58.399>the 00:03:58.400 --> 00:03:59.990 align:start position:0% <00:03:58.400>weren't <00:03:58.516>allowed. <00:03:58.633>Da <00:03:58.750>Vinci <00:03:58.866>could <00:03:58.983>was <00:03:59.100>the <00:03:59.216>one <00:03:59.333>that <00:03:59.450>actually <00:03:59.566>started <00:03:59.683>to <00:03:59.800>describe 00:03:59.990 --> 00:04:00.000 align:start position:0% <00:03:59.990>one <00:03:59.991>that <00:03:59.993>actually <00:03:59.995>started <00:03:59.997>to <00:03:59.999>describe 00:04:00.000 --> 00:04:01.310 align:start position:0% <00:04:00.000>one <00:04:00.098>that <00:04:00.196>actually <00:04:00.294>started <00:04:00.393>to <00:04:00.491>describe <00:04:00.589>how <00:04:00.687>muscles <00:04:00.786>work <00:04:00.884>and <00:04:00.982>things <00:04:01.080>like <00:04:01.179>that 00:04:01.310 --> 00:04:01.320 align:start position:0% <00:04:01.310>how <00:04:01.311>muscles <00:04:01.313>work <00:04:01.314>and <00:04:01.316>things <00:04:01.317>like <00:04:01.319>that 00:04:01.320 --> 00:04:03.590 align:start position:0% <00:04:01.320>how <00:04:01.436>muscles <00:04:01.553>work <00:04:01.670>and <00:04:01.786>things <00:04:01.903>like <00:04:02.019>that <00:04:02.136>because <00:04:02.253>he <00:04:02.370>was <00:04:02.486>cutting <00:04:02.603>open <00:04:02.720>bodies. 00:04:03.590 --> 00:04:03.600 align:start position:0% <00:04:03.590>because <00:04:03.591>he <00:04:03.593>was <00:04:03.595>cutting <00:04:03.597>open <00:04:03.599>bodies. 00:04:03.600 --> 00:04:05.830 align:start position:0% <00:04:03.600>because <00:04:03.716>he <00:04:03.833>was <00:04:03.950>cutting <00:04:04.066>open <00:04:04.183>bodies. <00:04:04.299>Yeah, <00:04:04.416>so <00:04:04.533>it <00:04:04.650>was <00:04:04.766>a <00:04:04.883>radical <00:04:05.000>departure. 00:04:05.830 --> 00:04:05.840 align:start position:0% <00:04:05.830>Yeah, <00:04:05.831>so <00:04:05.833>it <00:04:05.834>was <00:04:05.836>a <00:04:05.837>radical <00:04:05.839>departure. 00:04:05.840 --> 00:04:08.030 align:start position:0% <00:04:05.840>Yeah, <00:04:05.956>so <00:04:06.073>it <00:04:06.190>was <00:04:06.306>a <00:04:06.423>radical <00:04:06.540>departure. <00:04:06.656>Curiosity <00:04:06.773>plays <00:04:06.890>a <00:04:07.006>massive <00:04:07.123>important <00:04:07.240>role 00:04:08.030 --> 00:04:08.040 align:start position:0% <00:04:08.030>Curiosity <00:04:08.031>plays <00:04:08.033>a <00:04:08.035>massive <00:04:08.037>important <00:04:08.039>role 00:04:08.040 --> 00:04:11.110 align:start position:0% <00:04:08.040>Curiosity <00:04:08.140>plays <00:04:08.239>a <00:04:08.340>massive <00:04:08.440>important <00:04:08.540>role <00:04:08.640>in <00:04:08.739>that. <00:04:08.840>And <00:04:08.940>your <00:04:09.040>ability <00:04:09.140>to <00:04:09.239>learn. <00:04:09.340>If <00:04:09.440>I 00:04:11.110 --> 00:04:11.120 align:start position:0% <00:04:11.110>in <00:04:11.111>that. <00:04:11.112>And <00:04:11.113>your <00:04:11.114>ability <00:04:11.115>to <00:04:11.116>learn. <00:04:11.117>If <00:04:11.119>I 00:04:11.120 --> 00:04:12.470 align:start position:0% <00:04:11.120>in <00:04:11.206>that. <00:04:11.293>And <00:04:11.380>your <00:04:11.467>ability <00:04:11.553>to <00:04:11.640>learn. <00:04:11.727>If <00:04:11.814>I <00:04:11.901>look <00:04:11.987>for <00:04:12.074>people <00:04:12.161>that <00:04:12.248>are <00:04:12.335>younger 00:04:12.470 --> 00:04:12.480 align:start position:0% <00:04:12.470>look <00:04:12.471>for <00:04:12.473>people <00:04:12.475>that <00:04:12.477>are <00:04:12.478>younger 00:04:12.480 --> 00:04:13.949 align:start position:0% <00:04:12.480>look <00:04:12.590>for <00:04:12.700>people <00:04:12.810>that <00:04:12.920>are <00:04:13.030>younger <00:04:13.141>developer <00:04:13.251>that <00:04:13.361>are <00:04:13.471>coming <00:04:13.581>out <00:04:13.691>of <00:04:13.802>school, 00:04:13.949 --> 00:04:13.959 align:start position:0% <00:04:13.949>developer <00:04:13.950>that <00:04:13.952>are <00:04:13.953>coming <00:04:13.955>out <00:04:13.956>of <00:04:13.958>school, 00:04:13.959 --> 00:04:15.390 align:start position:0% <00:04:13.959>developer <00:04:14.119>that <00:04:14.280>are <00:04:14.441>coming <00:04:14.602>out <00:04:14.763>of <00:04:14.924>school, <00:04:15.085>for <00:04:15.246>example, 00:04:15.390 --> 00:04:15.400 align:start position:0% <00:04:15.390>for <00:04:15.399>example, 00:04:15.400 --> 00:04:18.870 align:start position:0% <00:04:15.400>for <00:04:15.540>example, <00:04:15.680>I <00:04:15.820>look <00:04:15.960>at <00:04:16.100>sort <00:04:16.240>of <00:04:16.380>how <00:04:16.519>will <00:04:16.660>he <00:04:16.800>learn? 00:04:18.870 --> 00:04:18.880 align:start position:0% <00:04:18.870>I <00:04:18.871>look <00:04:18.872>at <00:04:18.873>sort <00:04:18.874>of <00:04:18.875>how <00:04:18.876>will <00:04:18.877>he <00:04:18.879>learn? 00:04:18.880 --> 00:04:21.110 align:start position:0% <00:04:18.880>I <00:04:18.957>look <00:04:19.035>at <00:04:19.113>sort <00:04:19.191>of <00:04:19.268>how <00:04:19.346>will <00:04:19.424>he <00:04:19.502>learn? <00:04:19.579>I <00:04:19.657>mean, <00:04:19.735>if <00:04:19.813>I <00:04:19.891>look <00:04:19.968>at <00:04:20.046>myself <00:04:20.124>I'm <00:04:20.202>a <00:04:20.279>bit 00:04:21.110 --> 00:04:21.120 align:start position:0% <00:04:21.110>I <00:04:21.111>mean, <00:04:21.112>if <00:04:21.113>I <00:04:21.114>look <00:04:21.115>at <00:04:21.116>myself <00:04:21.117>I'm <00:04:21.118>a <00:04:21.119>bit 00:04:21.120 --> 00:04:21.990 align:start position:0% <00:04:21.120>I <00:04:21.198>mean, <00:04:21.276>if <00:04:21.354>I <00:04:21.433>look <00:04:21.511>at <00:04:21.589>myself <00:04:21.668>I'm <00:04:21.746>a <00:04:21.824>bit <00:04:21.903>older. 00:04:21.990 --> 00:04:22.000 align:start position:0% older. 00:04:22.000 --> 00:04:25.230 align:start position:0% <00:04:22.000>older. <00:04:22.233>Um <00:04:22.466>my <00:04:22.700>schooling <00:04:22.933>was <00:04:23.166>assembly <00:04:23.400>language, 00:04:25.230 --> 00:04:25.240 align:start position:0% <00:04:25.230>Um <00:04:25.231>my <00:04:25.233>schooling <00:04:25.235>was <00:04:25.237>assembly <00:04:25.239>language, 00:04:25.240 --> 00:04:27.590 align:start position:0% <00:04:25.240>Um <00:04:25.367>my <00:04:25.494>schooling <00:04:25.621>was <00:04:25.749>assembly <00:04:25.876>language, <00:04:26.003>COBOL, <00:04:26.130>and <00:04:26.258>Pascal. <00:04:26.385>None <00:04:26.512>of <00:04:26.640>these 00:04:27.590 --> 00:04:27.600 align:start position:0% <00:04:27.590>COBOL, <00:04:27.591>and <00:04:27.593>Pascal. <00:04:27.595>None <00:04:27.597>of <00:04:27.599>these 00:04:27.600 --> 00:04:29.470 align:start position:0% <00:04:27.600>COBOL, <00:04:27.755>and <00:04:27.911>Pascal. <00:04:28.066>None <00:04:28.222>of <00:04:28.377>these <00:04:28.533>languages <00:04:28.688>are <00:04:28.844>written <00:04:29.000>anymore. 00:04:29.470 --> 00:04:29.480 align:start position:0% <00:04:29.470>languages <00:04:29.473>are <00:04:29.476>written <00:04:29.479>anymore. 00:04:29.480 --> 00:04:32.150 align:start position:0% <00:04:29.480>languages <00:04:29.620>are <00:04:29.760>written <00:04:29.900>anymore. <00:04:30.040>Yeah? <00:04:30.180>But, <00:04:30.320>in <00:04:30.460>the <00:04:30.600>meantime, <00:04:30.740>we've <00:04:30.880>done 00:04:32.150 --> 00:04:32.160 align:start position:0% <00:04:32.150>Yeah? <00:04:32.151>But, <00:04:32.152>in <00:04:32.154>the <00:04:32.155>meantime, <00:04:32.157>we've <00:04:32.159>done 00:04:32.160 --> 00:04:35.510 align:start position:0% <00:04:32.159>Yeah? <00:04:32.299>But, <00:04:32.439>in <00:04:32.580>the <00:04:32.719>meantime, <00:04:32.859>we've <00:04:32.999>done <00:04:33.140>C, <00:04:33.280>C++, <00:04:33.419>Java, <00:04:33.559>Python. 00:04:35.510 --> 00:04:35.520 align:start position:0% <00:04:35.510>C, <00:04:35.513>C++, <00:04:35.515>Java, <00:04:35.519>Python. 00:04:35.520 --> 00:04:38.030 align:start position:0% <00:04:35.520>C, <00:04:35.675>C++, <00:04:35.831>Java, <00:04:35.986>Python. <00:04:36.142>Now, <00:04:36.297>we <00:04:36.453>all <00:04:36.608>program <00:04:36.764>in <00:04:36.919>Rust. 00:04:38.030 --> 00:04:38.040 align:start position:0% <00:04:38.030>Now, <00:04:38.031>we <00:04:38.033>all <00:04:38.035>program <00:04:38.037>in <00:04:38.039>Rust. 00:04:38.040 --> 00:04:40.909 align:start position:0% <00:04:38.040>Now, <00:04:38.167>we <00:04:38.294>all <00:04:38.421>program <00:04:38.549>in <00:04:38.676>Rust. <00:04:38.803>So, <00:04:38.930>we <00:04:39.058>are <00:04:39.185>natural <00:04:39.312>learners. <00:04:39.440>We're 00:04:40.909 --> 00:04:40.919 align:start position:0% <00:04:40.909>So, <00:04:40.910>we <00:04:40.912>are <00:04:40.914>natural <00:04:40.916>learners. <00:04:40.918>We're 00:04:40.919 --> 00:04:43.350 align:start position:0% <00:04:40.919>So, <00:04:41.074>we <00:04:41.230>are <00:04:41.385>natural <00:04:41.541>learners. <00:04:41.696>We're <00:04:41.852>naturally <00:04:42.007>creative. <00:04:42.163>We <00:04:42.318>natural 00:04:43.350 --> 00:04:43.360 align:start position:0% <00:04:43.350>naturally <00:04:43.353>creative. <00:04:43.356>We <00:04:43.359>natural 00:04:43.360 --> 00:04:45.870 align:start position:0% <00:04:43.360>naturally <00:04:43.487>creative. <00:04:43.614>We <00:04:43.741>natural <00:04:43.869>curiosity. <00:04:43.996>If <00:04:44.123>you <00:04:44.250>want <00:04:44.378>to <00:04:44.505>be <00:04:44.632>a <00:04:44.760>good 00:04:45.870 --> 00:04:45.880 align:start position:0% <00:04:45.870>curiosity. <00:04:45.871>If <00:04:45.872>you <00:04:45.873>want <00:04:45.875>to <00:04:45.876>be <00:04:45.877>a <00:04:45.879>good 00:04:45.880 --> 00:04:49.830 align:start position:0% <00:04:45.880>curiosity. <00:04:45.996>If <00:04:46.113>you <00:04:46.230>want <00:04:46.346>to <00:04:46.463>be <00:04:46.580>a <00:04:46.696>good <00:04:46.813>developer, <00:04:46.930>now <00:04:47.046>hone <00:04:47.163>your <00:04:47.280>curiosity. 00:04:49.830 --> 00:04:49.840 align:start position:0% <00:04:49.830>developer, <00:04:49.832>now <00:04:49.834>hone <00:04:49.836>your <00:04:49.839>curiosity. 00:04:49.840 --> 00:04:51.909 align:start position:0% <00:04:49.840>developer, <00:04:49.967>now <00:04:50.094>hone <00:04:50.221>your <00:04:50.349>curiosity. <00:04:50.476>There's <00:04:50.603>a <00:04:50.730>There's <00:04:50.858>a <00:04:50.985>great <00:04:51.112>book <00:04:51.240>by 00:04:51.909 --> 00:04:51.919 align:start position:0% <00:04:51.909>There's <00:04:51.910>a <00:04:51.912>There's <00:04:51.913>a <00:04:51.914>great <00:04:51.916>book <00:04:51.918>by 00:04:51.919 --> 00:04:53.870 align:start position:0% <00:04:51.919>There's <00:04:52.074>a <00:04:52.230>There's <00:04:52.385>a <00:04:52.541>great <00:04:52.696>book <00:04:52.852>by <00:04:53.007>Jeff <00:04:53.163>Lawson. <00:04:53.318>Um 00:04:53.870 --> 00:04:53.880 align:start position:0% <00:04:53.870>Jeff <00:04:53.874>Lawson. <00:04:53.879>Um 00:04:53.880 --> 00:04:55.510 align:start position:0% <00:04:53.880>Jeff <00:04:54.035>Lawson. <00:04:54.191>Um <00:04:54.346>who <00:04:54.502>who <00:04:54.657>actually <00:04:54.813>worked <00:04:54.968>at <00:04:55.124>Amazon <00:04:55.280>and 00:04:55.510 --> 00:04:55.520 align:start position:0% <00:04:55.510>who <00:04:55.511>who <00:04:55.513>actually <00:04:55.514>worked <00:04:55.515>at <00:04:55.517>Amazon <00:04:55.519>and 00:04:55.520 --> 00:04:57.909 align:start position:0% <00:04:55.520>who <00:04:55.620>who <00:04:55.719>actually <00:04:55.820>worked <00:04:55.919>at <00:04:56.020>Amazon <00:04:56.120>and <00:04:56.219>then <00:04:56.320>he <00:04:56.419>went <00:04:56.520>became <00:04:56.620>the <00:04:56.719>CEO <00:04:56.820>of <00:04:56.919>Twilio. 00:04:57.909 --> 00:04:57.919 align:start position:0% <00:04:57.909>then <00:04:57.910>he <00:04:57.911>went <00:04:57.912>became <00:04:57.914>the <00:04:57.915>CEO <00:04:57.916>of <00:04:57.918>Twilio. 00:04:57.919 --> 00:04:59.470 align:start position:0% <00:04:57.919>then <00:04:58.012>he <00:04:58.105>went <00:04:58.198>became <00:04:58.291>the <00:04:58.384>CEO <00:04:58.477>of <00:04:58.570>Twilio. <00:04:58.663>He <00:04:58.756>wrote <00:04:58.849>this <00:04:58.942>book <00:04:59.035>says <00:04:59.128>ask <00:04:59.221>It's <00:04:59.314>a 00:04:59.470 --> 00:04:59.480 align:start position:0% <00:04:59.470>He <00:04:59.471>wrote <00:04:59.472>this <00:04:59.473>book <00:04:59.475>says <00:04:59.476>ask <00:04:59.477>It's <00:04:59.479>a 00:04:59.480 --> 00:05:02.430 align:start position:0% <00:04:59.480>He <00:04:59.587>wrote <00:04:59.695>this <00:04:59.803>book <00:04:59.910>says <00:05:00.018>ask <00:05:00.126>It's <00:05:00.233>a <00:05:00.341>business <00:05:00.449>book. <00:05:00.556>Says <00:05:00.664>ask <00:05:00.772>your <00:05:00.880>developer. 00:05:02.430 --> 00:05:02.440 align:start position:0% <00:05:02.430>business <00:05:02.431>book. <00:05:02.433>Says <00:05:02.435>ask <00:05:02.437>your <00:05:02.439>developer. 00:05:02.440 --> 00:05:04.590 align:start position:0% <00:05:02.440>business <00:05:02.540>book. <00:05:02.640>Says <00:05:02.740>ask <00:05:02.840>your <00:05:02.940>developer. <00:05:03.040>Because <00:05:03.140>as <00:05:03.240>a <00:05:03.340>CEO <00:05:03.440>or <00:05:03.540>CTO, <00:05:03.640>you <00:05:03.740>think <00:05:03.840>about 00:05:04.590 --> 00:05:04.600 align:start position:0% <00:05:04.590>Because <00:05:04.591>as <00:05:04.592>a <00:05:04.593>CEO <00:05:04.594>or <00:05:04.595>CTO, <00:05:04.596>you <00:05:04.597>think <00:05:04.599>about 00:05:04.600 --> 00:05:06.830 align:start position:0% <00:05:04.600>Because <00:05:04.716>as <00:05:04.833>a <00:05:04.950>CEO <00:05:05.066>or <00:05:05.183>CTO, <00:05:05.300>you <00:05:05.416>think <00:05:05.533>about <00:05:05.650>how <00:05:05.766>to <00:05:05.883>apply <00:05:06.000>technology, 00:05:06.830 --> 00:05:06.840 align:start position:0% <00:05:06.830>how <00:05:06.832>to <00:05:06.835>apply <00:05:06.839>technology, 00:05:06.840 --> 00:05:09.390 align:start position:0% <00:05:06.840>how <00:05:07.015>to <00:05:07.190>apply <00:05:07.364>technology, <00:05:07.539>probably <00:05:07.715>your <00:05:07.890>developers <00:05:08.065>already <00:05:08.239>know. 00:05:09.390 --> 00:05:09.400 align:start position:0% <00:05:09.390>probably <00:05:09.392>your <00:05:09.394>developers <00:05:09.396>already <00:05:09.399>know. 00:05:09.400 --> 00:05:10.790 align:start position:0% <00:05:09.400>probably <00:05:09.556>your <00:05:09.712>developers <00:05:09.869>already <00:05:10.025>know. <00:05:10.181>Because <00:05:10.338>they've <00:05:10.494>been <00:05:10.651>investigating. 00:05:10.790 --> 00:05:10.800 align:start position:0% <00:05:10.790>Because <00:05:10.793>they've <00:05:10.796>been <00:05:10.799>investigating. 00:05:10.800 --> 00:05:12.990 align:start position:0% <00:05:10.800>Because <00:05:10.940>they've <00:05:11.080>been <00:05:11.220>investigating. <00:05:11.360>You're <00:05:11.500>always <00:05:11.640>on <00:05:11.780>the <00:05:11.920>edge, <00:05:12.060>you <00:05:12.200>know? 00:05:12.990 --> 00:05:13.000 align:start position:0% <00:05:12.990>You're <00:05:12.991>always <00:05:12.993>on <00:05:12.994>the <00:05:12.996>edge, <00:05:12.997>you <00:05:12.999>know? 00:05:13.000 --> 00:05:15.270 align:start position:0% <00:05:13.000>You're <00:05:13.093>always <00:05:13.186>on <00:05:13.280>the <00:05:13.373>edge, <00:05:13.466>you <00:05:13.560>know? <00:05:13.653>The <00:05:13.746>same <00:05:13.840>goes <00:05:13.933>for <00:05:14.026>IDEs. <00:05:14.120>I <00:05:14.213>mean, <00:05:14.306>now <00:05:14.400>we 00:05:15.270 --> 00:05:15.280 align:start position:0% <00:05:15.270>The <00:05:15.271>same <00:05:15.272>goes <00:05:15.273>for <00:05:15.274>IDEs. <00:05:15.275>I <00:05:15.276>mean, <00:05:15.277>now <00:05:15.279>we 00:05:15.280 --> 00:05:17.430 align:start position:0% <00:05:15.280>The <00:05:15.367>same <00:05:15.455>goes <00:05:15.542>for <00:05:15.630>IDEs. <00:05:15.717>I <00:05:15.804>mean, <00:05:15.892>now <00:05:15.979>we <00:05:16.067>have <00:05:16.155>Cursor <00:05:16.242>and <00:05:16.330>Cairo <00:05:16.417>and <00:05:16.505>and <00:05:16.592>all <00:05:16.679>the 00:05:17.430 --> 00:05:17.440 align:start position:0% <00:05:17.430>have <00:05:17.431>Cursor <00:05:17.432>and <00:05:17.433>Cairo <00:05:17.435>and <00:05:17.436>and <00:05:17.437>all <00:05:17.439>the 00:05:17.440 --> 00:05:19.710 align:start position:0% <00:05:17.440>have <00:05:17.540>Cursor <00:05:17.640>and <00:05:17.740>Cairo <00:05:17.840>and <00:05:17.940>and <00:05:18.040>all <00:05:18.140>the <00:05:18.240>other <00:05:18.340>things <00:05:18.440>where <00:05:18.540>that <00:05:18.640>are <00:05:18.740>AI <00:05:18.840>assistant 00:05:19.710 --> 00:05:19.720 align:start position:0% <00:05:19.710>other <00:05:19.711>things <00:05:19.712>where <00:05:19.714>that <00:05:19.716>are <00:05:19.717>AI <00:05:19.719>assistant 00:05:19.720 --> 00:05:21.390 align:start position:0% <00:05:19.720>other <00:05:19.920>things <00:05:20.120>where <00:05:20.320>that <00:05:20.520>are <00:05:20.720>AI <00:05:20.920>assistant <00:05:21.120>IDEs. 00:05:21.390 --> 00:05:21.400 align:start position:0% IDEs. 00:05:21.400 --> 00:05:22.750 align:start position:0% <00:05:21.400>IDEs. <00:05:21.805>But, <00:05:22.210>you <00:05:22.615>know, 00:05:22.750 --> 00:05:22.760 align:start position:0% <00:05:22.750>But, <00:05:22.754>you <00:05:22.759>know, 00:05:22.760 --> 00:05:25.070 align:start position:0% <00:05:22.760>But, <00:05:22.960>you <00:05:23.159>know, <00:05:23.360>I <00:05:23.560>started <00:05:23.760>off <00:05:23.960>in <00:05:24.159>VI. 00:05:25.070 --> 00:05:25.080 align:start position:0% <00:05:25.070>I <00:05:25.072>started <00:05:25.074>off <00:05:25.076>in <00:05:25.079>VI. 00:05:25.080 --> 00:05:27.630 align:start position:0% <00:05:25.080>I <00:05:25.235>started <00:05:25.391>off <00:05:25.546>in <00:05:25.702>VI. <00:05:25.857>Yeah, <00:05:26.013>no, <00:05:26.168>not <00:05:26.324>Emacs, <00:05:26.479>yeah? 00:05:27.630 --> 00:05:27.640 align:start position:0% <00:05:27.630>Yeah, <00:05:27.632>no, <00:05:27.634>not <00:05:27.636>Emacs, <00:05:27.639>yeah? 00:05:27.640 --> 00:05:30.310 align:start position:0% <00:05:27.640>Yeah, <00:05:27.780>no, <00:05:27.919>not <00:05:28.060>Emacs, <00:05:28.200>yeah? <00:05:28.340>I <00:05:28.479>mostly <00:05:28.620>because <00:05:28.760>I <00:05:28.900>dislike <00:05:29.039>Lisp. 00:05:30.310 --> 00:05:30.320 align:start position:0% <00:05:30.310>I <00:05:30.311>mostly <00:05:30.313>because <00:05:30.315>I <00:05:30.317>dislike <00:05:30.319>Lisp. 00:05:30.320 --> 00:05:32.670 align:start position:0% <00:05:30.320>I <00:05:30.427>mostly <00:05:30.535>because <00:05:30.643>I <00:05:30.750>dislike <00:05:30.858>Lisp. <00:05:30.966>Um <00:05:31.073>and <00:05:31.181>then <00:05:31.289>then <00:05:31.396>Microsoft <00:05:31.504>came <00:05:31.612>with <00:05:31.719>the 00:05:32.670 --> 00:05:32.680 align:start position:0% <00:05:32.670>Um <00:05:32.671>and <00:05:32.672>then <00:05:32.673>then <00:05:32.675>Microsoft <00:05:32.676>came <00:05:32.677>with <00:05:32.679>the 00:05:32.680 --> 00:05:34.190 align:start position:0% <00:05:32.680>Um <00:05:32.770>and <00:05:32.861>then <00:05:32.951>then <00:05:33.042>Microsoft <00:05:33.133>came <00:05:33.223>with <00:05:33.314>the <00:05:33.404>first <00:05:33.495>where <00:05:33.586>you <00:05:33.676>could <00:05:33.767>draw <00:05:33.857>boxes <00:05:33.948>on <00:05:34.039>the 00:05:34.190 --> 00:05:34.200 align:start position:0% <00:05:34.190>first <00:05:34.191>where <00:05:34.192>you <00:05:34.193>could <00:05:34.195>draw <00:05:34.196>boxes <00:05:34.197>on <00:05:34.199>the 00:05:34.200 --> 00:05:35.750 align:start position:0% <00:05:34.200>first <00:05:34.287>where <00:05:34.374>you <00:05:34.461>could <00:05:34.548>draw <00:05:34.635>boxes <00:05:34.723>on <00:05:34.810>the <00:05:34.897>screen <00:05:34.984>and <00:05:35.071>you <00:05:35.159>had <00:05:35.246>your <00:05:35.333>IDE <00:05:35.420>and <00:05:35.507>then <00:05:35.595>you 00:05:35.750 --> 00:05:35.760 align:start position:0% <00:05:35.750>screen <00:05:35.751>and <00:05:35.752>you <00:05:35.753>had <00:05:35.754>your <00:05:35.755>IDE <00:05:35.756>and <00:05:35.757>then <00:05:35.759>you 00:05:35.760 --> 00:05:37.710 align:start position:0% <00:05:35.760>screen <00:05:35.853>and <00:05:35.946>you <00:05:36.039>had <00:05:36.133>your <00:05:36.226>IDE <00:05:36.320>and <00:05:36.413>then <00:05:36.506>you <00:05:36.599>became <00:05:36.693>Visual <00:05:36.786>Studio <00:05:36.880>and <00:05:36.973>you <00:05:37.066>know, <00:05:37.159>so 00:05:37.710 --> 00:05:37.720 align:start position:0% <00:05:37.710>became <00:05:37.711>Visual <00:05:37.712>Studio <00:05:37.714>and <00:05:37.716>you <00:05:37.717>know, <00:05:37.719>so 00:05:37.720 --> 00:05:39.550 align:start position:0% <00:05:37.720>became <00:05:37.827>Visual <00:05:37.935>Studio <00:05:38.043>and <00:05:38.150>you <00:05:38.258>know, <00:05:38.366>so <00:05:38.473>there's <00:05:38.581>a <00:05:38.689>whole <00:05:38.796>generation <00:05:38.904>of <00:05:39.012>tools <00:05:39.120>that 00:05:39.550 --> 00:05:39.560 align:start position:0% <00:05:39.550>there's <00:05:39.551>a <00:05:39.553>whole <00:05:39.554>generation <00:05:39.556>of <00:05:39.557>tools <00:05:39.559>that 00:05:39.560 --> 00:05:41.750 align:start position:0% <00:05:39.560>there's <00:05:39.667>a <00:05:39.775>whole <00:05:39.883>generation <00:05:39.990>of <00:05:40.098>tools <00:05:40.206>that <00:05:40.313>we <00:05:40.421>have <00:05:40.529>actually <00:05:40.636>always <00:05:40.744>been <00:05:40.852>using. <00:05:40.960>We 00:05:41.750 --> 00:05:41.760 align:start position:0% <00:05:41.750>we <00:05:41.751>have <00:05:41.753>actually <00:05:41.754>always <00:05:41.756>been <00:05:41.757>using. <00:05:41.759>We 00:05:41.760 --> 00:05:43.790 align:start position:0% <00:05:41.760>we <00:05:41.876>have <00:05:41.993>actually <00:05:42.110>always <00:05:42.226>been <00:05:42.343>using. <00:05:42.460>We <00:05:42.576>just <00:05:42.693>have <00:05:42.810>the <00:05:42.926>next <00:05:43.043>generation. <00:05:43.159>Three 00:05:43.790 --> 00:05:43.800 align:start position:0% <00:05:43.790>just <00:05:43.791>have <00:05:43.793>the <00:05:43.795>next <00:05:43.797>generation. <00:05:43.799>Three 00:05:43.800 --> 00:05:45.350 align:start position:0% <00:05:43.800>just <00:05:43.916>have <00:05:44.032>the <00:05:44.148>next <00:05:44.265>generation. <00:05:44.381>Three <00:05:44.497>years <00:05:44.613>from <00:05:44.730>now, <00:05:44.846>we'll <00:05:44.962>have <00:05:45.078>a <00:05:45.195>different 00:05:45.350 --> 00:05:45.360 align:start position:0% <00:05:45.350>years <00:05:45.351>from <00:05:45.353>now, <00:05:45.354>we'll <00:05:45.356>have <00:05:45.357>a <00:05:45.359>different 00:05:45.360 --> 00:05:48.230 align:start position:0% <00:05:45.360>years <00:05:45.467>from <00:05:45.575>now, <00:05:45.683>we'll <00:05:45.790>have <00:05:45.898>a <00:05:46.006>different <00:05:46.113>generation <00:05:46.221>of <00:05:46.329>AI <00:05:46.436>IDEs. <00:05:46.544>Yeah? <00:05:46.652>And <00:05:46.760>for 00:05:48.230 --> 00:05:48.240 align:start position:0% <00:05:48.230>generation <00:05:48.231>of <00:05:48.233>AI <00:05:48.234>IDEs. <00:05:48.236>Yeah? <00:05:48.237>And <00:05:48.239>for 00:05:48.240 --> 00:05:49.990 align:start position:0% <00:05:48.240>generation <00:05:48.356>of <00:05:48.473>AI <00:05:48.590>IDEs. <00:05:48.706>Yeah? <00:05:48.823>And <00:05:48.940>for <00:05:49.056>some <00:05:49.173>reason <00:05:49.290>we <00:05:49.406>as <00:05:49.523>engineers <00:05:49.640>are 00:05:49.990 --> 00:05:50.000 align:start position:0% <00:05:49.990>some <00:05:49.991>reason <00:05:49.993>we <00:05:49.995>as <00:05:49.997>engineers <00:05:49.999>are 00:05:50.000 --> 00:05:52.550 align:start position:0% <00:05:50.000>some <00:05:50.116>reason <00:05:50.233>we <00:05:50.350>as <00:05:50.466>engineers <00:05:50.583>are <00:05:50.700>perfectly <00:05:50.816>fine <00:05:50.933>with <00:05:51.050>that. <00:05:51.166>We <00:05:51.283>just <00:05:51.400>learn 00:05:52.550 --> 00:05:52.560 align:start position:0% <00:05:52.550>perfectly <00:05:52.551>fine <00:05:52.553>with <00:05:52.554>that. <00:05:52.556>We <00:05:52.557>just <00:05:52.559>learn 00:05:52.560 --> 00:05:54.190 align:start position:0% <00:05:52.560>perfectly <00:05:52.700>fine <00:05:52.840>with <00:05:52.980>that. <00:05:53.120>We <00:05:53.260>just <00:05:53.400>learn <00:05:53.540>the <00:05:53.680>next <00:05:53.820>new <00:05:53.960>tool. 00:05:54.190 --> 00:05:54.200 align:start position:0% <00:05:54.190>the <00:05:54.193>next <00:05:54.195>new <00:05:54.199>tool. 00:05:54.200 --> 00:05:56.190 align:start position:0% <00:05:54.200>the <00:05:54.355>next <00:05:54.511>new <00:05:54.666>tool. <00:05:54.822>But <00:05:54.977>you <00:05:55.133>need <00:05:55.288>to <00:05:55.444>be <00:05:55.599>curious. 00:05:56.190 --> 00:05:56.200 align:start position:0% <00:05:56.190>But <00:05:56.191>you <00:05:56.193>need <00:05:56.195>to <00:05:56.197>be <00:05:56.199>curious. 00:05:56.200 --> 00:05:57.870 align:start position:0% <00:05:56.200>But <00:05:56.316>you <00:05:56.433>need <00:05:56.550>to <00:05:56.666>be <00:05:56.783>curious. <00:05:56.900>You <00:05:57.016>need <00:05:57.133>to <00:05:57.250>be <00:05:57.366>willing <00:05:57.483>to <00:05:57.599>actually 00:05:57.870 --> 00:05:57.880 align:start position:0% <00:05:57.870>You <00:05:57.871>need <00:05:57.873>to <00:05:57.874>be <00:05:57.876>willing <00:05:57.877>to <00:05:57.879>actually 00:05:57.880 --> 00:05:59.350 align:start position:0% <00:05:57.880>You <00:05:58.069>need <00:05:58.258>to <00:05:58.447>be <00:05:58.636>willing <00:05:58.825>to <00:05:59.014>actually <00:05:59.203>learn. 00:05:59.350 --> 00:05:59.360 align:start position:0% learn. 00:05:59.360 --> 00:06:01.150 align:start position:0% <00:05:59.360>learn. <00:05:59.535>And <00:05:59.710>so <00:05:59.885>learning, <00:06:00.060>for <00:06:00.235>example, <00:06:00.410>is <00:06:00.585>when <00:06:00.760>I 00:06:01.150 --> 00:06:01.160 align:start position:0% <00:06:01.150>And <00:06:01.151>so <00:06:01.152>learning, <00:06:01.153>for <00:06:01.155>example, <00:06:01.156>is <00:06:01.157>when <00:06:01.159>I 00:06:01.160 --> 00:06:03.590 align:start position:0% <00:06:01.160>And <00:06:01.247>so <00:06:01.335>learning, <00:06:01.422>for <00:06:01.510>example, <00:06:01.597>is <00:06:01.685>when <00:06:01.772>I <00:06:01.860>hire <00:06:01.947>people <00:06:02.035>is <00:06:02.122>the <00:06:02.210>most <00:06:02.297>is <00:06:02.385>one <00:06:02.472>of <00:06:02.560>the 00:06:03.590 --> 00:06:03.600 align:start position:0% <00:06:03.590>hire <00:06:03.591>people <00:06:03.592>is <00:06:03.593>the <00:06:03.594>most <00:06:03.595>is <00:06:03.596>one <00:06:03.597>of <00:06:03.599>the 00:06:03.600 --> 00:06:05.230 align:start position:0% <00:06:03.600>hire <00:06:03.693>people <00:06:03.786>is <00:06:03.880>the <00:06:03.973>most <00:06:04.066>is <00:06:04.160>one <00:06:04.253>of <00:06:04.346>the <00:06:04.440>most <00:06:04.533>important <00:06:04.626>attributes. <00:06:04.720>I <00:06:04.813>look <00:06:04.906>at <00:06:05.000>how 00:06:05.230 --> 00:06:05.240 align:start position:0% <00:06:05.230>most <00:06:05.231>important <00:06:05.233>attributes. <00:06:05.234>I <00:06:05.236>look <00:06:05.237>at <00:06:05.239>how 00:06:05.240 --> 00:06:06.950 align:start position:0% <00:06:05.240>most <00:06:05.380>important <00:06:05.520>attributes. <00:06:05.660>I <00:06:05.800>look <00:06:05.940>at <00:06:06.080>how <00:06:06.220>well <00:06:06.360>are <00:06:06.500>you <00:06:06.640>learning? 00:06:06.950 --> 00:06:06.960 align:start position:0% <00:06:06.950>well <00:06:06.953>are <00:06:06.955>you <00:06:06.959>learning? 00:06:06.960 --> 00:06:09.990 align:start position:0% <00:06:06.960>well <00:06:07.087>are <00:06:07.214>you <00:06:07.341>learning? <00:06:07.469>The <00:06:07.596>same <00:06:07.723>is <00:06:07.850>at <00:06:07.978>university <00:06:08.105>you <00:06:08.232>need <00:06:08.359>today 00:06:09.990 --> 00:06:10.000 align:start position:0% <00:06:09.990>The <00:06:09.991>same <00:06:09.992>is <00:06:09.993>at <00:06:09.995>university <00:06:09.996>you <00:06:09.997>need <00:06:09.999>today 00:06:10.000 --> 00:06:11.950 align:start position:0% <00:06:10.000>The <00:06:10.093>same <00:06:10.186>is <00:06:10.280>at <00:06:10.373>university <00:06:10.466>you <00:06:10.560>need <00:06:10.653>today <00:06:10.746>and <00:06:10.840>you <00:06:10.933>know, <00:06:11.026>you <00:06:11.120>can't <00:06:11.213>teach <00:06:11.306>them <00:06:11.400>the 00:06:11.950 --> 00:06:11.960 align:start position:0% <00:06:11.950>and <00:06:11.951>you <00:06:11.952>know, <00:06:11.953>you <00:06:11.955>can't <00:06:11.956>teach <00:06:11.957>them <00:06:11.959>the 00:06:11.960 --> 00:06:13.630 align:start position:0% <00:06:11.960>and <00:06:12.060>you <00:06:12.159>know, <00:06:12.260>you <00:06:12.359>can't <00:06:12.460>teach <00:06:12.560>them <00:06:12.659>the <00:06:12.760>technology <00:06:12.859>that <00:06:12.960>they <00:06:13.060>need <00:06:13.159>to <00:06:13.260>use <00:06:13.359>in 00:06:13.630 --> 00:06:13.640 align:start position:0% <00:06:13.630>technology <00:06:13.631>that <00:06:13.633>they <00:06:13.634>need <00:06:13.635>to <00:06:13.637>use <00:06:13.639>in 00:06:13.640 --> 00:06:15.190 align:start position:0% <00:06:13.640>technology <00:06:13.747>that <00:06:13.854>they <00:06:13.961>need <00:06:14.069>to <00:06:14.176>use <00:06:14.283>in <00:06:14.391>their <00:06:14.498>job <00:06:14.605>because <00:06:14.713>by <00:06:14.820>the <00:06:14.927>time <00:06:15.034>they 00:06:15.190 --> 00:06:15.200 align:start position:0% <00:06:15.190>their <00:06:15.191>job <00:06:15.193>because <00:06:15.194>by <00:06:15.195>the <00:06:15.197>time <00:06:15.199>they 00:06:15.200 --> 00:06:18.390 align:start position:0% <00:06:15.200>their <00:06:15.307>job <00:06:15.415>because <00:06:15.523>by <00:06:15.630>the <00:06:15.738>time <00:06:15.846>they <00:06:15.953>graduate <00:06:16.061>that <00:06:16.169>technology <00:06:16.276>is <00:06:16.384>out <00:06:16.492>of <00:06:16.599>date. 00:06:18.390 --> 00:06:18.400 align:start position:0% <00:06:18.390>graduate <00:06:18.391>that <00:06:18.393>technology <00:06:18.394>is <00:06:18.395>out <00:06:18.397>of <00:06:18.399>date. 00:06:18.400 --> 00:06:20.909 align:start position:0% <00:06:18.400>graduate <00:06:18.500>that <00:06:18.599>technology <00:06:18.700>is <00:06:18.799>out <00:06:18.900>of <00:06:19.000>date. <00:06:19.099>So <00:06:19.200>universities <00:06:19.299>need <00:06:19.400>to <00:06:19.500>be <00:06:19.599>focused <00:06:19.700>on, <00:06:19.799>I 00:06:20.909 --> 00:06:20.919 align:start position:0% <00:06:20.909>So <00:06:20.910>universities <00:06:20.911>need <00:06:20.912>to <00:06:20.914>be <00:06:20.915>focused <00:06:20.916>on, <00:06:20.918>I 00:06:20.919 --> 00:06:22.470 align:start position:0% <00:06:20.919>So <00:06:21.093>universities <00:06:21.267>need <00:06:21.442>to <00:06:21.616>be <00:06:21.791>focused <00:06:21.965>on, <00:06:22.140>I <00:06:22.314>think, 00:06:22.470 --> 00:06:22.480 align:start position:0% think, 00:06:22.480 --> 00:06:24.190 align:start position:0% <00:06:22.480>think, <00:06:22.830>on <00:06:23.180>how <00:06:23.530>to <00:06:23.880>learn. 00:06:24.190 --> 00:06:24.200 align:start position:0% <00:06:24.190>on <00:06:24.193>how <00:06:24.195>to <00:06:24.199>learn. 00:06:24.200 --> 00:06:26.190 align:start position:0% <00:06:24.200>on <00:06:24.340>how <00:06:24.479>to <00:06:24.620>learn. <00:06:24.760>Yeah? <00:06:24.900>But <00:06:25.039>also, <00:06:25.180>and <00:06:25.320>something <00:06:25.460>that <00:06:25.599>I 00:06:26.190 --> 00:06:26.200 align:start position:0% <00:06:26.190>Yeah? <00:06:26.191>But <00:06:26.193>also, <00:06:26.194>and <00:06:26.195>something <00:06:26.197>that <00:06:26.199>I 00:06:26.200 --> 00:06:28.150 align:start position:0% <00:06:26.200>Yeah? <00:06:26.316>But <00:06:26.433>also, <00:06:26.550>and <00:06:26.666>something <00:06:26.783>that <00:06:26.900>I <00:06:27.016>think <00:06:27.133>university <00:06:27.250>don't <00:06:27.366>teach <00:06:27.483>enough, <00:06:27.599>how 00:06:28.150 --> 00:06:28.160 align:start position:0% <00:06:28.150>think <00:06:28.151>university <00:06:28.153>don't <00:06:28.155>teach <00:06:28.157>enough, <00:06:28.159>how 00:06:28.160 --> 00:06:29.670 align:start position:0% <00:06:28.160>think <00:06:28.354>university <00:06:28.548>don't <00:06:28.742>teach <00:06:28.936>enough, <00:06:29.130>how <00:06:29.324>to <00:06:29.519>collaborate. 00:06:29.670 --> 00:06:29.680 align:start position:0% <00:06:29.670>to <00:06:29.679>collaborate. 00:06:29.680 --> 00:06:30.830 align:start position:0% <00:06:29.680>to <00:06:29.852>collaborate. <00:06:30.025>Cuz <00:06:30.197>software <00:06:30.370>development <00:06:30.542>is <00:06:30.715>a 00:06:30.830 --> 00:06:30.840 align:start position:0% <00:06:30.830>Cuz <00:06:30.832>software <00:06:30.834>development <00:06:30.836>is <00:06:30.839>a 00:06:30.840 --> 00:06:32.670 align:start position:0% <00:06:30.840>Cuz <00:06:31.073>software <00:06:31.306>development <00:06:31.539>is <00:06:31.773>a <00:06:32.006>collaborative <00:06:32.239>effort. 00:06:32.670 --> 00:06:32.680 align:start position:0% <00:06:32.670>collaborative <00:06:32.679>effort. 00:06:32.680 --> 00:06:33.550 align:start position:0% <00:06:32.680>collaborative <00:06:33.071>effort. <00:06:33.463>Yeah? 00:06:33.550 --> 00:06:33.560 align:start position:0% Yeah? 00:06:33.560 --> 00:06:34.790 align:start position:0% <00:06:33.560>Yeah? <00:06:34.667>Also, 00:06:34.790 --> 00:06:34.800 align:start position:0% Also, 00:06:34.800 --> 00:06:37.030 align:start position:0% <00:06:34.800>Also, <00:06:35.500>communication, <00:06:36.200>writing. 00:06:37.030 --> 00:06:37.040 align:start position:0% <00:06:37.030>communication, <00:06:37.039>writing. 00:06:37.040 --> 00:06:38.909 align:start position:0% <00:06:37.040>communication, <00:06:37.215>writing. <00:06:37.390>Actually <00:06:37.565>trying <00:06:37.740>to <00:06:37.915>figure <00:06:38.090>out <00:06:38.265>can <00:06:38.440>you 00:06:38.909 --> 00:06:38.919 align:start position:0% <00:06:38.909>Actually <00:06:38.910>trying <00:06:38.912>to <00:06:38.913>figure <00:06:38.914>out <00:06:38.916>can <00:06:38.918>you 00:06:38.919 --> 00:06:40.510 align:start position:0% <00:06:38.919>Actually <00:06:39.046>trying <00:06:39.173>to <00:06:39.300>figure <00:06:39.428>out <00:06:39.555>can <00:06:39.682>you <00:06:39.809>clearly <00:06:39.937>communicate <00:06:40.064>what <00:06:40.191>your <00:06:40.318>system 00:06:40.510 --> 00:06:40.520 align:start position:0% <00:06:40.510>clearly <00:06:40.512>communicate <00:06:40.514>what <00:06:40.516>your <00:06:40.519>system 00:06:40.520 --> 00:06:42.150 align:start position:0% <00:06:40.520>clearly <00:06:40.647>communicate <00:06:40.774>what <00:06:40.901>your <00:06:41.029>system <00:06:41.156>does <00:06:41.283>or <00:06:41.410>what <00:06:41.538>it <00:06:41.665>needs <00:06:41.792>to <00:06:41.919>do. 00:06:42.150 --> 00:06:42.160 align:start position:0% <00:06:42.150>does <00:06:42.151>or <00:06:42.152>what <00:06:42.154>it <00:06:42.155>needs <00:06:42.157>to <00:06:42.159>do. 00:06:42.160 --> 00:06:43.990 align:start position:0% <00:06:42.159>does <00:06:42.260>or <00:06:42.359>what <00:06:42.460>it <00:06:42.559>needs <00:06:42.659>to <00:06:42.760>do. <00:06:42.859>Or <00:06:42.960>and <00:06:43.059>and <00:06:43.159>this <00:06:43.260>was <00:06:43.359>weird, <00:06:43.460>you <00:06:43.559>know, 00:06:43.990 --> 00:06:44.000 align:start position:0% <00:06:43.990>Or <00:06:43.991>and <00:06:43.992>and <00:06:43.993>this <00:06:43.995>was <00:06:43.996>weird, <00:06:43.997>you <00:06:43.999>know, 00:06:44.000 --> 00:06:46.150 align:start position:0% <00:06:44.000>Or <00:06:44.100>and <00:06:44.200>and <00:06:44.300>this <00:06:44.400>was <00:06:44.500>weird, <00:06:44.600>you <00:06:44.700>know, <00:06:44.800>when <00:06:44.900>I <00:06:45.000>was <00:06:45.100>at <00:06:45.200>school, <00:06:45.300>my <00:06:45.400>university 00:06:46.150 --> 00:06:46.160 align:start position:0% <00:06:46.150>when <00:06:46.151>I <00:06:46.152>was <00:06:46.154>at <00:06:46.155>school, <00:06:46.157>my <00:06:46.159>university 00:06:46.160 --> 00:06:48.270 align:start position:0% <00:06:46.159>when <00:06:46.260>I <00:06:46.359>was <00:06:46.460>at <00:06:46.559>school, <00:06:46.659>my <00:06:46.760>university <00:06:46.859>taught <00:06:46.960>me <00:06:47.059>had <00:06:47.159>a <00:06:47.260>a <00:06:47.359>class <00:06:47.460>a <00:06:47.559>mandatory 00:06:48.270 --> 00:06:48.280 align:start position:0% <00:06:48.270>taught <00:06:48.271>me <00:06:48.272>had <00:06:48.273>a <00:06:48.275>a <00:06:48.276>class <00:06:48.277>a <00:06:48.279>mandatory 00:06:48.280 --> 00:06:49.470 align:start position:0% <00:06:48.280>taught <00:06:48.369>me <00:06:48.458>had <00:06:48.547>a <00:06:48.637>a <00:06:48.726>class <00:06:48.815>a <00:06:48.904>mandatory <00:06:48.994>class <00:06:49.083>which <00:06:49.172>was <00:06:49.261>called <00:06:49.351>interview 00:06:49.470 --> 00:06:49.480 align:start position:0% <00:06:49.470>class <00:06:49.472>which <00:06:49.474>was <00:06:49.476>called <00:06:49.479>interview 00:06:49.480 --> 00:06:50.750 align:start position:0% <00:06:49.480>class <00:06:49.708>which <00:06:49.937>was <00:06:50.165>called <00:06:50.394>interview <00:06:50.623>technique. 00:06:50.750 --> 00:06:50.760 align:start position:0% technique. 00:06:50.760 --> 00:06:52.430 align:start position:0% <00:06:50.760>technique. <00:06:50.915>And <00:06:51.071>I <00:06:51.226>got <00:06:51.382>like, <00:06:51.537>"Well, <00:06:51.693>I <00:06:51.848>don't <00:06:52.004>need <00:06:52.159>to 00:06:52.430 --> 00:06:52.440 align:start position:0% <00:06:52.430>And <00:06:52.431>I <00:06:52.432>got <00:06:52.433>like, <00:06:52.434>"Well, <00:06:52.435>I <00:06:52.436>don't <00:06:52.437>need <00:06:52.439>to 00:06:52.440 --> 00:06:53.909 align:start position:0% <00:06:52.440>And <00:06:52.528>I <00:06:52.616>got <00:06:52.704>like, <00:06:52.792>"Well, <00:06:52.880>I <00:06:52.968>don't <00:06:53.056>need <00:06:53.145>to <00:06:53.233>talk <00:06:53.321>to <00:06:53.409>journalists." <00:06:53.497>It <00:06:53.585>was <00:06:53.673>not <00:06:53.762>about 00:06:53.909 --> 00:06:53.919 align:start position:0% <00:06:53.909>talk <00:06:53.910>to <00:06:53.912>journalists." <00:06:53.913>It <00:06:53.914>was <00:06:53.916>not <00:06:53.918>about 00:06:53.919 --> 00:06:55.870 align:start position:0% <00:06:53.919>talk <00:06:54.035>to <00:06:54.152>journalists." <00:06:54.269>It <00:06:54.385>was <00:06:54.502>not <00:06:54.619>about <00:06:54.735>talking <00:06:54.852>to <00:06:54.969>journalists, <00:06:55.085>it's <00:06:55.202>talking <00:06:55.318>to 00:06:55.870 --> 00:06:55.880 align:start position:0% <00:06:55.870>talking <00:06:55.871>to <00:06:55.873>journalists, <00:06:55.875>it's <00:06:55.877>talking <00:06:55.879>to 00:06:55.880 --> 00:06:57.470 align:start position:0% <00:06:55.880>talking <00:06:56.080>to <00:06:56.280>journalists, <00:06:56.480>it's <00:06:56.680>talking <00:06:56.880>to <00:06:57.080>your <00:06:57.280>customer. 00:06:57.470 --> 00:06:57.480 align:start position:0% <00:06:57.470>your <00:06:57.479>customer. 00:06:57.480 --> 00:06:59.670 align:start position:0% <00:06:57.480>your <00:06:57.635>customer. <00:06:57.791>Cuz <00:06:57.946>often <00:06:58.102>your <00:06:58.257>customer <00:06:58.413>will <00:06:58.568>come <00:06:58.724>to <00:06:58.880>you 00:06:59.670 --> 00:06:59.680 align:start position:0% <00:06:59.670>Cuz <00:06:59.671>often <00:06:59.672>your <00:06:59.673>customer <00:06:59.675>will <00:06:59.676>come <00:06:59.677>to <00:06:59.679>you 00:06:59.680 --> 00:07:01.550 align:start position:0% <00:06:59.680>Cuz <00:06:59.780>often <00:06:59.880>your <00:06:59.980>customer <00:07:00.080>will <00:07:00.180>come <00:07:00.280>to <00:07:00.380>you <00:07:00.480>already <00:07:00.580>with <00:07:00.680>a <00:07:00.780>solution <00:07:00.880>in <00:07:00.980>mind <00:07:01.080>without 00:07:01.550 --> 00:07:01.560 align:start position:0% <00:07:01.550>already <00:07:01.551>with <00:07:01.553>a <00:07:01.554>solution <00:07:01.556>in <00:07:01.557>mind <00:07:01.559>without 00:07:01.560 --> 00:07:03.590 align:start position:0% <00:07:01.560>already <00:07:01.687>with <00:07:01.814>a <00:07:01.941>solution <00:07:02.069>in <00:07:02.196>mind <00:07:02.323>without <00:07:02.450>describing <00:07:02.578>to <00:07:02.705>you <00:07:02.832>the <00:07:02.960>problem. 00:07:03.590 --> 00:07:03.600 align:start position:0% <00:07:03.590>describing <00:07:03.592>to <00:07:03.594>you <00:07:03.596>the <00:07:03.599>problem. 00:07:03.600 --> 00:07:05.270 align:start position:0% <00:07:03.600>describing <00:07:03.833>to <00:07:04.066>you <00:07:04.300>the <00:07:04.533>problem. <00:07:04.766>Yeah? <00:07:05.000>Now, 00:07:05.270 --> 00:07:05.280 align:start position:0% <00:07:05.270>Yeah? <00:07:05.279>Now, 00:07:05.280 --> 00:07:07.190 align:start position:0% <00:07:05.280>Yeah? <00:07:05.435>Now, <00:07:05.591>the <00:07:05.746>number <00:07:05.902>of <00:07:06.057>times <00:07:06.213>that <00:07:06.368>the <00:07:06.524>CTO <00:07:06.679>will 00:07:07.190 --> 00:07:07.200 align:start position:0% <00:07:07.190>the <00:07:07.191>number <00:07:07.192>of <00:07:07.193>times <00:07:07.195>that <00:07:07.196>the <00:07:07.197>CTO <00:07:07.199>will 00:07:07.200 --> 00:07:09.270 align:start position:0% <00:07:07.200>the <00:07:07.287>number <00:07:07.375>of <00:07:07.462>times <00:07:07.550>that <00:07:07.637>the <00:07:07.724>CTO <00:07:07.812>will <00:07:07.900>tell <00:07:07.987>me <00:07:08.075>or <00:07:08.162>CEO <00:07:08.250>will <00:07:08.337>tell <00:07:08.425>me <00:07:08.512>say <00:07:08.599>like, 00:07:09.270 --> 00:07:09.280 align:start position:0% <00:07:09.270>tell <00:07:09.271>me <00:07:09.272>or <00:07:09.273>CEO <00:07:09.274>will <00:07:09.275>tell <00:07:09.276>me <00:07:09.277>say <00:07:09.279>like, 00:07:09.280 --> 00:07:11.909 align:start position:0% <00:07:09.280>tell <00:07:09.373>me <00:07:09.466>or <00:07:09.559>CEO <00:07:09.653>will <00:07:09.746>tell <00:07:09.840>me <00:07:09.933>say <00:07:10.026>like, <00:07:10.119>"What <00:07:10.213>should <00:07:10.306>we <00:07:10.400>be <00:07:10.493>doing <00:07:10.586>with <00:07:10.679>AI?" 00:07:11.909 --> 00:07:11.919 align:start position:0% <00:07:11.909>"What <00:07:11.910>should <00:07:11.912>we <00:07:11.913>be <00:07:11.914>doing <00:07:11.916>with <00:07:11.918>AI?" 00:07:11.919 --> 00:07:13.950 align:start position:0% <00:07:11.919>"What <00:07:12.058>should <00:07:12.198>we <00:07:12.339>be <00:07:12.479>doing <00:07:12.619>with <00:07:12.758>AI?" <00:07:12.899>And <00:07:13.039>I <00:07:13.179>say, <00:07:13.318>"Well, 00:07:13.950 --> 00:07:13.960 align:start position:0% <00:07:13.950>And <00:07:13.953>I <00:07:13.955>say, <00:07:13.959>"Well, 00:07:13.960 --> 00:07:15.830 align:start position:0% <00:07:13.960>And <00:07:14.099>I <00:07:14.239>say, <00:07:14.380>"Well, <00:07:14.520>I'm <00:07:14.659>sorry <00:07:14.799>to <00:07:14.940>answer <00:07:15.080>your <00:07:15.219>question <00:07:15.359>with 00:07:15.830 --> 00:07:15.840 align:start position:0% <00:07:15.830>I'm <00:07:15.831>sorry <00:07:15.832>to <00:07:15.834>answer <00:07:15.835>your <00:07:15.837>question <00:07:15.839>with 00:07:15.840 --> 00:07:18.030 align:start position:0% <00:07:15.840>I'm <00:07:15.947>sorry <00:07:16.055>to <00:07:16.163>answer <00:07:16.270>your <00:07:16.378>question <00:07:16.486>with <00:07:16.593>another <00:07:16.701>question, <00:07:16.809>but <00:07:16.916>why <00:07:17.024>are <00:07:17.132>you <00:07:17.239>asking 00:07:18.030 --> 00:07:18.040 align:start position:0% <00:07:18.030>another <00:07:18.031>question, <00:07:18.033>but <00:07:18.034>why <00:07:18.036>are <00:07:18.037>you <00:07:18.039>asking 00:07:18.040 --> 00:07:19.590 align:start position:0% <00:07:18.040>another <00:07:18.214>question, <00:07:18.388>but <00:07:18.563>why <00:07:18.737>are <00:07:18.911>you <00:07:19.086>asking <00:07:19.260>me <00:07:19.435>this?" 00:07:19.590 --> 00:07:19.600 align:start position:0% <00:07:19.590>me <00:07:19.599>this?" 00:07:19.600 --> 00:07:20.550 align:start position:0% <00:07:19.600>me <00:07:20.027>this?" <00:07:20.455>Yeah? 00:07:20.550 --> 00:07:20.560 align:start position:0% Yeah? 00:07:20.560 --> 00:07:23.550 align:start position:0% <00:07:20.560>Yeah? <00:07:20.700>If <00:07:20.840>I <00:07:20.980>look <00:07:21.120>at <00:07:21.260>sort <00:07:21.400>of <00:07:21.540>the <00:07:21.680>the <00:07:21.820>speed <00:07:21.960>of 00:07:23.550 --> 00:07:23.560 align:start position:0% <00:07:23.550>If <00:07:23.551>I <00:07:23.552>look <00:07:23.553>at <00:07:23.554>sort <00:07:23.555>of <00:07:23.556>the <00:07:23.557>the <00:07:23.558>speed <00:07:23.559>of 00:07:23.560 --> 00:07:25.430 align:start position:0% <00:07:23.560>If <00:07:23.653>I <00:07:23.746>look <00:07:23.840>at <00:07:23.933>sort <00:07:24.026>of <00:07:24.120>the <00:07:24.213>the <00:07:24.306>speed <00:07:24.400>of <00:07:24.493>delivery <00:07:24.586>of <00:07:24.680>new <00:07:24.773>models <00:07:24.866>or <00:07:24.960>new 00:07:25.430 --> 00:07:25.440 align:start position:0% <00:07:25.430>delivery <00:07:25.431>of <00:07:25.433>new <00:07:25.435>models <00:07:25.437>or <00:07:25.439>new 00:07:25.440 --> 00:07:28.110 align:start position:0% <00:07:25.440>delivery <00:07:25.547>of <00:07:25.655>new <00:07:25.763>models <00:07:25.870>or <00:07:25.978>new <00:07:26.086>technologies. <00:07:26.193>I <00:07:26.301>mean, <00:07:26.409>2 <00:07:26.516>years <00:07:26.624>ago <00:07:26.732>it <00:07:26.840>was 00:07:28.110 --> 00:07:28.120 align:start position:0% <00:07:28.110>technologies. <00:07:28.111>I <00:07:28.112>mean, <00:07:28.113>2 <00:07:28.115>years <00:07:28.116>ago <00:07:28.117>it <00:07:28.119>was 00:07:28.120 --> 00:07:30.870 align:start position:0% <00:07:28.120>technologies. <00:07:28.220>I <00:07:28.320>mean, <00:07:28.420>2 <00:07:28.520>years <00:07:28.620>ago <00:07:28.720>it <00:07:28.820>was <00:07:28.920>said <00:07:29.020>LLM's <00:07:29.120>were <00:07:29.220>generative <00:07:29.320>AI <00:07:29.420>was <00:07:29.520>the 00:07:30.870 --> 00:07:30.880 align:start position:0% <00:07:30.870>said <00:07:30.871>LLM's <00:07:30.873>were <00:07:30.874>generative <00:07:30.876>AI <00:07:30.877>was <00:07:30.879>the 00:07:30.880 --> 00:07:33.230 align:start position:0% <00:07:30.880>said <00:07:30.996>LLM's <00:07:31.113>were <00:07:31.230>generative <00:07:31.346>AI <00:07:31.463>was <00:07:31.580>the <00:07:31.696>the <00:07:31.813>liverter <00:07:31.930>and <00:07:32.046>then <00:07:32.163>we <00:07:32.280>became 00:07:33.230 --> 00:07:33.240 align:start position:0% <00:07:33.230>the <00:07:33.231>liverter <00:07:33.233>and <00:07:33.235>then <00:07:33.237>we <00:07:33.239>became 00:07:33.240 --> 00:07:35.110 align:start position:0% <00:07:33.240>the <00:07:33.367>liverter <00:07:33.494>and <00:07:33.621>then <00:07:33.749>we <00:07:33.876>became <00:07:34.003>fine-tuned <00:07:34.130>and <00:07:34.258>then <00:07:34.385>we <00:07:34.512>had <00:07:34.640>the 00:07:35.110 --> 00:07:35.120 align:start position:0% <00:07:35.110>fine-tuned <00:07:35.111>and <00:07:35.113>then <00:07:35.115>we <00:07:35.117>had <00:07:35.119>the 00:07:35.120 --> 00:07:37.070 align:start position:0% <00:07:35.120>fine-tuned <00:07:35.247>and <00:07:35.374>then <00:07:35.501>we <00:07:35.629>had <00:07:35.756>the <00:07:35.883>frontier <00:07:36.010>models <00:07:36.138>and <00:07:36.265>then <00:07:36.392>it <00:07:36.520>became 00:07:37.070 --> 00:07:37.080 align:start position:0% <00:07:37.070>frontier <00:07:37.071>models <00:07:37.073>and <00:07:37.075>then <00:07:37.077>it <00:07:37.079>became 00:07:37.080 --> 00:07:39.830 align:start position:0% <00:07:37.080>frontier <00:07:37.180>models <00:07:37.280>and <00:07:37.380>then <00:07:37.479>it <00:07:37.580>became <00:07:37.680>agents <00:07:37.780>and <00:07:37.880>now <00:07:37.979>we <00:07:38.080>do <00:07:38.180>loops <00:07:38.280>and <00:07:38.380>you <00:07:38.479>know, 00:07:39.830 --> 00:07:39.840 align:start position:0% <00:07:39.830>agents <00:07:39.831>and <00:07:39.832>now <00:07:39.833>we <00:07:39.834>do <00:07:39.835>loops <00:07:39.836>and <00:07:39.837>you <00:07:39.839>know, 00:07:39.840 --> 00:07:42.310 align:start position:0% <00:07:39.840>agents <00:07:39.927>and <00:07:40.015>now <00:07:40.102>we <00:07:40.190>do <00:07:40.277>loops <00:07:40.365>and <00:07:40.452>you <00:07:40.540>know, <00:07:40.627>I <00:07:40.715>I <00:07:40.802>get <00:07:40.890>confused <00:07:40.977>by <00:07:41.065>five <00:07:41.152>new <00:07:41.240>models 00:07:42.310 --> 00:07:42.320 align:start position:0% <00:07:42.310>I <00:07:42.311>I <00:07:42.312>get <00:07:42.313>confused <00:07:42.315>by <00:07:42.316>five <00:07:42.317>new <00:07:42.319>models 00:07:42.320 --> 00:07:43.870 align:start position:0% <00:07:42.320>I <00:07:42.446>I <00:07:42.573>get <00:07:42.700>confused <00:07:42.827>by <00:07:42.954>five <00:07:43.080>new <00:07:43.207>models <00:07:43.334>being <00:07:43.461>delivered <00:07:43.588>every <00:07:43.715>day. 00:07:43.870 --> 00:07:43.880 align:start position:0% <00:07:43.870>being <00:07:43.873>delivered <00:07:43.876>every <00:07:43.879>day. 00:07:43.880 --> 00:07:44.190 align:start position:0% <00:07:43.880>being <00:07:43.935>delivered <00:07:43.991>every <00:07:44.047>day. <00:07:44.103>>> <00:07:44.159>Yeah. 00:07:44.190 --> 00:07:44.200 align:start position:0% <00:07:44.190>>> <00:07:44.199>Yeah. 00:07:44.200 --> 00:07:45.870 align:start position:0% <00:07:44.200>>> <00:07:44.340>Yeah. <00:07:44.479>>> <00:07:44.620>Yeah. <00:07:44.760>If <00:07:44.900>I <00:07:45.039>get <00:07:45.180>confused, <00:07:45.320>I'm <00:07:45.460>pretty <00:07:45.599>sure 00:07:45.870 --> 00:07:45.880 align:start position:0% <00:07:45.870>>> <00:07:45.871>Yeah. <00:07:45.872>If <00:07:45.873>I <00:07:45.874>get <00:07:45.875>confused, <00:07:45.876>I'm <00:07:45.877>pretty <00:07:45.879>sure 00:07:45.880 --> 00:07:47.790 align:start position:0% <00:07:45.880>>> <00:07:45.980>Yeah. <00:07:46.080>If <00:07:46.180>I <00:07:46.280>get <00:07:46.380>confused, <00:07:46.480>I'm <00:07:46.580>pretty <00:07:46.680>sure <00:07:46.780>you <00:07:46.880>guys <00:07:46.980>are <00:07:47.080>confused <00:07:47.180>as <00:07:47.280>well. 00:07:47.790 --> 00:07:47.800 align:start position:0% <00:07:47.790>you <00:07:47.791>guys <00:07:47.793>are <00:07:47.795>confused <00:07:47.797>as <00:07:47.799>well. 00:07:47.800 --> 00:07:50.150 align:start position:0% <00:07:47.800>you <00:07:47.907>guys <00:07:48.015>are <00:07:48.123>confused <00:07:48.230>as <00:07:48.338>well. <00:07:48.446>Yeah? <00:07:48.553>So, <00:07:48.661>don't <00:07:48.769>be <00:07:48.876>afraid <00:07:48.984>to <00:07:49.092>push <00:07:49.200>the 00:07:50.150 --> 00:07:50.160 align:start position:0% <00:07:50.150>Yeah? <00:07:50.151>So, <00:07:50.152>don't <00:07:50.153>be <00:07:50.155>afraid <00:07:50.156>to <00:07:50.157>push <00:07:50.159>the 00:07:50.160 --> 00:07:52.950 align:start position:0% <00:07:50.159>Yeah? <00:07:50.267>So, <00:07:50.375>don't <00:07:50.483>be <00:07:50.590>afraid <00:07:50.698>to <00:07:50.806>push <00:07:50.913>the <00:07:51.021>pause <00:07:51.129>button <00:07:51.236>and <00:07:51.344>educate <00:07:51.452>yourself. <00:07:51.559>Yeah, 00:07:52.950 --> 00:07:52.960 align:start position:0% <00:07:52.950>pause <00:07:52.951>button <00:07:52.953>and <00:07:52.955>educate <00:07:52.957>yourself. <00:07:52.959>Yeah, 00:07:52.960 --> 00:07:54.830 align:start position:0% <00:07:52.960>pause <00:07:53.076>button <00:07:53.193>and <00:07:53.310>educate <00:07:53.426>yourself. <00:07:53.543>Yeah, <00:07:53.659>because <00:07:53.776>that <00:07:53.893>is <00:07:54.010>the <00:07:54.126>most <00:07:54.243>important <00:07:54.359>thing 00:07:54.830 --> 00:07:54.840 align:start position:0% <00:07:54.830>because <00:07:54.831>that <00:07:54.832>is <00:07:54.834>the <00:07:54.836>most <00:07:54.837>important <00:07:54.839>thing 00:07:54.840 --> 00:07:56.870 align:start position:0% <00:07:54.840>because <00:07:54.940>that <00:07:55.040>is <00:07:55.140>the <00:07:55.240>most <00:07:55.340>important <00:07:55.440>thing <00:07:55.540>you <00:07:55.640>need <00:07:55.740>to <00:07:55.840>continue <00:07:55.940>to <00:07:56.040>educate. <00:07:56.140>So, <00:07:56.240>the 00:07:56.870 --> 00:07:56.880 align:start position:0% <00:07:56.870>you <00:07:56.871>need <00:07:56.872>to <00:07:56.873>continue <00:07:56.875>to <00:07:56.876>educate. <00:07:56.877>So, <00:07:56.879>the 00:07:56.880 --> 00:07:59.950 align:start position:0% <00:07:56.880>you <00:07:56.996>need <00:07:57.113>to <00:07:57.230>continue <00:07:57.346>to <00:07:57.463>educate. <00:07:57.580>So, <00:07:57.696>the <00:07:57.813>Renaissance <00:07:57.930>developer <00:07:58.046>was <00:07:58.163>be <00:07:58.280>curious, 00:07:59.950 --> 00:07:59.960 align:start position:0% <00:07:59.950>Renaissance <00:07:59.952>developer <00:07:59.954>was <00:07:59.956>be <00:07:59.959>curious, 00:07:59.960 --> 00:08:02.630 align:start position:0% <00:07:59.960>Renaissance <00:08:00.087>developer <00:08:00.214>was <00:08:00.341>be <00:08:00.469>curious, <00:08:00.596>think <00:08:00.723>in <00:08:00.850>systems. <00:08:00.978>And <00:08:01.105>with <00:08:01.232>systems, <00:08:01.359>I 00:08:02.630 --> 00:08:02.640 align:start position:0% <00:08:02.630>think <00:08:02.631>in <00:08:02.633>systems. <00:08:02.634>And <00:08:02.635>with <00:08:02.637>systems, <00:08:02.639>I 00:08:02.640 --> 00:08:03.590 align:start position:0% <00:08:02.640>think <00:08:02.762>in <00:08:02.884>systems. <00:08:03.006>And <00:08:03.128>with <00:08:03.250>systems, <00:08:03.372>I <00:08:03.495>mean, 00:08:03.590 --> 00:08:03.600 align:start position:0% mean, 00:08:03.600 --> 00:08:06.150 align:start position:0% <00:08:03.600>mean, <00:08:03.833>you <00:08:04.066>don't <00:08:04.300>build <00:08:04.533>things <00:08:04.766>in <00:08:05.000>isolation. 00:08:06.150 --> 00:08:06.160 align:start position:0% <00:08:06.150>you <00:08:06.151>don't <00:08:06.153>build <00:08:06.155>things <00:08:06.157>in <00:08:06.159>isolation. 00:08:06.160 --> 00:08:09.230 align:start position:0% <00:08:06.160>you <00:08:06.287>don't <00:08:06.414>build <00:08:06.541>things <00:08:06.669>in <00:08:06.796>isolation. <00:08:06.923>Yeah? <00:08:07.050>What's <00:08:07.178>the <00:08:07.305>overall <00:08:07.432>picture? <00:08:07.560>Yeah? 00:08:09.230 --> 00:08:09.240 align:start position:0% <00:08:09.230>Yeah? <00:08:09.231>What's <00:08:09.233>the <00:08:09.235>overall <00:08:09.237>picture? <00:08:09.239>Yeah? 00:08:09.240 --> 00:08:10.030 align:start position:0% <00:08:09.240>Yeah? <00:08:09.311>What's <00:08:09.382>the <00:08:09.453>overall <00:08:09.524>picture? <00:08:09.595>Yeah? <00:08:09.666>Uh <00:08:09.737>especially <00:08:09.808>if <00:08:09.879>you <00:08:09.950>build 00:08:10.030 --> 00:08:10.040 align:start position:0% <00:08:10.030>Uh <00:08:10.032>especially <00:08:10.034>if <00:08:10.036>you <00:08:10.039>build 00:08:10.040 --> 00:08:12.550 align:start position:0% <00:08:10.040>Uh <00:08:10.195>especially <00:08:10.351>if <00:08:10.506>you <00:08:10.662>build <00:08:10.817>microservices, <00:08:10.973>for <00:08:11.128>example, <00:08:11.284>really <00:08:11.440>how 00:08:12.550 --> 00:08:12.560 align:start position:0% <00:08:12.550>microservices, <00:08:12.552>for <00:08:12.554>example, <00:08:12.556>really <00:08:12.559>how 00:08:12.560 --> 00:08:14.590 align:start position:0% <00:08:12.560>microservices, <00:08:12.676>for <00:08:12.793>example, <00:08:12.910>really <00:08:13.026>how <00:08:13.143>do <00:08:13.260>the <00:08:13.376>feedback <00:08:13.493>loops <00:08:13.610>look <00:08:13.726>like? <00:08:13.843>How <00:08:13.960>do 00:08:14.590 --> 00:08:14.600 align:start position:0% <00:08:14.590>do <00:08:14.591>the <00:08:14.592>feedback <00:08:14.593>loops <00:08:14.595>look <00:08:14.596>like? <00:08:14.597>How <00:08:14.599>do 00:08:14.600 --> 00:08:16.710 align:start position:0% <00:08:14.600>do <00:08:14.716>the <00:08:14.833>feedback <00:08:14.950>loops <00:08:15.066>look <00:08:15.183>like? <00:08:15.300>How <00:08:15.416>do <00:08:15.533>these <00:08:15.650>things <00:08:15.766>What's <00:08:15.883>the <00:08:16.000>context? 00:08:16.710 --> 00:08:16.720 align:start position:0% <00:08:16.710>these <00:08:16.712>things <00:08:16.714>What's <00:08:16.716>the <00:08:16.719>context? 00:08:16.720 --> 00:08:18.470 align:start position:0% <00:08:16.720>these <00:08:17.000>things <00:08:17.280>What's <00:08:17.560>the <00:08:17.840>context? <00:08:18.120>Communication. 00:08:18.470 --> 00:08:18.480 align:start position:0% Communication. 00:08:18.480 --> 00:08:20.510 align:start position:0% <00:08:18.480>Communication. <00:08:18.635>Yeah? <00:08:18.791>Is <00:08:18.946>Is <00:08:19.102>the <00:08:19.257>other <00:08:19.413>one <00:08:19.568>being <00:08:19.724>able <00:08:19.880>to 00:08:20.510 --> 00:08:20.520 align:start position:0% <00:08:20.510>Yeah? <00:08:20.511>Is <00:08:20.512>Is <00:08:20.513>the <00:08:20.514>other <00:08:20.515>one <00:08:20.516>being <00:08:20.517>able <00:08:20.519>to 00:08:20.520 --> 00:08:22.990 align:start position:0% <00:08:20.520>Yeah? <00:08:20.627>Is <00:08:20.735>Is <00:08:20.843>the <00:08:20.950>other <00:08:21.058>one <00:08:21.166>being <00:08:21.273>able <00:08:21.381>to <00:08:21.489>clearly <00:08:21.596>communicate, <00:08:21.704>but <00:08:21.812>also <00:08:21.919>understand 00:08:22.990 --> 00:08:23.000 align:start position:0% <00:08:22.990>clearly <00:08:22.992>communicate, <00:08:22.994>but <00:08:22.996>also <00:08:22.999>understand 00:08:23.000 --> 00:08:25.670 align:start position:0% <00:08:23.000>clearly <00:08:23.175>communicate, <00:08:23.350>but <00:08:23.525>also <00:08:23.700>understand <00:08:23.875>what <00:08:24.050>people <00:08:24.225>want? <00:08:24.400>Yeah? 00:08:25.670 --> 00:08:25.680 align:start position:0% <00:08:25.670>what <00:08:25.673>people <00:08:25.676>want? <00:08:25.679>Yeah? 00:08:25.680 --> 00:08:28.870 align:start position:0% <00:08:25.680>what <00:08:25.807>people <00:08:25.934>want? <00:08:26.061>Yeah? <00:08:26.189>And <00:08:26.316>you <00:08:26.443>know, <00:08:26.570>be <00:08:26.698>able <00:08:26.825>be <00:08:26.952>broader <00:08:27.080>than 00:08:28.870 --> 00:08:28.880 align:start position:0% <00:08:28.870>And <00:08:28.871>you <00:08:28.872>know, <00:08:28.873>be <00:08:28.875>able <00:08:28.876>be <00:08:28.877>broader <00:08:28.879>than 00:08:28.880 --> 00:08:31.110 align:start position:0% <00:08:28.880>And <00:08:28.980>you <00:08:29.080>know, <00:08:29.180>be <00:08:29.280>able <00:08:29.380>be <00:08:29.480>broader <00:08:29.580>than <00:08:29.680>just <00:08:29.780>I <00:08:29.880>mean, <00:08:29.980>yes, <00:08:30.080>it's <00:08:30.180>still <00:08:30.280>important 00:08:31.110 --> 00:08:31.120 align:start position:0% <00:08:31.110>just <00:08:31.111>I <00:08:31.113>mean, <00:08:31.114>yes, <00:08:31.116>it's <00:08:31.117>still <00:08:31.119>important 00:08:31.120 --> 00:08:33.510 align:start position:0% <00:08:31.120>just <00:08:31.220>I <00:08:31.320>mean, <00:08:31.420>yes, <00:08:31.520>it's <00:08:31.620>still <00:08:31.720>important <00:08:31.820>to <00:08:31.920>be <00:08:32.020>a <00:08:32.120>deep <00:08:32.220>developer. <00:08:32.320>Yeah? <00:08:32.419>To <00:08:32.520>have 00:08:33.510 --> 00:08:33.520 align:start position:0% <00:08:33.510>to <00:08:33.511>be <00:08:33.512>a <00:08:33.513>deep <00:08:33.515>developer. <00:08:33.516>Yeah? <00:08:33.517>To <00:08:33.519>have 00:08:33.520 --> 00:08:35.830 align:start position:0% <00:08:33.520>to <00:08:33.636>be <00:08:33.753>a <00:08:33.870>deep <00:08:33.986>developer. <00:08:34.103>Yeah? <00:08:34.220>To <00:08:34.336>have <00:08:34.453>deep <00:08:34.569>knowledge <00:08:34.686>about <00:08:34.803>an <00:08:34.919>area. 00:08:35.830 --> 00:08:35.840 align:start position:0% <00:08:35.830>deep <00:08:35.832>knowledge <00:08:35.834>about <00:08:35.836>an <00:08:35.839>area. 00:08:35.840 --> 00:08:37.149 align:start position:0% <00:08:35.840>deep <00:08:35.930>knowledge <00:08:36.021>about <00:08:36.111>an <00:08:36.202>area. <00:08:36.293>But <00:08:36.383>the <00:08:36.474>ones <00:08:36.564>that <00:08:36.655>are <00:08:36.746>going <00:08:36.836>to <00:08:36.927>be <00:08:37.018>most 00:08:37.149 --> 00:08:37.159 align:start position:0% <00:08:37.149>But <00:08:37.150>the <00:08:37.151>ones <00:08:37.152>that <00:08:37.153>are <00:08:37.154>going <00:08:37.155>to <00:08:37.156>be <00:08:37.158>most 00:08:37.159 --> 00:08:39.310 align:start position:0% <00:08:37.159>But <00:08:37.252>the <00:08:37.345>ones <00:08:37.438>that <00:08:37.532>are <00:08:37.625>going <00:08:37.718>to <00:08:37.812>be <00:08:37.905>most <00:08:37.999>successful <00:08:38.092>is <00:08:38.185>what <00:08:38.279>I <00:08:38.372>call <00:08:38.465>the <00:08:38.558>T-shaped 00:08:39.310 --> 00:08:39.320 align:start position:0% <00:08:39.309>successful <00:08:39.311>is <00:08:39.313>what <00:08:39.314>I <00:08:39.316>call <00:08:39.317>the <00:08:39.319>T-shaped 00:08:39.320 --> 00:08:42.110 align:start position:0% <00:08:39.320>successful <00:08:39.436>is <00:08:39.553>what <00:08:39.670>I <00:08:39.786>call <00:08:39.903>the <00:08:40.020>T-shaped <00:08:40.136>developer. <00:08:40.253>Yeah? <00:08:40.370>You're <00:08:40.486>still <00:08:40.603>deep, <00:08:40.720>but 00:08:42.110 --> 00:08:42.120 align:start position:0% <00:08:42.110>developer. <00:08:42.111>Yeah? <00:08:42.113>You're <00:08:42.115>still <00:08:42.117>deep, <00:08:42.119>but 00:08:42.120 --> 00:08:43.589 align:start position:0% <00:08:42.120>developer. <00:08:42.285>Yeah? <00:08:42.450>You're <00:08:42.615>still <00:08:42.781>deep, <00:08:42.946>but <00:08:43.111>you're <00:08:43.276>also <00:08:43.442>broad. 00:08:43.589 --> 00:08:43.599 align:start position:0% <00:08:43.588>you're <00:08:43.593>also <00:08:43.598>broad. 00:08:43.599 --> 00:08:44.070 align:start position:0% <00:08:43.599>you're <00:08:43.704>also <00:08:43.810>broad. <00:08:43.916>>> <00:08:44.022>Mhm. 00:08:44.070 --> 00:08:44.080 align:start position:0% <00:08:44.070>>> <00:08:44.079>Mhm. 00:08:44.080 --> 00:08:46.350 align:start position:0% <00:08:44.080>>> <00:08:44.207>Mhm. <00:08:44.334>>> <00:08:44.461>You <00:08:44.589>know <00:08:44.716>a <00:08:44.843>few <00:08:44.970>more <00:08:45.098>things. <00:08:45.225>I <00:08:45.352>mean, <00:08:45.480>your 00:08:46.350 --> 00:08:46.360 align:start position:0% <00:08:46.350>>> <00:08:46.351>You <00:08:46.352>know <00:08:46.353>a <00:08:46.354>few <00:08:46.355>more <00:08:46.356>things. <00:08:46.357>I <00:08:46.358>mean, <00:08:46.359>your 00:08:46.360 --> 00:08:49.150 align:start position:0% <00:08:46.360>>> <00:08:46.447>You <00:08:46.535>know <00:08:46.622>a <00:08:46.710>few <00:08:46.797>more <00:08:46.885>things. <00:08:46.972>I <00:08:47.060>mean, <00:08:47.147>your <00:08:47.235>knowledge <00:08:47.322>as <00:08:47.410>a <00:08:47.497>maybe <00:08:47.585>a <00:08:47.672>database <00:08:47.760>engineer 00:08:49.150 --> 00:08:49.160 align:start position:0% <00:08:49.150>knowledge <00:08:49.151>as <00:08:49.153>a <00:08:49.154>maybe <00:08:49.156>a <00:08:49.157>database <00:08:49.159>engineer 00:08:49.160 --> 00:08:52.190 align:start position:0% <00:08:49.160>knowledge <00:08:49.260>as <00:08:49.360>a <00:08:49.459>maybe <00:08:49.560>a <00:08:49.660>database <00:08:49.760>engineer <00:08:49.860>may <00:08:49.959>help <00:08:50.060>your <00:08:50.160>colleague <00:08:50.260>who <00:08:50.360>is <00:08:50.459>an <00:08:50.560>UI 00:08:52.190 --> 00:08:52.200 align:start position:0% <00:08:52.190>may <00:08:52.191>help <00:08:52.192>your <00:08:52.193>colleague <00:08:52.195>who <00:08:52.196>is <00:08:52.197>an <00:08:52.199>UI 00:08:52.200 --> 00:08:54.310 align:start position:0% <00:08:52.200>may <00:08:52.300>help <00:08:52.400>your <00:08:52.500>colleague <00:08:52.600>who <00:08:52.700>is <00:08:52.800>an <00:08:52.900>UI <00:08:53.000>engineer. <00:08:53.100>And <00:08:53.200>the <00:08:53.300>other <00:08:53.400>way <00:08:53.500>around <00:08:53.600>as 00:08:54.310 --> 00:08:54.320 align:start position:0% <00:08:54.310>engineer. <00:08:54.311>And <00:08:54.313>the <00:08:54.314>other <00:08:54.316>way <00:08:54.317>around <00:08:54.319>as 00:08:54.320 --> 00:08:57.710 align:start position:0% <00:08:54.320>engineer. <00:08:54.436>And <00:08:54.553>the <00:08:54.670>other <00:08:54.786>way <00:08:54.903>around <00:08:55.020>as <00:08:55.136>well. <00:08:55.253>Being <00:08:55.370>broader <00:08:55.486>than <00:08:55.603>just <00:08:55.720>that. 00:08:57.710 --> 00:08:57.720 align:start position:0% <00:08:57.710>well. <00:08:57.711>Being <00:08:57.713>broader <00:08:57.715>than <00:08:57.717>just <00:08:57.719>that. 00:08:57.720 --> 00:08:59.750 align:start position:0% <00:08:57.720>well. <00:08:57.827>Being <00:08:57.935>broader <00:08:58.043>than <00:08:58.150>just <00:08:58.258>that. <00:08:58.366>And <00:08:58.473>as <00:08:58.581>such, <00:08:58.689>I <00:08:58.796>think, <00:08:58.904>you <00:08:59.012>know, <00:08:59.120>we 00:08:59.750 --> 00:08:59.760 align:start position:0% <00:08:59.750>And <00:08:59.751>as <00:08:59.752>such, <00:08:59.753>I <00:08:59.755>think, <00:08:59.756>you <00:08:59.757>know, <00:08:59.759>we 00:08:59.760 --> 00:09:02.510 align:start position:0% <00:08:59.760>And <00:08:59.853>as <00:08:59.946>such, <00:09:00.040>I <00:09:00.133>think, <00:09:00.226>you <00:09:00.319>know, <00:09:00.413>we <00:09:00.506>shouldn't <00:09:00.600>be <00:09:00.693>afraid <00:09:00.786>of <00:09:00.880>AI, <00:09:00.973>but <00:09:01.066>we <00:09:01.160>should 00:09:02.510 --> 00:09:02.520 align:start position:0% <00:09:02.510>shouldn't <00:09:02.511>be <00:09:02.512>afraid <00:09:02.513>of <00:09:02.515>AI, <00:09:02.516>but <00:09:02.517>we <00:09:02.519>should 00:09:02.520 --> 00:09:04.630 align:start position:0% <00:09:02.520>shouldn't <00:09:02.613>be <00:09:02.706>afraid <00:09:02.800>of <00:09:02.893>AI, <00:09:02.986>but <00:09:03.079>we <00:09:03.173>should <00:09:03.266>also <00:09:03.360>make <00:09:03.453>sure <00:09:03.546>that <00:09:03.640>we <00:09:03.733>have <00:09:03.826>we <00:09:03.920>educate 00:09:04.630 --> 00:09:04.640 align:start position:0% <00:09:04.630>also <00:09:04.631>make <00:09:04.632>sure <00:09:04.633>that <00:09:04.635>we <00:09:04.636>have <00:09:04.637>we <00:09:04.639>educate 00:09:04.640 --> 00:09:06.070 align:start position:0% <00:09:04.640>also <00:09:04.739>make <00:09:04.838>sure <00:09:04.937>that <00:09:05.036>we <00:09:05.135>have <00:09:05.234>we <00:09:05.333>educate <00:09:05.432>ourselves <00:09:05.531>and <00:09:05.630>know <00:09:05.729>exactly <00:09:05.828>what <00:09:05.927>it 00:09:06.070 --> 00:09:06.080 align:start position:0% <00:09:06.070>ourselves <00:09:06.071>and <00:09:06.073>know <00:09:06.075>exactly <00:09:06.077>what <00:09:06.079>it 00:09:06.080 --> 00:09:07.150 align:start position:0% <00:09:06.080>ourselves <00:09:06.240>and <00:09:06.401>know <00:09:06.561>exactly <00:09:06.722>what <00:09:06.882>it <00:09:07.043>means. 00:09:07.150 --> 00:09:07.160 align:start position:0% means. 00:09:07.160 --> 00:09:09.630 align:start position:0% <00:09:07.160>means. <00:09:07.360>Do <00:09:07.560>not <00:09:07.760>let <00:09:07.959>the <00:09:08.160>press <00:09:08.360>determine <00:09:08.560>your 00:09:09.630 --> 00:09:09.640 align:start position:0% <00:09:09.630>Do <00:09:09.631>not <00:09:09.633>let <00:09:09.634>the <00:09:09.636>press <00:09:09.637>determine <00:09:09.639>your 00:09:09.640 --> 00:09:11.310 align:start position:0% <00:09:09.640>Do <00:09:09.840>not <00:09:10.040>let <00:09:10.240>the <00:09:10.439>press <00:09:10.640>determine <00:09:10.840>your <00:09:11.040>architecture. 00:09:11.310 --> 00:09:11.320 align:start position:0% architecture. 00:09:11.320 --> 00:09:13.030 align:start position:0% <00:09:11.320>architecture. <00:09:11.553>Yeah? <00:09:11.786>We <00:09:12.020>know <00:09:12.253>how <00:09:12.486>to <00:09:12.720>build 00:09:13.030 --> 00:09:13.040 align:start position:0% <00:09:13.030>Yeah? <00:09:13.031>We <00:09:13.033>know <00:09:13.035>how <00:09:13.037>to <00:09:13.039>build 00:09:13.040 --> 00:09:15.230 align:start position:0% <00:09:13.040>Yeah? <00:09:13.180>We <00:09:13.319>know <00:09:13.459>how <00:09:13.599>to <00:09:13.740>build <00:09:13.880>architectures. <00:09:14.020>We've <00:09:14.160>done <00:09:14.300>that <00:09:14.439>forever. 00:09:15.230 --> 00:09:15.240 align:start position:0% <00:09:15.230>architectures. <00:09:15.232>We've <00:09:15.234>done <00:09:15.236>that <00:09:15.239>forever. 00:09:15.240 --> 00:09:16.790 align:start position:0% <00:09:15.240>architectures. <00:09:15.347>We've <00:09:15.454>done <00:09:15.561>that <00:09:15.669>forever. <00:09:15.776>>> <00:09:15.883>Coming <00:09:15.991>back <00:09:16.098>to <00:09:16.205>this <00:09:16.313>like <00:09:16.420>first <00:09:16.527>of <00:09:16.635>all, 00:09:16.790 --> 00:09:16.800 align:start position:0% <00:09:16.790>>> <00:09:16.791>Coming <00:09:16.792>back <00:09:16.793>to <00:09:16.794>this <00:09:16.795>like <00:09:16.796>first <00:09:16.797>of <00:09:16.799>all, 00:09:16.800 --> 00:09:19.829 align:start position:0% <00:09:16.800>>> <00:09:16.887>Coming <00:09:16.974>back <00:09:17.062>to <00:09:17.150>this <00:09:17.237>like <00:09:17.324>first <00:09:17.412>of <00:09:17.500>all, <00:09:17.587>like <00:09:17.675>you <00:09:17.762>said <00:09:17.849>like <00:09:17.937>ask <00:09:18.025>your <00:09:18.112>developer. <00:09:18.199>I 00:09:19.829 --> 00:09:19.839 align:start position:0% <00:09:19.829>like <00:09:19.830>you <00:09:19.831>said <00:09:19.832>like <00:09:19.834>ask <00:09:19.835>your <00:09:19.836>developer. <00:09:19.838>I 00:09:19.839 --> 00:09:21.670 align:start position:0% <00:09:19.839>like <00:09:19.946>you <00:09:20.054>said <00:09:20.162>like <00:09:20.269>ask <00:09:20.377>your <00:09:20.485>developer. <00:09:20.592>I <00:09:20.700>think <00:09:20.808>that's <00:09:20.915>a <00:09:21.023>very <00:09:21.131>very <00:09:21.238>important 00:09:21.670 --> 00:09:21.680 align:start position:0% <00:09:21.670>think <00:09:21.671>that's <00:09:21.673>a <00:09:21.675>very <00:09:21.677>very <00:09:21.679>important 00:09:21.680 --> 00:09:24.470 align:start position:0% <00:09:21.680>think <00:09:21.796>that's <00:09:21.913>a <00:09:22.030>very <00:09:22.146>very <00:09:22.263>important <00:09:22.380>thing, <00:09:22.496>but <00:09:22.613>I <00:09:22.729>think <00:09:22.846>that <00:09:22.963>sometimes <00:09:23.079>when 00:09:24.470 --> 00:09:24.480 align:start position:0% <00:09:24.470>thing, <00:09:24.471>but <00:09:24.473>I <00:09:24.474>think <00:09:24.476>that <00:09:24.477>sometimes <00:09:24.479>when 00:09:24.480 --> 00:09:26.030 align:start position:0% <00:09:24.480>thing, <00:09:24.587>but <00:09:24.694>I <00:09:24.801>think <00:09:24.909>that <00:09:25.016>sometimes <00:09:25.123>when <00:09:25.231>you're <00:09:25.338>working <00:09:25.445>in <00:09:25.553>a <00:09:25.660>company, <00:09:25.767>you <00:09:25.875>know, 00:09:26.030 --> 00:09:26.040 align:start position:0% <00:09:26.030>you're <00:09:26.031>working <00:09:26.033>in <00:09:26.034>a <00:09:26.036>company, <00:09:26.037>you <00:09:26.039>know, 00:09:26.040 --> 00:09:28.110 align:start position:0% <00:09:26.040>you're <00:09:26.127>working <00:09:26.214>in <00:09:26.302>a <00:09:26.390>company, <00:09:26.477>you <00:09:26.564>know, <00:09:26.652>you're <00:09:26.740>in <00:09:26.827>a <00:09:26.915>team <00:09:27.002>and <00:09:27.089>so <00:09:27.177>on <00:09:27.265>and <00:09:27.352>so <00:09:27.439>forth, 00:09:28.110 --> 00:09:28.120 align:start position:0% <00:09:28.110>you're <00:09:28.111>in <00:09:28.112>a <00:09:28.113>team <00:09:28.114>and <00:09:28.115>so <00:09:28.116>on <00:09:28.117>and <00:09:28.118>so <00:09:28.119>forth, 00:09:28.120 --> 00:09:30.150 align:start position:0% <00:09:28.120>you're <00:09:28.207>in <00:09:28.295>a <00:09:28.382>team <00:09:28.470>and <00:09:28.557>so <00:09:28.645>on <00:09:28.732>and <00:09:28.820>so <00:09:28.907>forth, <00:09:28.995>sometimes <00:09:29.082>maybe <00:09:29.170>you <00:09:29.257>don't <00:09:29.345>feel <00:09:29.432>heard <00:09:29.520>or 00:09:30.150 --> 00:09:30.160 align:start position:0% <00:09:30.150>sometimes <00:09:30.151>maybe <00:09:30.153>you <00:09:30.154>don't <00:09:30.156>feel <00:09:30.157>heard <00:09:30.159>or 00:09:30.160 --> 00:09:32.910 align:start position:0% <00:09:30.160>sometimes <00:09:30.267>maybe <00:09:30.375>you <00:09:30.483>don't <00:09:30.590>feel <00:09:30.698>heard <00:09:30.806>or <00:09:30.913>whatever. <00:09:31.021>And <00:09:31.129>I <00:09:31.236>think <00:09:31.344>Amazon <00:09:31.452>is <00:09:31.560>also 00:09:32.910 --> 00:09:32.920 align:start position:0% <00:09:32.910>whatever. <00:09:32.911>And <00:09:32.913>I <00:09:32.914>think <00:09:32.915>Amazon <00:09:32.917>is <00:09:32.919>also 00:09:32.920 --> 00:09:35.710 align:start position:0% <00:09:32.920>whatever. <00:09:33.036>And <00:09:33.153>I <00:09:33.270>think <00:09:33.386>Amazon <00:09:33.503>is <00:09:33.620>also <00:09:33.736>famous <00:09:33.853>for <00:09:33.969>these <00:09:34.086>autonomous <00:09:34.203>small <00:09:34.319>teams 00:09:35.710 --> 00:09:35.720 align:start position:0% <00:09:35.710>famous <00:09:35.711>for <00:09:35.713>these <00:09:35.715>autonomous <00:09:35.717>small <00:09:35.719>teams 00:09:35.720 --> 00:09:37.510 align:start position:0% <00:09:35.720>famous <00:09:35.827>for <00:09:35.935>these <00:09:36.043>autonomous <00:09:36.150>small <00:09:36.258>teams <00:09:36.366>like <00:09:36.473>the <00:09:36.581>two <00:09:36.689>pizza <00:09:36.796>teams <00:09:36.904>and <00:09:37.012>stuff <00:09:37.120>like 00:09:37.510 --> 00:09:37.520 align:start position:0% <00:09:37.510>like <00:09:37.511>the <00:09:37.512>two <00:09:37.513>pizza <00:09:37.515>teams <00:09:37.516>and <00:09:37.517>stuff <00:09:37.519>like 00:09:37.520 --> 00:09:39.670 align:start position:0% <00:09:37.520>like <00:09:37.627>the <00:09:37.735>two <00:09:37.843>pizza <00:09:37.950>teams <00:09:38.058>and <00:09:38.166>stuff <00:09:38.273>like <00:09:38.381>that. <00:09:38.489>There's <00:09:38.596>a <00:09:38.704>a <00:09:38.812>lot <00:09:38.920>of 00:09:39.670 --> 00:09:39.680 align:start position:0% <00:09:39.670>that. <00:09:39.671>There's <00:09:39.673>a <00:09:39.675>a <00:09:39.677>lot <00:09:39.679>of 00:09:39.680 --> 00:09:41.070 align:start position:0% <00:09:39.680>that. <00:09:39.793>There's <00:09:39.907>a <00:09:40.021>a <00:09:40.134>lot <00:09:40.248>of <00:09:40.362>like <00:09:40.476>interesting <00:09:40.589>things. <00:09:40.703>We <00:09:40.817>can <00:09:40.931>also 00:09:41.070 --> 00:09:41.080 align:start position:0% <00:09:41.070>like <00:09:41.071>interesting <00:09:41.073>things. <00:09:41.075>We <00:09:41.077>can <00:09:41.079>also 00:09:41.080 --> 00:09:43.550 align:start position:0% <00:09:41.080>like <00:09:41.196>interesting <00:09:41.313>things. <00:09:41.430>We <00:09:41.546>can <00:09:41.663>also <00:09:41.780>discuss <00:09:41.896>if <00:09:42.013>this <00:09:42.130>is <00:09:42.246>still <00:09:42.363>true <00:09:42.480>today. 00:09:43.550 --> 00:09:43.560 align:start position:0% <00:09:43.550>discuss <00:09:43.551>if <00:09:43.553>this <00:09:43.554>is <00:09:43.555>still <00:09:43.557>true <00:09:43.559>today. 00:09:43.560 --> 00:09:46.110 align:start position:0% <00:09:43.560>discuss <00:09:43.660>if <00:09:43.760>this <00:09:43.859>is <00:09:43.959>still <00:09:44.060>true <00:09:44.160>today. <00:09:44.260>Like <00:09:44.359>if <00:09:44.459>you <00:09:44.560>also <00:09:44.660>bring <00:09:44.760>agents <00:09:44.859>to <00:09:44.959>the 00:09:46.110 --> 00:09:46.120 align:start position:0% <00:09:46.110>Like <00:09:46.111>if <00:09:46.112>you <00:09:46.113>also <00:09:46.115>bring <00:09:46.116>agents <00:09:46.117>to <00:09:46.119>the 00:09:46.120 --> 00:09:47.790 align:start position:0% <00:09:46.120>Like <00:09:46.295>if <00:09:46.470>you <00:09:46.645>also <00:09:46.820>bring <00:09:46.995>agents <00:09:47.170>to <00:09:47.345>the <00:09:47.520>table, 00:09:47.790 --> 00:09:47.800 align:start position:0% table, 00:09:47.800 --> 00:09:49.950 align:start position:0% <00:09:47.800>table, <00:09:47.955>do <00:09:48.111>they <00:09:48.266>count <00:09:48.422>in <00:09:48.577>or <00:09:48.733>because <00:09:48.888>I <00:09:49.044>can <00:09:49.199>eat 00:09:49.950 --> 00:09:49.960 align:start position:0% <00:09:49.950>do <00:09:49.951>they <00:09:49.952>count <00:09:49.953>in <00:09:49.954>or <00:09:49.955>because <00:09:49.956>I <00:09:49.957>can <00:09:49.959>eat 00:09:49.960 --> 00:09:52.310 align:start position:0% <00:09:49.960>do <00:09:50.053>they <00:09:50.146>count <00:09:50.240>in <00:09:50.333>or <00:09:50.426>because <00:09:50.520>I <00:09:50.613>can <00:09:50.706>eat <00:09:50.800>one <00:09:50.893>pizza <00:09:50.986>and <00:09:51.080>have <00:09:51.173>15 <00:09:51.266>agents <00:09:51.360>running, 00:09:52.310 --> 00:09:52.320 align:start position:0% <00:09:52.310>one <00:09:52.311>pizza <00:09:52.313>and <00:09:52.314>have <00:09:52.316>15 <00:09:52.317>agents <00:09:52.319>running, 00:09:52.320 --> 00:09:53.350 align:start position:0% <00:09:52.320>one <00:09:52.435>pizza <00:09:52.551>and <00:09:52.667>have <00:09:52.783>15 <00:09:52.899>agents <00:09:53.015>running, <00:09:53.131>you <00:09:53.247>know? 00:09:53.350 --> 00:09:53.360 align:start position:0% <00:09:53.350>you <00:09:53.359>know? 00:09:53.360 --> 00:09:53.910 align:start position:0% <00:09:53.360>you <00:09:53.607>know? <00:09:53.855>Um 00:09:53.910 --> 00:09:53.920 align:start position:0% Um 00:09:53.920 --> 00:09:55.750 align:start position:0% <00:09:53.920>Um <00:09:54.075>>> <00:09:54.231>I <00:09:54.386>I <00:09:54.542>think <00:09:54.697>it's <00:09:54.853>more <00:09:55.008>than <00:09:55.164>more <00:09:55.319>important 00:09:55.750 --> 00:09:55.760 align:start position:0% <00:09:55.750>>> <00:09:55.751>I <00:09:55.752>I <00:09:55.753>think <00:09:55.754>it's <00:09:55.755>more <00:09:55.756>than <00:09:55.757>more <00:09:55.759>important 00:09:55.760 --> 00:09:56.750 align:start position:0% <00:09:55.760>>> <00:09:55.849>I <00:09:55.938>I <00:09:56.027>think <00:09:56.116>it's <00:09:56.205>more <00:09:56.294>than <00:09:56.383>more <00:09:56.472>important <00:09:56.561>than <00:09:56.651>ever. 00:09:56.750 --> 00:09:56.760 align:start position:0% <00:09:56.750>than <00:09:56.759>ever. 00:09:56.760 --> 00:09:57.310 align:start position:0% <00:09:56.760>than <00:09:56.925>ever. <00:09:57.089>>> <00:09:57.255>Yeah. 00:09:57.310 --> 00:09:57.320 align:start position:0% <00:09:57.310>>> <00:09:57.319>Yeah. 00:09:57.320 --> 00:09:59.030 align:start position:0% <00:09:57.320>>> <00:09:57.520>Yeah. <00:09:57.720>>> <00:09:57.920>Remember, <00:09:58.120>agents <00:09:58.320>are <00:09:58.520>not <00:09:58.720>autonomous. 00:09:59.030 --> 00:09:59.040 align:start position:0% <00:09:59.030>>> <00:09:59.031>Remember, <00:09:59.033>agents <00:09:59.035>are <00:09:59.037>not <00:09:59.039>autonomous. 00:09:59.040 --> 00:10:01.430 align:start position:0% <00:09:59.040>>> <00:09:59.214>Remember, <00:09:59.390>agents <00:09:59.564>are <00:09:59.740>not <00:09:59.915>autonomous. <00:10:00.089>They <00:10:00.265>take <00:10:00.439>action. 00:10:01.430 --> 00:10:01.440 align:start position:0% <00:10:01.430>They <00:10:01.434>take <00:10:01.439>action. 00:10:01.440 --> 00:10:03.110 align:start position:0% <00:10:01.440>They <00:10:01.790>take <00:10:02.140>action. <00:10:02.490>It's <00:10:02.840>It's 00:10:03.110 --> 00:10:03.120 align:start position:0% <00:10:03.110>It's <00:10:03.119>It's 00:10:03.120 --> 00:10:04.790 align:start position:0% <00:10:03.120>It's <00:10:03.586>It's <00:10:04.053>That's <00:10:04.520>scary. 00:10:04.790 --> 00:10:04.800 align:start position:0% <00:10:04.790>That's <00:10:04.799>scary. 00:10:04.800 --> 00:10:07.150 align:start position:0% <00:10:04.800>That's <00:10:04.955>scary. <00:10:05.111>Yeah, <00:10:05.266>if <00:10:05.422>there <00:10:05.577>is <00:10:05.733>no <00:10:05.888>oversight, <00:10:06.044>if <00:10:06.199>there 00:10:07.150 --> 00:10:07.160 align:start position:0% <00:10:07.150>Yeah, <00:10:07.151>if <00:10:07.152>there <00:10:07.153>is <00:10:07.155>no <00:10:07.156>oversight, <00:10:07.157>if <00:10:07.159>there 00:10:07.160 --> 00:10:08.310 align:start position:0% <00:10:07.160>Yeah, <00:10:07.263>if <00:10:07.367>there <00:10:07.470>is <00:10:07.574>no <00:10:07.677>oversight, <00:10:07.781>if <00:10:07.884>there <00:10:07.988>is <00:10:08.091>no <00:10:08.194>review. 00:10:08.310 --> 00:10:08.320 align:start position:0% <00:10:08.310>is <00:10:08.314>no <00:10:08.319>review. 00:10:08.320 --> 00:10:09.910 align:start position:0% <00:10:08.320>is <00:10:08.495>no <00:10:08.670>review. <00:10:08.845>>> <00:10:09.020>And <00:10:09.195>they <00:10:09.370>feel <00:10:09.545>very <00:10:09.720>confident 00:10:09.910 --> 00:10:09.920 align:start position:0% <00:10:09.910>>> <00:10:09.911>And <00:10:09.913>they <00:10:09.915>feel <00:10:09.917>very <00:10:09.919>confident 00:10:09.920 --> 00:10:12.710 align:start position:0% <00:10:09.920>>> <00:10:10.027>And <00:10:10.135>they <00:10:10.243>feel <00:10:10.350>very <00:10:10.458>confident <00:10:10.566>>> <00:10:10.673>They're <00:10:10.781>not <00:10:10.889>as <00:10:10.996>a <00:10:11.104>company, <00:10:11.212>you <00:10:11.319>know, 00:10:12.710 --> 00:10:12.720 align:start position:0% <00:10:12.710>>> <00:10:12.711>They're <00:10:12.712>not <00:10:12.713>as <00:10:12.715>a <00:10:12.716>company, <00:10:12.717>you <00:10:12.719>know, 00:10:12.720 --> 00:10:14.110 align:start position:0% <00:10:12.720>>> <00:10:12.809>They're <00:10:12.898>not <00:10:12.988>as <00:10:13.077>a <00:10:13.166>company, <00:10:13.256>you <00:10:13.345>know, <00:10:13.434>indeed, <00:10:13.524>you <00:10:13.613>know, <00:10:13.702>and <00:10:13.792>don't <00:10:13.881>let <00:10:13.971>the 00:10:14.110 --> 00:10:14.120 align:start position:0% <00:10:14.110>indeed, <00:10:14.111>you <00:10:14.113>know, <00:10:14.114>and <00:10:14.116>don't <00:10:14.117>let <00:10:14.119>the 00:10:14.120 --> 00:10:16.710 align:start position:0% <00:10:14.120>indeed, <00:10:14.213>you <00:10:14.306>know, <00:10:14.400>and <00:10:14.493>don't <00:10:14.586>let <00:10:14.680>the <00:10:14.773>media <00:10:14.866>I <00:10:14.960>mean, <00:10:15.053>your <00:10:15.146>CTO <00:10:15.240>and <00:10:15.333>your <00:10:15.426>CEO <00:10:15.520>will 00:10:16.710 --> 00:10:16.720 align:start position:0% <00:10:16.710>media <00:10:16.711>I <00:10:16.712>mean, <00:10:16.713>your <00:10:16.714>CTO <00:10:16.715>and <00:10:16.716>your <00:10:16.717>CEO <00:10:16.719>will 00:10:16.720 --> 00:10:19.030 align:start position:0% <00:10:16.720>media <00:10:16.820>I <00:10:16.920>mean, <00:10:17.020>your <00:10:17.120>CTO <00:10:17.220>and <00:10:17.320>your <00:10:17.420>CEO <00:10:17.520>will <00:10:17.620>probably <00:10:17.720>read <00:10:17.820>all <00:10:17.920>these <00:10:18.020>magazines <00:10:18.120>every 00:10:19.030 --> 00:10:19.040 align:start position:0% <00:10:19.030>probably <00:10:19.031>read <00:10:19.033>all <00:10:19.035>these <00:10:19.037>magazines <00:10:19.039>every 00:10:19.040 --> 00:10:21.190 align:start position:0% <00:10:19.040>probably <00:10:19.180>read <00:10:19.319>all <00:10:19.459>these <00:10:19.599>magazines <00:10:19.740>every <00:10:19.880>and <00:10:20.020>the <00:10:20.160>magazines <00:10:20.300>are <00:10:20.439>not 00:10:21.190 --> 00:10:21.200 align:start position:0% <00:10:21.190>and <00:10:21.192>the <00:10:21.194>magazines <00:10:21.196>are <00:10:21.199>not 00:10:21.200 --> 00:10:23.030 align:start position:0% <00:10:21.200>and <00:10:21.355>the <00:10:21.511>magazines <00:10:21.666>are <00:10:21.822>not <00:10:21.977>concerned <00:10:22.133>about <00:10:22.288>your <00:10:22.444>architecture, <00:10:22.600>but 00:10:23.030 --> 00:10:23.040 align:start position:0% <00:10:23.030>concerned <00:10:23.032>about <00:10:23.034>your <00:10:23.036>architecture, <00:10:23.039>but 00:10:23.040 --> 00:10:25.070 align:start position:0% <00:10:23.040>concerned <00:10:23.156>about <00:10:23.273>your <00:10:23.390>architecture, <00:10:23.506>but <00:10:23.623>they <00:10:23.740>service <00:10:23.856>things <00:10:23.973>to <00:10:24.089>you <00:10:24.206>that <00:10:24.323>you <00:10:24.439>go, 00:10:25.070 --> 00:10:25.080 align:start position:0% <00:10:25.070>they <00:10:25.071>service <00:10:25.072>things <00:10:25.073>to <00:10:25.075>you <00:10:25.076>that <00:10:25.077>you <00:10:25.079>go, 00:10:25.080 --> 00:10:26.870 align:start position:0% <00:10:25.080>they <00:10:25.196>service <00:10:25.313>things <00:10:25.430>to <00:10:25.546>you <00:10:25.663>that <00:10:25.780>you <00:10:25.896>go, <00:10:26.013>I <00:10:26.130>need <00:10:26.246>to <00:10:26.363>do <00:10:26.480>that. 00:10:26.870 --> 00:10:26.880 align:start position:0% <00:10:26.870>I <00:10:26.872>need <00:10:26.874>to <00:10:26.876>do <00:10:26.879>that. 00:10:26.880 --> 00:10:28.110 align:start position:0% <00:10:26.880>I <00:10:27.101>need <00:10:27.322>to <00:10:27.544>do <00:10:27.765>that. <00:10:27.987>They're 00:10:28.110 --> 00:10:28.120 align:start position:0% They're 00:10:28.120 --> 00:10:30.030 align:start position:0% <00:10:28.120>They're <00:10:28.295>Why? <00:10:28.470>I <00:10:28.645>mean, <00:10:28.820>we <00:10:28.995>we've <00:10:29.170>always <00:10:29.345>taken <00:10:29.520>a 00:10:30.030 --> 00:10:30.040 align:start position:0% <00:10:30.030>Why? <00:10:30.031>I <00:10:30.032>mean, <00:10:30.033>we <00:10:30.035>we've <00:10:30.036>always <00:10:30.037>taken <00:10:30.039>a 00:10:30.040 --> 00:10:31.150 align:start position:0% <00:10:30.040>Why? <00:10:30.151>I <00:10:30.262>mean, <00:10:30.372>we <00:10:30.483>we've <00:10:30.595>always <00:10:30.706>taken <00:10:30.817>a <00:10:30.928>step <00:10:31.039>back. 00:10:31.150 --> 00:10:31.160 align:start position:0% <00:10:31.150>step <00:10:31.159>back. 00:10:31.160 --> 00:10:32.830 align:start position:0% <00:10:31.160>step <00:10:31.315>back. <00:10:31.471>>> <00:10:31.626>But <00:10:31.782>in <00:10:31.937>the <00:10:32.093>in <00:10:32.248>the <00:10:32.404>review <00:10:32.560>that 00:10:32.830 --> 00:10:32.840 align:start position:0% <00:10:32.830>>> <00:10:32.831>But <00:10:32.832>in <00:10:32.833>the <00:10:32.835>in <00:10:32.836>the <00:10:32.837>review <00:10:32.839>that 00:10:32.840 --> 00:10:34.550 align:start position:0% <00:10:32.840>>> <00:10:32.947>But <00:10:33.055>in <00:10:33.163>the <00:10:33.270>in <00:10:33.378>the <00:10:33.486>review <00:10:33.593>that <00:10:33.701>>> <00:10:33.809>And <00:10:33.916>it's <00:10:34.024>to <00:10:34.132>move <00:10:34.240>fast. 00:10:34.550 --> 00:10:34.560 align:start position:0% <00:10:34.550>>> <00:10:34.551>And <00:10:34.553>it's <00:10:34.555>to <00:10:34.557>move <00:10:34.559>fast. 00:10:34.560 --> 00:10:35.070 align:start position:0% <00:10:34.560>>> <00:10:34.617>And <00:10:34.674>it's <00:10:34.732>to <00:10:34.789>move <00:10:34.846>fast. <00:10:34.904>>> <00:10:34.961>Small <00:10:35.019>team 00:10:35.070 --> 00:10:35.080 align:start position:0% <00:10:35.070>>> <00:10:35.074>Small <00:10:35.079>team 00:10:35.080 --> 00:10:36.950 align:start position:0% <00:10:35.080>>> <00:10:35.235>Small <00:10:35.391>team <00:10:35.546>>> <00:10:35.702>teams <00:10:35.857>are <00:10:36.013>still <00:10:36.168>important. <00:10:36.324>Why? <00:10:36.480>Because 00:10:36.950 --> 00:10:36.960 align:start position:0% <00:10:36.950>>> <00:10:36.951>teams <00:10:36.953>are <00:10:36.954>still <00:10:36.956>important. <00:10:36.957>Why? <00:10:36.959>Because 00:10:36.960 --> 00:10:39.070 align:start position:0% <00:10:36.960>>> <00:10:37.067>teams <00:10:37.175>are <00:10:37.283>still <00:10:37.390>important. <00:10:37.498>Why? <00:10:37.606>Because <00:10:37.713>it <00:10:37.821>doesn't <00:10:37.929>only <00:10:38.036>small <00:10:38.144>team, <00:10:38.252>this <00:10:38.360>team 00:10:39.070 --> 00:10:39.080 align:start position:0% <00:10:39.070>it <00:10:39.071>doesn't <00:10:39.073>only <00:10:39.074>small <00:10:39.076>team, <00:10:39.077>this <00:10:39.079>team 00:10:39.080 --> 00:10:42.070 align:start position:0% <00:10:39.080>it <00:10:39.196>doesn't <00:10:39.313>only <00:10:39.430>small <00:10:39.546>team, <00:10:39.663>this <00:10:39.780>team <00:10:39.896>has <00:10:40.013>ownership, <00:10:40.130>agency, <00:10:40.246>yeah? <00:10:40.363>They're <00:10:40.480>in 00:10:42.070 --> 00:10:42.080 align:start position:0% <00:10:42.070>has <00:10:42.071>ownership, <00:10:42.073>agency, <00:10:42.075>yeah? <00:10:42.077>They're <00:10:42.079>in 00:10:42.080 --> 00:10:44.950 align:start position:0% <00:10:42.080>has <00:10:42.187>ownership, <00:10:42.295>agency, <00:10:42.403>yeah? <00:10:42.510>They're <00:10:42.618>in <00:10:42.726>full <00:10:42.833>control <00:10:42.941>of <00:10:43.049>what <00:10:43.156>they <00:10:43.264>do. <00:10:43.372>So, <00:10:43.480>at 00:10:44.950 --> 00:10:44.960 align:start position:0% <00:10:44.950>full <00:10:44.951>control <00:10:44.952>of <00:10:44.953>what <00:10:44.955>they <00:10:44.956>do. <00:10:44.957>So, <00:10:44.959>at 00:10:44.960 --> 00:10:46.710 align:start position:0% <00:10:44.960>full <00:10:45.053>control <00:10:45.146>of <00:10:45.240>what <00:10:45.333>they <00:10:45.426>do. <00:10:45.520>So, <00:10:45.613>at <00:10:45.706>Amazon, <00:10:45.800>we <00:10:45.893>used <00:10:45.986>to <00:10:46.080>have <00:10:46.173>this <00:10:46.266>Oh, <00:10:46.360>you 00:10:46.710 --> 00:10:46.720 align:start position:0% <00:10:46.710>Amazon, <00:10:46.711>we <00:10:46.712>used <00:10:46.713>to <00:10:46.715>have <00:10:46.716>this <00:10:46.717>Oh, <00:10:46.719>you 00:10:46.720 --> 00:10:48.150 align:start position:0% <00:10:46.720>Amazon, <00:10:46.837>we <00:10:46.954>used <00:10:47.071>to <00:10:47.188>have <00:10:47.305>this <00:10:47.422>Oh, <00:10:47.539>you <00:10:47.656>see, <00:10:47.773>we <00:10:47.890>still <00:10:48.007>have. 00:10:48.150 --> 00:10:48.160 align:start position:0% <00:10:48.150>see, <00:10:48.153>we <00:10:48.156>still <00:10:48.159>have. 00:10:48.160 --> 00:10:49.550 align:start position:0% <00:10:48.160>see, <00:10:48.285>we <00:10:48.410>still <00:10:48.535>have. <00:10:48.660>And <00:10:48.785>then <00:10:48.910>the <00:10:49.035>two <00:10:49.160>pizza <00:10:49.285>team <00:10:49.411>approach, 00:10:49.550 --> 00:10:49.560 align:start position:0% <00:10:49.550>And <00:10:49.551>then <00:10:49.553>the <00:10:49.554>two <00:10:49.555>pizza <00:10:49.557>team <00:10:49.559>approach, 00:10:49.560 --> 00:10:51.910 align:start position:0% <00:10:49.560>And <00:10:49.667>then <00:10:49.775>the <00:10:49.883>two <00:10:49.990>pizza <00:10:50.098>team <00:10:50.206>approach, <00:10:50.313>but <00:10:50.421>also <00:10:50.529>with <00:10:50.636>that <00:10:50.744>came <00:10:50.852>what's <00:10:50.959>called 00:10:51.910 --> 00:10:51.920 align:start position:0% <00:10:51.910>but <00:10:51.911>also <00:10:51.913>with <00:10:51.914>that <00:10:51.915>came <00:10:51.917>what's <00:10:51.919>called 00:10:51.920 --> 00:10:54.750 align:start position:0% <00:10:51.920>but <00:10:52.027>also <00:10:52.135>with <00:10:52.243>that <00:10:52.350>came <00:10:52.458>what's <00:10:52.566>called <00:10:52.673>the <00:10:52.781>PRFAQ <00:10:52.889>approach, <00:10:52.996>right? <00:10:53.104>So, <00:10:53.212>we <00:10:53.319>would 00:10:54.750 --> 00:10:54.760 align:start position:0% <00:10:54.750>the <00:10:54.751>PRFAQ <00:10:54.753>approach, <00:10:54.754>right? <00:10:54.756>So, <00:10:54.757>we <00:10:54.759>would 00:10:54.760 --> 00:10:56.510 align:start position:0% <00:10:54.760>the <00:10:54.867>PRFAQ <00:10:54.975>approach, <00:10:55.083>right? <00:10:55.190>So, <00:10:55.298>we <00:10:55.406>would <00:10:55.513>use <00:10:55.621>to <00:10:55.729>describe <00:10:55.836>before <00:10:55.944>you <00:10:56.052>write <00:10:56.160>one 00:10:56.510 --> 00:10:56.520 align:start position:0% <00:10:56.510>use <00:10:56.511>to <00:10:56.513>describe <00:10:56.514>before <00:10:56.516>you <00:10:56.517>write <00:10:56.519>one 00:10:56.520 --> 00:10:57.870 align:start position:0% <00:10:56.520>use <00:10:56.606>to <00:10:56.693>describe <00:10:56.780>before <00:10:56.867>you <00:10:56.953>write <00:10:57.040>one <00:10:57.127>line <00:10:57.214>of <00:10:57.301>code, <00:10:57.387>you <00:10:57.474>would <00:10:57.561>write <00:10:57.648>a <00:10:57.735>press 00:10:57.870 --> 00:10:57.880 align:start position:0% <00:10:57.870>line <00:10:57.871>of <00:10:57.872>code, <00:10:57.873>you <00:10:57.875>would <00:10:57.876>write <00:10:57.877>a <00:10:57.879>press 00:10:57.880 --> 00:11:00.150 align:start position:0% <00:10:57.880>line <00:10:57.973>of <00:10:58.066>code, <00:10:58.160>you <00:10:58.253>would <00:10:58.346>write <00:10:58.439>a <00:10:58.533>press <00:10:58.626>release <00:10:58.720>about <00:10:58.813>it <00:10:58.906>and <00:10:59.000>the <00:10:59.093>FAQ, <00:10:59.186>not <00:10:59.280>the 00:11:00.150 --> 00:11:00.160 align:start position:0% <00:11:00.150>release <00:11:00.151>about <00:11:00.152>it <00:11:00.153>and <00:11:00.155>the <00:11:00.156>FAQ, <00:11:00.157>not <00:11:00.159>the 00:11:00.160 --> 00:11:01.910 align:start position:0% <00:11:00.160>release <00:11:00.260>about <00:11:00.360>it <00:11:00.459>and <00:11:00.560>the <00:11:00.660>FAQ, <00:11:00.760>not <00:11:00.860>the <00:11:00.959>press <00:11:01.060>release <00:11:01.160>that <00:11:01.260>goes <00:11:01.360>out. <00:11:01.459>And <00:11:01.560>why? 00:11:01.910 --> 00:11:01.920 align:start position:0% <00:11:01.910>press <00:11:01.911>release <00:11:01.913>that <00:11:01.914>goes <00:11:01.915>out. <00:11:01.917>And <00:11:01.919>why? 00:11:01.920 --> 00:11:03.550 align:start position:0% <00:11:01.920>press <00:11:02.027>release <00:11:02.135>that <00:11:02.243>goes <00:11:02.350>out. <00:11:02.458>And <00:11:02.566>why? <00:11:02.673>Because <00:11:02.781>in <00:11:02.889>very <00:11:02.996>clear <00:11:03.104>and <00:11:03.212>simple <00:11:03.319>term, 00:11:03.550 --> 00:11:03.560 align:start position:0% <00:11:03.550>Because <00:11:03.551>in <00:11:03.553>very <00:11:03.554>clear <00:11:03.555>and <00:11:03.557>simple <00:11:03.559>term, 00:11:03.560 --> 00:11:05.030 align:start position:0% <00:11:03.560>Because <00:11:03.670>in <00:11:03.780>very <00:11:03.890>clear <00:11:04.001>and <00:11:04.111>simple <00:11:04.221>term, <00:11:04.331>you <00:11:04.442>describe <00:11:04.552>exactly <00:11:04.662>what <00:11:04.772>you're <00:11:04.882>going 00:11:05.030 --> 00:11:05.040 align:start position:0% <00:11:05.030>you <00:11:05.031>describe <00:11:05.033>exactly <00:11:05.035>what <00:11:05.037>you're <00:11:05.039>going 00:11:05.040 --> 00:11:06.950 align:start position:0% <00:11:05.040>you <00:11:05.240>describe <00:11:05.439>exactly <00:11:05.640>what <00:11:05.839>you're <00:11:06.040>going <00:11:06.240>to <00:11:06.439>build. 00:11:06.950 --> 00:11:06.960 align:start position:0% <00:11:06.950>to <00:11:06.959>build. 00:11:06.960 --> 00:11:09.750 align:start position:0% <00:11:06.960>to <00:11:07.100>build. <00:11:07.240>And <00:11:07.380>so, <00:11:07.520>then <00:11:07.660>after <00:11:07.800>that, <00:11:07.940>you <00:11:08.080>sort <00:11:08.220>of <00:11:08.360>do 00:11:09.750 --> 00:11:09.760 align:start position:0% <00:11:09.750>And <00:11:09.751>so, <00:11:09.752>then <00:11:09.753>after <00:11:09.754>that, <00:11:09.755>you <00:11:09.756>sort <00:11:09.757>of <00:11:09.759>do 00:11:09.760 --> 00:11:11.710 align:start position:0% <00:11:09.760>And <00:11:09.853>so, <00:11:09.946>then <00:11:10.040>after <00:11:10.133>that, <00:11:10.226>you <00:11:10.319>sort <00:11:10.413>of <00:11:10.506>do <00:11:10.600>how <00:11:10.693>am <00:11:10.786>I <00:11:10.880>What's <00:11:10.973>the <00:11:11.066>customer <00:11:11.160>experience 00:11:11.710 --> 00:11:11.720 align:start position:0% <00:11:11.710>how <00:11:11.711>am <00:11:11.713>I <00:11:11.714>What's <00:11:11.716>the <00:11:11.717>customer <00:11:11.719>experience 00:11:11.720 --> 00:11:13.829 align:start position:0% <00:11:11.720>how <00:11:11.827>am <00:11:11.935>I <00:11:12.043>What's <00:11:12.150>the <00:11:12.258>customer <00:11:12.366>experience <00:11:12.473>and <00:11:12.581>and <00:11:12.689>a <00:11:12.796>bunch <00:11:12.904>of <00:11:13.012>other <00:11:13.120>things. 00:11:13.829 --> 00:11:13.839 align:start position:0% <00:11:13.829>and <00:11:13.830>and <00:11:13.832>a <00:11:13.833>bunch <00:11:13.835>of <00:11:13.836>other <00:11:13.838>things. 00:11:13.839 --> 00:11:17.190 align:start position:0% <00:11:13.839>and <00:11:13.946>and <00:11:14.054>a <00:11:14.162>bunch <00:11:14.269>of <00:11:14.377>other <00:11:14.485>things. <00:11:14.592>And <00:11:14.700>it <00:11:14.808>turns <00:11:14.915>out <00:11:15.023>that <00:11:15.131>So, <00:11:15.239>now 00:11:17.190 --> 00:11:17.200 align:start position:0% <00:11:17.190>And <00:11:17.191>it <00:11:17.193>turns <00:11:17.194>out <00:11:17.196>that <00:11:17.197>So, <00:11:17.199>now 00:11:17.200 --> 00:11:19.790 align:start position:0% <00:11:17.200>And <00:11:17.327>it <00:11:17.454>turns <00:11:17.581>out <00:11:17.709>that <00:11:17.836>So, <00:11:17.963>now <00:11:18.090>that <00:11:18.218>that <00:11:18.345>process <00:11:18.472>seems <00:11:18.600>heavyweight, 00:11:19.790 --> 00:11:19.800 align:start position:0% <00:11:19.790>that <00:11:19.792>that <00:11:19.794>process <00:11:19.796>seems <00:11:19.799>heavyweight, 00:11:19.800 --> 00:11:21.350 align:start position:0% <00:11:19.800>that <00:11:19.916>that <00:11:20.032>process <00:11:20.148>seems <00:11:20.265>heavyweight, <00:11:20.381>especially <00:11:20.497>in <00:11:20.613>a <00:11:20.730>time <00:11:20.846>when <00:11:20.962>you <00:11:21.078>can <00:11:21.195>move 00:11:21.350 --> 00:11:21.360 align:start position:0% <00:11:21.350>especially <00:11:21.351>in <00:11:21.352>a <00:11:21.353>time <00:11:21.355>when <00:11:21.356>you <00:11:21.357>can <00:11:21.359>move 00:11:21.360 --> 00:11:23.590 align:start position:0% <00:11:21.360>especially <00:11:21.453>in <00:11:21.546>a <00:11:21.640>time <00:11:21.733>when <00:11:21.826>you <00:11:21.920>can <00:11:22.013>move <00:11:22.106>so <00:11:22.200>much <00:11:22.293>more <00:11:22.386>faster <00:11:22.480>because <00:11:22.573>we <00:11:22.666>have <00:11:22.760>we 00:11:23.590 --> 00:11:23.600 align:start position:0% <00:11:23.590>so <00:11:23.591>much <00:11:23.592>more <00:11:23.593>faster <00:11:23.595>because <00:11:23.596>we <00:11:23.597>have <00:11:23.599>we 00:11:23.600 --> 00:11:26.030 align:start position:0% <00:11:23.600>so <00:11:23.707>much <00:11:23.815>more <00:11:23.923>faster <00:11:24.030>because <00:11:24.138>we <00:11:24.246>have <00:11:24.353>we <00:11:24.461>can <00:11:24.569>generate <00:11:24.676>things <00:11:24.784>much <00:11:24.892>more <00:11:25.000>faster. 00:11:26.030 --> 00:11:26.040 align:start position:0% <00:11:26.030>can <00:11:26.031>generate <00:11:26.033>things <00:11:26.035>much <00:11:26.037>more <00:11:26.039>faster. 00:11:26.040 --> 00:11:28.710 align:start position:0% <00:11:26.040>can <00:11:26.140>generate <00:11:26.240>things <00:11:26.339>much <00:11:26.439>more <00:11:26.540>faster. <00:11:26.640>So, <00:11:26.740>you <00:11:26.839>can <00:11:26.939>pull <00:11:27.040>some <00:11:27.140>of <00:11:27.240>the <00:11:27.339>things <00:11:27.439>that 00:11:28.710 --> 00:11:28.720 align:start position:0% <00:11:28.710>So, <00:11:28.711>you <00:11:28.712>can <00:11:28.713>pull <00:11:28.714>some <00:11:28.715>of <00:11:28.716>the <00:11:28.717>things <00:11:28.719>that 00:11:28.720 --> 00:11:30.910 align:start position:0% <00:11:28.720>So, <00:11:28.797>you <00:11:28.875>can <00:11:28.953>pull <00:11:29.031>some <00:11:29.108>of <00:11:29.186>the <00:11:29.264>things <00:11:29.342>that <00:11:29.420>used <00:11:29.497>to <00:11:29.575>be <00:11:29.653>in <00:11:29.731>the <00:11:29.808>in <00:11:29.886>the <00:11:29.964>back <00:11:30.042>end, <00:11:30.120>like, 00:11:30.910 --> 00:11:30.920 align:start position:0% <00:11:30.910>used <00:11:30.911>to <00:11:30.911>be <00:11:30.913>in <00:11:30.914>the <00:11:30.915>in <00:11:30.915>the <00:11:30.916>back <00:11:30.918>end, <00:11:30.919>like, 00:11:30.920 --> 00:11:31.750 align:start position:0% <00:11:30.920>used <00:11:30.973>to <00:11:31.026>be <00:11:31.080>in <00:11:31.133>the <00:11:31.186>in <00:11:31.240>the <00:11:31.293>back <00:11:31.346>end, <00:11:31.400>like, <00:11:31.453>you <00:11:31.506>know, <00:11:31.560>what's <00:11:31.613>the <00:11:31.667>customer 00:11:31.750 --> 00:11:31.760 align:start position:0% <00:11:31.750>you <00:11:31.752>know, <00:11:31.754>what's <00:11:31.756>the <00:11:31.759>customer 00:11:31.760 --> 00:11:34.550 align:start position:0% <00:11:31.760>you <00:11:31.900>know, <00:11:32.040>what's <00:11:32.180>the <00:11:32.319>customer <00:11:32.460>experience? <00:11:32.600>Maybe <00:11:32.740>you <00:11:32.880>can <00:11:33.020>do <00:11:33.160>prototyping 00:11:34.550 --> 00:11:34.560 align:start position:0% <00:11:34.550>experience? <00:11:34.551>Maybe <00:11:34.553>you <00:11:34.555>can <00:11:34.557>do <00:11:34.559>prototyping 00:11:34.560 --> 00:11:36.830 align:start position:0% <00:11:34.560>experience? <00:11:34.699>Maybe <00:11:34.839>you <00:11:34.979>can <00:11:35.119>do <00:11:35.260>prototyping <00:11:35.400>first. <00:11:35.540>Build <00:11:35.680>a <00:11:35.819>quick <00:11:35.959>prototype. 00:11:36.830 --> 00:11:36.840 align:start position:0% <00:11:36.830>first. <00:11:36.832>Build <00:11:36.834>a <00:11:36.836>quick <00:11:36.839>prototype. 00:11:36.840 --> 00:11:38.590 align:start position:0% <00:11:36.840>first. <00:11:36.967>Build <00:11:37.094>a <00:11:37.221>quick <00:11:37.349>prototype. <00:11:37.476>Understand <00:11:37.603>how <00:11:37.730>my <00:11:37.858>customers <00:11:37.985>are <00:11:38.112>going <00:11:38.240>to 00:11:38.590 --> 00:11:38.600 align:start position:0% <00:11:38.590>Understand <00:11:38.591>how <00:11:38.593>my <00:11:38.594>customers <00:11:38.596>are <00:11:38.597>going <00:11:38.599>to 00:11:38.600 --> 00:11:40.550 align:start position:0% <00:11:38.600>Understand <00:11:38.707>how <00:11:38.815>my <00:11:38.923>customers <00:11:39.030>are <00:11:39.138>going <00:11:39.246>to <00:11:39.353>use <00:11:39.461>this <00:11:39.569>one. <00:11:39.676>And <00:11:39.784>then <00:11:39.892>write <00:11:40.000>the 00:11:40.550 --> 00:11:40.560 align:start position:0% <00:11:40.550>use <00:11:40.551>this <00:11:40.553>one. <00:11:40.554>And <00:11:40.555>then <00:11:40.557>write <00:11:40.559>the 00:11:40.560 --> 00:11:41.990 align:start position:0% <00:11:40.560>use <00:11:40.743>this <00:11:40.927>one. <00:11:41.111>And <00:11:41.295>then <00:11:41.479>write <00:11:41.663>the <00:11:41.847>documents. 00:11:41.990 --> 00:11:42.000 align:start position:0% documents. 00:11:42.000 --> 00:11:43.590 align:start position:0% <00:11:42.000>documents. <00:11:42.233>That <00:11:42.466>document <00:11:42.700>writing <00:11:42.933>doesn't <00:11:43.166>go <00:11:43.400>away 00:11:43.590 --> 00:11:43.600 align:start position:0% <00:11:43.590>That <00:11:43.591>document <00:11:43.593>writing <00:11:43.595>doesn't <00:11:43.597>go <00:11:43.599>away 00:11:43.600 --> 00:11:44.670 align:start position:0% <00:11:43.600>That <00:11:43.760>document <00:11:43.921>writing <00:11:44.081>doesn't <00:11:44.242>go <00:11:44.402>away <00:11:44.563>because 00:11:44.670 --> 00:11:44.680 align:start position:0% because 00:11:44.680 --> 00:11:46.710 align:start position:0% <00:11:44.680>because <00:11:44.913>you <00:11:45.146>cannot <00:11:45.380>write <00:11:45.613>a <00:11:45.846>clear <00:11:46.079>document 00:11:46.710 --> 00:11:46.720 align:start position:0% <00:11:46.710>you <00:11:46.711>cannot <00:11:46.713>write <00:11:46.715>a <00:11:46.717>clear <00:11:46.719>document 00:11:46.720 --> 00:11:49.270 align:start position:0% <00:11:46.720>you <00:11:46.860>cannot <00:11:47.000>write <00:11:47.140>a <00:11:47.280>clear <00:11:47.420>document <00:11:47.560>without <00:11:47.700>having <00:11:47.840>clarity <00:11:47.980>of <00:11:48.120>mind. 00:11:49.270 --> 00:11:49.280 align:start position:0% <00:11:49.270>without <00:11:49.272>having <00:11:49.274>clarity <00:11:49.276>of <00:11:49.279>mind. 00:11:49.280 --> 00:11:50.670 align:start position:0% <00:11:49.280>without <00:11:49.405>having <00:11:49.530>clarity <00:11:49.655>of <00:11:49.780>mind. <00:11:49.905>Yeah, <00:11:50.030>and <00:11:50.155>that's <00:11:50.280>the <00:11:50.405>most <00:11:50.531>important 00:11:50.670 --> 00:11:50.680 align:start position:0% <00:11:50.670>Yeah, <00:11:50.671>and <00:11:50.673>that's <00:11:50.675>the <00:11:50.677>most <00:11:50.679>important 00:11:50.680 --> 00:11:53.510 align:start position:0% <00:11:50.680>Yeah, <00:11:50.796>and <00:11:50.913>that's <00:11:51.030>the <00:11:51.146>most <00:11:51.263>important <00:11:51.380>part. <00:11:51.496>I <00:11:51.613>also <00:11:51.729>think <00:11:51.846>that <00:11:51.963>companies <00:11:52.079>should 00:11:53.510 --> 00:11:53.520 align:start position:0% <00:11:53.510>part. <00:11:53.511>I <00:11:53.513>also <00:11:53.514>think <00:11:53.516>that <00:11:53.517>companies <00:11:53.519>should 00:11:53.520 --> 00:11:54.870 align:start position:0% <00:11:53.520>part. <00:11:53.671>I <00:11:53.823>also <00:11:53.975>think <00:11:54.127>that <00:11:54.279>companies <00:11:54.431>should <00:11:54.583>think <00:11:54.735>about 00:11:54.870 --> 00:11:54.880 align:start position:0% <00:11:54.870>think <00:11:54.879>about 00:11:54.880 --> 00:11:56.790 align:start position:0% <00:11:54.880>think <00:11:55.080>about <00:11:55.280>um <00:11:55.480>what <00:11:55.680>I <00:11:55.880>would <00:11:56.080>call <00:11:56.280>budgeting 00:11:56.790 --> 00:11:56.800 align:start position:0% <00:11:56.790>um <00:11:56.791>what <00:11:56.793>I <00:11:56.795>would <00:11:56.797>call <00:11:56.799>budgeting 00:11:56.800 --> 00:11:58.390 align:start position:0% <00:11:56.800>um <00:11:57.033>what <00:11:57.266>I <00:11:57.500>would <00:11:57.733>call <00:11:57.966>budgeting <00:11:58.199>verification. 00:11:58.390 --> 00:11:58.400 align:start position:0% verification. 00:11:58.400 --> 00:12:01.550 align:start position:0% <00:11:58.400>verification. <00:11:58.574>Yeah, <00:11:58.750>so <00:11:58.925>verify <00:11:59.100>If <00:11:59.275>these <00:11:59.449>agents <00:11:59.625>or <00:11:59.800>your 00:12:01.550 --> 00:12:01.560 align:start position:0% <00:12:01.550>Yeah, <00:12:01.551>so <00:12:01.552>verify <00:12:01.553>If <00:12:01.555>these <00:12:01.556>agents <00:12:01.557>or <00:12:01.559>your 00:12:01.560 --> 00:12:03.750 align:start position:0% <00:12:01.560>Yeah, <00:12:01.667>so <00:12:01.775>verify <00:12:01.883>If <00:12:01.990>these <00:12:02.098>agents <00:12:02.206>or <00:12:02.313>your <00:12:02.421>Cairo <00:12:02.529>or <00:12:02.636>your <00:12:02.744>cursor <00:12:02.852>or <00:12:02.959>whatever 00:12:03.750 --> 00:12:03.760 align:start position:0% <00:12:03.750>Cairo <00:12:03.751>or <00:12:03.753>your <00:12:03.755>cursor <00:12:03.757>or <00:12:03.759>whatever 00:12:03.760 --> 00:12:06.590 align:start position:0% <00:12:03.760>Cairo <00:12:03.876>or <00:12:03.993>your <00:12:04.110>cursor <00:12:04.226>or <00:12:04.343>whatever <00:12:04.460>generates <00:12:04.576>code <00:12:04.693>for <00:12:04.810>you, <00:12:04.926>it <00:12:05.043>can <00:12:05.160>generate 00:12:06.590 --> 00:12:06.600 align:start position:0% <00:12:06.590>generates <00:12:06.591>code <00:12:06.593>for <00:12:06.594>you, <00:12:06.596>it <00:12:06.597>can <00:12:06.599>generate 00:12:06.600 --> 00:12:09.190 align:start position:0% <00:12:06.600>generates <00:12:06.700>code <00:12:06.800>for <00:12:06.900>you, <00:12:07.000>it <00:12:07.100>can <00:12:07.200>generate <00:12:07.300>code <00:12:07.400>way <00:12:07.500>faster <00:12:07.600>than <00:12:07.700>in <00:12:07.800>the <00:12:07.900>past. <00:12:08.000>But 00:12:09.190 --> 00:12:09.200 align:start position:0% <00:12:09.190>code <00:12:09.191>way <00:12:09.192>faster <00:12:09.193>than <00:12:09.195>in <00:12:09.196>the <00:12:09.197>past. <00:12:09.199>But 00:12:09.200 --> 00:12:12.790 align:start position:0% <00:12:09.200>code <00:12:09.300>way <00:12:09.400>faster <00:12:09.500>than <00:12:09.600>in <00:12:09.700>the <00:12:09.800>past. <00:12:09.900>But <00:12:10.000>when <00:12:10.100>we <00:12:10.200>would <00:12:10.300>write <00:12:10.400>code, <00:12:10.500>you <00:12:10.600>inherently 00:12:12.790 --> 00:12:12.800 align:start position:0% <00:12:12.790>when <00:12:12.791>we <00:12:12.793>would <00:12:12.794>write <00:12:12.795>code, <00:12:12.797>you <00:12:12.799>inherently 00:12:12.800 --> 00:12:15.150 align:start position:0% <00:12:12.800>when <00:12:12.916>we <00:12:13.033>would <00:12:13.150>write <00:12:13.266>code, <00:12:13.383>you <00:12:13.500>inherently <00:12:13.616>understand <00:12:13.733>what <00:12:13.849>you've <00:12:13.966>built. <00:12:14.083>You've <00:12:14.199>got 00:12:15.150 --> 00:12:15.160 align:start position:0% <00:12:15.150>understand <00:12:15.151>what <00:12:15.153>you've <00:12:15.155>built. <00:12:15.157>You've <00:12:15.159>got 00:12:15.160 --> 00:12:16.990 align:start position:0% <00:12:15.160>understand <00:12:15.276>what <00:12:15.393>you've <00:12:15.510>built. <00:12:15.626>You've <00:12:15.743>got <00:12:15.860>knowledge <00:12:15.976>about <00:12:16.093>it. <00:12:16.209>And <00:12:16.326>then <00:12:16.443>you <00:12:16.560>code 00:12:16.990 --> 00:12:17.000 align:start position:0% <00:12:16.990>knowledge <00:12:16.991>about <00:12:16.993>it. <00:12:16.994>And <00:12:16.996>then <00:12:16.997>you <00:12:16.999>code 00:12:17.000 --> 00:12:18.830 align:start position:0% <00:12:17.000>knowledge <00:12:17.107>about <00:12:17.215>it. <00:12:17.323>And <00:12:17.430>then <00:12:17.538>you <00:12:17.646>code <00:12:17.753>review <00:12:17.861>later <00:12:17.969>on <00:12:18.076>would <00:12:18.184>be <00:12:18.292>much <00:12:18.400>easier 00:12:18.830 --> 00:12:18.840 align:start position:0% <00:12:18.830>review <00:12:18.831>later <00:12:18.833>on <00:12:18.834>would <00:12:18.836>be <00:12:18.837>much <00:12:18.839>easier 00:12:18.840 --> 00:12:20.030 align:start position:0% <00:12:18.840>review <00:12:18.922>later <00:12:19.004>on <00:12:19.087>would <00:12:19.169>be <00:12:19.251>much <00:12:19.334>easier <00:12:19.416>because <00:12:19.499>you <00:12:19.581>sit <00:12:19.663>with <00:12:19.746>either <00:12:19.828>a <00:12:19.911>senior 00:12:20.030 --> 00:12:20.040 align:start position:0% <00:12:20.030>because <00:12:20.031>you <00:12:20.033>sit <00:12:20.034>with <00:12:20.036>either <00:12:20.037>a <00:12:20.039>senior 00:12:20.040 --> 00:12:21.750 align:start position:0% <00:12:20.040>because <00:12:20.156>you <00:12:20.273>sit <00:12:20.390>with <00:12:20.506>either <00:12:20.623>a <00:12:20.740>senior <00:12:20.856>developer <00:12:20.973>or <00:12:21.089>maybe <00:12:21.206>you're <00:12:21.323>the <00:12:21.439>senior 00:12:21.750 --> 00:12:21.760 align:start position:0% <00:12:21.750>developer <00:12:21.751>or <00:12:21.753>maybe <00:12:21.755>you're <00:12:21.757>the <00:12:21.759>senior 00:12:21.760 --> 00:12:22.790 align:start position:0% <00:12:21.760>developer <00:12:21.844>or <00:12:21.928>maybe <00:12:22.012>you're <00:12:22.097>the <00:12:22.181>senior <00:12:22.265>developer <00:12:22.349>and <00:12:22.434>you <00:12:22.518>have <00:12:22.602>a <00:12:22.687>junior 00:12:22.790 --> 00:12:22.800 align:start position:0% <00:12:22.790>developer <00:12:22.791>and <00:12:22.793>you <00:12:22.795>have <00:12:22.797>a <00:12:22.799>junior 00:12:22.800 --> 00:12:24.390 align:start position:0% <00:12:22.800>developer <00:12:22.955>and <00:12:23.111>you <00:12:23.266>have <00:12:23.422>a <00:12:23.577>junior <00:12:23.733>developer, <00:12:23.888>and <00:12:24.044>you're <00:12:24.199>intimately 00:12:24.390 --> 00:12:24.400 align:start position:0% <00:12:24.390>developer, <00:12:24.393>and <00:12:24.396>you're <00:12:24.399>intimately 00:12:24.400 --> 00:12:25.870 align:start position:0% <00:12:24.400>developer, <00:12:24.730>and <00:12:25.061>you're <00:12:25.392>intimately <00:12:25.723>familiar. 00:12:25.870 --> 00:12:25.880 align:start position:0% familiar. 00:12:25.880 --> 00:12:27.710 align:start position:0% <00:12:25.880>familiar. <00:12:26.055>If <00:12:26.230>a <00:12:26.405>machine <00:12:26.580>has <00:12:26.755>generated <00:12:26.930>the <00:12:27.105>code <00:12:27.280>for 00:12:27.710 --> 00:12:27.720 align:start position:0% <00:12:27.710>If <00:12:27.711>a <00:12:27.712>machine <00:12:27.713>has <00:12:27.715>generated <00:12:27.716>the <00:12:27.717>code <00:12:27.719>for 00:12:27.720 --> 00:12:29.990 align:start position:0% <00:12:27.720>If <00:12:27.847>a <00:12:27.974>machine <00:12:28.101>has <00:12:28.229>generated <00:12:28.356>the <00:12:28.483>code <00:12:28.610>for <00:12:28.738>you, <00:12:28.865>it's <00:12:28.992>all <00:12:29.120>new. 00:12:29.990 --> 00:12:30.000 align:start position:0% <00:12:29.990>you, <00:12:29.993>it's <00:12:29.996>all <00:12:29.999>new. 00:12:30.000 --> 00:12:32.150 align:start position:0% <00:12:30.000>you, <00:12:30.140>it's <00:12:30.280>all <00:12:30.420>new. <00:12:30.560>But <00:12:30.700>you <00:12:30.840>still <00:12:30.980>need <00:12:31.120>to <00:12:31.260>review <00:12:31.400>it. 00:12:32.150 --> 00:12:32.160 align:start position:0% <00:12:32.150>But <00:12:32.151>you <00:12:32.153>still <00:12:32.154>need <00:12:32.156>to <00:12:32.157>review <00:12:32.159>it. 00:12:32.160 --> 00:12:33.910 align:start position:0% <00:12:32.160>But <00:12:32.287>you <00:12:32.414>still <00:12:32.541>need <00:12:32.669>to <00:12:32.796>review <00:12:32.923>it. <00:12:33.050>But <00:12:33.178>you <00:12:33.305>need <00:12:33.432>to <00:12:33.560>pa 00:12:33.910 --> 00:12:33.920 align:start position:0% <00:12:33.910>But <00:12:33.912>you <00:12:33.914>need <00:12:33.916>to <00:12:33.919>pa 00:12:33.920 --> 00:12:36.030 align:start position:0% <00:12:33.920>But <00:12:34.036>you <00:12:34.153>need <00:12:34.270>to <00:12:34.386>pa <00:12:34.503>you <00:12:34.620>know, <00:12:34.736>and <00:12:34.853>why <00:12:34.969>are <00:12:35.086>we <00:12:35.203>doing <00:12:35.319>that? 00:12:36.030 --> 00:12:36.040 align:start position:0% <00:12:36.030>you <00:12:36.031>know, <00:12:36.032>and <00:12:36.033>why <00:12:36.035>are <00:12:36.036>we <00:12:36.037>doing <00:12:36.039>that? 00:12:36.040 --> 00:12:37.750 align:start position:0% <00:12:36.040>you <00:12:36.140>know, <00:12:36.240>and <00:12:36.339>why <00:12:36.439>are <00:12:36.540>we <00:12:36.640>doing <00:12:36.740>that? <00:12:36.839>Because <00:12:36.939>you <00:12:37.040>know, <00:12:37.140>you <00:12:37.240>can <00:12:37.339>generate <00:12:37.439>code 00:12:37.750 --> 00:12:37.760 align:start position:0% <00:12:37.750>Because <00:12:37.751>you <00:12:37.753>know, <00:12:37.754>you <00:12:37.756>can <00:12:37.757>generate <00:12:37.759>code 00:12:37.760 --> 00:12:39.510 align:start position:0% <00:12:37.760>Because <00:12:37.867>you <00:12:37.975>know, <00:12:38.083>you <00:12:38.190>can <00:12:38.298>generate <00:12:38.406>code <00:12:38.513>much <00:12:38.621>faster <00:12:38.729>than <00:12:38.836>the <00:12:38.944>humans <00:12:39.052>can <00:12:39.160>review 00:12:39.510 --> 00:12:39.520 align:start position:0% <00:12:39.510>much <00:12:39.511>faster <00:12:39.513>than <00:12:39.514>the <00:12:39.516>humans <00:12:39.517>can <00:12:39.519>review 00:12:39.520 --> 00:12:41.790 align:start position:0% <00:12:39.520>much <00:12:39.620>faster <00:12:39.720>than <00:12:39.819>the <00:12:39.920>humans <00:12:40.020>can <00:12:40.120>review <00:12:40.220>it. <00:12:40.319>So <00:12:40.420>you <00:12:40.520>create <00:12:40.620>a <00:12:40.720>new <00:12:40.819>level <00:12:40.920>of 00:12:41.790 --> 00:12:41.800 align:start position:0% <00:12:41.790>it. <00:12:41.791>So <00:12:41.792>you <00:12:41.793>create <00:12:41.795>a <00:12:41.796>new <00:12:41.797>level <00:12:41.799>of 00:12:41.800 --> 00:12:44.030 align:start position:0% <00:12:41.800>it. <00:12:41.916>So <00:12:42.033>you <00:12:42.150>create <00:12:42.266>a <00:12:42.383>new <00:12:42.500>level <00:12:42.616>of <00:12:42.733>technical <00:12:42.849>debt, <00:12:42.966>which <00:12:43.083>is <00:12:43.199>verification 00:12:44.030 --> 00:12:44.040 align:start position:0% <00:12:44.030>technical <00:12:44.032>debt, <00:12:44.034>which <00:12:44.036>is <00:12:44.039>verification 00:12:44.040 --> 00:12:45.070 align:start position:0% <00:12:44.040>technical <00:12:44.225>debt, <00:12:44.410>which <00:12:44.596>is <00:12:44.781>verification <00:12:44.967>debt. 00:12:45.070 --> 00:12:45.080 align:start position:0% debt. 00:12:45.080 --> 00:12:46.710 align:start position:0% <00:12:45.080>debt. <00:12:46.480>Now, 00:12:46.710 --> 00:12:46.720 align:start position:0% Now, 00:12:46.720 --> 00:12:48.030 align:start position:0% <00:12:46.720>Now, <00:12:46.851>you <00:12:46.982>then <00:12:47.113>you <00:12:47.244>need <00:12:47.375>to <00:12:47.506>figure <00:12:47.637>out <00:12:47.768>as <00:12:47.899>a 00:12:48.030 --> 00:12:48.040 align:start position:0% <00:12:48.030>you <00:12:48.031>then <00:12:48.032>you <00:12:48.033>need <00:12:48.034>to <00:12:48.035>figure <00:12:48.036>out <00:12:48.037>as <00:12:48.039>a 00:12:48.040 --> 00:12:49.990 align:start position:0% <00:12:48.040>you <00:12:48.140>then <00:12:48.240>you <00:12:48.339>need <00:12:48.439>to <00:12:48.540>figure <00:12:48.640>out <00:12:48.740>as <00:12:48.839>a <00:12:48.939>company, <00:12:49.040>what's <00:12:49.140>the <00:12:49.240>budget? <00:12:49.339>Where <00:12:49.439>What 00:12:49.990 --> 00:12:50.000 align:start position:0% <00:12:49.990>company, <00:12:49.991>what's <00:12:49.993>the <00:12:49.995>budget? <00:12:49.997>Where <00:12:49.999>What 00:12:50.000 --> 00:12:52.790 align:start position:0% <00:12:50.000>company, <00:12:50.093>what's <00:12:50.186>the <00:12:50.280>budget? <00:12:50.373>Where <00:12:50.466>What <00:12:50.560>do <00:12:50.653>I <00:12:50.746>want <00:12:50.840>to <00:12:50.933>verify? <00:12:51.026>Where <00:12:51.120>do <00:12:51.213>I <00:12:51.306>need <00:12:51.400>to 00:12:52.790 --> 00:12:52.800 align:start position:0% <00:12:52.790>do <00:12:52.790>I <00:12:52.791>want <00:12:52.793>to <00:12:52.794>verify? <00:12:52.795>Where <00:12:52.795>do <00:12:52.796>I <00:12:52.798>need <00:12:52.799>to 00:12:52.800 --> 00:12:54.750 align:start position:0% <00:12:52.800>do <00:12:52.893>I <00:12:52.986>want <00:12:53.079>to <00:12:53.173>verify? <00:12:53.266>Where <00:12:53.359>do <00:12:53.453>I <00:12:53.546>need <00:12:53.640>to <00:12:53.733>inject <00:12:53.826>my <00:12:53.920>humans <00:12:54.013>into? <00:12:54.106>Because <00:12:54.199>if 00:12:54.750 --> 00:12:54.760 align:start position:0% <00:12:54.750>inject <00:12:54.751>my <00:12:54.753>humans <00:12:54.755>into? <00:12:54.757>Because <00:12:54.759>if 00:12:54.760 --> 00:12:56.150 align:start position:0% <00:12:54.760>inject <00:12:54.864>my <00:12:54.968>humans <00:12:55.072>into? <00:12:55.177>Because <00:12:55.281>if <00:12:55.385>everything <00:12:55.489>needs <00:12:55.593>to <00:12:55.698>go <00:12:55.802>at <00:12:55.906>the <00:12:56.011>human 00:12:56.150 --> 00:12:56.160 align:start position:0% <00:12:56.150>everything <00:12:56.151>needs <00:12:56.153>to <00:12:56.154>go <00:12:56.156>at <00:12:56.157>the <00:12:56.159>human 00:12:56.160 --> 00:12:57.670 align:start position:0% <00:12:56.160>everything <00:12:56.257>needs <00:12:56.354>to <00:12:56.451>go <00:12:56.548>at <00:12:56.645>the <00:12:56.742>human <00:12:56.839>loop, <00:12:56.936>you <00:12:57.033>lose <00:12:57.130>some <00:12:57.227>of <00:12:57.324>the <00:12:57.421>speed <00:12:57.519>that 00:12:57.670 --> 00:12:57.680 align:start position:0% <00:12:57.670>loop, <00:12:57.671>you <00:12:57.672>lose <00:12:57.673>some <00:12:57.675>of <00:12:57.676>the <00:12:57.677>speed <00:12:57.679>that 00:12:57.680 --> 00:13:00.110 align:start position:0% <00:12:57.680>loop, <00:12:57.796>you <00:12:57.913>lose <00:12:58.030>some <00:12:58.146>of <00:12:58.263>the <00:12:58.380>speed <00:12:58.496>that <00:12:58.613>these <00:12:58.729>AI <00:12:58.846>systems <00:12:58.963>can <00:12:59.079>bring. 00:13:00.110 --> 00:13:00.120 align:start position:0% <00:13:00.110>these <00:13:00.112>AI <00:13:00.114>systems <00:13:00.116>can <00:13:00.119>bring. 00:13:00.120 --> 00:13:01.350 align:start position:0% <00:13:00.120>these <00:13:00.212>AI <00:13:00.304>systems <00:13:00.396>can <00:13:00.489>bring. <00:13:00.581>So <00:13:00.673>you <00:13:00.765>need <00:13:00.858>to <00:13:00.950>figure <00:13:01.042>out <00:13:01.134>what's <00:13:01.227>the 00:13:01.350 --> 00:13:01.360 align:start position:0% <00:13:01.350>So <00:13:01.351>you <00:13:01.352>need <00:13:01.353>to <00:13:01.355>figure <00:13:01.356>out <00:13:01.357>what's <00:13:01.359>the 00:13:01.360 --> 00:13:04.310 align:start position:0% <00:13:01.360>So <00:13:01.453>you <00:13:01.546>need <00:13:01.640>to <00:13:01.733>figure <00:13:01.826>out <00:13:01.920>what's <00:13:02.013>the <00:13:02.106>risk <00:13:02.200>of <00:13:02.293>each <00:13:02.386>of <00:13:02.480>these <00:13:02.573>systems. <00:13:02.666>I <00:13:02.760>mean, 00:13:04.310 --> 00:13:04.320 align:start position:0% <00:13:04.310>risk <00:13:04.311>of <00:13:04.312>each <00:13:04.313>of <00:13:04.315>these <00:13:04.316>systems. <00:13:04.317>I <00:13:04.319>mean, 00:13:04.320 --> 00:13:06.150 align:start position:0% <00:13:04.320>risk <00:13:04.420>of <00:13:04.520>each <00:13:04.620>of <00:13:04.720>these <00:13:04.820>systems. <00:13:04.920>I <00:13:05.020>mean, <00:13:05.120>if <00:13:05.220>a <00:13:05.320>justice <00:13:05.420>generative <00:13:05.520>AI <00:13:05.620>and <00:13:05.720>it 00:13:06.150 --> 00:13:06.160 align:start position:0% <00:13:06.150>if <00:13:06.151>a <00:13:06.153>justice <00:13:06.154>generative <00:13:06.156>AI <00:13:06.157>and <00:13:06.159>it 00:13:06.160 --> 00:13:07.470 align:start position:0% <00:13:06.160>if <00:13:06.250>a <00:13:06.341>justice <00:13:06.432>generative <00:13:06.522>AI <00:13:06.613>and <00:13:06.704>it <00:13:06.794>creates <00:13:06.885>some <00:13:06.976>text <00:13:07.066>for <00:13:07.157>you, <00:13:07.248>it <00:13:07.339>creates 00:13:07.470 --> 00:13:07.480 align:start position:0% <00:13:07.470>creates <00:13:07.471>some <00:13:07.473>text <00:13:07.474>for <00:13:07.476>you, <00:13:07.477>it <00:13:07.479>creates 00:13:07.480 --> 00:13:09.630 align:start position:0% <00:13:07.480>creates <00:13:07.587>some <00:13:07.695>text <00:13:07.803>for <00:13:07.910>you, <00:13:08.018>it <00:13:08.126>creates <00:13:08.233>marketing <00:13:08.341>text. <00:13:08.449>You <00:13:08.556>can <00:13:08.664>just <00:13:08.772>review <00:13:08.880>it 00:13:09.630 --> 00:13:09.640 align:start position:0% <00:13:09.630>marketing <00:13:09.631>text. <00:13:09.633>You <00:13:09.634>can <00:13:09.636>just <00:13:09.637>review <00:13:09.639>it 00:13:09.640 --> 00:13:11.550 align:start position:0% <00:13:09.640>marketing <00:13:09.740>text. <00:13:09.840>You <00:13:09.939>can <00:13:10.040>just <00:13:10.140>review <00:13:10.240>it <00:13:10.340>and <00:13:10.439>you <00:13:10.540>can <00:13:10.640>approve <00:13:10.740>it <00:13:10.840>or <00:13:10.939>whatever. <00:13:11.040>It's 00:13:11.550 --> 00:13:11.560 align:start position:0% <00:13:11.550>and <00:13:11.551>you <00:13:11.552>can <00:13:11.553>approve <00:13:11.555>it <00:13:11.556>or <00:13:11.557>whatever. <00:13:11.559>It's 00:13:11.560 --> 00:13:13.790 align:start position:0% <00:13:11.560>and <00:13:11.667>you <00:13:11.775>can <00:13:11.883>approve <00:13:11.990>it <00:13:12.098>or <00:13:12.206>whatever. <00:13:12.313>It's <00:13:12.421>It's <00:13:12.529>nothing <00:13:12.636>terribly <00:13:12.744>lost <00:13:12.852>unless <00:13:12.959>it 00:13:13.790 --> 00:13:13.800 align:start position:0% <00:13:13.790>It's <00:13:13.791>nothing <00:13:13.793>terribly <00:13:13.795>lost <00:13:13.797>unless <00:13:13.799>it 00:13:13.800 --> 00:13:15.470 align:start position:0% <00:13:13.800>It's <00:13:13.916>nothing <00:13:14.033>terribly <00:13:14.150>lost <00:13:14.266>unless <00:13:14.383>it <00:13:14.500>unless <00:13:14.616>it <00:13:14.733>makes <00:13:14.849>up <00:13:14.966>things <00:13:15.083>that <00:13:15.199>you 00:13:15.470 --> 00:13:15.480 align:start position:0% <00:13:15.470>unless <00:13:15.471>it <00:13:15.473>makes <00:13:15.474>up <00:13:15.476>things <00:13:15.477>that <00:13:15.479>you 00:13:15.480 --> 00:13:17.470 align:start position:0% <00:13:15.480>unless <00:13:15.607>it <00:13:15.734>makes <00:13:15.861>up <00:13:15.989>things <00:13:16.116>that <00:13:16.243>you <00:13:16.370>really <00:13:16.498>don't <00:13:16.625>want <00:13:16.752>to <00:13:16.880>say. 00:13:17.470 --> 00:13:17.480 align:start position:0% <00:13:17.470>really <00:13:17.472>don't <00:13:17.474>want <00:13:17.476>to <00:13:17.479>say. 00:13:17.480 --> 00:13:20.270 align:start position:0% <00:13:17.480>really <00:13:17.620>don't <00:13:17.760>want <00:13:17.900>to <00:13:18.040>say. <00:13:18.180>But <00:13:18.320>if <00:13:18.460>lives <00:13:18.600>are <00:13:18.740>being <00:13:18.880>lost, 00:13:20.270 --> 00:13:20.280 align:start position:0% <00:13:20.270>But <00:13:20.271>if <00:13:20.273>lives <00:13:20.275>are <00:13:20.277>being <00:13:20.279>lost, 00:13:20.280 --> 00:13:21.990 align:start position:0% <00:13:20.280>But <00:13:20.380>if <00:13:20.480>lives <00:13:20.579>are <00:13:20.680>being <00:13:20.780>lost, <00:13:20.880>if <00:13:20.980>it's <00:13:21.079>a <00:13:21.180>health <00:13:21.280>care <00:13:21.380>system, <00:13:21.480>if <00:13:21.579>it's <00:13:21.680>a 00:13:21.990 --> 00:13:22.000 align:start position:0% <00:13:21.990>if <00:13:21.991>it's <00:13:21.992>a <00:13:21.993>health <00:13:21.994>care <00:13:21.995>system, <00:13:21.996>if <00:13:21.997>it's <00:13:21.999>a 00:13:22.000 --> 00:13:23.829 align:start position:0% <00:13:22.000>if <00:13:22.140>it's <00:13:22.280>a <00:13:22.420>health <00:13:22.560>care <00:13:22.700>system, <00:13:22.840>if <00:13:22.980>it's <00:13:23.120>a <00:13:23.260>financial <00:13:23.400>system, 00:13:23.829 --> 00:13:23.839 align:start position:0% <00:13:23.829>financial <00:13:23.838>system, 00:13:23.839 --> 00:13:26.630 align:start position:0% <00:13:23.839>financial <00:13:24.039>system, <00:13:24.238>then <00:13:24.439>suddenly <00:13:24.638>maybe <00:13:24.839>you <00:13:25.039>should <00:13:25.238>put 00:13:26.630 --> 00:13:26.640 align:start position:0% <00:13:26.630>then <00:13:26.631>suddenly <00:13:26.633>maybe <00:13:26.635>you <00:13:26.637>should <00:13:26.639>put 00:13:26.640 --> 00:13:28.630 align:start position:0% <00:13:26.640>then <00:13:26.756>suddenly <00:13:26.873>maybe <00:13:26.990>you <00:13:27.106>should <00:13:27.223>put <00:13:27.340>action. <00:13:27.456>So <00:13:27.573>you <00:13:27.689>should <00:13:27.806>figure <00:13:27.923>out <00:13:28.040>what's 00:13:28.630 --> 00:13:28.640 align:start position:0% <00:13:28.630>action. <00:13:28.631>So <00:13:28.633>you <00:13:28.634>should <00:13:28.636>figure <00:13:28.637>out <00:13:28.639>what's 00:13:28.640 --> 00:13:31.110 align:start position:0% <00:13:28.640>action. <00:13:28.740>So <00:13:28.840>you <00:13:28.939>should <00:13:29.040>figure <00:13:29.140>out <00:13:29.240>what's <00:13:29.340>the <00:13:29.439>budget <00:13:29.540>where <00:13:29.640>do <00:13:29.740>I <00:13:29.840>want <00:13:29.939>to <00:13:30.040>actually 00:13:31.110 --> 00:13:31.120 align:start position:0% <00:13:31.110>the <00:13:31.111>budget <00:13:31.112>where <00:13:31.113>do <00:13:31.115>I <00:13:31.116>want <00:13:31.117>to <00:13:31.119>actually 00:13:31.120 --> 00:13:33.390 align:start position:0% <00:13:31.120>the <00:13:31.207>budget <00:13:31.295>where <00:13:31.382>do <00:13:31.470>I <00:13:31.557>want <00:13:31.645>to <00:13:31.732>actually <00:13:31.820>put <00:13:31.907>my <00:13:31.995>humans <00:13:32.082>into <00:13:32.170>the <00:13:32.257>loop <00:13:32.345>and <00:13:32.432>have <00:13:32.520>it 00:13:33.390 --> 00:13:33.400 align:start position:0% <00:13:33.390>put <00:13:33.391>my <00:13:33.392>humans <00:13:33.393>into <00:13:33.394>the <00:13:33.395>loop <00:13:33.396>and <00:13:33.397>have <00:13:33.399>it 00:13:33.400 --> 00:13:34.870 align:start position:0% <00:13:33.400>put <00:13:33.547>my <00:13:33.694>humans <00:13:33.841>into <00:13:33.988>the <00:13:34.135>loop <00:13:34.282>and <00:13:34.429>have <00:13:34.576>it <00:13:34.723>verify 00:13:34.870 --> 00:13:34.880 align:start position:0% verify 00:13:34.880 --> 00:13:37.670 align:start position:0% <00:13:34.880>verify <00:13:35.080>that <00:13:35.280>this <00:13:35.480>is <00:13:35.680>indeed <00:13:35.880>a <00:13:36.080>valid <00:13:36.280>system. 00:13:37.670 --> 00:13:37.680 align:start position:0% <00:13:37.670>that <00:13:37.671>this <00:13:37.673>is <00:13:37.674>indeed <00:13:37.675>a <00:13:37.677>valid <00:13:37.679>system. 00:13:37.680 --> 00:13:39.870 align:start position:0% <00:13:37.680>that <00:13:37.787>this <00:13:37.895>is <00:13:38.003>indeed <00:13:38.110>a <00:13:38.218>valid <00:13:38.326>system. <00:13:38.433>And <00:13:38.541>if <00:13:38.649>it's <00:13:38.756>just <00:13:38.864>generating <00:13:38.972>text, <00:13:39.079>it's 00:13:39.870 --> 00:13:39.880 align:start position:0% <00:13:39.870>And <00:13:39.871>if <00:13:39.873>it's <00:13:39.874>just <00:13:39.876>generating <00:13:39.877>text, <00:13:39.879>it's 00:13:39.880 --> 00:13:42.670 align:start position:0% <00:13:39.880>And <00:13:40.007>if <00:13:40.134>it's <00:13:40.261>just <00:13:40.389>generating <00:13:40.516>text, <00:13:40.643>it's <00:13:40.770>fine. <00:13:40.898>If <00:13:41.025>it <00:13:41.152>takes <00:13:41.280>action, 00:13:42.670 --> 00:13:42.680 align:start position:0% <00:13:42.670>fine. <00:13:42.672>If <00:13:42.674>it <00:13:42.676>takes <00:13:42.679>action, 00:13:42.680 --> 00:13:44.750 align:start position:0% <00:13:42.680>fine. <00:13:42.819>If <00:13:42.959>it <00:13:43.099>takes <00:13:43.239>action, <00:13:43.380>that's <00:13:43.520>a <00:13:43.660>very <00:13:43.800>different <00:13:43.939>approach <00:13:44.079>because 00:13:44.750 --> 00:13:44.760 align:start position:0% <00:13:44.750>that's <00:13:44.751>a <00:13:44.753>very <00:13:44.755>different <00:13:44.757>approach <00:13:44.759>because 00:13:44.760 --> 00:13:46.670 align:start position:0% <00:13:44.760>that's <00:13:44.887>a <00:13:45.014>very <00:13:45.141>different <00:13:45.269>approach <00:13:45.396>because <00:13:45.523>now <00:13:45.650>suddenly <00:13:45.778>these <00:13:45.905>systems <00:13:46.032>become <00:13:46.160>less 00:13:46.670 --> 00:13:46.680 align:start position:0% <00:13:46.670>now <00:13:46.671>suddenly <00:13:46.673>these <00:13:46.675>systems <00:13:46.677>become <00:13:46.679>less 00:13:46.680 --> 00:13:48.590 align:start position:0% <00:13:46.680>now <00:13:46.913>suddenly <00:13:47.146>these <00:13:47.380>systems <00:13:47.613>become <00:13:47.846>less <00:13:48.079>autonomous. 00:13:48.590 --> 00:13:48.600 align:start position:0% autonomous. 00:13:48.600 --> 00:13:50.350 align:start position:0% <00:13:48.600>autonomous. <00:13:48.740>And <00:13:48.880>we <00:13:49.020>know <00:13:49.160>how <00:13:49.300>to <00:13:49.440>build <00:13:49.580>how <00:13:49.720>we <00:13:49.860>know <00:13:50.000>how 00:13:50.350 --> 00:13:50.360 align:start position:0% <00:13:50.350>And <00:13:50.351>we <00:13:50.352>know <00:13:50.353>how <00:13:50.354>to <00:13:50.355>build <00:13:50.356>how <00:13:50.357>we <00:13:50.358>know <00:13:50.359>how 00:13:50.360 --> 00:13:51.830 align:start position:0% <00:13:50.360>And <00:13:50.442>we <00:13:50.525>know <00:13:50.608>how <00:13:50.690>to <00:13:50.773>build <00:13:50.856>how <00:13:50.938>we <00:13:51.021>know <00:13:51.104>how <00:13:51.186>to <00:13:51.269>build <00:13:51.352>these <00:13:51.434>kind <00:13:51.517>of <00:13:51.600>things. <00:13:51.683>We've 00:13:51.830 --> 00:13:51.840 align:start position:0% <00:13:51.830>to <00:13:51.831>build <00:13:51.833>these <00:13:51.834>kind <00:13:51.836>of <00:13:51.837>things. <00:13:51.839>We've 00:13:51.840 --> 00:13:54.390 align:start position:0% <00:13:51.840>to <00:13:51.995>build <00:13:52.151>these <00:13:52.306>kind <00:13:52.462>of <00:13:52.617>things. <00:13:52.773>We've <00:13:52.928>building <00:13:53.084>them <00:13:53.240>forever. 00:13:54.390 --> 00:13:54.400 align:start position:0% <00:13:54.390>building <00:13:54.394>them <00:13:54.399>forever. 00:13:54.400 --> 00:13:55.390 align:start position:0% <00:13:54.400>building <00:13:54.622>them <00:13:54.845>forever. <00:13:55.068>You <00:13:55.290>know, 00:13:55.390 --> 00:13:55.400 align:start position:0% <00:13:55.390>You <00:13:55.399>know, 00:13:55.400 --> 00:13:56.630 align:start position:0% <00:13:55.400>You <00:13:55.953>know, <00:13:56.507>the 00:13:56.630 --> 00:13:56.640 align:start position:0% the 00:13:56.640 --> 00:14:00.030 align:start position:0% <00:13:56.640>the <00:13:56.873>Airbus <00:13:57.106>320, <00:13:57.340>yeah, <00:13:57.573>runs <00:13:57.806>on <00:13:58.040>five 00:14:00.030 --> 00:14:00.040 align:start position:0% <00:14:00.030>Airbus <00:14:00.031>320, <00:14:00.033>yeah, <00:14:00.035>runs <00:14:00.037>on <00:14:00.039>five 00:14:00.040 --> 00:14:01.470 align:start position:0% <00:14:00.040>Airbus <00:14:00.254>320, <00:14:00.468>yeah, <00:14:00.683>runs <00:14:00.898>on <00:14:01.112>five <00:14:01.327>computers. 00:14:01.470 --> 00:14:01.480 align:start position:0% computers. 00:14:01.480 --> 00:14:03.310 align:start position:0% <00:14:01.480>computers. <00:14:01.680>Each <00:14:01.880>of <00:14:02.080>those <00:14:02.280>computers <00:14:02.480>has <00:14:02.680>a <00:14:02.880>different 00:14:03.310 --> 00:14:03.320 align:start position:0% <00:14:03.310>Each <00:14:03.311>of <00:14:03.313>those <00:14:03.314>computers <00:14:03.316>has <00:14:03.317>a <00:14:03.319>different 00:14:03.320 --> 00:14:05.870 align:start position:0% <00:14:03.320>Each <00:14:03.447>of <00:14:03.574>those <00:14:03.701>computers <00:14:03.829>has <00:14:03.956>a <00:14:04.083>different <00:14:04.210>is <00:14:04.338>a <00:14:04.465>different <00:14:04.592>manufacturer, <00:14:04.720>different 00:14:05.870 --> 00:14:05.880 align:start position:0% <00:14:05.870>is <00:14:05.872>a <00:14:05.874>different <00:14:05.876>manufacturer, <00:14:05.879>different 00:14:05.880 --> 00:14:08.270 align:start position:0% <00:14:05.880>is <00:14:06.020>a <00:14:06.160>different <00:14:06.300>manufacturer, <00:14:06.439>different <00:14:06.580>different <00:14:06.720>chipset, <00:14:06.860>and <00:14:07.000>the <00:14:07.140>systems <00:14:07.280>that 00:14:08.270 --> 00:14:08.280 align:start position:0% <00:14:08.270>different <00:14:08.271>chipset, <00:14:08.273>and <00:14:08.275>the <00:14:08.277>systems <00:14:08.279>that 00:14:08.280 --> 00:14:09.790 align:start position:0% <00:14:08.280>different <00:14:08.393>chipset, <00:14:08.506>and <00:14:08.619>the <00:14:08.733>systems <00:14:08.846>that <00:14:08.959>run <00:14:09.072>on <00:14:09.185>them <00:14:09.299>are <00:14:09.412>built <00:14:09.525>by <00:14:09.639>different 00:14:09.790 --> 00:14:09.800 align:start position:0% <00:14:09.790>run <00:14:09.791>on <00:14:09.793>them <00:14:09.794>are <00:14:09.795>built <00:14:09.797>by <00:14:09.799>different 00:14:09.800 --> 00:14:12.070 align:start position:0% <00:14:09.800>run <00:14:09.916>on <00:14:10.033>them <00:14:10.150>are <00:14:10.266>built <00:14:10.383>by <00:14:10.500>different <00:14:10.616>companies. <00:14:10.733>So, <00:14:10.849>the <00:14:10.966>software <00:14:11.083>systems <00:14:11.199>do 00:14:12.070 --> 00:14:12.080 align:start position:0% <00:14:12.070>companies. <00:14:12.071>So, <00:14:12.073>the <00:14:12.075>software <00:14:12.077>systems <00:14:12.079>do 00:14:12.080 --> 00:14:13.790 align:start position:0% <00:14:12.080>companies. <00:14:12.220>So, <00:14:12.360>the <00:14:12.500>software <00:14:12.640>systems <00:14:12.780>do <00:14:12.920>not <00:14:13.060>have <00:14:13.200>the <00:14:13.340>same <00:14:13.480>bugs. 00:14:13.790 --> 00:14:13.800 align:start position:0% <00:14:13.790>not <00:14:13.792>have <00:14:13.794>the <00:14:13.796>same <00:14:13.799>bugs. 00:14:13.800 --> 00:14:14.590 align:start position:0% <00:14:13.800>not <00:14:13.942>have <00:14:14.084>the <00:14:14.226>same <00:14:14.368>bugs. <00:14:14.511>Yeah. 00:14:14.590 --> 00:14:14.600 align:start position:0% Yeah. 00:14:14.600 --> 00:14:16.390 align:start position:0% <00:14:14.600>Yeah. <00:14:14.833>Now, <00:14:15.066>you <00:14:15.300>know, <00:14:15.533>the <00:14:15.766>later <00:14:16.000>aviation 00:14:16.390 --> 00:14:16.400 align:start position:0% <00:14:16.390>Now, <00:14:16.391>you <00:14:16.393>know, <00:14:16.395>the <00:14:16.397>later <00:14:16.399>aviation 00:14:16.400 --> 00:14:18.470 align:start position:0% <00:14:16.400>Now, <00:14:16.540>you <00:14:16.680>know, <00:14:16.819>the <00:14:16.959>later <00:14:17.100>aviation <00:14:17.240>systems <00:14:17.380>actually <00:14:17.520>started <00:14:17.660>building <00:14:17.800>quorum 00:14:18.470 --> 00:14:18.480 align:start position:0% <00:14:18.470>systems <00:14:18.472>actually <00:14:18.474>started <00:14:18.476>building <00:14:18.479>quorum 00:14:18.480 --> 00:14:20.430 align:start position:0% <00:14:18.480>systems <00:14:18.620>actually <00:14:18.760>started <00:14:18.900>building <00:14:19.040>quorum <00:14:19.180>systems. <00:14:19.320>We've <00:14:19.460>built <00:14:19.600>them <00:14:19.740>to <00:14:19.880>build 00:14:20.430 --> 00:14:20.440 align:start position:0% <00:14:20.430>systems. <00:14:20.431>We've <00:14:20.433>built <00:14:20.435>them <00:14:20.437>to <00:14:20.439>build 00:14:20.440 --> 00:14:23.270 align:start position:0% <00:14:20.440>systems. <00:14:20.556>We've <00:14:20.673>built <00:14:20.790>them <00:14:20.906>to <00:14:21.023>build <00:14:21.140>reliable <00:14:21.256>systems. <00:14:21.373>So, <00:14:21.490>if <00:14:21.606>these <00:14:21.723>LLMs <00:14:21.840>can 00:14:23.270 --> 00:14:23.280 align:start position:0% <00:14:23.270>reliable <00:14:23.271>systems. <00:14:23.273>So, <00:14:23.274>if <00:14:23.276>these <00:14:23.277>LLMs <00:14:23.279>can 00:14:23.280 --> 00:14:26.670 align:start position:0% <00:14:23.280>reliable <00:14:23.396>systems. <00:14:23.513>So, <00:14:23.630>if <00:14:23.746>these <00:14:23.863>LLMs <00:14:23.980>can <00:14:24.096>hallucinate, <00:14:24.213>don't <00:14:24.329>use <00:14:24.446>one <00:14:24.563>LLM, <00:14:24.680>use 00:14:26.670 --> 00:14:26.680 align:start position:0% <00:14:26.670>hallucinate, <00:14:26.671>don't <00:14:26.673>use <00:14:26.675>one <00:14:26.677>LLM, <00:14:26.679>use 00:14:26.680 --> 00:14:27.950 align:start position:0% <00:14:26.680>hallucinate, <00:14:26.822>don't <00:14:26.965>use <00:14:27.108>one <00:14:27.251>LLM, <00:14:27.394>use <00:14:27.537>three <00:14:27.680>of <00:14:27.823>them. 00:14:27.950 --> 00:14:27.960 align:start position:0% <00:14:27.950>three <00:14:27.954>of <00:14:27.959>them. 00:14:27.960 --> 00:14:29.270 align:start position:0% <00:14:27.960>three <00:14:28.107>of <00:14:28.254>them. <00:14:28.402>And <00:14:28.549>then <00:14:28.696>compare <00:14:28.844>the <00:14:28.991>answers <00:14:29.139>from 00:14:29.270 --> 00:14:29.280 align:start position:0% <00:14:29.270>And <00:14:29.271>then <00:14:29.273>compare <00:14:29.275>the <00:14:29.277>answers <00:14:29.279>from 00:14:29.280 --> 00:14:31.630 align:start position:0% <00:14:29.280>And <00:14:29.396>then <00:14:29.513>compare <00:14:29.630>the <00:14:29.746>answers <00:14:29.863>from <00:14:29.980>different <00:14:30.096>and <00:14:30.213>so <00:14:30.329>we <00:14:30.446>again <00:14:30.563>have <00:14:30.680>them 00:14:31.630 --> 00:14:31.640 align:start position:0% <00:14:31.630>different <00:14:31.631>and <00:14:31.633>so <00:14:31.634>we <00:14:31.636>again <00:14:31.637>have <00:14:31.639>them 00:14:31.640 --> 00:14:33.430 align:start position:0% <00:14:31.640>different <00:14:31.795>and <00:14:31.951>so <00:14:32.106>we <00:14:32.262>again <00:14:32.417>have <00:14:32.573>them <00:14:32.728>reach <00:14:32.884>a <00:14:33.040>quorum. 00:14:33.430 --> 00:14:33.440 align:start position:0% <00:14:33.430>reach <00:14:33.434>a <00:14:33.439>quorum. 00:14:33.440 --> 00:14:35.150 align:start position:0% <00:14:33.440>reach <00:14:33.580>a <00:14:33.720>quorum. <00:14:33.860>So, <00:14:34.000>these <00:14:34.140>are <00:14:34.280>the <00:14:34.420>things <00:14:34.560>that <00:14:34.700>we've <00:14:34.840>we 00:14:35.150 --> 00:14:35.160 align:start position:0% <00:14:35.150>So, <00:14:35.151>these <00:14:35.152>are <00:14:35.153>the <00:14:35.155>things <00:14:35.156>that <00:14:35.157>we've <00:14:35.159>we 00:14:35.160 --> 00:14:36.750 align:start position:0% <00:14:35.160>So, <00:14:35.253>these <00:14:35.346>are <00:14:35.439>the <00:14:35.533>things <00:14:35.626>that <00:14:35.719>we've <00:14:35.813>we <00:14:35.906>already <00:14:36.000>knew <00:14:36.093>how <00:14:36.186>to <00:14:36.280>build. <00:14:36.373>We <00:14:36.466>just <00:14:36.560>have 00:14:36.750 --> 00:14:36.760 align:start position:0% <00:14:36.750>already <00:14:36.751>knew <00:14:36.752>how <00:14:36.753>to <00:14:36.755>build. <00:14:36.756>We <00:14:36.757>just <00:14:36.759>have 00:14:36.760 --> 00:14:38.829 align:start position:0% <00:14:36.760>already <00:14:36.853>knew <00:14:36.946>how <00:14:37.040>to <00:14:37.133>build. <00:14:37.226>We <00:14:37.319>just <00:14:37.413>have <00:14:37.506>to <00:14:37.600>apply <00:14:37.693>them <00:14:37.786>to <00:14:37.880>this <00:14:37.973>world <00:14:38.066>as <00:14:38.160>well. 00:14:38.829 --> 00:14:38.839 align:start position:0% <00:14:38.829>to <00:14:38.830>apply <00:14:38.831>them <00:14:38.832>to <00:14:38.834>this <00:14:38.835>world <00:14:38.836>as <00:14:38.838>well. 00:14:38.839 --> 00:14:40.550 align:start position:0% <00:14:38.839>to <00:14:38.946>apply <00:14:39.054>them <00:14:39.162>to <00:14:39.269>this <00:14:39.377>world <00:14:39.485>as <00:14:39.592>well. <00:14:39.700>Don't <00:14:39.808>trust <00:14:39.915>the <00:14:40.023>LLM, <00:14:40.131>trust <00:14:40.238>the 00:14:40.550 --> 00:14:40.560 align:start position:0% <00:14:40.550>Don't <00:14:40.551>trust <00:14:40.553>the <00:14:40.555>LLM, <00:14:40.557>trust <00:14:40.559>the 00:14:40.560 --> 00:14:42.790 align:start position:0% <00:14:40.560>Don't <00:14:40.734>trust <00:14:40.910>the <00:14:41.084>LLM, <00:14:41.260>trust <00:14:41.435>the <00:14:41.609>architecture <00:14:41.785>around <00:14:41.959>it. 00:14:42.790 --> 00:14:42.800 align:start position:0% <00:14:42.790>architecture <00:14:42.794>around <00:14:42.799>it. 00:14:42.800 --> 00:14:44.750 align:start position:0% <00:14:42.800>architecture <00:14:42.927>around <00:14:43.054>it. <00:14:43.181>I <00:14:43.309>mean, <00:14:43.436>to <00:14:43.563>look <00:14:43.690>at <00:14:43.818>security, <00:14:43.945>I <00:14:44.072>mean, <00:14:44.199>we 00:14:44.750 --> 00:14:44.760 align:start position:0% <00:14:44.750>I <00:14:44.751>mean, <00:14:44.752>to <00:14:44.753>look <00:14:44.754>at <00:14:44.755>security, <00:14:44.756>I <00:14:44.757>mean, <00:14:44.759>we 00:14:44.760 --> 00:14:46.150 align:start position:0% <00:14:44.760>I <00:14:44.843>mean, <00:14:44.926>to <00:14:45.010>look <00:14:45.093>at <00:14:45.177>security, <00:14:45.260>I <00:14:45.343>mean, <00:14:45.427>we <00:14:45.510>you <00:14:45.593>don't <00:14:45.677>have <00:14:45.760>to <00:14:45.844>trust <00:14:45.927>the <00:14:46.011>motherboard, 00:14:46.150 --> 00:14:46.160 align:start position:0% <00:14:46.150>you <00:14:46.151>don't <00:14:46.153>have <00:14:46.154>to <00:14:46.156>trust <00:14:46.157>the <00:14:46.159>motherboard, 00:14:46.160 --> 00:14:47.430 align:start position:0% <00:14:46.160>you <00:14:46.241>don't <00:14:46.323>have <00:14:46.404>to <00:14:46.486>trust <00:14:46.568>the <00:14:46.649>motherboard, <00:14:46.731>you <00:14:46.813>don't <00:14:46.894>have <00:14:46.976>to <00:14:47.058>trust <00:14:47.139>the <00:14:47.221>router <00:14:47.303>in 00:14:47.430 --> 00:14:47.440 align:start position:0% <00:14:47.430>you <00:14:47.431>don't <00:14:47.432>have <00:14:47.433>to <00:14:47.435>trust <00:14:47.436>the <00:14:47.437>router <00:14:47.439>in 00:14:47.440 --> 00:14:50.430 align:start position:0% <00:14:47.440>you <00:14:47.556>don't <00:14:47.673>have <00:14:47.790>to <00:14:47.906>trust <00:14:48.023>the <00:14:48.140>router <00:14:48.256>in <00:14:48.373>between. <00:14:48.490>You <00:14:48.606>do <00:14:48.723>end-to-end <00:14:48.840>security. 00:14:50.430 --> 00:14:50.440 align:start position:0% <00:14:50.430>between. <00:14:50.432>You <00:14:50.434>do <00:14:50.436>end-to-end <00:14:50.439>security. 00:14:50.440 --> 00:14:53.510 align:start position:0% <00:14:50.440>between. <00:14:50.547>You <00:14:50.655>do <00:14:50.763>end-to-end <00:14:50.870>security. <00:14:50.978>And <00:14:51.086>so <00:14:51.193>anyway, <00:14:51.301>by <00:14:51.409>the <00:14:51.516>way, <00:14:51.624>if <00:14:51.732>you <00:14:51.840>don't 00:14:53.510 --> 00:14:53.520 align:start position:0% <00:14:53.510>And <00:14:53.511>so <00:14:53.512>anyway, <00:14:53.513>by <00:14:53.514>the <00:14:53.515>way, <00:14:53.516>if <00:14:53.517>you <00:14:53.519>don't 00:14:53.520 --> 00:14:54.990 align:start position:0% <00:14:53.520>And <00:14:53.621>so <00:14:53.723>anyway, <00:14:53.825>by <00:14:53.927>the <00:14:54.028>way, <00:14:54.130>if <00:14:54.232>you <00:14:54.334>don't <00:14:54.435>interrupt <00:14:54.537>me, <00:14:54.639>I'll <00:14:54.741>keep <00:14:54.843>talking. 00:14:54.990 --> 00:14:55.000 align:start position:0% <00:14:54.990>interrupt <00:14:54.992>me, <00:14:54.994>I'll <00:14:54.996>keep <00:14:54.999>talking. 00:14:55.000 --> 00:14:56.430 align:start position:0% <00:14:55.000>interrupt <00:14:55.143>me, <00:14:55.286>I'll <00:14:55.429>keep <00:14:55.572>talking. <00:14:55.715>>> <00:14:55.858>No, <00:14:56.001>it's <00:14:56.144>it's <00:14:56.286>fine. 00:14:56.430 --> 00:14:56.440 align:start position:0% <00:14:56.430>>> <00:14:56.432>No, <00:14:56.434>it's <00:14:56.436>it's <00:14:56.439>fine. 00:14:56.440 --> 00:14:58.190 align:start position:0% <00:14:56.440>>> <00:14:56.547>No, <00:14:56.655>it's <00:14:56.763>it's <00:14:56.870>fine. <00:14:56.978>>> <00:14:57.086>It's <00:14:57.193>totally <00:14:57.301>fine, <00:14:57.409>so <00:14:57.516>I <00:14:57.624>I <00:14:57.732>really <00:14:57.840>enjoyed 00:14:58.190 --> 00:14:58.200 align:start position:0% <00:14:58.190>>> <00:14:58.191>It's <00:14:58.192>totally <00:14:58.193>fine, <00:14:58.194>so <00:14:58.195>I <00:14:58.196>I <00:14:58.197>really <00:14:58.199>enjoyed 00:14:58.200 --> 00:15:00.590 align:start position:0% <00:14:58.200>>> <00:14:58.282>It's <00:14:58.364>totally <00:14:58.447>fine, <00:14:58.529>so <00:14:58.611>I <00:14:58.694>I <00:14:58.776>really <00:14:58.858>enjoyed <00:14:58.941>it. <00:14:59.023>For <00:14:59.105>for <00:14:59.188>me <00:14:59.270>this <00:14:59.352>what <00:14:59.435>you <00:14:59.517>said <00:14:59.600>like 00:15:00.590 --> 00:15:00.600 align:start position:0% <00:15:00.590>it. <00:15:00.591>For <00:15:00.592>for <00:15:00.593>me <00:15:00.594>this <00:15:00.595>what <00:15:00.596>you <00:15:00.597>said <00:15:00.599>like 00:15:00.600 --> 00:15:03.150 align:start position:0% <00:15:00.600>it. <00:15:00.700>For <00:15:00.800>for <00:15:00.900>me <00:15:01.000>this <00:15:01.100>what <00:15:01.200>you <00:15:01.300>said <00:15:01.400>like <00:15:01.500>technical <00:15:01.600>debt. <00:15:01.700>Sometimes <00:15:01.800>like <00:15:01.900>when <00:15:02.000>I 00:15:03.150 --> 00:15:03.160 align:start position:0% <00:15:03.150>technical <00:15:03.151>debt. <00:15:03.153>Sometimes <00:15:03.155>like <00:15:03.157>when <00:15:03.159>I 00:15:03.160 --> 00:15:05.350 align:start position:0% <00:15:03.160>technical <00:15:03.276>debt. <00:15:03.393>Sometimes <00:15:03.510>like <00:15:03.626>when <00:15:03.743>I <00:15:03.860>work <00:15:03.976>with <00:15:04.093>agents, <00:15:04.209>sometimes <00:15:04.326>I <00:15:04.443>don't <00:15:04.560>even 00:15:05.350 --> 00:15:05.360 align:start position:0% <00:15:05.350>work <00:15:05.351>with <00:15:05.353>agents, <00:15:05.354>sometimes <00:15:05.356>I <00:15:05.357>don't <00:15:05.359>even 00:15:05.360 --> 00:15:07.710 align:start position:0% <00:15:05.360>work <00:15:05.476>with <00:15:05.593>agents, <00:15:05.710>sometimes <00:15:05.826>I <00:15:05.943>don't <00:15:06.060>even <00:15:06.176>realize <00:15:06.293>what <00:15:06.410>technical <00:15:06.526>debt <00:15:06.643>I <00:15:06.760>just 00:15:07.710 --> 00:15:07.720 align:start position:0% <00:15:07.710>realize <00:15:07.711>what <00:15:07.713>technical <00:15:07.715>debt <00:15:07.717>I <00:15:07.719>just 00:15:07.720 --> 00:15:09.390 align:start position:0% <00:15:07.720>realize <00:15:07.847>what <00:15:07.974>technical <00:15:08.101>debt <00:15:08.229>I <00:15:08.356>just <00:15:08.483>created, <00:15:08.610>you <00:15:08.738>know, <00:15:08.865>because <00:15:08.992>maybe <00:15:09.120>you 00:15:09.390 --> 00:15:09.400 align:start position:0% <00:15:09.390>created, <00:15:09.391>you <00:15:09.393>know, <00:15:09.395>because <00:15:09.397>maybe <00:15:09.399>you 00:15:09.400 --> 00:15:12.590 align:start position:0% <00:15:09.400>created, <00:15:09.540>you <00:15:09.680>know, <00:15:09.819>because <00:15:09.959>maybe <00:15:10.100>you <00:15:10.240>have <00:15:10.380>five <00:15:10.520>agents <00:15:10.660>running <00:15:10.800>and 00:15:12.590 --> 00:15:12.600 align:start position:0% <00:15:12.590>have <00:15:12.592>five <00:15:12.594>agents <00:15:12.596>running <00:15:12.599>and 00:15:12.600 --> 00:15:15.270 align:start position:0% <00:15:12.600>have <00:15:12.740>five <00:15:12.880>agents <00:15:13.020>running <00:15:13.160>and <00:15:13.300>it's <00:15:13.440>very <00:15:13.580>overwhelming. <00:15:13.720>So, <00:15:13.860>so <00:15:14.000>my 00:15:15.270 --> 00:15:15.280 align:start position:0% <00:15:15.270>it's <00:15:15.271>very <00:15:15.273>overwhelming. <00:15:15.275>So, <00:15:15.277>so <00:15:15.279>my 00:15:15.280 --> 00:15:17.270 align:start position:0% <00:15:15.280>it's <00:15:15.420>very <00:15:15.560>overwhelming. <00:15:15.699>So, <00:15:15.839>so <00:15:15.980>my <00:15:16.120>attention <00:15:16.260>is <00:15:16.400>also <00:15:16.540>the <00:15:16.680>bottleneck 00:15:17.270 --> 00:15:17.280 align:start position:0% <00:15:17.270>attention <00:15:17.272>is <00:15:17.274>also <00:15:17.276>the <00:15:17.279>bottleneck 00:15:17.280 --> 00:15:20.390 align:start position:0% <00:15:17.280>attention <00:15:17.513>is <00:15:17.746>also <00:15:17.980>the <00:15:18.213>bottleneck <00:15:18.446>somewhere <00:15:18.680>and 00:15:20.390 --> 00:15:20.400 align:start position:0% <00:15:20.390>somewhere <00:15:20.399>and 00:15:20.400 --> 00:15:21.870 align:start position:0% <00:15:20.400>somewhere <00:15:20.620>and <00:15:20.841>yeah, <00:15:21.061>you <00:15:21.282>also <00:15:21.502>outsource <00:15:21.723>the 00:15:21.870 --> 00:15:21.880 align:start position:0% <00:15:21.870>yeah, <00:15:21.872>you <00:15:21.874>also <00:15:21.876>outsource <00:15:21.879>the 00:15:21.880 --> 00:15:23.990 align:start position:0% <00:15:21.880>yeah, <00:15:22.007>you <00:15:22.134>also <00:15:22.261>outsource <00:15:22.389>the <00:15:22.516>understanding <00:15:22.643>like <00:15:22.770>and <00:15:22.898>this <00:15:23.025>is <00:15:23.152>this <00:15:23.280>is 00:15:23.990 --> 00:15:24.000 align:start position:0% <00:15:23.990>understanding <00:15:23.991>like <00:15:23.993>and <00:15:23.994>this <00:15:23.996>is <00:15:23.997>this <00:15:23.999>is 00:15:24.000 --> 00:15:25.990 align:start position:0% <00:15:24.000>understanding <00:15:24.107>like <00:15:24.215>and <00:15:24.323>this <00:15:24.430>is <00:15:24.538>this <00:15:24.646>is <00:15:24.753>where <00:15:24.861>where <00:15:24.969>it <00:15:25.076>also <00:15:25.184>doesn't <00:15:25.292>feel <00:15:25.400>right, 00:15:25.990 --> 00:15:26.000 align:start position:0% <00:15:25.990>where <00:15:25.991>where <00:15:25.993>it <00:15:25.994>also <00:15:25.996>doesn't <00:15:25.997>feel <00:15:25.999>right, 00:15:26.000 --> 00:15:26.870 align:start position:0% <00:15:26.000>where <00:15:26.097>where <00:15:26.195>it <00:15:26.293>also <00:15:26.391>doesn't <00:15:26.489>feel <00:15:26.587>right, <00:15:26.685>you <00:15:26.783>know. 00:15:26.870 --> 00:15:26.880 align:start position:0% <00:15:26.870>you <00:15:26.879>know. 00:15:26.880 --> 00:15:29.150 align:start position:0% <00:15:26.880>you <00:15:27.055>know. <00:15:27.230>>> <00:15:27.405>Being <00:15:27.580>the <00:15:27.755>bottleneck <00:15:27.930>is <00:15:28.105>sometimes <00:15:28.280>fine. 00:15:29.150 --> 00:15:29.160 align:start position:0% <00:15:29.150>>> <00:15:29.151>Being <00:15:29.153>the <00:15:29.154>bottleneck <00:15:29.156>is <00:15:29.157>sometimes <00:15:29.159>fine. 00:15:29.160 --> 00:15:30.430 align:start position:0% <00:15:29.160>>> <00:15:29.302>Being <00:15:29.445>the <00:15:29.588>bottleneck <00:15:29.731>is <00:15:29.874>sometimes <00:15:30.017>fine. <00:15:30.160>>> <00:15:30.303>Yeah. 00:15:30.430 --> 00:15:30.440 align:start position:0% <00:15:30.430>>> <00:15:30.439>Yeah. 00:15:30.440 --> 00:15:32.470 align:start position:0% <00:15:30.440>>> <00:15:30.595>Yeah. <00:15:30.751>>> <00:15:30.906>Taking <00:15:31.062>a <00:15:31.217>pause <00:15:31.373>and <00:15:31.528>seeing <00:15:31.684>what <00:15:31.840>you're 00:15:32.470 --> 00:15:32.480 align:start position:0% <00:15:32.470>>> <00:15:32.471>Taking <00:15:32.472>a <00:15:32.473>pause <00:15:32.475>and <00:15:32.476>seeing <00:15:32.477>what <00:15:32.479>you're 00:15:32.480 --> 00:15:33.910 align:start position:0% <00:15:32.480>>> <00:15:32.587>Taking <00:15:32.694>a <00:15:32.801>pause <00:15:32.909>and <00:15:33.016>seeing <00:15:33.123>what <00:15:33.230>you're <00:15:33.338>building. <00:15:33.445>If <00:15:33.552>you're <00:15:33.659>subject <00:15:33.766>to 00:15:33.910 --> 00:15:33.920 align:start position:0% <00:15:33.910>building. <00:15:33.912>If <00:15:33.914>you're <00:15:33.916>subject <00:15:33.919>to 00:15:33.920 --> 00:15:35.550 align:start position:0% <00:15:33.920>building. <00:15:34.094>If <00:15:34.270>you're <00:15:34.444>subject <00:15:34.620>to <00:15:34.795>regulatory <00:15:34.969>requirement, <00:15:35.145>health <00:15:35.319>care, 00:15:35.550 --> 00:15:35.560 align:start position:0% <00:15:35.550>regulatory <00:15:35.553>requirement, <00:15:35.555>health <00:15:35.559>care, 00:15:35.560 --> 00:15:37.790 align:start position:0% <00:15:35.560>regulatory <00:15:35.715>requirement, <00:15:35.871>health <00:15:36.026>care, <00:15:36.182>financial <00:15:36.337>systems, <00:15:36.493>you <00:15:36.648>think <00:15:36.804>about <00:15:36.959>it. 00:15:37.790 --> 00:15:37.800 align:start position:0% <00:15:37.790>financial <00:15:37.791>systems, <00:15:37.793>you <00:15:37.795>think <00:15:37.797>about <00:15:37.799>it. 00:15:37.800 --> 00:15:39.430 align:start position:0% <00:15:37.800>financial <00:15:37.907>systems, <00:15:38.015>you <00:15:38.123>think <00:15:38.230>about <00:15:38.338>it. <00:15:38.446>And <00:15:38.553>the <00:15:38.661>system <00:15:38.769>that <00:15:38.876>you've <00:15:38.984>built <00:15:39.092>and <00:15:39.199>you 00:15:39.430 --> 00:15:39.440 align:start position:0% <00:15:39.430>And <00:15:39.431>the <00:15:39.432>system <00:15:39.433>that <00:15:39.435>you've <00:15:39.436>built <00:15:39.437>and <00:15:39.439>you 00:15:39.440 --> 00:15:41.270 align:start position:0% <00:15:39.440>And <00:15:39.533>the <00:15:39.626>system <00:15:39.720>that <00:15:39.813>you've <00:15:39.906>built <00:15:40.000>and <00:15:40.093>you <00:15:40.186>never <00:15:40.280>reviewed <00:15:40.373>it <00:15:40.466>and <00:15:40.560>it <00:15:40.653>actually <00:15:40.746>has <00:15:40.840>a 00:15:41.270 --> 00:15:41.280 align:start position:0% <00:15:41.270>never <00:15:41.271>reviewed <00:15:41.272>it <00:15:41.273>and <00:15:41.275>it <00:15:41.276>actually <00:15:41.277>has <00:15:41.279>a 00:15:41.280 --> 00:15:42.990 align:start position:0% <00:15:41.280>never <00:15:41.362>reviewed <00:15:41.444>it <00:15:41.527>and <00:15:41.609>it <00:15:41.691>actually <00:15:41.774>has <00:15:41.856>a <00:15:41.938>bug <00:15:42.021>in <00:15:42.103>it <00:15:42.185>or <00:15:42.268>a <00:15:42.350>mistake <00:15:42.432>in <00:15:42.515>it, <00:15:42.597>which <00:15:42.680>is 00:15:42.990 --> 00:15:43.000 align:start position:0% <00:15:42.990>bug <00:15:42.991>in <00:15:42.992>it <00:15:42.993>or <00:15:42.994>a <00:15:42.995>mistake <00:15:42.996>in <00:15:42.997>it, <00:15:42.998>which <00:15:42.999>is 00:15:43.000 --> 00:15:46.350 align:start position:0% <00:15:43.000>bug <00:15:43.087>in <00:15:43.175>it <00:15:43.262>or <00:15:43.350>a <00:15:43.437>mistake <00:15:43.525>in <00:15:43.612>it, <00:15:43.700>which <00:15:43.787>is <00:15:43.875>normal. <00:15:43.962>I <00:15:44.050>mean, <00:15:44.137>we <00:15:44.225>humans <00:15:44.312>introduce <00:15:44.400>bugs 00:15:46.350 --> 00:15:46.360 align:start position:0% <00:15:46.350>normal. <00:15:46.351>I <00:15:46.353>mean, <00:15:46.354>we <00:15:46.356>humans <00:15:46.357>introduce <00:15:46.359>bugs 00:15:46.360 --> 00:15:47.990 align:start position:0% <00:15:46.360>normal. <00:15:46.467>I <00:15:46.575>mean, <00:15:46.683>we <00:15:46.790>humans <00:15:46.898>introduce <00:15:47.006>bugs <00:15:47.113>in <00:15:47.221>our <00:15:47.329>software, <00:15:47.436>believe <00:15:47.544>me. <00:15:47.652>The <00:15:47.760>agent 00:15:47.990 --> 00:15:48.000 align:start position:0% <00:15:47.990>in <00:15:47.991>our <00:15:47.993>software, <00:15:47.994>believe <00:15:47.996>me. <00:15:47.997>The <00:15:47.999>agent 00:15:48.000 --> 00:15:50.750 align:start position:0% <00:15:48.000>in <00:15:48.116>our <00:15:48.233>software, <00:15:48.350>believe <00:15:48.466>me. <00:15:48.583>The <00:15:48.700>agent <00:15:48.816>systems <00:15:48.933>will <00:15:49.050>do <00:15:49.166>the <00:15:49.283>same <00:15:49.400>thing. 00:15:50.750 --> 00:15:50.760 align:start position:0% <00:15:50.750>systems <00:15:50.751>will <00:15:50.753>do <00:15:50.755>the <00:15:50.757>same <00:15:50.759>thing. 00:15:50.760 --> 00:15:53.350 align:start position:0% <00:15:50.760>systems <00:15:50.876>will <00:15:50.993>do <00:15:51.110>the <00:15:51.226>same <00:15:51.343>thing. <00:15:51.460>If <00:15:51.576>if <00:15:51.693>that <00:15:51.810>services <00:15:51.926>and <00:15:52.043>the <00:15:52.160>regulatory 00:15:53.350 --> 00:15:53.360 align:start position:0% <00:15:53.350>If <00:15:53.351>if <00:15:53.353>that <00:15:53.354>services <00:15:53.356>and <00:15:53.357>the <00:15:53.359>regulatory 00:15:53.360 --> 00:15:55.830 align:start position:0% <00:15:53.360>If <00:15:53.476>if <00:15:53.593>that <00:15:53.710>services <00:15:53.826>and <00:15:53.943>the <00:15:54.060>regulatory <00:15:54.176>the <00:15:54.293>the <00:15:54.410>the <00:15:54.526>the <00:15:54.643>financial <00:15:54.760>regulatory 00:15:55.830 --> 00:15:55.840 align:start position:0% <00:15:55.830>the <00:15:55.831>the <00:15:55.833>the <00:15:55.835>the <00:15:55.837>financial <00:15:55.839>regulatory 00:15:55.840 --> 00:15:57.950 align:start position:0% <00:15:55.840>the <00:15:55.947>the <00:15:56.055>the <00:15:56.163>the <00:15:56.270>financial <00:15:56.378>regulatory <00:15:56.486>agency <00:15:56.593>goes <00:15:56.701>to <00:15:56.809>you <00:15:56.916>say, <00:15:57.024>"You <00:15:57.132>made <00:15:57.240>a 00:15:57.950 --> 00:15:57.960 align:start position:0% <00:15:57.950>agency <00:15:57.951>goes <00:15:57.952>to <00:15:57.953>you <00:15:57.955>say, <00:15:57.956>"You <00:15:57.957>made <00:15:57.959>a 00:15:57.960 --> 00:16:00.030 align:start position:0% <00:15:57.960>agency <00:15:58.060>goes <00:15:58.160>to <00:15:58.260>you <00:15:58.360>say, <00:15:58.460>"You <00:15:58.560>made <00:15:58.660>a <00:15:58.760>mistake <00:15:58.860>there." <00:15:58.960>You <00:15:59.060>can't <00:15:59.160>say <00:15:59.260>this <00:15:59.360>is 00:16:00.030 --> 00:16:00.040 align:start position:0% <00:16:00.030>mistake <00:16:00.031>there." <00:16:00.033>You <00:16:00.034>can't <00:16:00.036>say <00:16:00.037>this <00:16:00.039>is 00:16:00.040 --> 00:16:01.910 align:start position:0% <00:16:00.040>mistake <00:16:00.147>there." <00:16:00.255>You <00:16:00.363>can't <00:16:00.470>say <00:16:00.578>this <00:16:00.686>is <00:16:00.793>the <00:16:00.901>AI <00:16:01.009>system. <00:16:01.116>No, <00:16:01.224>it's <00:16:01.332>your <00:16:01.439>your 00:16:01.910 --> 00:16:01.920 align:start position:0% <00:16:01.910>the <00:16:01.911>AI <00:16:01.913>system. <00:16:01.914>No, <00:16:01.915>it's <00:16:01.917>your <00:16:01.919>your 00:16:01.920 --> 00:16:04.230 align:start position:0% <00:16:01.920>the <00:16:02.060>AI <00:16:02.199>system. <00:16:02.339>No, <00:16:02.479>it's <00:16:02.620>your <00:16:02.760>your <00:16:02.900>responsibility. <00:16:03.040>You're <00:16:03.180>still <00:16:03.319>responsible 00:16:04.230 --> 00:16:04.240 align:start position:0% <00:16:04.230>responsibility. <00:16:04.233>You're <00:16:04.236>still <00:16:04.239>responsible 00:16:04.240 --> 00:16:06.950 align:start position:0% <00:16:04.240>responsibility. <00:16:04.380>You're <00:16:04.520>still <00:16:04.660>responsible <00:16:04.800>for <00:16:04.940>what <00:16:05.080>this <00:16:05.220>machine <00:16:05.360>generates <00:16:05.500>for <00:16:05.640>you. 00:16:06.950 --> 00:16:06.960 align:start position:0% <00:16:06.950>for <00:16:06.951>what <00:16:06.953>this <00:16:06.954>machine <00:16:06.956>generates <00:16:06.957>for <00:16:06.959>you. 00:16:06.960 --> 00:16:08.990 align:start position:0% <00:16:06.960>for <00:16:07.115>what <00:16:07.271>this <00:16:07.426>machine <00:16:07.582>generates <00:16:07.737>for <00:16:07.893>you. <00:16:08.048>Yeah? <00:16:08.204>And <00:16:08.360>so, 00:16:08.990 --> 00:16:09.000 align:start position:0% <00:16:08.990>Yeah? <00:16:08.994>And <00:16:08.999>so, 00:16:09.000 --> 00:16:10.510 align:start position:0% <00:16:09.000>Yeah? <00:16:09.151>And <00:16:09.302>so, <00:16:09.453>I <00:16:09.604>I <00:16:09.755>think, <00:16:09.906>you <00:16:10.057>know, <00:16:10.208>being <00:16:10.359>the 00:16:10.510 --> 00:16:10.520 align:start position:0% <00:16:10.510>I <00:16:10.511>I <00:16:10.513>think, <00:16:10.514>you <00:16:10.516>know, <00:16:10.517>being <00:16:10.519>the 00:16:10.520 --> 00:16:14.070 align:start position:0% <00:16:10.520>I <00:16:10.660>I <00:16:10.800>think, <00:16:10.939>you <00:16:11.079>know, <00:16:11.220>being <00:16:11.360>the <00:16:11.500>bottleneck <00:16:11.640>sometimes <00:16:11.780>isn't <00:16:11.920>bad. 00:16:14.070 --> 00:16:14.080 align:start position:0% <00:16:14.070>bottleneck <00:16:14.073>sometimes <00:16:14.076>isn't <00:16:14.079>bad. 00:16:14.080 --> 00:16:16.630 align:start position:0% <00:16:14.080>bottleneck <00:16:14.207>sometimes <00:16:14.334>isn't <00:16:14.461>bad. <00:16:14.589>But, <00:16:14.716>you <00:16:14.843>need <00:16:14.970>to <00:16:15.098>know <00:16:15.225>in <00:16:15.352>terms <00:16:15.480>of, 00:16:16.630 --> 00:16:16.640 align:start position:0% <00:16:16.630>But, <00:16:16.631>you <00:16:16.632>need <00:16:16.633>to <00:16:16.635>know <00:16:16.636>in <00:16:16.637>terms <00:16:16.639>of, 00:16:16.640 --> 00:16:18.870 align:start position:0% <00:16:16.640>But, <00:16:16.756>you <00:16:16.873>need <00:16:16.990>to <00:16:17.106>know <00:16:17.223>in <00:16:17.340>terms <00:16:17.456>of, <00:16:17.573>you <00:16:17.689>know, <00:16:17.806>capabilities, <00:16:17.923>where <00:16:18.040>should 00:16:18.870 --> 00:16:18.880 align:start position:0% <00:16:18.870>you <00:16:18.872>know, <00:16:18.874>capabilities, <00:16:18.876>where <00:16:18.879>should 00:16:18.880 --> 00:16:21.710 align:start position:0% <00:16:18.880>you <00:16:19.020>know, <00:16:19.160>capabilities, <00:16:19.300>where <00:16:19.439>should <00:16:19.580>where <00:16:19.720>is <00:16:19.860>the <00:16:20.000>bottleneck <00:16:20.140>appropriate <00:16:20.280>and 00:16:21.710 --> 00:16:21.720 align:start position:0% <00:16:21.710>where <00:16:21.711>is <00:16:21.713>the <00:16:21.715>bottleneck <00:16:21.717>appropriate <00:16:21.719>and 00:16:21.720 --> 00:16:24.070 align:start position:0% <00:16:21.720>where <00:16:21.820>is <00:16:21.920>the <00:16:22.020>bottleneck <00:16:22.120>appropriate <00:16:22.220>and <00:16:22.320>not. <00:16:22.420>If <00:16:22.520>this <00:16:22.620>is <00:16:22.720>a <00:16:22.820>best <00:16:22.920>seller <00:16:23.020>list <00:16:23.120>that 00:16:24.070 --> 00:16:24.080 align:start position:0% <00:16:24.070>not. <00:16:24.071>If <00:16:24.072>this <00:16:24.073>is <00:16:24.074>a <00:16:24.075>best <00:16:24.076>seller <00:16:24.077>list <00:16:24.079>that 00:16:24.080 --> 00:16:26.270 align:start position:0% <00:16:24.080>not. <00:16:24.220>If <00:16:24.360>this <00:16:24.500>is <00:16:24.640>a <00:16:24.780>best <00:16:24.920>seller <00:16:25.060>list <00:16:25.200>that <00:16:25.340>you're <00:16:25.480>generating, 00:16:26.270 --> 00:16:26.280 align:start position:0% <00:16:26.270>you're <00:16:26.279>generating, 00:16:26.280 --> 00:16:27.390 align:start position:0% <00:16:26.280>you're <00:16:26.613>generating, <00:16:26.946>you <00:16:27.279>know, 00:16:27.390 --> 00:16:27.400 align:start position:0% <00:16:27.390>you <00:16:27.399>know, 00:16:27.400 --> 00:16:28.710 align:start position:0% <00:16:27.400>you <00:16:27.989>know, <00:16:28.579>fine. 00:16:28.710 --> 00:16:28.720 align:start position:0% fine. 00:16:28.720 --> 00:16:30.230 align:start position:0% <00:16:28.720>fine. <00:16:28.914>And <00:16:29.108>Amazon, <00:16:29.302>if <00:16:29.496>you <00:16:29.690>think <00:16:29.884>about <00:16:30.079>the 00:16:30.230 --> 00:16:30.240 align:start position:0% <00:16:30.230>And <00:16:30.231>Amazon, <00:16:30.233>if <00:16:30.234>you <00:16:30.236>think <00:16:30.237>about <00:16:30.239>the 00:16:30.240 --> 00:16:34.630 align:start position:0% <00:16:30.240>And <00:16:30.347>Amazon, <00:16:30.455>if <00:16:30.563>you <00:16:30.670>think <00:16:30.778>about <00:16:30.886>the <00:16:30.993>Amazon <00:16:31.101>website, <00:16:31.209>yeah? <00:16:31.316>Look <00:16:31.424>at <00:16:31.532>the <00:16:31.640>app. 00:16:34.630 --> 00:16:34.640 align:start position:0% <00:16:34.630>Amazon <00:16:34.631>website, <00:16:34.633>yeah? <00:16:34.634>Look <00:16:34.636>at <00:16:34.637>the <00:16:34.639>app. 00:16:34.640 --> 00:16:36.390 align:start position:0% <00:16:34.640>Amazon <00:16:34.814>website, <00:16:34.990>yeah? <00:16:35.165>Look <00:16:35.340>at <00:16:35.515>the <00:16:35.689>app. <00:16:35.865>Search, <00:16:36.040>browse, 00:16:36.390 --> 00:16:36.400 align:start position:0% <00:16:36.390>Search, <00:16:36.399>browse, 00:16:36.400 --> 00:16:38.710 align:start position:0% <00:16:36.400>Search, <00:16:36.600>browse, <00:16:36.800>uh <00:16:37.000>shopping <00:16:37.199>cart, <00:16:37.400>checkout, <00:16:37.600>and <00:16:37.800>reviews 00:16:38.710 --> 00:16:38.720 align:start position:0% <00:16:38.710>uh <00:16:38.711>shopping <00:16:38.713>cart, <00:16:38.715>checkout, <00:16:38.717>and <00:16:38.719>reviews 00:16:38.720 --> 00:16:40.030 align:start position:0% <00:16:38.720>uh <00:16:38.851>shopping <00:16:38.982>cart, <00:16:39.113>checkout, <00:16:39.244>and <00:16:39.375>reviews <00:16:39.506>all <00:16:39.637>need <00:16:39.768>to <00:16:39.899>work. 00:16:40.030 --> 00:16:40.040 align:start position:0% <00:16:40.030>all <00:16:40.033>need <00:16:40.036>to <00:16:40.039>work. 00:16:40.040 --> 00:16:42.550 align:start position:0% <00:16:40.040>all <00:16:40.195>need <00:16:40.351>to <00:16:40.506>work. <00:16:40.662>Without <00:16:40.817>that, <00:16:40.973>we <00:16:41.128>have <00:16:41.284>no <00:16:41.439>business. 00:16:42.550 --> 00:16:42.560 align:start position:0% <00:16:42.550>Without <00:16:42.551>that, <00:16:42.553>we <00:16:42.555>have <00:16:42.557>no <00:16:42.559>business. 00:16:42.560 --> 00:16:44.750 align:start position:0% <00:16:42.560>Without <00:16:42.734>that, <00:16:42.910>we <00:16:43.084>have <00:16:43.260>no <00:16:43.435>business. <00:16:43.609>Recommendations, <00:16:43.785>similarity, <00:16:43.959>customers 00:16:44.750 --> 00:16:44.760 align:start position:0% <00:16:44.750>Recommendations, <00:16:44.754>similarity, <00:16:44.759>customers 00:16:44.760 --> 00:16:47.270 align:start position:0% <00:16:44.760>Recommendations, <00:16:44.887>similarity, <00:16:45.014>customers <00:16:45.141>who <00:16:45.269>bought <00:16:45.396>X <00:16:45.523>bought <00:16:45.650>Y, <00:16:45.778>all <00:16:45.905>these <00:16:46.032>kind <00:16:46.160>of 00:16:47.270 --> 00:16:47.280 align:start position:0% <00:16:47.270>who <00:16:47.271>bought <00:16:47.272>X <00:16:47.273>bought <00:16:47.274>Y, <00:16:47.275>all <00:16:47.276>these <00:16:47.277>kind <00:16:47.279>of 00:16:47.280 --> 00:16:49.350 align:start position:0% <00:16:47.280>who <00:16:47.373>bought <00:16:47.466>X <00:16:47.560>bought <00:16:47.653>Y, <00:16:47.746>all <00:16:47.839>these <00:16:47.933>kind <00:16:48.026>of <00:16:48.120>things <00:16:48.213>are <00:16:48.306>really <00:16:48.400>important <00:16:48.493>in <00:16:48.586>terms <00:16:48.680>of 00:16:49.350 --> 00:16:49.360 align:start position:0% <00:16:49.350>things <00:16:49.351>are <00:16:49.353>really <00:16:49.354>important <00:16:49.356>in <00:16:49.357>terms <00:16:49.359>of 00:16:49.360 --> 00:16:50.870 align:start position:0% <00:16:49.360>things <00:16:49.529>are <00:16:49.699>really <00:16:49.869>important <00:16:50.039>in <00:16:50.209>terms <00:16:50.379>of <00:16:50.549>business. <00:16:50.719>But, 00:16:50.870 --> 00:16:50.880 align:start position:0% <00:16:50.870>business. <00:16:50.879>But, 00:16:50.880 --> 00:16:51.829 align:start position:0% <00:16:50.880>business. <00:16:51.164>But, <00:16:51.449>you <00:16:51.734>know, 00:16:51.829 --> 00:16:51.839 align:start position:0% <00:16:51.829>you <00:16:51.838>know, 00:16:51.839 --> 00:16:53.550 align:start position:0% <00:16:51.839>you <00:16:52.072>know, <00:16:52.305>it <00:16:52.539>can <00:16:52.772>be <00:16:53.005>three <00:16:53.238>lines. 00:16:53.550 --> 00:16:53.560 align:start position:0% <00:16:53.550>it <00:16:53.552>can <00:16:53.554>be <00:16:53.556>three <00:16:53.559>lines. 00:16:53.560 --> 00:16:55.870 align:start position:0% <00:16:53.560>it <00:16:53.715>can <00:16:53.871>be <00:16:54.026>three <00:16:54.182>lines. <00:16:54.337>Best <00:16:54.493>seller <00:16:54.648>list, <00:16:54.804>two <00:16:54.959>nights. 00:16:55.870 --> 00:16:55.880 align:start position:0% <00:16:55.870>Best <00:16:55.872>seller <00:16:55.874>list, <00:16:55.876>two <00:16:55.879>nights. 00:16:55.880 --> 00:16:57.630 align:start position:0% <00:16:55.880>Best <00:16:55.996>seller <00:16:56.113>list, <00:16:56.230>two <00:16:56.346>nights. <00:16:56.463>Yeah? <00:16:56.580>And <00:16:56.696>that <00:16:56.813>sort <00:16:56.930>of <00:16:57.046>you <00:16:57.163>have <00:16:57.280>to 00:16:57.630 --> 00:16:57.640 align:start position:0% <00:16:57.630>Yeah? <00:16:57.631>And <00:16:57.632>that <00:16:57.633>sort <00:16:57.635>of <00:16:57.636>you <00:16:57.637>have <00:16:57.639>to 00:16:57.640 --> 00:16:59.430 align:start position:0% <00:16:57.640>Yeah? <00:16:57.733>And <00:16:57.826>that <00:16:57.920>sort <00:16:58.013>of <00:16:58.106>you <00:16:58.199>have <00:16:58.293>to <00:16:58.386>figure <00:16:58.480>out <00:16:58.573>what <00:16:58.666>is <00:16:58.760>the <00:16:58.853>risk <00:16:58.946>to <00:16:59.040>the 00:16:59.430 --> 00:16:59.440 align:start position:0% <00:16:59.430>figure <00:16:59.431>out <00:16:59.432>what <00:16:59.433>is <00:16:59.435>the <00:16:59.436>risk <00:16:59.437>to <00:16:59.439>the 00:16:59.440 --> 00:17:02.470 align:start position:0% <00:16:59.440>figure <00:16:59.540>out <00:16:59.640>what <00:16:59.740>is <00:16:59.840>the <00:16:59.940>risk <00:17:00.040>to <00:17:00.140>the <00:17:00.240>business <00:17:00.340>if <00:17:00.440>things <00:17:00.540>go <00:17:00.640>wrong. <00:17:00.740>And <00:17:00.840>there 00:17:02.470 --> 00:17:02.480 align:start position:0% <00:17:02.470>business <00:17:02.471>if <00:17:02.473>things <00:17:02.474>go <00:17:02.476>wrong. <00:17:02.477>And <00:17:02.479>there 00:17:02.480 --> 00:17:04.390 align:start position:0% <00:17:02.480>business <00:17:02.596>if <00:17:02.713>things <00:17:02.830>go <00:17:02.946>wrong. <00:17:03.063>And <00:17:03.180>there <00:17:03.296>you <00:17:03.413>insert <00:17:03.530>the <00:17:03.646>humans <00:17:03.763>in <00:17:03.880>them. 00:17:04.390 --> 00:17:04.400 align:start position:0% <00:17:04.390>you <00:17:04.391>insert <00:17:04.393>the <00:17:04.395>humans <00:17:04.397>in <00:17:04.399>them. 00:17:04.400 --> 00:17:06.309 align:start position:0% <00:17:04.400>you <00:17:04.540>insert <00:17:04.680>the <00:17:04.820>humans <00:17:04.960>in <00:17:05.100>them. <00:17:05.240>Have <00:17:05.380>them <00:17:05.520>be <00:17:05.660>the <00:17:05.800>bottleneck. 00:17:06.309 --> 00:17:06.319 align:start position:0% <00:17:06.309>Have <00:17:06.311>them <00:17:06.313>be <00:17:06.315>the <00:17:06.318>bottleneck. 00:17:06.319 --> 00:17:08.910 align:start position:0% <00:17:06.319>Have <00:17:06.459>them <00:17:06.598>be <00:17:06.739>the <00:17:06.878>bottleneck. <00:17:07.019>Because, <00:17:07.158>you <00:17:07.299>know, <00:17:07.438>just <00:17:07.579>being <00:17:07.719>conscious 00:17:08.910 --> 00:17:08.920 align:start position:0% <00:17:08.910>Because, <00:17:08.911>you <00:17:08.913>know, <00:17:08.915>just <00:17:08.917>being <00:17:08.919>conscious 00:17:08.920 --> 00:17:10.390 align:start position:0% <00:17:08.920>Because, <00:17:09.040>you <00:17:09.160>know, <00:17:09.280>just <00:17:09.401>being <00:17:09.521>conscious <00:17:09.641>about <00:17:09.761>what <00:17:09.882>you <00:17:10.002>build <00:17:10.122>is <00:17:10.243>incre- 00:17:10.390 --> 00:17:10.400 align:start position:0% <00:17:10.390>about <00:17:10.391>what <00:17:10.393>you <00:17:10.395>build <00:17:10.397>is <00:17:10.399>incre- 00:17:10.400 --> 00:17:11.630 align:start position:0% <00:17:10.400>about <00:17:10.584>what <00:17:10.769>you <00:17:10.953>build <00:17:11.138>is <00:17:11.322>incre- <00:17:11.507>important. 00:17:11.630 --> 00:17:11.640 align:start position:0% important. 00:17:11.640 --> 00:17:14.590 align:start position:0% <00:17:11.640>important. <00:17:11.873>Remember, <00:17:12.106>no <00:17:12.340>matter <00:17:12.573>how <00:17:12.806>brilliant <00:17:13.040>these 00:17:14.590 --> 00:17:14.600 align:start position:0% <00:17:14.589>Remember, <00:17:14.591>no <00:17:14.593>matter <00:17:14.595>how <00:17:14.597>brilliant <00:17:14.598>these 00:17:14.600 --> 00:17:17.949 align:start position:0% <00:17:14.599>Remember, <00:17:14.707>no <00:17:14.815>matter <00:17:14.923>how <00:17:15.030>brilliant <00:17:15.138>these <00:17:15.246>these <00:17:15.353>LLMs <00:17:15.461>or <00:17:15.569>these <00:17:15.676>AI <00:17:15.784>systems <00:17:15.892>are. <00:17:16.000>We 00:17:17.949 --> 00:17:17.959 align:start position:0% <00:17:17.949>these <00:17:17.950>LLMs <00:17:17.951>or <00:17:17.952>these <00:17:17.954>AI <00:17:17.955>systems <00:17:17.956>are. <00:17:17.958>We 00:17:17.959 --> 00:17:20.590 align:start position:0% <00:17:17.959>these <00:17:18.086>LLMs <00:17:18.213>or <00:17:18.340>these <00:17:18.468>AI <00:17:18.595>systems <00:17:18.722>are. <00:17:18.849>We <00:17:18.977>are <00:17:19.104>way <00:17:19.231>more <00:17:19.359>brilliant. 00:17:20.590 --> 00:17:20.600 align:start position:0% <00:17:20.589>are <00:17:20.592>way <00:17:20.596>more <00:17:20.598>brilliant. 00:17:20.600 --> 00:17:24.150 align:start position:0% <00:17:20.599>are <00:17:20.727>way <00:17:20.854>more <00:17:20.981>brilliant. <00:17:21.109>Remember, <00:17:21.236>we <00:17:21.363>have <00:17:21.490>a <00:17:21.618>We <00:17:21.745>have <00:17:21.872>a <00:17:22.000>profession 00:17:24.150 --> 00:17:24.160 align:start position:0% <00:17:24.150>Remember, <00:17:24.151>we <00:17:24.152>have <00:17:24.153>a <00:17:24.155>We <00:17:24.156>have <00:17:24.157>a <00:17:24.159>profession 00:17:24.160 --> 00:17:27.550 align:start position:0% <00:17:24.160>Remember, <00:17:24.287>we <00:17:24.414>have <00:17:24.541>a <00:17:24.669>We <00:17:24.796>have <00:17:24.923>a <00:17:25.050>profession <00:17:25.178>that <00:17:25.305>is <00:17:25.432>almost <00:17:25.560>artist-like. 00:17:27.550 --> 00:17:27.560 align:start position:0% <00:17:27.550>that <00:17:27.552>is <00:17:27.556>almost <00:17:27.559>artist-like. 00:17:27.560 --> 00:17:29.710 align:start position:0% <00:17:27.560>that <00:17:27.676>is <00:17:27.793>almost <00:17:27.909>artist-like. <00:17:28.026>You <00:17:28.143>know, <00:17:28.260>we <00:17:28.376>can <00:17:28.493>go <00:17:28.610>to <00:17:28.726>work <00:17:28.843>every <00:17:28.960>day 00:17:29.710 --> 00:17:29.720 align:start position:0% <00:17:29.710>You <00:17:29.711>know, <00:17:29.712>we <00:17:29.713>can <00:17:29.714>go <00:17:29.715>to <00:17:29.716>work <00:17:29.717>every <00:17:29.719>day 00:17:29.720 --> 00:17:31.710 align:start position:0% <00:17:29.720>You <00:17:29.836>know, <00:17:29.953>we <00:17:30.070>can <00:17:30.186>go <00:17:30.303>to <00:17:30.420>work <00:17:30.536>every <00:17:30.653>day <00:17:30.770>and <00:17:30.886>create <00:17:31.003>something <00:17:31.120>new. 00:17:31.710 --> 00:17:31.720 align:start position:0% <00:17:31.710>and <00:17:31.713>create <00:17:31.716>something <00:17:31.719>new. 00:17:31.720 --> 00:17:33.470 align:start position:0% <00:17:31.720>and <00:17:31.895>create <00:17:32.070>something <00:17:32.245>new. <00:17:32.420>Which <00:17:32.595>other <00:17:32.770>job <00:17:32.945>has <00:17:33.120>that? 00:17:33.470 --> 00:17:33.480 align:start position:0% <00:17:33.470>Which <00:17:33.472>other <00:17:33.474>job <00:17:33.476>has <00:17:33.479>that? 00:17:33.480 --> 00:17:34.670 align:start position:0% <00:17:33.480>Which <00:17:33.694>other <00:17:33.908>job <00:17:34.122>has <00:17:34.336>that? <00:17:34.551>Nobody. 00:17:34.670 --> 00:17:34.680 align:start position:0% Nobody. 00:17:34.680 --> 00:17:36.350 align:start position:0% <00:17:34.680>Nobody. <00:17:35.146>Yeah, <00:17:35.613>and <00:17:36.080>so 00:17:36.350 --> 00:17:36.360 align:start position:0% <00:17:36.350>Yeah, <00:17:36.354>and <00:17:36.359>so 00:17:36.360 --> 00:17:38.910 align:start position:0% <00:17:36.360>Yeah, <00:17:36.487>and <00:17:36.614>so <00:17:36.741>no <00:17:36.869>matter <00:17:36.996>what <00:17:37.123>these <00:17:37.250>I <00:17:37.378>mean, <00:17:37.505>give <00:17:37.632>an <00:17:37.760>LM 00:17:38.910 --> 00:17:38.920 align:start position:0% <00:17:38.910>no <00:17:38.911>matter <00:17:38.912>what <00:17:38.913>these <00:17:38.914>I <00:17:38.915>mean, <00:17:38.916>give <00:17:38.917>an <00:17:38.919>LM 00:17:38.920 --> 00:17:42.030 align:start position:0% <00:17:38.920>no <00:17:39.002>matter <00:17:39.084>what <00:17:39.167>these <00:17:39.249>I <00:17:39.331>mean, <00:17:39.414>give <00:17:39.496>an <00:17:39.578>LM <00:17:39.661>a <00:17:39.743>current <00:17:39.825>LM <00:17:39.908>a <00:17:39.990>a <00:17:40.072>a <00:17:40.155>computer <00:17:40.237>science <00:17:40.320>exam 00:17:42.030 --> 00:17:42.040 align:start position:0% <00:17:42.030>a <00:17:42.031>current <00:17:42.032>LM <00:17:42.033>a <00:17:42.034>a <00:17:42.035>a <00:17:42.036>computer <00:17:42.037>science <00:17:42.039>exam 00:17:42.040 --> 00:17:44.070 align:start position:0% <00:17:42.040>a <00:17:42.127>current <00:17:42.215>LM <00:17:42.302>a <00:17:42.389>a <00:17:42.477>a <00:17:42.565>computer <00:17:42.652>science <00:17:42.740>exam <00:17:42.827>from, <00:17:42.915>let's <00:17:43.002>say, <00:17:43.090>2 <00:17:43.177>years <00:17:43.264>ago. <00:17:43.352>It <00:17:43.440>will 00:17:44.070 --> 00:17:44.080 align:start position:0% <00:17:44.070>from, <00:17:44.071>let's <00:17:44.072>say, <00:17:44.073>2 <00:17:44.075>years <00:17:44.076>ago. <00:17:44.077>It <00:17:44.079>will 00:17:44.080 --> 00:17:47.350 align:start position:0% <00:17:44.080>from, <00:17:44.173>let's <00:17:44.266>say, <00:17:44.360>2 <00:17:44.453>years <00:17:44.546>ago. <00:17:44.639>It <00:17:44.733>will <00:17:44.826>score <00:17:44.919>100%. <00:17:45.013>Give <00:17:45.106>them <00:17:45.199>the <00:17:45.293>one <00:17:45.386>from <00:17:45.480>next 00:17:47.350 --> 00:17:47.360 align:start position:0% <00:17:47.350>score <00:17:47.351>100%. <00:17:47.352>Give <00:17:47.353>them <00:17:47.355>the <00:17:47.356>one <00:17:47.357>from <00:17:47.359>next 00:17:47.360 --> 00:17:49.470 align:start position:0% <00:17:47.360>score <00:17:47.500>100%. <00:17:47.639>Give <00:17:47.780>them <00:17:47.919>the <00:17:48.060>one <00:17:48.199>from <00:17:48.340>next <00:17:48.479>year, <00:17:48.620>it <00:17:48.760>won't. 00:17:49.470 --> 00:17:49.480 align:start position:0% <00:17:49.470>year, <00:17:49.474>it <00:17:49.479>won't. 00:17:49.480 --> 00:17:51.550 align:start position:0% <00:17:49.480>year, <00:17:49.635>it <00:17:49.791>won't. <00:17:49.946>Why? <00:17:50.102>Because <00:17:50.257>it's <00:17:50.413>just <00:17:50.568>data <00:17:50.724>driven. <00:17:50.880>And 00:17:51.550 --> 00:17:51.560 align:start position:0% <00:17:51.550>Why? <00:17:51.551>Because <00:17:51.553>it's <00:17:51.554>just <00:17:51.556>data <00:17:51.557>driven. <00:17:51.559>And 00:17:51.560 --> 00:17:53.510 align:start position:0% <00:17:51.560>Why? <00:17:51.676>Because <00:17:51.793>it's <00:17:51.909>just <00:17:52.026>data <00:17:52.143>driven. <00:17:52.260>And <00:17:52.376>it's <00:17:52.493>built <00:17:52.610>for <00:17:52.726>plausibility, <00:17:52.843>not <00:17:52.960>for 00:17:53.510 --> 00:17:53.520 align:start position:0% <00:17:53.510>it's <00:17:53.511>built <00:17:53.513>for <00:17:53.515>plausibility, <00:17:53.517>not <00:17:53.519>for 00:17:53.520 --> 00:17:54.710 align:start position:0% <00:17:53.520>it's <00:17:53.698>built <00:17:53.877>for <00:17:54.055>plausibility, <00:17:54.234>not <00:17:54.412>for <00:17:54.591>truth. 00:17:54.710 --> 00:17:54.720 align:start position:0% truth. 00:17:54.720 --> 00:17:56.550 align:start position:0% <00:17:54.720>truth. <00:17:54.920>Yeah. <00:17:55.120>What's <00:17:55.320>the <00:17:55.520>next <00:17:55.720>word? <00:17:55.920>It's <00:17:56.120>a 00:17:56.550 --> 00:17:56.560 align:start position:0% <00:17:56.550>Yeah. <00:17:56.551>What's <00:17:56.553>the <00:17:56.554>next <00:17:56.556>word? <00:17:56.557>It's <00:17:56.559>a 00:17:56.560 --> 00:17:59.310 align:start position:0% <00:17:56.560>Yeah. <00:17:56.687>What's <00:17:56.814>the <00:17:56.941>next <00:17:57.069>word? <00:17:57.196>It's <00:17:57.323>a <00:17:57.450>statistical <00:17:57.578>word <00:17:57.705>generator. <00:17:57.832>Yeah. <00:17:57.960>Yeah, 00:17:59.310 --> 00:17:59.320 align:start position:0% <00:17:59.310>statistical <00:17:59.312>word <00:17:59.314>generator. <00:17:59.316>Yeah. <00:17:59.319>Yeah, 00:17:59.320 --> 00:18:01.510 align:start position:0% <00:17:59.320>statistical <00:17:59.436>word <00:17:59.553>generator. <00:17:59.669>Yeah. <00:17:59.786>Yeah, <00:17:59.903>sorry <00:18:00.020>if <00:18:00.136>I'm <00:18:00.253>That <00:18:00.370>That <00:18:00.486>sounds <00:18:00.603>a <00:18:00.720>bit 00:18:01.510 --> 00:18:01.520 align:start position:0% <00:18:01.510>sorry <00:18:01.511>if <00:18:01.512>I'm <00:18:01.513>That <00:18:01.515>That <00:18:01.516>sounds <00:18:01.517>a <00:18:01.519>bit 00:18:01.520 --> 00:18:03.270 align:start position:0% <00:18:01.520>sorry <00:18:01.613>if <00:18:01.706>I'm <00:18:01.800>That <00:18:01.893>That <00:18:01.986>sounds <00:18:02.080>a <00:18:02.173>bit <00:18:02.266>Yeah. <00:18:02.360>Why <00:18:02.453>does <00:18:02.546>it <00:18:02.639>work <00:18:02.733>really <00:18:02.826>well <00:18:02.920>in 00:18:03.270 --> 00:18:03.280 align:start position:0% <00:18:03.270>Yeah. <00:18:03.271>Why <00:18:03.272>does <00:18:03.273>it <00:18:03.275>work <00:18:03.276>really <00:18:03.277>well <00:18:03.279>in 00:18:03.280 --> 00:18:06.150 align:start position:0% <00:18:03.280>Yeah. <00:18:03.387>Why <00:18:03.495>does <00:18:03.603>it <00:18:03.710>work <00:18:03.818>really <00:18:03.926>well <00:18:04.033>in <00:18:04.141>coding <00:18:04.249>is <00:18:04.356>because <00:18:04.464>coding <00:18:04.572>is <00:18:04.680>structured. 00:18:06.150 --> 00:18:06.160 align:start position:0% <00:18:06.150>coding <00:18:06.151>is <00:18:06.153>because <00:18:06.155>coding <00:18:06.157>is <00:18:06.159>structured. 00:18:06.160 --> 00:18:08.910 align:start position:0% <00:18:06.160>coding <00:18:06.267>is <00:18:06.375>because <00:18:06.483>coding <00:18:06.590>is <00:18:06.698>structured. <00:18:06.806>Yeah, <00:18:06.913>and <00:18:07.021>so <00:18:07.129>it's <00:18:07.236>much <00:18:07.344>easier <00:18:07.452>to <00:18:07.560>to 00:18:08.910 --> 00:18:08.920 align:start position:0% <00:18:08.910>Yeah, <00:18:08.911>and <00:18:08.912>so <00:18:08.913>it's <00:18:08.915>much <00:18:08.916>easier <00:18:08.917>to <00:18:08.919>to 00:18:08.920 --> 00:18:09.990 align:start position:0% <00:18:08.920>Yeah, <00:18:09.040>and <00:18:09.160>so <00:18:09.281>it's <00:18:09.401>much <00:18:09.521>easier <00:18:09.642>to <00:18:09.762>to <00:18:09.883>build 00:18:09.990 --> 00:18:10.000 align:start position:0% build 00:18:10.000 --> 00:18:12.750 align:start position:0% <00:18:10.000>build <00:18:10.175>uh <00:18:10.350>AI <00:18:10.525>systems <00:18:10.700>for <00:18:10.875>that. <00:18:11.050>But <00:18:11.225>still, <00:18:11.400>you 00:18:12.750 --> 00:18:12.760 align:start position:0% <00:18:12.750>uh <00:18:12.751>AI <00:18:12.752>systems <00:18:12.753>for <00:18:12.755>that. <00:18:12.756>But <00:18:12.757>still, <00:18:12.759>you 00:18:12.760 --> 00:18:13.590 align:start position:0% <00:18:12.760>uh <00:18:12.853>AI <00:18:12.946>systems <00:18:13.040>for <00:18:13.133>that. <00:18:13.226>But <00:18:13.320>still, <00:18:13.413>you <00:18:13.506>know, 00:18:13.590 --> 00:18:13.600 align:start position:0% know, 00:18:13.600 --> 00:18:16.630 align:start position:0% <00:18:13.600>know, <00:18:13.774>we <00:18:13.949>are <00:18:14.125>the <00:18:14.300>superior <00:18:14.475>part <00:18:14.649>in <00:18:14.824>that <00:18:15.000>as 00:18:16.630 --> 00:18:16.640 align:start position:0% <00:18:16.630>we <00:18:16.631>are <00:18:16.632>the <00:18:16.633>superior <00:18:16.635>part <00:18:16.636>in <00:18:16.637>that <00:18:16.639>as 00:18:16.640 --> 00:18:18.470 align:start position:0% <00:18:16.640>we <00:18:16.815>are <00:18:16.990>the <00:18:17.165>superior <00:18:17.340>part <00:18:17.515>in <00:18:17.690>that <00:18:17.865>as <00:18:18.040>humans. 00:18:18.470 --> 00:18:18.480 align:start position:0% humans. 00:18:18.480 --> 00:18:20.910 align:start position:0% <00:18:18.480>humans. <00:18:18.760>AI <00:18:19.040>is <00:18:19.320>just <00:18:19.600>a <00:18:19.880>tool. 00:18:20.910 --> 00:18:20.920 align:start position:0% <00:18:20.910>AI <00:18:20.912>is <00:18:20.914>just <00:18:20.916>a <00:18:20.919>tool. 00:18:20.920 --> 00:18:22.430 align:start position:0% <00:18:20.920>AI <00:18:21.089>is <00:18:21.259>just <00:18:21.429>a <00:18:21.599>tool. <00:18:21.769>AI <00:18:21.939>is <00:18:22.109>your <00:18:22.279>tool. 00:18:22.430 --> 00:18:22.440 align:start position:0% <00:18:22.430>AI <00:18:22.433>is <00:18:22.436>your <00:18:22.439>tool. 00:18:22.440 --> 00:18:25.470 align:start position:0% <00:18:22.440>AI <00:18:22.556>is <00:18:22.673>your <00:18:22.790>tool. <00:18:22.906>Not <00:18:23.023>your <00:18:23.140>AI <00:18:23.256>is <00:18:23.373>in <00:18:23.490>your <00:18:23.606>loop. <00:18:23.723>You're <00:18:23.840>not 00:18:25.470 --> 00:18:25.480 align:start position:0% <00:18:25.470>Not <00:18:25.471>your <00:18:25.472>AI <00:18:25.473>is <00:18:25.474>in <00:18:25.475>your <00:18:25.476>loop. <00:18:25.477>You're <00:18:25.479>not 00:18:25.480 --> 00:18:27.070 align:start position:0% <00:18:25.480>Not <00:18:25.607>your <00:18:25.734>AI <00:18:25.861>is <00:18:25.989>in <00:18:26.116>your <00:18:26.243>loop. <00:18:26.370>You're <00:18:26.498>not <00:18:26.625>in <00:18:26.752>AI's <00:18:26.880>loop. 00:18:27.070 --> 00:18:27.080 align:start position:0% <00:18:27.070>in <00:18:27.074>AI's <00:18:27.079>loop. 00:18:27.080 --> 00:18:29.630 align:start position:0% <00:18:27.080>in <00:18:27.207>AI's <00:18:27.334>loop. <00:18:27.461>>> <00:18:27.589>Is <00:18:27.716>there <00:18:27.843>anything <00:18:27.970>like <00:18:28.098>in <00:18:28.225>the <00:18:28.352>current <00:18:28.480>AI 00:18:29.630 --> 00:18:29.640 align:start position:0% <00:18:29.630>>> <00:18:29.631>Is <00:18:29.632>there <00:18:29.633>anything <00:18:29.634>like <00:18:29.635>in <00:18:29.636>the <00:18:29.637>current <00:18:29.639>AI 00:18:29.640 --> 00:18:31.710 align:start position:0% <00:18:29.640>>> <00:18:29.780>Is <00:18:29.920>there <00:18:30.060>anything <00:18:30.200>like <00:18:30.340>in <00:18:30.480>the <00:18:30.620>current <00:18:30.760>AI <00:18:30.900>space <00:18:31.040>that 00:18:31.710 --> 00:18:31.720 align:start position:0% <00:18:31.710>space <00:18:31.719>that 00:18:31.720 --> 00:18:34.470 align:start position:0% <00:18:31.720>space <00:18:31.953>that <00:18:32.186>you <00:18:32.420>would <00:18:32.653>immediately <00:18:32.886>dismiss? <00:18:33.120>Like 00:18:34.470 --> 00:18:34.480 align:start position:0% <00:18:34.470>you <00:18:34.472>would <00:18:34.474>immediately <00:18:34.476>dismiss? <00:18:34.479>Like 00:18:34.480 --> 00:18:35.790 align:start position:0% <00:18:34.480>you <00:18:34.597>would <00:18:34.715>immediately <00:18:34.833>dismiss? <00:18:34.951>Like <00:18:35.069>something <00:18:35.187>where <00:18:35.305>you <00:18:35.423>say <00:18:35.541>like, <00:18:35.658>"That's 00:18:35.790 --> 00:18:35.800 align:start position:0% <00:18:35.790>something <00:18:35.791>where <00:18:35.793>you <00:18:35.795>say <00:18:35.797>like, <00:18:35.799>"That's 00:18:35.800 --> 00:18:37.910 align:start position:0% <00:18:35.800>something <00:18:35.893>where <00:18:35.986>you <00:18:36.080>say <00:18:36.173>like, <00:18:36.266>"That's <00:18:36.360>not <00:18:36.453>a <00:18:36.546>good <00:18:36.639>idea <00:18:36.733>at <00:18:36.826>all." <00:18:36.919>Or <00:18:37.013>is <00:18:37.106>it <00:18:37.200>too 00:18:37.910 --> 00:18:37.920 align:start position:0% <00:18:37.910>not <00:18:37.911>a <00:18:37.912>good <00:18:37.913>idea <00:18:37.914>at <00:18:37.915>all." <00:18:37.916>Or <00:18:37.917>is <00:18:37.918>it <00:18:37.919>too 00:18:37.920 --> 00:18:40.150 align:start position:0% <00:18:37.920>not <00:18:38.027>a <00:18:38.135>good <00:18:38.243>idea <00:18:38.350>at <00:18:38.458>all." <00:18:38.566>Or <00:18:38.673>is <00:18:38.781>it <00:18:38.889>too <00:18:38.996>early <00:18:39.104>to <00:18:39.212>say <00:18:39.320>even 00:18:40.150 --> 00:18:40.160 align:start position:0% <00:18:40.150>early <00:18:40.153>to <00:18:40.156>say <00:18:40.159>even 00:18:40.160 --> 00:18:40.750 align:start position:0% <00:18:40.160>early <00:18:40.248>to <00:18:40.337>say <00:18:40.425>even <00:18:40.514>where <00:18:40.602>we <00:18:40.691>are? 00:18:40.750 --> 00:18:40.760 align:start position:0% <00:18:40.750>where <00:18:40.754>we <00:18:40.759>are? 00:18:40.760 --> 00:18:42.270 align:start position:0% <00:18:40.760>where <00:18:40.883>we <00:18:41.007>are? <00:18:41.130>>> <00:18:41.254>Yeah, <00:18:41.377>to <00:18:41.501>be <00:18:41.624>honest, <00:18:41.748>I <00:18:41.871>think <00:18:41.995>we're <00:18:42.119>just 00:18:42.270 --> 00:18:42.280 align:start position:0% <00:18:42.270>>> <00:18:42.271>Yeah, <00:18:42.272>to <00:18:42.273>be <00:18:42.274>honest, <00:18:42.275>I <00:18:42.276>think <00:18:42.277>we're <00:18:42.279>just 00:18:42.280 --> 00:18:44.270 align:start position:0% <00:18:42.280>>> <00:18:42.373>Yeah, <00:18:42.466>to <00:18:42.560>be <00:18:42.653>honest, <00:18:42.746>I <00:18:42.840>think <00:18:42.933>we're <00:18:43.026>just <00:18:43.120>at <00:18:43.213>the <00:18:43.306>beginning <00:18:43.399>of <00:18:43.493>all <00:18:43.586>of <00:18:43.680>this. 00:18:44.270 --> 00:18:44.280 align:start position:0% <00:18:44.270>at <00:18:44.271>the <00:18:44.273>beginning <00:18:44.274>of <00:18:44.276>all <00:18:44.277>of <00:18:44.279>this. 00:18:44.280 --> 00:18:45.910 align:start position:0% <00:18:44.280>at <00:18:44.373>the <00:18:44.466>beginning <00:18:44.560>of <00:18:44.653>all <00:18:44.746>of <00:18:44.840>this. <00:18:44.933>Yeah. <00:18:45.026>How <00:18:45.120>did <00:18:45.213>it <00:18:45.306>How <00:18:45.399>would <00:18:45.493>it <00:18:45.586>look <00:18:45.680>like 00:18:45.910 --> 00:18:45.920 align:start position:0% <00:18:45.910>Yeah. <00:18:45.911>How <00:18:45.912>did <00:18:45.913>it <00:18:45.914>How <00:18:45.915>would <00:18:45.916>it <00:18:45.917>look <00:18:45.919>like 00:18:45.920 --> 00:18:48.430 align:start position:0% <00:18:45.920>Yeah. <00:18:45.997>How <00:18:46.075>did <00:18:46.153>it <00:18:46.231>How <00:18:46.308>would <00:18:46.386>it <00:18:46.464>look <00:18:46.542>like <00:18:46.620>3, <00:18:46.697>4, <00:18:46.775>5 <00:18:46.853>years <00:18:46.931>from <00:18:47.008>now? <00:18:47.086>I <00:18:47.164>mean, <00:18:47.242>could <00:18:47.320>be 00:18:48.430 --> 00:18:48.440 align:start position:0% <00:18:48.430>3, <00:18:48.431>4, <00:18:48.432>5 <00:18:48.433>years <00:18:48.434>from <00:18:48.435>now? <00:18:48.436>I <00:18:48.437>mean, <00:18:48.438>could <00:18:48.439>be 00:18:48.440 --> 00:18:50.910 align:start position:0% <00:18:48.440>3, <00:18:48.556>4, <00:18:48.673>5 <00:18:48.790>years <00:18:48.906>from <00:18:49.023>now? <00:18:49.140>I <00:18:49.256>mean, <00:18:49.373>could <00:18:49.490>be <00:18:49.606>2 <00:18:49.723>years <00:18:49.840>ago. 00:18:50.910 --> 00:18:50.920 align:start position:0% <00:18:50.910>2 <00:18:50.914>years <00:18:50.919>ago. 00:18:50.920 --> 00:18:52.350 align:start position:0% <00:18:50.920>2 <00:18:51.048>years <00:18:51.177>ago. <00:18:51.306>Did <00:18:51.434>we <00:18:51.563>figure <00:18:51.692>out <00:18:51.820>that <00:18:51.949>we <00:18:52.078>would <00:18:52.206>be 00:18:52.350 --> 00:18:52.360 align:start position:0% <00:18:52.350>Did <00:18:52.351>we <00:18:52.352>figure <00:18:52.353>out <00:18:52.355>that <00:18:52.356>we <00:18:52.357>would <00:18:52.359>be 00:18:52.360 --> 00:18:55.150 align:start position:0% <00:18:52.360>Did <00:18:52.467>we <00:18:52.575>figure <00:18:52.683>out <00:18:52.790>that <00:18:52.898>we <00:18:53.006>would <00:18:53.113>be <00:18:53.221>programming <00:18:53.329>loops <00:18:53.436>for <00:18:53.544>agents? <00:18:53.652>No, <00:18:53.760>we 00:18:55.150 --> 00:18:55.160 align:start position:0% <00:18:55.150>programming <00:18:55.151>loops <00:18:55.153>for <00:18:55.155>agents? <00:18:55.157>No, <00:18:55.159>we 00:18:55.160 --> 00:18:57.470 align:start position:0% <00:18:55.160>programming <00:18:55.287>loops <00:18:55.414>for <00:18:55.541>agents? <00:18:55.669>No, <00:18:55.796>we <00:18:55.923>didn't. <00:18:56.050>And <00:18:56.178>it's <00:18:56.305>only <00:18:56.432>2 <00:18:56.560>years. 00:18:57.470 --> 00:18:57.480 align:start position:0% <00:18:57.470>didn't. <00:18:57.471>And <00:18:57.473>it's <00:18:57.475>only <00:18:57.477>2 <00:18:57.479>years. 00:18:57.480 --> 00:18:58.310 align:start position:0% <00:18:57.480>didn't. <00:18:57.604>And <00:18:57.729>it's <00:18:57.853>only <00:18:57.978>2 <00:18:58.102>years. <00:18:58.226>Yeah. 00:18:58.310 --> 00:18:58.320 align:start position:0% Yeah. 00:18:58.320 --> 00:18:59.390 align:start position:0% <00:18:58.320>Yeah. <00:18:59.283>Um 00:18:59.390 --> 00:18:59.400 align:start position:0% Um 00:18:59.400 --> 00:19:02.070 align:start position:0% <00:18:59.400>Um <00:18:59.575>and <00:18:59.750>so <00:18:59.925>it <00:19:00.100>may <00:19:00.275>be <00:19:00.450>overwhelming. <00:19:00.625>And <00:19:00.800>as 00:19:02.070 --> 00:19:02.080 align:start position:0% <00:19:02.070>and <00:19:02.071>so <00:19:02.072>it <00:19:02.073>may <00:19:02.075>be <00:19:02.076>overwhelming. <00:19:02.077>And <00:19:02.079>as 00:19:02.080 --> 00:19:05.190 align:start position:0% <00:19:02.080>and <00:19:02.187>so <00:19:02.295>it <00:19:02.403>may <00:19:02.510>be <00:19:02.618>overwhelming. <00:19:02.726>And <00:19:02.833>as <00:19:02.941>always, <00:19:03.049>if <00:19:03.156>things <00:19:03.264>are <00:19:03.372>overwhelming, <00:19:03.480>fear 00:19:05.190 --> 00:19:05.200 align:start position:0% <00:19:05.190>always, <00:19:05.191>if <00:19:05.193>things <00:19:05.195>are <00:19:05.197>overwhelming, <00:19:05.199>fear 00:19:05.200 --> 00:19:08.150 align:start position:0% <00:19:05.200>always, <00:19:05.316>if <00:19:05.433>things <00:19:05.550>are <00:19:05.666>overwhelming, <00:19:05.783>fear <00:19:05.900>gets <00:19:06.016>introduced. <00:19:06.133>And <00:19:06.250>fear <00:19:06.366>is <00:19:06.483>a <00:19:06.600>really 00:19:08.150 --> 00:19:08.160 align:start position:0% <00:19:08.150>gets <00:19:08.151>introduced. <00:19:08.153>And <00:19:08.154>fear <00:19:08.156>is <00:19:08.157>a <00:19:08.159>really 00:19:08.160 --> 00:19:10.110 align:start position:0% <00:19:08.160>gets <00:19:08.315>introduced. <00:19:08.471>And <00:19:08.626>fear <00:19:08.782>is <00:19:08.937>a <00:19:09.093>really <00:19:09.248>bad <00:19:09.404>decision <00:19:09.560>maker. 00:19:10.110 --> 00:19:10.120 align:start position:0% <00:19:10.110>bad <00:19:10.114>decision <00:19:10.119>maker. 00:19:10.120 --> 00:19:12.350 align:start position:0% <00:19:10.120>bad <00:19:10.260>decision <00:19:10.399>maker. <00:19:10.540>Yeah. <00:19:10.679>Oh, <00:19:10.820>we <00:19:10.959>need <00:19:11.100>to <00:19:11.239>do <00:19:11.379>this <00:19:11.520>AI 00:19:12.350 --> 00:19:12.360 align:start position:0% <00:19:12.350>Yeah. <00:19:12.351>Oh, <00:19:12.352>we <00:19:12.353>need <00:19:12.355>to <00:19:12.356>do <00:19:12.357>this <00:19:12.359>AI 00:19:12.360 --> 00:19:14.190 align:start position:0% <00:19:12.360>Yeah. <00:19:12.467>Oh, <00:19:12.575>we <00:19:12.683>need <00:19:12.790>to <00:19:12.898>do <00:19:13.006>this <00:19:13.113>AI <00:19:13.221>Why? <00:19:13.329>Because <00:19:13.436>oh, <00:19:13.544>otherwise <00:19:13.652>we'll <00:19:13.760>be 00:19:14.190 --> 00:19:14.200 align:start position:0% <00:19:14.190>Why? <00:19:14.191>Because <00:19:14.193>oh, <00:19:14.195>otherwise <00:19:14.197>we'll <00:19:14.199>be 00:19:14.200 --> 00:19:16.110 align:start position:0% <00:19:14.200>Why? <00:19:14.316>Because <00:19:14.433>oh, <00:19:14.550>otherwise <00:19:14.666>we'll <00:19:14.783>be <00:19:14.900>missing <00:19:15.016>out <00:19:15.133>or <00:19:15.250>I <00:19:15.366>won't <00:19:15.483>be <00:19:15.600>relevant 00:19:16.110 --> 00:19:16.120 align:start position:0% <00:19:16.110>missing <00:19:16.111>out <00:19:16.112>or <00:19:16.114>I <00:19:16.116>won't <00:19:16.117>be <00:19:16.119>relevant 00:19:16.120 --> 00:19:18.070 align:start position:0% <00:19:16.120>missing <00:19:16.260>out <00:19:16.399>or <00:19:16.540>I <00:19:16.679>won't <00:19:16.820>be <00:19:16.959>relevant <00:19:17.100>anymore. <00:19:17.239>That's <00:19:17.379>not <00:19:17.520>true. 00:19:18.070 --> 00:19:18.080 align:start position:0% <00:19:18.070>anymore. <00:19:18.072>That's <00:19:18.076>not <00:19:18.079>true. 00:19:18.080 --> 00:19:19.590 align:start position:0% <00:19:18.080>anymore. <00:19:18.231>That's <00:19:18.381>not <00:19:18.533>true. <00:19:18.684>I <00:19:18.835>know <00:19:18.985>it's <00:19:19.137>a <00:19:19.288>bit <00:19:19.438>like 00:19:19.590 --> 00:19:19.600 align:start position:0% <00:19:19.590>I <00:19:19.591>know <00:19:19.593>it's <00:19:19.595>a <00:19:19.597>bit <00:19:19.599>like 00:19:19.600 --> 00:19:21.150 align:start position:0% <00:19:19.600>I <00:19:19.716>know <00:19:19.832>it's <00:19:19.948>a <00:19:20.065>bit <00:19:20.181>like <00:19:20.297>um <00:19:20.413>and <00:19:20.530>at <00:19:20.646>Amazon <00:19:20.762>we <00:19:20.878>have <00:19:20.995>different 00:19:21.150 --> 00:19:21.160 align:start position:0% <00:19:21.150>um <00:19:21.151>and <00:19:21.153>at <00:19:21.154>Amazon <00:19:21.156>we <00:19:21.157>have <00:19:21.159>different 00:19:21.160 --> 00:19:22.750 align:start position:0% <00:19:21.160>um <00:19:21.276>and <00:19:21.393>at <00:19:21.510>Amazon <00:19:21.626>we <00:19:21.743>have <00:19:21.860>different <00:19:21.976>levels <00:19:22.093>of <00:19:22.210>developers, <00:19:22.326>you <00:19:22.443>know, <00:19:22.560>your 00:19:22.750 --> 00:19:22.760 align:start position:0% <00:19:22.750>levels <00:19:22.751>of <00:19:22.753>developers, <00:19:22.755>you <00:19:22.757>know, <00:19:22.759>your 00:19:22.760 --> 00:19:25.550 align:start position:0% <00:19:22.760>levels <00:19:22.867>of <00:19:22.975>developers, <00:19:23.083>you <00:19:23.190>know, <00:19:23.298>your <00:19:23.406>SD1, <00:19:23.513>2, <00:19:23.621>3, <00:19:23.729>and <00:19:23.836>then <00:19:23.944>you <00:19:24.052>become <00:19:24.160>principal 00:19:25.550 --> 00:19:25.560 align:start position:0% <00:19:25.550>SD1, <00:19:25.551>2, <00:19:25.552>3, <00:19:25.553>and <00:19:25.555>then <00:19:25.556>you <00:19:25.557>become <00:19:25.559>principal 00:19:25.560 --> 00:19:27.270 align:start position:0% <00:19:25.560>SD1, <00:19:25.667>2, <00:19:25.775>3, <00:19:25.883>and <00:19:25.990>then <00:19:26.098>you <00:19:26.206>become <00:19:26.313>principal <00:19:26.421>engineer, <00:19:26.529>things <00:19:26.636>like <00:19:26.744>that. <00:19:26.852>There <00:19:26.960>are 00:19:27.270 --> 00:19:27.280 align:start position:0% <00:19:27.270>engineer, <00:19:27.271>things <00:19:27.273>like <00:19:27.275>that. <00:19:27.277>There <00:19:27.279>are 00:19:27.280 --> 00:19:30.070 align:start position:0% <00:19:27.280>engineer, <00:19:27.407>things <00:19:27.534>like <00:19:27.661>that. <00:19:27.789>There <00:19:27.916>are <00:19:28.043>people <00:19:28.170>that <00:19:28.298>are <00:19:28.425>an <00:19:28.552>SD3 <00:19:28.680>forever. 00:19:30.070 --> 00:19:30.080 align:start position:0% <00:19:30.070>people <00:19:30.071>that <00:19:30.073>are <00:19:30.075>an <00:19:30.077>SD3 <00:19:30.079>forever. 00:19:30.080 --> 00:19:32.510 align:start position:0% <00:19:30.080>people <00:19:30.196>that <00:19:30.313>are <00:19:30.429>an <00:19:30.546>SD3 <00:19:30.663>forever. <00:19:30.780>Why? <00:19:30.896>Because <00:19:31.013>they <00:19:31.129>just <00:19:31.246>love <00:19:31.363>to <00:19:31.480>program. 00:19:32.510 --> 00:19:32.520 align:start position:0% <00:19:32.510>Why? <00:19:32.511>Because <00:19:32.513>they <00:19:32.514>just <00:19:32.516>love <00:19:32.517>to <00:19:32.519>program. 00:19:32.520 --> 00:19:33.070 align:start position:0% <00:19:32.520>Why? <00:19:32.581>Because <00:19:32.643>they <00:19:32.705>just <00:19:32.767>love <00:19:32.829>to <00:19:32.891>program. <00:19:32.953>>> <00:19:33.014>Mhm. 00:19:33.070 --> 00:19:33.080 align:start position:0% <00:19:33.070>>> <00:19:33.079>Mhm. 00:19:33.080 --> 00:19:35.630 align:start position:0% <00:19:33.080>>> <00:19:33.207>Mhm. <00:19:33.334>>> <00:19:33.461>They <00:19:33.589>don't <00:19:33.716>need <00:19:33.843>to <00:19:33.970>be <00:19:34.098>a <00:19:34.225>broader <00:19:34.352>sort <00:19:34.480>of 00:19:35.630 --> 00:19:35.640 align:start position:0% <00:19:35.630>>> <00:19:35.631>They <00:19:35.632>don't <00:19:35.633>need <00:19:35.634>to <00:19:35.635>be <00:19:35.636>a <00:19:35.637>broader <00:19:35.638>sort <00:19:35.639>of 00:19:35.640 --> 00:19:37.790 align:start position:0% <00:19:35.640>>> <00:19:35.727>They <00:19:35.815>don't <00:19:35.902>need <00:19:35.990>to <00:19:36.077>be <00:19:36.165>a <00:19:36.252>broader <00:19:36.340>sort <00:19:36.427>of <00:19:36.515>architecture <00:19:36.602>like <00:19:36.690>they <00:19:36.777>love <00:19:36.865>that <00:19:36.952>kind <00:19:37.040>of 00:19:37.790 --> 00:19:37.800 align:start position:0% <00:19:37.790>architecture <00:19:37.791>like <00:19:37.793>they <00:19:37.794>love <00:19:37.796>that <00:19:37.797>kind <00:19:37.799>of 00:19:37.800 --> 00:19:41.510 align:start position:0% <00:19:37.800>architecture <00:19:37.916>like <00:19:38.033>they <00:19:38.149>love <00:19:38.266>that <00:19:38.383>kind <00:19:38.500>of <00:19:38.616>stuff. <00:19:38.733>They <00:19:38.850>will <00:19:38.966>be <00:19:39.083>relevant <00:19:39.200>forever. 00:19:41.510 --> 00:19:41.520 align:start position:0% <00:19:41.510>stuff. <00:19:41.511>They <00:19:41.513>will <00:19:41.515>be <00:19:41.517>relevant <00:19:41.519>forever. 00:19:41.520 --> 00:19:43.910 align:start position:0% <00:19:41.520>stuff. <00:19:41.647>They <00:19:41.774>will <00:19:41.901>be <00:19:42.029>relevant <00:19:42.156>forever. <00:19:42.283>>> <00:19:42.410>But <00:19:42.538>that's <00:19:42.665>interesting <00:19:42.792>because <00:19:42.920>like 00:19:43.910 --> 00:19:43.920 align:start position:0% <00:19:43.910>>> <00:19:43.911>But <00:19:43.913>that's <00:19:43.915>interesting <00:19:43.917>because <00:19:43.919>like 00:19:43.920 --> 00:19:45.710 align:start position:0% <00:19:43.920>>> <00:19:44.036>But <00:19:44.153>that's <00:19:44.270>interesting <00:19:44.386>because <00:19:44.503>like <00:19:44.620>I <00:19:44.736>also <00:19:44.853>personally <00:19:44.970>like <00:19:45.086>when <00:19:45.203>you <00:19:45.320>have 00:19:45.710 --> 00:19:45.720 align:start position:0% <00:19:45.710>I <00:19:45.711>also <00:19:45.713>personally <00:19:45.714>like <00:19:45.716>when <00:19:45.717>you <00:19:45.719>have 00:19:45.720 --> 00:19:48.270 align:start position:0% <00:19:45.720>I <00:19:45.836>also <00:19:45.953>personally <00:19:46.070>like <00:19:46.186>when <00:19:46.303>you <00:19:46.420>have <00:19:46.536>like <00:19:46.653>multiple <00:19:46.770>agents <00:19:46.886>running, <00:19:47.003>what <00:19:47.120>I 00:19:48.270 --> 00:19:48.280 align:start position:0% <00:19:48.270>like <00:19:48.271>multiple <00:19:48.273>agents <00:19:48.275>running, <00:19:48.277>what <00:19:48.279>I 00:19:48.280 --> 00:19:51.030 align:start position:0% <00:19:48.280>like <00:19:48.387>multiple <00:19:48.495>agents <00:19:48.603>running, <00:19:48.710>what <00:19:48.818>I <00:19:48.926>missed <00:19:49.033>then <00:19:49.141>is <00:19:49.249>the <00:19:49.356>kind <00:19:49.464>of <00:19:49.572>flow <00:19:49.680>state 00:19:51.030 --> 00:19:51.040 align:start position:0% <00:19:51.030>missed <00:19:51.031>then <00:19:51.032>is <00:19:51.033>the <00:19:51.035>kind <00:19:51.036>of <00:19:51.037>flow <00:19:51.039>state 00:19:51.040 --> 00:19:52.790 align:start position:0% <00:19:51.040>missed <00:19:51.127>then <00:19:51.215>is <00:19:51.302>the <00:19:51.389>kind <00:19:51.477>of <00:19:51.565>flow <00:19:51.652>state <00:19:51.740>that <00:19:51.827>I <00:19:51.915>had <00:19:52.002>maybe <00:19:52.090>in <00:19:52.177>earlier <00:19:52.264>days <00:19:52.352>when <00:19:52.440>I 00:19:52.790 --> 00:19:52.800 align:start position:0% <00:19:52.790>that <00:19:52.791>I <00:19:52.792>had <00:19:52.793>maybe <00:19:52.794>in <00:19:52.795>earlier <00:19:52.796>days <00:19:52.797>when <00:19:52.799>I 00:19:52.800 --> 00:19:55.310 align:start position:0% <00:19:52.800>that <00:19:52.893>I <00:19:52.986>had <00:19:53.080>maybe <00:19:53.173>in <00:19:53.266>earlier <00:19:53.360>days <00:19:53.453>when <00:19:53.546>I <00:19:53.639>was <00:19:53.733>just <00:19:53.826>working <00:19:53.919>on <00:19:54.013>one <00:19:54.106>thing <00:19:54.200>or 00:19:55.310 --> 00:19:55.320 align:start position:0% <00:19:55.310>was <00:19:55.311>just <00:19:55.312>working <00:19:55.314>on <00:19:55.316>one <00:19:55.317>thing <00:19:55.319>or 00:19:55.320 --> 00:19:58.310 align:start position:0% <00:19:55.320>was <00:19:55.413>just <00:19:55.506>working <00:19:55.600>on <00:19:55.693>one <00:19:55.786>thing <00:19:55.879>or <00:19:55.973>spending <00:19:56.066>on <00:19:56.159>time <00:19:56.253>on <00:19:56.346>one <00:19:56.439>thing <00:19:56.533>at <00:19:56.626>a <00:19:56.720>time 00:19:58.310 --> 00:19:58.320 align:start position:0% <00:19:58.310>spending <00:19:58.311>on <00:19:58.312>time <00:19:58.313>on <00:19:58.314>one <00:19:58.315>thing <00:19:58.316>at <00:19:58.317>a <00:19:58.319>time 00:19:58.320 --> 00:20:00.590 align:start position:0% <00:19:58.320>spending <00:19:58.413>on <00:19:58.506>time <00:19:58.600>on <00:19:58.693>one <00:19:58.786>thing <00:19:58.879>at <00:19:58.973>a <00:19:59.066>time <00:19:59.159>and <00:19:59.253>not <00:19:59.346>having <00:19:59.439>like <00:19:59.533>five <00:19:59.626>things <00:19:59.720>that 00:20:00.590 --> 00:20:00.600 align:start position:0% <00:20:00.590>and <00:20:00.591>not <00:20:00.592>having <00:20:00.594>like <00:20:00.596>five <00:20:00.597>things <00:20:00.599>that 00:20:00.600 --> 00:20:02.550 align:start position:0% <00:20:00.600>and <00:20:00.716>not <00:20:00.833>having <00:20:00.949>like <00:20:01.066>five <00:20:01.183>things <00:20:01.300>that <00:20:01.416>need <00:20:01.533>my <00:20:01.649>attention <00:20:01.766>constantly <00:20:01.883>and <00:20:02.000>I'm 00:20:02.550 --> 00:20:02.560 align:start position:0% <00:20:02.550>need <00:20:02.551>my <00:20:02.553>attention <00:20:02.555>constantly <00:20:02.557>and <00:20:02.559>I'm 00:20:02.560 --> 00:20:03.790 align:start position:0% <00:20:02.560>need <00:20:02.718>my <00:20:02.876>attention <00:20:03.034>constantly <00:20:03.192>and <00:20:03.350>I'm <00:20:03.508>just <00:20:03.667>like 00:20:03.790 --> 00:20:03.800 align:start position:0% <00:20:03.790>just <00:20:03.799>like 00:20:03.800 --> 00:20:06.590 align:start position:0% <00:20:03.800>just <00:20:03.975>like <00:20:04.149>um <00:20:04.325>yeah, <00:20:04.500>clicking <00:20:04.675>here <00:20:04.850>and <00:20:05.024>there. <00:20:05.200>So, 00:20:06.590 --> 00:20:06.600 align:start position:0% <00:20:06.590>um <00:20:06.591>yeah, <00:20:06.592>clicking <00:20:06.594>here <00:20:06.596>and <00:20:06.597>there. <00:20:06.599>So, 00:20:06.600 --> 00:20:08.630 align:start position:0% <00:20:06.600>um <00:20:06.693>yeah, <00:20:06.786>clicking <00:20:06.879>here <00:20:06.973>and <00:20:07.066>there. <00:20:07.159>So, <00:20:07.253>>> <00:20:07.346>Yeah, <00:20:07.439>I <00:20:07.533>I <00:20:07.626>always <00:20:07.719>think <00:20:07.813>that, <00:20:07.906>you <00:20:08.000>know, 00:20:08.630 --> 00:20:08.640 align:start position:0% <00:20:08.630>>> <00:20:08.631>Yeah, <00:20:08.632>I <00:20:08.633>I <00:20:08.634>always <00:20:08.635>think <00:20:08.636>that, <00:20:08.637>you <00:20:08.639>know, 00:20:08.640 --> 00:20:10.750 align:start position:0% <00:20:08.640>>> <00:20:08.767>Yeah, <00:20:08.894>I <00:20:09.021>I <00:20:09.149>always <00:20:09.276>think <00:20:09.403>that, <00:20:09.530>you <00:20:09.658>know, <00:20:09.785>it's <00:20:09.912>we <00:20:10.040>we 00:20:10.750 --> 00:20:10.760 align:start position:0% <00:20:10.750>it's <00:20:10.754>we <00:20:10.759>we 00:20:10.760 --> 00:20:12.910 align:start position:0% <00:20:10.760>it's <00:20:10.900>we <00:20:11.040>we <00:20:11.180>again, <00:20:11.320>I <00:20:11.460>think <00:20:11.600>the <00:20:11.740>media <00:20:11.879>plays <00:20:12.020>a <00:20:12.160>a 00:20:12.910 --> 00:20:12.920 align:start position:0% <00:20:12.910>again, <00:20:12.911>I <00:20:12.912>think <00:20:12.913>the <00:20:12.915>media <00:20:12.916>plays <00:20:12.917>a <00:20:12.919>a 00:20:12.920 --> 00:20:15.790 align:start position:0% <00:20:12.920>again, <00:20:13.027>I <00:20:13.135>think <00:20:13.243>the <00:20:13.350>media <00:20:13.458>plays <00:20:13.566>a <00:20:13.673>a <00:20:13.781>damning <00:20:13.889>role <00:20:13.996>in <00:20:14.104>this, <00:20:14.212>you <00:20:14.320>know? 00:20:15.790 --> 00:20:15.800 align:start position:0% <00:20:15.790>damning <00:20:15.791>role <00:20:15.793>in <00:20:15.795>this, <00:20:15.797>you <00:20:15.799>know? 00:20:15.800 --> 00:20:16.470 align:start position:0% <00:20:15.800>damning <00:20:15.900>role <00:20:16.001>in <00:20:16.101>this, <00:20:16.202>you <00:20:16.302>know? <00:20:16.403>Uh 00:20:16.470 --> 00:20:16.480 align:start position:0% Uh 00:20:16.480 --> 00:20:19.630 align:start position:0% <00:20:16.480>Uh <00:20:16.635>when <00:20:16.791>is <00:20:16.946>GPT <00:20:17.102>was <00:20:17.257>it <00:20:17.413>5.6 <00:20:17.568>or <00:20:17.724>whatever <00:20:17.880>got 00:20:19.630 --> 00:20:19.640 align:start position:0% <00:20:19.630>when <00:20:19.631>is <00:20:19.632>GPT <00:20:19.633>was <00:20:19.634>it <00:20:19.635>5.6 <00:20:19.636>or <00:20:19.637>whatever <00:20:19.639>got 00:20:19.640 --> 00:20:21.470 align:start position:0% <00:20:19.640>when <00:20:19.740>is <00:20:19.840>GPT <00:20:19.940>was <00:20:20.040>it <00:20:20.140>5.6 <00:20:20.240>or <00:20:20.340>whatever <00:20:20.440>got <00:20:20.540>the <00:20:20.640>release <00:20:20.740>yesterday <00:20:20.840>and <00:20:20.940>then, <00:20:21.040>you 00:20:21.470 --> 00:20:21.480 align:start position:0% <00:20:21.470>the <00:20:21.471>release <00:20:21.473>yesterday <00:20:21.475>and <00:20:21.477>then, <00:20:21.479>you 00:20:21.480 --> 00:20:24.790 align:start position:0% <00:20:21.480>the <00:20:21.587>release <00:20:21.695>yesterday <00:20:21.803>and <00:20:21.910>then, <00:20:22.018>you <00:20:22.126>know, <00:20:22.233>claw <00:20:22.341>and <00:20:22.449>then <00:20:22.556>whether <00:20:22.664>it's <00:20:22.772>cold <00:20:22.880>or 00:20:24.790 --> 00:20:24.800 align:start position:0% <00:20:24.790>know, <00:20:24.791>claw <00:20:24.792>and <00:20:24.793>then <00:20:24.795>whether <00:20:24.796>it's <00:20:24.797>cold <00:20:24.799>or 00:20:24.800 --> 00:20:27.190 align:start position:0% <00:20:24.800>know, <00:20:24.955>claw <00:20:25.111>and <00:20:25.266>then <00:20:25.422>whether <00:20:25.577>it's <00:20:25.733>cold <00:20:25.888>or <00:20:26.044>with <00:20:26.200>everything 00:20:27.190 --> 00:20:27.200 align:start position:0% <00:20:27.190>with <00:20:27.199>everything 00:20:27.200 --> 00:20:30.670 align:start position:0% <00:20:27.200>with <00:20:27.340>everything <00:20:27.480>is <00:20:27.620>is <00:20:27.760>is <00:20:27.900>credited. <00:20:28.040>But <00:20:28.180>the <00:20:28.320>thing <00:20:28.460>is <00:20:28.600>that 00:20:30.670 --> 00:20:30.680 align:start position:0% <00:20:30.670>is <00:20:30.671>is <00:20:30.672>is <00:20:30.673>credited. <00:20:30.674>But <00:20:30.675>the <00:20:30.676>thing <00:20:30.677>is <00:20:30.679>that 00:20:30.680 --> 00:20:32.510 align:start position:0% <00:20:30.680>is <00:20:30.780>is <00:20:30.880>is <00:20:30.980>credited. <00:20:31.080>But <00:20:31.180>the <00:20:31.280>thing <00:20:31.380>is <00:20:31.480>that <00:20:31.580>we're <00:20:31.680>still <00:20:31.780>in <00:20:31.880>a <00:20:31.980>very <00:20:32.080>experimental 00:20:32.510 --> 00:20:32.520 align:start position:0% <00:20:32.510>we're <00:20:32.511>still <00:20:32.513>in <00:20:32.515>a <00:20:32.517>very <00:20:32.519>experimental 00:20:32.520 --> 00:20:33.590 align:start position:0% <00:20:32.520>we're <00:20:32.680>still <00:20:32.841>in <00:20:33.001>a <00:20:33.162>very <00:20:33.322>experimental <00:20:33.483>phase. 00:20:33.590 --> 00:20:33.600 align:start position:0% phase. 00:20:33.600 --> 00:20:35.470 align:start position:0% <00:20:33.600>phase. <00:20:33.755>Uh <00:20:33.911>this <00:20:34.066>is <00:20:34.222>why <00:20:34.377>we <00:20:34.533>built <00:20:34.688>bedrock <00:20:34.844>the <00:20:35.000>way 00:20:35.470 --> 00:20:35.480 align:start position:0% <00:20:35.470>Uh <00:20:35.471>this <00:20:35.472>is <00:20:35.473>why <00:20:35.474>we <00:20:35.475>built <00:20:35.476>bedrock <00:20:35.477>the <00:20:35.479>way 00:20:35.480 --> 00:20:37.270 align:start position:0% <00:20:35.480>Uh <00:20:35.562>this <00:20:35.644>is <00:20:35.727>why <00:20:35.809>we <00:20:35.891>built <00:20:35.974>bedrock <00:20:36.056>the <00:20:36.138>way <00:20:36.221>that <00:20:36.303>we <00:20:36.385>did <00:20:36.468>at <00:20:36.550>Amazon. <00:20:36.632>Yeah, <00:20:36.715>so <00:20:36.797>that <00:20:36.880>you 00:20:37.270 --> 00:20:37.280 align:start position:0% <00:20:37.270>that <00:20:37.271>we <00:20:37.272>did <00:20:37.273>at <00:20:37.274>Amazon. <00:20:37.275>Yeah, <00:20:37.276>so <00:20:37.277>that <00:20:37.279>you 00:20:37.280 --> 00:20:40.150 align:start position:0% <00:20:37.280>that <00:20:37.367>we <00:20:37.455>did <00:20:37.542>at <00:20:37.629>Amazon. <00:20:37.717>Yeah, <00:20:37.805>so <00:20:37.892>that <00:20:37.980>you <00:20:38.067>have <00:20:38.155>all <00:20:38.242>the <00:20:38.330>models <00:20:38.417>available <00:20:38.504>to <00:20:38.592>you <00:20:38.680>for 00:20:40.150 --> 00:20:40.160 align:start position:0% <00:20:40.150>have <00:20:40.151>all <00:20:40.152>the <00:20:40.153>models <00:20:40.155>available <00:20:40.156>to <00:20:40.157>you <00:20:40.159>for 00:20:40.160 --> 00:20:41.990 align:start position:0% <00:20:40.160>have <00:20:40.300>all <00:20:40.440>the <00:20:40.580>models <00:20:40.720>available <00:20:40.860>to <00:20:41.000>you <00:20:41.140>for <00:20:41.280>each <00:20:41.420>different <00:20:41.560>sizes. 00:20:41.990 --> 00:20:42.000 align:start position:0% <00:20:41.990>each <00:20:41.994>different <00:20:41.999>sizes. 00:20:42.000 --> 00:20:43.950 align:start position:0% <00:20:42.000>each <00:20:42.155>different <00:20:42.311>sizes. <00:20:42.466>You <00:20:42.622>know, <00:20:42.777>does <00:20:42.933>everything <00:20:43.088>needs <00:20:43.244>to <00:20:43.400>be 00:20:43.950 --> 00:20:43.960 align:start position:0% <00:20:43.950>You <00:20:43.951>know, <00:20:43.953>does <00:20:43.954>everything <00:20:43.956>needs <00:20:43.957>to <00:20:43.959>be 00:20:43.960 --> 00:20:47.510 align:start position:0% <00:20:43.960>You <00:20:44.076>know, <00:20:44.193>does <00:20:44.310>everything <00:20:44.426>needs <00:20:44.543>to <00:20:44.660>be <00:20:44.776>the <00:20:44.893>5 <00:20:45.010>trillion <00:20:45.126>parameter <00:20:45.243>massive, <00:20:45.360>you 00:20:47.510 --> 00:20:47.520 align:start position:0% <00:20:47.510>the <00:20:47.511>5 <00:20:47.513>trillion <00:20:47.515>parameter <00:20:47.517>massive, <00:20:47.519>you 00:20:47.520 --> 00:20:50.110 align:start position:0% <00:20:47.520>the <00:20:47.627>5 <00:20:47.735>trillion <00:20:47.843>parameter <00:20:47.950>massive, <00:20:48.058>you <00:20:48.166>know, <00:20:48.273>is <00:20:48.381>it <00:20:48.489>5 <00:20:48.596>million <00:20:48.704>dollars <00:20:48.812>per <00:20:48.920>token 00:20:50.110 --> 00:20:50.120 align:start position:0% <00:20:50.110>know, <00:20:50.111>is <00:20:50.112>it <00:20:50.113>5 <00:20:50.115>million <00:20:50.116>dollars <00:20:50.117>per <00:20:50.119>token 00:20:50.120 --> 00:20:51.150 align:start position:0% <00:20:50.120>know, <00:20:50.212>is <00:20:50.305>it <00:20:50.398>5 <00:20:50.490>million <00:20:50.583>dollars <00:20:50.676>per <00:20:50.768>token <00:20:50.861>>> <00:20:50.954>kind <00:20:51.047>of 00:20:51.150 --> 00:20:51.160 align:start position:0% <00:20:51.150>>> <00:20:51.154>kind <00:20:51.159>of 00:20:51.160 --> 00:20:55.350 align:start position:0% <00:20:51.160>>> <00:20:51.287>kind <00:20:51.414>of <00:20:51.541>>> <00:20:51.669>um <00:20:51.796>model <00:20:51.923>or <00:20:52.050>is <00:20:52.178>Quen, <00:20:52.305>the <00:20:52.432>smallest <00:20:52.560>Quen 00:20:55.350 --> 00:20:55.360 align:start position:0% <00:20:55.350>>> <00:20:55.351>um <00:20:55.352>model <00:20:55.353>or <00:20:55.354>is <00:20:55.355>Quen, <00:20:55.356>the <00:20:55.357>smallest <00:20:55.359>Quen 00:20:55.360 --> 00:20:57.110 align:start position:0% <00:20:55.360>>> <00:20:55.459>um <00:20:55.560>model <00:20:55.659>or <00:20:55.760>is <00:20:55.860>Quen, <00:20:55.959>the <00:20:56.060>smallest <00:20:56.159>Quen <00:20:56.260>model <00:20:56.360>maybe <00:20:56.459>good <00:20:56.560>enough <00:20:56.659>for <00:20:56.760>this 00:20:57.110 --> 00:20:57.120 align:start position:0% <00:20:57.110>model <00:20:57.111>maybe <00:20:57.113>good <00:20:57.115>enough <00:20:57.117>for <00:20:57.119>this 00:20:57.120 --> 00:20:58.350 align:start position:0% <00:20:57.120>model <00:20:57.220>maybe <00:20:57.321>good <00:20:57.421>enough <00:20:57.522>for <00:20:57.623>this <00:20:57.723>particular <00:20:57.824>problem <00:20:57.925>that <00:20:58.025>you <00:20:58.126>want <00:20:58.226>to 00:20:58.350 --> 00:20:58.360 align:start position:0% <00:20:58.350>particular <00:20:58.351>problem <00:20:58.353>that <00:20:58.355>you <00:20:58.357>want <00:20:58.359>to 00:20:58.360 --> 00:20:59.670 align:start position:0% <00:20:58.360>particular <00:20:58.528>problem <00:20:58.696>that <00:20:58.865>you <00:20:59.033>want <00:20:59.202>to <00:20:59.370>solve? <00:20:59.539>So, 00:20:59.670 --> 00:20:59.680 align:start position:0% <00:20:59.670>solve? <00:20:59.679>So, 00:20:59.680 --> 00:21:01.710 align:start position:0% <00:20:59.680>solve? <00:20:59.835>So, <00:20:59.991>cost <00:21:00.146>plays <00:21:00.302>a <00:21:00.457>very <00:21:00.613>important <00:21:00.768>role <00:21:00.924>in <00:21:01.080>all 00:21:01.710 --> 00:21:01.720 align:start position:0% <00:21:01.710>cost <00:21:01.711>plays <00:21:01.712>a <00:21:01.713>very <00:21:01.715>important <00:21:01.716>role <00:21:01.717>in <00:21:01.719>all 00:21:01.720 --> 00:21:03.670 align:start position:0% <00:21:01.720>cost <00:21:01.820>plays <00:21:01.920>a <00:21:02.020>very <00:21:02.120>important <00:21:02.220>role <00:21:02.320>in <00:21:02.420>all <00:21:02.520>of <00:21:02.620>this, <00:21:02.720>you <00:21:02.820>know? <00:21:02.920>And <00:21:03.020>then <00:21:03.120>so 00:21:03.670 --> 00:21:03.680 align:start position:0% <00:21:03.670>of <00:21:03.671>this, <00:21:03.673>you <00:21:03.674>know? <00:21:03.676>And <00:21:03.677>then <00:21:03.679>so 00:21:03.680 --> 00:21:05.830 align:start position:0% <00:21:03.680>of <00:21:03.796>this, <00:21:03.913>you <00:21:04.030>know? <00:21:04.146>And <00:21:04.263>then <00:21:04.380>so <00:21:04.496>understanding <00:21:04.613>what <00:21:04.730>is <00:21:04.846>the <00:21:04.963>quality <00:21:05.080>versus 00:21:05.830 --> 00:21:05.840 align:start position:0% <00:21:05.830>understanding <00:21:05.831>what <00:21:05.833>is <00:21:05.835>the <00:21:05.837>quality <00:21:05.839>versus 00:21:05.840 --> 00:21:07.870 align:start position:0% <00:21:05.840>understanding <00:21:05.947>what <00:21:06.055>is <00:21:06.163>the <00:21:06.270>quality <00:21:06.378>versus <00:21:06.486>cost <00:21:06.593>and <00:21:06.701>the <00:21:06.809>things <00:21:06.916>like <00:21:07.024>out. <00:21:07.132>We <00:21:07.240>are 00:21:07.870 --> 00:21:07.880 align:start position:0% <00:21:07.870>cost <00:21:07.871>and <00:21:07.872>the <00:21:07.873>things <00:21:07.875>like <00:21:07.876>out. <00:21:07.877>We <00:21:07.879>are 00:21:07.880 --> 00:21:10.670 align:start position:0% <00:21:07.880>cost <00:21:07.987>and <00:21:08.095>the <00:21:08.203>things <00:21:08.310>like <00:21:08.418>out. <00:21:08.526>We <00:21:08.633>are <00:21:08.741>tremendously <00:21:08.849>good <00:21:08.956>at <00:21:09.064>that <00:21:09.172>as <00:21:09.280>engineers. 00:21:10.670 --> 00:21:10.680 align:start position:0% <00:21:10.670>tremendously <00:21:10.671>good <00:21:10.673>at <00:21:10.675>that <00:21:10.677>as <00:21:10.679>engineers. 00:21:10.680 --> 00:21:12.590 align:start position:0% <00:21:10.680>tremendously <00:21:10.796>good <00:21:10.913>at <00:21:11.030>that <00:21:11.146>as <00:21:11.263>engineers. <00:21:11.380>Yeah, <00:21:11.496>this <00:21:11.613>is <00:21:11.730>not <00:21:11.846>something <00:21:11.963>that <00:21:12.080>you 00:21:12.590 --> 00:21:12.600 align:start position:0% <00:21:12.590>Yeah, <00:21:12.591>this <00:21:12.592>is <00:21:12.594>not <00:21:12.596>something <00:21:12.597>that <00:21:12.599>you 00:21:12.600 --> 00:21:14.990 align:start position:0% <00:21:12.600>Yeah, <00:21:12.716>this <00:21:12.833>is <00:21:12.949>not <00:21:13.066>something <00:21:13.183>that <00:21:13.300>you <00:21:13.416>easily <00:21:13.533>automate. <00:21:13.649>You <00:21:13.766>have <00:21:13.883>a <00:21:14.000>judgement 00:21:14.990 --> 00:21:15.000 align:start position:0% <00:21:14.990>easily <00:21:14.991>automate. <00:21:14.993>You <00:21:14.995>have <00:21:14.997>a <00:21:14.999>judgement 00:21:15.000 --> 00:21:15.910 align:start position:0% <00:21:15.000>easily <00:21:15.117>automate. <00:21:15.234>You <00:21:15.351>have <00:21:15.468>a <00:21:15.585>judgement <00:21:15.702>call <00:21:15.819>there. 00:21:15.910 --> 00:21:15.920 align:start position:0% <00:21:15.910>call <00:21:15.919>there. 00:21:15.920 --> 00:21:17.790 align:start position:0% <00:21:15.920>call <00:21:16.075>there. <00:21:16.231>>> <00:21:16.386>But <00:21:16.542>these <00:21:16.697>tokens <00:21:16.853>spent, <00:21:17.008>for <00:21:17.164>example, <00:21:17.320>you 00:21:17.790 --> 00:21:17.800 align:start position:0% <00:21:17.790>>> <00:21:17.791>But <00:21:17.792>these <00:21:17.793>tokens <00:21:17.795>spent, <00:21:17.796>for <00:21:17.797>example, <00:21:17.799>you 00:21:17.800 --> 00:21:19.990 align:start position:0% <00:21:17.800>>> <00:21:17.907>But <00:21:18.015>these <00:21:18.123>tokens <00:21:18.230>spent, <00:21:18.338>for <00:21:18.446>example, <00:21:18.553>you <00:21:18.661>hear <00:21:18.769>sometimes <00:21:18.876>like, <00:21:18.984>"Yeah, <00:21:19.092>we <00:21:19.200>spent 00:21:19.990 --> 00:21:20.000 align:start position:0% <00:21:19.990>hear <00:21:19.991>sometimes <00:21:19.993>like, <00:21:19.995>"Yeah, <00:21:19.997>we <00:21:19.999>spent 00:21:20.000 --> 00:21:21.910 align:start position:0% <00:21:20.000>hear <00:21:20.116>sometimes <00:21:20.233>like, <00:21:20.350>"Yeah, <00:21:20.466>we <00:21:20.583>spent <00:21:20.700>this <00:21:20.816>amount <00:21:20.933>of <00:21:21.050>tokens <00:21:21.166>and <00:21:21.283>this <00:21:21.400>amount." 00:21:21.910 --> 00:21:21.920 align:start position:0% <00:21:21.910>this <00:21:21.911>amount <00:21:21.913>of <00:21:21.914>tokens <00:21:21.916>and <00:21:21.917>this <00:21:21.919>amount." 00:21:21.920 --> 00:21:23.950 align:start position:0% <00:21:21.920>this <00:21:22.036>amount <00:21:22.153>of <00:21:22.270>tokens <00:21:22.386>and <00:21:22.503>this <00:21:22.620>amount." <00:21:22.736>It <00:21:22.853>feels <00:21:22.970>almost <00:21:23.086>like <00:21:23.203>ridiculous <00:21:23.320>like, 00:21:23.950 --> 00:21:23.960 align:start position:0% <00:21:23.950>It <00:21:23.951>feels <00:21:23.953>almost <00:21:23.955>like <00:21:23.957>ridiculous <00:21:23.959>like, 00:21:23.960 --> 00:21:25.910 align:start position:0% <00:21:23.960>It <00:21:24.060>feels <00:21:24.160>almost <00:21:24.260>like <00:21:24.360>ridiculous <00:21:24.460>like, <00:21:24.560>"Yeah, <00:21:24.660>we <00:21:24.760>made <00:21:24.860>these <00:21:24.960>lines <00:21:25.060>of <00:21:25.160>code <00:21:25.260>or <00:21:25.360>I 00:21:25.910 --> 00:21:25.920 align:start position:0% <00:21:25.910>"Yeah, <00:21:25.911>we <00:21:25.912>made <00:21:25.913>these <00:21:25.914>lines <00:21:25.915>of <00:21:25.916>code <00:21:25.917>or <00:21:25.919>I 00:21:25.920 --> 00:21:27.110 align:start position:0% <00:21:25.920>"Yeah, <00:21:25.991>we <00:21:26.062>made <00:21:26.134>these <00:21:26.205>lines <00:21:26.277>of <00:21:26.348>code <00:21:26.419>or <00:21:26.491>I <00:21:26.562>can <00:21:26.634>write <00:21:26.705>these <00:21:26.776>lines <00:21:26.848>of <00:21:26.919>code, <00:21:26.991>you 00:21:27.110 --> 00:21:27.120 align:start position:0% <00:21:27.110>can <00:21:27.111>write <00:21:27.112>these <00:21:27.114>lines <00:21:27.116>of <00:21:27.117>code, <00:21:27.119>you 00:21:27.120 --> 00:21:29.230 align:start position:0% <00:21:27.120>can <00:21:27.227>write <00:21:27.335>these <00:21:27.443>lines <00:21:27.550>of <00:21:27.658>code, <00:21:27.766>you <00:21:27.873>know." <00:21:27.981>Is <00:21:28.089>it <00:21:28.196>the <00:21:28.304>metric <00:21:28.412>that <00:21:28.520>even 00:21:29.230 --> 00:21:29.240 align:start position:0% <00:21:29.230>know." <00:21:29.231>Is <00:21:29.233>it <00:21:29.234>the <00:21:29.236>metric <00:21:29.237>that <00:21:29.239>even 00:21:29.240 --> 00:21:30.670 align:start position:0% <00:21:29.240>know." <00:21:29.423>Is <00:21:29.607>it <00:21:29.791>the <00:21:29.975>metric <00:21:30.159>that <00:21:30.343>even <00:21:30.527>matters? 00:21:30.670 --> 00:21:30.680 align:start position:0% matters? 00:21:30.680 --> 00:21:34.470 align:start position:0% <00:21:30.680>matters? <00:21:30.820>>> <00:21:30.960>Um <00:21:31.100>I <00:21:31.240>I <00:21:31.380>think <00:21:31.520>quality <00:21:31.660>is <00:21:31.800>still <00:21:31.940>a <00:21:32.080>metric, 00:21:34.470 --> 00:21:34.480 align:start position:0% <00:21:34.470>>> <00:21:34.471>Um <00:21:34.472>I <00:21:34.473>I <00:21:34.474>think <00:21:34.475>quality <00:21:34.476>is <00:21:34.477>still <00:21:34.478>a <00:21:34.479>metric, 00:21:34.480 --> 00:21:37.750 align:start position:0% <00:21:34.480>>> <00:21:34.567>Um <00:21:34.655>I <00:21:34.742>I <00:21:34.830>think <00:21:34.917>quality <00:21:35.005>is <00:21:35.092>still <00:21:35.180>a <00:21:35.267>metric, <00:21:35.355>you <00:21:35.442>know. <00:21:35.530>And <00:21:35.617>quality <00:21:35.705>at <00:21:35.792>what <00:21:35.880>cost? 00:21:37.750 --> 00:21:37.760 align:start position:0% <00:21:37.750>you <00:21:37.751>know. <00:21:37.753>And <00:21:37.754>quality <00:21:37.756>at <00:21:37.757>what <00:21:37.759>cost? 00:21:37.760 --> 00:21:38.710 align:start position:0% <00:21:37.760>you <00:21:37.837>know. <00:21:37.915>And <00:21:37.993>quality <00:21:38.070>at <00:21:38.148>what <00:21:38.226>cost? <00:21:38.304>>> <00:21:38.381>At <00:21:38.459>what <00:21:38.537>cost? <00:21:38.615>Yes. 00:21:38.710 --> 00:21:38.720 align:start position:0% <00:21:38.710>>> <00:21:38.712>At <00:21:38.714>what <00:21:38.716>cost? <00:21:38.719>Yes. 00:21:38.720 --> 00:21:39.910 align:start position:0% <00:21:38.720>>> <00:21:38.809>At <00:21:38.898>what <00:21:38.987>cost? <00:21:39.077>Yes. <00:21:39.166>>> <00:21:39.255>Quality <00:21:39.344>at <00:21:39.434>what <00:21:39.523>cost? <00:21:39.612>And <00:21:39.701>that <00:21:39.791>again 00:21:39.910 --> 00:21:39.920 align:start position:0% <00:21:39.910>>> <00:21:39.911>Quality <00:21:39.912>at <00:21:39.913>what <00:21:39.915>cost? <00:21:39.916>And <00:21:39.917>that <00:21:39.919>again 00:21:39.920 --> 00:21:42.670 align:start position:0% <00:21:39.920>>> <00:21:40.027>Quality <00:21:40.135>at <00:21:40.243>what <00:21:40.350>cost? <00:21:40.458>And <00:21:40.566>that <00:21:40.673>again <00:21:40.781>then <00:21:40.889>is <00:21:40.996>associated <00:21:41.104>with <00:21:41.212>what <00:21:41.320>risk? 00:21:42.670 --> 00:21:42.680 align:start position:0% <00:21:42.670>then <00:21:42.671>is <00:21:42.673>associated <00:21:42.675>with <00:21:42.677>what <00:21:42.679>risk? 00:21:42.680 --> 00:21:43.110 align:start position:0% <00:21:42.680>then <00:21:42.735>is <00:21:42.790>associated <00:21:42.845>with <00:21:42.901>what <00:21:42.956>risk? <00:21:43.011>>> <00:21:43.067>Yeah. 00:21:43.110 --> 00:21:43.120 align:start position:0% <00:21:43.110>>> <00:21:43.119>Yeah. 00:21:43.120 --> 00:21:43.990 align:start position:0% <00:21:43.120>>> <00:21:43.380>Yeah. <00:21:43.642>>> <00:21:43.903>Yeah. 00:21:43.990 --> 00:21:44.000 align:start position:0% <00:21:43.990>>> <00:21:43.999>Yeah. 00:21:44.000 --> 00:21:46.630 align:start position:0% <00:21:44.000>>> <00:21:44.175>Yeah. <00:21:44.350>For <00:21:44.525>things <00:21:44.700>that <00:21:44.875>are <00:21:45.050>relatively <00:21:45.225>low <00:21:45.400>risk, 00:21:46.630 --> 00:21:46.640 align:start position:0% <00:21:46.630>For <00:21:46.631>things <00:21:46.633>that <00:21:46.634>are <00:21:46.636>relatively <00:21:46.637>low <00:21:46.639>risk, 00:21:46.640 --> 00:21:47.870 align:start position:0% <00:21:46.640>For <00:21:46.725>things <00:21:46.810>that <00:21:46.895>are <00:21:46.980>relatively <00:21:47.065>low <00:21:47.150>risk, <00:21:47.236>can <00:21:47.321>we <00:21:47.406>have <00:21:47.491>the <00:21:47.576>machine <00:21:47.661>check <00:21:47.746>the 00:21:47.870 --> 00:21:47.880 align:start position:0% <00:21:47.870>can <00:21:47.871>we <00:21:47.873>have <00:21:47.874>the <00:21:47.876>machine <00:21:47.877>check <00:21:47.879>the 00:21:47.880 --> 00:21:49.470 align:start position:0% <00:21:47.880>can <00:21:48.080>we <00:21:48.280>have <00:21:48.480>the <00:21:48.680>machine <00:21:48.880>check <00:21:49.080>the <00:21:49.280>machine? 00:21:49.470 --> 00:21:49.480 align:start position:0% machine? 00:21:49.480 --> 00:21:51.990 align:start position:0% <00:21:49.480>machine? <00:21:49.655>Yeah, <00:21:49.830>this <00:21:50.005>this <00:21:50.180>have <00:21:50.355>one <00:21:50.530>of <00:21:50.705>these <00:21:50.880>LLMs 00:21:51.990 --> 00:21:52.000 align:start position:0% <00:21:51.990>Yeah, <00:21:51.991>this <00:21:51.992>this <00:21:51.993>have <00:21:51.995>one <00:21:51.996>of <00:21:51.997>these <00:21:51.999>LLMs 00:21:52.000 --> 00:21:53.390 align:start position:0% <00:21:52.000>Yeah, <00:21:52.096>this <00:21:52.192>this <00:21:52.288>have <00:21:52.384>one <00:21:52.481>of <00:21:52.577>these <00:21:52.673>LLMs <00:21:52.769>generate <00:21:52.866>something <00:21:52.962>for <00:21:53.058>you, <00:21:53.154>have <00:21:53.251>another 00:21:53.390 --> 00:21:53.400 align:start position:0% <00:21:53.390>generate <00:21:53.391>something <00:21:53.393>for <00:21:53.395>you, <00:21:53.397>have <00:21:53.399>another 00:21:53.400 --> 00:21:55.510 align:start position:0% <00:21:53.400>generate <00:21:53.527>something <00:21:53.654>for <00:21:53.781>you, <00:21:53.909>have <00:21:54.036>another <00:21:54.163>one <00:21:54.290>generate <00:21:54.418>it <00:21:54.545>and <00:21:54.672>compare <00:21:54.800>it. 00:21:55.510 --> 00:21:55.520 align:start position:0% <00:21:55.510>one <00:21:55.511>generate <00:21:55.513>it <00:21:55.515>and <00:21:55.517>compare <00:21:55.519>it. 00:21:55.520 --> 00:21:57.190 align:start position:0% <00:21:55.520>one <00:21:55.627>generate <00:21:55.735>it <00:21:55.843>and <00:21:55.950>compare <00:21:56.058>it. <00:21:56.166>Yeah. <00:21:56.273>Hopefully <00:21:56.381>they <00:21:56.489>will <00:21:56.596>not <00:21:56.704>do <00:21:56.812>all <00:21:56.920>of 00:21:57.190 --> 00:21:57.200 align:start position:0% <00:21:57.190>Yeah. <00:21:57.191>Hopefully <00:21:57.192>they <00:21:57.193>will <00:21:57.195>not <00:21:57.196>do <00:21:57.197>all <00:21:57.199>of 00:21:57.200 --> 00:21:58.710 align:start position:0% <00:21:57.200>Yeah. <00:21:57.284>Hopefully <00:21:57.369>they <00:21:57.454>will <00:21:57.539>not <00:21:57.624>do <00:21:57.709>all <00:21:57.794>of <00:21:57.879>the <00:21:57.964>same <00:21:58.049>bugs <00:21:58.134>or <00:21:58.219>not <00:21:58.304>trained <00:21:58.389>on <00:21:58.474>the <00:21:58.559>same 00:21:58.710 --> 00:21:58.720 align:start position:0% <00:21:58.710>the <00:21:58.711>same <00:21:58.712>bugs <00:21:58.713>or <00:21:58.714>not <00:21:58.715>trained <00:21:58.716>on <00:21:58.717>the <00:21:58.719>same 00:21:58.720 --> 00:22:00.270 align:start position:0% <00:21:58.720>the <00:21:58.859>same <00:21:58.999>bugs <00:21:59.138>or <00:21:59.278>not <00:21:59.417>trained <00:21:59.557>on <00:21:59.696>the <00:21:59.836>same <00:21:59.975>data. <00:22:00.115>So, 00:22:00.270 --> 00:22:00.280 align:start position:0% <00:22:00.270>data. <00:22:00.279>So, 00:22:00.280 --> 00:22:01.270 align:start position:0% <00:22:00.280>data. <00:22:00.577>So, <00:22:00.874>I <00:22:01.171>think 00:22:01.270 --> 00:22:01.280 align:start position:0% <00:22:01.270>I <00:22:01.279>think 00:22:01.280 --> 00:22:03.790 align:start position:0% <00:22:01.280>I <00:22:01.435>think <00:22:01.591>figuring <00:22:01.746>out <00:22:01.902>what's <00:22:02.057>the <00:22:02.213>risk <00:22:02.368>is <00:22:02.524>where <00:22:02.680>is 00:22:03.790 --> 00:22:03.800 align:start position:0% <00:22:03.790>figuring <00:22:03.791>out <00:22:03.792>what's <00:22:03.793>the <00:22:03.795>risk <00:22:03.796>is <00:22:03.797>where <00:22:03.799>is 00:22:03.800 --> 00:22:06.110 align:start position:0% <00:22:03.800>figuring <00:22:03.893>out <00:22:03.986>what's <00:22:04.080>the <00:22:04.173>risk <00:22:04.266>is <00:22:04.360>where <00:22:04.453>is <00:22:04.546>this <00:22:04.639>system <00:22:04.733>trained <00:22:04.826>on? <00:22:04.919>What <00:22:05.013>did <00:22:05.106>go <00:22:05.200>into 00:22:06.110 --> 00:22:06.120 align:start position:0% <00:22:06.110>this <00:22:06.111>system <00:22:06.112>trained <00:22:06.113>on? <00:22:06.115>What <00:22:06.116>did <00:22:06.117>go <00:22:06.119>into 00:22:06.120 --> 00:22:08.830 align:start position:0% <00:22:06.120>this <00:22:06.202>system <00:22:06.284>trained <00:22:06.367>on? <00:22:06.449>What <00:22:06.531>did <00:22:06.614>go <00:22:06.696>into <00:22:06.778>it? <00:22:06.861>Now, <00:22:06.943>so <00:22:07.025>let <00:22:07.108>me <00:22:07.190>tell <00:22:07.272>you <00:22:07.355>a <00:22:07.437>story <00:22:07.520>from 00:22:08.830 --> 00:22:08.840 align:start position:0% <00:22:08.830>it? <00:22:08.831>Now, <00:22:08.831>so <00:22:08.832>let <00:22:08.833>me <00:22:08.835>tell <00:22:08.836>you <00:22:08.837>a <00:22:08.838>story <00:22:08.839>from 00:22:08.840 --> 00:22:10.870 align:start position:0% <00:22:08.840>it? <00:22:08.947>Now, <00:22:09.055>so <00:22:09.163>let <00:22:09.270>me <00:22:09.378>tell <00:22:09.486>you <00:22:09.593>a <00:22:09.701>story <00:22:09.809>from <00:22:09.916>my <00:22:10.024>own <00:22:10.132>home <00:22:10.240>country. 00:22:10.870 --> 00:22:10.880 align:start position:0% <00:22:10.870>my <00:22:10.873>own <00:22:10.876>home <00:22:10.879>country. 00:22:10.880 --> 00:22:11.470 align:start position:0% <00:22:10.880>my <00:22:11.012>own <00:22:11.145>home <00:22:11.278>country. <00:22:11.411>Um 00:22:11.470 --> 00:22:11.480 align:start position:0% Um 00:22:11.480 --> 00:22:12.830 align:start position:0% <00:22:11.480>Um <00:22:12.087>in <00:22:12.695>Rotterdam, 00:22:12.830 --> 00:22:12.840 align:start position:0% <00:22:12.830>in <00:22:12.839>Rotterdam, 00:22:12.840 --> 00:22:15.670 align:start position:0% <00:22:12.840>in <00:22:12.980>Rotterdam, <00:22:13.120>uh <00:22:13.260>they <00:22:13.399>wanted <00:22:13.540>to <00:22:13.679>build <00:22:13.820>a <00:22:13.959>an <00:22:14.100>AI <00:22:14.240>system 00:22:15.670 --> 00:22:15.680 align:start position:0% <00:22:15.670>uh <00:22:15.671>they <00:22:15.672>wanted <00:22:15.673>to <00:22:15.674>build <00:22:15.675>a <00:22:15.676>an <00:22:15.677>AI <00:22:15.679>system 00:22:15.680 --> 00:22:18.430 align:start position:0% <00:22:15.680>uh <00:22:15.780>they <00:22:15.880>wanted <00:22:15.980>to <00:22:16.080>build <00:22:16.180>a <00:22:16.280>an <00:22:16.380>AI <00:22:16.480>system <00:22:16.580>to <00:22:16.680>battle <00:22:16.780>welfare <00:22:16.880>fraud. <00:22:16.980>But, <00:22:17.080>they 00:22:18.430 --> 00:22:18.440 align:start position:0% <00:22:18.430>to <00:22:18.431>battle <00:22:18.433>welfare <00:22:18.435>fraud. <00:22:18.437>But, <00:22:18.439>they 00:22:18.440 --> 00:22:20.030 align:start position:0% <00:22:18.440>to <00:22:18.556>battle <00:22:18.673>welfare <00:22:18.790>fraud. <00:22:18.906>But, <00:22:19.023>they <00:22:19.140>wanted <00:22:19.256>to <00:22:19.373>make <00:22:19.490>sure <00:22:19.606>that <00:22:19.723>there's <00:22:19.840>no 00:22:20.030 --> 00:22:20.040 align:start position:0% <00:22:20.030>wanted <00:22:20.031>to <00:22:20.033>make <00:22:20.034>sure <00:22:20.036>that <00:22:20.037>there's <00:22:20.039>no 00:22:20.040 --> 00:22:21.470 align:start position:0% <00:22:20.040>wanted <00:22:20.168>to <00:22:20.297>make <00:22:20.426>sure <00:22:20.554>that <00:22:20.683>there's <00:22:20.812>no <00:22:20.940>discrimination <00:22:21.069>with <00:22:21.198>respect <00:22:21.327>to 00:22:21.470 --> 00:22:21.480 align:start position:0% <00:22:21.470>discrimination <00:22:21.473>with <00:22:21.476>respect <00:22:21.479>to 00:22:21.480 --> 00:22:23.430 align:start position:0% <00:22:21.480>discrimination <00:22:21.680>with <00:22:21.880>respect <00:22:22.080>to <00:22:22.280>immigration <00:22:22.480>status <00:22:22.680>in <00:22:22.880>there. 00:22:23.430 --> 00:22:23.440 align:start position:0% <00:22:23.430>immigration <00:22:23.433>status <00:22:23.436>in <00:22:23.439>there. 00:22:23.440 --> 00:22:25.430 align:start position:0% <00:22:23.440>immigration <00:22:23.580>status <00:22:23.720>in <00:22:23.860>there. <00:22:24.000>Yeah, <00:22:24.140>so <00:22:24.280>make <00:22:24.420>sure <00:22:24.560>that <00:22:24.700>we <00:22:24.840>removed 00:22:25.430 --> 00:22:25.440 align:start position:0% <00:22:25.430>Yeah, <00:22:25.431>so <00:22:25.433>make <00:22:25.434>sure <00:22:25.436>that <00:22:25.437>we <00:22:25.439>removed 00:22:25.440 --> 00:22:27.670 align:start position:0% <00:22:25.440>Yeah, <00:22:25.547>so <00:22:25.655>make <00:22:25.763>sure <00:22:25.870>that <00:22:25.978>we <00:22:26.086>removed <00:22:26.193>everything <00:22:26.301>like <00:22:26.409>that <00:22:26.516>from <00:22:26.624>the <00:22:26.732>input <00:22:26.840>set. 00:22:27.670 --> 00:22:27.680 align:start position:0% <00:22:27.670>everything <00:22:27.671>like <00:22:27.673>that <00:22:27.674>from <00:22:27.676>the <00:22:27.677>input <00:22:27.679>set. 00:22:27.680 --> 00:22:28.070 align:start position:0% <00:22:27.680>everything <00:22:27.723>like <00:22:27.767>that <00:22:27.811>from <00:22:27.855>the <00:22:27.899>input <00:22:27.943>set. <00:22:27.987>>> <00:22:28.031>Mhm. 00:22:28.070 --> 00:22:28.080 align:start position:0% <00:22:28.070>>> <00:22:28.079>Mhm. 00:22:28.080 --> 00:22:30.110 align:start position:0% <00:22:28.080>>> <00:22:28.220>Mhm. <00:22:28.360>>> <00:22:28.500>They <00:22:28.639>left <00:22:28.780>one <00:22:28.919>question <00:22:29.060>in <00:22:29.199>this, <00:22:29.340>how <00:22:29.480>good 00:22:30.110 --> 00:22:30.120 align:start position:0% <00:22:30.110>>> <00:22:30.111>They <00:22:30.112>left <00:22:30.113>one <00:22:30.114>question <00:22:30.115>in <00:22:30.116>this, <00:22:30.117>how <00:22:30.119>good 00:22:30.120 --> 00:22:32.830 align:start position:0% <00:22:30.120>>> <00:22:30.227>They <00:22:30.335>left <00:22:30.443>one <00:22:30.550>question <00:22:30.658>in <00:22:30.766>this, <00:22:30.873>how <00:22:30.981>good <00:22:31.089>is <00:22:31.196>this <00:22:31.304>person <00:22:31.412>speak <00:22:31.520>Dutch? 00:22:32.830 --> 00:22:32.840 align:start position:0% <00:22:32.830>is <00:22:32.832>this <00:22:32.834>person <00:22:32.836>speak <00:22:32.839>Dutch? 00:22:32.840 --> 00:22:34.710 align:start position:0% <00:22:32.840>is <00:22:32.967>this <00:22:33.094>person <00:22:33.221>speak <00:22:33.349>Dutch? <00:22:33.476>Yeah, <00:22:33.603>which <00:22:33.730>is <00:22:33.858>by <00:22:33.985>one <00:22:34.112>level <00:22:34.240>of 00:22:34.710 --> 00:22:34.720 align:start position:0% <00:22:34.710>Yeah, <00:22:34.711>which <00:22:34.713>is <00:22:34.714>by <00:22:34.716>one <00:22:34.717>level <00:22:34.719>of 00:22:34.720 --> 00:22:36.350 align:start position:0% <00:22:34.720>Yeah, <00:22:34.860>which <00:22:35.000>is <00:22:35.140>by <00:22:35.280>one <00:22:35.420>level <00:22:35.560>of <00:22:35.700>interaction. <00:22:35.840>It <00:22:35.980>basically <00:22:36.120>indicates 00:22:36.350 --> 00:22:36.360 align:start position:0% <00:22:36.350>interaction. <00:22:36.352>It <00:22:36.356>basically <00:22:36.359>indicates 00:22:36.360 --> 00:22:38.230 align:start position:0% <00:22:36.360>interaction. <00:22:36.515>It <00:22:36.671>basically <00:22:36.826>indicates <00:22:36.982>whether <00:22:37.137>you're <00:22:37.293>an <00:22:37.448>immigrant <00:22:37.604>or <00:22:37.760>not. 00:22:38.230 --> 00:22:38.240 align:start position:0% <00:22:38.230>whether <00:22:38.231>you're <00:22:38.233>an <00:22:38.235>immigrant <00:22:38.237>or <00:22:38.239>not. 00:22:38.240 --> 00:22:40.030 align:start position:0% <00:22:38.240>whether <00:22:38.347>you're <00:22:38.455>an <00:22:38.563>immigrant <00:22:38.670>or <00:22:38.778>not. <00:22:38.886>Yeah, <00:22:38.993>and <00:22:39.101>so <00:22:39.209>it's <00:22:39.316>not <00:22:39.424>that <00:22:39.532>they <00:22:39.640>wanted 00:22:40.030 --> 00:22:40.040 align:start position:0% <00:22:40.030>Yeah, <00:22:40.031>and <00:22:40.032>so <00:22:40.033>it's <00:22:40.035>not <00:22:40.036>that <00:22:40.037>they <00:22:40.039>wanted 00:22:40.040 --> 00:22:42.270 align:start position:0% <00:22:40.040>Yeah, <00:22:40.139>and <00:22:40.240>so <00:22:40.340>it's <00:22:40.440>not <00:22:40.540>that <00:22:40.639>they <00:22:40.740>wanted <00:22:40.840>to <00:22:40.940>discriminate. <00:22:41.040>It's <00:22:41.139>just <00:22:41.240>that <00:22:41.340>this <00:22:41.440>was 00:22:42.270 --> 00:22:42.280 align:start position:0% <00:22:42.270>to <00:22:42.271>discriminate. <00:22:42.273>It's <00:22:42.274>just <00:22:42.276>that <00:22:42.277>this <00:22:42.279>was 00:22:42.280 --> 00:22:44.390 align:start position:0% <00:22:42.280>to <00:22:42.396>discriminate. <00:22:42.513>It's <00:22:42.629>just <00:22:42.746>that <00:22:42.863>this <00:22:42.980>was <00:22:43.096>sitting <00:22:43.213>in <00:22:43.330>the <00:22:43.446>data <00:22:43.563>set <00:22:43.680>itself. 00:22:44.390 --> 00:22:44.400 align:start position:0% <00:22:44.390>sitting <00:22:44.391>in <00:22:44.393>the <00:22:44.395>data <00:22:44.397>set <00:22:44.399>itself. 00:22:44.400 --> 00:22:46.710 align:start position:0% <00:22:44.400>sitting <00:22:44.507>in <00:22:44.615>the <00:22:44.723>data <00:22:44.830>set <00:22:44.938>itself. <00:22:45.046>Yeah, <00:22:45.153>which <00:22:45.261>meant <00:22:45.369>in <00:22:45.476>the <00:22:45.584>end <00:22:45.692>that <00:22:45.800>way 00:22:46.710 --> 00:22:46.720 align:start position:0% <00:22:46.710>Yeah, <00:22:46.711>which <00:22:46.712>meant <00:22:46.713>in <00:22:46.715>the <00:22:46.716>end <00:22:46.717>that <00:22:46.719>way 00:22:46.720 --> 00:22:48.550 align:start position:0% <00:22:46.720>Yeah, <00:22:46.836>which <00:22:46.953>meant <00:22:47.070>in <00:22:47.186>the <00:22:47.303>end <00:22:47.420>that <00:22:47.536>way <00:22:47.653>more <00:22:47.770>immigrants <00:22:47.886>got <00:22:48.003>investigated <00:22:48.120>for 00:22:48.550 --> 00:22:48.560 align:start position:0% <00:22:48.550>more <00:22:48.552>immigrants <00:22:48.554>got <00:22:48.556>investigated <00:22:48.559>for 00:22:48.560 --> 00:22:50.870 align:start position:0% <00:22:48.560>more <00:22:48.700>immigrants <00:22:48.840>got <00:22:48.980>investigated <00:22:49.120>for <00:22:49.260>welfare <00:22:49.399>fraud <00:22:49.540>than <00:22:49.679>than <00:22:49.820>should <00:22:49.960>have. 00:22:50.870 --> 00:22:50.880 align:start position:0% <00:22:50.870>welfare <00:22:50.871>fraud <00:22:50.873>than <00:22:50.875>than <00:22:50.877>should <00:22:50.879>have. 00:22:50.880 --> 00:22:52.950 align:start position:0% <00:22:50.880>welfare <00:22:50.987>fraud <00:22:51.095>than <00:22:51.203>than <00:22:51.310>should <00:22:51.418>have. <00:22:51.526>Yeah. <00:22:51.633>And <00:22:51.741>and <00:22:51.849>they <00:22:51.956>didn't <00:22:52.064>turn <00:22:52.172>out. <00:22:52.280>I 00:22:52.950 --> 00:22:52.960 align:start position:0% <00:22:52.950>Yeah. <00:22:52.951>And <00:22:52.952>and <00:22:52.953>they <00:22:52.955>didn't <00:22:52.956>turn <00:22:52.957>out. <00:22:52.959>I 00:22:52.960 --> 00:22:54.670 align:start position:0% <00:22:52.960>Yeah. <00:22:53.060>And <00:22:53.160>and <00:22:53.260>they <00:22:53.360>didn't <00:22:53.460>turn <00:22:53.560>out. <00:22:53.660>I <00:22:53.760>mean, <00:22:53.860>there <00:22:53.960>was <00:22:54.060>no <00:22:54.160>balance <00:22:54.260>there. <00:22:54.360>They 00:22:54.670 --> 00:22:54.680 align:start position:0% <00:22:54.670>mean, <00:22:54.671>there <00:22:54.673>was <00:22:54.674>no <00:22:54.676>balance <00:22:54.677>there. <00:22:54.679>They 00:22:54.680 --> 00:22:56.470 align:start position:0% <00:22:54.680>mean, <00:22:54.796>there <00:22:54.913>was <00:22:55.030>no <00:22:55.146>balance <00:22:55.263>there. <00:22:55.380>They <00:22:55.496>were <00:22:55.613>investigated <00:22:55.730>even <00:22:55.846>though <00:22:55.963>there <00:22:56.080>was 00:22:56.470 --> 00:22:56.480 align:start position:0% <00:22:56.470>were <00:22:56.471>investigated <00:22:56.473>even <00:22:56.475>though <00:22:56.477>there <00:22:56.479>was 00:22:56.480 --> 00:22:58.270 align:start position:0% <00:22:56.480>were <00:22:56.620>investigated <00:22:56.760>even <00:22:56.900>though <00:22:57.040>there <00:22:57.180>was <00:22:57.320>no <00:22:57.460>reason <00:22:57.600>for <00:22:57.740>for <00:22:57.880>it. 00:22:58.270 --> 00:22:58.280 align:start position:0% <00:22:58.270>no <00:22:58.272>reason <00:22:58.274>for <00:22:58.276>for <00:22:58.279>it. 00:22:58.280 --> 00:22:58.990 align:start position:0% <00:22:58.280>no <00:22:58.386>reason <00:22:58.493>for <00:22:58.599>for <00:22:58.706>it. <00:22:58.812>>> <00:22:58.919>Mhm. 00:22:58.990 --> 00:22:59.000 align:start position:0% <00:22:58.990>>> <00:22:58.999>Mhm. 00:22:59.000 --> 00:23:00.110 align:start position:0% <00:22:59.000>>> <00:22:59.333>Mhm. <00:22:59.666>>> <00:22:59.998>So, 00:23:00.110 --> 00:23:00.120 align:start position:0% <00:23:00.110>>> <00:23:00.119>So, 00:23:00.120 --> 00:23:01.790 align:start position:0% <00:23:00.120>>> <00:23:00.320>So, <00:23:00.520>understanding <00:23:00.719>what's <00:23:00.919>the <00:23:01.120>data <00:23:01.320>that <00:23:01.520>comes 00:23:01.790 --> 00:23:01.800 align:start position:0% <00:23:01.790>understanding <00:23:01.791>what's <00:23:01.793>the <00:23:01.795>data <00:23:01.797>that <00:23:01.799>comes 00:23:01.800 --> 00:23:04.030 align:start position:0% <00:23:01.800>understanding <00:23:01.907>what's <00:23:02.015>the <00:23:02.123>data <00:23:02.230>that <00:23:02.338>comes <00:23:02.446>into <00:23:02.553>it. <00:23:02.661>Often <00:23:02.769>these <00:23:02.876>LLMs <00:23:02.984>are <00:23:03.092>a <00:23:03.200>black 00:23:04.030 --> 00:23:04.040 align:start position:0% <00:23:04.030>into <00:23:04.031>it. <00:23:04.032>Often <00:23:04.033>these <00:23:04.035>LLMs <00:23:04.036>are <00:23:04.037>a <00:23:04.039>black 00:23:04.040 --> 00:23:06.110 align:start position:0% <00:23:04.040>into <00:23:04.133>it. <00:23:04.226>Often <00:23:04.320>these <00:23:04.413>LLMs <00:23:04.506>are <00:23:04.600>a <00:23:04.693>black <00:23:04.786>box, <00:23:04.879>so <00:23:04.973>it's <00:23:05.066>very <00:23:05.159>hard <00:23:05.253>to <00:23:05.346>describe <00:23:05.440>why 00:23:06.110 --> 00:23:06.120 align:start position:0% <00:23:06.110>box, <00:23:06.111>so <00:23:06.112>it's <00:23:06.113>very <00:23:06.115>hard <00:23:06.116>to <00:23:06.117>describe <00:23:06.119>why 00:23:06.120 --> 00:23:08.950 align:start position:0% <00:23:06.120>box, <00:23:06.219>so <00:23:06.320>it's <00:23:06.419>very <00:23:06.520>hard <00:23:06.620>to <00:23:06.719>describe <00:23:06.820>why <00:23:06.919>did <00:23:07.020>it <00:23:07.120>make <00:23:07.219>this <00:23:07.320>decision? <00:23:07.419>So, <00:23:07.520>input 00:23:08.950 --> 00:23:08.960 align:start position:0% <00:23:08.950>did <00:23:08.951>it <00:23:08.953>make <00:23:08.954>this <00:23:08.956>decision? <00:23:08.957>So, <00:23:08.959>input 00:23:08.960 --> 00:23:10.590 align:start position:0% <00:23:08.960>did <00:23:09.115>it <00:23:09.271>make <00:23:09.426>this <00:23:09.582>decision? <00:23:09.737>So, <00:23:09.893>input <00:23:10.048>set, <00:23:10.204>output <00:23:10.360>set. 00:23:10.590 --> 00:23:10.600 align:start position:0% <00:23:10.590>set, <00:23:10.594>output <00:23:10.599>set. 00:23:10.600 --> 00:23:13.150 align:start position:0% <00:23:10.600>set, <00:23:10.755>output <00:23:10.911>set. <00:23:11.066>And <00:23:11.222>what <00:23:11.377>actions <00:23:11.533>in <00:23:11.688>case <00:23:11.844>of <00:23:12.000>agents. 00:23:13.150 --> 00:23:13.160 align:start position:0% <00:23:13.150>And <00:23:13.151>what <00:23:13.153>actions <00:23:13.154>in <00:23:13.156>case <00:23:13.157>of <00:23:13.159>agents. 00:23:13.160 --> 00:23:15.190 align:start position:0% <00:23:13.160>And <00:23:13.260>what <00:23:13.360>actions <00:23:13.460>in <00:23:13.560>case <00:23:13.660>of <00:23:13.760>agents. <00:23:13.860>Those <00:23:13.960>three <00:23:14.060>things <00:23:14.160>is <00:23:14.260>need <00:23:14.360>to <00:23:14.460>figure <00:23:14.560>out 00:23:15.190 --> 00:23:15.200 align:start position:0% <00:23:15.190>Those <00:23:15.191>three <00:23:15.192>things <00:23:15.193>is <00:23:15.195>need <00:23:15.196>to <00:23:15.197>figure <00:23:15.199>out 00:23:15.200 --> 00:23:17.350 align:start position:0% <00:23:15.200>Those <00:23:15.300>three <00:23:15.400>things <00:23:15.500>is <00:23:15.600>need <00:23:15.700>to <00:23:15.800>figure <00:23:15.900>out <00:23:16.000>what's <00:23:16.100>the <00:23:16.200>risk <00:23:16.300>associated. <00:23:16.400>Can <00:23:16.500>my <00:23:16.600>eyes 00:23:17.350 --> 00:23:17.360 align:start position:0% <00:23:17.350>what's <00:23:17.351>the <00:23:17.352>risk <00:23:17.354>associated. <00:23:17.356>Can <00:23:17.357>my <00:23:17.359>eyes 00:23:17.360 --> 00:23:19.510 align:start position:0% <00:23:17.360>what's <00:23:17.453>the <00:23:17.546>risk <00:23:17.639>associated. <00:23:17.733>Can <00:23:17.826>my <00:23:17.919>eyes <00:23:18.013>look <00:23:18.106>at <00:23:18.199>the <00:23:18.293>output <00:23:18.386>set? <00:23:18.479>Why <00:23:18.573>did <00:23:18.666>it <00:23:18.760>make 00:23:19.510 --> 00:23:19.520 align:start position:0% <00:23:19.510>look <00:23:19.511>at <00:23:19.512>the <00:23:19.513>output <00:23:19.514>set? <00:23:19.515>Why <00:23:19.516>did <00:23:19.517>it <00:23:19.519>make 00:23:19.520 --> 00:23:22.230 align:start position:0% <00:23:19.520>look <00:23:19.613>at <00:23:19.706>the <00:23:19.800>output <00:23:19.893>set? <00:23:19.986>Why <00:23:20.080>did <00:23:20.173>it <00:23:20.266>make <00:23:20.360>this <00:23:20.453>decision <00:23:20.546>based <00:23:20.639>on <00:23:20.733>the <00:23:20.826>input <00:23:20.920>set? 00:23:22.230 --> 00:23:22.240 align:start position:0% <00:23:22.230>this <00:23:22.231>decision <00:23:22.233>based <00:23:22.234>on <00:23:22.236>the <00:23:22.237>input <00:23:22.239>set? 00:23:22.240 --> 00:23:25.350 align:start position:0% <00:23:22.240>this <00:23:22.340>decision <00:23:22.440>based <00:23:22.540>on <00:23:22.640>the <00:23:22.740>input <00:23:22.840>set? <00:23:22.940>Yeah? <00:23:23.040>And <00:23:23.140>so, <00:23:23.240>those <00:23:23.340>are <00:23:23.440>kind <00:23:23.540>of <00:23:23.640>areas 00:23:25.350 --> 00:23:25.360 align:start position:0% <00:23:25.350>Yeah? <00:23:25.351>And <00:23:25.352>so, <00:23:25.353>those <00:23:25.355>are <00:23:25.356>kind <00:23:25.357>of <00:23:25.359>areas 00:23:25.360 --> 00:23:27.150 align:start position:0% <00:23:25.360>Yeah? <00:23:25.467>And <00:23:25.575>so, <00:23:25.683>those <00:23:25.790>are <00:23:25.898>kind <00:23:26.006>of <00:23:26.113>areas <00:23:26.221>where <00:23:26.329>you <00:23:26.436>need <00:23:26.544>to <00:23:26.652>figure <00:23:26.760>out. 00:23:27.150 --> 00:23:27.160 align:start position:0% <00:23:27.150>where <00:23:27.151>you <00:23:27.153>need <00:23:27.155>to <00:23:27.157>figure <00:23:27.159>out. 00:23:27.160 --> 00:23:27.950 align:start position:0% <00:23:27.160>where <00:23:27.278>you <00:23:27.397>need <00:23:27.515>to <00:23:27.634>figure <00:23:27.752>out. <00:23:27.871>Um 00:23:27.950 --> 00:23:27.960 align:start position:0% Um 00:23:27.960 --> 00:23:30.510 align:start position:0% <00:23:27.960>Um <00:23:28.115>Well, <00:23:28.271>and <00:23:28.426>a <00:23:28.582>lot <00:23:28.737>of <00:23:28.893>I've <00:23:29.048>spent <00:23:29.204>quite <00:23:29.360>a 00:23:30.510 --> 00:23:30.520 align:start position:0% <00:23:30.510>Well, <00:23:30.511>and <00:23:30.512>a <00:23:30.513>lot <00:23:30.514>of <00:23:30.515>I've <00:23:30.516>spent <00:23:30.517>quite <00:23:30.519>a 00:23:30.520 --> 00:23:33.430 align:start position:0% <00:23:30.520>Well, <00:23:30.613>and <00:23:30.706>a <00:23:30.800>lot <00:23:30.893>of <00:23:30.986>I've <00:23:31.080>spent <00:23:31.173>quite <00:23:31.266>a <00:23:31.360>bit <00:23:31.453>of <00:23:31.546>time <00:23:31.639>recently <00:23:31.733>in <00:23:31.826>in <00:23:31.920>Africa. 00:23:33.430 --> 00:23:33.440 align:start position:0% <00:23:33.430>bit <00:23:33.431>of <00:23:33.433>time <00:23:33.434>recently <00:23:33.436>in <00:23:33.437>in <00:23:33.439>Africa. 00:23:33.440 --> 00:23:35.710 align:start position:0% <00:23:33.440>bit <00:23:33.533>of <00:23:33.626>time <00:23:33.720>recently <00:23:33.813>in <00:23:33.906>in <00:23:34.000>Africa. <00:23:34.093>And <00:23:34.186>so, <00:23:34.280>one <00:23:34.373>of <00:23:34.466>these <00:23:34.560>and <00:23:34.653>this <00:23:34.746>is <00:23:34.840>also 00:23:35.710 --> 00:23:35.720 align:start position:0% <00:23:35.710>And <00:23:35.711>so, <00:23:35.712>one <00:23:35.713>of <00:23:35.714>these <00:23:35.715>and <00:23:35.716>this <00:23:35.717>is <00:23:35.719>also 00:23:35.720 --> 00:23:38.630 align:start position:0% <00:23:35.720>And <00:23:35.802>so, <00:23:35.884>one <00:23:35.967>of <00:23:36.049>these <00:23:36.131>and <00:23:36.214>this <00:23:36.296>is <00:23:36.378>also <00:23:36.461>part <00:23:36.543>of <00:23:36.625>my <00:23:36.708>CTO <00:23:36.790>fellowship <00:23:36.872>is <00:23:36.955>a <00:23:37.037>a <00:23:37.120>company 00:23:38.630 --> 00:23:38.640 align:start position:0% <00:23:38.630>part <00:23:38.631>of <00:23:38.632>my <00:23:38.633>CTO <00:23:38.634>fellowship <00:23:38.635>is <00:23:38.636>a <00:23:38.637>a <00:23:38.639>company 00:23:38.640 --> 00:23:40.310 align:start position:0% <00:23:38.640>part <00:23:38.747>of <00:23:38.855>my <00:23:38.963>CTO <00:23:39.070>fellowship <00:23:39.178>is <00:23:39.286>a <00:23:39.393>a <00:23:39.501>company <00:23:39.609>called <00:23:39.716>Jacaranda <00:23:39.824>Health. <00:23:39.932>And <00:23:40.040>so, 00:23:40.310 --> 00:23:40.320 align:start position:0% <00:23:40.310>called <00:23:40.312>Jacaranda <00:23:40.314>Health. <00:23:40.316>And <00:23:40.319>so, 00:23:40.320 --> 00:23:41.910 align:start position:0% <00:23:40.320>called <00:23:40.447>Jacaranda <00:23:40.574>Health. <00:23:40.701>And <00:23:40.829>so, <00:23:40.956>basically <00:23:41.083>they <00:23:41.210>have <00:23:41.338>a <00:23:41.465>health <00:23:41.592>care <00:23:41.720>system 00:23:41.910 --> 00:23:41.920 align:start position:0% <00:23:41.910>basically <00:23:41.911>they <00:23:41.913>have <00:23:41.914>a <00:23:41.916>health <00:23:41.917>care <00:23:41.919>system 00:23:41.920 --> 00:23:44.030 align:start position:0% <00:23:41.920>basically <00:23:42.036>they <00:23:42.153>have <00:23:42.270>a <00:23:42.386>health <00:23:42.503>care <00:23:42.620>system <00:23:42.736>for <00:23:42.853>expecting <00:23:42.970>mothers <00:23:43.086>and <00:23:43.203>mothers <00:23:43.320>that 00:23:44.030 --> 00:23:44.040 align:start position:0% <00:23:44.030>for <00:23:44.031>expecting <00:23:44.033>mothers <00:23:44.035>and <00:23:44.037>mothers <00:23:44.039>that 00:23:44.040 --> 00:23:45.790 align:start position:0% <00:23:44.040>for <00:23:44.195>expecting <00:23:44.351>mothers <00:23:44.506>and <00:23:44.662>mothers <00:23:44.817>that <00:23:44.973>have <00:23:45.128>just <00:23:45.284>given <00:23:45.440>birth. 00:23:45.790 --> 00:23:45.800 align:start position:0% <00:23:45.790>have <00:23:45.793>just <00:23:45.796>given <00:23:45.799>birth. 00:23:45.800 --> 00:23:48.110 align:start position:0% <00:23:45.800>have <00:23:45.940>just <00:23:46.080>given <00:23:46.220>birth. <00:23:46.360>It's <00:23:46.500>an <00:23:46.639>SMS-based <00:23:46.780>system, <00:23:46.919>by <00:23:47.060>the <00:23:47.200>way. 00:23:48.110 --> 00:23:48.120 align:start position:0% <00:23:48.110>It's <00:23:48.111>an <00:23:48.112>SMS-based <00:23:48.114>system, <00:23:48.116>by <00:23:48.117>the <00:23:48.119>way. 00:23:48.120 --> 00:23:51.630 align:start position:0% <00:23:48.120>It's <00:23:48.236>an <00:23:48.353>SMS-based <00:23:48.469>system, <00:23:48.586>by <00:23:48.703>the <00:23:48.820>way. <00:23:48.936>Lowest <00:23:49.053>cost, <00:23:49.169>yeah, <00:23:49.286>possible. <00:23:49.403>So, <00:23:49.520>an 00:23:51.630 --> 00:23:51.640 align:start position:0% <00:23:51.630>Lowest <00:23:51.631>cost, <00:23:51.633>yeah, <00:23:51.635>possible. <00:23:51.637>So, <00:23:51.639>an 00:23:51.640 --> 00:23:53.070 align:start position:0% <00:23:51.640>Lowest <00:23:51.747>cost, <00:23:51.854>yeah, <00:23:51.961>possible. <00:23:52.069>So, <00:23:52.176>an <00:23:52.283>expecting <00:23:52.390>mother <00:23:52.498>if <00:23:52.605>she <00:23:52.712>has <00:23:52.819>some <00:23:52.927>health 00:23:53.070 --> 00:23:53.080 align:start position:0% <00:23:53.070>expecting <00:23:53.071>mother <00:23:53.072>if <00:23:53.074>she <00:23:53.076>has <00:23:53.077>some <00:23:53.079>health 00:23:53.080 --> 00:23:55.870 align:start position:0% <00:23:53.080>expecting <00:23:53.179>mother <00:23:53.280>if <00:23:53.379>she <00:23:53.480>has <00:23:53.580>some <00:23:53.679>health <00:23:53.780>care <00:23:53.879>questions, <00:23:53.980>she <00:23:54.080>can <00:23:54.179>send <00:23:54.280>an <00:23:54.379>SMS <00:23:54.480>to 00:23:55.870 --> 00:23:55.880 align:start position:0% <00:23:55.870>care <00:23:55.871>questions, <00:23:55.872>she <00:23:55.873>can <00:23:55.875>send <00:23:55.876>an <00:23:55.877>SMS <00:23:55.879>to 00:23:55.880 --> 00:23:59.190 align:start position:0% <00:23:55.880>care <00:23:55.980>questions, <00:23:56.080>she <00:23:56.180>can <00:23:56.280>send <00:23:56.380>an <00:23:56.480>SMS <00:23:56.580>to <00:23:56.680>the <00:23:56.780>system. <00:23:56.880>If <00:23:56.980>there <00:23:57.080>are <00:23:57.180>no <00:23:57.280>critical 00:23:59.190 --> 00:23:59.200 align:start position:0% <00:23:59.190>the <00:23:59.191>system. <00:23:59.193>If <00:23:59.194>there <00:23:59.196>are <00:23:59.197>no <00:23:59.199>critical 00:23:59.200 --> 00:24:02.310 align:start position:0% <00:23:59.200>the <00:23:59.300>system. <00:23:59.400>If <00:23:59.500>there <00:23:59.600>are <00:23:59.700>no <00:23:59.800>critical <00:23:59.900>sort <00:24:00.000>of <00:24:00.100>keywords <00:24:00.200>in <00:24:00.300>that, <00:24:00.400>it <00:24:00.500>will <00:24:00.600>have 00:24:02.310 --> 00:24:02.320 align:start position:0% <00:24:02.310>sort <00:24:02.311>of <00:24:02.312>keywords <00:24:02.313>in <00:24:02.315>that, <00:24:02.316>it <00:24:02.317>will <00:24:02.319>have 00:24:02.320 --> 00:24:03.550 align:start position:0% <00:24:02.320>sort <00:24:02.412>of <00:24:02.504>keywords <00:24:02.596>in <00:24:02.688>that, <00:24:02.781>it <00:24:02.873>will <00:24:02.965>have <00:24:03.058>an <00:24:03.150>automated <00:24:03.242>system <00:24:03.334>answer <00:24:03.427>these 00:24:03.550 --> 00:24:03.560 align:start position:0% <00:24:03.550>an <00:24:03.552>automated <00:24:03.554>system <00:24:03.556>answer <00:24:03.559>these 00:24:03.560 --> 00:24:04.710 align:start position:0% <00:24:03.560>an <00:24:03.767>automated <00:24:03.974>system <00:24:04.181>answer <00:24:04.388>these <00:24:04.595>questions. 00:24:04.710 --> 00:24:04.720 align:start position:0% questions. 00:24:04.720 --> 00:24:07.630 align:start position:0% <00:24:04.720>questions. <00:24:04.895>If <00:24:05.070>it <00:24:05.245>has <00:24:05.420>high-risk <00:24:05.595>keywords <00:24:05.770>in <00:24:05.945>it, <00:24:06.120>it 00:24:07.630 --> 00:24:07.640 align:start position:0% <00:24:07.630>If <00:24:07.631>it <00:24:07.632>has <00:24:07.633>high-risk <00:24:07.635>keywords <00:24:07.636>in <00:24:07.637>it, <00:24:07.639>it 00:24:07.640 --> 00:24:09.990 align:start position:0% <00:24:07.640>If <00:24:07.747>it <00:24:07.855>has <00:24:07.963>high-risk <00:24:08.070>keywords <00:24:08.178>in <00:24:08.286>it, <00:24:08.393>it <00:24:08.501>gets <00:24:08.609>immediately <00:24:08.716>pointed <00:24:08.824>to <00:24:08.932>a <00:24:09.040>doctor. 00:24:09.990 --> 00:24:10.000 align:start position:0% <00:24:09.990>gets <00:24:09.991>immediately <00:24:09.993>pointed <00:24:09.995>to <00:24:09.997>a <00:24:09.999>doctor. 00:24:10.000 --> 00:24:11.830 align:start position:0% <00:24:10.000>gets <00:24:10.116>immediately <00:24:10.233>pointed <00:24:10.350>to <00:24:10.466>a <00:24:10.583>doctor. <00:24:10.700>So, <00:24:10.816>bleeding, <00:24:10.933>things <00:24:11.050>like <00:24:11.166>that. <00:24:11.283>I <00:24:11.400>mean, 00:24:11.830 --> 00:24:11.840 align:start position:0% <00:24:11.830>So, <00:24:11.831>bleeding, <00:24:11.832>things <00:24:11.834>like <00:24:11.836>that. <00:24:11.837>I <00:24:11.839>mean, 00:24:11.840 --> 00:24:13.870 align:start position:0% <00:24:11.840>So, <00:24:11.956>bleeding, <00:24:12.073>things <00:24:12.189>like <00:24:12.306>that. <00:24:12.423>I <00:24:12.540>mean, <00:24:12.656>you <00:24:12.773>can <00:24:12.889>imagine <00:24:13.006>how <00:24:13.123>that <00:24:13.240>works. 00:24:13.870 --> 00:24:13.880 align:start position:0% <00:24:13.870>you <00:24:13.871>can <00:24:13.873>imagine <00:24:13.875>how <00:24:13.877>that <00:24:13.879>works. 00:24:13.880 --> 00:24:15.990 align:start position:0% <00:24:13.880>you <00:24:13.996>can <00:24:14.113>imagine <00:24:14.230>how <00:24:14.346>that <00:24:14.463>works. <00:24:14.580>Most <00:24:14.696>importantly <00:24:14.813>in <00:24:14.930>that <00:24:15.046>system, <00:24:15.163>by <00:24:15.280>the 00:24:15.990 --> 00:24:16.000 align:start position:0% <00:24:15.990>Most <00:24:15.991>importantly <00:24:15.993>in <00:24:15.994>that <00:24:15.996>system, <00:24:15.997>by <00:24:15.999>the 00:24:16.000 --> 00:24:18.390 align:start position:0% <00:24:16.000>Most <00:24:16.093>importantly <00:24:16.186>in <00:24:16.280>that <00:24:16.373>system, <00:24:16.466>by <00:24:16.560>the <00:24:16.653>way, <00:24:16.746>is <00:24:16.840>that <00:24:16.933>it's <00:24:17.026>in <00:24:17.120>the <00:24:17.213>language <00:24:17.306>of <00:24:17.400>the 00:24:18.390 --> 00:24:18.400 align:start position:0% <00:24:18.390>way, <00:24:18.391>is <00:24:18.392>that <00:24:18.393>it's <00:24:18.394>in <00:24:18.395>the <00:24:18.396>language <00:24:18.397>of <00:24:18.399>the 00:24:18.400 --> 00:24:21.110 align:start position:0% <00:24:18.400>way, <00:24:18.493>is <00:24:18.586>that <00:24:18.680>it's <00:24:18.773>in <00:24:18.866>the <00:24:18.960>language <00:24:19.053>of <00:24:19.146>the <00:24:19.240>mother <00:24:19.333>itself. <00:24:19.426>Not <00:24:19.520>in <00:24:19.613>English, <00:24:19.706>not <00:24:19.800>even 00:24:21.110 --> 00:24:21.120 align:start position:0% <00:24:21.110>mother <00:24:21.111>itself. <00:24:21.112>Not <00:24:21.114>in <00:24:21.116>English, <00:24:21.117>not <00:24:21.119>even 00:24:21.120 --> 00:24:23.390 align:start position:0% <00:24:21.120>mother <00:24:21.227>itself. <00:24:21.335>Not <00:24:21.443>in <00:24:21.550>English, <00:24:21.658>not <00:24:21.766>even <00:24:21.873>in <00:24:21.981>the <00:24:22.089>official <00:24:22.196>language <00:24:22.304>in <00:24:22.412>Kenya, <00:24:22.520>but 00:24:23.390 --> 00:24:23.400 align:start position:0% <00:24:23.390>in <00:24:23.391>the <00:24:23.393>official <00:24:23.394>language <00:24:23.396>in <00:24:23.397>Kenya, <00:24:23.399>but 00:24:23.400 --> 00:24:25.190 align:start position:0% <00:24:23.400>in <00:24:23.516>the <00:24:23.633>official <00:24:23.750>language <00:24:23.866>in <00:24:23.983>Kenya, <00:24:24.100>but <00:24:24.216>the <00:24:24.333>local <00:24:24.450>language. <00:24:24.566>Why? <00:24:24.683>Because <00:24:24.800>that 00:24:25.190 --> 00:24:25.200 align:start position:0% <00:24:25.190>the <00:24:25.191>local <00:24:25.193>language. <00:24:25.195>Why? <00:24:25.197>Because <00:24:25.199>that 00:24:25.200 --> 00:24:27.350 align:start position:0% <00:24:25.200>the <00:24:25.400>local <00:24:25.600>language. <00:24:25.800>Why? <00:24:26.000>Because <00:24:26.200>that <00:24:26.400>generates <00:24:26.600>trust. 00:24:27.350 --> 00:24:27.360 align:start position:0% <00:24:27.350>generates <00:24:27.359>trust. 00:24:27.360 --> 00:24:29.710 align:start position:0% <00:24:27.360>generates <00:24:27.534>trust. <00:24:27.709>The <00:24:27.885>people <00:24:28.060>that <00:24:28.235>actually <00:24:28.409>use <00:24:28.584>our <00:24:28.760>AI 00:24:29.710 --> 00:24:29.720 align:start position:0% <00:24:29.710>The <00:24:29.711>people <00:24:29.713>that <00:24:29.714>actually <00:24:29.716>use <00:24:29.717>our <00:24:29.719>AI 00:24:29.720 --> 00:24:31.750 align:start position:0% <00:24:29.720>The <00:24:29.820>people <00:24:29.920>that <00:24:30.020>actually <00:24:30.120>use <00:24:30.220>our <00:24:30.320>AI <00:24:30.420>systems <00:24:30.520>need <00:24:30.620>to <00:24:30.720>be <00:24:30.820>able <00:24:30.920>to <00:24:31.020>trust <00:24:31.120>the 00:24:31.750 --> 00:24:31.760 align:start position:0% <00:24:31.750>systems <00:24:31.751>need <00:24:31.752>to <00:24:31.753>be <00:24:31.755>able <00:24:31.756>to <00:24:31.757>trust <00:24:31.759>the 00:24:31.760 --> 00:24:35.350 align:start position:0% <00:24:31.760>systems <00:24:31.853>need <00:24:31.946>to <00:24:32.040>be <00:24:32.133>able <00:24:32.226>to <00:24:32.320>trust <00:24:32.413>the <00:24:32.506>system. <00:24:32.600>And <00:24:32.693>trust, <00:24:32.786>you <00:24:32.879>know, <00:24:32.973>as <00:24:33.066>a <00:24:33.160>whole, 00:24:35.350 --> 00:24:35.360 align:start position:0% <00:24:35.350>system. <00:24:35.351>And <00:24:35.352>trust, <00:24:35.353>you <00:24:35.355>know, <00:24:35.356>as <00:24:35.357>a <00:24:35.359>whole, 00:24:35.360 --> 00:24:38.070 align:start position:0% <00:24:35.360>system. <00:24:35.467>And <00:24:35.575>trust, <00:24:35.683>you <00:24:35.790>know, <00:24:35.898>as <00:24:36.006>a <00:24:36.113>whole, <00:24:36.221>is <00:24:36.329>managing <00:24:36.436>risk <00:24:36.544>is <00:24:36.652>also <00:24:36.760>understanding 00:24:38.070 --> 00:24:38.080 align:start position:0% <00:24:38.070>is <00:24:38.071>managing <00:24:38.073>risk <00:24:38.075>is <00:24:38.077>also <00:24:38.079>understanding 00:24:38.080 --> 00:24:40.790 align:start position:0% <00:24:38.080>is <00:24:38.207>managing <00:24:38.334>risk <00:24:38.461>is <00:24:38.589>also <00:24:38.716>understanding <00:24:38.843>meeting <00:24:38.970>your <00:24:39.098>customers <00:24:39.225>where <00:24:39.352>they <00:24:39.480>are. 00:24:40.790 --> 00:24:40.800 align:start position:0% <00:24:40.790>meeting <00:24:40.791>your <00:24:40.793>customers <00:24:40.795>where <00:24:40.797>they <00:24:40.799>are. 00:24:40.800 --> 00:24:43.390 align:start position:0% <00:24:40.800>meeting <00:24:40.916>your <00:24:41.033>customers <00:24:41.149>where <00:24:41.266>they <00:24:41.383>are. <00:24:41.500>Yeah, <00:24:41.616>where <00:24:41.733>are <00:24:41.850>they? <00:24:41.966>And <00:24:42.083>I <00:24:42.200>think 00:24:43.390 --> 00:24:43.400 align:start position:0% <00:24:43.390>Yeah, <00:24:43.391>where <00:24:43.393>are <00:24:43.394>they? <00:24:43.396>And <00:24:43.397>I <00:24:43.399>think 00:24:43.400 --> 00:24:44.790 align:start position:0% <00:24:43.400>Yeah, <00:24:43.578>where <00:24:43.757>are <00:24:43.936>they? <00:24:44.114>And <00:24:44.293>I <00:24:44.472>think <00:24:44.651>um 00:24:44.790 --> 00:24:44.800 align:start position:0% um 00:24:44.800 --> 00:24:47.590 align:start position:0% <00:24:44.800>um <00:24:44.975>we <00:24:45.149>we <00:24:45.325>don't <00:24:45.500>put <00:24:45.675>enough <00:24:45.850>effort <00:24:46.024>into <00:24:46.200>and 00:24:47.590 --> 00:24:47.600 align:start position:0% <00:24:47.590>we <00:24:47.591>we <00:24:47.592>don't <00:24:47.593>put <00:24:47.595>enough <00:24:47.596>effort <00:24:47.597>into <00:24:47.599>and 00:24:47.600 --> 00:24:49.150 align:start position:0% <00:24:47.600>we <00:24:47.699>we <00:24:47.799>don't <00:24:47.898>put <00:24:47.998>enough <00:24:48.098>effort <00:24:48.197>into <00:24:48.297>and <00:24:48.397>this <00:24:48.496>is <00:24:48.596>one <00:24:48.696>of <00:24:48.795>my <00:24:48.895>predictions, <00:24:48.995>it's 00:24:49.150 --> 00:24:49.160 align:start position:0% <00:24:49.150>this <00:24:49.151>is <00:24:49.153>one <00:24:49.154>of <00:24:49.156>my <00:24:49.157>predictions, <00:24:49.159>it's 00:24:49.160 --> 00:24:52.150 align:start position:0% <00:24:49.160>this <00:24:49.287>is <00:24:49.414>one <00:24:49.541>of <00:24:49.669>my <00:24:49.796>predictions, <00:24:49.923>it's <00:24:50.050>about <00:24:50.178>culturally <00:24:50.305>aware <00:24:50.432>LLMs, <00:24:50.560>culturally 00:24:52.150 --> 00:24:52.160 align:start position:0% <00:24:52.150>about <00:24:52.152>culturally <00:24:52.154>aware <00:24:52.156>LLMs, <00:24:52.159>culturally 00:24:52.160 --> 00:24:54.270 align:start position:0% <00:24:52.160>about <00:24:52.300>culturally <00:24:52.440>aware <00:24:52.580>LLMs, <00:24:52.720>culturally <00:24:52.860>aware <00:24:53.000>systems. <00:24:53.140>Why? <00:24:53.280>Because <00:24:53.420>we <00:24:53.560>don't 00:24:54.270 --> 00:24:54.280 align:start position:0% <00:24:54.270>aware <00:24:54.271>systems. <00:24:54.273>Why? <00:24:54.275>Because <00:24:54.277>we <00:24:54.279>don't 00:24:54.280 --> 00:24:55.790 align:start position:0% <00:24:54.280>aware <00:24:54.384>systems. <00:24:54.489>Why? <00:24:54.593>Because <00:24:54.698>we <00:24:54.802>don't <00:24:54.907>want <00:24:55.011>the <00:24:55.116>whole <00:24:55.220>world <00:24:55.325>to <00:24:55.429>turn <00:24:55.534>into <00:24:55.639>the 00:24:55.790 --> 00:24:55.800 align:start position:0% <00:24:55.790>want <00:24:55.791>the <00:24:55.792>whole <00:24:55.793>world <00:24:55.795>to <00:24:55.796>turn <00:24:55.797>into <00:24:55.799>the 00:24:55.800 --> 00:24:57.310 align:start position:0% <00:24:55.800>want <00:24:55.969>the <00:24:56.139>whole <00:24:56.309>world <00:24:56.479>to <00:24:56.649>turn <00:24:56.819>into <00:24:56.989>the <00:24:57.158>US. 00:24:57.310 --> 00:24:57.320 align:start position:0% US. 00:24:57.320 --> 00:24:59.790 align:start position:0% <00:24:57.320>US. <00:24:57.553>Yeah, <00:24:57.786>because <00:24:58.020>American <00:24:58.253>I <00:24:58.486>mean, <00:24:58.720>the 00:24:59.790 --> 00:24:59.800 align:start position:0% <00:24:59.790>Yeah, <00:24:59.791>because <00:24:59.793>American <00:24:59.795>I <00:24:59.797>mean, <00:24:59.799>the 00:24:59.800 --> 00:25:01.710 align:start position:0% <00:24:59.800>Yeah, <00:24:59.927>because <00:25:00.054>American <00:25:00.181>I <00:25:00.309>mean, <00:25:00.436>the <00:25:00.563>Americans <00:25:00.690>are <00:25:00.818>really <00:25:00.945>good <00:25:01.072>in <00:25:01.200>investing 00:25:01.710 --> 00:25:01.720 align:start position:0% <00:25:01.710>Americans <00:25:01.711>are <00:25:01.713>really <00:25:01.715>good <00:25:01.717>in <00:25:01.719>investing 00:25:01.720 --> 00:25:04.790 align:start position:0% <00:25:01.720>Americans <00:25:01.820>are <00:25:01.920>really <00:25:02.020>good <00:25:02.120>in <00:25:02.220>investing <00:25:02.320>in <00:25:02.420>in <00:25:02.520>in <00:25:02.620>R&D, <00:25:02.720>and <00:25:02.820>that's <00:25:02.920>why <00:25:03.020>we <00:25:03.120>have 00:25:04.790 --> 00:25:04.800 align:start position:0% <00:25:04.790>in <00:25:04.791>in <00:25:04.792>in <00:25:04.793>R&D, <00:25:04.794>and <00:25:04.795>that's <00:25:04.796>why <00:25:04.797>we <00:25:04.799>have 00:25:04.800 --> 00:25:08.030 align:start position:0% <00:25:04.800>in <00:25:04.893>in <00:25:04.986>in <00:25:05.080>R&D, <00:25:05.173>and <00:25:05.266>that's <00:25:05.360>why <00:25:05.453>we <00:25:05.546>have <00:25:05.639>Open <00:25:05.733>AI, <00:25:05.826>and <00:25:05.919>that's <00:25:06.013>why <00:25:06.106>we <00:25:06.200>have 00:25:08.030 --> 00:25:08.040 align:start position:0% <00:25:08.030>Open <00:25:08.031>AI, <00:25:08.033>and <00:25:08.034>that's <00:25:08.036>why <00:25:08.037>we <00:25:08.039>have 00:25:08.040 --> 00:25:10.630 align:start position:0% <00:25:08.040>Open <00:25:08.156>AI, <00:25:08.273>and <00:25:08.389>that's <00:25:08.506>why <00:25:08.623>we <00:25:08.740>have <00:25:08.856>What's <00:25:08.973>it? <00:25:09.090>Anthropic? <00:25:09.206>But, <00:25:09.323>you <00:25:09.440>know, 00:25:10.630 --> 00:25:10.640 align:start position:0% <00:25:10.630>What's <00:25:10.631>it? <00:25:10.633>Anthropic? <00:25:10.635>But, <00:25:10.637>you <00:25:10.639>know, 00:25:10.640 --> 00:25:13.390 align:start position:0% <00:25:10.640>What's <00:25:10.795>it? <00:25:10.951>Anthropic? <00:25:11.106>But, <00:25:11.262>you <00:25:11.417>know, <00:25:11.573>Quint <00:25:11.728>or <00:25:11.884>Deep <00:25:12.040>Seek 00:25:13.390 --> 00:25:13.400 align:start position:0% <00:25:13.390>Quint <00:25:13.393>or <00:25:13.396>Deep <00:25:13.399>Seek 00:25:13.400 --> 00:25:14.910 align:start position:0% <00:25:13.400>Quint <00:25:13.523>or <00:25:13.647>Deep <00:25:13.770>Seek <00:25:13.894>I <00:25:14.017>mean, <00:25:14.141>what's <00:25:14.264>the <00:25:14.388>one <00:25:14.511>from <00:25:14.635>France? <00:25:14.759>Oh, 00:25:14.910 --> 00:25:14.920 align:start position:0% <00:25:14.910>I <00:25:14.911>mean, <00:25:14.912>what's <00:25:14.913>the <00:25:14.915>one <00:25:14.916>from <00:25:14.917>France? <00:25:14.919>Oh, 00:25:14.920 --> 00:25:18.390 align:start position:0% <00:25:14.920>I <00:25:15.020>mean, <00:25:15.120>what's <00:25:15.220>the <00:25:15.320>one <00:25:15.420>from <00:25:15.520>France? <00:25:15.620>Oh, <00:25:15.720>in <00:25:15.820>Switzerland, <00:25:15.920>they <00:25:16.020>just <00:25:16.120>released <00:25:16.220>a <00:25:16.320>new 00:25:18.390 --> 00:25:18.400 align:start position:0% <00:25:18.390>in <00:25:18.391>Switzerland, <00:25:18.393>they <00:25:18.394>just <00:25:18.396>released <00:25:18.397>a <00:25:18.399>new 00:25:18.400 --> 00:25:21.510 align:start position:0% <00:25:18.400>in <00:25:18.507>Switzerland, <00:25:18.615>they <00:25:18.723>just <00:25:18.830>released <00:25:18.938>a <00:25:19.046>new <00:25:19.153>apparatus. <00:25:19.261>A <00:25:19.369>new <00:25:19.476>LLM, <00:25:19.584>which <00:25:19.692>is <00:25:19.800>60% 00:25:21.510 --> 00:25:21.520 align:start position:0% <00:25:21.510>apparatus. <00:25:21.511>A <00:25:21.513>new <00:25:21.514>LLM, <00:25:21.516>which <00:25:21.517>is <00:25:21.519>60% 00:25:21.520 --> 00:25:24.710 align:start position:0% <00:25:21.520>apparatus. <00:25:21.636>A <00:25:21.753>new <00:25:21.870>LLM, <00:25:21.986>which <00:25:22.103>is <00:25:22.220>60% <00:25:22.336>English, <00:25:22.453>40% <00:25:22.570>on <00:25:22.686>1,000 <00:25:22.803>other <00:25:22.920>languages. 00:25:24.710 --> 00:25:24.720 align:start position:0% <00:25:24.710>English, <00:25:24.711>40% <00:25:24.713>on <00:25:24.715>1,000 <00:25:24.717>other <00:25:24.719>languages. 00:25:24.720 --> 00:25:27.630 align:start position:0% <00:25:24.720>English, <00:25:24.827>40% <00:25:24.935>on <00:25:25.043>1,000 <00:25:25.150>other <00:25:25.258>languages. <00:25:25.366>They <00:25:25.473>made <00:25:25.581>sure <00:25:25.689>to <00:25:25.796>be <00:25:25.904>compliant <00:25:26.012>with <00:25:26.120>the 00:25:27.630 --> 00:25:27.640 align:start position:0% <00:25:27.630>They <00:25:27.631>made <00:25:27.632>sure <00:25:27.633>to <00:25:27.635>be <00:25:27.636>compliant <00:25:27.637>with <00:25:27.639>the 00:25:27.640 --> 00:25:31.350 align:start position:0% <00:25:27.640>They <00:25:27.733>made <00:25:27.826>sure <00:25:27.920>to <00:25:28.013>be <00:25:28.106>compliant <00:25:28.200>with <00:25:28.293>the <00:25:28.386>European <00:25:28.480>AI <00:25:28.573>Act, <00:25:28.666>the <00:25:28.760>the <00:25:28.853>the <00:25:28.946>the <00:25:29.040>Swiss 00:25:31.350 --> 00:25:31.360 align:start position:0% <00:25:31.350>European <00:25:31.351>AI <00:25:31.352>Act, <00:25:31.353>the <00:25:31.355>the <00:25:31.356>the <00:25:31.357>the <00:25:31.359>Swiss 00:25:31.360 --> 00:25:33.470 align:start position:0% <00:25:31.360>European <00:25:31.459>AI <00:25:31.560>Act, <00:25:31.659>the <00:25:31.760>the <00:25:31.860>the <00:25:31.959>the <00:25:32.060>Swiss <00:25:32.159>copyright <00:25:32.260>act, <00:25:32.360>all <00:25:32.459>these <00:25:32.560>kind <00:25:32.659>of <00:25:32.760>things. 00:25:33.470 --> 00:25:33.480 align:start position:0% <00:25:33.470>copyright <00:25:33.471>act, <00:25:33.473>all <00:25:33.474>these <00:25:33.476>kind <00:25:33.477>of <00:25:33.479>things. 00:25:33.480 --> 00:25:36.630 align:start position:0% <00:25:33.480>copyright <00:25:33.580>act, <00:25:33.680>all <00:25:33.780>these <00:25:33.880>kind <00:25:33.980>of <00:25:34.080>things. <00:25:34.180>It's <00:25:34.280>basically <00:25:34.380>And <00:25:34.480>they <00:25:34.580>made <00:25:34.680>the <00:25:34.780>the <00:25:34.880>the 00:25:36.630 --> 00:25:36.640 align:start position:0% <00:25:36.630>It's <00:25:36.631>basically <00:25:36.632>And <00:25:36.633>they <00:25:36.635>made <00:25:36.636>the <00:25:36.637>the <00:25:36.639>the 00:25:36.640 --> 00:25:39.390 align:start position:0% <00:25:36.640>It's <00:25:36.756>basically <00:25:36.873>And <00:25:36.990>they <00:25:37.106>made <00:25:37.223>the <00:25:37.340>the <00:25:37.456>the <00:25:37.573>training <00:25:37.690>data <00:25:37.806>sets <00:25:37.923>open <00:25:38.040>source. 00:25:39.390 --> 00:25:39.400 align:start position:0% <00:25:39.390>training <00:25:39.392>data <00:25:39.394>sets <00:25:39.396>open <00:25:39.399>source. 00:25:39.400 --> 00:25:42.030 align:start position:0% <00:25:39.400>training <00:25:39.516>data <00:25:39.633>sets <00:25:39.750>open <00:25:39.866>source. <00:25:39.983>And <00:25:40.100>the <00:25:40.216>weights <00:25:40.333>of <00:25:40.450>the <00:25:40.566>LLM <00:25:40.683>system <00:25:40.800>open 00:25:42.030 --> 00:25:42.040 align:start position:0% <00:25:42.030>And <00:25:42.031>the <00:25:42.032>weights <00:25:42.033>of <00:25:42.035>the <00:25:42.036>LLM <00:25:42.037>system <00:25:42.039>open 00:25:42.040 --> 00:25:45.110 align:start position:0% <00:25:42.040>And <00:25:42.156>the <00:25:42.273>weights <00:25:42.389>of <00:25:42.506>the <00:25:42.623>LLM <00:25:42.740>system <00:25:42.856>open <00:25:42.973>source. <00:25:43.090>Yeah, <00:25:43.206>so <00:25:43.323>we <00:25:43.440>see 00:25:45.110 --> 00:25:45.120 align:start position:0% <00:25:45.110>source. <00:25:45.112>Yeah, <00:25:45.114>so <00:25:45.116>we <00:25:45.119>see 00:25:45.120 --> 00:25:47.150 align:start position:0% <00:25:45.120>source. <00:25:45.294>Yeah, <00:25:45.469>so <00:25:45.645>we <00:25:45.820>see <00:25:45.995>we <00:25:46.169>see <00:25:46.344>a <00:25:46.520>massive 00:25:47.150 --> 00:25:47.160 align:start position:0% <00:25:47.150>we <00:25:47.153>see <00:25:47.156>a <00:25:47.159>massive 00:25:47.160 --> 00:25:48.750 align:start position:0% <00:25:47.160>we <00:25:47.510>see <00:25:47.860>a <00:25:48.210>massive <00:25:48.560>addressing 00:25:48.750 --> 00:25:48.760 align:start position:0% addressing 00:25:48.760 --> 00:25:52.390 align:start position:0% <00:25:48.760>addressing <00:25:48.915>of <00:25:49.071>of <00:25:49.226>trust <00:25:49.382>concerns <00:25:49.537>in <00:25:49.693>in <00:25:49.848>all <00:25:50.004>of <00:25:50.160>this. 00:25:52.390 --> 00:25:52.400 align:start position:0% <00:25:52.390>of <00:25:52.391>of <00:25:52.392>trust <00:25:52.393>concerns <00:25:52.394>in <00:25:52.395>in <00:25:52.396>all <00:25:52.397>of <00:25:52.399>this. 00:25:52.400 --> 00:25:54.630 align:start position:0% <00:25:52.400>of <00:25:52.507>of <00:25:52.615>trust <00:25:52.723>concerns <00:25:52.830>in <00:25:52.938>in <00:25:53.046>all <00:25:53.153>of <00:25:53.261>this. <00:25:53.369>Can <00:25:53.476>you <00:25:53.584>trust <00:25:53.692>this <00:25:53.800>system? 00:25:54.630 --> 00:25:54.640 align:start position:0% <00:25:54.630>Can <00:25:54.632>you <00:25:54.634>trust <00:25:54.636>this <00:25:54.639>system? 00:25:54.640 --> 00:25:57.110 align:start position:0% <00:25:54.640>Can <00:25:54.756>you <00:25:54.873>trust <00:25:54.990>this <00:25:55.106>system? <00:25:55.223>Yeah, <00:25:55.340>this <00:25:55.456>is <00:25:55.573>a <00:25:55.690>system. <00:25:55.806>Yeah, <00:25:55.923>and <00:25:56.040>as 00:25:57.110 --> 00:25:57.120 align:start position:0% <00:25:57.110>Yeah, <00:25:57.111>this <00:25:57.112>is <00:25:57.113>a <00:25:57.115>system. <00:25:57.116>Yeah, <00:25:57.117>and <00:25:57.119>as 00:25:57.120 --> 00:26:00.030 align:start position:0% <00:25:57.120>Yeah, <00:25:57.219>this <00:25:57.320>is <00:25:57.419>a <00:25:57.520>system. <00:25:57.620>Yeah, <00:25:57.719>and <00:25:57.820>as <00:25:57.919>such, <00:25:58.020>culture <00:25:58.120>and <00:25:58.219>language <00:25:58.320>plays <00:25:58.419>a <00:25:58.520>very 00:26:00.030 --> 00:26:00.040 align:start position:0% <00:26:00.030>such, <00:26:00.031>culture <00:26:00.033>and <00:26:00.034>language <00:26:00.036>plays <00:26:00.037>a <00:26:00.039>very 00:26:00.040 --> 00:26:02.190 align:start position:0% <00:26:00.040>such, <00:26:00.156>culture <00:26:00.273>and <00:26:00.389>language <00:26:00.506>plays <00:26:00.623>a <00:26:00.740>very <00:26:00.856>important <00:26:00.973>role. <00:26:01.090>Because <00:26:01.206>it's <00:26:01.323>not <00:26:01.440>just 00:26:02.190 --> 00:26:02.200 align:start position:0% <00:26:02.190>important <00:26:02.191>role. <00:26:02.193>Because <00:26:02.195>it's <00:26:02.197>not <00:26:02.199>just 00:26:02.200 --> 00:26:03.870 align:start position:0% <00:26:02.200>important <00:26:02.375>role. <00:26:02.550>Because <00:26:02.725>it's <00:26:02.900>not <00:26:03.075>just <00:26:03.250>the <00:26:03.425>the <00:26:03.600>words. 00:26:03.870 --> 00:26:03.880 align:start position:0% <00:26:03.870>the <00:26:03.874>the <00:26:03.879>words. 00:26:03.880 --> 00:26:06.110 align:start position:0% <00:26:03.880>the <00:26:04.055>the <00:26:04.230>words. <00:26:04.405>Culture <00:26:04.580>is <00:26:04.755>embedded <00:26:04.930>in <00:26:05.105>your <00:26:05.280>language. 00:26:06.110 --> 00:26:06.120 align:start position:0% <00:26:06.110>Culture <00:26:06.111>is <00:26:06.113>embedded <00:26:06.115>in <00:26:06.117>your <00:26:06.119>language. 00:26:06.120 --> 00:26:08.590 align:start position:0% <00:26:06.120>Culture <00:26:06.294>is <00:26:06.469>embedded <00:26:06.645>in <00:26:06.820>your <00:26:06.995>language. <00:26:07.169>Yeah, <00:26:07.344>if <00:26:07.520>if 00:26:08.590 --> 00:26:08.600 align:start position:0% <00:26:08.590>Yeah, <00:26:08.594>if <00:26:08.599>if 00:26:08.600 --> 00:26:10.270 align:start position:0% <00:26:08.600>Yeah, <00:26:08.740>if <00:26:08.879>if <00:26:09.020>if <00:26:09.159>you <00:26:09.300>take <00:26:09.439>a <00:26:09.580>big <00:26:09.719>American <00:26:09.860>system, <00:26:10.000>they 00:26:10.270 --> 00:26:10.280 align:start position:0% <00:26:10.270>if <00:26:10.271>you <00:26:10.272>take <00:26:10.273>a <00:26:10.275>big <00:26:10.276>American <00:26:10.277>system, <00:26:10.279>they 00:26:10.280 --> 00:26:11.590 align:start position:0% <00:26:10.280>if <00:26:10.358>you <00:26:10.437>take <00:26:10.515>a <00:26:10.594>big <00:26:10.673>American <00:26:10.751>system, <00:26:10.830>they <00:26:10.908>say, <00:26:10.987>"Well, <00:26:11.066>what <00:26:11.144>should <00:26:11.223>I <00:26:11.301>be <00:26:11.380>doing <00:26:11.458>on 00:26:11.590 --> 00:26:11.600 align:start position:0% <00:26:11.590>say, <00:26:11.591>"Well, <00:26:11.592>what <00:26:11.593>should <00:26:11.595>I <00:26:11.596>be <00:26:11.597>doing <00:26:11.599>on 00:26:11.600 --> 00:26:13.110 align:start position:0% <00:26:11.600>say, <00:26:11.704>"Well, <00:26:11.809>what <00:26:11.913>should <00:26:12.018>I <00:26:12.122>be <00:26:12.227>doing <00:26:12.331>on <00:26:12.436>this <00:26:12.540>Friday <00:26:12.645>night?" <00:26:12.749>They'll <00:26:12.854>probably <00:26:12.958>uh 00:26:13.110 --> 00:26:13.120 align:start position:0% <00:26:13.110>this <00:26:13.111>Friday <00:26:13.113>night?" <00:26:13.115>They'll <00:26:13.117>probably <00:26:13.119>uh 00:26:13.120 --> 00:26:15.470 align:start position:0% <00:26:13.120>this <00:26:13.213>Friday <00:26:13.306>night?" <00:26:13.399>They'll <00:26:13.493>probably <00:26:13.586>uh <00:26:13.679>go <00:26:13.773>out <00:26:13.866>with <00:26:13.959>your <00:26:14.053>mates <00:26:14.146>to <00:26:14.239>a <00:26:14.333>a <00:26:14.426>movie <00:26:14.520>or 00:26:15.470 --> 00:26:15.480 align:start position:0% <00:26:15.470>go <00:26:15.471>out <00:26:15.472>with <00:26:15.473>your <00:26:15.474>mates <00:26:15.475>to <00:26:15.476>a <00:26:15.477>a <00:26:15.478>movie <00:26:15.479>or 00:26:15.480 --> 00:26:18.070 align:start position:0% <00:26:15.480>go <00:26:15.567>out <00:26:15.655>with <00:26:15.742>your <00:26:15.830>mates <00:26:15.917>to <00:26:16.005>a <00:26:16.092>a <00:26:16.180>movie <00:26:16.267>or <00:26:16.355>watch <00:26:16.442>the <00:26:16.530>football <00:26:16.617>and <00:26:16.705>have <00:26:16.792>a <00:26:16.880>beer. 00:26:18.070 --> 00:26:18.080 align:start position:0% <00:26:18.070>watch <00:26:18.071>the <00:26:18.072>football <00:26:18.074>and <00:26:18.076>have <00:26:18.077>a <00:26:18.079>beer. 00:26:18.080 --> 00:26:19.990 align:start position:0% <00:26:18.080>watch <00:26:18.179>the <00:26:18.280>football <00:26:18.379>and <00:26:18.480>have <00:26:18.580>a <00:26:18.679>beer. <00:26:18.780>Where <00:26:18.879>I <00:26:18.980>live <00:26:19.080>in <00:26:19.179>the <00:26:19.280>Middle <00:26:19.379>East, <00:26:19.480>that's 00:26:19.990 --> 00:26:20.000 align:start position:0% <00:26:19.990>Where <00:26:19.991>I <00:26:19.992>live <00:26:19.993>in <00:26:19.995>the <00:26:19.996>Middle <00:26:19.997>East, <00:26:19.999>that's 00:26:20.000 --> 00:26:22.110 align:start position:0% <00:26:20.000>Where <00:26:20.100>I <00:26:20.200>live <00:26:20.300>in <00:26:20.400>the <00:26:20.500>Middle <00:26:20.600>East, <00:26:20.700>that's <00:26:20.800>not <00:26:20.900>an <00:26:21.000>appropriate <00:26:21.100>answer, <00:26:21.200>by <00:26:21.300>the <00:26:21.400>way. 00:26:22.110 --> 00:26:22.120 align:start position:0% <00:26:22.110>not <00:26:22.111>an <00:26:22.112>appropriate <00:26:22.114>answer, <00:26:22.116>by <00:26:22.117>the <00:26:22.119>way. 00:26:22.120 --> 00:26:23.990 align:start position:0% <00:26:22.120>not <00:26:22.260>an <00:26:22.399>appropriate <00:26:22.540>answer, <00:26:22.679>by <00:26:22.820>the <00:26:22.959>way. <00:26:23.100>Yeah, <00:26:23.239>people <00:26:23.379>don't <00:26:23.520>drink. 00:26:23.990 --> 00:26:24.000 align:start position:0% <00:26:23.990>Yeah, <00:26:23.993>people <00:26:23.996>don't <00:26:23.999>drink. 00:26:24.000 --> 00:26:26.590 align:start position:0% <00:26:24.000>Yeah, <00:26:24.127>people <00:26:24.254>don't <00:26:24.381>drink. <00:26:24.509>Yeah, <00:26:24.636>and <00:26:24.763>a <00:26:24.890>system <00:26:25.018>a <00:26:25.145>system <00:26:25.272>like <00:26:25.400>Falcon, 00:26:26.590 --> 00:26:26.600 align:start position:0% <00:26:26.590>Yeah, <00:26:26.591>and <00:26:26.592>a <00:26:26.593>system <00:26:26.595>a <00:26:26.596>system <00:26:26.597>like <00:26:26.599>Falcon, 00:26:26.600 --> 00:26:28.950 align:start position:0% <00:26:26.600>Yeah, <00:26:26.687>and <00:26:26.774>a <00:26:26.862>system <00:26:26.949>a <00:26:27.037>system <00:26:27.125>like <00:26:27.212>Falcon, <00:26:27.300>who's <00:26:27.387>trained <00:26:27.475>in <00:26:27.562>the <00:26:27.649>UAE <00:26:27.737>in <00:26:27.824>in <00:26:27.912>Abu <00:26:28.000>Dhabi 00:26:28.950 --> 00:26:28.960 align:start position:0% <00:26:28.950>who's <00:26:28.951>trained <00:26:28.952>in <00:26:28.953>the <00:26:28.954>UAE <00:26:28.955>in <00:26:28.956>in <00:26:28.957>Abu <00:26:28.959>Dhabi 00:26:28.960 --> 00:26:30.910 align:start position:0% <00:26:28.960>who's <00:26:29.053>trained <00:26:29.146>in <00:26:29.240>the <00:26:29.333>UAE <00:26:29.426>in <00:26:29.520>in <00:26:29.613>Abu <00:26:29.706>Dhabi <00:26:29.800>in <00:26:29.893>the <00:26:29.986>research <00:26:30.080>center <00:26:30.173>there, <00:26:30.266>won't <00:26:30.360>give 00:26:30.910 --> 00:26:30.920 align:start position:0% <00:26:30.910>in <00:26:30.911>the <00:26:30.913>research <00:26:30.914>center <00:26:30.916>there, <00:26:30.917>won't <00:26:30.919>give 00:26:30.920 --> 00:26:32.230 align:start position:0% <00:26:30.920>in <00:26:31.051>the <00:26:31.182>research <00:26:31.313>center <00:26:31.444>there, <00:26:31.575>won't <00:26:31.706>give <00:26:31.837>you <00:26:31.968>that <00:26:32.099>answer. 00:26:32.230 --> 00:26:32.240 align:start position:0% <00:26:32.230>you <00:26:32.234>that <00:26:32.239>answer. 00:26:32.240 --> 00:26:34.630 align:start position:0% <00:26:32.240>you <00:26:32.415>that <00:26:32.590>answer. <00:26:32.765>Yeah, <00:26:32.940>so <00:26:33.115>we <00:26:33.290>have <00:26:33.465>to <00:26:33.640>understand 00:26:34.630 --> 00:26:34.640 align:start position:0% <00:26:34.630>Yeah, <00:26:34.631>so <00:26:34.633>we <00:26:34.635>have <00:26:34.637>to <00:26:34.639>understand 00:26:34.640 --> 00:26:36.510 align:start position:0% <00:26:34.640>Yeah, <00:26:34.747>so <00:26:34.855>we <00:26:34.963>have <00:26:35.070>to <00:26:35.178>understand <00:26:35.286>that <00:26:35.393>there <00:26:35.501>is <00:26:35.609>more <00:26:35.716>to <00:26:35.824>this <00:26:35.932>than <00:26:36.040>just 00:26:36.510 --> 00:26:36.520 align:start position:0% <00:26:36.510>that <00:26:36.511>there <00:26:36.512>is <00:26:36.513>more <00:26:36.515>to <00:26:36.516>this <00:26:36.517>than <00:26:36.519>just 00:26:36.520 --> 00:26:38.950 align:start position:0% <00:26:36.520>that <00:26:36.613>there <00:26:36.706>is <00:26:36.800>more <00:26:36.893>to <00:26:36.986>this <00:26:37.080>than <00:26:37.173>just <00:26:37.266>language. <00:26:37.360>And <00:26:37.453>we <00:26:37.546>need <00:26:37.639>to <00:26:37.733>And <00:26:37.826>that <00:26:37.920>is 00:26:38.950 --> 00:26:38.960 align:start position:0% <00:26:38.950>language. <00:26:38.951>And <00:26:38.952>we <00:26:38.953>need <00:26:38.955>to <00:26:38.956>And <00:26:38.957>that <00:26:38.959>is 00:26:38.960 --> 00:26:41.830 align:start position:0% <00:26:38.960>language. <00:26:39.076>And <00:26:39.193>we <00:26:39.310>need <00:26:39.426>to <00:26:39.543>And <00:26:39.660>that <00:26:39.776>is <00:26:39.893>part <00:26:40.010>of <00:26:40.126>the <00:26:40.243>risk <00:26:40.360>profile. 00:26:41.830 --> 00:26:41.840 align:start position:0% <00:26:41.830>part <00:26:41.832>of <00:26:41.834>the <00:26:41.836>risk <00:26:41.839>profile. 00:26:41.840 --> 00:26:43.070 align:start position:0% <00:26:41.840>part <00:26:42.024>of <00:26:42.208>the <00:26:42.393>risk <00:26:42.578>profile. <00:26:42.762>>> <00:26:42.947>But 00:26:43.070 --> 00:26:43.080 align:start position:0% <00:26:43.070>>> <00:26:43.079>But 00:26:43.080 --> 00:26:45.710 align:start position:0% <00:26:43.080>>> <00:26:43.254>But <00:26:43.429>now <00:26:43.605>we <00:26:43.780>are <00:26:43.955>like <00:26:44.129>discussing <00:26:44.304>also <00:26:44.480>like 00:26:45.710 --> 00:26:45.720 align:start position:0% <00:26:45.710>now <00:26:45.711>we <00:26:45.713>are <00:26:45.714>like <00:26:45.716>discussing <00:26:45.717>also <00:26:45.719>like 00:26:45.720 --> 00:26:47.270 align:start position:0% <00:26:45.720>now <00:26:45.827>we <00:26:45.934>are <00:26:46.041>like <00:26:46.149>discussing <00:26:46.256>also <00:26:46.363>like <00:26:46.471>what <00:26:46.578>about <00:26:46.685>Europe? <00:26:46.793>What <00:26:46.900>do <00:26:47.007>you <00:26:47.115>think 00:26:47.270 --> 00:26:47.280 align:start position:0% <00:26:47.270>what <00:26:47.271>about <00:26:47.273>Europe? <00:26:47.274>What <00:26:47.276>do <00:26:47.277>you <00:26:47.279>think 00:26:47.280 --> 00:26:49.550 align:start position:0% <00:26:47.280>what <00:26:47.379>about <00:26:47.480>Europe? <00:26:47.580>What <00:26:47.680>do <00:26:47.780>you <00:26:47.879>think <00:26:47.980>like <00:26:48.080>do <00:26:48.180>we <00:26:48.280>need <00:26:48.379>our <00:26:48.480>own <00:26:48.580>frontier <00:26:48.680>model? 00:26:49.550 --> 00:26:49.560 align:start position:0% <00:26:49.550>like <00:26:49.551>do <00:26:49.552>we <00:26:49.553>need <00:26:49.555>our <00:26:49.556>own <00:26:49.557>frontier <00:26:49.559>model? 00:26:49.560 --> 00:26:51.790 align:start position:0% <00:26:49.560>like <00:26:49.676>do <00:26:49.793>we <00:26:49.909>need <00:26:50.026>our <00:26:50.143>own <00:26:50.260>frontier <00:26:50.376>model? <00:26:50.493>And <00:26:50.610>And <00:26:50.726>can <00:26:50.843>Europe <00:26:50.960>do? 00:26:51.790 --> 00:26:51.800 align:start position:0% <00:26:51.790>And <00:26:51.792>And <00:26:51.794>can <00:26:51.796>Europe <00:26:51.799>do? 00:26:51.800 --> 00:26:54.030 align:start position:0% <00:26:51.800>And <00:26:51.955>And <00:26:52.111>can <00:26:52.266>Europe <00:26:52.422>do? <00:26:52.577>>> <00:26:52.733>Well, <00:26:52.888>first <00:26:53.044>of <00:26:53.200>all, 00:26:54.030 --> 00:26:54.040 align:start position:0% <00:26:54.030>>> <00:26:54.032>Well, <00:26:54.034>first <00:26:54.036>of <00:26:54.039>all, 00:26:54.040 --> 00:26:55.790 align:start position:0% <00:26:54.040>>> <00:26:54.147>Well, <00:26:54.255>first <00:26:54.363>of <00:26:54.470>all, <00:26:54.578>and <00:26:54.686>then <00:26:54.793>this <00:26:54.901>is <00:26:55.009>has <00:26:55.116>nothing <00:26:55.224>to <00:26:55.332>do <00:26:55.440>with 00:26:55.790 --> 00:26:55.800 align:start position:0% <00:26:55.790>and <00:26:55.791>then <00:26:55.792>this <00:26:55.793>is <00:26:55.794>has <00:26:55.795>nothing <00:26:55.796>to <00:26:55.797>do <00:26:55.799>with 00:26:55.800 --> 00:26:57.070 align:start position:0% <00:26:55.800>and <00:26:55.927>then <00:26:56.053>this <00:26:56.181>is <00:26:56.308>has <00:26:56.435>nothing <00:26:56.562>to <00:26:56.688>do <00:26:56.816>with <00:26:56.943>AI, 00:26:57.070 --> 00:26:57.080 align:start position:0% AI, 00:26:57.080 --> 00:27:00.070 align:start position:0% <00:26:57.080>AI, <00:26:57.254>is <00:26:57.429>the <00:26:57.605>amount <00:26:57.780>of <00:26:57.955>investment <00:26:58.129>in <00:26:58.304>R&D <00:26:58.480>in 00:27:00.070 --> 00:27:00.080 align:start position:0% <00:27:00.070>is <00:27:00.071>the <00:27:00.072>amount <00:27:00.073>of <00:27:00.075>investment <00:27:00.076>in <00:27:00.077>R&D <00:27:00.079>in 00:27:00.080 --> 00:27:01.950 align:start position:0% <00:27:00.080>is <00:27:00.220>the <00:27:00.360>amount <00:27:00.500>of <00:27:00.639>investment <00:27:00.780>in <00:27:00.919>R&D <00:27:01.060>in <00:27:01.199>the <00:27:01.340>US <00:27:01.480>is 00:27:01.950 --> 00:27:01.960 align:start position:0% <00:27:01.950>the <00:27:01.954>US <00:27:01.959>is 00:27:01.960 --> 00:27:03.190 align:start position:0% <00:27:01.960>the <00:27:02.236>US <00:27:02.513>is <00:27:02.790>10 <00:27:03.067>to 00:27:03.190 --> 00:27:03.200 align:start position:0% <00:27:03.190>10 <00:27:03.199>to 00:27:03.200 --> 00:27:04.710 align:start position:0% <00:27:03.200>10 <00:27:03.879>to <00:27:04.559>30-fold 00:27:04.710 --> 00:27:04.720 align:start position:0% 30-fold 00:27:04.720 --> 00:27:07.230 align:start position:0% <00:27:04.720>30-fold <00:27:05.000>what's <00:27:05.280>being <00:27:05.560>done <00:27:05.840>in <00:27:06.120>Europe. 00:27:07.230 --> 00:27:07.240 align:start position:0% <00:27:07.230>what's <00:27:07.232>being <00:27:07.234>done <00:27:07.236>in <00:27:07.239>Europe. 00:27:07.240 --> 00:27:08.790 align:start position:0% <00:27:07.240>what's <00:27:07.414>being <00:27:07.588>done <00:27:07.763>in <00:27:07.937>Europe. <00:27:08.111>Is <00:27:08.286>it <00:27:08.460>Is <00:27:08.635>it 00:27:08.790 --> 00:27:08.800 align:start position:0% <00:27:08.790>Is <00:27:08.793>it <00:27:08.796>Is <00:27:08.799>it 00:27:08.800 --> 00:27:11.230 align:start position:0% <00:27:08.800>Is <00:27:08.955>it <00:27:09.111>Is <00:27:09.266>it <00:27:09.422>strange <00:27:09.577>that <00:27:09.733>Europe <00:27:09.888>is <00:27:10.044>somewhat <00:27:10.200>behind 00:27:11.230 --> 00:27:11.240 align:start position:0% <00:27:11.230>strange <00:27:11.231>that <00:27:11.233>Europe <00:27:11.235>is <00:27:11.237>somewhat <00:27:11.239>behind 00:27:11.240 --> 00:27:13.030 align:start position:0% <00:27:11.240>strange <00:27:11.333>that <00:27:11.426>Europe <00:27:11.520>is <00:27:11.613>somewhat <00:27:11.706>behind <00:27:11.800>in <00:27:11.893>terms <00:27:11.986>of <00:27:12.080>I <00:27:12.173>mean, <00:27:12.266>do <00:27:12.360>we <00:27:12.453>have <00:27:12.546>Do <00:27:12.640>we 00:27:13.030 --> 00:27:13.040 align:start position:0% <00:27:13.030>in <00:27:13.031>terms <00:27:13.032>of <00:27:13.033>I <00:27:13.033>mean, <00:27:13.034>do <00:27:13.036>we <00:27:13.037>have <00:27:13.038>Do <00:27:13.039>we 00:27:13.040 --> 00:27:14.670 align:start position:0% <00:27:13.040>in <00:27:13.127>terms <00:27:13.215>of <00:27:13.302>I <00:27:13.389>mean, <00:27:13.477>do <00:27:13.565>we <00:27:13.652>have <00:27:13.740>Do <00:27:13.827>we <00:27:13.915>have <00:27:14.002>successes? <00:27:14.090>Yeah, <00:27:14.177>of <00:27:14.264>course. <00:27:14.352>We <00:27:14.440>have 00:27:14.670 --> 00:27:14.680 align:start position:0% <00:27:14.670>have <00:27:14.671>successes? <00:27:14.673>Yeah, <00:27:14.674>of <00:27:14.676>course. <00:27:14.677>We <00:27:14.679>have 00:27:14.680 --> 00:27:16.310 align:start position:0% <00:27:14.680>have <00:27:14.835>successes? <00:27:14.991>Yeah, <00:27:15.146>of <00:27:15.302>course. <00:27:15.457>We <00:27:15.613>have <00:27:15.768>Stripe, <00:27:15.924>we <00:27:16.080>have 00:27:16.310 --> 00:27:16.320 align:start position:0% <00:27:16.310>Stripe, <00:27:16.314>we <00:27:16.319>have 00:27:16.320 --> 00:27:18.390 align:start position:0% <00:27:16.320>Stripe, <00:27:16.553>we <00:27:16.786>have <00:27:17.020>Skype <00:27:17.253>in <00:27:17.486>the <00:27:17.720>past. 00:27:18.390 --> 00:27:18.400 align:start position:0% <00:27:18.390>Skype <00:27:18.393>in <00:27:18.396>the <00:27:18.399>past. 00:27:18.400 --> 00:27:20.510 align:start position:0% <00:27:18.400>Skype <00:27:18.540>in <00:27:18.680>the <00:27:18.820>past. <00:27:18.960>You <00:27:19.100>know, <00:27:19.240>there's <00:27:19.380>there's <00:27:19.520>tons <00:27:19.660>of <00:27:19.800>good 00:27:20.510 --> 00:27:20.520 align:start position:0% <00:27:20.510>You <00:27:20.511>know, <00:27:20.513>there's <00:27:20.514>there's <00:27:20.516>tons <00:27:20.517>of <00:27:20.519>good 00:27:20.520 --> 00:27:22.430 align:start position:0% <00:27:20.520>You <00:27:20.620>know, <00:27:20.720>there's <00:27:20.820>there's <00:27:20.920>tons <00:27:21.020>of <00:27:21.120>good <00:27:21.220>successes, <00:27:21.320>but <00:27:21.420>not <00:27:21.520>as <00:27:21.620>broad <00:27:21.720>as <00:27:21.820>that <00:27:21.920>the 00:27:22.430 --> 00:27:22.440 align:start position:0% <00:27:22.430>successes, <00:27:22.431>but <00:27:22.432>not <00:27:22.433>as <00:27:22.435>broad <00:27:22.436>as <00:27:22.437>that <00:27:22.439>the 00:27:22.440 --> 00:27:25.590 align:start position:0% <00:27:22.440>successes, <00:27:22.540>but <00:27:22.640>not <00:27:22.740>as <00:27:22.840>broad <00:27:22.940>as <00:27:23.040>that <00:27:23.140>the <00:27:23.240>US <00:27:23.340>is <00:27:23.440>because <00:27:23.540>the <00:27:23.640>investment, <00:27:23.740>not <00:27:23.840>only 00:27:25.590 --> 00:27:25.600 align:start position:0% <00:27:25.590>US <00:27:25.591>is <00:27:25.592>because <00:27:25.594>the <00:27:25.596>investment, <00:27:25.597>not <00:27:25.599>only 00:27:25.600 --> 00:27:28.070 align:start position:0% <00:27:25.600>US <00:27:25.699>is <00:27:25.800>because <00:27:25.899>the <00:27:26.000>investment, <00:27:26.100>not <00:27:26.199>only <00:27:26.300>in <00:27:26.399>terms <00:27:26.500>of <00:27:26.600>VCs, <00:27:26.699>is <00:27:26.800>for <00:27:26.899>investing <00:27:27.000>in 00:27:28.070 --> 00:27:28.080 align:start position:0% <00:27:28.070>in <00:27:28.071>terms <00:27:28.072>of <00:27:28.073>VCs, <00:27:28.075>is <00:27:28.076>for <00:27:28.077>investing <00:27:28.079>in 00:27:28.080 --> 00:27:29.270 align:start position:0% <00:27:28.080>in <00:27:28.213>terms <00:27:28.347>of <00:27:28.481>VCs, <00:27:28.615>is <00:27:28.749>for <00:27:28.883>investing <00:27:29.017>in <00:27:29.151>startups, 00:27:29.270 --> 00:27:29.280 align:start position:0% startups, 00:27:29.280 --> 00:27:32.310 align:start position:0% <00:27:29.280>startups, <00:27:29.435>but <00:27:29.591>also <00:27:29.746>just <00:27:29.902>If <00:27:30.057>I <00:27:30.213>look <00:27:30.368>at <00:27:30.524>Amazon's <00:27:30.680>R&D 00:27:32.310 --> 00:27:32.320 align:start position:0% <00:27:32.310>but <00:27:32.311>also <00:27:32.312>just <00:27:32.313>If <00:27:32.314>I <00:27:32.315>look <00:27:32.316>at <00:27:32.317>Amazon's <00:27:32.319>R&D 00:27:32.320 --> 00:27:33.630 align:start position:0% <00:27:32.320>but <00:27:32.418>also <00:27:32.516>just <00:27:32.614>If <00:27:32.713>I <00:27:32.811>look <00:27:32.909>at <00:27:33.007>Amazon's <00:27:33.106>R&D <00:27:33.204>investment, <00:27:33.302>they're <00:27:33.400>talking <00:27:33.499>about 00:27:33.630 --> 00:27:33.640 align:start position:0% <00:27:33.630>investment, <00:27:33.633>they're <00:27:33.636>talking <00:27:33.639>about 00:27:33.640 --> 00:27:35.750 align:start position:0% <00:27:33.640>investment, <00:27:33.815>they're <00:27:33.990>talking <00:27:34.165>about <00:27:34.340>billions <00:27:34.515>and <00:27:34.690>billions <00:27:34.865>of <00:27:35.040>dollars. 00:27:35.750 --> 00:27:35.760 align:start position:0% <00:27:35.750>billions <00:27:35.752>and <00:27:35.754>billions <00:27:35.756>of <00:27:35.759>dollars. 00:27:35.760 --> 00:27:37.750 align:start position:0% <00:27:35.760>billions <00:27:35.876>and <00:27:35.993>billions <00:27:36.110>of <00:27:36.226>dollars. <00:27:36.343>Yeah, <00:27:36.460>it's <00:27:36.576>not <00:27:36.693>so <00:27:36.810>weird <00:27:36.926>that <00:27:37.043>if <00:27:37.160>you 00:27:37.750 --> 00:27:37.760 align:start position:0% <00:27:37.750>Yeah, <00:27:37.751>it's <00:27:37.752>not <00:27:37.753>so <00:27:37.755>weird <00:27:37.756>that <00:27:37.757>if <00:27:37.759>you 00:27:37.760 --> 00:27:40.830 align:start position:0% <00:27:37.760>Yeah, <00:27:37.853>it's <00:27:37.946>not <00:27:38.040>so <00:27:38.133>weird <00:27:38.226>that <00:27:38.320>if <00:27:38.413>you <00:27:38.506>invest <00:27:38.600>that <00:27:38.693>much, <00:27:38.786>you <00:27:38.879>get <00:27:38.973>the <00:27:39.066>point. <00:27:39.160>You 00:27:40.830 --> 00:27:40.840 align:start position:0% <00:27:40.830>invest <00:27:40.831>that <00:27:40.832>much, <00:27:40.833>you <00:27:40.835>get <00:27:40.836>the <00:27:40.837>point. <00:27:40.839>You 00:27:40.840 --> 00:27:42.710 align:start position:0% <00:27:40.840>invest <00:27:40.947>that <00:27:41.055>much, <00:27:41.163>you <00:27:41.270>get <00:27:41.378>the <00:27:41.486>point. <00:27:41.593>You <00:27:41.701>I <00:27:41.809>mean, <00:27:41.916>European <00:27:42.024>companies <00:27:42.132>have <00:27:42.240>always 00:27:42.710 --> 00:27:42.720 align:start position:0% <00:27:42.710>I <00:27:42.711>mean, <00:27:42.713>European <00:27:42.715>companies <00:27:42.717>have <00:27:42.719>always 00:27:42.720 --> 00:27:45.110 align:start position:0% <00:27:42.720>I <00:27:42.875>mean, <00:27:43.031>European <00:27:43.186>companies <00:27:43.342>have <00:27:43.497>always <00:27:43.653>been <00:27:43.808>way <00:27:43.964>more <00:27:44.120>conservative. 00:27:45.110 --> 00:27:45.120 align:start position:0% <00:27:45.110>been <00:27:45.112>way <00:27:45.116>more <00:27:45.119>conservative. 00:27:45.120 --> 00:27:46.830 align:start position:0% <00:27:45.120>been <00:27:45.353>way <00:27:45.586>more <00:27:45.820>conservative. <00:27:46.053>Yeah, <00:27:46.286>thinking <00:27:46.520>that 00:27:46.830 --> 00:27:46.840 align:start position:0% <00:27:46.830>Yeah, <00:27:46.834>thinking <00:27:46.839>that 00:27:46.840 --> 00:27:48.190 align:start position:0% <00:27:46.840>Yeah, <00:27:46.941>thinking <00:27:47.042>that <00:27:47.143>and <00:27:47.245>that <00:27:47.346>has <00:27:47.447>to <00:27:47.548>do <00:27:47.650>a <00:27:47.751>little <00:27:47.852>bit <00:27:47.953>with <00:27:48.055>the 00:27:48.190 --> 00:27:48.200 align:start position:0% <00:27:48.190>and <00:27:48.191>that <00:27:48.192>has <00:27:48.193>to <00:27:48.194>do <00:27:48.195>a <00:27:48.196>little <00:27:48.197>bit <00:27:48.198>with <00:27:48.199>the 00:27:48.200 --> 00:27:50.550 align:start position:0% <00:27:48.200>and <00:27:48.287>that <00:27:48.375>has <00:27:48.462>to <00:27:48.550>do <00:27:48.637>a <00:27:48.725>little <00:27:48.812>bit <00:27:48.900>with <00:27:48.987>the <00:27:49.075>economic <00:27:49.162>profile <00:27:49.250>as <00:27:49.337>well. <00:27:49.425>And <00:27:49.512>I'm <00:27:49.600>not 00:27:50.550 --> 00:27:50.560 align:start position:0% <00:27:50.550>economic <00:27:50.551>profile <00:27:50.553>as <00:27:50.554>well. <00:27:50.556>And <00:27:50.557>I'm <00:27:50.559>not 00:27:50.560 --> 00:27:52.670 align:start position:0% <00:27:50.560>economic <00:27:50.653>profile <00:27:50.746>as <00:27:50.840>well. <00:27:50.933>And <00:27:51.026>I'm <00:27:51.120>not <00:27:51.213>And <00:27:51.306>so, <00:27:51.399>if <00:27:51.493>you <00:27:51.586>build <00:27:51.679>if <00:27:51.773>you <00:27:51.866>can <00:27:51.960>take 00:27:52.670 --> 00:27:52.680 align:start position:0% <00:27:52.670>And <00:27:52.671>so, <00:27:52.672>if <00:27:52.673>you <00:27:52.674>build <00:27:52.675>if <00:27:52.676>you <00:27:52.677>can <00:27:52.679>take 00:27:52.680 --> 00:27:56.270 align:start position:0% <00:27:52.680>And <00:27:52.773>so, <00:27:52.866>if <00:27:52.960>you <00:27:53.053>build <00:27:53.146>if <00:27:53.240>you <00:27:53.333>can <00:27:53.426>take <00:27:53.520>this <00:27:53.613>this <00:27:53.706>big <00:27:53.800>system <00:27:53.893>that <00:27:53.986>does <00:27:54.080>supply 00:27:56.270 --> 00:27:56.280 align:start position:0% <00:27:56.270>this <00:27:56.271>this <00:27:56.273>big <00:27:56.274>system <00:27:56.276>that <00:27:56.277>does <00:27:56.279>supply 00:27:56.280 --> 00:27:58.350 align:start position:0% <00:27:56.280>this <00:27:56.455>this <00:27:56.629>big <00:27:56.805>system <00:27:56.980>that <00:27:57.155>does <00:27:57.330>supply <00:27:57.504>chain, <00:27:57.680>yeah, 00:27:58.350 --> 00:27:58.360 align:start position:0% <00:27:58.350>chain, <00:27:58.359>yeah, 00:27:58.360 --> 00:28:00.670 align:start position:0% <00:27:58.360>chain, <00:27:58.560>yeah, <00:27:58.760>um <00:27:58.959>you <00:27:59.159>probably <00:27:59.360>want <00:27:59.560>your <00:27:59.760>customer 00:28:00.670 --> 00:28:00.680 align:start position:0% <00:28:00.670>um <00:28:00.671>you <00:28:00.673>probably <00:28:00.675>want <00:28:00.677>your <00:28:00.679>customer 00:28:00.680 --> 00:28:02.230 align:start position:0% <00:28:00.680>um <00:28:00.806>you <00:28:00.933>probably <00:28:01.060>want <00:28:01.187>your <00:28:01.314>customer <00:28:01.440>you're <00:28:01.567>probably <00:28:01.694>customer <00:28:01.821>for <00:28:01.948>life. <00:28:02.075>So, 00:28:02.230 --> 00:28:02.240 align:start position:0% <00:28:02.230>you're <00:28:02.231>probably <00:28:02.233>customer <00:28:02.235>for <00:28:02.237>life. <00:28:02.239>So, 00:28:02.240 --> 00:28:05.350 align:start position:0% <00:28:02.240>you're <00:28:02.380>probably <00:28:02.520>customer <00:28:02.660>for <00:28:02.800>life. <00:28:02.940>So, <00:28:03.080>you <00:28:03.220>put <00:28:03.360>your <00:28:03.500>health <00:28:03.640>hostage, 00:28:05.350 --> 00:28:05.360 align:start position:0% <00:28:05.350>you <00:28:05.352>put <00:28:05.354>your <00:28:05.356>health <00:28:05.359>hostage, 00:28:05.360 --> 00:28:07.510 align:start position:0% <00:28:05.360>you <00:28:05.500>put <00:28:05.639>your <00:28:05.780>health <00:28:05.919>hostage, <00:28:06.060>basically. <00:28:06.199>Yeah? <00:28:06.340>And <00:28:06.479>so, <00:28:06.620>the <00:28:06.760>company 00:28:07.510 --> 00:28:07.520 align:start position:0% <00:28:07.510>basically. <00:28:07.511>Yeah? <00:28:07.513>And <00:28:07.515>so, <00:28:07.517>the <00:28:07.519>company 00:28:07.520 --> 00:28:09.270 align:start position:0% <00:28:07.520>basically. <00:28:07.647>Yeah? <00:28:07.774>And <00:28:07.901>so, <00:28:08.029>the <00:28:08.156>company <00:28:08.283>doesn't <00:28:08.410>necessarily <00:28:08.538>invest <00:28:08.665>that <00:28:08.792>much <00:28:08.920>in 00:28:09.270 --> 00:28:09.280 align:start position:0% <00:28:09.270>doesn't <00:28:09.271>necessarily <00:28:09.273>invest <00:28:09.275>that <00:28:09.277>much <00:28:09.279>in 00:28:09.280 --> 00:28:10.630 align:start position:0% <00:28:09.280>doesn't <00:28:09.390>necessarily <00:28:09.500>invest <00:28:09.611>that <00:28:09.721>much <00:28:09.832>in <00:28:09.942>R&D <00:28:10.053>because <00:28:10.163>they <00:28:10.274>got <00:28:10.384>their <00:28:10.495>customers 00:28:10.630 --> 00:28:10.640 align:start position:0% <00:28:10.630>R&D <00:28:10.631>because <00:28:10.633>they <00:28:10.635>got <00:28:10.637>their <00:28:10.639>customers 00:28:10.640 --> 00:28:12.430 align:start position:0% <00:28:10.640>R&D <00:28:10.873>because <00:28:11.106>they <00:28:11.340>got <00:28:11.573>their <00:28:11.806>customers <00:28:12.040>anyway. 00:28:12.430 --> 00:28:12.440 align:start position:0% anyway. 00:28:12.440 --> 00:28:14.030 align:start position:0% <00:28:12.440>anyway. <00:28:12.615>That's <00:28:12.790>not <00:28:12.965>how <00:28:13.140>the <00:28:13.315>Americans <00:28:13.490>look <00:28:13.665>at <00:28:13.840>it. 00:28:14.030 --> 00:28:14.040 align:start position:0% <00:28:14.030>That's <00:28:14.031>not <00:28:14.032>how <00:28:14.033>the <00:28:14.035>Americans <00:28:14.036>look <00:28:14.037>at <00:28:14.039>it. 00:28:14.040 --> 00:28:16.510 align:start position:0% <00:28:14.040>That's <00:28:14.156>not <00:28:14.273>how <00:28:14.389>the <00:28:14.506>Americans <00:28:14.623>look <00:28:14.740>at <00:28:14.856>it. <00:28:14.973>They <00:28:15.090>look <00:28:15.206>at <00:28:15.323>continuous <00:28:15.440>competition, 00:28:16.510 --> 00:28:16.520 align:start position:0% <00:28:16.510>They <00:28:16.512>look <00:28:16.514>at <00:28:16.516>continuous <00:28:16.519>competition, 00:28:16.520 --> 00:28:18.630 align:start position:0% <00:28:16.520>They <00:28:16.675>look <00:28:16.831>at <00:28:16.986>continuous <00:28:17.142>competition, <00:28:17.297>continuous <00:28:17.453>improvement, <00:28:17.608>and <00:28:17.764>they <00:28:17.920>make 00:28:18.630 --> 00:28:18.640 align:start position:0% <00:28:18.630>continuous <00:28:18.632>improvement, <00:28:18.634>and <00:28:18.636>they <00:28:18.639>make 00:28:18.640 --> 00:28:20.110 align:start position:0% <00:28:18.640>continuous <00:28:18.860>improvement, <00:28:19.081>and <00:28:19.301>they <00:28:19.522>make <00:28:19.742>massive <00:28:19.963>investments. 00:28:20.110 --> 00:28:20.120 align:start position:0% <00:28:20.110>massive <00:28:20.119>investments. 00:28:20.120 --> 00:28:22.030 align:start position:0% <00:28:20.120>massive <00:28:20.275>investments. <00:28:20.431>If <00:28:20.586>If <00:28:20.742>Europe <00:28:20.897>is <00:28:21.053>not <00:28:21.208>making <00:28:21.364>the <00:28:21.520>same 00:28:22.030 --> 00:28:22.040 align:start position:0% <00:28:22.030>If <00:28:22.031>If <00:28:22.032>Europe <00:28:22.033>is <00:28:22.035>not <00:28:22.036>making <00:28:22.037>the <00:28:22.039>same 00:28:22.040 --> 00:28:24.310 align:start position:0% <00:28:22.040>If <00:28:22.147>If <00:28:22.255>Europe <00:28:22.363>is <00:28:22.470>not <00:28:22.578>making <00:28:22.686>the <00:28:22.793>same <00:28:22.901>level <00:28:23.009>of <00:28:23.116>investment, <00:28:23.224>you <00:28:23.332>lose <00:28:23.440>the 00:28:24.310 --> 00:28:24.320 align:start position:0% <00:28:24.310>level <00:28:24.311>of <00:28:24.313>investment, <00:28:24.315>you <00:28:24.317>lose <00:28:24.319>the 00:28:24.320 --> 00:28:25.950 align:start position:0% <00:28:24.320>level <00:28:24.553>of <00:28:24.786>investment, <00:28:25.020>you <00:28:25.253>lose <00:28:25.486>the <00:28:25.720>competition. 00:28:25.950 --> 00:28:25.960 align:start position:0% competition. 00:28:25.960 --> 00:28:29.030 align:start position:0% <00:28:25.960>competition. <00:28:26.115>But <00:28:26.271>I <00:28:26.426>I <00:28:26.582>mean, <00:28:26.737>and <00:28:26.893>I <00:28:27.048>find <00:28:27.204>that <00:28:27.360>worrisome, 00:28:29.030 --> 00:28:29.040 align:start position:0% <00:28:29.030>But <00:28:29.031>I <00:28:29.032>I <00:28:29.033>mean, <00:28:29.034>and <00:28:29.035>I <00:28:29.036>find <00:28:29.037>that <00:28:29.039>worrisome, 00:28:29.040 --> 00:28:31.230 align:start position:0% <00:28:29.040>But <00:28:29.147>I <00:28:29.255>I <00:28:29.363>mean, <00:28:29.470>and <00:28:29.578>I <00:28:29.686>find <00:28:29.793>that <00:28:29.901>worrisome, <00:28:30.009>extremely <00:28:30.116>worrisome <00:28:30.224>because, <00:28:30.332>you <00:28:30.440>know, 00:28:31.230 --> 00:28:31.240 align:start position:0% <00:28:31.230>extremely <00:28:31.232>worrisome <00:28:31.234>because, <00:28:31.236>you <00:28:31.239>know, 00:28:31.240 --> 00:28:32.910 align:start position:0% <00:28:31.240>extremely <00:28:31.356>worrisome <00:28:31.473>because, <00:28:31.590>you <00:28:31.706>know, <00:28:31.823>you <00:28:31.940>don't <00:28:32.056>want <00:28:32.173>the <00:28:32.290>whole <00:28:32.406>world <00:28:32.523>to <00:28:32.640>turn 00:28:32.910 --> 00:28:32.920 align:start position:0% <00:28:32.910>you <00:28:32.911>don't <00:28:32.912>want <00:28:32.913>the <00:28:32.915>whole <00:28:32.916>world <00:28:32.917>to <00:28:32.919>turn 00:28:32.920 --> 00:28:34.350 align:start position:0% <00:28:32.920>you <00:28:33.080>don't <00:28:33.241>want <00:28:33.402>the <00:28:33.563>whole <00:28:33.724>world <00:28:33.885>to <00:28:34.046>turn <00:28:34.206>into 00:28:34.350 --> 00:28:34.360 align:start position:0% into 00:28:34.360 --> 00:28:36.030 align:start position:0% <00:28:34.360>into <00:28:34.709>Yeah. <00:28:35.060>The <00:28:35.409>US, <00:28:35.760>yeah? 00:28:36.030 --> 00:28:36.040 align:start position:0% <00:28:36.030>Yeah. <00:28:36.033>The <00:28:36.036>US, <00:28:36.039>yeah? 00:28:36.040 --> 00:28:37.470 align:start position:0% <00:28:36.040>Yeah. <00:28:36.223>The <00:28:36.407>US, <00:28:36.591>yeah? <00:28:36.775>>> <00:28:36.959>Yeah, <00:28:37.143>I <00:28:37.327>agree. 00:28:37.470 --> 00:28:37.480 align:start position:0% <00:28:37.470>>> <00:28:37.473>Yeah, <00:28:37.476>I <00:28:37.479>agree. 00:28:37.480 --> 00:28:39.590 align:start position:0% <00:28:37.480>>> <00:28:37.587>Yeah, <00:28:37.695>I <00:28:37.803>agree. <00:28:37.910>And <00:28:38.018>we <00:28:38.126>have <00:28:38.233>to <00:28:38.341>with <00:28:38.449>with <00:28:38.556>an <00:28:38.664>eye <00:28:38.772>on <00:28:38.880>the 00:28:39.590 --> 00:28:39.600 align:start position:0% <00:28:39.590>And <00:28:39.591>we <00:28:39.591>have <00:28:39.592>to <00:28:39.593>with <00:28:39.594>with <00:28:39.596>an <00:28:39.597>eye <00:28:39.598>on <00:28:39.599>the 00:28:39.600 --> 00:28:42.390 align:start position:0% <00:28:39.600>And <00:28:39.682>we <00:28:39.764>have <00:28:39.847>to <00:28:39.929>with <00:28:40.011>with <00:28:40.094>an <00:28:40.176>eye <00:28:40.258>on <00:28:40.341>the <00:28:40.423>time, <00:28:40.505>I <00:28:40.588>have <00:28:40.670>one <00:28:40.752>last <00:28:40.835>question <00:28:40.917>to <00:28:41.000>close 00:28:42.390 --> 00:28:42.400 align:start position:0% <00:28:42.390>time, <00:28:42.391>I <00:28:42.392>have <00:28:42.393>one <00:28:42.395>last <00:28:42.396>question <00:28:42.397>to <00:28:42.399>close 00:28:42.400 --> 00:28:44.270 align:start position:0% <00:28:42.400>time, <00:28:42.540>I <00:28:42.680>have <00:28:42.820>one <00:28:42.960>last <00:28:43.100>question <00:28:43.240>to <00:28:43.380>close <00:28:43.520>this <00:28:43.660>round. <00:28:43.800>And 00:28:44.270 --> 00:28:44.280 align:start position:0% <00:28:44.270>this <00:28:44.274>round. <00:28:44.279>And 00:28:44.280 --> 00:28:48.070 align:start position:0% <00:28:44.280>this <00:28:44.407>round. <00:28:44.534>And <00:28:44.661>because <00:28:44.789>we <00:28:44.916>see <00:28:45.043>a <00:28:45.170>lot <00:28:45.298>in <00:28:45.425>the <00:28:45.552>news <00:28:45.680>like 00:28:48.070 --> 00:28:48.080 align:start position:0% <00:28:48.070>because <00:28:48.071>we <00:28:48.072>see <00:28:48.073>a <00:28:48.074>lot <00:28:48.075>in <00:28:48.076>the <00:28:48.077>news <00:28:48.079>like 00:28:48.080 --> 00:28:50.430 align:start position:0% <00:28:48.080>because <00:28:48.173>we <00:28:48.266>see <00:28:48.360>a <00:28:48.453>lot <00:28:48.546>in <00:28:48.639>the <00:28:48.733>news <00:28:48.826>like <00:28:48.919>seniors <00:28:49.013>of <00:28:49.106>course <00:28:49.199>right <00:28:49.293>now <00:28:49.386>profit <00:28:49.480>the 00:28:50.430 --> 00:28:50.440 align:start position:0% <00:28:50.430>seniors <00:28:50.431>of <00:28:50.433>course <00:28:50.434>right <00:28:50.436>now <00:28:50.437>profit <00:28:50.439>the 00:28:50.440 --> 00:28:52.470 align:start position:0% <00:28:50.440>seniors <00:28:50.547>of <00:28:50.655>course <00:28:50.763>right <00:28:50.870>now <00:28:50.978>profit <00:28:51.086>the <00:28:51.193>most <00:28:51.301>from <00:28:51.409>LLMs <00:28:51.516>because <00:28:51.624>they <00:28:51.732>can <00:28:51.840>steer 00:28:52.470 --> 00:28:52.480 align:start position:0% <00:28:52.470>most <00:28:52.471>from <00:28:52.473>LLMs <00:28:52.474>because <00:28:52.476>they <00:28:52.477>can <00:28:52.479>steer 00:28:52.480 --> 00:28:54.510 align:start position:0% <00:28:52.480>most <00:28:52.587>from <00:28:52.695>LLMs <00:28:52.803>because <00:28:52.910>they <00:28:53.018>can <00:28:53.126>steer <00:28:53.233>them, <00:28:53.341>they <00:28:53.449>have <00:28:53.556>the <00:28:53.664>knowledge, <00:28:53.772>they <00:28:53.880>can 00:28:54.510 --> 00:28:54.520 align:start position:0% <00:28:54.510>them, <00:28:54.511>they <00:28:54.513>have <00:28:54.514>the <00:28:54.516>knowledge, <00:28:54.517>they <00:28:54.519>can 00:28:54.520 --> 00:28:57.030 align:start position:0% <00:28:54.520>them, <00:28:54.607>they <00:28:54.695>have <00:28:54.782>the <00:28:54.870>knowledge, <00:28:54.957>they <00:28:55.045>can <00:28:55.132>really <00:28:55.220>get <00:28:55.307>out <00:28:55.395>of <00:28:55.482>it <00:28:55.570>a <00:28:55.657>lot <00:28:55.745>and <00:28:55.832>and <00:28:55.920>and 00:28:57.030 --> 00:28:57.040 align:start position:0% <00:28:57.030>really <00:28:57.031>get <00:28:57.032>out <00:28:57.033>of <00:28:57.033>it <00:28:57.034>a <00:28:57.036>lot <00:28:57.037>and <00:28:57.038>and <00:28:57.039>and 00:28:57.040 --> 00:28:58.630 align:start position:0% <00:28:57.040>really <00:28:57.180>get <00:28:57.320>out <00:28:57.460>of <00:28:57.600>it <00:28:57.740>a <00:28:57.879>lot <00:28:58.020>and <00:28:58.159>and <00:28:58.300>and <00:28:58.440>they're 00:28:58.630 --> 00:28:58.640 align:start position:0% they're 00:28:58.640 --> 00:29:01.470 align:start position:0% <00:28:58.640>they're <00:28:58.840>yeah, <00:28:59.040>getting <00:28:59.240>work <00:28:59.440>done <00:28:59.640>faster. <00:28:59.840>Today <00:29:00.040>if 00:29:01.470 --> 00:29:01.480 align:start position:0% <00:29:01.470>yeah, <00:29:01.471>getting <00:29:01.473>work <00:29:01.474>done <00:29:01.476>faster. <00:29:01.477>Today <00:29:01.479>if 00:29:01.480 --> 00:29:04.470 align:start position:0% <00:29:01.480>yeah, <00:29:01.573>getting <00:29:01.666>work <00:29:01.760>done <00:29:01.853>faster. <00:29:01.946>Today <00:29:02.040>if <00:29:02.133>you <00:29:02.226>start <00:29:02.320>as <00:29:02.413>a <00:29:02.506>junior <00:29:02.600>and <00:29:02.693>you <00:29:02.786>want <00:29:02.880>to 00:29:04.470 --> 00:29:04.480 align:start position:0% <00:29:04.470>you <00:29:04.471>start <00:29:04.472>as <00:29:04.473>a <00:29:04.474>junior <00:29:04.475>and <00:29:04.476>you <00:29:04.477>want <00:29:04.479>to 00:29:04.480 --> 00:29:06.630 align:start position:0% <00:29:04.480>you <00:29:04.573>start <00:29:04.666>as <00:29:04.760>a <00:29:04.853>junior <00:29:04.946>and <00:29:05.040>you <00:29:05.133>want <00:29:05.226>to <00:29:05.320>become <00:29:05.413>a <00:29:05.506>developer, <00:29:05.600>you <00:29:05.693>know, <00:29:05.786>do <00:29:05.880>you 00:29:06.630 --> 00:29:06.640 align:start position:0% <00:29:06.630>become <00:29:06.631>a <00:29:06.633>developer, <00:29:06.634>you <00:29:06.636>know, <00:29:06.637>do <00:29:06.639>you 00:29:06.640 --> 00:29:08.550 align:start position:0% <00:29:06.640>become <00:29:06.747>a <00:29:06.855>developer, <00:29:06.963>you <00:29:07.070>know, <00:29:07.178>do <00:29:07.286>you <00:29:07.393>have <00:29:07.501>some <00:29:07.609>some <00:29:07.716>tips? <00:29:07.824>Maybe <00:29:07.932>some <00:29:08.040>tips 00:29:08.550 --> 00:29:08.560 align:start position:0% <00:29:08.550>have <00:29:08.551>some <00:29:08.553>some <00:29:08.554>tips? <00:29:08.556>Maybe <00:29:08.557>some <00:29:08.559>tips 00:29:08.560 --> 00:29:11.030 align:start position:0% <00:29:08.560>have <00:29:08.653>some <00:29:08.746>some <00:29:08.840>tips? <00:29:08.933>Maybe <00:29:09.026>some <00:29:09.120>tips <00:29:09.213>like <00:29:09.306>what <00:29:09.399>you <00:29:09.493>can <00:29:09.586>do <00:29:09.679>but <00:29:09.773>also <00:29:09.866>maybe <00:29:09.960>some 00:29:11.030 --> 00:29:11.040 align:start position:0% <00:29:11.030>like <00:29:11.031>what <00:29:11.032>you <00:29:11.033>can <00:29:11.034>do <00:29:11.035>but <00:29:11.036>also <00:29:11.037>maybe <00:29:11.039>some 00:29:11.040 --> 00:29:13.150 align:start position:0% <00:29:11.040>like <00:29:11.133>what <00:29:11.226>you <00:29:11.320>can <00:29:11.413>do <00:29:11.506>but <00:29:11.600>also <00:29:11.693>maybe <00:29:11.786>some <00:29:11.879>unpopular <00:29:11.973>tips. <00:29:12.066>Don't <00:29:12.159>listen <00:29:12.253>to <00:29:12.346>this <00:29:12.440>or 00:29:13.150 --> 00:29:13.160 align:start position:0% <00:29:13.150>unpopular <00:29:13.151>tips. <00:29:13.153>Don't <00:29:13.154>listen <00:29:13.156>to <00:29:13.157>this <00:29:13.159>or 00:29:13.160 --> 00:29:14.100 align:start position:0% <00:29:13.160>unpopular <00:29:13.280>tips. <00:29:13.401>Don't <00:29:13.522>listen <00:29:13.643>to <00:29:13.764>this <00:29:13.885>or <00:29:14.005>that. 00:29:14.100 --> 00:29:14.110 align:start position:0% that. 00:29:14.110 --> 00:29:14.755 align:start position:0% <00:29:14.110>that. <00:29:14.400>>> <00:29:14.690>[laughter] 00:29:14.755 --> 00:29:14.765 align:start position:0% <00:29:14.755>>> <00:29:14.764>[laughter] 00:29:14.765 --> 00:29:15.590 align:start position:0% <00:29:14.765>>> <00:29:15.136>[laughter] <00:29:15.507>[cough] 00:29:15.590 --> 00:29:15.600 align:start position:0% [cough] 00:29:15.600 --> 00:29:18.750 align:start position:0% <00:29:15.600>[cough] <00:29:15.800>>> <00:29:16.000>Um <00:29:16.199>first <00:29:16.399>of <00:29:16.600>all, <00:29:16.800>I <00:29:17.000>think 00:29:18.750 --> 00:29:18.760 align:start position:0% <00:29:18.750>>> <00:29:18.751>Um <00:29:18.753>first <00:29:18.754>of <00:29:18.756>all, <00:29:18.757>I <00:29:18.759>think 00:29:18.760 --> 00:29:21.390 align:start position:0% <00:29:18.760>>> <00:29:18.853>Um <00:29:18.946>first <00:29:19.040>of <00:29:19.133>all, <00:29:19.226>I <00:29:19.320>think <00:29:19.413>the <00:29:19.506>fact <00:29:19.600>that <00:29:19.693>you <00:29:19.786>know, <00:29:19.879>we <00:29:19.973>see <00:29:20.066>a <00:29:20.160>decline 00:29:21.390 --> 00:29:21.400 align:start position:0% <00:29:21.390>the <00:29:21.391>fact <00:29:21.392>that <00:29:21.393>you <00:29:21.394>know, <00:29:21.395>we <00:29:21.396>see <00:29:21.397>a <00:29:21.399>decline 00:29:21.400 --> 00:29:24.430 align:start position:0% <00:29:21.400>the <00:29:21.500>fact <00:29:21.600>that <00:29:21.700>you <00:29:21.800>know, <00:29:21.900>we <00:29:22.000>see <00:29:22.100>a <00:29:22.200>decline <00:29:22.300>in <00:29:22.400>junior <00:29:22.500>developers <00:29:22.600>is <00:29:22.700>a <00:29:22.800>myth. 00:29:24.430 --> 00:29:24.440 align:start position:0% <00:29:24.430>in <00:29:24.431>junior <00:29:24.433>developers <00:29:24.435>is <00:29:24.437>a <00:29:24.439>myth. 00:29:24.440 --> 00:29:26.870 align:start position:0% <00:29:24.440>in <00:29:24.547>junior <00:29:24.655>developers <00:29:24.763>is <00:29:24.870>a <00:29:24.978>myth. <00:29:25.086>At <00:29:25.193>Amazon <00:29:25.301>we <00:29:25.409>are <00:29:25.516>hiring <00:29:25.624>more <00:29:25.732>interns <00:29:25.840>and 00:29:26.870 --> 00:29:26.880 align:start position:0% <00:29:26.870>At <00:29:26.871>Amazon <00:29:26.872>we <00:29:26.873>are <00:29:26.875>hiring <00:29:26.876>more <00:29:26.877>interns <00:29:26.879>and 00:29:26.880 --> 00:29:29.430 align:start position:0% <00:29:26.880>At <00:29:26.996>Amazon <00:29:27.113>we <00:29:27.230>are <00:29:27.346>hiring <00:29:27.463>more <00:29:27.580>interns <00:29:27.696>and <00:29:27.813>more <00:29:27.930>junior <00:29:28.046>developers <00:29:28.163>than <00:29:28.280>ever. 00:29:29.430 --> 00:29:29.440 align:start position:0% <00:29:29.430>more <00:29:29.432>junior <00:29:29.434>developers <00:29:29.436>than <00:29:29.439>ever. 00:29:29.440 --> 00:29:30.710 align:start position:0% <00:29:29.440>more <00:29:29.535>junior <00:29:29.630>developers <00:29:29.725>than <00:29:29.821>ever. <00:29:29.916>It's <00:29:30.011>just <00:29:30.106>that <00:29:30.202>you <00:29:30.297>have <00:29:30.392>to <00:29:30.487>define <00:29:30.583>a 00:29:30.710 --> 00:29:30.720 align:start position:0% <00:29:30.710>It's <00:29:30.711>just <00:29:30.712>that <00:29:30.713>you <00:29:30.715>have <00:29:30.716>to <00:29:30.717>define <00:29:30.719>a 00:29:30.720 --> 00:29:32.990 align:start position:0% <00:29:30.720>It's <00:29:30.820>just <00:29:30.920>that <00:29:31.020>you <00:29:31.120>have <00:29:31.220>to <00:29:31.320>define <00:29:31.420>a <00:29:31.520>structure <00:29:31.620>around <00:29:31.720>it. <00:29:31.820>You <00:29:31.920>know, <00:29:32.020>so <00:29:32.120>there 00:29:32.990 --> 00:29:33.000 align:start position:0% <00:29:32.990>structure <00:29:32.991>around <00:29:32.993>it. <00:29:32.994>You <00:29:32.996>know, <00:29:32.997>so <00:29:32.999>there 00:29:33.000 --> 00:29:34.590 align:start position:0% <00:29:33.000>structure <00:29:33.100>around <00:29:33.200>it. <00:29:33.300>You <00:29:33.400>know, <00:29:33.500>so <00:29:33.600>there <00:29:33.700>are <00:29:33.800>some <00:29:33.900>things <00:29:34.000>that <00:29:34.100>AI <00:29:34.200>can <00:29:34.300>really <00:29:34.400>help 00:29:34.590 --> 00:29:34.600 align:start position:0% <00:29:34.590>are <00:29:34.591>some <00:29:34.592>things <00:29:34.593>that <00:29:34.595>AI <00:29:34.596>can <00:29:34.597>really <00:29:34.599>help 00:29:34.600 --> 00:29:37.830 align:start position:0% <00:29:34.600>are <00:29:34.693>some <00:29:34.786>things <00:29:34.879>that <00:29:34.973>AI <00:29:35.066>can <00:29:35.159>really <00:29:35.253>help <00:29:35.346>you <00:29:35.439>with. <00:29:35.533>I <00:29:35.626>mean, <00:29:35.719>as <00:29:35.813>a <00:29:35.906>junior <00:29:36.000>developer 00:29:37.830 --> 00:29:37.840 align:start position:0% <00:29:37.830>you <00:29:37.831>with. <00:29:37.832>I <00:29:37.833>mean, <00:29:37.835>as <00:29:37.836>a <00:29:37.837>junior <00:29:37.839>developer 00:29:37.840 --> 00:29:39.750 align:start position:0% <00:29:37.840>you <00:29:37.947>with. <00:29:38.055>I <00:29:38.163>mean, <00:29:38.270>as <00:29:38.378>a <00:29:38.486>junior <00:29:38.593>developer <00:29:38.701>getting <00:29:38.809>for <00:29:38.916>example, <00:29:39.024>you <00:29:39.132>imagine <00:29:39.240>you're 00:29:39.750 --> 00:29:39.760 align:start position:0% <00:29:39.750>getting <00:29:39.751>for <00:29:39.753>example, <00:29:39.755>you <00:29:39.757>imagine <00:29:39.759>you're 00:29:39.760 --> 00:29:41.230 align:start position:0% <00:29:39.760>getting <00:29:39.870>for <00:29:39.980>example, <00:29:40.090>you <00:29:40.201>imagine <00:29:40.311>you're <00:29:40.421>junior <00:29:40.531>developer <00:29:40.642>and <00:29:40.752>you <00:29:40.862>work <00:29:40.972>on <00:29:41.083>Amazon 00:29:41.230 --> 00:29:41.240 align:start position:0% <00:29:41.230>junior <00:29:41.231>developer <00:29:41.233>and <00:29:41.234>you <00:29:41.236>work <00:29:41.237>on <00:29:41.239>Amazon 00:29:41.240 --> 00:29:43.830 align:start position:0% <00:29:41.240>junior <00:29:41.347>developer <00:29:41.455>and <00:29:41.563>you <00:29:41.670>work <00:29:41.778>on <00:29:41.886>Amazon <00:29:41.993>S3 <00:29:42.101>which <00:29:42.209>is <00:29:42.316>has <00:29:42.424>two <00:29:42.532>other <00:29:42.640>microservices 00:29:43.830 --> 00:29:43.840 align:start position:0% <00:29:43.830>S3 <00:29:43.831>which <00:29:43.832>is <00:29:43.834>has <00:29:43.836>two <00:29:43.837>other <00:29:43.839>microservices 00:29:43.840 --> 00:29:46.150 align:start position:0% <00:29:43.840>S3 <00:29:43.927>which <00:29:44.014>is <00:29:44.102>has <00:29:44.189>two <00:29:44.277>other <00:29:44.365>microservices <00:29:44.452>is <00:29:44.540>15 <00:29:44.627>years <00:29:44.715>old <00:29:44.802>or <00:29:44.889>maybe <00:29:44.977>20 <00:29:45.064>years <00:29:45.152>old <00:29:45.240>by 00:29:46.150 --> 00:29:46.160 align:start position:0% <00:29:46.150>is <00:29:46.151>15 <00:29:46.152>years <00:29:46.153>old <00:29:46.154>or <00:29:46.155>maybe <00:29:46.156>20 <00:29:46.157>years <00:29:46.158>old <00:29:46.159>by 00:29:46.160 --> 00:29:48.990 align:start position:0% <00:29:46.160>is <00:29:46.237>15 <00:29:46.315>years <00:29:46.393>old <00:29:46.471>or <00:29:46.548>maybe <00:29:46.626>20 <00:29:46.704>years <00:29:46.782>old <00:29:46.860>by <00:29:46.937>now. <00:29:47.015>Um <00:29:47.093>you <00:29:47.171>know, <00:29:47.248>all <00:29:47.326>the <00:29:47.404>code <00:29:47.482>that <00:29:47.560>sits 00:29:48.990 --> 00:29:49.000 align:start position:0% <00:29:48.990>now. <00:29:48.991>Um <00:29:48.992>you <00:29:48.993>know, <00:29:48.994>all <00:29:48.995>the <00:29:48.996>code <00:29:48.997>that <00:29:48.999>sits 00:29:49.000 --> 00:29:50.870 align:start position:0% <00:29:49.000>now. <00:29:49.100>Um <00:29:49.200>you <00:29:49.300>know, <00:29:49.400>all <00:29:49.500>the <00:29:49.600>code <00:29:49.700>that <00:29:49.800>sits <00:29:49.900>in <00:29:50.000>there <00:29:50.100>is <00:29:50.200>hard <00:29:50.300>to <00:29:50.400>understand. 00:29:50.870 --> 00:29:50.880 align:start position:0% <00:29:50.870>in <00:29:50.871>there <00:29:50.873>is <00:29:50.875>hard <00:29:50.877>to <00:29:50.879>understand. 00:29:50.880 --> 00:29:52.870 align:start position:0% <00:29:50.880>in <00:29:50.987>there <00:29:51.095>is <00:29:51.203>hard <00:29:51.310>to <00:29:51.418>understand. <00:29:51.526>But <00:29:51.633>you <00:29:51.741>know, <00:29:51.849>an <00:29:51.956>LLM <00:29:52.064>can <00:29:52.172>actually <00:29:52.280>help 00:29:52.870 --> 00:29:52.880 align:start position:0% <00:29:52.870>But <00:29:52.871>you <00:29:52.872>know, <00:29:52.873>an <00:29:52.875>LLM <00:29:52.876>can <00:29:52.877>actually <00:29:52.879>help 00:29:52.880 --> 00:29:55.230 align:start position:0% <00:29:52.880>But <00:29:52.967>you <00:29:53.055>know, <00:29:53.142>an <00:29:53.230>LLM <00:29:53.317>can <00:29:53.405>actually <00:29:53.492>help <00:29:53.580>you <00:29:53.667>and <00:29:53.755>can <00:29:53.842>help <00:29:53.930>you <00:29:54.017>learn, <00:29:54.105>can <00:29:54.192>help <00:29:54.280>you 00:29:55.230 --> 00:29:55.240 align:start position:0% <00:29:55.230>you <00:29:55.231>and <00:29:55.232>can <00:29:55.233>help <00:29:55.234>you <00:29:55.235>learn, <00:29:55.236>can <00:29:55.237>help <00:29:55.239>you 00:29:55.240 --> 00:29:57.230 align:start position:0% <00:29:55.240>you <00:29:55.333>and <00:29:55.426>can <00:29:55.520>help <00:29:55.613>you <00:29:55.706>learn, <00:29:55.800>can <00:29:55.893>help <00:29:55.986>you <00:29:56.080>understand <00:29:56.173>the <00:29:56.266>code <00:29:56.360>base. <00:29:56.453>Before <00:29:56.546>this <00:29:56.640>I 00:29:57.230 --> 00:29:57.240 align:start position:0% <00:29:57.230>understand <00:29:57.231>the <00:29:57.233>code <00:29:57.234>base. <00:29:57.236>Before <00:29:57.237>this <00:29:57.239>I 00:29:57.240 --> 00:29:58.870 align:start position:0% <00:29:57.240>understand <00:29:57.347>the <00:29:57.455>code <00:29:57.563>base. <00:29:57.670>Before <00:29:57.778>this <00:29:57.886>I <00:29:57.993>was <00:29:58.101>a <00:29:58.209>senior <00:29:58.316>developer <00:29:58.424>that <00:29:58.532>would <00:29:58.640>sit 00:29:58.870 --> 00:29:58.880 align:start position:0% <00:29:58.870>was <00:29:58.871>a <00:29:58.873>senior <00:29:58.874>developer <00:29:58.876>that <00:29:58.877>would <00:29:58.879>sit 00:29:58.880 --> 00:30:00.950 align:start position:0% <00:29:58.880>was <00:29:58.973>a <00:29:59.066>senior <00:29:59.160>developer <00:29:59.253>that <00:29:59.346>would <00:29:59.440>sit <00:29:59.533>next <00:29:59.626>to <00:29:59.720>you <00:29:59.813>and <00:29:59.906>explain <00:30:00.000>that <00:30:00.093>to <00:30:00.186>you. <00:30:00.280>You 00:30:00.950 --> 00:30:00.960 align:start position:0% <00:30:00.950>next <00:30:00.951>to <00:30:00.952>you <00:30:00.953>and <00:30:00.954>explain <00:30:00.955>that <00:30:00.956>to <00:30:00.957>you. <00:30:00.959>You 00:30:00.960 --> 00:30:02.910 align:start position:0% <00:30:00.960>next <00:30:01.047>to <00:30:01.135>you <00:30:01.222>and <00:30:01.310>explain <00:30:01.397>that <00:30:01.485>to <00:30:01.572>you. <00:30:01.660>You <00:30:01.747>ask <00:30:01.835>him <00:30:01.922>a <00:30:02.010>question <00:30:02.097>five <00:30:02.185>times <00:30:02.272>the <00:30:02.360>same 00:30:02.910 --> 00:30:02.920 align:start position:0% <00:30:02.910>ask <00:30:02.911>him <00:30:02.912>a <00:30:02.913>question <00:30:02.915>five <00:30:02.916>times <00:30:02.917>the <00:30:02.919>same 00:30:02.920 --> 00:30:04.535 align:start position:0% <00:30:02.920>ask <00:30:03.047>him <00:30:03.174>a <00:30:03.301>question <00:30:03.429>five <00:30:03.556>times <00:30:03.683>the <00:30:03.810>same <00:30:03.938>question, <00:30:04.065>he <00:30:04.192>gets <00:30:04.320>annoyed. 00:30:04.535 --> 00:30:04.545 align:start position:0% <00:30:04.535>question, <00:30:04.538>he <00:30:04.541>gets <00:30:04.544>annoyed. 00:30:04.545 --> 00:30:04.750 align:start position:0% <00:30:04.545>question, <00:30:04.581>he <00:30:04.618>gets <00:30:04.655>annoyed. <00:30:04.692>>> <00:30:04.729>[laughter] 00:30:04.750 --> 00:30:04.760 align:start position:0% <00:30:04.750>>> <00:30:04.759>[laughter] 00:30:04.760 --> 00:30:06.390 align:start position:0% <00:30:04.760>>> <00:30:05.110>[laughter] <00:30:05.460>>> <00:30:05.810>You <00:30:06.160>know? 00:30:06.390 --> 00:30:06.400 align:start position:0% <00:30:06.390>>> <00:30:06.394>You <00:30:06.399>know? 00:30:06.400 --> 00:30:09.670 align:start position:0% <00:30:06.400>>> <00:30:06.633>You <00:30:06.866>know? <00:30:07.100>LLMs <00:30:07.333>or <00:30:07.566>you <00:30:07.800>know, 00:30:09.670 --> 00:30:09.680 align:start position:0% <00:30:09.670>LLMs <00:30:09.673>or <00:30:09.676>you <00:30:09.679>know, 00:30:09.680 --> 00:30:11.310 align:start position:0% <00:30:09.680>LLMs <00:30:09.807>or <00:30:09.934>you <00:30:10.061>know, <00:30:10.189>AIs <00:30:10.316>just <00:30:10.443>don't <00:30:10.570>really <00:30:10.698>know <00:30:10.825>if <00:30:10.952>you <00:30:11.080>ask 00:30:11.310 --> 00:30:11.320 align:start position:0% <00:30:11.310>AIs <00:30:11.311>just <00:30:11.312>don't <00:30:11.313>really <00:30:11.315>know <00:30:11.316>if <00:30:11.317>you <00:30:11.319>ask 00:30:11.320 --> 00:30:13.230 align:start position:0% <00:30:11.320>AIs <00:30:11.427>just <00:30:11.535>don't <00:30:11.643>really <00:30:11.750>know <00:30:11.858>if <00:30:11.966>you <00:30:12.073>ask <00:30:12.181>the <00:30:12.289>same <00:30:12.396>question <00:30:12.504>again, <00:30:12.612>you <00:30:12.720>know? 00:30:13.230 --> 00:30:13.240 align:start position:0% <00:30:13.230>the <00:30:13.231>same <00:30:13.233>question <00:30:13.235>again, <00:30:13.237>you <00:30:13.239>know? 00:30:13.240 --> 00:30:14.270 align:start position:0% <00:30:13.240>the <00:30:13.394>same <00:30:13.549>question <00:30:13.703>again, <00:30:13.858>you <00:30:14.012>know? <00:30:14.167>Um 00:30:14.270 --> 00:30:14.280 align:start position:0% Um 00:30:14.280 --> 00:30:16.910 align:start position:0% <00:30:14.280>Um <00:30:14.455>and <00:30:14.629>and <00:30:14.805>so <00:30:14.980>I <00:30:15.155>I <00:30:15.330>think <00:30:15.504>there's <00:30:15.680>there's 00:30:16.910 --> 00:30:16.920 align:start position:0% <00:30:16.910>and <00:30:16.911>and <00:30:16.912>so <00:30:16.913>I <00:30:16.915>I <00:30:16.916>think <00:30:16.917>there's <00:30:16.919>there's 00:30:16.920 --> 00:30:18.830 align:start position:0% <00:30:16.920>and <00:30:17.027>and <00:30:17.135>so <00:30:17.243>I <00:30:17.350>I <00:30:17.458>think <00:30:17.566>there's <00:30:17.673>there's <00:30:17.781>places <00:30:17.889>where <00:30:17.996>this <00:30:18.104>plays <00:30:18.212>an <00:30:18.320>important 00:30:18.830 --> 00:30:18.840 align:start position:0% <00:30:18.830>places <00:30:18.831>where <00:30:18.833>this <00:30:18.835>plays <00:30:18.837>an <00:30:18.839>important 00:30:18.840 --> 00:30:20.790 align:start position:0% <00:30:18.840>places <00:30:18.947>where <00:30:19.055>this <00:30:19.163>plays <00:30:19.270>an <00:30:19.378>important <00:30:19.486>role, <00:30:19.593>you <00:30:19.701>can <00:30:19.809>learn. <00:30:19.916>You <00:30:20.024>know, <00:30:20.132>use <00:30:20.240>these 00:30:20.790 --> 00:30:20.800 align:start position:0% <00:30:20.790>role, <00:30:20.791>you <00:30:20.792>can <00:30:20.793>learn. <00:30:20.795>You <00:30:20.796>know, <00:30:20.797>use <00:30:20.799>these 00:30:20.800 --> 00:30:22.790 align:start position:0% <00:30:20.800>role, <00:30:20.899>you <00:30:21.000>can <00:30:21.100>learn. <00:30:21.200>You <00:30:21.300>know, <00:30:21.399>use <00:30:21.500>these <00:30:21.600>tools <00:30:21.700>to <00:30:21.800>learn <00:30:21.899>about <00:30:22.000>the <00:30:22.100>existing <00:30:22.200>code 00:30:22.790 --> 00:30:22.800 align:start position:0% <00:30:22.790>tools <00:30:22.791>to <00:30:22.793>learn <00:30:22.794>about <00:30:22.796>the <00:30:22.797>existing <00:30:22.799>code 00:30:22.800 --> 00:30:24.630 align:start position:0% <00:30:22.800>tools <00:30:22.927>to <00:30:23.054>learn <00:30:23.181>about <00:30:23.309>the <00:30:23.436>existing <00:30:23.563>code <00:30:23.690>base <00:30:23.818>but <00:30:23.945>it's <00:30:24.072>still <00:30:24.200>you. 00:30:24.630 --> 00:30:24.640 align:start position:0% <00:30:24.630>base <00:30:24.632>but <00:30:24.634>it's <00:30:24.636>still <00:30:24.639>you. 00:30:24.640 --> 00:30:25.430 align:start position:0% <00:30:24.640>base <00:30:24.782>but <00:30:24.924>it's <00:30:25.066>still <00:30:25.208>you. <00:30:25.351>Yeah? 00:30:25.430 --> 00:30:25.440 align:start position:0% Yeah? 00:30:25.440 --> 00:30:28.150 align:start position:0% <00:30:25.440>Yeah? <00:30:25.640>Universities <00:30:25.840>need <00:30:26.040>to <00:30:26.240>focus <00:30:26.440>on <00:30:26.640>I <00:30:26.840>think 00:30:28.150 --> 00:30:28.160 align:start position:0% <00:30:28.150>Universities <00:30:28.151>need <00:30:28.153>to <00:30:28.154>focus <00:30:28.156>on <00:30:28.157>I <00:30:28.159>think 00:30:28.160 --> 00:30:30.910 align:start position:0% <00:30:28.160>Universities <00:30:28.260>need <00:30:28.360>to <00:30:28.460>focus <00:30:28.560>on <00:30:28.660>I <00:30:28.760>think <00:30:28.860>first <00:30:28.960>of <00:30:29.060>all, <00:30:29.160>be <00:30:29.260>able <00:30:29.360>to <00:30:29.460>learn <00:30:29.560>because 00:30:30.910 --> 00:30:30.920 align:start position:0% <00:30:30.910>first <00:30:30.911>of <00:30:30.912>all, <00:30:30.913>be <00:30:30.915>able <00:30:30.916>to <00:30:30.917>learn <00:30:30.919>because 00:30:30.920 --> 00:30:32.750 align:start position:0% <00:30:30.920>first <00:30:31.007>of <00:30:31.095>all, <00:30:31.182>be <00:30:31.270>able <00:30:31.357>to <00:30:31.445>learn <00:30:31.532>because <00:30:31.620>as <00:30:31.707>an <00:30:31.795>engineer, <00:30:31.882>this <00:30:31.970>is <00:30:32.057>what <00:30:32.145>you <00:30:32.232>will <00:30:32.320>do 00:30:32.750 --> 00:30:32.760 align:start position:0% <00:30:32.750>as <00:30:32.751>an <00:30:32.752>engineer, <00:30:32.753>this <00:30:32.754>is <00:30:32.755>what <00:30:32.756>you <00:30:32.757>will <00:30:32.759>do 00:30:32.760 --> 00:30:34.630 align:start position:0% <00:30:32.760>as <00:30:32.887>an <00:30:33.014>engineer, <00:30:33.141>this <00:30:33.269>is <00:30:33.396>what <00:30:33.523>you <00:30:33.650>will <00:30:33.778>do <00:30:33.905>your <00:30:34.032>whole <00:30:34.160>life. 00:30:34.630 --> 00:30:34.640 align:start position:0% <00:30:34.630>your <00:30:34.634>whole <00:30:34.639>life. 00:30:34.640 --> 00:30:38.230 align:start position:0% <00:30:34.640>your <00:30:34.780>whole <00:30:34.920>life. <00:30:35.060>I <00:30:35.200>mean, <00:30:35.340>being <00:30:35.480>a <00:30:35.620>C++ <00:30:35.760>developer <00:30:35.900>is <00:30:36.040>not 00:30:38.230 --> 00:30:38.240 align:start position:0% <00:30:38.230>I <00:30:38.231>mean, <00:30:38.232>being <00:30:38.233>a <00:30:38.235>C++ <00:30:38.236>developer <00:30:38.237>is <00:30:38.239>not 00:30:38.240 --> 00:30:39.510 align:start position:0% <00:30:38.240>I <00:30:38.382>mean, <00:30:38.525>being <00:30:38.668>a <00:30:38.811>C++ <00:30:38.954>developer <00:30:39.097>is <00:30:39.240>not <00:30:39.383>enough. 00:30:39.510 --> 00:30:39.520 align:start position:0% enough. 00:30:39.520 --> 00:30:41.990 align:start position:0% <00:30:39.520>enough. <00:30:39.720>You <00:30:39.920>know, <00:30:40.120>you <00:30:40.320>probably <00:30:40.520>learned <00:30:40.720>some <00:30:40.920>new 00:30:41.990 --> 00:30:42.000 align:start position:0% <00:30:41.990>You <00:30:41.991>know, <00:30:41.993>you <00:30:41.994>probably <00:30:41.996>learned <00:30:41.997>some <00:30:41.999>new 00:30:42.000 --> 00:30:44.750 align:start position:0% <00:30:42.000>You <00:30:42.116>know, <00:30:42.233>you <00:30:42.350>probably <00:30:42.466>learned <00:30:42.583>some <00:30:42.700>new <00:30:42.816>libraries, <00:30:42.933>new <00:30:43.050>some <00:30:43.166>open <00:30:43.283>source <00:30:43.400>systems. 00:30:44.750 --> 00:30:44.760 align:start position:0% <00:30:44.750>libraries, <00:30:44.751>new <00:30:44.753>some <00:30:44.755>open <00:30:44.757>source <00:30:44.759>systems. 00:30:44.760 --> 00:30:47.070 align:start position:0% <00:30:44.760>libraries, <00:30:44.876>new <00:30:44.993>some <00:30:45.110>open <00:30:45.226>source <00:30:45.343>systems. <00:30:45.460>You'll <00:30:45.576>be <00:30:45.693>doing <00:30:45.810>this <00:30:45.926>the <00:30:46.043>whole <00:30:46.160>time. 00:30:47.070 --> 00:30:47.080 align:start position:0% <00:30:47.070>You'll <00:30:47.071>be <00:30:47.072>doing <00:30:47.074>this <00:30:47.076>the <00:30:47.077>whole <00:30:47.079>time. 00:30:47.080 --> 00:30:48.990 align:start position:0% <00:30:47.080>You'll <00:30:47.196>be <00:30:47.313>doing <00:30:47.429>this <00:30:47.546>the <00:30:47.663>whole <00:30:47.780>time. <00:30:47.896>And <00:30:48.013>you <00:30:48.129>know <00:30:48.246>what? <00:30:48.363>It's <00:30:48.480>fun. 00:30:48.990 --> 00:30:49.000 align:start position:0% <00:30:48.990>And <00:30:48.991>you <00:30:48.993>know <00:30:48.995>what? <00:30:48.997>It's <00:30:48.999>fun. 00:30:49.000 --> 00:30:51.470 align:start position:0% <00:30:49.000>And <00:30:49.107>you <00:30:49.215>know <00:30:49.323>what? <00:30:49.430>It's <00:30:49.538>fun. <00:30:49.646>And <00:30:49.753>you <00:30:49.861>if <00:30:49.969>you <00:30:50.076>don't <00:30:50.184>enjoy <00:30:50.292>that, <00:30:50.400>don't 00:30:51.470 --> 00:30:51.480 align:start position:0% <00:30:51.470>And <00:30:51.471>you <00:30:51.472>if <00:30:51.473>you <00:30:51.475>don't <00:30:51.476>enjoy <00:30:51.477>that, <00:30:51.479>don't 00:30:51.480 --> 00:30:53.870 align:start position:0% <00:30:51.480>And <00:30:51.573>you <00:30:51.666>if <00:30:51.760>you <00:30:51.853>don't <00:30:51.946>enjoy <00:30:52.040>that, <00:30:52.133>don't <00:30:52.226>become <00:30:52.320>a <00:30:52.413>developer. <00:30:52.506>If <00:30:52.600>you <00:30:52.693>don't <00:30:52.786>want <00:30:52.880>to 00:30:53.870 --> 00:30:53.880 align:start position:0% <00:30:53.870>become <00:30:53.871>a <00:30:53.872>developer. <00:30:53.873>If <00:30:53.875>you <00:30:53.876>don't <00:30:53.877>want <00:30:53.879>to 00:30:53.880 --> 00:30:56.230 align:start position:0% <00:30:53.880>become <00:30:53.980>a <00:30:54.080>developer. <00:30:54.180>If <00:30:54.280>you <00:30:54.380>don't <00:30:54.480>want <00:30:54.580>to <00:30:54.680>learn <00:30:54.780>the <00:30:54.880>next <00:30:54.980>the <00:30:55.080>next <00:30:55.180>generation <00:30:55.280>of 00:30:56.230 --> 00:30:56.240 align:start position:0% <00:30:56.230>learn <00:30:56.231>the <00:30:56.233>next <00:30:56.234>the <00:30:56.236>next <00:30:56.237>generation <00:30:56.239>of 00:30:56.240 --> 00:30:58.870 align:start position:0% <00:30:56.240>learn <00:30:56.340>the <00:30:56.440>next <00:30:56.540>the <00:30:56.640>next <00:30:56.740>generation <00:30:56.840>of <00:30:56.940>IDEs <00:30:57.040>or <00:30:57.140>the <00:30:57.240>next <00:30:57.340>generation <00:30:57.440>of <00:30:57.540>of <00:30:57.640>open 00:30:58.870 --> 00:30:58.880 align:start position:0% <00:30:58.870>IDEs <00:30:58.871>or <00:30:58.872>the <00:30:58.873>next <00:30:58.875>generation <00:30:58.876>of <00:30:58.877>of <00:30:58.879>open 00:30:58.880 --> 00:31:01.670 align:start position:0% <00:30:58.880>IDEs <00:30:58.987>or <00:30:59.095>the <00:30:59.203>next <00:30:59.310>generation <00:30:59.418>of <00:30:59.526>of <00:30:59.633>open <00:30:59.741>source, <00:30:59.849>the <00:30:59.956>next <00:31:00.064>generation <00:31:00.172>of <00:31:00.280>whatever, 00:31:01.670 --> 00:31:01.680 align:start position:0% <00:31:01.670>source, <00:31:01.671>the <00:31:01.673>next <00:31:01.675>generation <00:31:01.677>of <00:31:01.679>whatever, 00:31:01.680 --> 00:31:03.590 align:start position:0% <00:31:01.680>source, <00:31:01.787>the <00:31:01.895>next <00:31:02.003>generation <00:31:02.110>of <00:31:02.218>whatever, <00:31:02.326>you <00:31:02.433>probably <00:31:02.541>have <00:31:02.649>a <00:31:02.756>hard <00:31:02.864>time <00:31:02.972>as <00:31:03.080>a 00:31:03.590 --> 00:31:03.600 align:start position:0% <00:31:03.590>you <00:31:03.591>probably <00:31:03.592>have <00:31:03.593>a <00:31:03.595>hard <00:31:03.596>time <00:31:03.597>as <00:31:03.599>a 00:31:03.600 --> 00:31:04.230 align:start position:0% <00:31:03.600>you <00:31:03.670>probably <00:31:03.741>have <00:31:03.812>a <00:31:03.883>hard <00:31:03.954>time <00:31:04.025>as <00:31:04.096>a <00:31:04.167>developer. 00:31:04.230 --> 00:31:04.240 align:start position:0% developer. 00:31:04.240 --> 00:31:04.550 align:start position:0% <00:31:04.240>developer. <00:31:04.379>>> <00:31:04.519>Yeah. 00:31:04.550 --> 00:31:04.560 align:start position:0% <00:31:04.550>>> <00:31:04.559>Yeah. 00:31:04.560 --> 00:31:05.350 align:start position:0% <00:31:04.560>>> <00:31:04.797>Yeah. <00:31:05.033>>> <00:31:05.271>Yeah. 00:31:05.350 --> 00:31:05.360 align:start position:0% <00:31:05.350>>> <00:31:05.359>Yeah. 00:31:05.360 --> 00:31:05.830 align:start position:0% <00:31:05.360>>> <00:31:05.571>Yeah. <00:31:05.783>Um 00:31:05.830 --> 00:31:05.840 align:start position:0% Um 00:31:05.840 --> 00:31:06.350 align:start position:0% <00:31:05.840>Um <00:31:05.993>>> <00:31:06.146>I <00:31:06.299>think 00:31:06.350 --> 00:31:06.360 align:start position:0% <00:31:06.350>>> <00:31:06.354>I <00:31:06.359>think 00:31:06.360 --> 00:31:07.750 align:start position:0% <00:31:06.360>>> <00:31:06.538>I <00:31:06.717>think <00:31:06.896>>> <00:31:07.074>Learn <00:31:07.253>how <00:31:07.432>to <00:31:07.610>communicate. 00:31:07.750 --> 00:31:07.760 align:start position:0% <00:31:07.750>>> <00:31:07.752>Learn <00:31:07.754>how <00:31:07.756>to <00:31:07.759>communicate. 00:31:07.760 --> 00:31:08.270 align:start position:0% <00:31:07.760>>> <00:31:07.836>Learn <00:31:07.913>how <00:31:07.989>to <00:31:08.066>communicate. <00:31:08.142>>> <00:31:08.219>Yeah. 00:31:08.270 --> 00:31:08.280 align:start position:0% <00:31:08.270>>> <00:31:08.279>Yeah. 00:31:08.280 --> 00:31:09.510 align:start position:0% <00:31:08.280>>> <00:31:08.438>Yeah. <00:31:08.596>>> <00:31:08.754>Yeah. <00:31:08.912>That <00:31:09.070>is <00:31:09.228>the <00:31:09.387>way 00:31:09.510 --> 00:31:09.520 align:start position:0% <00:31:09.510>>> <00:31:09.511>Yeah. <00:31:09.513>That <00:31:09.515>is <00:31:09.517>the <00:31:09.519>way 00:31:09.520 --> 00:31:12.590 align:start position:0% <00:31:09.520>>> <00:31:09.613>Yeah. <00:31:09.706>That <00:31:09.800>is <00:31:09.893>the <00:31:09.986>way <00:31:10.080>>> <00:31:10.173>is <00:31:10.266>That <00:31:10.360>is <00:31:10.453>that <00:31:10.546>is <00:31:10.639>a <00:31:10.733>very <00:31:10.826>nice <00:31:10.920>closure 00:31:12.590 --> 00:31:12.600 align:start position:0% <00:31:12.590>>> <00:31:12.591>is <00:31:12.591>That <00:31:12.592>is <00:31:12.593>that <00:31:12.594>is <00:31:12.596>a <00:31:12.597>very <00:31:12.598>nice <00:31:12.599>closure 00:31:12.600 --> 00:31:15.190 align:start position:0% <00:31:12.600>>> <00:31:12.677>is <00:31:12.755>That <00:31:12.833>is <00:31:12.911>that <00:31:12.988>is <00:31:13.066>a <00:31:13.144>very <00:31:13.222>nice <00:31:13.300>closure <00:31:13.377>of <00:31:13.455>of <00:31:13.533>the <00:31:13.611>talk. <00:31:13.688>Well, <00:31:13.766>then <00:31:13.844>thank <00:31:13.922>you <00:31:14.000>so 00:31:15.190 --> 00:31:15.200 align:start position:0% <00:31:15.190>of <00:31:15.191>of <00:31:15.192>the <00:31:15.193>talk. <00:31:15.194>Well, <00:31:15.195>then <00:31:15.196>thank <00:31:15.197>you <00:31:15.199>so 00:31:15.200 --> 00:31:18.030 align:start position:0% <00:31:15.200>of <00:31:15.300>of <00:31:15.400>the <00:31:15.500>talk. <00:31:15.600>Well, <00:31:15.700>then <00:31:15.800>thank <00:31:15.900>you <00:31:16.000>so <00:31:16.100>much. <00:31:16.200>Um <00:31:16.300>I <00:31:16.400>really <00:31:16.500>appreciate <00:31:16.600>it. 00:31:18.030 --> 00:31:18.040 align:start position:0% <00:31:18.030>much. <00:31:18.031>Um <00:31:18.033>I <00:31:18.035>really <00:31:18.037>appreciate <00:31:18.039>it. 00:31:18.040 --> 00:31:19.630 align:start position:0% <00:31:18.040>much. <00:31:18.147>Um <00:31:18.255>I <00:31:18.363>really <00:31:18.470>appreciate <00:31:18.578>it. <00:31:18.686>Um <00:31:18.793>I <00:31:18.901>think <00:31:19.009>you <00:31:19.116>should <00:31:19.224>have <00:31:19.332>the <00:31:19.440>final 00:31:19.630 --> 00:31:19.640 align:start position:0% <00:31:19.630>Um <00:31:19.631>I <00:31:19.632>think <00:31:19.633>you <00:31:19.635>should <00:31:19.636>have <00:31:19.637>the <00:31:19.639>final 00:31:19.640 --> 00:31:23.190 align:start position:0% <00:31:19.640>Um <00:31:19.740>I <00:31:19.840>think <00:31:19.940>you <00:31:20.040>should <00:31:20.140>have <00:31:20.240>the <00:31:20.340>final <00:31:20.440>words <00:31:20.540>whenever <00:31:20.640>you <00:31:20.740>go <00:31:20.840>off <00:31:20.940>stage <00:31:21.040>like 00:31:23.190 --> 00:31:23.200 align:start position:0% <00:31:23.190>words <00:31:23.191>whenever <00:31:23.193>you <00:31:23.194>go <00:31:23.196>off <00:31:23.197>stage <00:31:23.199>like 00:31:23.200 --> 00:31:25.470 align:start position:0% <00:31:23.200>words <00:31:23.293>whenever <00:31:23.386>you <00:31:23.480>go <00:31:23.573>off <00:31:23.666>stage <00:31:23.760>like <00:31:23.853>>> <00:31:23.946>But, <00:31:24.040>you <00:31:24.133>know, <00:31:24.226>as <00:31:24.320>I <00:31:24.413>said <00:31:24.506>this <00:31:24.600>morning, 00:31:25.470 --> 00:31:25.480 align:start position:0% <00:31:25.470>>> <00:31:25.471>But, <00:31:25.472>you <00:31:25.473>know, <00:31:25.474>as <00:31:25.475>I <00:31:25.476>said <00:31:25.477>this <00:31:25.479>morning, 00:31:25.480 --> 00:31:27.150 align:start position:0% <00:31:25.480>>> <00:31:25.580>But, <00:31:25.680>you <00:31:25.780>know, <00:31:25.880>as <00:31:25.980>I <00:31:26.080>said <00:31:26.180>this <00:31:26.280>morning, <00:31:26.380>be <00:31:26.480>proud <00:31:26.580>of <00:31:26.680>what <00:31:26.780>you <00:31:26.880>built. 00:31:27.150 --> 00:31:27.160 align:start position:0% <00:31:27.150>be <00:31:27.151>proud <00:31:27.153>of <00:31:27.155>what <00:31:27.157>you <00:31:27.159>built. 00:31:27.160 --> 00:31:27.550 align:start position:0% <00:31:27.160>be <00:31:27.210>proud <00:31:27.260>of <00:31:27.310>what <00:31:27.360>you <00:31:27.410>built. <00:31:27.460>>> <00:31:27.511>Yeah. 00:31:27.550 --> 00:31:27.560 align:start position:0% <00:31:27.550>>> <00:31:27.559>Yeah. 00:31:27.560 --> 00:31:28.670 align:start position:0% <00:31:27.560>>> <00:31:27.893>Yeah. <00:31:28.226>>> <00:31:28.559>Yeah. 00:31:28.670 --> 00:31:28.680 align:start position:0% <00:31:28.670>>> <00:31:28.679>Yeah. 00:31:28.680 --> 00:31:30.996 align:start position:0% <00:31:28.680>>> <00:31:28.835>Yeah. <00:31:28.991>Your <00:31:29.146>mother <00:31:29.302>will <00:31:29.457>never <00:31:29.613>know <00:31:29.768>what <00:31:29.924>you <00:31:30.080>do. 00:31:30.996 --> 00:31:31.006 align:start position:0% <00:31:30.996>Your <00:31:30.997>mother <00:31:30.998>will <00:31:30.999>never <00:31:31.001>know <00:31:31.002>what <00:31:31.003>you <00:31:31.005>do. 00:31:31.006 --> 00:31:31.190 align:start position:0% <00:31:31.006>Your <00:31:31.024>mother <00:31:31.042>will <00:31:31.061>never <00:31:31.079>know <00:31:31.098>what <00:31:31.116>you <00:31:31.134>do. <00:31:31.153>>> <00:31:31.171>[laughter] 00:31:31.190 --> 00:31:31.200 align:start position:0% <00:31:31.190>>> <00:31:31.199>[laughter] 00:31:31.200 --> 00:31:32.270 align:start position:0% <00:31:31.200>>> <00:31:31.521>[laughter] <00:31:31.842>>> <00:31:32.163>Yeah. 00:31:32.270 --> 00:31:32.280 align:start position:0% <00:31:32.270>>> <00:31:32.279>Yeah. 00:31:32.280 --> 00:31:35.150 align:start position:0% <00:31:32.280>>> <00:31:32.455>Yeah. <00:31:32.629>That <00:31:32.805>that <00:31:32.980>that <00:31:33.155>is <00:31:33.330>just <00:31:33.504>not <00:31:33.680>happening. 00:31:35.150 --> 00:31:35.160 align:start position:0% <00:31:35.150>That <00:31:35.151>that <00:31:35.153>that <00:31:35.154>is <00:31:35.156>just <00:31:35.157>not <00:31:35.159>happening. 00:31:35.160 --> 00:31:38.870 align:start position:0% <00:31:35.160>That <00:31:35.260>that <00:31:35.360>that <00:31:35.460>is <00:31:35.560>just <00:31:35.660>not <00:31:35.760>happening. <00:31:35.860>Yeah. <00:31:35.960>So, <00:31:36.060>don't <00:31:36.160>don't <00:31:36.260>expect <00:31:36.360>a <00:31:36.460>pat <00:31:36.560>on 00:31:38.870 --> 00:31:38.880 align:start position:0% <00:31:38.870>Yeah. <00:31:38.871>So, <00:31:38.872>don't <00:31:38.873>don't <00:31:38.875>expect <00:31:38.876>a <00:31:38.877>pat <00:31:38.879>on 00:31:38.880 --> 00:31:40.390 align:start position:0% <00:31:38.880>Yeah. <00:31:38.977>So, <00:31:39.074>don't <00:31:39.171>don't <00:31:39.268>expect <00:31:39.365>a <00:31:39.462>pat <00:31:39.559>on <00:31:39.656>your <00:31:39.753>shoulder <00:31:39.850>from <00:31:39.947>your <00:31:40.044>dad. <00:31:40.141>Oh, <00:31:40.239>that 00:31:40.390 --> 00:31:40.400 align:start position:0% <00:31:40.390>your <00:31:40.391>shoulder <00:31:40.393>from <00:31:40.394>your <00:31:40.396>dad. <00:31:40.397>Oh, <00:31:40.399>that 00:31:40.400 --> 00:31:41.910 align:start position:0% <00:31:40.400>your <00:31:40.497>shoulder <00:31:40.594>from <00:31:40.691>your <00:31:40.788>dad. <00:31:40.885>Oh, <00:31:40.982>that <00:31:41.079>was <00:31:41.176>a <00:31:41.273>great <00:31:41.370>line <00:31:41.467>of <00:31:41.564>code <00:31:41.661>you <00:31:41.759>wrote 00:31:41.910 --> 00:31:41.920 align:start position:0% <00:31:41.910>was <00:31:41.911>a <00:31:41.912>great <00:31:41.913>line <00:31:41.915>of <00:31:41.916>code <00:31:41.917>you <00:31:41.919>wrote 00:31:41.920 --> 00:31:43.350 align:start position:0% <00:31:41.920>was <00:31:42.063>a <00:31:42.206>great <00:31:42.349>line <00:31:42.492>of <00:31:42.635>code <00:31:42.778>you <00:31:42.921>wrote <00:31:43.063>there. <00:31:43.206>Yeah. 00:31:43.350 --> 00:31:43.360 align:start position:0% <00:31:43.350>there. <00:31:43.359>Yeah. 00:31:43.360 --> 00:31:45.710 align:start position:0% <00:31:43.360>there. <00:31:43.534>Yeah. <00:31:43.709>Be <00:31:43.885>be <00:31:44.060>proud <00:31:44.235>of <00:31:44.409>what <00:31:44.584>you <00:31:44.760>built. 00:31:45.710 --> 00:31:45.720 align:start position:0% <00:31:45.710>Be <00:31:45.711>be <00:31:45.713>proud <00:31:45.714>of <00:31:45.716>what <00:31:45.717>you <00:31:45.719>built. 00:31:45.720 --> 00:31:48.390 align:start position:0% <00:31:45.720>Be <00:31:45.820>be <00:31:45.920>proud <00:31:46.020>of <00:31:46.120>what <00:31:46.220>you <00:31:46.320>built. <00:31:46.420>Take <00:31:46.520>take <00:31:46.620>pride <00:31:46.720>in <00:31:46.820>the <00:31:46.920>systems <00:31:47.020>that <00:31:47.120>you 00:31:48.390 --> 00:31:48.400 align:start position:0% <00:31:48.390>Take <00:31:48.391>take <00:31:48.392>pride <00:31:48.393>in <00:31:48.395>the <00:31:48.396>systems <00:31:48.397>that <00:31:48.399>you 00:31:48.400 --> 00:31:51.110 align:start position:0% <00:31:48.400>Take <00:31:48.507>take <00:31:48.615>pride <00:31:48.723>in <00:31:48.830>the <00:31:48.938>systems <00:31:49.046>that <00:31:49.153>you <00:31:49.261>generate <00:31:49.369>that <00:31:49.476>And <00:31:49.584>you <00:31:49.692>know <00:31:49.800>what? 00:31:51.110 --> 00:31:51.120 align:start position:0% <00:31:51.110>generate <00:31:51.111>that <00:31:51.113>And <00:31:51.115>you <00:31:51.117>know <00:31:51.119>what? 00:31:51.120 --> 00:31:53.870 align:start position:0% <00:31:51.120>generate <00:31:51.219>that <00:31:51.320>And <00:31:51.419>you <00:31:51.520>know <00:31:51.620>what? <00:31:51.719>Be <00:31:51.820>be <00:31:51.919>proud <00:31:52.020>in <00:31:52.120>the <00:31:52.219>bugs <00:31:52.320>that <00:31:52.419>you <00:31:52.520>find. 00:31:53.870 --> 00:31:53.880 align:start position:0% <00:31:53.870>Be <00:31:53.871>be <00:31:53.872>proud <00:31:53.873>in <00:31:53.874>the <00:31:53.875>bugs <00:31:53.876>that <00:31:53.877>you <00:31:53.879>find. 00:31:53.880 --> 00:31:55.750 align:start position:0% <00:31:53.880>Be <00:31:53.967>be <00:31:54.055>proud <00:31:54.142>in <00:31:54.230>the <00:31:54.317>bugs <00:31:54.405>that <00:31:54.492>you <00:31:54.580>find. <00:31:54.667>You <00:31:54.755>know, <00:31:54.842>it's <00:31:54.930>that's <00:31:55.017>normal. <00:31:55.105>I <00:31:55.192>mean, <00:31:55.280>if 00:31:55.750 --> 00:31:55.760 align:start position:0% <00:31:55.750>You <00:31:55.751>know, <00:31:55.752>it's <00:31:55.753>that's <00:31:55.755>normal. <00:31:55.756>I <00:31:55.757>mean, <00:31:55.759>if 00:31:55.760 --> 00:31:57.830 align:start position:0% <00:31:55.760>You <00:31:55.867>know, <00:31:55.975>it's <00:31:56.083>that's <00:31:56.190>normal. <00:31:56.298>I <00:31:56.406>mean, <00:31:56.513>if <00:31:56.621>these <00:31:56.729>systems <00:31:56.836>built <00:31:56.944>If <00:31:57.052>systems <00:31:57.160>are 00:31:57.830 --> 00:31:57.840 align:start position:0% <00:31:57.830>these <00:31:57.831>systems <00:31:57.833>built <00:31:57.835>If <00:31:57.837>systems <00:31:57.839>are 00:31:57.840 --> 00:32:00.070 align:start position:0% <00:31:57.840>these <00:31:57.967>systems <00:31:58.094>built <00:31:58.221>If <00:31:58.349>systems <00:31:58.476>are <00:31:58.603>generated <00:31:58.730>for <00:31:58.858>you, <00:31:58.985>your <00:31:59.112>code <00:31:59.240>review 00:32:00.070 --> 00:32:00.080 align:start position:0% <00:32:00.070>generated <00:32:00.071>for <00:32:00.073>you, <00:32:00.075>your <00:32:00.077>code <00:32:00.079>review 00:32:00.080 --> 00:32:02.790 align:start position:0% <00:32:00.080>generated <00:32:00.254>for <00:32:00.429>you, <00:32:00.605>your <00:32:00.780>code <00:32:00.955>review <00:32:01.129>becomes <00:32:01.304>incredibly <00:32:01.480>important. 00:32:02.790 --> 00:32:02.800 align:start position:0% <00:32:02.790>becomes <00:32:02.794>incredibly <00:32:02.799>important. 00:32:02.800 --> 00:32:05.030 align:start position:0% <00:32:02.800>becomes <00:32:02.975>incredibly <00:32:03.149>important. <00:32:03.325>Yeah. <00:32:03.500>But, <00:32:03.675>you <00:32:03.850>know, <00:32:04.024>your <00:32:04.200>understanding 00:32:05.030 --> 00:32:05.040 align:start position:0% <00:32:05.030>Yeah. <00:32:05.031>But, <00:32:05.033>you <00:32:05.035>know, <00:32:05.037>your <00:32:05.039>understanding 00:32:05.040 --> 00:32:07.310 align:start position:0% <00:32:05.040>Yeah. <00:32:05.167>But, <00:32:05.294>you <00:32:05.421>know, <00:32:05.549>your <00:32:05.676>understanding <00:32:05.803>there <00:32:05.930>would <00:32:06.058>should <00:32:06.185>give <00:32:06.312>you <00:32:06.440>joy. 00:32:07.310 --> 00:32:07.320 align:start position:0% <00:32:07.310>there <00:32:07.311>would <00:32:07.313>should <00:32:07.315>give <00:32:07.317>you <00:32:07.319>joy. 00:32:07.320 --> 00:32:08.990 align:start position:0% <00:32:07.320>there <00:32:07.419>would <00:32:07.520>should <00:32:07.620>give <00:32:07.720>you <00:32:07.820>joy. <00:32:07.919>If <00:32:08.020>you <00:32:08.120>don't <00:32:08.220>have <00:32:08.320>joy <00:32:08.419>in <00:32:08.520>those <00:32:08.620>kind <00:32:08.720>of 00:32:08.990 --> 00:32:09.000 align:start position:0% <00:32:08.990>If <00:32:08.991>you <00:32:08.992>don't <00:32:08.993>have <00:32:08.994>joy <00:32:08.995>in <00:32:08.996>those <00:32:08.997>kind <00:32:08.999>of 00:32:09.000 --> 00:32:12.550 align:start position:0% <00:32:09.000>If <00:32:09.082>you <00:32:09.164>don't <00:32:09.247>have <00:32:09.329>joy <00:32:09.411>in <00:32:09.494>those <00:32:09.576>kind <00:32:09.658>of <00:32:09.741>things, <00:32:09.823>I <00:32:09.905>mean, <00:32:09.988>no <00:32:10.070>job <00:32:10.152>is <00:32:10.235>100% <00:32:10.317>joy. <00:32:10.400>But, 00:32:12.550 --> 00:32:12.560 align:start position:0% <00:32:12.550>things, <00:32:12.551>I <00:32:12.552>mean, <00:32:12.553>no <00:32:12.554>job <00:32:12.555>is <00:32:12.556>100% <00:32:12.557>joy. <00:32:12.559>But, 00:32:12.560 --> 00:32:14.950 align:start position:0% <00:32:12.560>things, <00:32:12.647>I <00:32:12.735>mean, <00:32:12.822>no <00:32:12.909>job <00:32:12.997>is <00:32:13.085>100% <00:32:13.172>joy. <00:32:13.260>But, <00:32:13.347>you <00:32:13.435>know, <00:32:13.522>you <00:32:13.610>should <00:32:13.697>There <00:32:13.784>is <00:32:13.872>no <00:32:13.960>reason 00:32:14.950 --> 00:32:14.960 align:start position:0% <00:32:14.950>you <00:32:14.951>know, <00:32:14.952>you <00:32:14.953>should <00:32:14.955>There <00:32:14.956>is <00:32:14.957>no <00:32:14.959>reason 00:32:14.960 --> 00:32:17.510 align:start position:0% <00:32:14.960>you <00:32:15.053>know, <00:32:15.146>you <00:32:15.240>should <00:32:15.333>There <00:32:15.426>is <00:32:15.520>no <00:32:15.613>reason <00:32:15.706>for <00:32:15.800>us <00:32:15.893>as <00:32:15.986>software <00:32:16.080>developers <00:32:16.173>to <00:32:16.266>go <00:32:16.360>to 00:32:17.510 --> 00:32:17.520 align:start position:0% <00:32:17.510>for <00:32:17.511>us <00:32:17.512>as <00:32:17.513>software <00:32:17.515>developers <00:32:17.516>to <00:32:17.517>go <00:32:17.519>to 00:32:17.520 --> 00:32:20.030 align:start position:0% <00:32:17.520>for <00:32:17.620>us <00:32:17.720>as <00:32:17.820>software <00:32:17.920>developers <00:32:18.020>to <00:32:18.120>go <00:32:18.220>to <00:32:18.320>work <00:32:18.420>in <00:32:18.520>the <00:32:18.620>morning <00:32:18.720>dreadful. <00:32:18.820>You <00:32:18.920>know, 00:32:20.030 --> 00:32:20.040 align:start position:0% <00:32:20.030>work <00:32:20.031>in <00:32:20.033>the <00:32:20.034>morning <00:32:20.036>dreadful. <00:32:20.037>You <00:32:20.039>know, 00:32:20.040 --> 00:32:22.470 align:start position:0% <00:32:20.040>work <00:32:20.156>in <00:32:20.273>the <00:32:20.389>morning <00:32:20.506>dreadful. <00:32:20.623>You <00:32:20.740>know, <00:32:20.856>we <00:32:20.973>should <00:32:21.090>be <00:32:21.206>joying. <00:32:21.323>If <00:32:21.440>not, 00:32:22.470 --> 00:32:22.480 align:start position:0% <00:32:22.470>we <00:32:22.471>should <00:32:22.473>be <00:32:22.475>joying. <00:32:22.477>If <00:32:22.479>not, 00:32:22.480 --> 00:32:24.052 align:start position:0% <00:32:22.480>we <00:32:22.635>should <00:32:22.791>be <00:32:22.946>joying. <00:32:23.102>If <00:32:23.257>not, <00:32:23.413>go <00:32:23.568>work <00:32:23.724>somewhere <00:32:23.880>else. 00:32:24.052 --> 00:32:24.062 align:start position:0% <00:32:24.052>go <00:32:24.054>work <00:32:24.058>somewhere <00:32:24.061>else. 00:32:24.062 --> 00:32:24.310 align:start position:0% <00:32:24.062>go <00:32:24.106>work <00:32:24.151>somewhere <00:32:24.195>else. <00:32:24.240>>> <00:32:24.285>[laughter] 00:32:24.310 --> 00:32:24.320 align:start position:0% <00:32:24.310>>> <00:32:24.319>[laughter] 00:32:24.320 --> 00:32:24.750 align:start position:0% <00:32:24.320>>> <00:32:24.449>[laughter] <00:32:24.578>>> <00:32:24.706>Yeah. 00:32:24.750 --> 00:32:24.760 align:start position:0% <00:32:24.750>>> <00:32:24.759>Yeah. 00:32:24.760 --> 00:32:27.327 align:start position:0% <00:32:24.760>>> <00:32:24.935>Yeah. <00:32:25.110>>> <00:32:25.285>Well, <00:32:25.460>then <00:32:25.635>thank <00:32:25.810>you <00:32:25.985>very <00:32:26.160>much. 00:32:27.327 --> 00:32:27.337 align:start position:0% <00:32:27.327>>> <00:32:27.328>Well, <00:32:27.330>then <00:32:27.331>thank <00:32:27.333>you <00:32:27.334>very <00:32:27.336>much. 00:32:27.337 --> 00:32:29.357 align:start position:0% <00:32:27.337>>> <00:32:27.512>Well, <00:32:27.687>then <00:32:27.862>thank <00:32:28.037>you <00:32:28.212>very <00:32:28.387>much. <00:32:28.562>>> <00:32:28.737>[applause]