WEBVTT 00:00:02.720 --> 00:00:05.030 align:start position:0% <00:00:02.720>Hello, <00:00:02.953>hello, <00:00:03.186>and <00:00:03.420>we're <00:00:03.653>back. <00:00:03.886>And <00:00:04.120>the 00:00:05.030 --> 00:00:05.040 align:start position:0% <00:00:05.030>Hello, <00:00:05.031>hello, <00:00:05.033>and <00:00:05.034>we're <00:00:05.036>back. <00:00:05.037>And <00:00:05.039>the 00:00:05.040 --> 00:00:06.950 align:start position:0% <00:00:05.040>Hello, <00:00:05.140>hello, <00:00:05.240>and <00:00:05.340>we're <00:00:05.440>back. <00:00:05.540>And <00:00:05.640>the <00:00:05.740>next <00:00:05.840>people <00:00:05.939>here <00:00:06.040>on <00:00:06.140>stage <00:00:06.240>are <00:00:06.340>from <00:00:06.439>IBM. 00:00:06.950 --> 00:00:06.960 align:start position:0% <00:00:06.950>next <00:00:06.951>people <00:00:06.952>here <00:00:06.953>on <00:00:06.955>stage <00:00:06.956>are <00:00:06.957>from <00:00:06.959>IBM. 00:00:06.960 --> 00:00:09.670 align:start position:0% <00:00:06.960>next <00:00:07.115>people <00:00:07.271>here <00:00:07.426>on <00:00:07.582>stage <00:00:07.737>are <00:00:07.893>from <00:00:08.048>IBM. <00:00:08.204>It's <00:00:08.360>Niels 00:00:09.680 --> 00:00:11.510 align:start position:0% <00:00:09.680>One <00:00:09.855>of <00:00:10.030>them <00:00:10.205>is <00:00:10.379>a <00:00:10.555>general <00:00:10.730>manager <00:00:10.905>of <00:00:11.080>AI 00:00:11.510 --> 00:00:11.520 align:start position:0% <00:00:11.510>One <00:00:11.511>of <00:00:11.512>them <00:00:11.513>is <00:00:11.514>a <00:00:11.515>general <00:00:11.516>manager <00:00:11.517>of <00:00:11.519>AI 00:00:11.520 --> 00:00:13.230 align:start position:0% <00:00:11.520>One <00:00:11.620>of <00:00:11.719>them <00:00:11.820>is <00:00:11.920>a <00:00:12.020>general <00:00:12.120>manager <00:00:12.219>of <00:00:12.320>AI <00:00:12.420>products <00:00:12.520>and <00:00:12.620>productivity <00:00:12.719>tools, <00:00:12.820>and <00:00:12.920>he 00:00:13.230 --> 00:00:13.240 align:start position:0% <00:00:13.230>products <00:00:13.231>and <00:00:13.233>productivity <00:00:13.235>tools, <00:00:13.237>and <00:00:13.239>he 00:00:13.240 --> 00:00:14.790 align:start position:0% <00:00:13.240>products <00:00:13.347>and <00:00:13.454>productivity <00:00:13.561>tools, <00:00:13.669>and <00:00:13.776>he <00:00:13.883>was <00:00:13.991>at <00:00:14.098>Microsoft <00:00:14.205>when <00:00:14.313>I <00:00:14.420>was <00:00:14.527>there <00:00:14.635>as 00:00:14.790 --> 00:00:14.800 align:start position:0% <00:00:14.790>was <00:00:14.791>at <00:00:14.792>Microsoft <00:00:14.793>when <00:00:14.795>I <00:00:14.796>was <00:00:14.797>there <00:00:14.799>as 00:00:14.800 --> 00:00:16.190 align:start position:0% <00:00:14.800>was <00:00:14.883>at <00:00:14.966>Microsoft <00:00:15.050>when <00:00:15.133>I <00:00:15.217>was <00:00:15.300>there <00:00:15.383>as <00:00:15.467>well, <00:00:15.550>so <00:00:15.634>we <00:00:15.717>just <00:00:15.800>talked <00:00:15.884>about <00:00:15.967>that <00:00:16.051>a 00:00:16.190 --> 00:00:16.200 align:start position:0% <00:00:16.190>well, <00:00:16.191>so <00:00:16.192>we <00:00:16.193>just <00:00:16.195>talked <00:00:16.196>about <00:00:16.197>that <00:00:16.198>a 00:00:16.200 --> 00:00:19.150 align:start position:0% <00:00:16.200>well, <00:00:16.300>so <00:00:16.400>we <00:00:16.500>just <00:00:16.599>talked <00:00:16.700>about <00:00:16.800>that <00:00:16.900>a <00:00:17.000>bit. <00:00:17.099>And <00:00:17.200>we <00:00:17.300>got <00:00:17.400>Arvid <00:00:17.500>Ottenbreit, <00:00:17.599>senior 00:00:19.150 --> 00:00:19.160 align:start position:0% <00:00:19.150>bit. <00:00:19.151>And <00:00:19.153>we <00:00:19.154>got <00:00:19.156>Arvid <00:00:19.157>Ottenbreit, <00:00:19.159>senior 00:00:19.160 --> 00:00:21.950 align:start position:0% <00:00:19.160>bit. <00:00:19.267>And <00:00:19.375>we <00:00:19.483>got <00:00:19.590>Arvid <00:00:19.698>Ottenbreit, <00:00:19.806>senior <00:00:19.913>product <00:00:20.021>manager <00:00:20.129>of <00:00:20.236>IBM <00:00:20.344>Bob. <00:00:20.452>And <00:00:20.560>they're 00:00:21.950 --> 00:00:21.960 align:start position:0% <00:00:21.950>product <00:00:21.951>manager <00:00:21.953>of <00:00:21.954>IBM <00:00:21.956>Bob. <00:00:21.957>And <00:00:21.959>they're 00:00:21.960 --> 00:00:24.150 align:start position:0% <00:00:21.960>product <00:00:22.053>manager <00:00:22.146>of <00:00:22.240>IBM <00:00:22.333>Bob. <00:00:22.426>And <00:00:22.520>they're <00:00:22.613>going <00:00:22.706>to <00:00:22.800>talk <00:00:22.893>about <00:00:22.986>IBM <00:00:23.080>Bob, <00:00:23.173>and <00:00:23.266>if <00:00:23.360>an 00:00:24.150 --> 00:00:24.160 align:start position:0% <00:00:24.150>going <00:00:24.151>to <00:00:24.152>talk <00:00:24.153>about <00:00:24.154>IBM <00:00:24.155>Bob, <00:00:24.156>and <00:00:24.157>if <00:00:24.159>an 00:00:24.160 --> 00:00:26.750 align:start position:0% <00:00:24.160>going <00:00:24.253>to <00:00:24.346>talk <00:00:24.440>about <00:00:24.533>IBM <00:00:24.626>Bob, <00:00:24.720>and <00:00:24.813>if <00:00:24.906>an <00:00:25.000>elephant <00:00:25.093>can <00:00:25.186>dance. <00:00:25.280>So, <00:00:25.373>let's <00:00:25.466>see <00:00:25.560>what 00:00:26.750 --> 00:00:26.760 align:start position:0% <00:00:26.750>elephant <00:00:26.751>can <00:00:26.753>dance. <00:00:26.754>So, <00:00:26.756>let's <00:00:26.757>see <00:00:26.759>what 00:00:26.760 --> 00:00:28.950 align:start position:0% <00:00:26.760>elephant <00:00:26.867>can <00:00:26.975>dance. <00:00:27.083>So, <00:00:27.190>let's <00:00:27.298>see <00:00:27.406>what <00:00:27.513>that <00:00:27.621>elephant <00:00:27.729>can <00:00:27.836>do. <00:00:27.944>Please <00:00:28.052>come <00:00:28.160>on 00:00:28.950 --> 00:00:28.960 align:start position:0% <00:00:28.950>that <00:00:28.951>elephant <00:00:28.953>can <00:00:28.954>do. <00:00:28.956>Please <00:00:28.957>come <00:00:28.959>on 00:00:28.960 --> 00:00:34.050 align:start position:0% <00:00:28.960>that <00:00:29.100>elephant <00:00:29.240>can <00:00:29.380>do. <00:00:29.520>Please <00:00:29.660>come <00:00:29.800>on <00:00:29.940>stage, <00:00:30.080>Neil <00:00:30.220>and <00:00:30.360>Arvid. 00:00:34.060 --> 00:00:37.270 align:start position:0% <00:00:34.060>>> <00:00:35.460>[music] 00:00:37.280 --> 00:00:39.945 align:start position:0% <00:00:37.280>>> <00:00:37.513>Thank <00:00:37.746>you <00:00:37.980>so <00:00:38.213>much. <00:00:38.446>Thank <00:00:38.680>you. 00:00:39.945 --> 00:00:39.955 align:start position:0% <00:00:39.945>>> <00:00:39.946>Thank <00:00:39.948>you <00:00:39.949>so <00:00:39.951>much. <00:00:39.952>Thank <00:00:39.954>you. 00:00:39.955 --> 00:00:43.950 align:start position:0% <00:00:39.955>>> <00:00:40.129>Thank <00:00:40.305>you <00:00:40.480>so <00:00:40.655>much. <00:00:40.830>Thank <00:00:41.004>you. <00:00:41.180>>> <00:00:41.355>[music] 00:00:43.960 --> 00:00:45.590 align:start position:0% <00:00:43.960>>> <00:00:44.426>Thank <00:00:44.893>you, <00:00:45.360>everyone. 00:00:45.590 --> 00:00:45.600 align:start position:0% <00:00:45.590>>> <00:00:45.593>Thank <00:00:45.596>you, <00:00:45.599>everyone. 00:00:45.600 --> 00:00:47.830 align:start position:0% <00:00:45.600>>> <00:00:45.800>Thank <00:00:46.000>you, <00:00:46.200>everyone. <00:00:46.400>Great <00:00:46.600>to <00:00:46.800>be <00:00:47.000>here. 00:00:47.830 --> 00:00:47.840 align:start position:0% <00:00:47.830>Great <00:00:47.833>to <00:00:47.836>be <00:00:47.839>here. 00:00:47.840 --> 00:00:50.270 align:start position:0% <00:00:47.840>Great <00:00:47.967>to <00:00:48.094>be <00:00:48.221>here. <00:00:48.349>Let's <00:00:48.476>see <00:00:48.603>the <00:00:48.730>slide <00:00:48.858>slide <00:00:48.985>switch. <00:00:49.112>Got <00:00:49.240>my 00:00:50.270 --> 00:00:50.280 align:start position:0% <00:00:50.270>Let's <00:00:50.271>see <00:00:50.272>the <00:00:50.273>slide <00:00:50.275>slide <00:00:50.276>switch. <00:00:50.277>Got <00:00:50.279>my 00:00:50.280 --> 00:00:53.190 align:start position:0% <00:00:50.280>Let's <00:00:50.455>see <00:00:50.630>the <00:00:50.805>slide <00:00:50.980>slide <00:00:51.155>switch. <00:00:51.330>Got <00:00:51.505>my <00:00:51.680>slides. 00:00:53.200 --> 00:00:54.870 align:start position:0% <00:00:53.200>Need <00:00:53.375>to <00:00:53.550>go <00:00:53.725>to <00:00:53.900>the <00:00:54.075>main <00:00:54.250>slides. <00:00:54.425>Should <00:00:54.600>we 00:00:54.870 --> 00:00:54.880 align:start position:0% <00:00:54.870>Need <00:00:54.871>to <00:00:54.872>go <00:00:54.873>to <00:00:54.874>the <00:00:54.875>main <00:00:54.876>slides. <00:00:54.877>Should <00:00:54.879>we 00:00:54.880 --> 00:00:57.150 align:start position:0% <00:00:54.880>Need <00:00:54.987>to <00:00:55.095>go <00:00:55.203>to <00:00:55.310>the <00:00:55.418>main <00:00:55.526>slides. <00:00:55.633>Should <00:00:55.741>we <00:00:55.849>do <00:00:55.956>live <00:00:56.064>demo <00:00:56.172>first <00:00:56.280>or 00:00:57.150 --> 00:00:57.160 align:start position:0% <00:00:57.150>do <00:00:57.152>live <00:00:57.154>demo <00:00:57.156>first <00:00:57.159>or 00:00:57.160 --> 00:01:01.910 align:start position:0% <00:00:57.160>do <00:00:57.300>live <00:00:57.440>demo <00:00:57.580>first <00:00:57.720>or <00:00:57.860>Do <00:00:58.000>you <00:00:58.139>guys <00:00:58.279>have <00:00:58.419>the <00:00:58.559>slides? 00:01:01.920 --> 00:01:03.750 align:start position:0% <00:01:01.920>Ah, <00:01:02.620>thank <00:01:03.320>you. 00:01:03.750 --> 00:01:03.760 align:start position:0% <00:01:03.750>Ah, <00:01:03.754>thank <00:01:03.759>you. 00:01:03.760 --> 00:01:06.030 align:start position:0% <00:01:03.760>Ah, <00:01:03.887>thank <00:01:04.014>you. <00:01:04.141>So, <00:01:04.269>I <00:01:04.396>work <00:01:04.523>for <00:01:04.650>IBM. <00:01:04.778>Arvid <00:01:04.905>works <00:01:05.032>for <00:01:05.160>IBM, 00:01:06.030 --> 00:01:06.040 align:start position:0% <00:01:06.030>So, <00:01:06.031>I <00:01:06.032>work <00:01:06.033>for <00:01:06.034>IBM. <00:01:06.035>Arvid <00:01:06.036>works <00:01:06.037>for <00:01:06.039>IBM, 00:01:06.040 --> 00:01:08.470 align:start position:0% <00:01:06.040>So, <00:01:06.122>I <00:01:06.204>work <00:01:06.287>for <00:01:06.369>IBM. <00:01:06.451>Arvid <00:01:06.534>works <00:01:06.616>for <00:01:06.698>IBM, <00:01:06.781>too. <00:01:06.863>For <00:01:06.945>those <00:01:07.028>of <00:01:07.110>you <00:01:07.192>who <00:01:07.275>do <00:01:07.357>not <00:01:07.440>know, 00:01:08.470 --> 00:01:08.480 align:start position:0% <00:01:08.470>too. <00:01:08.471>For <00:01:08.472>those <00:01:08.473>of <00:01:08.474>you <00:01:08.475>who <00:01:08.476>do <00:01:08.477>not <00:01:08.479>know, 00:01:08.480 --> 00:01:12.030 align:start position:0% <00:01:08.480>too. <00:01:08.587>For <00:01:08.695>those <00:01:08.803>of <00:01:08.910>you <00:01:09.018>who <00:01:09.126>do <00:01:09.233>not <00:01:09.341>know, <00:01:09.449>IBM <00:01:09.556>is <00:01:09.664>a <00:01:09.772>115-year-old <00:01:09.880>company. 00:01:12.030 --> 00:01:12.040 align:start position:0% <00:01:12.030>IBM <00:01:12.032>is <00:01:12.034>a <00:01:12.036>115-year-old <00:01:12.038>company. 00:01:12.040 --> 00:01:15.110 align:start position:0% <00:01:12.039>IBM <00:01:12.156>is <00:01:12.273>a <00:01:12.389>115-year-old <00:01:12.506>company. <00:01:12.623>Um, <00:01:12.740>a <00:01:12.856>lot <00:01:12.973>of <00:01:13.089>innovations <00:01:13.206>comes <00:01:13.323>from <00:01:13.440>IBM. 00:01:15.110 --> 00:01:15.120 align:start position:0% <00:01:15.110>Um, <00:01:15.111>a <00:01:15.112>lot <00:01:15.113>of <00:01:15.115>innovations <00:01:15.116>comes <00:01:15.117>from <00:01:15.119>IBM. 00:01:15.120 --> 00:01:17.310 align:start position:0% <00:01:15.120>Um, <00:01:15.207>a <00:01:15.295>lot <00:01:15.382>of <00:01:15.470>innovations <00:01:15.557>comes <00:01:15.645>from <00:01:15.732>IBM. <00:01:15.820>So, <00:01:15.907>what <00:01:15.995>I'm <00:01:16.082>going <00:01:16.170>to <00:01:16.257>talk <00:01:16.345>about <00:01:16.432>is <00:01:16.520>how 00:01:17.310 --> 00:01:17.320 align:start position:0% <00:01:17.310>So, <00:01:17.311>what <00:01:17.312>I'm <00:01:17.313>going <00:01:17.314>to <00:01:17.315>talk <00:01:17.316>about <00:01:17.317>is <00:01:17.318>how 00:01:17.320 --> 00:01:19.670 align:start position:0% <00:01:17.320>So, <00:01:17.407>what <00:01:17.494>I'm <00:01:17.582>going <00:01:17.669>to <00:01:17.757>talk <00:01:17.845>about <00:01:17.932>is <00:01:18.020>how <00:01:18.107>do <00:01:18.195>you <00:01:18.282>become <00:01:18.369>a <00:01:18.457>founder <00:01:18.544>in <00:01:18.632>a <00:01:18.720>large 00:01:19.670 --> 00:01:19.680 align:start position:0% <00:01:19.670>do <00:01:19.671>you <00:01:19.672>become <00:01:19.673>a <00:01:19.675>founder <00:01:19.676>in <00:01:19.677>a <00:01:19.679>large 00:01:19.680 --> 00:01:21.350 align:start position:0% 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<00:01:23.036>a <00:01:23.037>year, <00:01:23.038>a 00:01:23.040 --> 00:01:24.630 align:start position:0% <00:01:23.039>been <00:01:23.156>working <00:01:23.273>for <00:01:23.389>IBM <00:01:23.506>for <00:01:23.623>a <00:01:23.740>year, <00:01:23.856>a <00:01:23.973>little <00:01:24.089>over <00:01:24.206>a <00:01:24.323>year <00:01:24.440>now. 00:01:24.630 --> 00:01:24.640 align:start position:0% <00:01:24.630>little <00:01:24.632>over <00:01:24.634>a <00:01:24.636>year <00:01:24.639>now. 00:01:24.640 --> 00:01:26.990 align:start position:0% <00:01:24.640>little <00:01:24.756>over <00:01:24.873>a <00:01:24.990>year <00:01:25.106>now. <00:01:25.223>Um, <00:01:25.340>I <00:01:25.456>started <00:01:25.573>my <00:01:25.690>career <00:01:25.806>at <00:01:25.923>IBM, <00:01:26.040>left, 00:01:26.990 --> 00:01:27.000 align:start position:0% <00:01:26.990>Um, <00:01:26.991>I <00:01:26.992>started <00:01:26.993>my <00:01:26.995>career <00:01:26.996>at <00:01:26.997>IBM, <00:01:26.999>left, 00:01:27.000 --> 00:01:29.030 align:start position:0% <00:01:27.000>Um, <00:01:27.093>I <00:01:27.186>started <00:01:27.280>my <00:01:27.373>career <00:01:27.466>at <00:01:27.560>IBM, <00:01:27.653>left, <00:01:27.746>did <00:01:27.840>my <00:01:27.933>startup, <00:01:28.026>went <00:01:28.120>to <00:01:28.213>a <00:01:28.306>couple <00:01:28.400>of 00:01:29.030 --> 00:01:29.040 align:start position:0% <00:01:29.030>did <00:01:29.031>my <00:01:29.032>startup, <00:01:29.033>went <00:01:29.035>to <00:01:29.036>a <00:01:29.037>couple <00:01:29.038>of 00:01:29.040 --> 00:01:30.750 align:start position:0% <00:01:29.039>did <00:01:29.139>my <00:01:29.240>startup, <00:01:29.339>went <00:01:29.440>to <00:01:29.539>a <00:01:29.639>couple <00:01:29.740>of <00:01:29.839>companies, <00:01:29.940>and <00:01:30.039>I <00:01:30.139>spent <00:01:30.240>10 <00:01:30.339>years <00:01:30.440>at 00:01:30.750 --> 00:01:30.760 align:start position:0% <00:01:30.750>companies, <00:01:30.751>and 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00:01:57.880 align:start position:0% <00:01:57.870>data <00:01:57.871>we <00:01:57.872>looked <00:01:57.873>at, <00:01:57.875>we <00:01:57.876>found <00:01:57.877>in <00:01:57.878>GitHub. 00:01:57.880 --> 00:02:00.790 align:start position:0% <00:01:57.880>data <00:01:57.967>we <00:01:58.054>looked <00:01:58.142>at, <00:01:58.229>we <00:01:58.317>found <00:01:58.405>in <00:01:58.492>GitHub. <00:01:58.580>We <00:01:58.667>found <00:01:58.755>that <00:01:58.842>30% <00:01:58.929>of <00:01:59.017>the <00:01:59.104>code <00:01:59.192>were <00:01:59.280>API 00:02:00.790 --> 00:02:00.800 align:start position:0% <00:02:00.790>We <00:02:00.791>found <00:02:00.792>that <00:02:00.793>30% <00:02:00.794>of <00:02:00.795>the <00:02:00.796>code <00:02:00.797>were <00:02:00.798>API 00:02:00.800 --> 00:02:03.070 align:start position:0% <00:02:00.800>We <00:02:00.893>found <00:02:00.986>that <00:02:01.080>30% <00:02:01.173>of <00:02:01.266>the <00:02:01.360>code <00:02:01.453>were <00:02:01.546>API 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align:start position:0% <00:02:24.680>Most <00:02:24.767>of <00:02:24.855>the <00:02:24.942>teams <00:02:25.030>were <00:02:25.117>skeptical <00:02:25.205>if <00:02:25.292>this <00:02:25.380>will <00:02:25.467>work <00:02:25.555>at <00:02:25.642>all <00:02:25.730>or <00:02:25.817>not. <00:02:25.905>In <00:02:25.992>fact, <00:02:26.080>almost 00:02:27.510 --> 00:02:27.520 align:start position:0% <00:02:27.510>will <00:02:27.511>work <00:02:27.512>at <00:02:27.513>all <00:02:27.514>or <00:02:27.515>not. <00:02:27.516>In <00:02:27.517>fact, <00:02:27.519>almost 00:02:27.520 --> 00:02:29.310 align:start position:0% <00:02:27.520>will <00:02:27.613>work <00:02:27.706>at <00:02:27.800>all <00:02:27.893>or <00:02:27.986>not. <00:02:28.080>In <00:02:28.173>fact, <00:02:28.266>almost <00:02:28.360>nobody <00:02:28.453>inside <00:02:28.546>the <00:02:28.640>company <00:02:28.733>would <00:02:28.826>even <00:02:28.920>try 00:02:29.310 --> 00:02:29.320 align:start position:0% <00:02:29.310>nobody 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<00:02:32.802>the <00:02:32.907>developers <00:02:33.011>said, <00:02:33.116>"Oh, <00:02:33.220>wow, <00:02:33.325>why <00:02:33.429>does <00:02:33.534>Microsoft <00:02:33.638>keep 00:02:33.790 --> 00:02:33.800 align:start position:0% <00:02:33.790>said, <00:02:33.791>"Oh, <00:02:33.793>wow, <00:02:33.794>why <00:02:33.796>does <00:02:33.797>Microsoft <00:02:33.799>keep 00:02:33.800 --> 00:02:36.270 align:start position:0% <00:02:33.800>said, <00:02:33.907>"Oh, <00:02:34.015>wow, <00:02:34.123>why <00:02:34.230>does <00:02:34.338>Microsoft <00:02:34.446>keep <00:02:34.553>things <00:02:34.661>a <00:02:34.769>secret? <00:02:34.876>This <00:02:34.984>is <00:02:35.092>amazing. <00:02:35.200>You 00:02:36.270 --> 00:02:36.280 align:start position:0% <00:02:36.270>things <00:02:36.271>a <00:02:36.273>secret? <00:02:36.274>This <00:02:36.276>is <00:02:36.277>amazing. <00:02:36.279>You 00:02:36.280 --> 00:02:38.750 align:start position:0% <00:02:36.280>things <00:02:36.380>a <00:02:36.480>secret? <00:02:36.580>This <00:02:36.680>is <00:02:36.780>amazing. <00:02:36.880>You <00:02:36.980>are <00:02:37.080>right <00:02:37.180>only <00:02:37.280>one <00:02:37.380>out <00:02:37.480>of <00:02:37.580>three <00:02:37.680>times." 00:02:38.750 --> 00:02:38.760 align:start position:0% <00:02:38.750>are <00:02:38.751>right <00:02:38.752>only <00:02:38.753>one <00:02:38.755>out <00:02:38.756>of <00:02:38.757>three <00:02:38.759>times." 00:02:38.760 --> 00:02:40.990 align:start position:0% <00:02:38.760>are <00:02:38.853>right <00:02:38.946>only <00:02:39.040>one <00:02:39.133>out <00:02:39.226>of <00:02:39.320>three <00:02:39.413>times." <00:02:39.506>And <00:02:39.600>that <00:02:39.693>was <00:02:39.786>the <00:02:39.880>first <00:02:39.973>AI <00:02:40.066>developer <00:02:40.160>tool 00:02:40.990 --> 00:02:41.000 align:start position:0% <00:02:40.990>And <00:02:40.991>that <00:02:40.992>was <00:02:40.993>the <00:02:40.995>first <00:02:40.996>AI <00:02:40.997>developer <00:02:40.999>tool 00:02:41.000 --> 00:02:45.110 align:start position:0% <00:02:41.000>And <00:02:41.093>that <00:02:41.186>was <00:02:41.280>the <00:02:41.373>first <00:02:41.466>AI <00:02:41.560>developer <00:02:41.653>tool <00:02:41.746>that <00:02:41.840>we <00:02:41.933>built. <00:02:42.026>That <00:02:42.120>was <00:02:42.213>back <00:02:42.306>in <00:02:42.400>2017, 00:02:45.110 --> 00:02:45.120 align:start position:0% <00:02:45.110>that <00:02:45.111>we <00:02:45.112>built. <00:02:45.113>That <00:02:45.115>was <00:02:45.116>back <00:02:45.117>in <00:02:45.119>2017, 00:02:45.120 --> 00:02:47.110 align:start position:0% <00:02:45.120>that <00:02:45.227>we <00:02:45.335>built. <00:02:45.443>That <00:02:45.550>was <00:02:45.658>back <00:02:45.766>in <00:02:45.873>2017, <00:02:45.981>way <00:02:46.089>before <00:02:46.196>we <00:02:46.304>actually <00:02:46.412>worked <00:02:46.520>with 00:02:47.110 --> 00:02:47.120 align:start position:0% <00:02:47.110>way <00:02:47.111>before <00:02:47.113>we <00:02:47.115>actually <00:02:47.117>worked <00:02:47.119>with 00:02:47.120 --> 00:02:49.190 align:start position:0% <00:02:47.120>way <00:02:47.236>before <00:02:47.353>we <00:02:47.470>actually <00:02:47.586>worked <00:02:47.703>with <00:02:47.820>OpenAI <00:02:47.936>and <00:02:48.053>built <00:02:48.170>in <00:02:48.286>and <00:02:48.403>brought <00:02:48.520>in 00:02:49.190 --> 00:02:49.200 align:start position:0% <00:02:49.190>OpenAI <00:02:49.191>and <00:02:49.192>built <00:02:49.194>in <00:02:49.196>and <00:02:49.197>brought <00:02:49.198>in 00:02:49.200 --> 00:02:52.390 align:start position:0% <00:02:49.200>OpenAI <00:02:49.307>and <00:02:49.415>built <00:02:49.523>in <00:02:49.630>and <00:02:49.738>brought <00:02:49.846>in <00:02:49.953>GPT-3. <00:02:50.061>Even <00:02:50.169>after <00:02:50.276>we <00:02:50.384>brought <00:02:50.492>in <00:02:50.600>GPT-3, 00:02:52.390 --> 00:02:52.400 align:start position:0% <00:02:52.390>GPT-3. <00:02:52.391>Even <00:02:52.393>after <00:02:52.394>we <00:02:52.396>brought <00:02:52.397>in <00:02:52.399>GPT-3, 00:02:52.400 --> 00:02:54.910 align:start position:0% <00:02:52.400>GPT-3. <00:02:52.507>Even <00:02:52.615>after <00:02:52.723>we <00:02:52.830>brought <00:02:52.938>in <00:02:53.046>GPT-3, <00:02:53.153>actually <00:02:53.261>our <00:02:53.369>small <00:02:53.476>model <00:02:53.584>we <00:02:53.692>started <00:02:53.800>with 00:02:54.910 --> 00:02:54.920 align:start position:0% <00:02:54.910>actually <00:02:54.911>our <00:02:54.913>small <00:02:54.914>model <00:02:54.916>we <00:02:54.917>started <00:02:54.919>with 00:02:54.920 --> 00:02:56.350 align:start position:0% <00:02:54.920>actually <00:02:55.048>our <00:02:55.177>small <00:02:55.306>model <00:02:55.434>we <00:02:55.563>started <00:02:55.692>with <00:02:55.820>traditional <00:02:55.949>machine <00:02:56.078>learning <00:02:56.207>learning 00:02:56.350 --> 00:02:56.360 align:start position:0% <00:02:56.350>traditional <00:02:56.353>machine <00:02:56.356>learning <00:02:56.359>learning 00:02:56.360 --> 00:02:59.670 align:start position:0% <00:02:56.360>traditional <00:02:56.500>machine <00:02:56.640>learning <00:02:56.780>learning <00:02:56.920>models <00:02:57.060>to <00:02:57.200>deep <00:02:57.340>learning <00:02:57.480>model <00:02:57.620>like <00:02:57.760>LSTMs 00:02:59.670 --> 00:02:59.680 align:start position:0% <00:02:59.670>models <00:02:59.671>to <00:02:59.673>deep <00:02:59.674>learning <00:02:59.676>model <00:02:59.677>like <00:02:59.679>LSTMs 00:02:59.680 --> 00:03:02.470 align:start position:0% <00:02:59.680>models <00:02:59.796>to <00:02:59.913>deep <00:03:00.030>learning <00:03:00.146>model <00:03:00.263>like <00:03:00.380>LSTMs <00:03:00.496>to <00:03:00.613>finally <00:03:00.730>transformer <00:03:00.846>models. <00:03:00.963>We <00:03:01.080>had 00:03:02.470 --> 00:03:02.480 align:start position:0% <00:03:02.470>to <00:03:02.471>finally <00:03:02.473>transformer <00:03:02.475>models. <00:03:02.477>We <00:03:02.478>had 00:03:02.480 --> 00:03:04.390 align:start position:0% <00:03:02.480>to <00:03:02.619>finally <00:03:02.760>transformer <00:03:02.899>models. <00:03:03.040>We <00:03:03.179>had <00:03:03.320>300 <00:03:03.459>million <00:03:03.600>parameter <00:03:03.739>models <00:03:03.880>which 00:03:04.390 --> 00:03:04.400 align:start position:0% <00:03:04.390>300 <00:03:04.392>million <00:03:04.394>parameter <00:03:04.396>models <00:03:04.399>which 00:03:04.400 --> 00:03:06.790 align:start position:0% <00:03:04.400>300 <00:03:04.555>million <00:03:04.711>parameter <00:03:04.866>models <00:03:05.022>which <00:03:05.177>performed <00:03:05.333>better <00:03:05.488>than <00:03:05.644>GPT-3, <00:03:05.800>mainly 00:03:06.790 --> 00:03:06.800 align:start position:0% <00:03:06.790>performed <00:03:06.792>better <00:03:06.794>than <00:03:06.796>GPT-3, <00:03:06.799>mainly 00:03:06.800 --> 00:03:08.470 align:start position:0% <00:03:06.800>performed <00:03:06.927>better <00:03:07.054>than <00:03:07.181>GPT-3, <00:03:07.309>mainly <00:03:07.436>because <00:03:07.563>they <00:03:07.690>were <00:03:07.818>trained <00:03:07.945>on <00:03:08.072>code <00:03:08.200>and 00:03:08.470 --> 00:03:08.480 align:start position:0% <00:03:08.470>because <00:03:08.471>they <00:03:08.472>were <00:03:08.474>trained <00:03:08.476>on <00:03:08.477>code <00:03:08.478>and 00:03:08.480 --> 00:03:10.590 align:start position:0% <00:03:08.480>because <00:03:08.619>they <00:03:08.760>were <00:03:08.899>trained <00:03:09.040>on <00:03:09.179>code <00:03:09.320>and <00:03:09.459>not <00:03:09.600>on <00:03:09.739>Wikipedia <00:03:09.880>data. 00:03:10.590 --> 00:03:10.600 align:start position:0% <00:03:10.590>not <00:03:10.593>on <00:03:10.596>Wikipedia <00:03:10.599>data. 00:03:10.600 --> 00:03:12.190 align:start position:0% <00:03:10.600>not <00:03:10.950>on <00:03:11.299>Wikipedia <00:03:11.650>data. <00:03:12.000>So, 00:03:12.190 --> 00:03:12.200 align:start position:0% So, 00:03:12.200 --> 00:03:13.590 align:start position:0% <00:03:12.200>So, <00:03:12.408>what <00:03:12.617>another <00:03:12.825>thing <00:03:13.034>we <00:03:13.242>learned <00:03:13.451>around 00:03:13.590 --> 00:03:13.600 align:start position:0% <00:03:13.590>what <00:03:13.591>another <00:03:13.593>thing <00:03:13.595>we <00:03:13.597>learned <00:03:13.599>around 00:03:13.600 --> 00:03:15.110 align:start position:0% <00:03:13.600>what <00:03:13.769>another <00:03:13.939>thing <00:03:14.109>we <00:03:14.279>learned <00:03:14.449>around <00:03:14.619>that <00:03:14.789>time <00:03:14.959>was 00:03:15.110 --> 00:03:15.120 align:start position:0% <00:03:15.110>that <00:03:15.114>time <00:03:15.119>was 00:03:15.120 --> 00:03:16.750 align:start position:0% <00:03:15.120>that <00:03:15.295>time <00:03:15.470>was <00:03:15.645>the <00:03:15.820>experience <00:03:15.995>really <00:03:16.170>matters <00:03:16.345>when <00:03:16.520>you 00:03:16.750 --> 00:03:16.760 align:start position:0% <00:03:16.750>the <00:03:16.751>experience <00:03:16.753>really <00:03:16.755>matters <00:03:16.757>when <00:03:16.759>you 00:03:16.760 --> 00:03:18.710 align:start position:0% <00:03:16.760>the <00:03:16.887>experience <00:03:17.014>really <00:03:17.141>matters <00:03:17.269>when <00:03:17.396>you <00:03:17.523>do <00:03:17.650>AI. <00:03:17.778>You're <00:03:17.905>a <00:03:18.032>developer, <00:03:18.160>you're 00:03:18.710 --> 00:03:18.720 align:start position:0% <00:03:18.710>do <00:03:18.711>AI. <00:03:18.713>You're <00:03:18.715>a <00:03:18.717>developer, <00:03:18.719>you're 00:03:18.720 --> 00:03:20.190 align:start position:0% <00:03:18.720>do <00:03:18.909>AI. <00:03:19.097>You're <00:03:19.287>a <00:03:19.476>developer, <00:03:19.665>you're <00:03:19.853>writing <00:03:20.043>code, 00:03:20.190 --> 00:03:20.200 align:start position:0% <00:03:20.190>writing <00:03:20.198>code, 00:03:20.200 --> 00:03:23.270 align:start position:0% <00:03:20.200>writing <00:03:20.399>code, <00:03:20.600>and <00:03:20.799>that's <00:03:21.000>a <00:03:21.200>very <00:03:21.399>analytical <00:03:21.600>process. 00:03:23.270 --> 00:03:23.280 align:start position:0% <00:03:23.270>and <00:03:23.271>that's <00:03:23.273>a <00:03:23.275>very <00:03:23.277>analytical <00:03:23.279>process. 00:03:23.280 --> 00:03:25.270 align:start position:0% <00:03:23.280>and <00:03:23.396>that's <00:03:23.513>a <00:03:23.630>very <00:03:23.746>analytical <00:03:23.863>process. <00:03:23.980>When <00:03:24.096>you <00:03:24.213>make <00:03:24.330>a <00:03:24.446>recommendation, <00:03:24.563>you <00:03:24.680>have 00:03:25.270 --> 00:03:25.280 align:start position:0% <00:03:25.270>When <00:03:25.271>you <00:03:25.273>make <00:03:25.274>a <00:03:25.276>recommendation, <00:03:25.277>you <00:03:25.279>have 00:03:25.280 --> 00:03:27.270 align:start position:0% <00:03:25.280>When <00:03:25.380>you <00:03:25.480>make <00:03:25.580>a <00:03:25.680>recommendation, <00:03:25.780>you <00:03:25.880>have <00:03:25.980>to <00:03:26.080>be <00:03:26.180>very <00:03:26.280>careful <00:03:26.380>that <00:03:26.480>SLA <00:03:26.580>is <00:03:26.680>really 00:03:27.270 --> 00:03:27.280 align:start position:0% <00:03:27.270>to <00:03:27.271>be <00:03:27.272>very <00:03:27.273>careful <00:03:27.275>that <00:03:27.276>SLA <00:03:27.277>is <00:03:27.279>really 00:03:27.280 --> 00:03:28.470 align:start position:0% <00:03:27.280>to <00:03:27.351>be <00:03:27.422>very <00:03:27.494>careful <00:03:27.565>that <00:03:27.637>SLA <00:03:27.708>is <00:03:27.779>really <00:03:27.851>good. <00:03:27.922>I'll <00:03:27.994>talk <00:03:28.065>about <00:03:28.136>that <00:03:28.208>in <00:03:28.279>a <00:03:28.351>little 00:03:28.470 --> 00:03:28.480 align:start position:0% <00:03:28.470>good. <00:03:28.471>I'll <00:03:28.472>talk <00:03:28.473>about <00:03:28.475>that <00:03:28.476>in <00:03:28.477>a <00:03:28.478>little 00:03:28.480 --> 00:03:29.350 align:start position:0% <00:03:28.480>good. <00:03:28.577>I'll <00:03:28.675>talk <00:03:28.773>about <00:03:28.871>that <00:03:28.969>in <00:03:29.067>a <00:03:29.165>little <00:03:29.263>bit. 00:03:29.350 --> 00:03:29.360 align:start position:0% bit. 00:03:29.360 --> 00:03:31.830 align:start position:0% <00:03:29.360>bit. <00:03:29.560>Then <00:03:29.760>I <00:03:29.960>joined <00:03:30.160>IBM <00:03:30.360>just <00:03:30.560>last <00:03:30.760>year, 00:03:31.830 --> 00:03:31.840 align:start position:0% <00:03:31.829>Then <00:03:31.831>I <00:03:31.833>joined <00:03:31.834>IBM <00:03:31.835>just <00:03:31.837>last <00:03:31.839>year, 00:03:31.840 --> 00:03:34.830 align:start position:0% <00:03:31.840>Then <00:03:31.940>I <00:03:32.040>joined <00:03:32.140>IBM <00:03:32.240>just <00:03:32.340>last <00:03:32.440>year, <00:03:32.540>and <00:03:32.640>IBM <00:03:32.740>has <00:03:32.840>a <00:03:32.940>lot <00:03:33.040>of <00:03:33.140>products, <00:03:33.240>and 00:03:34.830 --> 00:03:34.840 align:start position:0% <00:03:34.829>and <00:03:34.831>IBM <00:03:34.832>has <00:03:34.833>a <00:03:34.835>lot <00:03:34.836>of <00:03:34.837>products, <00:03:34.839>and 00:03:34.840 --> 00:03:36.430 align:start position:0% <00:03:34.840>and <00:03:34.922>IBM <00:03:35.004>has <00:03:35.087>a <00:03:35.169>lot <00:03:35.251>of <00:03:35.334>products, <00:03:35.416>and <00:03:35.498>a <00:03:35.581>few <00:03:35.663>things <00:03:35.745>that <00:03:35.828>I <00:03:35.910>could <00:03:35.992>not <00:03:36.075>do <00:03:36.157>when <00:03:36.240>I 00:03:36.430 --> 00:03:36.440 align:start position:0% <00:03:36.430>a <00:03:36.431>few <00:03:36.432>things <00:03:36.433>that <00:03:36.434>I <00:03:36.435>could <00:03:36.436>not <00:03:36.437>do <00:03:36.438>when <00:03:36.439>I 00:03:36.440 --> 00:03:37.910 align:start position:0% <00:03:36.440>a <00:03:36.522>few <00:03:36.605>things <00:03:36.688>that <00:03:36.770>I <00:03:36.853>could <00:03:36.936>not <00:03:37.018>do <00:03:37.101>when <00:03:37.184>I <00:03:37.266>was <00:03:37.349>at <00:03:37.432>Microsoft, <00:03:37.514>we <00:03:37.597>thought <00:03:37.680>there's <00:03:37.763>an 00:03:37.910 --> 00:03:37.920 align:start position:0% <00:03:37.910>was <00:03:37.911>at <00:03:37.913>Microsoft, <00:03:37.914>we <00:03:37.916>thought <00:03:37.917>there's <00:03:37.919>an 00:03:37.920 --> 00:03:39.790 align:start position:0% <00:03:37.920>was <00:03:38.060>at <00:03:38.200>Microsoft, <00:03:38.340>we <00:03:38.480>thought <00:03:38.620>there's <00:03:38.760>an <00:03:38.900>opportunity <00:03:39.040>to <00:03:39.180>do <00:03:39.320>here. 00:03:39.790 --> 00:03:39.800 align:start position:0% <00:03:39.790>opportunity <00:03:39.793>to <00:03:39.796>do <00:03:39.799>here. 00:03:39.800 --> 00:03:42.150 align:start position:0% <00:03:39.800>opportunity <00:03:39.927>to <00:03:40.054>do <00:03:40.181>here. <00:03:40.309>So, <00:03:40.436>that's <00:03:40.563>how <00:03:40.690>Bob <00:03:40.818>was <00:03:40.945>born. <00:03:41.072>So, <00:03:41.200>for 00:03:42.150 --> 00:03:42.160 align:start position:0% <00:03:42.150>So, <00:03:42.151>that's <00:03:42.152>how <00:03:42.153>Bob <00:03:42.155>was <00:03:42.156>born. <00:03:42.157>So, <00:03:42.159>for 00:03:42.160 --> 00:03:43.310 align:start position:0% <00:03:42.160>So, <00:03:42.233>that's <00:03:42.307>how <00:03:42.381>Bob <00:03:42.455>was <00:03:42.529>born. <00:03:42.603>So, <00:03:42.677>for <00:03:42.751>those <00:03:42.825>of <00:03:42.899>you <00:03:42.973>who <00:03:43.047>work <00:03:43.121>for <00:03:43.195>large 00:03:43.310 --> 00:03:43.320 align:start position:0% <00:03:43.310>those <00:03:43.311>of <00:03:43.313>you <00:03:43.314>who <00:03:43.316>work <00:03:43.317>for <00:03:43.319>large 00:03:43.320 --> 00:03:44.750 align:start position:0% <00:03:43.320>those <00:03:43.427>of <00:03:43.534>you <00:03:43.641>who <00:03:43.749>work <00:03:43.856>for <00:03:43.963>large 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<00:03:47.791>my <00:03:47.919>career, 00:03:48.750 --> 00:03:48.760 align:start position:0% <00:03:48.750>done <00:03:48.751>this <00:03:48.753>multiple <00:03:48.754>times <00:03:48.756>in <00:03:48.757>my <00:03:48.759>career, 00:03:48.760 --> 00:03:51.070 align:start position:0% <00:03:48.760>done <00:03:48.887>this <00:03:49.014>multiple <00:03:49.141>times <00:03:49.269>in <00:03:49.396>my <00:03:49.523>career, <00:03:49.650>there's <00:03:49.778>a <00:03:49.905>little <00:03:50.032>story <00:03:50.160>here. 00:03:51.070 --> 00:03:51.080 align:start position:0% <00:03:51.070>there's <00:03:51.072>a <00:03:51.074>little <00:03:51.076>story <00:03:51.078>here. 00:03:51.080 --> 00:03:53.070 align:start position:0% <00:03:51.079>there's <00:03:51.207>a <00:03:51.334>little <00:03:51.461>story <00:03:51.589>here. <00:03:51.716>For <00:03:51.843>example, <00:03:51.970>how <00:03:52.098>do <00:03:52.225>you <00:03:52.352>hire <00:03:52.480>people 00:03:53.070 --> 00:03:53.080 align:start position:0% <00:03:53.070>For <00:03:53.071>example, <00:03:53.072>how <00:03:53.074>do <00:03:53.076>you <00:03:53.077>hire <00:03:53.078>people 00:03:53.080 --> 00:03:55.230 align:start position:0% <00:03:53.079>For <00:03:53.187>example, <00:03:53.295>how <00:03:53.403>do <00:03:53.510>you <00:03:53.618>hire <00:03:53.726>people <00:03:53.833>within <00:03:53.941>a <00:03:54.049>large <00:03:54.156>company <00:03:54.264>to <00:03:54.372>do <00:03:54.480>stuff? 00:03:55.230 --> 00:03:55.240 align:start position:0% <00:03:55.230>within <00:03:55.231>a <00:03:55.233>large <00:03:55.234>company <00:03:55.236>to <00:03:55.237>do <00:03:55.239>stuff? 00:03:55.240 --> 00:03:57.150 align:start position:0% <00:03:55.240>within <00:03:55.347>a <00:03:55.455>large <00:03:55.563>company <00:03:55.670>to <00:03:55.778>do <00:03:55.886>stuff? <00:03:55.993>Typically, <00:03:56.101>in <00:03:56.209>a <00:03:56.316>company <00:03:56.424>like <00:03:56.532>IBM, <00:03:56.640>you 00:03:57.150 --> 00:03:57.160 align:start position:0% <00:03:57.150>Typically, <00:03:57.151>in <00:03:57.153>a <00:03:57.154>company <00:03:57.156>like <00:03:57.157>IBM, <00:03:57.159>you 00:03:57.160 --> 00:03:58.790 align:start position:0% <00:03:57.160>Typically, <00:03:57.260>in <00:03:57.359>a <00:03:57.460>company <00:03:57.560>like <00:03:57.660>IBM, <00:03:57.760>you <00:03:57.859>want <00:03:57.960>to <00:03:58.060>start <00:03:58.160>a <00:03:58.260>project, <00:03:58.359>you <00:03:58.460>start <00:03:58.560>with 00:03:58.790 --> 00:03:58.800 align:start position:0% <00:03:58.790>want <00:03:58.791>to <00:03:58.792>start <00:03:58.793>a <00:03:58.795>project, <00:03:58.796>you <00:03:58.797>start <00:03:58.799>with 00:03:58.800 --> 00:04:00.470 align:start position:0% <00:03:58.800>want <00:03:58.955>to <00:03:59.111>start <00:03:59.266>a <00:03:59.422>project, <00:03:59.577>you <00:03:59.733>start <00:03:59.888>with <00:04:00.044>200 <00:04:00.200>people. 00:04:00.470 --> 00:04:00.480 align:start position:0% <00:04:00.470>200 <00:04:00.478>people. 00:04:00.480 --> 00:04:02.150 align:start position:0% <00:04:00.480>200 <00:04:00.635>people. <00:04:00.791>They <00:04:00.946>hire <00:04:01.102>a <00:04:01.257>PM, <00:04:01.413>you <00:04:01.568>hire <00:04:01.724>a <00:04:01.880>marketing 00:04:02.150 --> 00:04:02.160 align:start position:0% <00:04:02.150>They <00:04:02.151>hire <00:04:02.152>a <00:04:02.153>PM, <00:04:02.155>you <00:04:02.156>hire <00:04:02.157>a <00:04:02.159>marketing 00:04:02.160 --> 00:04:03.630 align:start position:0% <00:04:02.160>They <00:04:02.292>hire <00:04:02.424>a <00:04:02.556>PM, <00:04:02.689>you <00:04:02.821>hire <00:04:02.953>a <00:04:03.086>marketing <00:04:03.218>person, <00:04:03.350>you <00:04:03.483>hire 00:04:03.630 --> 00:04:03.640 align:start position:0% <00:04:03.630>person, <00:04:03.634>you <00:04:03.638>hire 00:04:03.640 --> 00:04:05.910 align:start position:0% <00:04:03.640>person, <00:04:03.873>you <00:04:04.106>hire <00:04:04.339>entire <00:04:04.573>chain <00:04:04.806>of <00:04:05.040>management. 00:04:05.910 --> 00:04:05.920 align:start position:0% <00:04:05.910>entire <00:04:05.912>chain <00:04:05.916>of <00:04:05.918>management. 00:04:05.920 --> 00:04:08.190 align:start position:0% <00:04:05.920>entire <00:04:06.059>chain <00:04:06.200>of <00:04:06.339>management. <00:04:06.480>Frankly, <00:04:06.619>what <00:04:06.760>you <00:04:06.899>need <00:04:07.040>is <00:04:07.179>three, <00:04:07.320>four, 00:04:08.190 --> 00:04:08.200 align:start position:0% <00:04:08.190>Frankly, <00:04:08.191>what <00:04:08.192>you <00:04:08.194>need <00:04:08.196>is <00:04:08.197>three, <00:04:08.198>four, 00:04:08.200 --> 00:04:09.590 align:start position:0% <00:04:08.200>Frankly, <00:04:08.356>what <00:04:08.512>you <00:04:08.669>need <00:04:08.825>is <00:04:08.981>three, <00:04:09.138>four, <00:04:09.294>five <00:04:09.451>people 00:04:09.590 --> 00:04:09.600 align:start position:0% <00:04:09.590>five <00:04:09.599>people 00:04:09.600 --> 00:04:12.310 align:start position:0% <00:04:09.600>five <00:04:09.799>people <00:04:10.000>who <00:04:10.200>actually <00:04:10.400>have <00:04:10.600>the <00:04:10.799>right <00:04:11.000>attitude. 00:04:12.310 --> 00:04:12.320 align:start position:0% <00:04:12.310>who <00:04:12.311>actually <00:04:12.313>have <00:04:12.315>the <00:04:12.317>right <00:04:12.319>attitude. 00:04:12.320 --> 00:04:14.710 align:start position:0% <00:04:12.320>who <00:04:12.436>actually <00:04:12.553>have <00:04:12.670>the <00:04:12.786>right <00:04:12.903>attitude. <00:04:13.019>Skills <00:04:13.136>you <00:04:13.253>can <00:04:13.370>teach, <00:04:13.486>but <00:04:13.603>attitude <00:04:13.720>you 00:04:14.710 --> 00:04:14.720 align:start position:0% <00:04:14.710>Skills <00:04:14.711>you <00:04:14.713>can <00:04:14.714>teach, <00:04:14.716>but <00:04:14.717>attitude <00:04:14.719>you 00:04:14.720 --> 00:04:16.030 align:start position:0% <00:04:14.720>Skills <00:04:14.867>you <00:04:15.014>can <00:04:15.162>teach, <00:04:15.309>but <00:04:15.456>attitude <00:04:15.604>you <00:04:15.751>cannot <00:04:15.898>teach. 00:04:16.030 --> 00:04:16.040 align:start position:0% <00:04:16.029>cannot <00:04:16.039>teach. 00:04:16.040 --> 00:04:18.069 align:start position:0% <00:04:16.040>cannot <00:04:16.195>teach. <00:04:16.351>Right? <00:04:16.506>And <00:04:16.662>these <00:04:16.817>are <00:04:16.973>people <00:04:17.128>who <00:04:17.284>have <00:04:17.440>the 00:04:18.069 --> 00:04:18.079 align:start position:0% <00:04:18.069>Right? <00:04:18.070>And <00:04:18.071>these <00:04:18.072>are <00:04:18.074>people <00:04:18.075>who <00:04:18.076>have <00:04:18.078>the 00:04:18.079 --> 00:04:19.630 align:start position:0% <00:04:18.079>Right? <00:04:18.186>And <00:04:18.293>these <00:04:18.401>are <00:04:18.508>people <00:04:18.615>who <00:04:18.723>have <00:04:18.830>the <00:04:18.938>beginner's <00:04:19.045>mind, <00:04:19.152>who <00:04:19.260>are <00:04:19.367>willing <00:04:19.474>to 00:04:19.630 --> 00:04:19.640 align:start position:0% <00:04:19.630>beginner's <00:04:19.631>mind, <00:04:19.633>who <00:04:19.635>are <00:04:19.637>willing <00:04:19.639>to 00:04:19.640 --> 00:04:21.830 align:start position:0% <00:04:19.640>beginner's <00:04:19.747>mind, <00:04:19.855>who <00:04:19.963>are <00:04:20.070>willing <00:04:20.178>to <00:04:20.286>learn, <00:04:20.393>who <00:04:20.501>are <00:04:20.609>willing <00:04:20.716>to <00:04:20.824>teach. <00:04:20.932>And <00:04:21.039>you 00:04:21.830 --> 00:04:21.840 align:start position:0% <00:04:21.829>learn, <00:04:21.831>who <00:04:21.832>are <00:04:21.833>willing <00:04:21.835>to <00:04:21.836>teach. <00:04:21.837>And <00:04:21.839>you 00:04:21.840 --> 00:04:24.350 align:start position:0% <00:04:21.839>learn, <00:04:21.933>who <00:04:22.026>are <00:04:22.119>willing <00:04:22.213>to <00:04:22.306>teach. <00:04:22.400>And <00:04:22.493>you <00:04:22.586>build <00:04:22.679>an <00:04:22.773>ecosystem <00:04:22.866>of <00:04:22.960>a <00:04:23.053>very <00:04:23.146>small <00:04:23.239>group 00:04:24.350 --> 00:04:24.360 align:start position:0% <00:04:24.350>build <00:04:24.351>an <00:04:24.352>ecosystem <00:04:24.353>of <00:04:24.355>a <00:04:24.356>very <00:04:24.357>small <00:04:24.359>group 00:04:24.360 --> 00:04:26.510 align:start position:0% <00:04:24.360>build <00:04:24.460>an <00:04:24.560>ecosystem <00:04:24.660>of <00:04:24.760>a <00:04:24.860>very <00:04:24.960>small <00:04:25.060>group <00:04:25.160>of <00:04:25.260>people, <00:04:25.360>exactly <00:04:25.460>how <00:04:25.560>Bob <00:04:25.660>was <00:04:25.760>born. 00:04:26.510 --> 00:04:26.520 align:start position:0% <00:04:26.510>of <00:04:26.511>people, <00:04:26.513>exactly <00:04:26.514>how <00:04:26.515>Bob <00:04:26.517>was <00:04:26.519>born. 00:04:26.520 --> 00:04:28.630 align:start position:0% <00:04:26.520>of <00:04:26.636>people, <00:04:26.753>exactly <00:04:26.870>how <00:04:26.986>Bob <00:04:27.103>was <00:04:27.219>born. <00:04:27.336>Very <00:04:27.453>small <00:04:27.570>group <00:04:27.686>of <00:04:27.803>developers, <00:04:27.919>we 00:04:28.630 --> 00:04:28.640 align:start position:0% <00:04:28.630>Very <00:04:28.631>small <00:04:28.633>group <00:04:28.635>of <00:04:28.637>developers, <00:04:28.639>we 00:04:28.640 --> 00:04:31.030 align:start position:0% <00:04:28.640>Very <00:04:28.795>small <00:04:28.951>group <00:04:29.106>of <00:04:29.262>developers, <00:04:29.417>we <00:04:29.573>started <00:04:29.728>back <00:04:29.884>last <00:04:30.039>April. 00:04:31.030 --> 00:04:31.040 align:start position:0% <00:04:31.030>started <00:04:31.033>back <00:04:31.036>last <00:04:31.039>April. 00:04:31.040 --> 00:04:33.950 align:start position:0% <00:04:31.040>started <00:04:31.167>back <00:04:31.294>last <00:04:31.421>April. <00:04:31.549>Right? <00:04:31.676>And <00:04:31.803>things <00:04:31.930>that <00:04:32.058>Of <00:04:32.185>course, <00:04:32.312>I <00:04:32.440>had 00:04:33.950 --> 00:04:33.960 align:start position:0% <00:04:33.950>Right? <00:04:33.951>And <00:04:33.952>things <00:04:33.953>that <00:04:33.955>Of <00:04:33.956>course, <00:04:33.957>I <00:04:33.959>had 00:04:33.960 --> 00:04:35.670 align:start position:0% <00:04:33.960>Right? <00:04:34.076>And <00:04:34.193>things <00:04:34.310>that <00:04:34.426>Of <00:04:34.543>course, <00:04:34.659>I <00:04:34.776>had <00:04:34.893>some <00:04:35.010>experience <00:04:35.126>building <00:04:35.243>code <00:04:35.359>assistance 00:04:35.670 --> 00:04:35.680 align:start position:0% <00:04:35.670>some <00:04:35.672>experience <00:04:35.674>building <00:04:35.676>code <00:04:35.679>assistance 00:04:35.680 --> 00:04:37.950 align:start position:0% <00:04:35.680>some <00:04:35.807>experience <00:04:35.934>building <00:04:36.061>code <00:04:36.189>assistance <00:04:36.316>with <00:04:36.443>IntelliCode <00:04:36.570>and <00:04:36.698>Copilot. 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<00:04:47.116>very <00:04:47.119>different 00:04:47.120 --> 00:04:48.310 align:start position:0% <00:04:47.120>environment, <00:04:47.239>in <00:04:47.358>a <00:04:47.477>very <00:04:47.596>different <00:04:47.715>company, <00:04:47.834>with <00:04:47.953>a <00:04:48.072>very <00:04:48.191>different 00:04:48.310 --> 00:04:48.320 align:start position:0% <00:04:48.310>company, <00:04:48.312>with <00:04:48.314>a <00:04:48.316>very <00:04:48.319>different 00:04:48.320 --> 00:04:50.270 align:start position:0% <00:04:48.320>company, <00:04:48.599>with <00:04:48.880>a <00:04:49.159>very <00:04:49.440>different <00:04:49.719>ecosystem. 00:04:50.270 --> 00:04:50.280 align:start position:0% ecosystem. 00:04:50.280 --> 00:04:52.150 align:start position:0% <00:04:50.280>ecosystem. <00:04:50.479>The <00:04:50.679>other <00:04:50.880>thing <00:04:51.080>we <00:04:51.280>learned <00:04:51.479>was, <00:04:51.679>you 00:04:52.150 --> 00:04:52.160 align:start position:0% <00:04:52.150>The 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position:0% <00:04:56.270>developers <00:04:56.271>for <00:04:56.272>a <00:04:56.274>long <00:04:56.275>time. <00:04:56.277>We <00:04:56.279>often 00:04:56.280 --> 00:04:57.830 align:start position:0% <00:04:56.280>developers <00:04:56.379>for <00:04:56.479>a <00:04:56.578>long <00:04:56.678>time. <00:04:56.778>We <00:04:56.877>often <00:04:56.977>take <00:04:57.077>pride <00:04:57.176>in <00:04:57.276>the <00:04:57.376>amount <00:04:57.475>of <00:04:57.575>code <00:04:57.674>we 00:04:57.830 --> 00:04:57.840 align:start position:0% <00:04:57.830>take <00:04:57.831>pride <00:04:57.832>in <00:04:57.833>the <00:04:57.835>amount <00:04:57.836>of <00:04:57.837>code <00:04:57.839>we 00:04:57.840 --> 00:04:58.790 align:start position:0% <00:04:57.840>take <00:04:57.946>pride <00:04:58.053>in <00:04:58.160>the <00:04:58.267>amount <00:04:58.374>of <00:04:58.481>code <00:04:58.588>we <00:04:58.695>write. 00:04:58.790 --> 00:04:58.800 align:start position:0% write. 00:04:58.800 --> 00:05:00.750 align:start position:0% <00:04:58.800>write. <00:04:59.000>The <00:04:59.200>number <00:04:59.400>of <00:04:59.600>classes <00:04:59.800>we <00:05:00.000>write, <00:05:00.200>the 00:05:00.750 --> 00:05:00.760 align:start position:0% <00:05:00.750>The <00:05:00.751>number <00:05:00.753>of <00:05:00.754>classes <00:05:00.756>we <00:05:00.757>write, <00:05:00.759>the 00:05:00.760 --> 00:05:02.590 align:start position:0% <00:05:00.760>The <00:05:00.887>number <00:05:01.014>of <00:05:01.141>classes <00:05:01.269>we <00:05:01.396>write, <00:05:01.523>the <00:05:01.650>number <00:05:01.778>of <00:05:01.905>inheritance <00:05:02.032>we <00:05:02.159>had. 00:05:02.590 --> 00:05:02.600 align:start position:0% <00:05:02.590>number <00:05:02.592>of <00:05:02.594>inheritance <00:05:02.596>we <00:05:02.599>had. 00:05:02.600 --> 00:05:04.230 align:start position:0% <00:05:02.600>number <00:05:02.716>of <00:05:02.833>inheritance <00:05:02.950>we <00:05:03.066>had. <00:05:03.183>And <00:05:03.300>one 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<00:05:06.462>tool <00:05:06.617>that <00:05:06.773>was <00:05:06.928>for <00:05:07.084>developer <00:05:07.239>productivity, 00:05:07.990 --> 00:05:08.000 align:start position:0% <00:05:07.990>developer <00:05:07.999>productivity, 00:05:08.000 --> 00:05:09.550 align:start position:0% <00:05:08.000>developer <00:05:08.348>productivity, <00:05:08.697>it <00:05:09.046>has <00:05:09.395>to 00:05:09.550 --> 00:05:09.560 align:start position:0% <00:05:09.550>it <00:05:09.554>has <00:05:09.559>to 00:05:09.560 --> 00:05:11.870 align:start position:0% <00:05:09.560>it <00:05:09.760>has <00:05:09.960>to <00:05:10.160>be <00:05:10.360>auto-generated. <00:05:10.560>Meaning, <00:05:10.760>we <00:05:10.960>should 00:05:11.870 --> 00:05:11.880 align:start position:0% <00:05:11.870>be <00:05:11.872>auto-generated. <00:05:11.874>Meaning, <00:05:11.876>we <00:05:11.879>should 00:05:11.880 --> 00:05:13.710 align:start position:0% <00:05:11.880>be <00:05:12.020>auto-generated. <00:05:12.159>Meaning, <00:05:12.300>we <00:05:12.440>should <00:05:12.580>not <00:05:12.719>write <00:05:12.860>code <00:05:13.000>whenever <00:05:13.140>possible. <00:05:13.280>We 00:05:13.710 --> 00:05:13.720 align:start position:0% <00:05:13.710>not <00:05:13.711>write <00:05:13.713>code <00:05:13.715>whenever <00:05:13.717>possible. <00:05:13.719>We 00:05:13.720 --> 00:05:15.470 align:start position:0% <00:05:13.720>not <00:05:13.860>write <00:05:14.000>code <00:05:14.140>whenever <00:05:14.280>possible. <00:05:14.420>We <00:05:14.560>should <00:05:14.700>generate <00:05:14.840>code <00:05:14.980>whenever <00:05:15.120>possible. 00:05:15.470 --> 00:05:15.480 align:start position:0% <00:05:15.470>should <00:05:15.472>generate <00:05:15.474>code <00:05:15.476>whenever <00:05:15.479>possible. 00:05:15.480 --> 00:05:16.830 align:start position:0% <00:05:15.480>should <00:05:15.581>generate <00:05:15.682>code <00:05:15.783>whenever <00:05:15.885>possible. <00:05:15.986>In <00:05:16.087>some <00:05:16.188>sense, <00:05:16.290>you <00:05:16.391>can <00:05:16.492>kind <00:05:16.593>of <00:05:16.695>say, 00:05:16.830 --> 00:05:16.840 align:start position:0% <00:05:16.830>In <00:05:16.831>some <00:05:16.832>sense, <00:05:16.833>you <00:05:16.835>can <00:05:16.836>kind <00:05:16.837>of <00:05:16.839>say, 00:05:16.840 --> 00:05:19.190 align:start position:0% <00:05:16.840>In <00:05:16.940>some <00:05:17.039>sense, <00:05:17.140>you <00:05:17.239>can <00:05:17.340>kind <00:05:17.440>of <00:05:17.539>say, <00:05:17.640>"Work <00:05:17.739>is <00:05:17.840>overrated." <00:05:17.940>We <00:05:18.039>should <00:05:18.140>not <00:05:18.239>be 00:05:19.190 --> 00:05:19.200 align:start position:0% <00:05:19.190>"Work <00:05:19.191>is <00:05:19.193>overrated." <00:05:19.194>We <00:05:19.195>should <00:05:19.197>not <00:05:19.199>be 00:05:19.200 --> 00:05:20.630 align:start position:0% <00:05:19.200>"Work <00:05:19.291>is <00:05:19.383>overrated." <00:05:19.475>We <00:05:19.567>should <00:05:19.659>not <00:05:19.751>be <00:05:19.843>doing <00:05:19.935>work <00:05:20.027>when <00:05:20.119>we <00:05:20.211>don't <00:05:20.303>need <00:05:20.395>to <00:05:20.486>do 00:05:20.630 --> 00:05:20.640 align:start position:0% <00:05:20.630>doing <00:05:20.631>work <00:05:20.632>when <00:05:20.633>we <00:05:20.635>don't <00:05:20.636>need <00:05:20.637>to <00:05:20.639>do 00:05:20.640 --> 00:05:21.590 align:start position:0% <00:05:20.640>doing <00:05:20.746>work <00:05:20.853>when <00:05:20.960>we <00:05:21.067>don't <00:05:21.174>need <00:05:21.281>to <00:05:21.388>do <00:05:21.495>work. 00:05:21.590 --> 00:05:21.600 align:start position:0% work. 00:05:21.600 --> 00:05:23.830 align:start position:0% <00:05:21.600>work. <00:05:21.800>So, <00:05:22.000>bootstrap <00:05:22.200>as <00:05:22.400>much <00:05:22.600>as <00:05:22.800>possible. <00:05:23.000>So, 00:05:23.830 --> 00:05:23.840 align:start position:0% <00:05:23.830>So, <00:05:23.831>bootstrap <00:05:23.832>as <00:05:23.834>much <00:05:23.835>as <00:05:23.837>possible. <00:05:23.839>So, 00:05:23.840 --> 00:05:26.230 align:start position:0% <00:05:23.840>So, <00:05:23.940>bootstrap <00:05:24.039>as <00:05:24.140>much <00:05:24.239>as <00:05:24.340>possible. <00:05:24.440>So, <00:05:24.539>when <00:05:24.640>we <00:05:24.739>were <00:05:24.840>building <00:05:24.940>Bob, <00:05:25.039>about <00:05:25.140>40% <00:05:25.239>of 00:05:26.230 --> 00:05:26.240 align:start position:0% <00:05:26.230>when <00:05:26.231>we <00:05:26.232>were <00:05:26.233>building <00:05:26.235>Bob, <00:05:26.236>about <00:05:26.237>40% <00:05:26.239>of 00:05:26.240 --> 00:05:28.190 align:start position:0% <00:05:26.240>when <00:05:26.356>we <00:05:26.473>were <00:05:26.590>building <00:05:26.706>Bob, <00:05:26.823>about <00:05:26.940>40% <00:05:27.056>of <00:05:27.173>Bob <00:05:27.290>is <00:05:27.406>written <00:05:27.523>by <00:05:27.640>Bob. 00:05:28.190 --> 00:05:28.200 align:start position:0% <00:05:28.190>Bob <00:05:28.192>is <00:05:28.194>written <00:05:28.196>by <00:05:28.199>Bob. 00:05:28.200 --> 00:05:29.390 align:start position:0% <00:05:28.200>Bob <00:05:28.297>is <00:05:28.394>written <00:05:28.492>by <00:05:28.589>Bob. <00:05:28.686>Every <00:05:28.784>time <00:05:28.881>we <00:05:28.978>want <00:05:29.076>to <00:05:29.173>implement <00:05:29.270>a 00:05:29.390 --> 00:05:29.400 align:start position:0% <00:05:29.390>Every <00:05:29.391>time <00:05:29.393>we <00:05:29.394>want <00:05:29.395>to <00:05:29.397>implement <00:05:29.399>a 00:05:29.400 --> 00:05:31.110 align:start position:0% <00:05:29.400>Every <00:05:29.500>time <00:05:29.599>we <00:05:29.700>want <00:05:29.799>to <00:05:29.900>implement <00:05:30.000>a <00:05:30.099>feature, <00:05:30.200>we <00:05:30.299>ask <00:05:30.400>the <00:05:30.500>question, <00:05:30.599>"Can <00:05:30.700>it <00:05:30.799>be 00:05:31.110 --> 00:05:31.120 align:start position:0% <00:05:31.110>feature, <00:05:31.111>we <00:05:31.112>ask <00:05:31.113>the <00:05:31.115>question, <00:05:31.116>"Can <00:05:31.117>it <00:05:31.119>be 00:05:31.120 --> 00:05:32.750 align:start position:0% <00:05:31.120>feature, <00:05:31.236>we <00:05:31.353>ask <00:05:31.470>the <00:05:31.586>question, <00:05:31.703>"Can <00:05:31.820>it <00:05:31.936>be <00:05:32.053>generated <00:05:32.170>instead <00:05:32.286>of <00:05:32.403>actually <00:05:32.520>being 00:05:32.750 --> 00:05:32.760 align:start position:0% <00:05:32.750>generated <00:05:32.752>instead <00:05:32.754>of <00:05:32.756>actually <00:05:32.759>being 00:05:32.760 --> 00:05:34.430 align:start position:0% <00:05:32.760>generated <00:05:32.900>instead <00:05:33.039>of <00:05:33.180>actually <00:05:33.320>being <00:05:33.460>written?" <00:05:33.599>So, <00:05:33.740>very <00:05:33.880>little <00:05:34.020>code <00:05:34.159>was 00:05:34.430 --> 00:05:34.440 align:start position:0% <00:05:34.430>written?" <00:05:34.431>So, <00:05:34.433>very <00:05:34.435>little <00:05:34.437>code <00:05:34.439>was 00:05:34.440 --> 00:05:37.870 align:start position:0% <00:05:34.440>written?" <00:05:34.567>So, <00:05:34.694>very <00:05:34.821>little <00:05:34.949>code <00:05:35.076>was <00:05:35.203>written, <00:05:35.330>it <00:05:35.458>was <00:05:35.585>auto-generated <00:05:35.712>by <00:05:35.840>that. 00:05:37.870 --> 00:05:37.880 align:start position:0% <00:05:37.870>written, <00:05:37.871>it <00:05:37.873>was <00:05:37.875>auto-generated <00:05:37.877>by <00:05:37.879>that. 00:05:37.880 --> 00:05:39.870 align:start position:0% <00:05:37.880>written, <00:05:37.987>it <00:05:38.095>was <00:05:38.203>auto-generated <00:05:38.310>by <00:05:38.418>that. <00:05:38.526>Third, <00:05:38.633>there <00:05:38.741>were <00:05:38.849>a <00:05:38.956>lot <00:05:39.064>of <00:05:39.172>questions. <00:05:39.280>In 00:05:39.870 --> 00:05:39.880 align:start position:0% <00:05:39.870>Third, <00:05:39.871>there <00:05:39.872>were <00:05:39.873>a <00:05:39.875>lot <00:05:39.876>of <00:05:39.877>questions. <00:05:39.879>In 00:05:39.880 --> 00:05:41.550 align:start position:0% <00:05:39.880>Third, <00:05:39.973>there <00:05:40.066>were <00:05:40.159>a <00:05:40.253>lot <00:05:40.346>of <00:05:40.440>questions. <00:05:40.533>In <00:05:40.626>fact, <00:05:40.719>I <00:05:40.813>was <00:05:40.906>backstage <00:05:41.000>with <00:05:41.093>the <00:05:41.186>host <00:05:41.280>and 00:05:41.550 --> 00:05:41.560 align:start position:0% <00:05:41.550>fact, <00:05:41.551>I <00:05:41.552>was <00:05:41.553>backstage <00:05:41.555>with <00:05:41.556>the <00:05:41.557>host <00:05:41.559>and 00:05:41.560 --> 00:05:43.630 align:start position:0% <00:05:41.560>fact, <00:05:41.700>I <00:05:41.840>was <00:05:41.980>backstage <00:05:42.120>with <00:05:42.260>the <00:05:42.400>host <00:05:42.540>and <00:05:42.680>they <00:05:42.820>were <00:05:42.960>like, 00:05:43.630 --> 00:05:43.640 align:start position:0% <00:05:43.630>they <00:05:43.634>were <00:05:43.639>like, 00:05:43.640 --> 00:05:45.750 align:start position:0% <00:05:43.640>they <00:05:43.780>were <00:05:43.919>like, <00:05:44.060>"Why <00:05:44.200>does <00:05:44.340>IBM <00:05:44.479>have <00:05:44.620>a <00:05:44.760>product <00:05:44.900>called <00:05:45.039>Bob? 00:05:45.750 --> 00:05:45.760 align:start position:0% <00:05:45.750>"Why <00:05:45.751>does <00:05:45.752>IBM <00:05:45.753>have <00:05:45.755>a <00:05:45.756>product <00:05:45.757>called <00:05:45.759>Bob? 00:05:45.760 --> 00:05:46.990 align:start position:0% <00:05:45.760>"Why <00:05:45.839>does <00:05:45.918>IBM <00:05:45.997>have <00:05:46.076>a <00:05:46.155>product <00:05:46.234>called <00:05:46.313>Bob? <00:05:46.392>Oh, <00:05:46.471>is <00:05:46.550>it <00:05:46.629>because <00:05:46.708>you <00:05:46.787>came <00:05:46.867>from 00:05:46.990 --> 00:05:47.000 align:start position:0% <00:05:46.990>Oh, <00:05:46.991>is <00:05:46.993>it <00:05:46.994>because <00:05:46.996>you <00:05:46.997>came <00:05:46.999>from 00:05:47.000 --> 00:05:49.070 align:start position:0% <00:05:47.000>Oh, <00:05:47.127>is <00:05:47.254>it <00:05:47.381>because <00:05:47.509>you <00:05:47.636>came <00:05:47.763>from <00:05:47.890>Microsoft? <00:05:48.018>Microsoft <00:05:48.145>had <00:05:48.272>a <00:05:48.400>failed 00:05:49.070 --> 00:05:49.080 align:start position:0% <00:05:49.070>Microsoft? <00:05:49.072>Microsoft <00:05:49.074>had <00:05:49.076>a <00:05:49.079>failed 00:05:49.080 --> 00:05:52.350 align:start position:0% <00:05:49.080>Microsoft? <00:05:49.219>Microsoft <00:05:49.359>had <00:05:49.500>a <00:05:49.640>failed <00:05:49.780>product <00:05:49.919>called <00:05:50.060>Bob <00:05:50.200>back <00:05:50.340>in <00:05:50.479>1995. 00:05:52.350 --> 00:05:52.360 align:start position:0% <00:05:52.350>product <00:05:52.351>called <00:05:52.353>Bob <00:05:52.355>back <00:05:52.357>in <00:05:52.359>1995. 00:05:52.360 --> 00:05:54.950 align:start position:0% <00:05:52.360>product <00:05:52.476>called <00:05:52.593>Bob <00:05:52.710>back <00:05:52.826>in <00:05:52.943>1995. <00:05:53.060>And <00:05:53.176>frankly, <00:05:53.293>it <00:05:53.410>doesn't <00:05:53.526>matter <00:05:53.643>what <00:05:53.760>you 00:05:54.950 --> 00:05:54.960 align:start position:0% <00:05:54.950>And <00:05:54.951>frankly, <00:05:54.953>it <00:05:54.954>doesn't <00:05:54.955>matter <00:05:54.957>what <00:05:54.959>you 00:05:54.960 --> 00:05:56.510 align:start position:0% <00:05:54.960>And <00:05:55.067>frankly, <00:05:55.174>it <00:05:55.281>doesn't <00:05:55.389>matter <00:05:55.496>what <00:05:55.603>you <00:05:55.711>call <00:05:55.818>the <00:05:55.925>product. <00:05:56.033>If <00:05:56.140>the <00:05:56.247>product <00:05:56.355>doesn't 00:05:56.510 --> 00:05:56.520 align:start position:0% <00:05:56.510>call <00:05:56.511>the <00:05:56.513>product. <00:05:56.514>If <00:05:56.515>the <00:05:56.517>product <00:05:56.519>doesn't 00:05:56.520 --> 00:05:58.590 align:start position:0% <00:05:56.520>call <00:05:56.627>the <00:05:56.735>product. <00:05:56.843>If <00:05:56.950>the <00:05:57.058>product <00:05:57.166>doesn't <00:05:57.273>work, <00:05:57.381>if <00:05:57.489>it's <00:05:57.596>not <00:05:57.704>consumable, <00:05:57.812>you <00:05:57.919>can 00:05:58.590 --> 00:05:58.600 align:start position:0% <00:05:58.590>work, <00:05:58.591>if <00:05:58.593>it's <00:05:58.594>not <00:05:58.596>consumable, <00:05:58.597>you <00:05:58.599>can 00:05:58.600 --> 00:06:00.510 align:start position:0% <00:05:58.600>work, <00:05:58.693>if <00:05:58.786>it's <00:05:58.880>not <00:05:58.973>consumable, <00:05:59.066>you <00:05:59.160>can <00:05:59.253>call <00:05:59.346>it <00:05:59.440>God, <00:05:59.533>you <00:05:59.626>can <00:05:59.720>call <00:05:59.813>it <00:05:59.906>Jesus, <00:06:00.000>it 00:06:00.510 --> 00:06:00.520 align:start position:0% <00:06:00.510>call <00:06:00.511>it <00:06:00.512>God, <00:06:00.513>you <00:06:00.514>can <00:06:00.515>call <00:06:00.516>it <00:06:00.517>Jesus, <00:06:00.519>it 00:06:00.520 --> 00:06:03.350 align:start position:0% <00:06:00.520>call <00:06:00.613>it <00:06:00.706>God, <00:06:00.799>you <00:06:00.893>can <00:06:00.986>call <00:06:01.080>it <00:06:01.173>Jesus, <00:06:01.266>it <00:06:01.359>won't <00:06:01.453>succeed. <00:06:01.546>So, <00:06:01.640>the <00:06:01.733>point <00:06:01.826>was <00:06:01.919>don't 00:06:03.350 --> 00:06:03.360 align:start position:0% <00:06:03.350>won't <00:06:03.351>succeed. <00:06:03.353>So, <00:06:03.354>the <00:06:03.356>point <00:06:03.357>was <00:06:03.359>don't 00:06:03.360 --> 00:06:04.950 align:start position:0% <00:06:03.360>won't <00:06:03.460>succeed. <00:06:03.560>So, <00:06:03.660>the <00:06:03.760>point <00:06:03.860>was <00:06:03.960>don't <00:06:04.060>worry <00:06:04.160>about <00:06:04.260>the <00:06:04.360>name, <00:06:04.460>you <00:06:04.560>just <00:06:04.660>want <00:06:04.760>a 00:06:04.950 --> 00:06:04.960 align:start position:0% <00:06:04.950>worry <00:06:04.951>about <00:06:04.952>the <00:06:04.953>name, <00:06:04.955>you <00:06:04.956>just <00:06:04.957>want <00:06:04.959>a 00:06:04.960 --> 00:06:06.830 align:start position:0% <00:06:04.960>worry <00:06:05.076>about <00:06:05.193>the <00:06:05.310>name, <00:06:05.426>you <00:06:05.543>just <00:06:05.659>want <00:06:05.776>a <00:06:05.893>name <00:06:06.010>that's <00:06:06.126>easy <00:06:06.243>to <00:06:06.359>use. 00:06:06.830 --> 00:06:06.840 align:start position:0% <00:06:06.830>name <00:06:06.832>that's <00:06:06.834>easy <00:06:06.836>to <00:06:06.839>use. 00:06:06.840 --> 00:06:08.990 align:start position:0% <00:06:06.840>name <00:06:06.956>that's <00:06:07.073>easy <00:06:07.190>to <00:06:07.306>use. <00:06:07.423>And <00:06:07.539>we <00:06:07.656>just <00:06:07.773>started <00:06:07.890>with <00:06:08.006>the <00:06:08.123>name <00:06:08.239>Bob 00:06:08.990 --> 00:06:09.000 align:start position:0% <00:06:08.990>And <00:06:08.991>we <00:06:08.992>just <00:06:08.993>started <00:06:08.995>with <00:06:08.996>the <00:06:08.997>name <00:06:08.999>Bob 00:06:09.000 --> 00:06:12.470 align:start position:0% <00:06:09.000>And <00:06:09.087>we <00:06:09.175>just <00:06:09.262>started <00:06:09.350>with <00:06:09.437>the <00:06:09.525>name <00:06:09.612>Bob <00:06:09.700>and <00:06:09.787>it <00:06:09.875>stuck <00:06:09.962>and <00:06:10.050>we <00:06:10.137>stuck <00:06:10.225>with <00:06:10.312>it. <00:06:10.400>So, 00:06:12.470 --> 00:06:12.480 align:start position:0% <00:06:12.470>and <00:06:12.471>it <00:06:12.472>stuck <00:06:12.473>and <00:06:12.474>we <00:06:12.475>stuck <00:06:12.476>with <00:06:12.477>it. <00:06:12.479>So, 00:06:12.480 --> 00:06:14.630 align:start position:0% <00:06:12.480>and <00:06:12.573>it <00:06:12.666>stuck <00:06:12.760>and <00:06:12.853>we <00:06:12.946>stuck <00:06:13.040>with <00:06:13.133>it. <00:06:13.226>So, <00:06:13.320>you <00:06:13.413>know, <00:06:13.506>if <00:06:13.600>you're <00:06:13.693>surprised <00:06:13.786>why <00:06:13.880>IBM 00:06:14.630 --> 00:06:14.640 align:start position:0% <00:06:14.630>you <00:06:14.631>know, <00:06:14.633>if <00:06:14.634>you're <00:06:14.635>surprised <00:06:14.637>why <00:06:14.639>IBM 00:06:14.640 --> 00:06:16.550 align:start position:0% <00:06:14.640>you <00:06:14.747>know, <00:06:14.855>if <00:06:14.963>you're <00:06:15.070>surprised <00:06:15.178>why <00:06:15.286>IBM <00:06:15.393>created <00:06:15.501>a <00:06:15.609>product <00:06:15.716>called <00:06:15.824>Bob, <00:06:15.932>there <00:06:16.039>was 00:06:16.550 --> 00:06:16.560 align:start position:0% <00:06:16.550>created <00:06:16.551>a <00:06:16.553>product <00:06:16.554>called <00:06:16.556>Bob, <00:06:16.557>there <00:06:16.559>was 00:06:16.560 --> 00:06:18.590 align:start position:0% <00:06:16.560>created <00:06:16.667>a <00:06:16.775>product <00:06:16.883>called <00:06:16.990>Bob, <00:06:17.098>there <00:06:17.206>was <00:06:17.313>no <00:06:17.421>marketing <00:06:17.529>team <00:06:17.636>involved. <00:06:17.744>There <00:06:17.852>was <00:06:17.960>no 00:06:18.590 --> 00:06:18.600 align:start position:0% <00:06:18.590>no <00:06:18.591>marketing <00:06:18.592>team <00:06:18.594>involved. <00:06:18.596>There <00:06:18.597>was <00:06:18.599>no 00:06:18.600 --> 00:06:20.470 align:start position:0% <00:06:18.600>no <00:06:18.716>marketing <00:06:18.833>team <00:06:18.950>involved. <00:06:19.066>There <00:06:19.183>was <00:06:19.300>no <00:06:19.416>hundreds <00:06:19.533>of <00:06:19.650>thousands <00:06:19.766>of <00:06:19.883>dollars <00:06:20.000>spent 00:06:20.470 --> 00:06:20.480 align:start position:0% <00:06:20.470>hundreds <00:06:20.471>of <00:06:20.473>thousands <00:06:20.475>of <00:06:20.477>dollars <00:06:20.479>spent 00:06:20.480 --> 00:06:21.909 align:start position:0% <00:06:20.480>hundreds <00:06:20.663>of <00:06:20.847>thousands <00:06:21.031>of <00:06:21.214>dollars <00:06:21.398>spent <00:06:21.582>in <00:06:21.766>branding. 00:06:21.909 --> 00:06:21.919 align:start position:0% <00:06:21.909>in <00:06:21.918>branding. 00:06:21.919 --> 00:06:23.750 align:start position:0% <00:06:21.919>in <00:06:22.269>branding. <00:06:22.619>Very <00:06:22.969>simply <00:06:23.318>done. 00:06:23.750 --> 00:06:23.760 align:start position:0% <00:06:23.750>Very <00:06:23.754>simply <00:06:23.759>done. 00:06:23.760 --> 00:06:25.510 align:start position:0% <00:06:23.760>Very <00:06:24.110>simply <00:06:24.460>done. <00:06:24.810>Right? <00:06:25.159>And 00:06:25.510 --> 00:06:25.520 align:start position:0% <00:06:25.510>Right? <00:06:25.519>And 00:06:25.520 --> 00:06:27.430 align:start position:0% <00:06:25.520>Right? <00:06:25.695>And <00:06:25.870>finally, <00:06:26.044>we <00:06:26.219>wanted <00:06:26.395>to <00:06:26.570>build <00:06:26.745>a <00:06:26.919>product 00:06:27.430 --> 00:06:27.440 align:start position:0% <00:06:27.430>finally, <00:06:27.431>we <00:06:27.433>wanted <00:06:27.434>to <00:06:27.436>build <00:06:27.437>a <00:06:27.439>product 00:06:27.440 --> 00:06:29.350 align:start position:0% <00:06:27.440>finally, <00:06:27.580>we <00:06:27.719>wanted <00:06:27.860>to <00:06:28.000>build <00:06:28.140>a <00:06:28.280>product <00:06:28.420>that <00:06:28.560>was <00:06:28.700>completely <00:06:28.840>data-driven. 00:06:29.350 --> 00:06:29.360 align:start position:0% <00:06:29.350>that <00:06:29.353>was <00:06:29.356>completely <00:06:29.359>data-driven. 00:06:29.360 --> 00:06:31.750 align:start position:0% <00:06:29.360>that <00:06:29.476>was <00:06:29.593>completely <00:06:29.710>data-driven. <00:06:29.826>So, <00:06:29.943>every <00:06:30.060>step <00:06:30.176>of <00:06:30.293>the <00:06:30.410>way, <00:06:30.526>we <00:06:30.643>wanted <00:06:30.760>to 00:06:31.750 --> 00:06:31.760 align:start position:0% <00:06:31.750>So, <00:06:31.751>every <00:06:31.752>step <00:06:31.753>of <00:06:31.754>the <00:06:31.755>way, <00:06:31.756>we <00:06:31.757>wanted <00:06:31.759>to 00:06:31.760 --> 00:06:34.070 align:start position:0% <00:06:31.760>So, <00:06:31.853>every <00:06:31.946>step <00:06:32.039>of <00:06:32.133>the <00:06:32.226>way, <00:06:32.320>we <00:06:32.413>wanted <00:06:32.506>to <00:06:32.599>measure, <00:06:32.693>we <00:06:32.786>had <00:06:32.880>telemetry, <00:06:32.973>we <00:06:33.066>wanted <00:06:33.159>to 00:06:34.070 --> 00:06:34.080 align:start position:0% <00:06:34.070>measure, <00:06:34.071>we <00:06:34.073>had <00:06:34.074>telemetry, <00:06:34.075>we <00:06:34.077>wanted <00:06:34.079>to 00:06:34.080 --> 00:06:36.590 align:start position:0% <00:06:34.080>measure, <00:06:34.196>we <00:06:34.313>had <00:06:34.430>telemetry, <00:06:34.546>we <00:06:34.663>wanted <00:06:34.780>to <00:06:34.896>see <00:06:35.013>how <00:06:35.130>the <00:06:35.246>product <00:06:35.363>is <00:06:35.479>used, 00:06:36.590 --> 00:06:36.600 align:start position:0% <00:06:36.590>see <00:06:36.591>how <00:06:36.593>the <00:06:36.595>product <00:06:36.597>is <00:06:36.599>used, 00:06:36.600 --> 00:06:38.750 align:start position:0% <00:06:36.600>see <00:06:36.727>how <00:06:36.854>the <00:06:36.981>product <00:06:37.109>is <00:06:37.236>used, <00:06:37.363>what <00:06:37.490>works <00:06:37.618>and <00:06:37.745>what <00:06:37.872>doesn't <00:06:38.000>work, 00:06:38.750 --> 00:06:38.760 align:start position:0% <00:06:38.750>what <00:06:38.751>works <00:06:38.753>and <00:06:38.755>what <00:06:38.757>doesn't <00:06:38.759>work, 00:06:38.760 --> 00:06:41.110 align:start position:0% <00:06:38.760>what <00:06:38.867>works <00:06:38.975>and <00:06:39.083>what <00:06:39.190>doesn't <00:06:39.298>work, <00:06:39.406>and <00:06:39.513>how <00:06:39.621>do <00:06:39.729>we <00:06:39.836>scale <00:06:39.944>from <00:06:40.052>there. <00:06:40.159>Almost 00:06:41.110 --> 00:06:41.120 align:start position:0% <00:06:41.110>and <00:06:41.111>how <00:06:41.112>do <00:06:41.113>we <00:06:41.115>scale <00:06:41.116>from <00:06:41.117>there. <00:06:41.119>Almost 00:06:41.120 --> 00:06:43.230 align:start position:0% <00:06:41.120>and <00:06:41.227>how <00:06:41.335>do <00:06:41.443>we <00:06:41.550>scale <00:06:41.658>from <00:06:41.766>there. <00:06:41.873>Almost <00:06:41.981>every <00:06:42.089>feature <00:06:42.196>is <00:06:42.304>AB <00:06:42.412>tested, <00:06:42.520>every 00:06:43.230 --> 00:06:43.240 align:start position:0% <00:06:43.230>every <00:06:43.231>feature <00:06:43.233>is <00:06:43.235>AB <00:06:43.237>tested, <00:06:43.239>every 00:06:43.240 --> 00:06:45.830 align:start position:0% <00:06:43.240>every <00:06:43.356>feature <00:06:43.473>is <00:06:43.590>AB <00:06:43.706>tested, <00:06:43.823>every <00:06:43.940>feature <00:06:44.056>is <00:06:44.173>experimented <00:06:44.290>before <00:06:44.406>we <00:06:44.523>go <00:06:44.640>to 00:06:45.830 --> 00:06:45.840 align:start position:0% <00:06:45.830>feature <00:06:45.831>is <00:06:45.832>experimented <00:06:45.834>before <00:06:45.836>we <00:06:45.837>go <00:06:45.839>to 00:06:45.840 --> 00:06:47.390 align:start position:0% <00:06:45.840>feature <00:06:45.939>is <00:06:46.039>experimented <00:06:46.138>before <00:06:46.238>we <00:06:46.338>go <00:06:46.437>to <00:06:46.537>the <00:06:46.637>next <00:06:46.736>step. <00:06:46.836>So, <00:06:46.936>we <00:06:47.035>were <00:06:47.135>very, <00:06:47.235>very 00:06:47.390 --> 00:06:47.400 align:start position:0% <00:06:47.390>the <00:06:47.391>next <00:06:47.392>step. <00:06:47.393>So, <00:06:47.395>we <00:06:47.396>were <00:06:47.397>very, <00:06:47.399>very 00:06:47.400 --> 00:06:50.030 align:start position:0% <00:06:47.400>the <00:06:47.500>next <00:06:47.599>step. <00:06:47.700>So, <00:06:47.799>we <00:06:47.900>were <00:06:48.000>very, <00:06:48.099>very <00:06:48.200>systematic <00:06:48.299>in <00:06:48.400>how <00:06:48.500>we <00:06:48.599>built <00:06:48.700>it. <00:06:48.799>That's 00:06:50.030 --> 00:06:50.040 align:start position:0% <00:06:50.030>systematic <00:06:50.031>in <00:06:50.033>how <00:06:50.034>we <00:06:50.036>built <00:06:50.037>it. <00:06:50.039>That's 00:06:50.040 --> 00:06:52.110 align:start position:0% <00:06:50.040>systematic <00:06:50.140>in <00:06:50.240>how <00:06:50.340>we <00:06:50.440>built <00:06:50.540>it. <00:06:50.640>That's <00:06:50.740>why <00:06:50.840>we <00:06:50.940>could <00:06:51.040>within <00:06:51.140>a <00:06:51.240>year, <00:06:51.340>I'll <00:06:51.440>I'll 00:06:52.110 --> 00:06:52.120 align:start position:0% <00:06:52.110>why <00:06:52.111>we <00:06:52.112>could <00:06:52.113>within <00:06:52.115>a <00:06:52.116>year, <00:06:52.117>I'll <00:06:52.119>I'll 00:06:52.120 --> 00:06:53.630 align:start position:0% <00:06:52.120>why <00:06:52.210>we <00:06:52.301>could <00:06:52.391>within <00:06:52.482>a <00:06:52.573>year, <00:06:52.663>I'll <00:06:52.754>I'll <00:06:52.844>give <00:06:52.935>you <00:06:53.026>the <00:06:53.116>scaling <00:06:53.207>numbers <00:06:53.297>how <00:06:53.388>we <00:06:53.479>did 00:06:53.630 --> 00:06:53.640 align:start position:0% <00:06:53.630>give <00:06:53.631>you <00:06:53.632>the <00:06:53.633>scaling <00:06:53.635>numbers <00:06:53.636>how <00:06:53.637>we <00:06:53.639>did 00:06:53.640 --> 00:06:55.230 align:start position:0% <00:06:53.640>give <00:06:53.795>you <00:06:53.951>the <00:06:54.106>scaling <00:06:54.262>numbers <00:06:54.417>how <00:06:54.573>we <00:06:54.728>did <00:06:54.884>it. <00:06:55.039>And 00:06:55.230 --> 00:06:55.240 align:start position:0% <00:06:55.230>it. <00:06:55.239>And 00:06:55.240 --> 00:06:57.470 align:start position:0% <00:06:55.240>it. <00:06:55.395>And <00:06:55.551>we <00:06:55.706>had <00:06:55.862>a <00:06:56.017>clear <00:06:56.173>philosophy <00:06:56.328>on <00:06:56.484>how <00:06:56.640>we 00:06:57.470 --> 00:06:57.480 align:start position:0% <00:06:57.470>we <00:06:57.471>had <00:06:57.472>a <00:06:57.473>clear <00:06:57.475>philosophy <00:06:57.476>on <00:06:57.477>how <00:06:57.479>we 00:06:57.480 --> 00:06:59.510 align:start position:0% <00:06:57.480>we <00:06:57.580>had <00:06:57.680>a <00:06:57.780>clear <00:06:57.880>philosophy <00:06:57.980>on <00:06:58.080>how <00:06:58.180>we <00:06:58.280>would <00:06:58.380>build <00:06:58.480>it. <00:06:58.580>So, <00:06:58.680>for <00:06:58.780>example, <00:06:58.880>back 00:06:59.510 --> 00:06:59.520 align:start position:0% <00:06:59.510>would <00:06:59.511>build <00:06:59.513>it. <00:06:59.514>So, <00:06:59.515>for <00:06:59.517>example, <00:06:59.519>back 00:06:59.520 --> 00:07:00.909 align:start position:0% <00:06:59.520>would <00:06:59.624>build <00:06:59.728>it. <00:06:59.832>So, <00:06:59.936>for <00:07:00.040>example, <00:07:00.145>back <00:07:00.249>when <00:07:00.353>we <00:07:00.457>were <00:07:00.561>building <00:07:00.665>Copilot <00:07:00.770>or 00:07:00.909 --> 00:07:00.919 align:start position:0% <00:07:00.909>when <00:07:00.910>we <00:07:00.912>were <00:07:00.914>building <00:07:00.916>Copilot <00:07:00.918>or 00:07:00.919 --> 00:07:03.030 align:start position:0% <00:07:00.919>when <00:07:01.035>we <00:07:01.152>were <00:07:01.269>building <00:07:01.385>Copilot <00:07:01.502>or <00:07:01.619>IntelliCode, <00:07:01.735>our <00:07:01.852>idea <00:07:01.969>was <00:07:02.085>you <00:07:02.202>have <00:07:02.318>a 00:07:03.030 --> 00:07:03.040 align:start position:0% <00:07:03.030>IntelliCode, <00:07:03.031>our <00:07:03.033>idea <00:07:03.034>was <00:07:03.036>you <00:07:03.037>have <00:07:03.039>a 00:07:03.040 --> 00:07:04.990 align:start position:0% <00:07:03.040>IntelliCode, <00:07:03.147>our <00:07:03.255>idea <00:07:03.363>was <00:07:03.470>you <00:07:03.578>have <00:07:03.686>a <00:07:03.793>better <00:07:03.901>model, <00:07:04.009>you <00:07:04.116>actually <00:07:04.224>have <00:07:04.332>a <00:07:04.440>better 00:07:04.990 --> 00:07:05.000 align:start position:0% <00:07:04.990>better <00:07:04.991>model, <00:07:04.993>you <00:07:04.994>actually <00:07:04.996>have <00:07:04.997>a <00:07:04.999>better 00:07:05.000 --> 00:07:06.230 align:start position:0% <00:07:05.000>better <00:07:05.158>model, <00:07:05.316>you <00:07:05.474>actually <00:07:05.632>have <00:07:05.790>a <00:07:05.948>better <00:07:06.107>product. 00:07:06.230 --> 00:07:06.240 align:start position:0% product. 00:07:06.240 --> 00:07:07.190 align:start position:0% <00:07:06.240>product. <00:07:07.095>But 00:07:07.190 --> 00:07:07.200 align:start position:0% But 00:07:07.200 --> 00:07:09.190 align:start position:0% <00:07:07.200>But <00:07:07.400>frankly, <00:07:07.599>that's <00:07:07.800>really <00:07:08.000>not <00:07:08.200>true. <00:07:08.400>I <00:07:08.599>can 00:07:09.190 --> 00:07:09.200 align:start position:0% <00:07:09.190>frankly, <00:07:09.191>that's <00:07:09.193>really <00:07:09.194>not <00:07:09.195>true. <00:07:09.197>I <00:07:09.199>can 00:07:09.200 --> 00:07:11.550 align:start position:0% <00:07:09.200>frankly, <00:07:09.300>that's <00:07:09.400>really <00:07:09.500>not <00:07:09.599>true. <00:07:09.700>I <00:07:09.800>can <00:07:09.900>tell <00:07:10.000>you <00:07:10.099>even <00:07:10.200>in <00:07:10.300>Copilot, <00:07:10.400>when <00:07:10.500>we <00:07:10.599>were 00:07:11.550 --> 00:07:11.560 align:start position:0% <00:07:11.550>tell <00:07:11.551>you <00:07:11.552>even <00:07:11.553>in <00:07:11.555>Copilot, <00:07:11.556>when <00:07:11.557>we <00:07:11.559>were 00:07:11.560 --> 00:07:13.150 align:start position:0% <00:07:11.560>tell <00:07:11.676>you <00:07:11.793>even <00:07:11.910>in <00:07:12.026>Copilot, <00:07:12.143>when <00:07:12.260>we <00:07:12.376>were <00:07:12.493>experimenting <00:07:12.610>between <00:07:12.726>a <00:07:12.843>300 <00:07:12.960>million 00:07:13.150 --> 00:07:13.160 align:start position:0% <00:07:13.150>experimenting <00:07:13.152>between <00:07:13.154>a <00:07:13.156>300 <00:07:13.159>million 00:07:13.160 --> 00:07:15.350 align:start position:0% <00:07:13.160>experimenting <00:07:13.315>between <00:07:13.471>a <00:07:13.626>300 <00:07:13.782>million <00:07:13.937>model <00:07:14.093>and <00:07:14.248>GPT-3, <00:07:14.404>actually, <00:07:14.560>they 00:07:15.350 --> 00:07:15.360 align:start position:0% <00:07:15.350>model <00:07:15.352>and <00:07:15.354>GPT-3, <00:07:15.356>actually, <00:07:15.359>they 00:07:15.360 --> 00:07:17.630 align:start position:0% <00:07:15.360>model <00:07:15.560>and <00:07:15.760>GPT-3, <00:07:15.960>actually, <00:07:16.160>they <00:07:16.360>performed <00:07:16.560>equally <00:07:16.760>well. 00:07:17.630 --> 00:07:17.640 align:start position:0% <00:07:17.630>performed <00:07:17.634>equally <00:07:17.639>well. 00:07:17.640 --> 00:07:19.230 align:start position:0% <00:07:17.640>performed <00:07:17.795>equally <00:07:17.951>well. <00:07:18.106>In <00:07:18.262>fact, <00:07:18.417>the <00:07:18.573>300 <00:07:18.728>million <00:07:18.884>parameter <00:07:19.039>model 00:07:19.230 --> 00:07:19.240 align:start position:0% <00:07:19.230>In <00:07:19.231>fact, <00:07:19.233>the <00:07:19.234>300 <00:07:19.236>million <00:07:19.237>parameter <00:07:19.239>model 00:07:19.240 --> 00:07:21.310 align:start position:0% <00:07:19.240>In <00:07:19.347>fact, <00:07:19.455>the <00:07:19.563>300 <00:07:19.670>million <00:07:19.778>parameter <00:07:19.886>model <00:07:19.993>was <00:07:20.101>much <00:07:20.209>more <00:07:20.316>efficient, <00:07:20.424>much <00:07:20.532>faster <00:07:20.640>to 00:07:21.310 --> 00:07:21.320 align:start position:0% <00:07:21.310>was <00:07:21.311>much <00:07:21.313>more <00:07:21.314>efficient, <00:07:21.316>much <00:07:21.317>faster <00:07:21.319>to 00:07:21.320 --> 00:07:23.550 align:start position:0% <00:07:21.320>was <00:07:21.427>much <00:07:21.535>more <00:07:21.643>efficient, <00:07:21.750>much <00:07:21.858>faster <00:07:21.966>to <00:07:22.073>perform. <00:07:22.181>So, <00:07:22.289>it's <00:07:22.396>not <00:07:22.504>just <00:07:22.612>about <00:07:22.719>the 00:07:23.550 --> 00:07:23.560 align:start position:0% <00:07:23.550>perform. <00:07:23.551>So, <00:07:23.553>it's <00:07:23.554>not <00:07:23.556>just <00:07:23.557>about <00:07:23.559>the 00:07:23.560 --> 00:07:25.790 align:start position:0% <00:07:23.560>perform. <00:07:23.700>So, <00:07:23.840>it's <00:07:23.980>not <00:07:24.120>just <00:07:24.260>about <00:07:24.400>the <00:07:24.540>model, <00:07:24.680>it <00:07:24.820>is <00:07:24.960>about 00:07:25.790 --> 00:07:25.800 align:start position:0% <00:07:25.790>model, <00:07:25.793>it <00:07:25.796>is <00:07:25.799>about 00:07:25.800 --> 00:07:27.909 align:start position:0% <00:07:25.800>model, <00:07:25.916>it <00:07:26.033>is <00:07:26.150>about <00:07:26.266>the <00:07:26.383>quality <00:07:26.500>of <00:07:26.616>the <00:07:26.733>model. <00:07:26.850>It <00:07:26.966>is <00:07:27.083>also <00:07:27.200>the 00:07:27.909 --> 00:07:27.919 align:start position:0% <00:07:27.909>the <00:07:27.910>quality <00:07:27.911>of <00:07:27.912>the <00:07:27.913>model. <00:07:27.914>It <00:07:27.915>is <00:07:27.916>also <00:07:27.918>the 00:07:27.919 --> 00:07:29.510 align:start position:0% <00:07:27.919>the <00:07:28.026>quality <00:07:28.134>of <00:07:28.242>the <00:07:28.349>model. <00:07:28.457>It <00:07:28.565>is <00:07:28.672>also <00:07:28.780>the <00:07:28.888>architecture, <00:07:28.995>where <00:07:29.103>is <00:07:29.211>your <00:07:29.318>inference 00:07:29.510 --> 00:07:29.520 align:start position:0% <00:07:29.510>architecture, <00:07:29.512>where <00:07:29.514>is <00:07:29.516>your <00:07:29.519>inference 00:07:29.520 --> 00:07:31.230 align:start position:0% <00:07:29.520>architecture, <00:07:29.647>where <00:07:29.774>is <00:07:29.901>your <00:07:30.029>inference <00:07:30.156>stack, <00:07:30.283>where <00:07:30.410>is <00:07:30.538>the <00:07:30.665>training <00:07:30.792>done, <00:07:30.919>where 00:07:31.230 --> 00:07:31.240 align:start position:0% <00:07:31.230>stack, <00:07:31.231>where <00:07:31.233>is <00:07:31.234>the <00:07:31.236>training <00:07:31.237>done, <00:07:31.239>where 00:07:31.240 --> 00:07:33.470 align:start position:0% <00:07:31.240>stack, <00:07:31.340>where <00:07:31.440>is <00:07:31.540>the <00:07:31.640>training <00:07:31.740>done, <00:07:31.840>where <00:07:31.940>is <00:07:32.040>the <00:07:32.140>user <00:07:32.240>sitting, <00:07:32.340>what <00:07:32.440>is <00:07:32.540>the <00:07:32.640>latency 00:07:33.470 --> 00:07:33.480 align:start position:0% <00:07:33.470>is <00:07:33.471>the <00:07:33.472>user <00:07:33.473>sitting, <00:07:33.475>what <00:07:33.476>is <00:07:33.477>the <00:07:33.479>latency 00:07:33.480 --> 00:07:35.390 align:start position:0% <00:07:33.480>is <00:07:33.573>the <00:07:33.666>user <00:07:33.760>sitting, <00:07:33.853>what <00:07:33.946>is <00:07:34.040>the <00:07:34.133>latency <00:07:34.226>that <00:07:34.320>is <00:07:34.413>being <00:07:34.506>delivered. <00:07:34.600>And <00:07:34.693>as <00:07:34.786>as <00:07:34.880>most 00:07:35.390 --> 00:07:35.400 align:start position:0% <00:07:35.390>that <00:07:35.391>is <00:07:35.392>being <00:07:35.393>delivered. <00:07:35.395>And <00:07:35.396>as <00:07:35.397>as <00:07:35.399>most 00:07:35.400 --> 00:07:36.470 align:start position:0% <00:07:35.400>that <00:07:35.468>is <00:07:35.537>being <00:07:35.606>delivered. <00:07:35.675>And <00:07:35.743>as <00:07:35.812>as <00:07:35.881>most <00:07:35.950>of <00:07:36.019>you <00:07:36.087>have <00:07:36.156>worked <00:07:36.225>with <00:07:36.294>the <00:07:36.363>latest 00:07:36.470 --> 00:07:36.480 align:start position:0% <00:07:36.470>of <00:07:36.471>you <00:07:36.473>have <00:07:36.474>worked <00:07:36.476>with <00:07:36.477>the <00:07:36.479>latest 00:07:36.480 --> 00:07:37.710 align:start position:0% <00:07:36.480>of <00:07:36.565>you <00:07:36.650>have <00:07:36.735>worked <00:07:36.820>with <00:07:36.905>the <00:07:36.990>latest <00:07:37.076>model, <00:07:37.161>you <00:07:37.246>see <00:07:37.331>that <00:07:37.416>they're <00:07:37.501>very, <00:07:37.587>very 00:07:37.710 --> 00:07:37.720 align:start position:0% <00:07:37.710>model, <00:07:37.711>you <00:07:37.712>see <00:07:37.714>that <00:07:37.716>they're <00:07:37.717>very, <00:07:37.719>very 00:07:37.720 --> 00:07:39.550 align:start position:0% <00:07:37.720>model, <00:07:37.827>you <00:07:37.935>see <00:07:38.043>that <00:07:38.150>they're <00:07:38.258>very, <00:07:38.366>very <00:07:38.473>powerful, <00:07:38.581>but <00:07:38.689>at <00:07:38.796>the <00:07:38.904>same <00:07:39.012>time, <00:07:39.120>you 00:07:39.550 --> 00:07:39.560 align:start position:0% <00:07:39.550>powerful, <00:07:39.551>but <00:07:39.553>at <00:07:39.554>the <00:07:39.556>same <00:07:39.557>time, <00:07:39.559>you 00:07:39.560 --> 00:07:41.230 align:start position:0% <00:07:39.560>powerful, <00:07:39.676>but <00:07:39.793>at <00:07:39.910>the <00:07:40.026>same <00:07:40.143>time, <00:07:40.260>you <00:07:40.376>cannot <00:07:40.493>afford <00:07:40.610>the <00:07:40.726>latency <00:07:40.843>that <00:07:40.960>they 00:07:41.230 --> 00:07:41.240 align:start position:0% <00:07:41.230>cannot <00:07:41.231>afford <00:07:41.233>the <00:07:41.235>latency <00:07:41.237>that <00:07:41.239>they 00:07:41.240 --> 00:07:43.310 align:start position:0% <00:07:41.240>cannot <00:07:41.356>afford <00:07:41.473>the <00:07:41.590>latency <00:07:41.706>that <00:07:41.823>they <00:07:41.940>offer <00:07:42.056>and <00:07:42.173>the <00:07:42.290>cost, <00:07:42.406>of <00:07:42.523>course. <00:07:42.640>And 00:07:43.310 --> 00:07:43.320 align:start position:0% <00:07:43.310>offer <00:07:43.311>and <00:07:43.313>the <00:07:43.314>cost, <00:07:43.316>of <00:07:43.317>course. <00:07:43.319>And 00:07:43.320 --> 00:07:44.550 align:start position:0% <00:07:43.320>offer <00:07:43.478>and <00:07:43.636>the <00:07:43.794>cost, <00:07:43.952>of <00:07:44.110>course. <00:07:44.268>And <00:07:44.427>finally, 00:07:44.550 --> 00:07:44.560 align:start position:0% finally, 00:07:44.560 --> 00:07:47.350 align:start position:0% <00:07:44.560>finally, <00:07:44.735>I <00:07:44.910>would <00:07:45.085>say, <00:07:45.260>in <00:07:45.435>this <00:07:45.610>modern <00:07:45.785>AI <00:07:45.960>world, 00:07:47.350 --> 00:07:47.360 align:start position:0% <00:07:47.350>I <00:07:47.351>would <00:07:47.352>say, <00:07:47.353>in <00:07:47.355>this <00:07:47.356>modern <00:07:47.357>AI <00:07:47.359>world, 00:07:47.360 --> 00:07:48.830 align:start position:0% <00:07:47.360>I <00:07:47.454>would <00:07:47.549>say, <00:07:47.643>in <00:07:47.738>this <00:07:47.832>modern <00:07:47.927>AI <00:07:48.021>world, <00:07:48.116>user <00:07:48.210>experience <00:07:48.305>is <00:07:48.399>one <00:07:48.494>of <00:07:48.588>the <00:07:48.683>most 00:07:48.830 --> 00:07:48.840 align:start position:0% <00:07:48.830>user <00:07:48.831>experience <00:07:48.832>is <00:07:48.834>one <00:07:48.836>of <00:07:48.837>the <00:07:48.839>most 00:07:48.840 --> 00:07:50.390 align:start position:0% <00:07:48.840>user <00:07:49.014>experience <00:07:49.188>is <00:07:49.363>one <00:07:49.537>of <00:07:49.711>the <00:07:49.886>most <00:07:50.060>important <00:07:50.235>features. 00:07:50.390 --> 00:07:50.400 align:start position:0% <00:07:50.390>important <00:07:50.399>features. 00:07:50.400 --> 00:07:51.470 align:start position:0% <00:07:50.400>important <00:07:50.560>features. <00:07:50.721>Because <00:07:50.881>you <00:07:51.042>are <00:07:51.202>again <00:07:51.363>making 00:07:51.470 --> 00:07:51.480 align:start position:0% <00:07:51.470>Because <00:07:51.472>you <00:07:51.474>are <00:07:51.476>again <00:07:51.479>making 00:07:51.480 --> 00:07:53.550 align:start position:0% <00:07:51.480>Because <00:07:51.635>you <00:07:51.791>are <00:07:51.946>again <00:07:52.102>making <00:07:52.257>recommendations <00:07:52.413>into <00:07:52.568>a <00:07:52.724>very <00:07:52.880>technical 00:07:53.550 --> 00:07:53.560 align:start position:0% <00:07:53.550>recommendations <00:07:53.552>into <00:07:53.554>a <00:07:53.556>very <00:07:53.559>technical 00:07:53.560 --> 00:07:55.230 align:start position:0% <00:07:53.560>recommendations <00:07:53.676>into <00:07:53.793>a <00:07:53.910>very <00:07:54.026>technical <00:07:54.143>flow. <00:07:54.260>You're <00:07:54.376>not <00:07:54.493>This <00:07:54.610>is <00:07:54.726>not <00:07:54.843>a <00:07:54.960>shopping 00:07:55.230 --> 00:07:55.240 align:start position:0% <00:07:55.230>flow. <00:07:55.231>You're <00:07:55.232>not <00:07:55.233>This <00:07:55.235>is <00:07:55.236>not <00:07:55.237>a <00:07:55.239>shopping 00:07:55.240 --> 00:07:57.430 align:start position:0% <00:07:55.240>flow. <00:07:55.356>You're <00:07:55.473>not <00:07:55.590>This <00:07:55.706>is <00:07:55.823>not <00:07:55.940>a <00:07:56.056>shopping <00:07:56.173>experience, <00:07:56.290>it's <00:07:56.406>a <00:07:56.523>developer <00:07:56.640>experience. 00:07:57.430 --> 00:07:57.440 align:start position:0% <00:07:57.430>experience, <00:07:57.432>it's <00:07:57.434>a <00:07:57.436>developer <00:07:57.439>experience. 00:07:57.440 --> 00:07:59.390 align:start position:0% <00:07:57.440>experience, <00:07:57.580>it's <00:07:57.719>a <00:07:57.860>developer <00:07:58.000>experience. <00:07:58.140>So, <00:07:58.280>what <00:07:58.420>user <00:07:58.560>experiences <00:07:58.700>you <00:07:58.840>have 00:07:59.390 --> 00:07:59.400 align:start position:0% <00:07:59.390>So, <00:07:59.391>what <00:07:59.393>user <00:07:59.395>experiences <00:07:59.397>you <00:07:59.399>have 00:07:59.400 --> 00:08:03.270 align:start position:0% <00:07:59.400>So, <00:07:59.516>what <00:07:59.633>user <00:07:59.750>experiences <00:07:59.866>you <00:07:59.983>have <00:08:00.099>really <00:08:00.216>matters <00:08:00.333>in <00:08:00.450>how <00:08:00.566>well <00:08:00.683>it <00:08:00.799>does. 00:08:03.270 --> 00:08:03.280 align:start position:0% <00:08:03.270>really <00:08:03.271>matters <00:08:03.272>in <00:08:03.274>how <00:08:03.275>well <00:08:03.277>it <00:08:03.279>does. 00:08:03.280 --> 00:08:05.390 align:start position:0% <00:08:03.280>really <00:08:03.407>matters <00:08:03.534>in <00:08:03.661>how <00:08:03.789>well <00:08:03.916>it <00:08:04.043>does. <00:08:04.170>And <00:08:04.298>of <00:08:04.425>course, <00:08:04.552>you <00:08:04.679>know, 00:08:05.390 --> 00:08:05.400 align:start position:0% <00:08:05.390>And <00:08:05.392>of <00:08:05.394>course, <00:08:05.396>you <00:08:05.399>know, 00:08:05.400 --> 00:08:08.030 align:start position:0% <00:08:05.400>And <00:08:05.539>of <00:08:05.679>course, <00:08:05.820>you <00:08:05.960>know, <00:08:06.099>often <00:08:06.239>when <00:08:06.380>we <00:08:06.520>put <00:08:06.659>things <00:08:06.799>out, 00:08:08.030 --> 00:08:08.040 align:start position:0% <00:08:08.030>often <00:08:08.031>when <00:08:08.033>we <00:08:08.035>put <00:08:08.037>things <00:08:08.039>out, 00:08:08.040 --> 00:08:09.390 align:start position:0% <00:08:08.040>often <00:08:08.141>when <00:08:08.242>we <00:08:08.343>put <00:08:08.445>things <00:08:08.546>out, <00:08:08.647>people <00:08:08.748>say, <00:08:08.850>"Why <00:08:08.951>can't <00:08:09.052>you <00:08:09.153>expose <00:08:09.255>the 00:08:09.390 --> 00:08:09.400 align:start position:0% <00:08:09.390>people <00:08:09.391>say, <00:08:09.393>"Why <00:08:09.394>can't <00:08:09.395>you <00:08:09.397>expose <00:08:09.399>the 00:08:09.400 --> 00:08:10.950 align:start position:0% <00:08:09.400>people <00:08:09.507>say, <00:08:09.614>"Why <00:08:09.721>can't <00:08:09.829>you <00:08:09.936>expose <00:08:10.043>the <00:08:10.151>models?" <00:08:10.258>So, <00:08:10.365>one <00:08:10.473>philosophy <00:08:10.580>we <00:08:10.687>had <00:08:10.794>in 00:08:10.950 --> 00:08:10.960 align:start position:0% <00:08:10.950>models?" <00:08:10.951>So, <00:08:10.953>one <00:08:10.954>philosophy <00:08:10.955>we <00:08:10.957>had <00:08:10.959>in 00:08:10.960 --> 00:08:12.950 align:start position:0% <00:08:10.960>models?" <00:08:11.053>So, <00:08:11.146>one <00:08:11.239>philosophy <00:08:11.333>we <00:08:11.426>had <00:08:11.520>in <00:08:11.613>Bob <00:08:11.706>was <00:08:11.799>that <00:08:11.893>we <00:08:11.986>will <00:08:12.080>never <00:08:12.173>tell <00:08:12.266>you <00:08:12.359>what 00:08:12.950 --> 00:08:12.960 align:start position:0% <00:08:12.950>Bob <00:08:12.951>was <00:08:12.952>that <00:08:12.953>we <00:08:12.954>will <00:08:12.955>never <00:08:12.956>tell <00:08:12.957>you <00:08:12.959>what 00:08:12.960 --> 00:08:15.190 align:start position:0% <00:08:12.960>Bob <00:08:13.047>was <00:08:13.135>that <00:08:13.222>we <00:08:13.310>will <00:08:13.397>never <00:08:13.484>tell <00:08:13.572>you <00:08:13.659>what <00:08:13.747>the <00:08:13.835>models <00:08:13.922>were. <00:08:14.010>We <00:08:14.097>try <00:08:14.185>all <00:08:14.272>the <00:08:14.359>models 00:08:15.190 --> 00:08:15.200 align:start position:0% <00:08:15.190>the <00:08:15.191>models <00:08:15.192>were. <00:08:15.193>We <00:08:15.195>try <00:08:15.196>all <00:08:15.197>the <00:08:15.199>models 00:08:15.200 --> 00:08:17.830 align:start position:0% <00:08:15.200>the <00:08:15.307>models <00:08:15.415>were. <00:08:15.523>We <00:08:15.630>try <00:08:15.738>all <00:08:15.846>the <00:08:15.953>models <00:08:16.061>under <00:08:16.169>the <00:08:16.276>cover. <00:08:16.384>We <00:08:16.492>offline <00:08:16.599>evaluate 00:08:17.830 --> 00:08:17.840 align:start position:0% <00:08:17.830>under <00:08:17.831>the <00:08:17.833>cover. <00:08:17.835>We <00:08:17.837>offline <00:08:17.839>evaluate 00:08:17.840 --> 00:08:18.670 align:start position:0% <00:08:17.840>under <00:08:17.964>the <00:08:18.089>cover. <00:08:18.213>We <00:08:18.338>offline <00:08:18.462>evaluate <00:08:18.587>them. 00:08:18.670 --> 00:08:18.680 align:start position:0% them. 00:08:18.680 --> 00:08:20.230 align:start position:0% <00:08:18.680>them. <00:08:18.959>We <00:08:19.238>online <00:08:19.517>experiment <00:08:19.796>them. <00:08:20.075>We 00:08:20.230 --> 00:08:20.240 align:start position:0% <00:08:20.230>We <00:08:20.232>online <00:08:20.234>experiment <00:08:20.236>them. <00:08:20.239>We 00:08:20.240 --> 00:08:23.070 align:start position:0% <00:08:20.240>We <00:08:20.380>online <00:08:20.520>experiment <00:08:20.660>them. <00:08:20.800>We <00:08:20.940>orchestrate <00:08:21.080>between <00:08:21.220>the <00:08:21.360>models, <00:08:21.500>etc. <00:08:21.640>And 00:08:23.070 --> 00:08:23.080 align:start position:0% <00:08:23.070>orchestrate <00:08:23.071>between <00:08:23.073>the <00:08:23.075>models, <00:08:23.077>etc. <00:08:23.079>And 00:08:23.080 --> 00:08:24.350 align:start position:0% <00:08:23.080>orchestrate <00:08:23.175>between <00:08:23.270>the <00:08:23.365>models, <00:08:23.461>etc. <00:08:23.556>And <00:08:23.651>users <00:08:23.746>would <00:08:23.842>often <00:08:23.937>come <00:08:24.032>and <00:08:24.127>say, <00:08:24.223>"Why 00:08:24.350 --> 00:08:24.360 align:start position:0% <00:08:24.350>users <00:08:24.351>would <00:08:24.353>often <00:08:24.354>come <00:08:24.356>and <00:08:24.357>say, <00:08:24.359>"Why 00:08:24.360 --> 00:08:26.750 align:start position:0% <00:08:24.360>users <00:08:24.460>would <00:08:24.560>often <00:08:24.660>come <00:08:24.760>and <00:08:24.860>say, <00:08:24.960>"Why <00:08:25.060>won't <00:08:25.160>you <00:08:25.260>offer <00:08:25.360>me <00:08:25.460>the <00:08:25.560>latest, <00:08:25.660>you <00:08:25.760>know, 00:08:26.750 --> 00:08:26.760 align:start position:0% <00:08:26.750>won't <00:08:26.751>you <00:08:26.752>offer <00:08:26.753>me <00:08:26.755>the <00:08:26.756>latest, <00:08:26.757>you <00:08:26.759>know, 00:08:26.760 --> 00:08:30.270 align:start position:0% <00:08:26.760>won't <00:08:26.842>you <00:08:26.924>offer <00:08:27.007>me <00:08:27.089>the <00:08:27.171>latest, <00:08:27.254>you <00:08:27.336>know, <00:08:27.418>Sonnet <00:08:27.501>47 <00:08:27.583>or <00:08:27.665>GPT <00:08:27.748>55, <00:08:27.830>and <00:08:27.912>so <00:08:27.995>on?" <00:08:28.077>And <00:08:28.159>we 00:08:30.270 --> 00:08:30.280 align:start position:0% <00:08:30.270>Sonnet <00:08:30.270>47 <00:08:30.272>or <00:08:30.272>GPT <00:08:30.274>55, <00:08:30.275>and <00:08:30.275>so <00:08:30.277>on?" <00:08:30.277>And <00:08:30.279>we 00:08:30.280 --> 00:08:32.550 align:start position:0% <00:08:30.280>Sonnet <00:08:30.353>47 <00:08:30.427>or <00:08:30.501>GPT <00:08:30.574>55, <00:08:30.648>and <00:08:30.722>so <00:08:30.795>on?" <00:08:30.869>And <00:08:30.943>we <00:08:31.016>do <00:08:31.090>not <00:08:31.164>give <00:08:31.237>the <00:08:31.311>Our <00:08:31.385>hope <00:08:31.458>is <00:08:31.532>48, <00:08:31.606>and <00:08:31.679>so 00:08:32.550 --> 00:08:32.560 align:start position:0% <00:08:32.549>do <00:08:32.550>not <00:08:32.551>give <00:08:32.553>the <00:08:32.554>Our <00:08:32.554>hope <00:08:32.555>is <00:08:32.556>48, <00:08:32.558>and <00:08:32.558>so 00:08:32.560 --> 00:08:33.670 align:start position:0% <00:08:32.559>do <00:08:32.622>not <00:08:32.684>give <00:08:32.747>the <00:08:32.809>Our <00:08:32.872>hope <00:08:32.934>is <00:08:32.997>48, <00:08:33.059>and <00:08:33.121>so <00:08:33.184>on. <00:08:33.246>And <00:08:33.309>we <00:08:33.371>say, <00:08:33.434>"Well, <00:08:33.496>you <00:08:33.558>shouldn't 00:08:33.670 --> 00:08:33.680 align:start position:0% <00:08:33.669>on. <00:08:33.671>And <00:08:33.673>we <00:08:33.674>say, <00:08:33.675>"Well, <00:08:33.677>you <00:08:33.679>shouldn't 00:08:33.680 --> 00:08:34.950 align:start position:0% <00:08:33.679>on. <00:08:33.767>And <00:08:33.855>we <00:08:33.943>say, <00:08:34.031>"Well, <00:08:34.119>you <00:08:34.207>shouldn't <00:08:34.295>care, <00:08:34.383>because <00:08:34.471>we <00:08:34.559>are <00:08:34.647>providing <00:08:34.735>you <00:08:34.823>with 00:08:34.950 --> 00:08:34.960 align:start position:0% <00:08:34.950>care, <00:08:34.951>because <00:08:34.953>we <00:08:34.954>are <00:08:34.956>providing <00:08:34.957>you <00:08:34.959>with 00:08:34.960 --> 00:08:36.950 align:start position:0% <00:08:34.960>care, <00:08:35.047>because <00:08:35.135>we <00:08:35.222>are <00:08:35.310>providing <00:08:35.397>you <00:08:35.485>with <00:08:35.572>a <00:08:35.660>tool, <00:08:35.747>and <00:08:35.835>we <00:08:35.922>do <00:08:36.010>the <00:08:36.097>best <00:08:36.185>to <00:08:36.272>give <00:08:36.360>you 00:08:36.950 --> 00:08:36.960 align:start position:0% <00:08:36.950>a <00:08:36.951>tool, <00:08:36.952>and <00:08:36.953>we <00:08:36.954>do <00:08:36.955>the <00:08:36.956>best <00:08:36.957>to <00:08:36.958>give <00:08:36.959>you 00:08:36.960 --> 00:08:38.190 align:start position:0% <00:08:36.960>a <00:08:37.060>tool, <00:08:37.161>and <00:08:37.261>we <00:08:37.362>do <00:08:37.463>the <00:08:37.563>best <00:08:37.664>to <00:08:37.765>give <00:08:37.865>you <00:08:37.966>the <00:08:38.067>best 00:08:38.190 --> 00:08:38.200 align:start position:0% <00:08:38.190>the <00:08:38.199>best 00:08:38.200 --> 00:08:40.990 align:start position:0% <00:08:38.200>the <00:08:38.375>best <00:08:38.550>um <00:08:38.725>experience." <00:08:38.900>So, <00:08:39.075>I <00:08:39.250>often <00:08:39.425>say, <00:08:39.600>"Don't 00:08:40.990 --> 00:08:41.000 align:start position:0% <00:08:40.990>um <00:08:40.991>experience." <00:08:40.993>So, <00:08:40.994>I <00:08:40.996>often <00:08:40.997>say, <00:08:40.999>"Don't 00:08:41.000 --> 00:08:43.589 align:start position:0% <00:08:41.000>um <00:08:41.093>experience." <00:08:41.186>So, <00:08:41.280>I <00:08:41.373>often <00:08:41.466>say, <00:08:41.559>"Don't <00:08:41.653>take <00:08:41.746>your <00:08:41.840>Safari <00:08:41.933>to <00:08:42.026>uh <00:08:42.120>Ferrari <00:08:42.213>to <00:08:42.306>go <00:08:42.400>buy 00:08:43.589 --> 00:08:43.599 align:start position:0% <00:08:43.588>take <00:08:43.590>your <00:08:43.591>Safari <00:08:43.592>to <00:08:43.593>uh <00:08:43.594>Ferrari <00:08:43.595>to <00:08:43.596>go <00:08:43.598>buy 00:08:43.599 --> 00:08:45.110 align:start position:0% <00:08:43.599>take <00:08:43.696>your <00:08:43.793>Safari <00:08:43.890>to <00:08:43.987>uh <00:08:44.084>Ferrari <00:08:44.181>to <00:08:44.278>go <00:08:44.376>buy <00:08:44.473>milk <00:08:44.570>at <00:08:44.667>the <00:08:44.764>neighborhood <00:08:44.861>store. <00:08:44.958>You 00:08:45.110 --> 00:08:45.120 align:start position:0% <00:08:45.110>milk <00:08:45.111>at <00:08:45.113>the <00:08:45.115>neighborhood <00:08:45.117>store. <00:08:45.119>You 00:08:45.120 --> 00:08:47.070 align:start position:0% <00:08:45.120>milk <00:08:45.236>at <00:08:45.353>the <00:08:45.470>neighborhood <00:08:45.586>store. <00:08:45.703>You <00:08:45.820>could <00:08:45.936>probably <00:08:46.053>walk <00:08:46.170>or <00:08:46.286>ride <00:08:46.403>a <00:08:46.520>bicycle, 00:08:47.070 --> 00:08:47.080 align:start position:0% <00:08:47.070>could <00:08:47.071>probably <00:08:47.073>walk <00:08:47.074>or <00:08:47.076>ride <00:08:47.077>a <00:08:47.079>bicycle, 00:08:47.080 --> 00:08:48.790 align:start position:0% <00:08:47.080>could <00:08:47.196>probably <00:08:47.313>walk <00:08:47.430>or <00:08:47.546>ride <00:08:47.663>a <00:08:47.780>bicycle, <00:08:47.896>because <00:08:48.013>probably <00:08:48.130>it <00:08:48.246>is <00:08:48.363>more <00:08:48.480>efficient 00:08:48.790 --> 00:08:48.800 align:start position:0% <00:08:48.790>because <00:08:48.791>probably <00:08:48.793>it <00:08:48.795>is <00:08:48.797>more <00:08:48.799>efficient 00:08:48.800 --> 00:08:50.350 align:start position:0% <00:08:48.800>because <00:08:48.926>probably <00:08:49.053>it <00:08:49.180>is <00:08:49.307>more <00:08:49.434>efficient <00:08:49.560>and <00:08:49.687>less <00:08:49.814>costly." <00:08:49.941>So, <00:08:50.068>that's <00:08:50.195>the 00:08:50.350 --> 00:08:50.360 align:start position:0% <00:08:50.350>and <00:08:50.351>less <00:08:50.353>costly." <00:08:50.355>So, <00:08:50.357>that's <00:08:50.359>the 00:08:50.360 --> 00:08:53.110 align:start position:0% <00:08:50.360>and <00:08:50.476>less <00:08:50.593>costly." <00:08:50.710>So, <00:08:50.826>that's <00:08:50.943>the <00:08:51.060>philosophy <00:08:51.176>we <00:08:51.293>had <00:08:51.410>when <00:08:51.526>we <00:08:51.643>built <00:08:51.760>Bob. 00:08:53.110 --> 00:08:53.120 align:start position:0% <00:08:53.110>philosophy <00:08:53.111>we <00:08:53.113>had <00:08:53.114>when <00:08:53.116>we <00:08:53.117>built <00:08:53.119>Bob. 00:08:53.120 --> 00:08:55.790 align:start position:0% <00:08:53.120>philosophy <00:08:53.227>we <00:08:53.335>had <00:08:53.443>when <00:08:53.550>we <00:08:53.658>built <00:08:53.766>Bob. <00:08:53.873>So, <00:08:53.981>how <00:08:54.089>did <00:08:54.196>we <00:08:54.304>build <00:08:54.412>it <00:08:54.520>internally? 00:08:55.790 --> 00:08:55.800 align:start position:0% <00:08:55.790>So, <00:08:55.791>how <00:08:55.793>did <00:08:55.794>we <00:08:55.795>build <00:08:55.797>it <00:08:55.799>internally? 00:08:55.800 --> 00:08:57.590 align:start position:0% <00:08:55.800>So, <00:08:55.893>how <00:08:55.986>did <00:08:56.079>we <00:08:56.173>build <00:08:56.266>it <00:08:56.359>internally? <00:08:56.453>So, <00:08:56.546>this <00:08:56.640>is <00:08:56.733>how <00:08:56.826>we <00:08:56.920>we <00:08:57.013>we <00:08:57.106>started <00:08:57.199>back 00:08:57.590 --> 00:08:57.600 align:start position:0% <00:08:57.590>So, <00:08:57.591>this <00:08:57.592>is <00:08:57.593>how <00:08:57.594>we <00:08:57.595>we <00:08:57.596>we <00:08:57.597>started <00:08:57.599>back 00:08:57.600 --> 00:09:01.590 align:start position:0% <00:08:57.600>So, <00:08:57.687>this <00:08:57.775>is <00:08:57.862>how <00:08:57.950>we <00:08:58.037>we <00:08:58.125>we <00:08:58.212>started <00:08:58.300>back <00:08:58.387>April <00:08:58.475>2025. <00:08:58.562>In <00:08:58.650>June, <00:08:58.737>we <00:08:58.825>launched <00:08:58.912>it <00:08:59.000>to 00:09:01.590 --> 00:09:01.600 align:start position:0% <00:09:01.590>April <00:09:01.591>2025. <00:09:01.592>In <00:09:01.593>June, <00:09:01.595>we <00:09:01.596>launched <00:09:01.597>it <00:09:01.599>to 00:09:01.600 --> 00:09:03.510 align:start position:0% <00:09:01.600>April <00:09:01.700>2025. <00:09:01.800>In <00:09:01.900>June, <00:09:02.000>we <00:09:02.100>launched <00:09:02.200>it <00:09:02.300>to <00:09:02.400>maybe <00:09:02.500>100 <00:09:02.600>users <00:09:02.700>within <00:09:02.800>the <00:09:02.900>group. <00:09:03.000>Of 00:09:03.510 --> 00:09:03.520 align:start position:0% <00:09:03.510>maybe <00:09:03.511>100 <00:09:03.513>users <00:09:03.514>within <00:09:03.516>the <00:09:03.517>group. <00:09:03.519>Of 00:09:03.520 --> 00:09:05.230 align:start position:0% <00:09:03.520>maybe <00:09:03.627>100 <00:09:03.735>users <00:09:03.843>within <00:09:03.950>the <00:09:04.058>group. <00:09:04.166>Of <00:09:04.273>course, <00:09:04.381>the <00:09:04.489>team <00:09:04.596>the <00:09:04.704>core <00:09:04.812>team <00:09:04.920>itself 00:09:05.230 --> 00:09:05.240 align:start position:0% <00:09:05.230>course, <00:09:05.231>the <00:09:05.233>team <00:09:05.234>the <00:09:05.236>core <00:09:05.237>team <00:09:05.239>itself 00:09:05.240 --> 00:09:08.070 align:start position:0% <00:09:05.240>course, <00:09:05.333>the <00:09:05.426>team <00:09:05.520>the <00:09:05.613>core <00:09:05.706>team <00:09:05.800>itself <00:09:05.893>used <00:09:05.986>Bob. <00:09:06.080>So, <00:09:06.173>Bob <00:09:06.266>was <00:09:06.360>built <00:09:06.453>using <00:09:06.546>Bob <00:09:06.640>by 00:09:08.070 --> 00:09:08.080 align:start position:0% <00:09:08.070>used <00:09:08.071>Bob. <00:09:08.072>So, <00:09:08.073>Bob <00:09:08.074>was <00:09:08.075>built <00:09:08.076>using <00:09:08.077>Bob <00:09:08.079>by 00:09:08.080 --> 00:09:09.750 align:start position:0% <00:09:08.080>used <00:09:08.207>Bob. <00:09:08.334>So, <00:09:08.461>Bob <00:09:08.589>was <00:09:08.716>built <00:09:08.843>using <00:09:08.970>Bob <00:09:09.098>by <00:09:09.225>the <00:09:09.352>core <00:09:09.480>developers. 00:09:09.750 --> 00:09:09.760 align:start position:0% <00:09:09.750>the <00:09:09.754>core <00:09:09.759>developers. 00:09:09.760 --> 00:09:11.110 align:start position:0% <00:09:09.760>the <00:09:09.895>core <00:09:10.030>developers. <00:09:10.165>The <00:09:10.300>greatest <00:09:10.435>thing <00:09:10.570>for <00:09:10.705>working <00:09:10.840>for <00:09:10.975>a 00:09:11.110 --> 00:09:11.120 align:start position:0% <00:09:11.110>The <00:09:11.111>greatest <00:09:11.113>thing <00:09:11.114>for <00:09:11.116>working <00:09:11.117>for <00:09:11.119>a 00:09:11.120 --> 00:09:13.350 align:start position:0% <00:09:11.120>The <00:09:11.213>greatest <00:09:11.306>thing <00:09:11.400>for <00:09:11.493>working <00:09:11.586>for <00:09:11.680>a <00:09:11.773>large <00:09:11.866>company <00:09:11.960>is <00:09:12.053>that <00:09:12.146>you <00:09:12.240>get <00:09:12.333>a <00:09:12.426>ton <00:09:12.520>of 00:09:13.350 --> 00:09:13.360 align:start position:0% <00:09:13.350>large <00:09:13.351>company <00:09:13.352>is <00:09:13.353>that <00:09:13.354>you <00:09:13.355>get <00:09:13.356>a <00:09:13.357>ton <00:09:13.359>of 00:09:13.360 --> 00:09:15.910 align:start position:0% <00:09:13.360>large <00:09:13.453>company <00:09:13.546>is <00:09:13.640>that <00:09:13.733>you <00:09:13.826>get <00:09:13.920>a <00:09:14.013>ton <00:09:14.106>of <00:09:14.200>users <00:09:14.293>you <00:09:14.386>can <00:09:14.480>before <00:09:14.573>you <00:09:14.666>go <00:09:14.760>out. 00:09:15.910 --> 00:09:15.920 align:start position:0% <00:09:15.910>users <00:09:15.911>you <00:09:15.913>can <00:09:15.914>before <00:09:15.915>you <00:09:15.917>go <00:09:15.919>out. 00:09:15.920 --> 00:09:18.110 align:start position:0% <00:09:15.920>users <00:09:16.027>you <00:09:16.135>can <00:09:16.243>before <00:09:16.350>you <00:09:16.458>go <00:09:16.566>out. <00:09:16.673>So, <00:09:16.781>we <00:09:16.889>started <00:09:16.996>We <00:09:17.104>were <00:09:17.212>very <00:09:17.319>systematic 00:09:18.110 --> 00:09:18.120 align:start position:0% <00:09:18.110>So, <00:09:18.111>we <00:09:18.113>started <00:09:18.114>We <00:09:18.116>were <00:09:18.117>very <00:09:18.119>systematic 00:09:18.120 --> 00:09:19.910 align:start position:0% <00:09:18.120>So, <00:09:18.213>we <00:09:18.306>started <00:09:18.400>We <00:09:18.493>were <00:09:18.586>very <00:09:18.680>systematic <00:09:18.773>in <00:09:18.866>the <00:09:18.960>way <00:09:19.053>we <00:09:19.146>deployed <00:09:19.240>it. <00:09:19.333>We <00:09:19.426>kind <00:09:19.520>of 00:09:19.910 --> 00:09:19.920 align:start position:0% <00:09:19.910>in <00:09:19.911>the <00:09:19.912>way <00:09:19.913>we <00:09:19.914>deployed <00:09:19.915>it. <00:09:19.916>We <00:09:19.917>kind <00:09:19.919>of 00:09:19.920 --> 00:09:22.070 align:start position:0% <00:09:19.920>in <00:09:20.020>the <00:09:20.120>way <00:09:20.219>we <00:09:20.319>deployed <00:09:20.420>it. <00:09:20.520>We <00:09:20.620>kind <00:09:20.719>of <00:09:20.819>said, <00:09:20.920>"Only <00:09:21.020>developers <00:09:21.120>get <00:09:21.219>access." <00:09:21.319>So, 00:09:22.070 --> 00:09:22.080 align:start position:0% <00:09:22.070>said, <00:09:22.071>"Only <00:09:22.073>developers <00:09:22.075>get <00:09:22.077>access." <00:09:22.079>So, 00:09:22.080 --> 00:09:23.670 align:start position:0% <00:09:22.080>said, <00:09:22.207>"Only <00:09:22.334>developers <00:09:22.461>get <00:09:22.589>access." <00:09:22.716>So, <00:09:22.843>come <00:09:22.970>July, <00:09:23.098>we <00:09:23.225>had <00:09:23.352>about <00:09:23.480>1,000 00:09:23.670 --> 00:09:23.680 align:start position:0% <00:09:23.670>come <00:09:23.671>July, <00:09:23.673>we <00:09:23.675>had <00:09:23.677>about <00:09:23.679>1,000 00:09:23.680 --> 00:09:26.870 align:start position:0% <00:09:23.680>come <00:09:23.807>July, <00:09:23.934>we <00:09:24.061>had <00:09:24.189>about <00:09:24.316>1,000 <00:09:24.443>developers. <00:09:24.570>We <00:09:24.698>launched <00:09:24.825>it <00:09:24.952>in <00:09:25.079>October. 00:09:26.870 --> 00:09:26.880 align:start position:0% <00:09:26.870>developers. <00:09:26.871>We <00:09:26.873>launched <00:09:26.875>it <00:09:26.877>in <00:09:26.879>October. 00:09:26.880 --> 00:09:28.310 align:start position:0% <00:09:26.880>developers. <00:09:26.987>We <00:09:27.094>launched <00:09:27.201>it <00:09:27.309>in <00:09:27.416>October. <00:09:27.523>At <00:09:27.630>that <00:09:27.738>time, <00:09:27.845>we <00:09:27.952>had <00:09:28.059>about <00:09:28.166>6,000 00:09:28.310 --> 00:09:28.320 align:start position:0% <00:09:28.310>At <00:09:28.311>that <00:09:28.313>time, <00:09:28.314>we <00:09:28.316>had <00:09:28.317>about <00:09:28.319>6,000 00:09:28.320 --> 00:09:31.190 align:start position:0% <00:09:28.320>At <00:09:28.436>that <00:09:28.553>time, <00:09:28.670>we <00:09:28.786>had <00:09:28.903>about <00:09:29.020>6,000 <00:09:29.136>developers. <00:09:29.253>And <00:09:29.370>in <00:09:29.486>December, <00:09:29.603>we <00:09:29.720>had 00:09:31.190 --> 00:09:31.200 align:start position:0% <00:09:31.190>developers. <00:09:31.191>And <00:09:31.193>in <00:09:31.195>December, <00:09:31.197>we <00:09:31.199>had 00:09:31.200 --> 00:09:33.790 align:start position:0% <00:09:31.200>developers. <00:09:31.327>And <00:09:31.454>in <00:09:31.581>December, <00:09:31.709>we <00:09:31.836>had <00:09:31.963>about <00:09:32.090>20,000 <00:09:32.218>developers. <00:09:32.345>And <00:09:32.472>then <00:09:32.600>by 00:09:33.790 --> 00:09:33.800 align:start position:0% <00:09:33.790>about <00:09:33.791>20,000 <00:09:33.793>developers. <00:09:33.795>And <00:09:33.797>then <00:09:33.799>by 00:09:33.800 --> 00:09:35.550 align:start position:0% <00:09:33.800>about <00:09:33.916>20,000 <00:09:34.033>developers. <00:09:34.150>And <00:09:34.266>then <00:09:34.383>by <00:09:34.500>March, <00:09:34.616>we <00:09:34.733>had <00:09:34.849>100,000. <00:09:34.966>And <00:09:35.083>today, <00:09:35.199>we 00:09:35.550 --> 00:09:35.560 align:start position:0% <00:09:35.550>March, <00:09:35.551>we <00:09:35.553>had <00:09:35.554>100,000. <00:09:35.555>And <00:09:35.557>today, <00:09:35.559>we 00:09:35.560 --> 00:09:37.430 align:start position:0% <00:09:35.560>March, <00:09:35.734>we <00:09:35.910>had <00:09:36.084>100,000. <00:09:36.260>And <00:09:36.435>today, <00:09:36.609>we <00:09:36.785>have <00:09:36.959>140,000. 00:09:37.430 --> 00:09:37.440 align:start position:0% <00:09:37.430>have <00:09:37.439>140,000. 00:09:37.440 --> 00:09:39.590 align:start position:0% <00:09:37.440>have <00:09:37.595>140,000. <00:09:37.751>Now, <00:09:37.906>what's <00:09:38.062>the <00:09:38.217>big <00:09:38.373>thing <00:09:38.528>here? <00:09:38.684>We <00:09:38.840>don't 00:09:39.590 --> 00:09:39.600 align:start position:0% <00:09:39.590>Now, <00:09:39.591>what's <00:09:39.592>the <00:09:39.593>big <00:09:39.595>thing <00:09:39.596>here? <00:09:39.597>We <00:09:39.599>don't 00:09:39.600 --> 00:09:41.990 align:start position:0% <00:09:39.600>Now, <00:09:39.707>what's <00:09:39.815>the <00:09:39.923>big <00:09:40.030>thing <00:09:40.138>here? <00:09:40.246>We <00:09:40.353>don't <00:09:40.461>have <00:09:40.569>140,000 <00:09:40.676>developers <00:09:40.784>in <00:09:40.892>the <00:09:41.000>company. 00:09:41.990 --> 00:09:42.000 align:start position:0% <00:09:41.990>have <00:09:41.991>140,000 <00:09:41.993>developers <00:09:41.995>in <00:09:41.997>the <00:09:41.999>company. 00:09:42.000 --> 00:09:44.590 align:start position:0% <00:09:42.000>have <00:09:42.127>140,000 <00:09:42.254>developers <00:09:42.381>in <00:09:42.509>the <00:09:42.636>company. <00:09:42.763>IBM <00:09:42.890>has <00:09:43.018>about <00:09:43.145>300,000 <00:09:43.272>employees, <00:09:43.400>maybe 00:09:44.590 --> 00:09:44.600 align:start position:0% <00:09:44.590>IBM <00:09:44.591>has <00:09:44.593>about <00:09:44.595>300,000 <00:09:44.597>employees, <00:09:44.599>maybe 00:09:44.600 --> 00:09:46.910 align:start position:0% <00:09:44.600>IBM <00:09:44.716>has <00:09:44.833>about <00:09:44.950>300,000 <00:09:45.066>employees, <00:09:45.183>maybe <00:09:45.300>about <00:09:45.416>50,000 <00:09:45.533>developers. <00:09:45.650>So, <00:09:45.766>who <00:09:45.883>are <00:09:46.000>the 00:09:46.910 --> 00:09:46.920 align:start position:0% <00:09:46.910>about <00:09:46.911>50,000 <00:09:46.913>developers. <00:09:46.914>So, <00:09:46.915>who <00:09:46.917>are <00:09:46.919>the 00:09:46.920 --> 00:09:49.510 align:start position:0% <00:09:46.920>about <00:09:47.036>50,000 <00:09:47.153>developers. <00:09:47.270>So, <00:09:47.386>who <00:09:47.503>are <00:09:47.620>the <00:09:47.736>remaining <00:09:47.853>80, <00:09:47.969>90,000 <00:09:48.086>people <00:09:48.203>using <00:09:48.319>it? 00:09:49.510 --> 00:09:49.520 align:start position:0% <00:09:49.510>remaining <00:09:49.511>80, <00:09:49.513>90,000 <00:09:49.515>people <00:09:49.517>using <00:09:49.519>it? 00:09:49.520 --> 00:09:52.190 align:start position:0% <00:09:49.520>remaining <00:09:49.636>80, <00:09:49.753>90,000 <00:09:49.870>people <00:09:49.986>using <00:09:50.103>it? <00:09:50.220>They <00:09:50.336>are <00:09:50.453>not <00:09:50.569>developers. <00:09:50.686>They <00:09:50.803>are <00:09:50.920>people 00:09:52.190 --> 00:09:52.200 align:start position:0% <00:09:52.190>They <00:09:52.191>are <00:09:52.193>not <00:09:52.194>developers. <00:09:52.196>They <00:09:52.197>are <00:09:52.199>people 00:09:52.200 --> 00:09:54.430 align:start position:0% <00:09:52.200>They <00:09:52.327>are <00:09:52.454>not <00:09:52.581>developers. <00:09:52.709>They <00:09:52.836>are <00:09:52.963>people <00:09:53.090>who <00:09:53.218>are <00:09:53.345>from <00:09:53.472>other <00:09:53.600>divisions, 00:09:54.430 --> 00:09:54.440 align:start position:0% <00:09:54.430>who <00:09:54.432>are <00:09:54.434>from <00:09:54.436>other <00:09:54.439>divisions, 00:09:54.440 --> 00:09:57.230 align:start position:0% <00:09:54.440>who <00:09:54.595>are <00:09:54.751>from <00:09:54.906>other <00:09:55.062>divisions, <00:09:55.217>operations, <00:09:55.373>the <00:09:55.528>CIO's <00:09:55.684>office, <00:09:55.840>finance, 00:09:57.230 --> 00:09:57.240 align:start position:0% <00:09:57.230>operations, <00:09:57.232>the <00:09:57.234>CIO's <00:09:57.236>office, <00:09:57.239>finance, 00:09:57.240 --> 00:09:59.830 align:start position:0% <00:09:57.240>operations, <00:09:57.380>the <00:09:57.520>CIO's <00:09:57.660>office, <00:09:57.800>finance, <00:09:57.940>HR. <00:09:58.080>Almost <00:09:58.220>everybody <00:09:58.360>has <00:09:58.500>become <00:09:58.640>a 00:09:59.830 --> 00:09:59.840 align:start position:0% <00:09:59.830>HR. <00:09:59.831>Almost <00:09:59.833>everybody <00:09:59.835>has <00:09:59.837>become <00:09:59.839>a 00:09:59.840 --> 00:10:00.990 align:start position:0% <00:09:59.840>HR. <00:10:00.012>Almost <00:10:00.185>everybody <00:10:00.357>has <00:10:00.530>become <00:10:00.702>a <00:10:00.875>developer. 00:10:00.990 --> 00:10:01.000 align:start position:0% developer. 00:10:01.000 --> 00:10:02.710 align:start position:0% <00:10:01.000>developer. <00:10:01.155>While <00:10:01.311>we <00:10:01.466>had <00:10:01.622>built <00:10:01.777>a <00:10:01.933>tool <00:10:02.088>that <00:10:02.244>is <00:10:02.400>meant 00:10:02.710 --> 00:10:02.720 align:start position:0% <00:10:02.710>While <00:10:02.711>we <00:10:02.712>had <00:10:02.713>built <00:10:02.714>a <00:10:02.715>tool <00:10:02.716>that <00:10:02.717>is <00:10:02.719>meant 00:10:02.720 --> 00:10:05.150 align:start position:0% <00:10:02.720>While <00:10:02.813>we <00:10:02.906>had <00:10:03.000>built <00:10:03.093>a <00:10:03.186>tool <00:10:03.280>that <00:10:03.373>is <00:10:03.466>meant <00:10:03.560>for <00:10:03.653>developers, <00:10:03.746>it <00:10:03.840>is <00:10:03.933>using <00:10:04.026>being <00:10:04.120>used 00:10:05.150 --> 00:10:05.160 align:start position:0% <00:10:05.150>for <00:10:05.151>developers, <00:10:05.153>it <00:10:05.154>is <00:10:05.156>using <00:10:05.157>being <00:10:05.159>used 00:10:05.160 --> 00:10:08.470 align:start position:0% <00:10:05.160>for <00:10:05.276>developers, <00:10:05.393>it <00:10:05.510>is <00:10:05.626>using <00:10:05.743>being <00:10:05.860>used <00:10:05.976>by <00:10:06.093>others <00:10:06.209>for <00:10:06.326>actually <00:10:06.443>building <00:10:06.560>systems 00:10:08.470 --> 00:10:08.480 align:start position:0% <00:10:08.470>by <00:10:08.471>others <00:10:08.473>for <00:10:08.475>actually <00:10:08.477>building <00:10:08.479>systems 00:10:08.480 --> 00:10:10.790 align:start position:0% <00:10:08.480>by <00:10:08.596>others <00:10:08.713>for <00:10:08.830>actually <00:10:08.946>building <00:10:09.063>systems <00:10:09.180>where <00:10:09.296>they <00:10:09.413>can <00:10:09.530>build <00:10:09.646>software <00:10:09.763>for <00:10:09.880>their 00:10:10.790 --> 00:10:10.800 align:start position:0% <00:10:10.790>where <00:10:10.791>they <00:10:10.793>can <00:10:10.794>build <00:10:10.795>software <00:10:10.797>for <00:10:10.799>their 00:10:10.800 --> 00:10:12.070 align:start position:0% <00:10:10.800>where <00:10:10.963>they <00:10:11.126>can <00:10:11.289>build <00:10:11.453>software <00:10:11.616>for <00:10:11.779>their <00:10:11.943>ecosystem. 00:10:12.070 --> 00:10:12.080 align:start position:0% ecosystem. 00:10:12.080 --> 00:10:13.510 align:start position:0% <00:10:12.080>ecosystem. <00:10:12.240>The <00:10:12.401>good <00:10:12.562>thing <00:10:12.723>is <00:10:12.884>that, <00:10:13.045>you <00:10:13.206>know, <00:10:13.367>if 00:10:13.510 --> 00:10:13.520 align:start position:0% <00:10:13.510>The <00:10:13.511>good <00:10:13.512>thing <00:10:13.513>is <00:10:13.515>that, <00:10:13.516>you <00:10:13.517>know, <00:10:13.519>if 00:10:13.520 --> 00:10:14.750 align:start position:0% <00:10:13.520>The <00:10:13.599>good <00:10:13.678>thing <00:10:13.757>is <00:10:13.836>that, <00:10:13.915>you <00:10:13.994>know, <00:10:14.073>if <00:10:14.152>you're <00:10:14.231>a <00:10:14.310>domain <00:10:14.389>expert, <00:10:14.468>if <00:10:14.547>you're <00:10:14.627>a 00:10:14.750 --> 00:10:14.760 align:start position:0% <00:10:14.750>you're <00:10:14.751>a <00:10:14.753>domain <00:10:14.754>expert, <00:10:14.756>if <00:10:14.757>you're <00:10:14.759>a 00:10:14.760 --> 00:10:17.070 align:start position:0% <00:10:14.760>you're <00:10:14.876>a <00:10:14.993>domain <00:10:15.110>expert, <00:10:15.226>if <00:10:15.343>you're <00:10:15.460>a <00:10:15.576>finance <00:10:15.693>person, <00:10:15.810>if <00:10:15.926>you're <00:10:16.043>a <00:10:16.160>lawyer, 00:10:17.070 --> 00:10:17.080 align:start position:0% <00:10:17.070>finance <00:10:17.071>person, <00:10:17.073>if <00:10:17.075>you're <00:10:17.077>a <00:10:17.079>lawyer, 00:10:17.080 --> 00:10:19.030 align:start position:0% <00:10:17.080>finance <00:10:17.187>person, <00:10:17.295>if <00:10:17.403>you're <00:10:17.510>a <00:10:17.618>lawyer, <00:10:17.726>you <00:10:17.833>really <00:10:17.941>didn't <00:10:18.049>don't <00:10:18.156>need <00:10:18.264>to <00:10:18.372>know <00:10:18.480>how 00:10:19.030 --> 00:10:19.040 align:start position:0% <00:10:19.030>you <00:10:19.031>really <00:10:19.032>didn't <00:10:19.033>don't <00:10:19.035>need <00:10:19.036>to <00:10:19.037>know <00:10:19.039>how 00:10:19.040 --> 00:10:20.630 align:start position:0% <00:10:19.040>you <00:10:19.147>really <00:10:19.255>didn't <00:10:19.363>don't <00:10:19.470>need <00:10:19.578>to <00:10:19.686>know <00:10:19.793>how <00:10:19.901>to <00:10:20.009>write <00:10:20.116>code. <00:10:20.224>So, <00:10:20.332>traditionally <00:10:20.439>what 00:10:20.630 --> 00:10:20.640 align:start position:0% <00:10:20.630>to <00:10:20.631>write <00:10:20.633>code. <00:10:20.635>So, <00:10:20.637>traditionally <00:10:20.639>what 00:10:20.640 --> 00:10:21.750 align:start position:0% <00:10:20.640>to <00:10:20.716>write <00:10:20.793>code. <00:10:20.870>So, <00:10:20.947>traditionally <00:10:21.024>what <00:10:21.101>would <00:10:21.177>happen <00:10:21.254>is <00:10:21.331>you <00:10:21.408>would <00:10:21.485>give <00:10:21.562>it <00:10:21.639>to 00:10:21.750 --> 00:10:21.760 align:start position:0% <00:10:21.750>would <00:10:21.751>happen <00:10:21.752>is <00:10:21.753>you <00:10:21.755>would <00:10:21.756>give <00:10:21.757>it <00:10:21.759>to 00:10:21.760 --> 00:10:23.030 align:start position:0% <00:10:21.760>would <00:10:21.847>happen <00:10:21.935>is <00:10:22.023>you <00:10:22.111>would <00:10:22.199>give <00:10:22.287>it <00:10:22.375>to <00:10:22.463>your <00:10:22.551>software <00:10:22.639>division, <00:10:22.727>you <00:10:22.815>said, <00:10:22.903>"Hey, 00:10:23.030 --> 00:10:23.040 align:start position:0% <00:10:23.030>your <00:10:23.031>software <00:10:23.033>division, <00:10:23.035>you <00:10:23.037>said, <00:10:23.039>"Hey, 00:10:23.040 --> 00:10:24.670 align:start position:0% <00:10:23.040>your <00:10:23.140>software <00:10:23.240>division, <00:10:23.339>you <00:10:23.439>said, <00:10:23.540>"Hey, <00:10:23.640>can <00:10:23.740>you <00:10:23.839>code <00:10:23.939>it <00:10:24.040>up <00:10:24.140>for <00:10:24.240>you?" <00:10:24.339>They <00:10:24.439>will 00:10:24.670 --> 00:10:24.680 align:start position:0% <00:10:24.670>can <00:10:24.671>you <00:10:24.672>code <00:10:24.673>it <00:10:24.674>up <00:10:24.675>for <00:10:24.676>you?" <00:10:24.677>They <00:10:24.679>will 00:10:24.680 --> 00:10:26.550 align:start position:0% <00:10:24.680>can <00:10:24.762>you <00:10:24.844>code <00:10:24.927>it <00:10:25.009>up <00:10:25.091>for <00:10:25.174>you?" <00:10:25.256>They <00:10:25.338>will <00:10:25.421>give <00:10:25.503>you <00:10:25.585>a <00:10:25.668>long <00:10:25.750>timeline <00:10:25.832>of <00:10:25.915>how <00:10:25.997>how <00:10:26.079>and 00:10:26.550 --> 00:10:26.560 align:start position:0% <00:10:26.550>give <00:10:26.551>you <00:10:26.552>a <00:10:26.553>long <00:10:26.554>timeline <00:10:26.555>of <00:10:26.556>how <00:10:26.557>how <00:10:26.559>and 00:10:26.560 --> 00:10:28.630 align:start position:0% <00:10:26.560>give <00:10:26.660>you <00:10:26.760>a <00:10:26.859>long <00:10:26.959>timeline <00:10:27.060>of <00:10:27.160>how <00:10:27.260>how <00:10:27.359>and <00:10:27.459>when <00:10:27.560>they <00:10:27.660>can <00:10:27.760>produce <00:10:27.859>a <00:10:27.959>result. 00:10:28.630 --> 00:10:28.640 align:start position:0% <00:10:28.630>when <00:10:28.631>they <00:10:28.633>can <00:10:28.635>produce <00:10:28.637>a <00:10:28.639>result. 00:10:28.640 --> 00:10:30.870 align:start position:0% <00:10:28.640>when <00:10:28.756>they <00:10:28.873>can <00:10:28.990>produce <00:10:29.106>a <00:10:29.223>result. <00:10:29.340>And <00:10:29.456>finally <00:10:29.573>you <00:10:29.689>get <00:10:29.806>something <00:10:29.923>kind <00:10:30.040>of 00:10:30.870 --> 00:10:30.880 align:start position:0% <00:10:30.870>And <00:10:30.871>finally <00:10:30.873>you <00:10:30.874>get <00:10:30.876>something <00:10:30.877>kind <00:10:30.879>of 00:10:30.880 --> 00:10:32.870 align:start position:0% <00:10:30.880>And <00:10:30.980>finally <00:10:31.080>you <00:10:31.180>get <00:10:31.280>something <00:10:31.380>kind <00:10:31.480>of <00:10:31.580>sort <00:10:31.680>of <00:10:31.780>like <00:10:31.880>what <00:10:31.980>you <00:10:32.080>wanted. <00:10:32.180>Every <00:10:32.280>bug 00:10:32.870 --> 00:10:32.880 align:start position:0% <00:10:32.870>sort <00:10:32.871>of <00:10:32.872>like <00:10:32.873>what <00:10:32.875>you <00:10:32.876>wanted. <00:10:32.877>Every <00:10:32.879>bug 00:10:32.880 --> 00:10:33.990 align:start position:0% <00:10:32.880>sort <00:10:32.946>of <00:10:33.013>like <00:10:33.079>what <00:10:33.146>you <00:10:33.213>wanted. <00:10:33.279>Every <00:10:33.346>bug <00:10:33.412>you <00:10:33.479>have, <00:10:33.546>you <00:10:33.612>send <00:10:33.679>it <00:10:33.745>back <00:10:33.812>to <00:10:33.879>the 00:10:33.990 --> 00:10:34.000 align:start position:0% <00:10:33.990>you <00:10:33.991>have, <00:10:33.992>you <00:10:33.993>send <00:10:33.995>it <00:10:33.996>back <00:10:33.997>to <00:10:33.999>the 00:10:34.000 --> 00:10:36.190 align:start position:0% <00:10:34.000>you <00:10:34.107>have, <00:10:34.215>you <00:10:34.323>send <00:10:34.430>it <00:10:34.538>back <00:10:34.646>to <00:10:34.753>the <00:10:34.861>system. <00:10:34.969>Today <00:10:35.076>what <00:10:35.184>happens <00:10:35.292>is <00:10:35.400>these 00:10:36.190 --> 00:10:36.200 align:start position:0% <00:10:36.190>system. <00:10:36.191>Today <00:10:36.193>what <00:10:36.195>happens <00:10:36.197>is <00:10:36.199>these 00:10:36.200 --> 00:10:37.390 align:start position:0% <00:10:36.200>system. <00:10:36.297>Today <00:10:36.394>what <00:10:36.492>happens <00:10:36.589>is <00:10:36.686>these <00:10:36.784>people <00:10:36.881>manage <00:10:36.978>the <00:10:37.076>whole <00:10:37.173>thing <00:10:37.271>by 00:10:37.390 --> 00:10:37.400 align:start position:0% <00:10:37.390>people <00:10:37.391>manage <00:10:37.393>the <00:10:37.395>whole <00:10:37.397>thing <00:10:37.399>by 00:10:37.400 --> 00:10:39.430 align:start position:0% <00:10:37.400>people <00:10:37.540>manage <00:10:37.680>the <00:10:37.819>whole <00:10:37.959>thing <00:10:38.100>by <00:10:38.240>themselves. <00:10:38.380>They <00:10:38.520>all <00:10:38.660>have <00:10:38.800>become 00:10:39.430 --> 00:10:39.440 align:start position:0% <00:10:39.430>themselves. <00:10:39.432>They <00:10:39.434>all <00:10:39.436>have <00:10:39.439>become 00:10:39.440 --> 00:10:41.390 align:start position:0% <00:10:39.440>themselves. <00:10:39.580>They <00:10:39.720>all <00:10:39.860>have <00:10:40.000>become <00:10:40.140>developers. <00:10:40.280>So, <00:10:40.420>anybody <00:10:40.560>who <00:10:40.700>said <00:10:40.840>there 00:10:41.390 --> 00:10:41.400 align:start position:0% <00:10:41.390>developers. <00:10:41.391>So, <00:10:41.393>anybody <00:10:41.395>who <00:10:41.397>said <00:10:41.399>there 00:10:41.400 --> 00:10:43.670 align:start position:0% <00:10:41.400>developers. <00:10:41.516>So, <00:10:41.633>anybody <00:10:41.750>who <00:10:41.866>said <00:10:41.983>there <00:10:42.100>will <00:10:42.216>be <00:10:42.333>no <00:10:42.449>software <00:10:42.566>developers <00:10:42.683>by <00:10:42.800>2027 00:10:43.670 --> 00:10:43.680 align:start position:0% <00:10:43.670>will <00:10:43.671>be <00:10:43.673>no <00:10:43.674>software <00:10:43.675>developers <00:10:43.677>by <00:10:43.679>2027 00:10:43.680 --> 00:10:46.310 align:start position:0% <00:10:43.680>will <00:10:43.787>be <00:10:43.895>no <00:10:44.003>software <00:10:44.110>developers <00:10:44.218>by <00:10:44.326>2027 <00:10:44.433>or <00:10:44.541>2029 <00:10:44.649>was <00:10:44.756>actually <00:10:44.864>lying <00:10:44.972>to <00:10:45.079>you. 00:10:46.310 --> 00:10:46.320 align:start position:0% <00:10:46.310>or <00:10:46.311>2029 <00:10:46.313>was <00:10:46.314>actually <00:10:46.316>lying <00:10:46.317>to <00:10:46.319>you. 00:10:46.320 --> 00:10:49.150 align:start position:0% <00:10:46.320>or <00:10:46.436>2029 <00:10:46.553>was <00:10:46.670>actually <00:10:46.786>lying <00:10:46.903>to <00:10:47.020>you. <00:10:47.136>Everybody <00:10:47.253>is <00:10:47.370>a <00:10:47.486>software <00:10:47.603>developer <00:10:47.720>today. 00:10:49.150 --> 00:10:49.160 align:start position:0% <00:10:49.150>Everybody <00:10:49.151>is <00:10:49.153>a <00:10:49.155>software <00:10:49.157>developer <00:10:49.159>today. 00:10:49.160 --> 00:10:52.190 align:start position:0% <00:10:49.160>Everybody <00:10:49.287>is <00:10:49.414>a <00:10:49.541>software <00:10:49.669>developer <00:10:49.796>today. <00:10:49.923>So, <00:10:50.050>we <00:10:50.178>measured, <00:10:50.305>you <00:10:50.432>know, <00:10:50.560>efficiency, 00:10:52.190 --> 00:10:52.200 align:start position:0% <00:10:52.190>So, <00:10:52.191>we <00:10:52.193>measured, <00:10:52.195>you <00:10:52.197>know, <00:10:52.199>efficiency, 00:10:52.200 --> 00:10:54.710 align:start position:0% <00:10:52.200>So, <00:10:52.327>we <00:10:52.454>measured, <00:10:52.581>you <00:10:52.709>know, <00:10:52.836>efficiency, <00:10:52.963>we <00:10:53.090>measured <00:10:53.218>productivity, <00:10:53.345>and <00:10:53.472>often <00:10:53.600>when 00:10:54.710 --> 00:10:54.720 align:start position:0% <00:10:54.710>we <00:10:54.711>measured <00:10:54.713>productivity, <00:10:54.715>and <00:10:54.717>often <00:10:54.719>when 00:10:54.720 --> 00:10:56.350 align:start position:0% <00:10:54.720>we <00:10:54.827>measured <00:10:54.935>productivity, <00:10:55.043>and <00:10:55.150>often <00:10:55.258>when <00:10:55.366>you <00:10:55.473>put <00:10:55.581>out <00:10:55.689>a <00:10:55.796>tool <00:10:55.904>like <00:10:56.012>this, <00:10:56.120>the 00:10:56.350 --> 00:10:56.360 align:start position:0% <00:10:56.350>you <00:10:56.351>put <00:10:56.352>out <00:10:56.353>a <00:10:56.355>tool <00:10:56.356>like <00:10:56.357>this, <00:10:56.359>the 00:10:56.360 --> 00:10:58.270 align:start position:0% <00:10:56.360>you <00:10:56.467>put <00:10:56.575>out <00:10:56.683>a <00:10:56.790>tool <00:10:56.898>like <00:10:57.006>this, <00:10:57.113>the <00:10:57.221>question <00:10:57.329>gets <00:10:57.436>asked, <00:10:57.544>"What <00:10:57.652>is <00:10:57.760>the 00:10:58.270 --> 00:10:58.280 align:start position:0% <00:10:58.270>question <00:10:58.271>gets <00:10:58.273>asked, <00:10:58.275>"What <00:10:58.277>is <00:10:58.279>the 00:10:58.280 --> 00:10:59.590 align:start position:0% <00:10:58.280>question <00:10:58.476>gets <00:10:58.673>asked, <00:10:58.869>"What <00:10:59.066>is <00:10:59.262>the <00:10:59.459>productivity?" 00:10:59.590 --> 00:10:59.600 align:start position:0% productivity?" 00:10:59.600 --> 00:11:01.910 align:start position:0% <00:10:59.600>productivity?" <00:10:59.775>Right? <00:10:59.950>And <00:11:00.125>one <00:11:00.300>of <00:11:00.475>the <00:11:00.650>things <00:11:00.825>it's <00:11:01.000>we 00:11:01.910 --> 00:11:01.920 align:start position:0% <00:11:01.910>Right? <00:11:01.911>And <00:11:01.912>one <00:11:01.913>of <00:11:01.915>the <00:11:01.916>things <00:11:01.917>it's <00:11:01.919>we 00:11:01.920 --> 00:11:03.590 align:start position:0% <00:11:01.920>Right? <00:11:02.013>And <00:11:02.106>one <00:11:02.199>of <00:11:02.293>the <00:11:02.386>things <00:11:02.479>it's <00:11:02.573>we <00:11:02.666>learned, <00:11:02.760>I <00:11:02.853>mean, <00:11:02.946>we <00:11:03.040>have <00:11:03.133>a <00:11:03.226>ton <00:11:03.319>of 00:11:03.590 --> 00:11:03.600 align:start position:0% <00:11:03.590>learned, <00:11:03.591>I <00:11:03.592>mean, <00:11:03.593>we <00:11:03.595>have <00:11:03.596>a <00:11:03.597>ton <00:11:03.599>of 00:11:03.600 --> 00:11:05.070 align:start position:0% <00:11:03.600>learned, <00:11:03.747>I <00:11:03.894>mean, <00:11:04.041>we <00:11:04.188>have <00:11:04.335>a <00:11:04.482>ton <00:11:04.629>of <00:11:04.776>internal <00:11:04.923>data. 00:11:05.070 --> 00:11:05.080 align:start position:0% <00:11:05.070>internal <00:11:05.079>data. 00:11:05.080 --> 00:11:07.230 align:start position:0% <00:11:05.080>internal <00:11:05.255>data. <00:11:05.430>We <00:11:05.605>have <00:11:05.780>over <00:11:05.955>15,000 <00:11:06.130>reports <00:11:06.305>that <00:11:06.480>were 00:11:07.230 --> 00:11:07.240 align:start position:0% <00:11:07.230>We <00:11:07.231>have <00:11:07.233>over <00:11:07.234>15,000 <00:11:07.236>reports <00:11:07.237>that <00:11:07.239>were 00:11:07.240 --> 00:11:08.990 align:start position:0% <00:11:07.240>We <00:11:07.347>have <00:11:07.455>over <00:11:07.563>15,000 <00:11:07.670>reports <00:11:07.778>that <00:11:07.886>were <00:11:07.993>written <00:11:08.101>by <00:11:08.209>developers, <00:11:08.316>how <00:11:08.424>they <00:11:08.532>used <00:11:08.640>it, 00:11:08.990 --> 00:11:09.000 align:start position:0% <00:11:08.990>written <00:11:08.991>by <00:11:08.993>developers, <00:11:08.994>how <00:11:08.996>they <00:11:08.997>used <00:11:08.999>it, 00:11:09.000 --> 00:11:10.270 align:start position:0% <00:11:09.000>written <00:11:09.163>by <00:11:09.326>developers, <00:11:09.489>how <00:11:09.653>they <00:11:09.816>used <00:11:09.979>it, <00:11:10.143>etc. 00:11:10.270 --> 00:11:10.280 align:start position:0% etc. 00:11:10.280 --> 00:11:12.590 align:start position:0% <00:11:10.280>etc. <00:11:10.746>And <00:11:11.213>almost <00:11:11.680>always, 00:11:12.590 --> 00:11:12.600 align:start position:0% <00:11:12.590>And <00:11:12.594>almost <00:11:12.599>always, 00:11:12.600 --> 00:11:14.230 align:start position:0% <00:11:12.600>And <00:11:12.775>almost <00:11:12.950>always, <00:11:13.125>however <00:11:13.300>we <00:11:13.475>ran <00:11:13.650>the <00:11:13.825>survey, <00:11:14.000>developer 00:11:14.230 --> 00:11:14.240 align:start position:0% <00:11:14.230>however <00:11:14.231>we <00:11:14.233>ran <00:11:14.235>the <00:11:14.237>survey, <00:11:14.239>developer 00:11:14.240 --> 00:11:16.350 align:start position:0% <00:11:14.240>however <00:11:14.367>we <00:11:14.494>ran <00:11:14.621>the <00:11:14.749>survey, <00:11:14.876>developer <00:11:15.003>productivity <00:11:15.130>came <00:11:15.258>at <00:11:15.385>45%, <00:11:15.512>which <00:11:15.640>means 00:11:16.350 --> 00:11:16.360 align:start position:0% <00:11:16.350>productivity <00:11:16.351>came <00:11:16.353>at <00:11:16.355>45%, <00:11:16.357>which <00:11:16.359>means 00:11:16.360 --> 00:11:18.710 align:start position:0% <00:11:16.360>productivity <00:11:16.460>came <00:11:16.560>at <00:11:16.660>45%, <00:11:16.760>which <00:11:16.860>means <00:11:16.960>you <00:11:17.060>ask <00:11:17.160>a <00:11:17.260>new <00:11:17.360>a <00:11:17.460>user, <00:11:17.560>a <00:11:17.660>team, <00:11:17.760>they're 00:11:18.710 --> 00:11:18.720 align:start position:0% <00:11:18.710>you <00:11:18.711>ask <00:11:18.712>a <00:11:18.713>new <00:11:18.714>a <00:11:18.715>user, <00:11:18.716>a <00:11:18.717>team, <00:11:18.719>they're 00:11:18.720 --> 00:11:20.750 align:start position:0% <00:11:18.720>you <00:11:18.807>ask <00:11:18.895>a <00:11:18.982>new <00:11:19.070>a <00:11:19.157>user, <00:11:19.245>a <00:11:19.332>team, <00:11:19.420>they're <00:11:19.507>doing <00:11:19.595>a <00:11:19.682>project, <00:11:19.770>you <00:11:19.857>ask <00:11:19.945>them <00:11:20.032>how <00:11:20.120>they 00:11:20.750 --> 00:11:20.760 align:start position:0% <00:11:20.750>doing <00:11:20.751>a <00:11:20.752>project, <00:11:20.753>you <00:11:20.755>ask <00:11:20.756>them <00:11:20.757>how <00:11:20.759>they 00:11:20.760 --> 00:11:23.990 align:start position:0% <00:11:20.760>doing <00:11:20.853>a <00:11:20.946>project, <00:11:21.040>you <00:11:21.133>ask <00:11:21.226>them <00:11:21.319>how <00:11:21.413>they <00:11:21.506>did <00:11:21.600>it. <00:11:21.693>Again, <00:11:21.786>the <00:11:21.880>45% <00:11:21.973>is <00:11:22.066>an <00:11:22.160>average, 00:11:23.990 --> 00:11:24.000 align:start position:0% <00:11:23.990>did <00:11:23.991>it. <00:11:23.992>Again, <00:11:23.993>the <00:11:23.995>45% <00:11:23.996>is <00:11:23.997>an <00:11:23.999>average, 00:11:24.000 --> 00:11:25.870 align:start position:0% <00:11:24.000>did <00:11:24.140>it. <00:11:24.280>Again, <00:11:24.420>the <00:11:24.560>45% <00:11:24.700>is <00:11:24.840>an <00:11:24.980>average, <00:11:25.120>which <00:11:25.260>basically <00:11:25.400>means 00:11:25.870 --> 00:11:25.880 align:start position:0% <00:11:25.870>which <00:11:25.874>basically <00:11:25.879>means 00:11:25.880 --> 00:11:27.910 align:start position:0% <00:11:25.880>which <00:11:26.055>basically <00:11:26.230>means <00:11:26.405>that <00:11:26.580>some <00:11:26.755>products <00:11:26.930>were <00:11:27.105>some <00:11:27.280>projects 00:11:27.910 --> 00:11:27.920 align:start position:0% <00:11:27.910>that <00:11:27.911>some <00:11:27.913>products <00:11:27.915>were <00:11:27.917>some <00:11:27.919>projects 00:11:27.920 --> 00:11:29.590 align:start position:0% <00:11:27.920>that <00:11:28.036>some <00:11:28.153>products <00:11:28.270>were <00:11:28.386>some <00:11:28.503>projects <00:11:28.620>were <00:11:28.736>a <00:11:28.853>lot <00:11:28.969>more <00:11:29.086>efficient, <00:11:29.203>lot <00:11:29.319>more 00:11:29.590 --> 00:11:29.600 align:start position:0% <00:11:29.590>were <00:11:29.591>a <00:11:29.593>lot <00:11:29.594>more <00:11:29.596>efficient, <00:11:29.597>lot <00:11:29.599>more 00:11:29.600 --> 00:11:31.110 align:start position:0% <00:11:29.600>were <00:11:29.713>a <00:11:29.826>lot <00:11:29.939>more <00:11:30.053>efficient, <00:11:30.166>lot <00:11:30.279>more <00:11:30.392>productive, <00:11:30.506>while <00:11:30.619>others <00:11:30.732>were <00:11:30.845>not <00:11:30.959>so 00:11:31.110 --> 00:11:31.120 align:start position:0% <00:11:31.110>productive, <00:11:31.111>while <00:11:31.113>others <00:11:31.115>were <00:11:31.117>not <00:11:31.119>so 00:11:31.120 --> 00:11:32.110 align:start position:0% <00:11:31.120>productive, <00:11:31.268>while <00:11:31.417>others <00:11:31.565>were <00:11:31.714>not <00:11:31.862>so <00:11:32.011>much. 00:11:32.110 --> 00:11:32.120 align:start position:0% much. 00:11:32.120 --> 00:11:33.110 align:start position:0% <00:11:32.120>much. <00:11:32.565>We <00:11:33.011>also 00:11:33.110 --> 00:11:33.120 align:start position:0% <00:11:33.110>We <00:11:33.119>also 00:11:33.120 --> 00:11:34.910 align:start position:0% <00:11:33.120>We <00:11:33.275>also <00:11:33.431>As <00:11:33.586>for <00:11:33.742>happiness, <00:11:33.897>one <00:11:34.053>of <00:11:34.208>the <00:11:34.364>things <00:11:34.520>we 00:11:34.910 --> 00:11:34.920 align:start position:0% <00:11:34.910>As <00:11:34.911>for <00:11:34.912>happiness, <00:11:34.913>one <00:11:34.915>of <00:11:34.916>the <00:11:34.917>things <00:11:34.919>we 00:11:34.920 --> 00:11:36.550 align:start position:0% <00:11:34.920>As <00:11:35.020>for <00:11:35.120>happiness, <00:11:35.219>one <00:11:35.319>of <00:11:35.420>the <00:11:35.520>things <00:11:35.620>we <00:11:35.719>often <00:11:35.819>say <00:11:35.920>is, <00:11:36.020>you <00:11:36.120>know, <00:11:36.219>developers <00:11:36.319>are 00:11:36.550 --> 00:11:36.560 align:start position:0% <00:11:36.550>often <00:11:36.551>say <00:11:36.553>is, <00:11:36.554>you <00:11:36.555>know, <00:11:36.557>developers <00:11:36.559>are 00:11:36.560 --> 00:11:38.150 align:start position:0% <00:11:36.560>often <00:11:36.660>say <00:11:36.760>is, <00:11:36.859>you <00:11:36.959>know, <00:11:37.060>developers <00:11:37.160>are <00:11:37.260>kind <00:11:37.359>of <00:11:37.459>an <00:11:37.560>unhappy <00:11:37.660>lot. <00:11:37.760>They're <00:11:37.859>a <00:11:37.959>grumpy 00:11:38.150 --> 00:11:38.160 align:start position:0% <00:11:38.150>kind <00:11:38.151>of <00:11:38.152>an <00:11:38.153>unhappy <00:11:38.155>lot. <00:11:38.156>They're <00:11:38.157>a <00:11:38.159>grumpy 00:11:38.160 --> 00:11:40.470 align:start position:0% <00:11:38.160>kind <00:11:38.247>of <00:11:38.334>an <00:11:38.422>unhappy <00:11:38.510>lot. <00:11:38.597>They're <00:11:38.685>a <00:11:38.772>grumpy <00:11:38.860>lot. <00:11:38.947>When <00:11:39.035>you <00:11:39.122>use <00:11:39.209>a <00:11:39.297>tool, <00:11:39.385>how <00:11:39.472>happy <00:11:39.560>are 00:11:40.470 --> 00:11:40.480 align:start position:0% <00:11:40.470>lot. <00:11:40.471>When <00:11:40.472>you <00:11:40.473>use <00:11:40.474>a <00:11:40.475>tool, <00:11:40.476>how <00:11:40.477>happy <00:11:40.479>are 00:11:40.480 --> 00:11:42.470 align:start position:0% <00:11:40.480>lot. <00:11:40.567>When <00:11:40.655>you <00:11:40.742>use <00:11:40.830>a <00:11:40.917>tool, <00:11:41.005>how <00:11:41.092>happy <00:11:41.180>are <00:11:41.267>they <00:11:41.355>using <00:11:41.442>the <00:11:41.530>tool? <00:11:41.617>And <00:11:41.705>we <00:11:41.792>found <00:11:41.880>people 00:11:42.470 --> 00:11:42.480 align:start position:0% <00:11:42.470>they <00:11:42.471>using <00:11:42.472>the <00:11:42.473>tool? <00:11:42.475>And <00:11:42.476>we <00:11:42.477>found <00:11:42.479>people 00:11:42.480 --> 00:11:44.310 align:start position:0% <00:11:42.480>they <00:11:42.580>using <00:11:42.680>the <00:11:42.780>tool? <00:11:42.880>And <00:11:42.980>we <00:11:43.080>found <00:11:43.180>people <00:11:43.280>are <00:11:43.380>actually <00:11:43.480>coming <00:11:43.580>back <00:11:43.680>using <00:11:43.780>You <00:11:43.880>must 00:11:44.310 --> 00:11:44.320 align:start position:0% <00:11:44.310>are <00:11:44.311>actually <00:11:44.313>coming <00:11:44.314>back <00:11:44.316>using <00:11:44.317>You <00:11:44.319>must 00:11:44.320 --> 00:11:45.910 align:start position:0% <00:11:44.320>are <00:11:44.436>actually <00:11:44.553>coming <00:11:44.670>back <00:11:44.786>using <00:11:44.903>You <00:11:45.020>must <00:11:45.136>have <00:11:45.253>heard <00:11:45.370>about, <00:11:45.486>you <00:11:45.603>know, <00:11:45.720>Jevons 00:11:45.910 --> 00:11:45.920 align:start position:0% <00:11:45.910>have <00:11:45.911>heard <00:11:45.913>about, <00:11:45.915>you <00:11:45.917>know, <00:11:45.919>Jevons 00:11:45.920 --> 00:11:47.790 align:start position:0% <00:11:45.920>have <00:11:46.120>heard <00:11:46.319>about, <00:11:46.520>you <00:11:46.719>know, <00:11:46.920>Jevons <00:11:47.120>paradox <00:11:47.319>where 00:11:47.790 --> 00:11:47.800 align:start position:0% <00:11:47.790>paradox <00:11:47.799>where 00:11:47.800 --> 00:11:49.550 align:start position:0% <00:11:47.800>paradox <00:11:47.955>where <00:11:48.111>if <00:11:48.266>you're <00:11:48.422>45% <00:11:48.577>efficient, <00:11:48.733>do <00:11:48.888>you <00:11:49.044>need <00:11:49.199>to 00:11:49.550 --> 00:11:49.560 align:start position:0% <00:11:49.550>if <00:11:49.551>you're <00:11:49.552>45% <00:11:49.553>efficient, <00:11:49.555>do <00:11:49.556>you <00:11:49.557>need <00:11:49.559>to 00:11:49.560 --> 00:11:51.070 align:start position:0% <00:11:49.560>if <00:11:49.650>you're <00:11:49.741>45% <00:11:49.831>efficient, <00:11:49.922>do <00:11:50.012>you <00:11:50.103>need <00:11:50.194>to <00:11:50.284>work <00:11:50.375>only <00:11:50.466>3 <00:11:50.556>days <00:11:50.647>a <00:11:50.737>week? <00:11:50.828>Actually, <00:11:50.919>you 00:11:51.070 --> 00:11:51.080 align:start position:0% <00:11:51.070>work <00:11:51.071>only <00:11:51.072>3 <00:11:51.073>days <00:11:51.075>a <00:11:51.076>week? <00:11:51.077>Actually, <00:11:51.079>you 00:11:51.080 --> 00:11:52.630 align:start position:0% <00:11:51.080>work <00:11:51.173>only <00:11:51.266>3 <00:11:51.359>days <00:11:51.452>a <00:11:51.545>week? <00:11:51.638>Actually, <00:11:51.731>you <00:11:51.824>find <00:11:51.917>that <00:11:52.010>people <00:11:52.103>work <00:11:52.196>7 <00:11:52.289>days <00:11:52.382>a <00:11:52.475>week 00:11:52.630 --> 00:11:52.640 align:start position:0% <00:11:52.630>find <00:11:52.631>that <00:11:52.632>people <00:11:52.633>work <00:11:52.635>7 <00:11:52.636>days <00:11:52.637>a <00:11:52.639>week 00:11:52.640 --> 00:11:54.670 align:start position:0% <00:11:52.640>find <00:11:52.747>that <00:11:52.855>people <00:11:52.963>work <00:11:53.070>7 <00:11:53.178>days <00:11:53.286>a <00:11:53.393>week <00:11:53.501>because <00:11:53.609>they <00:11:53.716>achieve <00:11:53.824>more <00:11:53.932>and <00:11:54.040>because 00:11:54.670 --> 00:11:54.680 align:start position:0% <00:11:54.670>because <00:11:54.671>they <00:11:54.673>achieve <00:11:54.675>more <00:11:54.677>and <00:11:54.679>because 00:11:54.680 --> 00:11:55.910 align:start position:0% <00:11:54.680>because <00:11:54.803>they <00:11:54.925>achieve <00:11:55.049>more <00:11:55.171>and <00:11:55.295>because <00:11:55.418>they're <00:11:55.540>taking <00:11:55.664>their <00:11:55.786>engineering 00:11:55.910 --> 00:11:55.920 align:start position:0% <00:11:55.910>they're <00:11:55.913>taking <00:11:55.915>their <00:11:55.919>engineering 00:11:55.920 --> 00:11:57.470 align:start position:0% <00:11:55.920>they're <00:11:56.059>taking <00:11:56.199>their <00:11:56.338>engineering <00:11:56.478>backlogs, <00:11:56.617>things <00:11:56.757>they <00:11:56.896>didn't <00:11:57.036>want <00:11:57.175>to <00:11:57.315>do 00:11:57.470 --> 00:11:57.480 align:start position:0% <00:11:57.470>backlogs, <00:11:57.471>things <00:11:57.473>they <00:11:57.474>didn't <00:11:57.476>want <00:11:57.477>to <00:11:57.479>do 00:11:57.480 --> 00:11:59.070 align:start position:0% <00:11:57.480>backlogs, <00:11:57.580>things <00:11:57.680>they <00:11:57.780>didn't <00:11:57.880>want <00:11:57.980>to <00:11:58.080>do <00:11:58.180>and <00:11:58.280>put <00:11:58.380>it <00:11:58.480>to <00:11:58.580>the <00:11:58.680>front. <00:11:58.780>So, <00:11:58.880>they 00:11:59.070 --> 00:11:59.080 align:start position:0% <00:11:59.070>and <00:11:59.071>put <00:11:59.072>it <00:11:59.073>to <00:11:59.075>the <00:11:59.076>front. <00:11:59.077>So, <00:11:59.079>they 00:11:59.080 --> 00:12:01.150 align:start position:0% <00:11:59.080>and <00:11:59.180>put <00:11:59.280>it <00:11:59.380>to <00:11:59.480>the <00:11:59.580>front. <00:11:59.680>So, <00:11:59.780>they <00:11:59.880>actually <00:11:59.980>end <00:12:00.080>up <00:12:00.180>working <00:12:00.280>more <00:12:00.380>for <00:12:00.480>that 00:12:01.150 --> 00:12:01.160 align:start position:0% <00:12:01.150>actually <00:12:01.151>end <00:12:01.153>up <00:12:01.154>working <00:12:01.156>more <00:12:01.157>for <00:12:01.159>that 00:12:01.160 --> 00:12:02.550 align:start position:0% <00:12:01.160>actually <00:12:01.249>end <00:12:01.338>up <00:12:01.428>working <00:12:01.517>more <00:12:01.606>for <00:12:01.696>that <00:12:01.785>more <00:12:01.874>for <00:12:01.964>that <00:12:02.053>tool. <00:12:02.142>We <00:12:02.232>had <00:12:02.321>a <00:12:02.411>long 00:12:02.550 --> 00:12:02.560 align:start position:0% <00:12:02.550>more <00:12:02.551>for <00:12:02.552>that <00:12:02.553>tool. <00:12:02.555>We <00:12:02.556>had <00:12:02.557>a <00:12:02.559>long 00:12:02.560 --> 00:12:04.150 align:start position:0% <00:12:02.560>more <00:12:02.660>for <00:12:02.760>that <00:12:02.859>tool. <00:12:02.959>We <00:12:03.060>had <00:12:03.160>a <00:12:03.260>long <00:12:03.359>waitlist <00:12:03.459>of <00:12:03.560>users, <00:12:03.660>so <00:12:03.760>they <00:12:03.859>would <00:12:03.959>often 00:12:04.150 --> 00:12:04.160 align:start position:0% <00:12:04.150>waitlist <00:12:04.151>of <00:12:04.153>users, <00:12:04.154>so <00:12:04.156>they <00:12:04.157>would <00:12:04.159>often 00:12:04.160 --> 00:12:06.350 align:start position:0% <00:12:04.160>waitlist <00:12:04.276>of <00:12:04.393>users, <00:12:04.510>so <00:12:04.626>they <00:12:04.743>would <00:12:04.860>often <00:12:04.976>recommend <00:12:05.093>to <00:12:05.209>others. <00:12:05.326>So, <00:12:05.443>frankly, <00:12:05.560>what 00:12:06.350 --> 00:12:06.360 align:start position:0% <00:12:06.350>recommend <00:12:06.351>to <00:12:06.353>others. <00:12:06.355>So, <00:12:06.357>frankly, <00:12:06.359>what 00:12:06.360 --> 00:12:08.750 align:start position:0% <00:12:06.360>recommend <00:12:06.467>to <00:12:06.575>others. <00:12:06.683>So, <00:12:06.790>frankly, <00:12:06.898>what <00:12:07.006>we <00:12:07.113>saw <00:12:07.221>out <00:12:07.329>of <00:12:07.436>building <00:12:07.544>this <00:12:07.652>tool <00:12:07.760>was 00:12:08.750 --> 00:12:08.760 align:start position:0% <00:12:08.750>we <00:12:08.751>saw <00:12:08.752>out <00:12:08.753>of <00:12:08.755>building <00:12:08.756>this <00:12:08.757>tool <00:12:08.759>was 00:12:08.760 --> 00:12:10.470 align:start position:0% <00:12:08.760>we <00:12:08.853>saw <00:12:08.946>out <00:12:09.040>of <00:12:09.133>building <00:12:09.226>this <00:12:09.319>tool <00:12:09.413>was <00:12:09.506>that <00:12:09.600>there <00:12:09.693>was <00:12:09.786>a <00:12:09.880>ton <00:12:09.973>of <00:12:10.066>engagement <00:12:10.160>and 00:12:10.470 --> 00:12:10.480 align:start position:0% <00:12:10.470>that <00:12:10.471>there <00:12:10.472>was <00:12:10.473>a <00:12:10.475>ton <00:12:10.476>of <00:12:10.477>engagement <00:12:10.479>and 00:12:10.480 --> 00:12:11.910 align:start position:0% <00:12:10.480>that <00:12:10.560>there <00:12:10.640>was <00:12:10.721>a <00:12:10.801>ton <00:12:10.882>of <00:12:10.962>engagement <00:12:11.043>and <00:12:11.123>they <00:12:11.203>wanted <00:12:11.284>to <00:12:11.364>come <00:12:11.445>back <00:12:11.525>and <00:12:11.606>use <00:12:11.686>it <00:12:11.766>more 00:12:11.910 --> 00:12:11.920 align:start position:0% <00:12:11.910>they <00:12:11.911>wanted <00:12:11.912>to <00:12:11.913>come <00:12:11.914>back <00:12:11.915>and <00:12:11.916>use <00:12:11.917>it <00:12:11.919>more 00:12:11.920 --> 00:12:14.070 align:start position:0% <00:12:11.920>they <00:12:12.060>wanted <00:12:12.199>to <00:12:12.339>come <00:12:12.479>back <00:12:12.620>and <00:12:12.760>use <00:12:12.900>it <00:12:13.040>more <00:12:13.180>and <00:12:13.319>more. 00:12:14.070 --> 00:12:14.080 align:start position:0% <00:12:14.070>and <00:12:14.079>more. 00:12:14.080 --> 00:12:15.510 align:start position:0% <00:12:14.080>and <00:12:14.223>more. <00:12:14.366>Now, <00:12:14.509>there <00:12:14.652>are <00:12:14.795>a <00:12:14.938>couple <00:12:15.081>of <00:12:15.224>quotes <00:12:15.367>we 00:12:15.510 --> 00:12:15.520 align:start position:0% <00:12:15.510>Now, <00:12:15.511>there <00:12:15.512>are <00:12:15.513>a <00:12:15.515>couple <00:12:15.516>of <00:12:15.517>quotes <00:12:15.519>we 00:12:15.520 --> 00:12:17.630 align:start position:0% <00:12:15.520>Now, <00:12:15.660>there <00:12:15.800>are <00:12:15.939>a <00:12:16.079>couple <00:12:16.220>of <00:12:16.360>quotes <00:12:16.500>we <00:12:16.640>often <00:12:16.780>repeatedly <00:12:16.920>heard. 00:12:17.630 --> 00:12:17.640 align:start position:0% <00:12:17.630>often <00:12:17.634>repeatedly <00:12:17.639>heard. 00:12:17.640 --> 00:12:19.910 align:start position:0% <00:12:17.640>often <00:12:17.795>repeatedly <00:12:17.951>heard. <00:12:18.106>Now, <00:12:18.262>you <00:12:18.417>must <00:12:18.573>have <00:12:18.728>heard <00:12:18.884>quotes <00:12:19.040>from, 00:12:19.910 --> 00:12:19.920 align:start position:0% <00:12:19.910>Now, <00:12:19.911>you <00:12:19.913>must <00:12:19.914>have <00:12:19.915>heard <00:12:19.917>quotes <00:12:19.919>from, 00:12:19.920 --> 00:12:21.390 align:start position:0% <00:12:19.920>Now, <00:12:20.052>you <00:12:20.184>must <00:12:20.316>have <00:12:20.449>heard <00:12:20.581>quotes <00:12:20.713>from, <00:12:20.846>you <00:12:20.978>know, <00:12:21.110>companies <00:12:21.242>that 00:12:21.390 --> 00:12:21.400 align:start position:0% <00:12:21.390>you <00:12:21.393>know, <00:12:21.396>companies <00:12:21.399>that 00:12:21.400 --> 00:12:23.910 align:start position:0% <00:12:21.400>you <00:12:21.527>know, <00:12:21.654>companies <00:12:21.781>that <00:12:21.909>um <00:12:22.036>CEOs <00:12:22.163>of <00:12:22.290>companies <00:12:22.418>saying, <00:12:22.545>"Oh, <00:12:22.672>we <00:12:22.800>are 00:12:23.910 --> 00:12:23.920 align:start position:0% <00:12:23.910>um <00:12:23.911>CEOs <00:12:23.912>of <00:12:23.913>companies <00:12:23.915>saying, <00:12:23.916>"Oh, <00:12:23.917>we <00:12:23.919>are 00:12:23.920 --> 00:12:25.990 align:start position:0% <00:12:23.920>um <00:12:24.027>CEOs <00:12:24.135>of <00:12:24.243>companies <00:12:24.350>saying, <00:12:24.458>"Oh, <00:12:24.566>we <00:12:24.673>are <00:12:24.781>we <00:12:24.889>don't <00:12:24.996>hire <00:12:25.104>junior <00:12:25.212>developers <00:12:25.319>anymore. 00:12:25.990 --> 00:12:26.000 align:start position:0% <00:12:25.990>we <00:12:25.991>don't <00:12:25.993>hire <00:12:25.995>junior <00:12:25.997>developers <00:12:25.999>anymore. 00:12:26.000 --> 00:12:27.550 align:start position:0% <00:12:26.000>we <00:12:26.126>don't <00:12:26.253>hire <00:12:26.380>junior <00:12:26.507>developers <00:12:26.634>anymore. <00:12:26.760>We <00:12:26.887>don't <00:12:27.014>hire <00:12:27.141>fresh <00:12:27.268>college <00:12:27.395>graduates 00:12:27.550 --> 00:12:27.560 align:start position:0% <00:12:27.550>We <00:12:27.551>don't <00:12:27.553>hire <00:12:27.555>fresh <00:12:27.557>college <00:12:27.559>graduates 00:12:27.560 --> 00:12:28.630 align:start position:0% <00:12:27.560>We <00:12:27.720>don't <00:12:27.881>hire <00:12:28.041>fresh <00:12:28.202>college <00:12:28.362>graduates <00:12:28.523>anymore." 00:12:28.630 --> 00:12:28.640 align:start position:0% anymore." 00:12:28.640 --> 00:12:30.830 align:start position:0% <00:12:28.640>anymore." <00:12:28.814>That <00:12:28.990>really <00:12:29.165>didn't <00:12:29.340>turn <00:12:29.515>out <00:12:29.689>to <00:12:29.865>be <00:12:30.040>true. 00:12:30.830 --> 00:12:30.840 align:start position:0% <00:12:30.830>That <00:12:30.831>really <00:12:30.832>didn't <00:12:30.833>turn <00:12:30.835>out <00:12:30.836>to <00:12:30.837>be <00:12:30.839>true. 00:12:30.840 --> 00:12:32.430 align:start position:0% <00:12:30.840>That <00:12:30.947>really <00:12:31.055>didn't <00:12:31.163>turn <00:12:31.270>out <00:12:31.378>to <00:12:31.486>be <00:12:31.593>true. <00:12:31.701>When <00:12:31.809>we <00:12:31.916>had <00:12:32.024>junior <00:12:32.132>developers, <00:12:32.240>quite 00:12:32.430 --> 00:12:32.440 align:start position:0% <00:12:32.430>When <00:12:32.431>we <00:12:32.433>had <00:12:32.435>junior <00:12:32.437>developers, <00:12:32.439>quite 00:12:32.440 --> 00:12:33.670 align:start position:0% <00:12:32.440>When <00:12:32.532>we <00:12:32.624>had <00:12:32.716>junior <00:12:32.809>developers, <00:12:32.901>quite <00:12:32.993>often <00:12:33.085>what <00:12:33.178>happens <00:12:33.270>when <00:12:33.362>you're <00:12:33.454>a <00:12:33.547>fresh 00:12:33.670 --> 00:12:33.680 align:start position:0% <00:12:33.670>often <00:12:33.671>what <00:12:33.673>happens <00:12:33.674>when <00:12:33.675>you're <00:12:33.677>a <00:12:33.679>fresh 00:12:33.680 --> 00:12:35.270 align:start position:0% <00:12:33.680>often <00:12:33.796>what <00:12:33.913>happens <00:12:34.030>when <00:12:34.146>you're <00:12:34.263>a <00:12:34.380>fresh <00:12:34.496>college <00:12:34.613>graduate <00:12:34.729>join <00:12:34.846>the <00:12:34.963>join <00:12:35.079>the 00:12:35.270 --> 00:12:35.280 align:start position:0% <00:12:35.270>college <00:12:35.271>graduate <00:12:35.273>join <00:12:35.275>the <00:12:35.277>join <00:12:35.279>the 00:12:35.280 --> 00:12:37.550 align:start position:0% <00:12:35.280>college <00:12:35.407>graduate <00:12:35.534>join <00:12:35.661>the <00:12:35.789>join <00:12:35.916>the <00:12:36.043>company, <00:12:36.170>they <00:12:36.298>come <00:12:36.425>managers <00:12:36.552>don't <00:12:36.680>have 00:12:37.550 --> 00:12:37.560 align:start position:0% <00:12:37.550>company, <00:12:37.551>they <00:12:37.553>come <00:12:37.555>managers <00:12:37.557>don't <00:12:37.559>have 00:12:37.560 --> 00:12:39.310 align:start position:0% <00:12:37.560>company, <00:12:37.687>they <00:12:37.814>come <00:12:37.941>managers <00:12:38.069>don't <00:12:38.196>have <00:12:38.323>time <00:12:38.450>for <00:12:38.578>them, <00:12:38.705>senior <00:12:38.832>developers <00:12:38.959>don't 00:12:39.310 --> 00:12:39.320 align:start position:0% <00:12:39.310>time <00:12:39.311>for <00:12:39.313>them, <00:12:39.315>senior <00:12:39.317>developers <00:12:39.319>don't 00:12:39.320 --> 00:12:40.790 align:start position:0% <00:12:39.320>time <00:12:39.467>for <00:12:39.614>them, <00:12:39.761>senior <00:12:39.908>developers <00:12:40.055>don't <00:12:40.202>have <00:12:40.348>time <00:12:40.496>for <00:12:40.643>them. 00:12:40.790 --> 00:12:40.800 align:start position:0% <00:12:40.790>have <00:12:40.793>time <00:12:40.795>for <00:12:40.799>them. 00:12:40.800 --> 00:12:43.190 align:start position:0% <00:12:40.800>have <00:12:40.916>time <00:12:41.033>for <00:12:41.150>them. <00:12:41.266>There <00:12:41.383>is <00:12:41.500>no <00:12:41.616>manual <00:12:41.733>to <00:12:41.849>read, <00:12:41.966>or <00:12:42.083>they <00:12:42.199>give 00:12:43.190 --> 00:12:43.200 align:start position:0% <00:12:43.190>There <00:12:43.191>is <00:12:43.192>no <00:12:43.193>manual <00:12:43.194>to <00:12:43.195>read, <00:12:43.196>or <00:12:43.197>they <00:12:43.199>give 00:12:43.200 --> 00:12:45.750 align:start position:0% <00:12:43.200>There <00:12:43.293>is <00:12:43.386>no <00:12:43.480>manual <00:12:43.573>to <00:12:43.666>read, <00:12:43.760>or <00:12:43.853>they <00:12:43.946>give <00:12:44.040>get <00:12:44.133>trivial <00:12:44.226>tasks <00:12:44.320>like <00:12:44.413>writing <00:12:44.506>tests <00:12:44.600>or 00:12:45.750 --> 00:12:45.760 align:start position:0% <00:12:45.750>get <00:12:45.751>trivial <00:12:45.753>tasks <00:12:45.754>like <00:12:45.756>writing <00:12:45.757>tests <00:12:45.759>or 00:12:45.760 --> 00:12:47.150 align:start position:0% <00:12:45.760>get <00:12:45.873>trivial <00:12:45.987>tasks <00:12:46.101>like <00:12:46.214>writing <00:12:46.328>tests <00:12:46.442>or <00:12:46.556>going <00:12:46.669>over <00:12:46.783>code, <00:12:46.897>etc., <00:12:47.011>writing 00:12:47.150 --> 00:12:47.160 align:start position:0% <00:12:47.150>going <00:12:47.152>over <00:12:47.154>code, <00:12:47.156>etc., <00:12:47.159>writing 00:12:47.160 --> 00:12:48.910 align:start position:0% <00:12:47.160>going <00:12:47.439>over <00:12:47.719>code, <00:12:48.000>etc., <00:12:48.280>writing <00:12:48.560>documentation. 00:12:48.910 --> 00:12:48.920 align:start position:0% documentation. 00:12:48.920 --> 00:12:50.829 align:start position:0% <00:12:48.920>documentation. <00:12:49.094>Or <00:12:49.270>they <00:12:49.444>play <00:12:49.620>ping <00:12:49.795>pong. <00:12:49.969>They <00:12:50.145>they <00:12:50.319>spend 00:12:50.829 --> 00:12:50.839 align:start position:0% <00:12:50.829>Or <00:12:50.830>they <00:12:50.831>play <00:12:50.832>ping <00:12:50.834>pong. <00:12:50.835>They <00:12:50.836>they <00:12:50.838>spend 00:12:50.839 --> 00:12:52.870 align:start position:0% <00:12:50.839>Or <00:12:50.932>they <00:12:51.025>play <00:12:51.118>ping <00:12:51.212>pong. <00:12:51.305>They <00:12:51.398>they <00:12:51.492>spend <00:12:51.585>time <00:12:51.679>doing <00:12:51.772>that. <00:12:51.865>What <00:12:51.959>we <00:12:52.052>found <00:12:52.145>here <00:12:52.238>was 00:12:52.870 --> 00:12:52.880 align:start position:0% <00:12:52.870>time <00:12:52.871>doing <00:12:52.872>that. <00:12:52.873>What <00:12:52.875>we <00:12:52.876>found <00:12:52.877>here <00:12:52.879>was 00:12:52.880 --> 00:12:55.670 align:start position:0% <00:12:52.880>time <00:12:52.980>doing <00:12:53.080>that. <00:12:53.180>What <00:12:53.280>we <00:12:53.380>found <00:12:53.480>here <00:12:53.580>was <00:12:53.680>that <00:12:53.780>Bob <00:12:53.880>was <00:12:53.980>actually <00:12:54.080>a <00:12:54.180>senior <00:12:54.280>principal 00:12:55.670 --> 00:12:55.680 align:start position:0% <00:12:55.670>that <00:12:55.671>Bob <00:12:55.673>was <00:12:55.674>actually <00:12:55.675>a <00:12:55.677>senior <00:12:55.679>principal 00:12:55.680 --> 00:12:57.110 align:start position:0% <00:12:55.680>that <00:12:55.787>Bob <00:12:55.894>was <00:12:56.001>actually <00:12:56.108>a <00:12:56.216>senior <00:12:56.323>principal <00:12:56.430>engineer <00:12:56.538>who <00:12:56.645>could <00:12:56.752>guide <00:12:56.859>a <00:12:56.967>junior 00:12:57.110 --> 00:12:57.120 align:start position:0% <00:12:57.110>engineer <00:12:57.111>who <00:12:57.113>could <00:12:57.115>guide <00:12:57.117>a <00:12:57.119>junior 00:12:57.120 --> 00:12:59.070 align:start position:0% <00:12:57.120>engineer <00:12:57.247>who <00:12:57.374>could <00:12:57.501>guide <00:12:57.629>a <00:12:57.756>junior <00:12:57.883>developer <00:12:58.010>to <00:12:58.138>doing <00:12:58.265>complex <00:12:58.392>tasks. <00:12:58.520>So, 00:12:59.070 --> 00:12:59.080 align:start position:0% <00:12:59.070>developer <00:12:59.071>to <00:12:59.073>doing <00:12:59.075>complex <00:12:59.077>tasks. <00:12:59.079>So, 00:12:59.080 --> 00:13:00.790 align:start position:0% <00:12:59.080>developer <00:12:59.196>to <00:12:59.313>doing <00:12:59.430>complex <00:12:59.546>tasks. <00:12:59.663>So, <00:12:59.780>they <00:12:59.896>were <00:13:00.013>doing <00:13:00.130>more <00:13:00.246>complex <00:13:00.363>tasks <00:13:00.480>than 00:13:00.790 --> 00:13:00.800 align:start position:0% <00:13:00.790>they <00:13:00.791>were <00:13:00.793>doing <00:13:00.794>more <00:13:00.795>complex <00:13:00.797>tasks <00:13:00.799>than 00:13:00.800 --> 00:13:02.670 align:start position:0% <00:13:00.800>they <00:13:00.927>were <00:13:01.054>doing <00:13:01.181>more <00:13:01.309>complex <00:13:01.436>tasks <00:13:01.563>than <00:13:01.690>they <00:13:01.818>would <00:13:01.945>have <00:13:02.072>done <00:13:02.199>before. 00:13:02.670 --> 00:13:02.680 align:start position:0% <00:13:02.670>they <00:13:02.672>would <00:13:02.674>have <00:13:02.676>done <00:13:02.679>before. 00:13:02.680 --> 00:13:04.110 align:start position:0% <00:13:02.680>they <00:13:02.796>would <00:13:02.914>have <00:13:03.031>done <00:13:03.148>before. <00:13:03.265>Now, <00:13:03.382>for <00:13:03.499>the <00:13:03.616>principal <00:13:03.733>engineer <00:13:03.850>or <00:13:03.967>the 00:13:04.110 --> 00:13:04.120 align:start position:0% <00:13:04.110>Now, <00:13:04.111>for <00:13:04.113>the <00:13:04.114>principal <00:13:04.116>engineer <00:13:04.117>or <00:13:04.119>the 00:13:04.120 --> 00:13:06.150 align:start position:0% <00:13:04.120>Now, <00:13:04.220>for <00:13:04.320>the <00:13:04.420>principal <00:13:04.520>engineer <00:13:04.620>or <00:13:04.720>the <00:13:04.820>DE <00:13:04.920>or <00:13:05.020>the <00:13:05.120>technical <00:13:05.220>fellow <00:13:05.320>that's <00:13:05.420>in <00:13:05.520>the 00:13:06.150 --> 00:13:06.160 align:start position:0% <00:13:06.150>DE <00:13:06.151>or <00:13:06.152>the <00:13:06.153>technical <00:13:06.155>fellow <00:13:06.156>that's <00:13:06.157>in <00:13:06.159>the 00:13:06.160 --> 00:13:08.630 align:start position:0% <00:13:06.160>DE <00:13:06.253>or <00:13:06.346>the <00:13:06.439>technical <00:13:06.533>fellow <00:13:06.626>that's <00:13:06.719>in <00:13:06.813>the <00:13:06.906>company <00:13:07.000>who <00:13:07.093>have <00:13:07.186>great <00:13:07.280>ideas <00:13:07.373>and <00:13:07.466>have <00:13:07.560>no 00:13:08.630 --> 00:13:08.640 align:start position:0% <00:13:08.630>company <00:13:08.631>who <00:13:08.632>have <00:13:08.633>great <00:13:08.635>ideas <00:13:08.636>and <00:13:08.637>have <00:13:08.639>no 00:13:08.640 --> 00:13:10.710 align:start position:0% <00:13:08.640>company <00:13:08.740>who <00:13:08.840>have <00:13:08.939>great <00:13:09.040>ideas <00:13:09.140>and <00:13:09.240>have <00:13:09.340>no <00:13:09.439>developers <00:13:09.540>to <00:13:09.640>implement <00:13:09.740>them, <00:13:09.840>Bob <00:13:09.939>was <00:13:10.040>a 00:13:10.710 --> 00:13:10.720 align:start position:0% <00:13:10.710>developers <00:13:10.711>to <00:13:10.713>implement <00:13:10.714>them, <00:13:10.716>Bob <00:13:10.717>was <00:13:10.719>a 00:13:10.720 --> 00:13:12.270 align:start position:0% <00:13:10.720>developers <00:13:10.836>to <00:13:10.952>implement <00:13:11.068>them, <00:13:11.185>Bob <00:13:11.301>was <00:13:11.417>a <00:13:11.533>developer <00:13:11.650>who <00:13:11.766>would <00:13:11.882>implement <00:13:11.998>for <00:13:12.115>that. 00:13:12.270 --> 00:13:12.280 align:start position:0% <00:13:12.270>developer <00:13:12.271>who <00:13:12.273>would <00:13:12.275>implement <00:13:12.277>for <00:13:12.279>that. 00:13:12.280 --> 00:13:14.590 align:start position:0% <00:13:12.280>developer <00:13:12.387>who <00:13:12.495>would <00:13:12.603>implement <00:13:12.710>for <00:13:12.818>that. <00:13:12.926>That's <00:13:13.033>a <00:13:13.141>So, <00:13:13.249>Bob <00:13:13.356>was <00:13:13.464>a <00:13:13.572>junior <00:13:13.680>partner 00:13:14.590 --> 00:13:14.600 align:start position:0% <00:13:14.590>That's <00:13:14.591>a <00:13:14.592>So, <00:13:14.593>Bob <00:13:14.595>was <00:13:14.596>a <00:13:14.597>junior <00:13:14.599>partner 00:13:14.600 --> 00:13:15.950 align:start position:0% <00:13:14.600>That's <00:13:14.693>a <00:13:14.786>So, <00:13:14.880>Bob <00:13:14.973>was <00:13:15.067>a <00:13:15.160>junior <00:13:15.254>partner <00:13:15.347>who <00:13:15.441>would <00:13:15.534>implement <00:13:15.628>great <00:13:15.721>ideas. <00:13:15.815>So, 00:13:15.950 --> 00:13:15.960 align:start position:0% <00:13:15.950>who <00:13:15.951>would <00:13:15.953>implement <00:13:15.955>great <00:13:15.957>ideas. <00:13:15.959>So, 00:13:15.960 --> 00:13:17.430 align:start position:0% <00:13:15.960>who <00:13:16.070>would <00:13:16.180>implement <00:13:16.290>great <00:13:16.401>ideas. <00:13:16.511>So, <00:13:16.621>that's <00:13:16.731>kind <00:13:16.842>of <00:13:16.952>what <00:13:17.062>we <00:13:17.172>repeatedly <00:13:17.282>heard 00:13:17.430 --> 00:13:17.440 align:start position:0% <00:13:17.430>that's <00:13:17.431>kind <00:13:17.433>of <00:13:17.434>what <00:13:17.436>we <00:13:17.437>repeatedly <00:13:17.439>heard 00:13:17.440 --> 00:13:19.630 align:start position:0% <00:13:17.440>that's <00:13:17.595>kind <00:13:17.751>of <00:13:17.906>what <00:13:18.062>we <00:13:18.217>repeatedly <00:13:18.373>heard <00:13:18.528>in <00:13:18.684>the <00:13:18.840>feedback. 00:13:19.630 --> 00:13:19.640 align:start position:0% <00:13:19.630>in <00:13:19.634>the <00:13:19.639>feedback. 00:13:19.640 --> 00:13:20.790 align:start position:0% <00:13:19.640>in <00:13:19.985>the <00:13:20.329>feedback. <00:13:20.675>And 00:13:20.790 --> 00:13:20.800 align:start position:0% And 00:13:20.800 --> 00:13:23.070 align:start position:0% <00:13:20.800>And <00:13:21.000>the <00:13:21.199>overall <00:13:21.400>thing <00:13:21.599>was <00:13:21.800>that <00:13:22.000>well, <00:13:22.199>there 00:13:23.070 --> 00:13:23.080 align:start position:0% <00:13:23.070>the <00:13:23.071>overall <00:13:23.073>thing <00:13:23.074>was <00:13:23.076>that <00:13:23.077>well, <00:13:23.079>there 00:13:23.080 --> 00:13:25.550 align:start position:0% <00:13:23.080>the <00:13:23.173>overall <00:13:23.266>thing <00:13:23.360>was <00:13:23.453>that <00:13:23.546>well, <00:13:23.640>there <00:13:23.733>is <00:13:23.826>a <00:13:23.920>ton <00:13:24.013>of <00:13:24.106>stuff. <00:13:24.200>While <00:13:24.293>we <00:13:24.386>think <00:13:24.480>that 00:13:25.550 --> 00:13:25.560 align:start position:0% <00:13:25.550>is <00:13:25.551>a <00:13:25.552>ton <00:13:25.553>of <00:13:25.554>stuff. <00:13:25.555>While <00:13:25.556>we <00:13:25.557>think <00:13:25.559>that 00:13:25.560 --> 00:13:27.590 align:start position:0% <00:13:25.560>is <00:13:25.660>a <00:13:25.760>ton <00:13:25.859>of <00:13:25.959>stuff. <00:13:26.060>While <00:13:26.160>we <00:13:26.260>think <00:13:26.359>that <00:13:26.459>engineering <00:13:26.560>is <00:13:26.660>an <00:13:26.760>intelligent <00:13:26.859>task, <00:13:26.959>it 00:13:27.590 --> 00:13:27.600 align:start position:0% <00:13:27.590>engineering <00:13:27.591>is <00:13:27.593>an <00:13:27.595>intelligent <00:13:27.597>task, <00:13:27.599>it 00:13:27.600 --> 00:13:29.270 align:start position:0% <00:13:27.600>engineering <00:13:27.707>is <00:13:27.815>an <00:13:27.923>intelligent <00:13:28.030>task, <00:13:28.138>it <00:13:28.246>is <00:13:28.353>not <00:13:28.461>an <00:13:28.569>intelligent <00:13:28.676>task <00:13:28.784>all <00:13:28.892>the <00:13:29.000>time. 00:13:29.270 --> 00:13:29.280 align:start position:0% <00:13:29.270>is <00:13:29.271>not <00:13:29.272>an <00:13:29.273>intelligent <00:13:29.275>task <00:13:29.276>all <00:13:29.277>the <00:13:29.279>time. 00:13:29.280 --> 00:13:30.670 align:start position:0% <00:13:29.280>is <00:13:29.369>not <00:13:29.458>an <00:13:29.548>intelligent <00:13:29.637>task <00:13:29.726>all <00:13:29.816>the <00:13:29.905>time. <00:13:29.994>You <00:13:30.084>heard <00:13:30.173>in <00:13:30.262>several <00:13:30.352>keynotes <00:13:30.441>over <00:13:30.531>the 00:13:30.670 --> 00:13:30.680 align:start position:0% <00:13:30.670>You <00:13:30.671>heard <00:13:30.673>in <00:13:30.674>several <00:13:30.675>keynotes <00:13:30.677>over <00:13:30.679>the 00:13:30.680 --> 00:13:32.670 align:start position:0% <00:13:30.680>You <00:13:30.780>heard <00:13:30.880>in <00:13:30.979>several <00:13:31.079>keynotes <00:13:31.180>over <00:13:31.280>the <00:13:31.380>last <00:13:31.479>2 <00:13:31.579>days, <00:13:31.680>there's <00:13:31.780>a <00:13:31.880>ton <00:13:31.979>of <00:13:32.079>stuff 00:13:32.670 --> 00:13:32.680 align:start position:0% <00:13:32.670>last <00:13:32.671>2 <00:13:32.672>days, <00:13:32.673>there's <00:13:32.675>a <00:13:32.676>ton <00:13:32.677>of <00:13:32.679>stuff 00:13:32.680 --> 00:13:35.750 align:start position:0% <00:13:32.680>last <00:13:32.787>2 <00:13:32.895>days, <00:13:33.003>there's <00:13:33.110>a <00:13:33.218>ton <00:13:33.326>of <00:13:33.433>stuff <00:13:33.541>that's <00:13:33.649>mundane. <00:13:33.756>So, <00:13:33.864>tools <00:13:33.972>like <00:13:34.079>Bob 00:13:35.750 --> 00:13:35.760 align:start position:0% <00:13:35.750>that's <00:13:35.751>mundane. <00:13:35.753>So, <00:13:35.755>tools <00:13:35.757>like <00:13:35.759>Bob 00:13:35.760 --> 00:13:37.990 align:start position:0% <00:13:35.760>that's <00:13:35.887>mundane. <00:13:36.014>So, <00:13:36.141>tools <00:13:36.269>like <00:13:36.396>Bob <00:13:36.523>automate <00:13:36.650>the <00:13:36.778>mundane <00:13:36.905>and <00:13:37.032>augment <00:13:37.160>the 00:13:37.990 --> 00:13:38.000 align:start position:0% <00:13:37.990>automate <00:13:37.991>the <00:13:37.993>mundane <00:13:37.995>and <00:13:37.997>augment <00:13:37.999>the 00:13:38.000 --> 00:13:39.430 align:start position:0% <00:13:38.000>automate <00:13:38.214>the <00:13:38.429>mundane <00:13:38.643>and <00:13:38.858>augment <00:13:39.072>the <00:13:39.286>complicated. 00:13:39.430 --> 00:13:39.440 align:start position:0% complicated. 00:13:39.440 --> 00:13:41.430 align:start position:0% <00:13:39.440>complicated. <00:13:39.580>So, <00:13:39.720>if <00:13:39.860>you <00:13:40.000>if <00:13:40.140>you <00:13:40.280>if <00:13:40.420>you <00:13:40.560>go <00:13:40.700>and <00:13:40.840>study 00:13:41.430 --> 00:13:41.440 align:start position:0% <00:13:41.430>So, <00:13:41.430>if <00:13:41.432>you <00:13:41.433>if <00:13:41.434>you <00:13:41.435>if <00:13:41.436>you <00:13:41.437>go <00:13:41.438>and <00:13:41.439>study 00:13:41.440 --> 00:13:43.110 align:start position:0% <00:13:41.440>So, <00:13:41.527>if <00:13:41.615>you <00:13:41.702>if <00:13:41.790>you <00:13:41.877>if <00:13:41.965>you <00:13:42.052>go <00:13:42.140>and <00:13:42.227>study <00:13:42.315>like <00:13:42.402>what <00:13:42.490>economists <00:13:42.577>have <00:13:42.665>said <00:13:42.752>about <00:13:42.840>AI, 00:13:43.110 --> 00:13:43.120 align:start position:0% <00:13:43.110>like <00:13:43.111>what <00:13:43.113>economists <00:13:43.114>have <00:13:43.116>said <00:13:43.117>about <00:13:43.119>AI, 00:13:43.120 --> 00:13:45.150 align:start position:0% <00:13:43.120>like <00:13:43.220>what <00:13:43.320>economists <00:13:43.420>have <00:13:43.520>said <00:13:43.620>about <00:13:43.720>AI, <00:13:43.820>the <00:13:43.920>impact <00:13:44.020>of <00:13:44.120>AI <00:13:44.220>and <00:13:44.320>labor <00:13:44.420>markets, <00:13:44.520>they 00:13:45.150 --> 00:13:45.160 align:start position:0% <00:13:45.150>the <00:13:45.151>impact <00:13:45.152>of <00:13:45.153>AI <00:13:45.155>and <00:13:45.156>labor <00:13:45.157>markets, <00:13:45.159>they 00:13:45.160 --> 00:13:47.510 align:start position:0% <00:13:45.160>the <00:13:45.260>impact <00:13:45.360>of <00:13:45.459>AI <00:13:45.560>and <00:13:45.660>labor <00:13:45.760>markets, <00:13:45.860>they <00:13:45.959>often <00:13:46.060>say <00:13:46.160>AI <00:13:46.260>should <00:13:46.360>not <00:13:46.459>automate, <00:13:46.560>AI 00:13:47.510 --> 00:13:47.520 align:start position:0% <00:13:47.510>often <00:13:47.511>say <00:13:47.513>AI <00:13:47.514>should <00:13:47.516>not <00:13:47.517>automate, <00:13:47.519>AI 00:13:47.520 --> 00:13:49.830 align:start position:0% <00:13:47.520>often <00:13:47.627>say <00:13:47.735>AI <00:13:47.843>should <00:13:47.950>not <00:13:48.058>automate, <00:13:48.166>AI <00:13:48.273>should <00:13:48.381>only <00:13:48.489>augment. <00:13:48.596>I <00:13:48.704>mean, <00:13:48.812>that's <00:13:48.920>kind 00:13:49.830 --> 00:13:49.840 align:start position:0% <00:13:49.830>should <00:13:49.831>only <00:13:49.833>augment. <00:13:49.834>I <00:13:49.836>mean, <00:13:49.837>that's <00:13:49.839>kind 00:13:49.840 --> 00:13:51.910 align:start position:0% <00:13:49.840>should <00:13:49.956>only <00:13:50.073>augment. <00:13:50.190>I <00:13:50.306>mean, <00:13:50.423>that's <00:13:50.540>kind <00:13:50.656>of <00:13:50.773>what <00:13:50.890>it <00:13:51.006>in <00:13:51.123>simplistically <00:13:51.240>economists, 00:13:51.910 --> 00:13:51.920 align:start position:0% <00:13:51.910>of <00:13:51.911>what <00:13:51.913>it <00:13:51.915>in <00:13:51.917>simplistically <00:13:51.919>economists, 00:13:51.920 --> 00:13:53.950 align:start position:0% <00:13:51.920>of <00:13:52.036>what <00:13:52.153>it <00:13:52.270>in <00:13:52.386>simplistically <00:13:52.503>economists, <00:13:52.620>how <00:13:52.736>they <00:13:52.853>break <00:13:52.969>down <00:13:53.086>labor. <00:13:53.203>But <00:13:53.319>really, 00:13:53.950 --> 00:13:53.960 align:start position:0% <00:13:53.950>how <00:13:53.951>they <00:13:53.953>break <00:13:53.954>down <00:13:53.956>labor. <00:13:53.957>But <00:13:53.959>really, 00:13:53.960 --> 00:13:56.150 align:start position:0% <00:13:53.960>how <00:13:54.067>they <00:13:54.175>break <00:13:54.283>down <00:13:54.390>labor. <00:13:54.498>But <00:13:54.606>really, <00:13:54.713>what <00:13:54.821>we <00:13:54.929>find <00:13:55.036>is <00:13:55.144>individuals <00:13:55.252>have <00:13:55.360>some 00:13:56.150 --> 00:13:56.160 align:start position:0% <00:13:56.150>what <00:13:56.151>we <00:13:56.153>find <00:13:56.154>is <00:13:56.156>individuals <00:13:56.157>have <00:13:56.159>some 00:13:56.160 --> 00:13:57.750 align:start position:0% <00:13:56.160>what <00:13:56.276>we <00:13:56.393>find <00:13:56.510>is <00:13:56.626>individuals <00:13:56.743>have <00:13:56.860>some <00:13:56.976>tasks <00:13:57.093>that <00:13:57.209>are <00:13:57.326>automatable <00:13:57.443>and <00:13:57.560>some 00:13:57.750 --> 00:13:57.760 align:start position:0% <00:13:57.750>tasks <00:13:57.751>that <00:13:57.753>are <00:13:57.755>automatable <00:13:57.757>and <00:13:57.759>some 00:13:57.760 --> 00:13:59.590 align:start position:0% <00:13:57.760>tasks <00:13:57.876>that <00:13:57.993>are <00:13:58.110>automatable <00:13:58.226>and <00:13:58.343>some <00:13:58.460>tasks <00:13:58.576>that <00:13:58.693>require <00:13:58.810>some <00:13:58.926>help. <00:13:59.043>So, <00:13:59.160>we 00:13:59.590 --> 00:13:59.600 align:start position:0% <00:13:59.590>tasks <00:13:59.591>that <00:13:59.593>require <00:13:59.594>some <00:13:59.596>help. <00:13:59.597>So, <00:13:59.599>we 00:13:59.600 --> 00:14:01.830 align:start position:0% <00:13:59.600>tasks <00:13:59.707>that <00:13:59.815>require <00:13:59.923>some <00:14:00.030>help. <00:14:00.138>So, <00:14:00.246>we <00:14:00.353>often <00:14:00.461>found <00:14:00.569>this <00:14:00.676>to <00:14:00.784>be <00:14:00.892>the <00:14:01.000>case. 00:14:01.830 --> 00:14:01.840 align:start position:0% <00:14:01.830>often <00:14:01.831>found <00:14:01.833>this <00:14:01.834>to <00:14:01.836>be <00:14:01.837>the <00:14:01.839>case. 00:14:01.840 --> 00:14:02.590 align:start position:0% <00:14:01.840>often <00:14:01.936>found <00:14:02.032>this <00:14:02.129>to <00:14:02.225>be <00:14:02.322>the <00:14:02.418>case. <00:14:02.515>Right? 00:14:02.590 --> 00:14:02.600 align:start position:0% Right? 00:14:02.600 --> 00:14:04.590 align:start position:0% <00:14:02.600>Right? <00:14:02.755>But <00:14:02.911>of <00:14:03.066>course, <00:14:03.222>you <00:14:03.377>know, <00:14:03.533>if <00:14:03.688>you <00:14:03.844>look <00:14:04.000>at 00:14:04.590 --> 00:14:04.600 align:start position:0% <00:14:04.590>But <00:14:04.591>of <00:14:04.592>course, <00:14:04.593>you <00:14:04.594>know, <00:14:04.595>if <00:14:04.596>you <00:14:04.597>look <00:14:04.599>at 00:14:04.600 --> 00:14:06.230 align:start position:0% <00:14:04.600>But <00:14:04.707>of <00:14:04.815>course, <00:14:04.923>you <00:14:05.030>know, <00:14:05.138>if <00:14:05.246>you <00:14:05.353>look <00:14:05.461>at <00:14:05.569>how <00:14:05.676>software <00:14:05.784>development <00:14:05.892>itself <00:14:06.000>has 00:14:06.230 --> 00:14:06.240 align:start position:0% <00:14:06.230>how <00:14:06.232>software <00:14:06.234>development <00:14:06.236>itself <00:14:06.239>has 00:14:06.240 --> 00:14:09.150 align:start position:0% <00:14:06.240>how <00:14:06.395>software <00:14:06.551>development <00:14:06.706>itself <00:14:06.862>has <00:14:07.017>changed <00:14:07.173>over <00:14:07.328>time, <00:14:07.484>you <00:14:07.640>know, 00:14:09.150 --> 00:14:09.160 align:start position:0% <00:14:09.150>changed <00:14:09.152>over <00:14:09.154>time, <00:14:09.156>you <00:14:09.159>know, 00:14:09.160 --> 00:14:09.990 align:start position:0% <00:14:09.160>changed <00:14:09.284>over <00:14:09.409>time, <00:14:09.533>you <00:14:09.658>know, <00:14:09.782>we <00:14:09.907>have 00:14:09.990 --> 00:14:10.000 align:start position:0% <00:14:09.990>we <00:14:09.999>have 00:14:10.000 --> 00:14:11.550 align:start position:0% <00:14:10.000>we <00:14:10.199>have <00:14:10.398>looked <00:14:10.597>at <00:14:10.797>developer <00:14:10.996>productivity <00:14:11.195>for <00:14:11.395>a 00:14:11.550 --> 00:14:11.560 align:start position:0% <00:14:11.550>looked <00:14:11.551>at <00:14:11.553>developer <00:14:11.555>productivity <00:14:11.557>for <00:14:11.559>a 00:14:11.560 --> 00:14:13.550 align:start position:0% <00:14:11.560>looked <00:14:11.676>at <00:14:11.793>developer <00:14:11.910>productivity <00:14:12.026>for <00:14:12.143>a <00:14:12.260>long, <00:14:12.376>long <00:14:12.493>time. <00:14:12.609>We <00:14:12.726>have <00:14:12.843>always <00:14:12.959>built 00:14:13.550 --> 00:14:13.560 align:start position:0% <00:14:13.550>long, <00:14:13.551>long <00:14:13.553>time. <00:14:13.554>We <00:14:13.555>have <00:14:13.557>always <00:14:13.559>built 00:14:13.560 --> 00:14:15.110 align:start position:0% <00:14:13.560>long, <00:14:13.659>long <00:14:13.759>time. <00:14:13.858>We <00:14:13.958>have <00:14:14.058>always <00:14:14.157>built <00:14:14.257>tools <00:14:14.357>and <00:14:14.456>see <00:14:14.556>how <00:14:14.656>we <00:14:14.755>can <00:14:14.855>automate <00:14:14.955>some 00:14:15.110 --> 00:14:15.120 align:start position:0% <00:14:15.110>tools <00:14:15.111>and <00:14:15.112>see <00:14:15.113>how <00:14:15.115>we <00:14:15.116>can <00:14:15.117>automate <00:14:15.119>some 00:14:15.120 --> 00:14:16.390 align:start position:0% <00:14:15.120>tools <00:14:15.196>and <00:14:15.272>see <00:14:15.348>how <00:14:15.424>we <00:14:15.501>can <00:14:15.577>automate <00:14:15.653>some <00:14:15.729>of <00:14:15.805>the <00:14:15.882>stuff. <00:14:15.958>So, <00:14:16.034>people <00:14:16.110>who <00:14:16.186>are <00:14:16.263>writing 00:14:16.390 --> 00:14:16.400 align:start position:0% <00:14:16.390>of <00:14:16.391>the <00:14:16.392>stuff. <00:14:16.393>So, <00:14:16.395>people <00:14:16.396>who <00:14:16.397>are <00:14:16.399>writing 00:14:16.400 --> 00:14:18.590 align:start position:0% <00:14:16.400>of <00:14:16.527>the <00:14:16.654>stuff. <00:14:16.781>So, <00:14:16.909>people <00:14:17.036>who <00:14:17.163>are <00:14:17.290>writing <00:14:17.418>compilers, <00:14:17.545>program <00:14:17.672>generators, <00:14:17.800>always 00:14:18.590 --> 00:14:18.600 align:start position:0% <00:14:18.590>compilers, <00:14:18.593>program <00:14:18.596>generators, <00:14:18.599>always 00:14:18.600 --> 00:14:20.710 align:start position:0% <00:14:18.600>compilers, <00:14:18.727>program <00:14:18.854>generators, <00:14:18.981>always <00:14:19.109>did <00:14:19.236>that <00:14:19.363>stuff. <00:14:19.490>But <00:14:19.618>that <00:14:19.745>was <00:14:19.872>very <00:14:20.000>small 00:14:20.710 --> 00:14:20.720 align:start position:0% <00:14:20.710>did <00:14:20.711>that <00:14:20.712>stuff. <00:14:20.713>But <00:14:20.715>that <00:14:20.716>was <00:14:20.717>very <00:14:20.719>small 00:14:20.720 --> 00:14:22.790 align:start position:0% <00:14:20.720>did <00:14:20.820>that <00:14:20.920>stuff. <00:14:21.020>But <00:14:21.120>that <00:14:21.220>was <00:14:21.320>very <00:14:21.420>small <00:14:21.520>group <00:14:21.620>of <00:14:21.720>people <00:14:21.820>who <00:14:21.920>would <00:14:22.020>use <00:14:22.120>language 00:14:22.790 --> 00:14:22.800 align:start position:0% <00:14:22.790>group <00:14:22.791>of <00:14:22.793>people <00:14:22.794>who <00:14:22.795>would <00:14:22.797>use <00:14:22.799>language 00:14:22.800 --> 00:14:25.190 align:start position:0% <00:14:22.800>group <00:14:22.927>of <00:14:23.054>people <00:14:23.181>who <00:14:23.309>would <00:14:23.436>use <00:14:23.563>language <00:14:23.690>grammars <00:14:23.818>to <00:14:23.945>automatically <00:14:24.072>translate <00:14:24.199>code 00:14:25.190 --> 00:14:25.200 align:start position:0% <00:14:25.190>grammars <00:14:25.192>to <00:14:25.194>automatically <00:14:25.196>translate <00:14:25.199>code 00:14:25.200 --> 00:14:27.350 align:start position:0% <00:14:25.200>grammars <00:14:25.316>to <00:14:25.433>automatically <00:14:25.550>translate <00:14:25.666>code <00:14:25.783>or <00:14:25.900>write <00:14:26.016>compilers, <00:14:26.133>etc. <00:14:26.250>So, <00:14:26.366>if <00:14:26.483>you <00:14:26.600>look 00:14:27.350 --> 00:14:27.360 align:start position:0% <00:14:27.350>or <00:14:27.351>write <00:14:27.352>compilers, <00:14:27.353>etc. <00:14:27.355>So, <00:14:27.356>if <00:14:27.357>you <00:14:27.359>look 00:14:27.360 --> 00:14:28.550 align:start position:0% <00:14:27.360>or <00:14:27.442>write <00:14:27.524>compilers, <00:14:27.607>etc. <00:14:27.689>So, <00:14:27.771>if <00:14:27.854>you <00:14:27.936>look <00:14:28.019>at <00:14:28.101>the <00:14:28.183>entire <00:14:28.266>space <00:14:28.348>of <00:14:28.430>software 00:14:28.550 --> 00:14:28.560 align:start position:0% <00:14:28.550>at <00:14:28.551>the <00:14:28.553>entire <00:14:28.555>space <00:14:28.557>of <00:14:28.559>software 00:14:28.560 --> 00:14:30.150 align:start position:0% <00:14:28.560>at <00:14:28.676>the <00:14:28.793>entire <00:14:28.910>space <00:14:29.026>of <00:14:29.143>software <00:14:29.260>programs, <00:14:29.376>there <00:14:29.493>were <00:14:29.609>very <00:14:29.726>small <00:14:29.843>group <00:14:29.959>of 00:14:30.150 --> 00:14:30.160 align:start position:0% <00:14:30.150>programs, <00:14:30.151>there <00:14:30.153>were <00:14:30.154>very <00:14:30.156>small <00:14:30.157>group <00:14:30.159>of 00:14:30.160 --> 00:14:32.390 align:start position:0% <00:14:30.160>programs, <00:14:30.287>there <00:14:30.414>were <00:14:30.541>very <00:14:30.669>small <00:14:30.796>group <00:14:30.923>of <00:14:31.050>people <00:14:31.178>who <00:14:31.305>could <00:14:31.432>do <00:14:31.560>automation. 00:14:32.390 --> 00:14:32.400 align:start position:0% <00:14:32.390>people <00:14:32.392>who <00:14:32.394>could <00:14:32.396>do <00:14:32.399>automation. 00:14:32.400 --> 00:14:34.750 align:start position:0% <00:14:32.400>people <00:14:32.516>who <00:14:32.633>could <00:14:32.750>do <00:14:32.866>automation. <00:14:32.983>Now, <00:14:33.100>back <00:14:33.216>about <00:14:33.333>2016 <00:14:33.449>or <00:14:33.566>so, <00:14:33.683>you <00:14:33.800>know, 00:14:34.750 --> 00:14:34.760 align:start position:0% <00:14:34.750>Now, <00:14:34.751>back <00:14:34.752>about <00:14:34.753>2016 <00:14:34.755>or <00:14:34.756>so, <00:14:34.757>you <00:14:34.759>know, 00:14:34.760 --> 00:14:36.590 align:start position:0% <00:14:34.760>Now, <00:14:34.860>back <00:14:34.960>about <00:14:35.060>2016 <00:14:35.160>or <00:14:35.260>so, <00:14:35.360>you <00:14:35.460>know, <00:14:35.560>Andrej <00:14:35.660>Karpathy <00:14:35.760>came <00:14:35.860>up <00:14:35.960>with <00:14:36.060>this <00:14:36.160>idea 00:14:36.590 --> 00:14:36.600 align:start position:0% <00:14:36.590>Andrej <00:14:36.591>Karpathy <00:14:36.593>came <00:14:36.594>up <00:14:36.596>with <00:14:36.597>this <00:14:36.599>idea 00:14:36.600 --> 00:14:37.510 align:start position:0% <00:14:36.600>Andrej <00:14:36.717>Karpathy <00:14:36.834>came <00:14:36.951>up <00:14:37.068>with <00:14:37.185>this <00:14:37.302>idea <00:14:37.419>of, 00:14:37.510 --> 00:14:37.520 align:start position:0% of, 00:14:37.520 --> 00:14:39.790 align:start position:0% <00:14:37.520>of, <00:14:37.694>you <00:14:37.870>know, <00:14:38.045>there <00:14:38.220>are <00:14:38.395>parts <00:14:38.569>of <00:14:38.745>code <00:14:38.920>that 00:14:39.790 --> 00:14:39.800 align:start position:0% <00:14:39.790>you <00:14:39.791>know, <00:14:39.792>there <00:14:39.793>are <00:14:39.795>parts <00:14:39.796>of <00:14:39.797>code <00:14:39.799>that 00:14:39.800 --> 00:14:42.230 align:start position:0% <00:14:39.800>you <00:14:39.900>know, <00:14:40.000>there <00:14:40.099>are <00:14:40.199>parts <00:14:40.300>of <00:14:40.400>code <00:14:40.500>that <00:14:40.599>are <00:14:40.699>basically <00:14:40.800>driven <00:14:40.900>by <00:14:41.000>data. <00:14:41.099>In <00:14:41.199>fact, 00:14:42.230 --> 00:14:42.240 align:start position:0% <00:14:42.230>are <00:14:42.231>basically <00:14:42.233>driven <00:14:42.234>by <00:14:42.236>data. <00:14:42.237>In <00:14:42.239>fact, 00:14:42.240 --> 00:14:43.670 align:start position:0% <00:14:42.240>are <00:14:42.331>basically <00:14:42.423>driven <00:14:42.515>by <00:14:42.607>data. <00:14:42.699>In <00:14:42.791>fact, <00:14:42.883>he <00:14:42.975>used <00:14:43.067>to <00:14:43.159>have <00:14:43.251>a <00:14:43.343>quote <00:14:43.435>saying <00:14:43.526>gradient 00:14:43.670 --> 00:14:43.680 align:start position:0% <00:14:43.670>he <00:14:43.671>used <00:14:43.672>to <00:14:43.673>have <00:14:43.675>a <00:14:43.676>quote <00:14:43.677>saying <00:14:43.679>gradient 00:14:43.680 --> 00:14:45.390 align:start position:0% <00:14:43.680>he <00:14:43.773>used <00:14:43.866>to <00:14:43.959>have <00:14:44.053>a <00:14:44.146>quote <00:14:44.239>saying <00:14:44.333>gradient <00:14:44.426>descent <00:14:44.520>is <00:14:44.613>all <00:14:44.706>you <00:14:44.800>require. <00:14:44.893>So, <00:14:44.986>if <00:14:45.079>you 00:14:45.390 --> 00:14:45.400 align:start position:0% <00:14:45.390>descent <00:14:45.391>is <00:14:45.392>all <00:14:45.393>you <00:14:45.395>require. <00:14:45.396>So, <00:14:45.397>if <00:14:45.399>you 00:14:45.400 --> 00:14:47.710 align:start position:0% <00:14:45.400>descent <00:14:45.500>is <00:14:45.600>all <00:14:45.699>you <00:14:45.800>require. <00:14:45.900>So, <00:14:46.000>if <00:14:46.100>you <00:14:46.199>take <00:14:46.300>the <00:14:46.400>Tesla <00:14:46.500>self-driving <00:14:46.600>car, <00:14:46.699>it <00:14:46.800>is 00:14:47.710 --> 00:14:47.720 align:start position:0% <00:14:47.710>take <00:14:47.711>the <00:14:47.713>Tesla <00:14:47.714>self-driving <00:14:47.716>car, <00:14:47.717>it <00:14:47.719>is 00:14:47.720 --> 00:14:49.470 align:start position:0% <00:14:47.720>take <00:14:47.836>the <00:14:47.953>Tesla <00:14:48.070>self-driving <00:14:48.186>car, <00:14:48.303>it <00:14:48.420>is <00:14:48.536>basically <00:14:48.653>a <00:14:48.770>deep <00:14:48.886>learning <00:14:49.003>model <00:14:49.120>based 00:14:49.470 --> 00:14:49.480 align:start position:0% <00:14:49.470>basically <00:14:49.471>a <00:14:49.473>deep <00:14:49.475>learning <00:14:49.477>model <00:14:49.479>based 00:14:49.480 --> 00:14:51.710 align:start position:0% <00:14:49.480>basically <00:14:49.607>a <00:14:49.734>deep <00:14:49.861>learning <00:14:49.989>model <00:14:50.116>based <00:14:50.243>upon <00:14:50.370>lidar <00:14:50.498>data, <00:14:50.625>camera <00:14:50.752>data, <00:14:50.880>video 00:14:51.710 --> 00:14:51.720 align:start position:0% <00:14:51.710>upon <00:14:51.711>lidar <00:14:51.713>data, <00:14:51.715>camera <00:14:51.717>data, <00:14:51.719>video 00:14:51.720 --> 00:14:54.110 align:start position:0% <00:14:51.720>upon <00:14:51.836>lidar <00:14:51.953>data, <00:14:52.070>camera <00:14:52.186>data, <00:14:52.303>video <00:14:52.420>data, <00:14:52.536>etc. <00:14:52.653>So, <00:14:52.770>instead <00:14:52.886>of <00:14:53.003>having <00:14:53.120>large 00:14:54.110 --> 00:14:54.120 align:start position:0% <00:14:54.110>data, <00:14:54.111>etc. <00:14:54.113>So, <00:14:54.114>instead <00:14:54.116>of <00:14:54.117>having <00:14:54.119>large 00:14:54.120 --> 00:14:55.750 align:start position:0% <00:14:54.120>data, <00:14:54.227>etc. <00:14:54.335>So, <00:14:54.443>instead <00:14:54.550>of <00:14:54.658>having <00:14:54.766>large <00:14:54.873>set <00:14:54.981>of <00:14:55.089>hundreds <00:14:55.196>of <00:14:55.304>thousands <00:14:55.412>of <00:14:55.520>complex 00:14:55.750 --> 00:14:55.760 align:start position:0% <00:14:55.750>set <00:14:55.751>of <00:14:55.753>hundreds <00:14:55.754>of <00:14:55.756>thousands <00:14:55.757>of <00:14:55.759>complex 00:14:55.760 --> 00:14:58.750 align:start position:0% <00:14:55.760>set <00:14:55.887>of <00:14:56.014>hundreds <00:14:56.141>of <00:14:56.269>thousands <00:14:56.396>of <00:14:56.523>complex <00:14:56.650>logical <00:14:56.778>rules <00:14:56.905>of <00:14:57.032>how <00:14:57.160>to 00:14:58.750 --> 00:14:58.760 align:start position:0% <00:14:58.750>logical <00:14:58.752>rules <00:14:58.754>of <00:14:58.756>how <00:14:58.759>to 00:14:58.760 --> 00:15:00.670 align:start position:0% <00:14:58.760>logical <00:14:58.887>rules <00:14:59.014>of <00:14:59.141>how <00:14:59.269>to <00:14:59.396>self-drive, <00:14:59.523>you <00:14:59.650>can <00:14:59.778>replace <00:14:59.905>that <00:15:00.032>with <00:15:00.160>a 00:15:00.670 --> 00:15:00.680 align:start position:0% <00:15:00.670>self-drive, <00:15:00.671>you <00:15:00.673>can <00:15:00.674>replace <00:15:00.675>that <00:15:00.677>with <00:15:00.679>a 00:15:00.680 --> 00:15:02.030 align:start position:0% <00:15:00.680>self-drive, <00:15:00.773>you <00:15:00.866>can <00:15:00.960>replace <00:15:01.053>that <00:15:01.147>with <00:15:01.240>a <00:15:01.334>machine <00:15:01.427>learning <00:15:01.521>system. <00:15:01.614>But <00:15:01.708>that <00:15:01.801>was <00:15:01.895>a 00:15:02.030 --> 00:15:02.040 align:start position:0% <00:15:02.030>machine <00:15:02.031>learning <00:15:02.033>system. <00:15:02.034>But <00:15:02.036>that <00:15:02.037>was <00:15:02.039>a 00:15:02.040 --> 00:15:03.590 align:start position:0% <00:15:02.040>machine <00:15:02.156>learning <00:15:02.272>system. <00:15:02.388>But <00:15:02.505>that <00:15:02.621>was <00:15:02.737>a <00:15:02.853>custom <00:15:02.970>machine <00:15:03.086>learning <00:15:03.202>system, <00:15:03.318>which <00:15:03.435>he 00:15:03.590 --> 00:15:03.600 align:start position:0% <00:15:03.590>custom <00:15:03.591>machine <00:15:03.593>learning <00:15:03.595>system, <00:15:03.597>which <00:15:03.599>he 00:15:03.600 --> 00:15:06.510 align:start position:0% <00:15:03.600>custom <00:15:03.716>machine <00:15:03.833>learning <00:15:03.950>system, <00:15:04.066>which <00:15:04.183>he <00:15:04.300>called <00:15:04.416>it <00:15:04.533>software <00:15:04.650>2.0. <00:15:04.766>Now, <00:15:04.883>from <00:15:05.000>2016 00:15:06.510 --> 00:15:06.520 align:start position:0% <00:15:06.510>called <00:15:06.511>it <00:15:06.513>software <00:15:06.514>2.0. <00:15:06.516>Now, <00:15:06.517>from <00:15:06.519>2016 00:15:06.520 --> 00:15:08.510 align:start position:0% <00:15:06.520>called <00:15:06.627>it <00:15:06.735>software <00:15:06.843>2.0. <00:15:06.950>Now, <00:15:07.058>from <00:15:07.166>2016 <00:15:07.273>to <00:15:07.381>today, <00:15:07.489>there's <00:15:07.596>a <00:15:07.704>ton <00:15:07.812>of <00:15:07.920>evolution 00:15:08.510 --> 00:15:08.520 align:start position:0% <00:15:08.510>to <00:15:08.511>today, <00:15:08.513>there's <00:15:08.514>a <00:15:08.516>ton <00:15:08.517>of <00:15:08.519>evolution 00:15:08.520 --> 00:15:09.829 align:start position:0% <00:15:08.520>to <00:15:08.604>today, <00:15:08.688>there's <00:15:08.772>a <00:15:08.856>ton <00:15:08.940>of <00:15:09.024>evolution <00:15:09.109>that <00:15:09.193>has <00:15:09.277>happened. <00:15:09.361>So, <00:15:09.445>if <00:15:09.529>you <00:15:09.613>look <00:15:09.698>at 00:15:09.829 --> 00:15:09.839 align:start position:0% <00:15:09.829>that <00:15:09.830>has <00:15:09.831>happened. <00:15:09.832>So, <00:15:09.834>if <00:15:09.835>you <00:15:09.836>look <00:15:09.838>at 00:15:09.839 --> 00:15:11.950 align:start position:0% <00:15:09.839>that <00:15:09.946>has <00:15:10.054>happened. <00:15:10.162>So, <00:15:10.269>if <00:15:10.377>you <00:15:10.485>look <00:15:10.592>at <00:15:10.700>the <00:15:10.808>foundation <00:15:10.915>models, <00:15:11.023>for <00:15:11.131>example, <00:15:11.239>you 00:15:11.950 --> 00:15:11.960 align:start position:0% <00:15:11.950>the <00:15:11.951>foundation <00:15:11.953>models, <00:15:11.955>for <00:15:11.957>example, <00:15:11.959>you 00:15:11.960 --> 00:15:13.230 align:start position:0% <00:15:11.960>the <00:15:12.074>foundation <00:15:12.188>models, <00:15:12.302>for <00:15:12.417>example, <00:15:12.531>you <00:15:12.645>know, <00:15:12.760>they <00:15:12.874>have <00:15:12.988>general <00:15:13.103>intelligence, 00:15:13.230 --> 00:15:13.240 align:start position:0% <00:15:13.230>know, <00:15:13.232>they <00:15:13.234>have <00:15:13.236>general <00:15:13.239>intelligence, 00:15:13.240 --> 00:15:15.110 align:start position:0% <00:15:13.240>know, <00:15:13.367>they <00:15:13.494>have <00:15:13.621>general <00:15:13.749>intelligence, <00:15:13.876>general <00:15:14.003>knowledge. <00:15:14.130>So, <00:15:14.258>you <00:15:14.385>can <00:15:14.512>plug <00:15:14.640>them 00:15:15.110 --> 00:15:15.120 align:start position:0% <00:15:15.110>general <00:15:15.111>knowledge. <00:15:15.113>So, <00:15:15.114>you <00:15:15.116>can <00:15:15.117>plug <00:15:15.119>them 00:15:15.120 --> 00:15:16.750 align:start position:0% <00:15:15.120>general <00:15:15.227>knowledge. <00:15:15.335>So, <00:15:15.443>you <00:15:15.550>can <00:15:15.658>plug <00:15:15.766>them <00:15:15.873>into <00:15:15.981>your <00:15:16.089>software <00:15:16.196>and <00:15:16.304>you <00:15:16.412>can <00:15:16.520>have 00:15:16.750 --> 00:15:16.760 align:start position:0% <00:15:16.750>into <00:15:16.751>your <00:15:16.753>software <00:15:16.754>and <00:15:16.756>you <00:15:16.757>can <00:15:16.759>have 00:15:16.760 --> 00:15:18.110 align:start position:0% <00:15:16.760>into <00:15:16.870>your <00:15:16.980>software <00:15:17.091>and <00:15:17.201>you <00:15:17.312>can <00:15:17.422>have <00:15:17.533>several <00:15:17.643>kinds <00:15:17.754>of <00:15:17.864>different <00:15:17.975>inference 00:15:18.110 --> 00:15:18.120 align:start position:0% <00:15:18.110>several <00:15:18.112>kinds <00:15:18.114>of <00:15:18.116>different <00:15:18.119>inference 00:15:18.120 --> 00:15:19.829 align:start position:0% <00:15:18.120>several <00:15:18.247>kinds <00:15:18.374>of <00:15:18.501>different <00:15:18.629>inference <00:15:18.756>stacks <00:15:18.883>and <00:15:19.010>you <00:15:19.138>can <00:15:19.265>automate <00:15:19.392>more <00:15:19.520>and 00:15:19.829 --> 00:15:19.839 align:start position:0% <00:15:19.829>stacks <00:15:19.830>and <00:15:19.832>you <00:15:19.833>can <00:15:19.834>automate <00:15:19.836>more <00:15:19.838>and 00:15:19.839 --> 00:15:21.390 align:start position:0% <00:15:19.839>stacks <00:15:19.946>and <00:15:20.053>you <00:15:20.161>can <00:15:20.268>automate <00:15:20.375>more <00:15:20.483>and <00:15:20.590>more <00:15:20.698>of <00:15:20.805>your <00:15:20.912>software. <00:15:21.020>And <00:15:21.127>of <00:15:21.234>course, 00:15:21.390 --> 00:15:21.400 align:start position:0% <00:15:21.390>more <00:15:21.391>of <00:15:21.393>your <00:15:21.394>software. <00:15:21.396>And <00:15:21.397>of <00:15:21.399>course, 00:15:21.400 --> 00:15:23.630 align:start position:0% <00:15:21.400>more <00:15:21.500>of <00:15:21.600>your <00:15:21.699>software. <00:15:21.800>And <00:15:21.900>of <00:15:22.000>course, <00:15:22.100>you <00:15:22.199>fast <00:15:22.300>forward <00:15:22.400>to <00:15:22.500>today, <00:15:22.600>you <00:15:22.699>got <00:15:22.800>agent 00:15:23.630 --> 00:15:23.640 align:start position:0% <00:15:23.630>you <00:15:23.631>fast <00:15:23.632>forward <00:15:23.633>to <00:15:23.635>today, <00:15:23.636>you <00:15:23.637>got <00:15:23.639>agent 00:15:23.640 --> 00:15:25.950 align:start position:0% <00:15:23.640>you <00:15:23.740>fast <00:15:23.840>forward <00:15:23.939>to <00:15:24.040>today, <00:15:24.140>you <00:15:24.240>got <00:15:24.340>agent <00:15:24.439>X <00:15:24.540>systems <00:15:24.640>where <00:15:24.740>you <00:15:24.840>build <00:15:24.939>agents, <00:15:25.040>agents 00:15:25.950 --> 00:15:25.960 align:start position:0% <00:15:25.950>X <00:15:25.951>systems <00:15:25.953>where <00:15:25.954>you <00:15:25.956>build <00:15:25.957>agents, <00:15:25.959>agents 00:15:25.960 --> 00:15:27.830 align:start position:0% <00:15:25.960>X <00:15:26.076>systems <00:15:26.193>where <00:15:26.310>you <00:15:26.426>build <00:15:26.543>agents, <00:15:26.660>agents <00:15:26.776>talk <00:15:26.893>to <00:15:27.010>each <00:15:27.126>other, <00:15:27.243>agents <00:15:27.360>orchestrate 00:15:27.830 --> 00:15:27.840 align:start position:0% <00:15:27.830>talk <00:15:27.831>to <00:15:27.833>each <00:15:27.835>other, <00:15:27.837>agents <00:15:27.839>orchestrate 00:15:27.840 --> 00:15:29.670 align:start position:0% <00:15:27.840>talk <00:15:27.967>to <00:15:28.094>each <00:15:28.221>other, <00:15:28.349>agents <00:15:28.476>orchestrate <00:15:28.603>between <00:15:28.730>themselves, <00:15:28.858>and <00:15:28.985>you <00:15:29.112>have <00:15:29.240>the 00:15:29.670 --> 00:15:29.680 align:start position:0% <00:15:29.670>between <00:15:29.671>themselves, <00:15:29.673>and <00:15:29.675>you <00:15:29.677>have <00:15:29.679>the 00:15:29.680 --> 00:15:31.070 align:start position:0% <00:15:29.680>between <00:15:29.805>themselves, <00:15:29.930>and <00:15:30.055>you <00:15:30.180>have <00:15:30.305>the <00:15:30.430>architecture <00:15:30.555>of <00:15:30.680>software <00:15:30.805>has <00:15:30.931>changed 00:15:31.070 --> 00:15:31.080 align:start position:0% <00:15:31.070>architecture <00:15:31.072>of <00:15:31.074>software <00:15:31.076>has <00:15:31.079>changed 00:15:31.080 --> 00:15:33.790 align:start position:0% <00:15:31.080>architecture <00:15:31.220>of <00:15:31.360>software <00:15:31.500>has <00:15:31.640>changed <00:15:31.780>significantly <00:15:31.920>before <00:15:32.060>from <00:15:32.200>what <00:15:32.340>it <00:15:32.480>was 00:15:33.790 --> 00:15:33.800 align:start position:0% <00:15:33.790>significantly <00:15:33.791>before <00:15:33.793>from <00:15:33.795>what <00:15:33.797>it <00:15:33.799>was 00:15:33.800 --> 00:15:35.030 align:start position:0% <00:15:33.800>significantly <00:15:33.984>before <00:15:34.169>from <00:15:34.353>what <00:15:34.538>it <00:15:34.722>was <00:15:34.906>before. 00:15:35.030 --> 00:15:35.040 align:start position:0% before. 00:15:35.040 --> 00:15:36.750 align:start position:0% <00:15:35.040>before. <00:15:35.240>Now, <00:15:35.439>you <00:15:35.640>ask <00:15:35.839>the <00:15:36.040>question, <00:15:36.240>are <00:15:36.439>these 00:15:36.750 --> 00:15:36.760 align:start position:0% <00:15:36.750>Now, <00:15:36.751>you <00:15:36.753>ask <00:15:36.754>the <00:15:36.756>question, <00:15:36.757>are <00:15:36.759>these 00:15:36.760 --> 00:15:38.990 align:start position:0% <00:15:36.760>Now, <00:15:36.853>you <00:15:36.946>ask <00:15:37.040>the <00:15:37.133>question, <00:15:37.226>are <00:15:37.319>these <00:15:37.413>ideas <00:15:37.506>new? <00:15:37.600>Not <00:15:37.693>really. <00:15:37.786>If <00:15:37.880>you <00:15:37.973>go <00:15:38.066>back <00:15:38.160>to 00:15:38.990 --> 00:15:39.000 align:start position:0% <00:15:38.990>ideas <00:15:38.991>new? <00:15:38.992>Not <00:15:38.993>really. <00:15:38.994>If <00:15:38.995>you <00:15:38.996>go <00:15:38.997>back <00:15:38.999>to 00:15:39.000 --> 00:15:41.310 align:start position:0% <00:15:39.000>ideas <00:15:39.087>new? <00:15:39.175>Not <00:15:39.262>really. <00:15:39.350>If <00:15:39.437>you <00:15:39.525>go <00:15:39.612>back <00:15:39.700>to <00:15:39.787>1985, <00:15:39.875>I <00:15:39.962>mean, <00:15:40.050>Donald <00:15:40.137>Knuth <00:15:40.225>is <00:15:40.312>a <00:15:40.400>great 00:15:41.310 --> 00:15:41.320 align:start position:0% <00:15:41.310>1985, <00:15:41.311>I <00:15:41.312>mean, <00:15:41.313>Donald <00:15:41.315>Knuth <00:15:41.316>is <00:15:41.317>a <00:15:41.319>great 00:15:41.320 --> 00:15:43.150 align:start position:0% <00:15:41.320>1985, <00:15:41.420>I <00:15:41.520>mean, <00:15:41.620>Donald <00:15:41.720>Knuth <00:15:41.820>is <00:15:41.920>a <00:15:42.020>great <00:15:42.120>computer <00:15:42.220>scientist. <00:15:42.320>He <00:15:42.420>came <00:15:42.520>up <00:15:42.620>with <00:15:42.720>this 00:15:43.150 --> 00:15:43.160 align:start position:0% <00:15:43.150>computer <00:15:43.151>scientist. <00:15:43.153>He <00:15:43.154>came <00:15:43.156>up <00:15:43.157>with <00:15:43.159>this 00:15:43.160 --> 00:15:44.870 align:start position:0% <00:15:43.160>computer <00:15:43.300>scientist. <00:15:43.439>He <00:15:43.579>came <00:15:43.719>up <00:15:43.860>with <00:15:44.000>this <00:15:44.140>idea <00:15:44.280>of <00:15:44.420>literate <00:15:44.560>coding. 00:15:44.870 --> 00:15:44.880 align:start position:0% <00:15:44.870>idea <00:15:44.873>of <00:15:44.876>literate <00:15:44.879>coding. 00:15:44.880 --> 00:15:47.310 align:start position:0% <00:15:44.880>idea <00:15:45.080>of <00:15:45.280>literate <00:15:45.480>coding. <00:15:45.680>He <00:15:45.880>basically <00:15:46.080>said <00:15:46.280>that 00:15:47.310 --> 00:15:47.320 align:start position:0% <00:15:47.310>He <00:15:47.313>basically <00:15:47.316>said <00:15:47.319>that 00:15:47.320 --> 00:15:48.950 align:start position:0% <00:15:47.320>He <00:15:47.460>basically <00:15:47.600>said <00:15:47.740>that <00:15:47.880>code <00:15:48.020>should <00:15:48.160>be <00:15:48.300>written <00:15:48.440>in <00:15:48.580>English. <00:15:48.720>You 00:15:48.950 --> 00:15:48.960 align:start position:0% <00:15:48.950>code <00:15:48.951>should <00:15:48.953>be <00:15:48.954>written <00:15:48.956>in <00:15:48.957>English. <00:15:48.959>You 00:15:48.960 --> 00:15:50.990 align:start position:0% <00:15:48.960>code <00:15:49.076>should <00:15:49.193>be <00:15:49.310>written <00:15:49.426>in <00:15:49.543>English. <00:15:49.660>You <00:15:49.776>have <00:15:49.893>an <00:15:50.010>assistant, <00:15:50.126>you <00:15:50.243>communicate <00:15:50.360>to 00:15:50.990 --> 00:15:51.000 align:start position:0% <00:15:50.990>have <00:15:50.991>an <00:15:50.993>assistant, <00:15:50.995>you <00:15:50.997>communicate <00:15:50.999>to 00:15:51.000 --> 00:15:53.270 align:start position:0% <00:15:51.000>have <00:15:51.116>an <00:15:51.233>assistant, <00:15:51.350>you <00:15:51.466>communicate <00:15:51.583>to <00:15:51.700>that <00:15:51.816>assistant <00:15:51.933>in <00:15:52.050>English <00:15:52.166>who <00:15:52.283>knows <00:15:52.400>the 00:15:53.270 --> 00:15:53.280 align:start position:0% <00:15:53.270>that <00:15:53.271>assistant <00:15:53.273>in <00:15:53.274>English <00:15:53.276>who <00:15:53.277>knows <00:15:53.279>the 00:15:53.280 --> 00:15:55.110 align:start position:0% <00:15:53.280>that <00:15:53.396>assistant <00:15:53.513>in <00:15:53.630>English <00:15:53.746>who <00:15:53.863>knows <00:15:53.980>the <00:15:54.096>machine <00:15:54.213>language, <00:15:54.329>who <00:15:54.446>knows <00:15:54.563>the <00:15:54.680>computer 00:15:55.110 --> 00:15:55.120 align:start position:0% <00:15:55.110>machine <00:15:55.111>language, <00:15:55.113>who <00:15:55.115>knows <00:15:55.117>the <00:15:55.119>computer 00:15:55.120 --> 00:15:57.990 align:start position:0% <00:15:55.120>machine <00:15:55.247>language, <00:15:55.374>who <00:15:55.501>knows <00:15:55.629>the <00:15:55.756>computer <00:15:55.883>language, <00:15:56.010>and <00:15:56.138>does <00:15:56.265>tasks <00:15:56.392>for <00:15:56.520>you. 00:15:57.990 --> 00:15:58.000 align:start position:0% <00:15:57.990>language, <00:15:57.991>and <00:15:57.993>does <00:15:57.995>tasks <00:15:57.997>for <00:15:57.999>you. 00:15:58.000 --> 00:15:59.990 align:start position:0% <00:15:58.000>language, <00:15:58.116>and <00:15:58.233>does <00:15:58.350>tasks <00:15:58.466>for <00:15:58.583>you. <00:15:58.700>Now, <00:15:58.816>actually <00:15:58.933>all <00:15:59.050>that <00:15:59.166>dream <00:15:59.283>had <00:15:59.400>and 00:15:59.990 --> 00:16:00.000 align:start position:0% <00:15:59.990>Now, <00:15:59.991>actually <00:15:59.993>all <00:15:59.994>that <00:15:59.996>dream <00:15:59.997>had <00:15:59.999>and 00:16:00.000 --> 00:16:01.230 align:start position:0% <00:16:00.000>Now, <00:16:00.085>actually <00:16:00.170>all <00:16:00.255>that <00:16:00.340>dream <00:16:00.425>had <00:16:00.510>and <00:16:00.596>then <00:16:00.681>he <00:16:00.766>came <00:16:00.851>up <00:16:00.936>with <00:16:01.021>the <00:16:01.107>letter 00:16:01.230 --> 00:16:01.240 align:start position:0% <00:16:01.230>then <00:16:01.231>he <00:16:01.233>came <00:16:01.234>up <00:16:01.236>with <00:16:01.237>the <00:16:01.239>letter 00:16:01.240 --> 00:16:03.830 align:start position:0% <00:16:01.240>then <00:16:01.367>he <00:16:01.494>came <00:16:01.621>up <00:16:01.749>with <00:16:01.876>the <00:16:02.003>letter <00:16:02.130>programming <00:16:02.258>languages. <00:16:02.385>If <00:16:02.512>you <00:16:02.640>use 00:16:03.830 --> 00:16:03.840 align:start position:0% <00:16:03.830>programming <00:16:03.832>languages. <00:16:03.834>If <00:16:03.836>you <00:16:03.839>use 00:16:03.840 --> 00:16:05.270 align:start position:0% <00:16:03.840>programming <00:16:03.957>languages. <00:16:04.074>If <00:16:04.191>you <00:16:04.308>use <00:16:04.425>you <00:16:04.542>know, <00:16:04.659>Jupiter <00:16:04.776>notebooks <00:16:04.893>or <00:16:05.010>if <00:16:05.127>you 00:16:05.270 --> 00:16:05.280 align:start position:0% <00:16:05.270>you <00:16:05.271>know, <00:16:05.273>Jupiter <00:16:05.274>notebooks <00:16:05.276>or <00:16:05.277>if <00:16:05.279>you 00:16:05.280 --> 00:16:07.990 align:start position:0% <00:16:05.280>you <00:16:05.396>know, <00:16:05.513>Jupiter <00:16:05.630>notebooks <00:16:05.746>or <00:16:05.863>if <00:16:05.980>you <00:16:06.096>use <00:16:06.213>some <00:16:06.329>very <00:16:06.446>specific <00:16:06.563>domain <00:16:06.680>specific 00:16:07.990 --> 00:16:08.000 align:start position:0% <00:16:07.990>use <00:16:07.991>some <00:16:07.993>very <00:16:07.995>specific <00:16:07.997>domain <00:16:07.999>specific 00:16:08.000 --> 00:16:09.670 align:start position:0% <00:16:08.000>use <00:16:08.107>some <00:16:08.215>very <00:16:08.323>specific <00:16:08.430>domain <00:16:08.538>specific <00:16:08.646>language, <00:16:08.753>you <00:16:08.861>would <00:16:08.969>you <00:16:09.076>know <00:16:09.184>the <00:16:09.292>idea <00:16:09.400>of 00:16:09.670 --> 00:16:09.680 align:start position:0% <00:16:09.670>language, <00:16:09.671>you <00:16:09.672>would <00:16:09.673>you <00:16:09.675>know <00:16:09.676>the <00:16:09.677>idea <00:16:09.679>of 00:16:09.680 --> 00:16:11.910 align:start position:0% <00:16:09.680>language, <00:16:09.787>you <00:16:09.895>would <00:16:10.003>you <00:16:10.110>know <00:16:10.218>the <00:16:10.326>idea <00:16:10.433>of <00:16:10.541>literate <00:16:10.649>programming. <00:16:10.756>But <00:16:10.864>today <00:16:10.972>with <00:16:11.079>AI, 00:16:11.910 --> 00:16:11.920 align:start position:0% <00:16:11.910>literate <00:16:11.911>programming. <00:16:11.913>But <00:16:11.915>today <00:16:11.917>with <00:16:11.919>AI, 00:16:11.920 --> 00:16:13.910 align:start position:0% <00:16:11.920>literate <00:16:12.047>programming. <00:16:12.174>But <00:16:12.301>today <00:16:12.429>with <00:16:12.556>AI, <00:16:12.683>actually <00:16:12.810>it's <00:16:12.938>become <00:16:13.065>real. <00:16:13.192>So, <00:16:13.319>tools 00:16:13.910 --> 00:16:13.920 align:start position:0% <00:16:13.910>actually <00:16:13.911>it's <00:16:13.913>become <00:16:13.915>real. <00:16:13.917>So, <00:16:13.919>tools 00:16:13.920 --> 00:16:16.510 align:start position:0% <00:16:13.920>actually <00:16:14.036>it's <00:16:14.153>become <00:16:14.270>real. <00:16:14.386>So, <00:16:14.503>tools <00:16:14.620>like <00:16:14.736>Bob <00:16:14.853>is <00:16:14.969>your <00:16:15.086>assistant. <00:16:15.203>You <00:16:15.319>converse 00:16:16.510 --> 00:16:16.520 align:start position:0% <00:16:16.510>like <00:16:16.511>Bob <00:16:16.513>is <00:16:16.514>your <00:16:16.516>assistant. <00:16:16.517>You <00:16:16.519>converse 00:16:16.520 --> 00:16:18.870 align:start position:0% <00:16:16.520>like <00:16:16.620>Bob <00:16:16.720>is <00:16:16.819>your <00:16:16.920>assistant. <00:16:17.020>You <00:16:17.120>converse <00:16:17.220>to <00:16:17.319>tools <00:16:17.420>like <00:16:17.520>Bob <00:16:17.620>in <00:16:17.720>English, <00:16:17.819>and <00:16:17.920>Bob 00:16:18.870 --> 00:16:18.880 align:start position:0% <00:16:18.870>to <00:16:18.871>tools <00:16:18.872>like <00:16:18.873>Bob <00:16:18.875>in <00:16:18.876>English, <00:16:18.877>and <00:16:18.879>Bob 00:16:18.880 --> 00:16:20.750 align:start position:0% <00:16:18.880>to <00:16:18.967>tools <00:16:19.055>like <00:16:19.142>Bob <00:16:19.230>in <00:16:19.317>English, <00:16:19.405>and <00:16:19.492>Bob <00:16:19.580>does <00:16:19.667>the <00:16:19.755>work <00:16:19.842>for <00:16:19.930>you. <00:16:20.017>So, <00:16:20.105>all <00:16:20.192>you <00:16:20.280>need 00:16:20.750 --> 00:16:20.760 align:start position:0% <00:16:20.750>does <00:16:20.751>the <00:16:20.752>work <00:16:20.753>for <00:16:20.754>you. <00:16:20.755>So, <00:16:20.756>all <00:16:20.757>you <00:16:20.759>need 00:16:20.760 --> 00:16:23.030 align:start position:0% <00:16:20.760>does <00:16:20.842>the <00:16:20.924>work <00:16:21.007>for <00:16:21.089>you. <00:16:21.171>So, <00:16:21.254>all <00:16:21.336>you <00:16:21.418>need <00:16:21.501>to <00:16:21.583>know <00:16:21.665>is <00:16:21.748>be <00:16:21.830>When <00:16:21.912>I <00:16:21.995>say <00:16:22.077>English, <00:16:22.160>it's 00:16:23.030 --> 00:16:23.040 align:start position:0% <00:16:23.030>to <00:16:23.031>know <00:16:23.032>is <00:16:23.033>be <00:16:23.034>When <00:16:23.035>I <00:16:23.036>say <00:16:23.037>English, <00:16:23.039>it's 00:16:23.040 --> 00:16:24.670 align:start position:0% <00:16:23.040>to <00:16:23.147>know <00:16:23.255>is <00:16:23.363>be <00:16:23.470>When <00:16:23.578>I <00:16:23.686>say <00:16:23.793>English, <00:16:23.901>it's <00:16:24.009>human <00:16:24.116>language, <00:16:24.224>right? <00:16:24.332>You <00:16:24.439>can 00:16:24.670 --> 00:16:24.680 align:start position:0% <00:16:24.670>human <00:16:24.672>language, <00:16:24.674>right? <00:16:24.676>You <00:16:24.679>can 00:16:24.680 --> 00:16:26.670 align:start position:0% <00:16:24.680>human <00:16:24.807>language, <00:16:24.934>right? <00:16:25.061>You <00:16:25.189>can <00:16:25.316>communicate <00:16:25.443>in <00:16:25.570>your <00:16:25.698>human <00:16:25.825>language <00:16:25.952>to <00:16:26.079>a 00:16:26.670 --> 00:16:26.680 align:start position:0% <00:16:26.670>communicate <00:16:26.671>in <00:16:26.673>your <00:16:26.674>human <00:16:26.675>language <00:16:26.677>to <00:16:26.679>a 00:16:26.680 --> 00:16:28.710 align:start position:0% <00:16:26.680>communicate <00:16:26.780>in <00:16:26.880>your <00:16:26.979>human <00:16:27.079>language <00:16:27.180>to <00:16:27.280>a <00:16:27.380>tool <00:16:27.479>like <00:16:27.579>Bob, <00:16:27.680>and <00:16:27.780>then <00:16:27.880>Bob <00:16:27.979>goes <00:16:28.079>and 00:16:28.710 --> 00:16:28.720 align:start position:0% <00:16:28.710>tool <00:16:28.711>like <00:16:28.712>Bob, <00:16:28.713>and <00:16:28.715>then <00:16:28.716>Bob <00:16:28.717>goes <00:16:28.719>and 00:16:28.720 --> 00:16:30.390 align:start position:0% <00:16:28.720>tool <00:16:28.807>like <00:16:28.895>Bob, <00:16:28.982>and <00:16:29.070>then <00:16:29.157>Bob <00:16:29.245>goes <00:16:29.332>and <00:16:29.420>does <00:16:29.507>the <00:16:29.595>work <00:16:29.682>for <00:16:29.770>you, <00:16:29.857>and <00:16:29.945>you <00:16:30.032>can <00:16:30.120>go 00:16:30.390 --> 00:16:30.400 align:start position:0% <00:16:30.390>does <00:16:30.391>the <00:16:30.392>work <00:16:30.393>for <00:16:30.394>you, <00:16:30.395>and <00:16:30.396>you <00:16:30.397>can <00:16:30.399>go 00:16:30.400 --> 00:16:32.630 align:start position:0% <00:16:30.400>does <00:16:30.487>the <00:16:30.574>work <00:16:30.662>for <00:16:30.750>you, <00:16:30.837>and <00:16:30.925>you <00:16:31.012>can <00:16:31.100>go <00:16:31.187>back <00:16:31.275>and <00:16:31.362>forth. <00:16:31.449>And <00:16:31.537>as <00:16:31.625>you <00:16:31.712>have <00:16:31.800>agents, 00:16:32.630 --> 00:16:32.640 align:start position:0% <00:16:32.630>back <00:16:32.631>and <00:16:32.632>forth. <00:16:32.633>And <00:16:32.635>as <00:16:32.636>you <00:16:32.637>have <00:16:32.639>agents, 00:16:32.640 --> 00:16:34.030 align:start position:0% <00:16:32.640>back <00:16:32.736>and <00:16:32.832>forth. <00:16:32.928>And <00:16:33.024>as <00:16:33.121>you <00:16:33.217>have <00:16:33.313>agents, <00:16:33.409>the <00:16:33.506>agents <00:16:33.602>communicate <00:16:33.698>to <00:16:33.794>each <00:16:33.891>other 00:16:34.030 --> 00:16:34.040 align:start position:0% <00:16:34.030>the <00:16:34.031>agents <00:16:34.033>communicate <00:16:34.035>to <00:16:34.037>each <00:16:34.039>other 00:16:34.040 --> 00:16:35.590 align:start position:0% <00:16:34.040>the <00:16:34.156>agents <00:16:34.272>communicate <00:16:34.388>to <00:16:34.505>each <00:16:34.621>other <00:16:34.737>also <00:16:34.853>in <00:16:34.970>human <00:16:35.086>language. <00:16:35.202>That's <00:16:35.318>kind <00:16:35.435>of 00:16:35.590 --> 00:16:35.600 align:start position:0% <00:16:35.590>also <00:16:35.591>in <00:16:35.593>human <00:16:35.594>language. <00:16:35.596>That's <00:16:35.597>kind <00:16:35.599>of 00:16:35.600 --> 00:16:36.950 align:start position:0% <00:16:35.600>also <00:16:35.701>in <00:16:35.802>human <00:16:35.903>language. <00:16:36.005>That's <00:16:36.106>kind <00:16:36.207>of <00:16:36.308>what <00:16:36.410>you're <00:16:36.511>seeing <00:16:36.612>with <00:16:36.713>MCP <00:16:36.815>servers, 00:16:36.950 --> 00:16:36.960 align:start position:0% <00:16:36.950>what <00:16:36.951>you're <00:16:36.953>seeing <00:16:36.955>with <00:16:36.957>MCP <00:16:36.959>servers, 00:16:36.960 --> 00:16:38.150 align:start position:0% <00:16:36.960>what <00:16:37.138>you're <00:16:37.317>seeing <00:16:37.495>with <00:16:37.674>MCP <00:16:37.852>servers, <00:16:38.031>etc. 00:16:38.150 --> 00:16:38.160 align:start position:0% etc. 00:16:38.160 --> 00:16:38.790 align:start position:0% <00:16:38.160>etc. <00:16:38.443>Right? <00:16:38.727>[snorts] 00:16:38.790 --> 00:16:38.800 align:start position:0% <00:16:38.790>Right? <00:16:38.799>[snorts] 00:16:38.800 --> 00:16:39.870 align:start position:0% <00:16:38.800>Right? <00:16:39.281>[snorts] <00:16:39.763>But 00:16:39.870 --> 00:16:39.880 align:start position:0% But 00:16:39.880 --> 00:16:43.110 align:start position:0% <00:16:39.880>But <00:16:40.007>if <00:16:40.134>you <00:16:40.261>if <00:16:40.389>you <00:16:40.516>go <00:16:40.643>from <00:16:40.770>say <00:16:40.898>5 <00:16:41.025>years <00:16:41.152>ago, <00:16:41.280>6 00:16:43.110 --> 00:16:43.120 align:start position:0% <00:16:43.110>if <00:16:43.110>you <00:16:43.111>if <00:16:43.112>you <00:16:43.113>go <00:16:43.114>from <00:16:43.115>say <00:16:43.116>5 <00:16:43.117>years <00:16:43.118>ago, <00:16:43.119>6 00:16:43.120 --> 00:16:45.790 align:start position:0% <00:16:43.120>if <00:16:43.193>you <00:16:43.267>if <00:16:43.341>you <00:16:43.414>go <00:16:43.488>from <00:16:43.562>say <00:16:43.635>5 <00:16:43.709>years <00:16:43.783>ago, <00:16:43.856>6 <00:16:43.930>years <00:16:44.004>ago <00:16:44.077>to <00:16:44.151>today, <00:16:44.225>how <00:16:44.298>do <00:16:44.372>you <00:16:44.446>get <00:16:44.520>real 00:16:45.790 --> 00:16:45.800 align:start position:0% <00:16:45.790>years <00:16:45.791>ago <00:16:45.792>to <00:16:45.793>today, <00:16:45.794>how <00:16:45.795>do <00:16:45.796>you <00:16:45.797>get <00:16:45.799>real 00:16:45.800 --> 00:16:47.829 align:start position:0% <00:16:45.800>years <00:16:45.893>ago <00:16:45.986>to <00:16:46.079>today, <00:16:46.173>how <00:16:46.266>do <00:16:46.359>you <00:16:46.453>get <00:16:46.546>real <00:16:46.640>productivity? <00:16:46.733>It's <00:16:46.826>a <00:16:46.920>ton <00:16:47.013>of <00:16:47.106>stuff. <00:16:47.199>Like 00:16:47.829 --> 00:16:47.839 align:start position:0% <00:16:47.829>productivity? <00:16:47.830>It's <00:16:47.832>a <00:16:47.833>ton <00:16:47.834>of <00:16:47.836>stuff. <00:16:47.838>Like 00:16:47.839 --> 00:16:49.829 align:start position:0% <00:16:47.839>productivity? <00:16:47.946>It's <00:16:48.054>a <00:16:48.162>ton <00:16:48.269>of <00:16:48.377>stuff. <00:16:48.485>Like <00:16:48.592>I <00:16:48.700>said, <00:16:48.808>it's <00:16:48.915>a <00:16:49.023>combination <00:16:49.131>of <00:16:49.238>user 00:16:49.829 --> 00:16:49.839 align:start position:0% <00:16:49.829>I <00:16:49.830>said, <00:16:49.832>it's <00:16:49.833>a <00:16:49.834>combination <00:16:49.836>of <00:16:49.838>user 00:16:49.839 --> 00:16:52.070 align:start position:0% <00:16:49.839>I <00:16:49.955>said, <00:16:50.072>it's <00:16:50.189>a <00:16:50.305>combination <00:16:50.422>of <00:16:50.539>user <00:16:50.655>productivity, <00:16:50.772>it's <00:16:50.888>a <00:16:51.005>proficiency <00:16:51.122>of <00:16:51.238>the 00:16:52.070 --> 00:16:52.080 align:start position:0% <00:16:52.070>productivity, <00:16:52.071>it's <00:16:52.073>a <00:16:52.075>proficiency <00:16:52.077>of <00:16:52.079>the 00:16:52.080 --> 00:16:54.670 align:start position:0% <00:16:52.080>productivity, <00:16:52.187>it's <00:16:52.295>a <00:16:52.403>proficiency <00:16:52.510>of <00:16:52.618>the <00:16:52.726>user, <00:16:52.833>it <00:16:52.941>is <00:16:53.049>the <00:16:53.156>harnesses <00:16:53.264>you <00:16:53.372>have, <00:16:53.480>and 00:16:54.670 --> 00:16:54.680 align:start position:0% <00:16:54.670>user, <00:16:54.671>it <00:16:54.672>is <00:16:54.673>the <00:16:54.675>harnesses <00:16:54.676>you <00:16:54.677>have, <00:16:54.679>and 00:16:54.680 --> 00:16:56.710 align:start position:0% <00:16:54.680>user, <00:16:54.780>it <00:16:54.880>is <00:16:54.979>the <00:16:55.079>harnesses <00:16:55.180>you <00:16:55.280>have, <00:16:55.380>and <00:16:55.479>also <00:16:55.579>the <00:16:55.680>model. <00:16:55.780>All <00:16:55.880>of <00:16:55.979>these <00:16:56.079>add 00:16:56.710 --> 00:16:56.720 align:start position:0% <00:16:56.710>also <00:16:56.711>the <00:16:56.713>model. <00:16:56.714>All <00:16:56.716>of <00:16:56.717>these <00:16:56.719>add 00:16:56.720 --> 00:16:59.510 align:start position:0% <00:16:56.720>also <00:16:56.827>the <00:16:56.935>model. <00:16:57.043>All <00:16:57.150>of <00:16:57.258>these <00:16:57.366>add <00:16:57.473>together <00:16:57.581>to, <00:16:57.689>you <00:16:57.796>know, <00:16:57.904>give <00:16:58.012>you <00:16:58.120>what 00:16:59.510 --> 00:16:59.520 align:start position:0% <00:16:59.510>together <00:16:59.511>to, <00:16:59.513>you <00:16:59.514>know, <00:16:59.516>give <00:16:59.517>you <00:16:59.519>what 00:16:59.520 --> 00:17:01.790 align:start position:0% <00:16:59.520>together <00:16:59.636>to, <00:16:59.753>you <00:16:59.870>know, <00:16:59.986>give <00:17:00.103>you <00:17:00.220>what <00:17:00.336>productivity <00:17:00.453>would <00:17:00.569>be. <00:17:00.686>So, <00:17:00.803>for <00:17:00.920>example, 00:17:01.790 --> 00:17:01.800 align:start position:0% <00:17:01.790>productivity <00:17:01.791>would <00:17:01.793>be. <00:17:01.795>So, <00:17:01.797>for <00:17:01.799>example, 00:17:01.800 --> 00:17:04.309 align:start position:0% <00:17:01.800>productivity <00:17:01.900>would <00:17:02.000>be. <00:17:02.099>So, <00:17:02.199>for <00:17:02.300>example, <00:17:02.400>if, <00:17:02.500>you <00:17:02.599>know, <00:17:02.699>5 <00:17:02.800>years <00:17:02.900>ago <00:17:03.000>several <00:17:03.099>of <00:17:03.199>us 00:17:04.309 --> 00:17:04.319 align:start position:0% <00:17:04.309>if, <00:17:04.310>you <00:17:04.311>know, <00:17:04.312>5 <00:17:04.313>years <00:17:04.314>ago <00:17:04.315>several <00:17:04.316>of <00:17:04.318>us 00:17:04.319 --> 00:17:07.110 align:start position:0% <00:17:04.319>if, <00:17:04.418>you <00:17:04.519>know, <00:17:04.618>5 <00:17:04.719>years <00:17:04.819>ago <00:17:04.918>several <00:17:05.019>of <00:17:05.118>us <00:17:05.219>changed <00:17:05.319>our <00:17:05.418>titles <00:17:05.519>to <00:17:05.618>prompt <00:17:05.719>engineers, 00:17:07.110 --> 00:17:07.120 align:start position:0% <00:17:07.109>changed <00:17:07.111>our <00:17:07.113>titles <00:17:07.115>to <00:17:07.117>prompt <00:17:07.118>engineers, 00:17:07.120 --> 00:17:09.110 align:start position:0% <00:17:07.119>changed <00:17:07.260>our <00:17:07.399>titles <00:17:07.540>to <00:17:07.679>prompt <00:17:07.819>engineers, <00:17:07.959>it's <00:17:08.099>not <00:17:08.239>prompt <00:17:08.379>engineering <00:17:08.520>anymore, 00:17:09.110 --> 00:17:09.120 align:start position:0% <00:17:09.109>it's <00:17:09.112>not <00:17:09.114>prompt <00:17:09.116>engineering <00:17:09.118>anymore, 00:17:09.120 --> 00:17:10.910 align:start position:0% <00:17:09.119>it's <00:17:09.247>not <00:17:09.374>prompt <00:17:09.501>engineering <00:17:09.629>anymore, <00:17:09.756>right? <00:17:09.883>It's <00:17:10.010>a <00:17:10.138>it's <00:17:10.265>more <00:17:10.392>of <00:17:10.520>context 00:17:10.910 --> 00:17:10.920 align:start position:0% <00:17:10.910>right? <00:17:10.911>It's <00:17:10.913>a <00:17:10.914>it's <00:17:10.916>more <00:17:10.917>of <00:17:10.919>context 00:17:10.920 --> 00:17:13.630 align:start position:0% <00:17:10.920>right? <00:17:11.036>It's <00:17:11.153>a <00:17:11.270>it's <00:17:11.386>more <00:17:11.503>of <00:17:11.620>context <00:17:11.736>engineering. <00:17:11.853>It <00:17:11.970>is <00:17:12.086>it's <00:17:12.203>iteration <00:17:12.320>over 00:17:13.630 --> 00:17:13.640 align:start position:0% <00:17:13.630>engineering. <00:17:13.631>It <00:17:13.633>is <00:17:13.635>it's <00:17:13.637>iteration <00:17:13.639>over 00:17:13.640 --> 00:17:15.270 align:start position:0% <00:17:13.640>engineering. <00:17:13.767>It <00:17:13.894>is <00:17:14.021>it's <00:17:14.149>iteration <00:17:14.276>over <00:17:14.403>conversations <00:17:14.530>with <00:17:14.658>the <00:17:14.785>agent, <00:17:14.912>with <00:17:15.040>the 00:17:15.270 --> 00:17:15.280 align:start position:0% <00:17:15.270>conversations <00:17:15.271>with <00:17:15.273>the <00:17:15.275>agent, <00:17:15.277>with <00:17:15.279>the 00:17:15.280 --> 00:17:17.870 align:start position:0% <00:17:15.280>conversations <00:17:15.407>with <00:17:15.534>the <00:17:15.661>agent, <00:17:15.789>with <00:17:15.916>the <00:17:16.043>system <00:17:16.170>where <00:17:16.298>you <00:17:16.425>can <00:17:16.552>optimize, <00:17:16.680>right? 00:17:17.870 --> 00:17:17.880 align:start position:0% <00:17:17.869>system <00:17:17.871>where <00:17:17.873>you <00:17:17.875>can <00:17:17.877>optimize, <00:17:17.879>right? 00:17:17.880 --> 00:17:20.870 align:start position:0% <00:17:17.880>system <00:17:18.007>where <00:17:18.134>you <00:17:18.261>can <00:17:18.389>optimize, <00:17:18.516>right? <00:17:18.643>So, <00:17:18.770>a <00:17:18.898>software <00:17:19.025>developer <00:17:19.152>actually <00:17:19.280>today 00:17:20.870 --> 00:17:20.880 align:start position:0% <00:17:20.869>So, <00:17:20.871>a <00:17:20.873>software <00:17:20.875>developer <00:17:20.877>actually <00:17:20.879>today 00:17:20.880 --> 00:17:23.550 align:start position:0% <00:17:20.880>So, <00:17:20.980>a <00:17:21.080>software <00:17:21.180>developer <00:17:21.280>actually <00:17:21.380>today <00:17:21.480>uses <00:17:21.580>agents <00:17:21.680>or <00:17:21.780>uses <00:17:21.880>tools <00:17:21.980>like <00:17:22.080>Bob <00:17:22.180>to <00:17:22.280>do 00:17:23.550 --> 00:17:23.560 align:start position:0% <00:17:23.550>uses <00:17:23.551>agents <00:17:23.552>or <00:17:23.553>uses <00:17:23.554>tools <00:17:23.555>like <00:17:23.556>Bob <00:17:23.557>to <00:17:23.559>do 00:17:23.560 --> 00:17:25.510 align:start position:0% <00:17:23.560>uses <00:17:23.647>agents <00:17:23.734>or <00:17:23.822>uses <00:17:23.909>tools <00:17:23.997>like <00:17:24.085>Bob <00:17:24.172>to <00:17:24.260>do <00:17:24.347>stuff <00:17:24.435>in <00:17:24.522>a <00:17:24.609>in <00:17:24.697>a <00:17:24.784>in <00:17:24.872>a <00:17:24.960>conversational 00:17:25.510 --> 00:17:25.520 align:start position:0% <00:17:25.510>stuff <00:17:25.511>in <00:17:25.512>a <00:17:25.513>in <00:17:25.515>a <00:17:25.516>in <00:17:25.517>a <00:17:25.519>conversational 00:17:25.520 --> 00:17:27.429 align:start position:0% <00:17:25.520>stuff <00:17:25.619>in <00:17:25.720>a <00:17:25.819>in <00:17:25.920>a <00:17:26.020>in <00:17:26.119>a <00:17:26.220>conversational <00:17:26.319>language. <00:17:26.420>So, <00:17:26.520>all <00:17:26.619>the <00:17:26.720>things <00:17:26.819>that <00:17:26.920>you 00:17:27.429 --> 00:17:27.439 align:start position:0% <00:17:27.429>language. <00:17:27.430>So, <00:17:27.432>all <00:17:27.433>the <00:17:27.435>things <00:17:27.436>that <00:17:27.438>you 00:17:27.439 --> 00:17:29.670 align:start position:0% <00:17:27.439>language. <00:17:27.566>So, <00:17:27.693>all <00:17:27.820>the <00:17:27.948>things <00:17:28.075>that <00:17:28.202>you <00:17:28.329>learn <00:17:28.457>as <00:17:28.584>a <00:17:28.711>software <00:17:28.839>engineer 00:17:29.670 --> 00:17:29.680 align:start position:0% <00:17:29.670>learn <00:17:29.672>as <00:17:29.674>a <00:17:29.676>software <00:17:29.679>engineer 00:17:29.680 --> 00:17:31.390 align:start position:0% <00:17:29.680>learn <00:17:29.796>as <00:17:29.913>a <00:17:30.030>software <00:17:30.146>engineer <00:17:30.263>doesn't <00:17:30.380>go <00:17:30.496>away. <00:17:30.613>All <00:17:30.730>the <00:17:30.846>things <00:17:30.963>that <00:17:31.080>you 00:17:31.390 --> 00:17:31.400 align:start position:0% <00:17:31.390>doesn't <00:17:31.391>go <00:17:31.392>away. <00:17:31.393>All <00:17:31.395>the <00:17:31.396>things <00:17:31.397>that <00:17:31.399>you 00:17:31.400 --> 00:17:33.350 align:start position:0% <00:17:31.400>doesn't <00:17:31.500>go <00:17:31.600>away. <00:17:31.700>All <00:17:31.800>the <00:17:31.900>things <00:17:32.000>that <00:17:32.100>you <00:17:32.200>learn <00:17:32.300>as <00:17:32.400>an <00:17:32.500>architect <00:17:32.600>doesn't <00:17:32.700>go <00:17:32.800>away. 00:17:33.350 --> 00:17:33.360 align:start position:0% <00:17:33.350>learn <00:17:33.351>as <00:17:33.352>an <00:17:33.354>architect <00:17:33.356>doesn't <00:17:33.357>go <00:17:33.359>away. 00:17:33.360 --> 00:17:35.630 align:start position:0% <00:17:33.360>learn <00:17:33.467>as <00:17:33.575>an <00:17:33.683>architect <00:17:33.790>doesn't <00:17:33.898>go <00:17:34.006>away. <00:17:34.113>You <00:17:34.221>actually <00:17:34.329>use <00:17:34.436>the <00:17:34.544>system <00:17:34.652>and <00:17:34.760>you 00:17:35.630 --> 00:17:35.640 align:start position:0% <00:17:35.630>You <00:17:35.631>actually <00:17:35.633>use <00:17:35.634>the <00:17:35.636>system <00:17:35.637>and <00:17:35.639>you 00:17:35.640 --> 00:17:37.270 align:start position:0% <00:17:35.640>You <00:17:35.756>actually <00:17:35.873>use <00:17:35.990>the <00:17:36.106>system <00:17:36.223>and <00:17:36.340>you <00:17:36.456>converse <00:17:36.573>with <00:17:36.690>the <00:17:36.806>system <00:17:36.923>and <00:17:37.040>you 00:17:37.270 --> 00:17:37.280 align:start position:0% <00:17:37.270>converse <00:17:37.271>with <00:17:37.273>the <00:17:37.275>system <00:17:37.277>and <00:17:37.279>you 00:17:37.280 --> 00:17:38.910 align:start position:0% <00:17:37.280>converse <00:17:37.407>with <00:17:37.534>the <00:17:37.661>system <00:17:37.789>and <00:17:37.916>you <00:17:38.043>architect <00:17:38.170>better, <00:17:38.298>then <00:17:38.425>you <00:17:38.552>get <00:17:38.680>better 00:17:38.910 --> 00:17:38.920 align:start position:0% <00:17:38.910>architect <00:17:38.911>better, <00:17:38.913>then <00:17:38.915>you <00:17:38.917>get <00:17:38.919>better 00:17:38.920 --> 00:17:40.510 align:start position:0% <00:17:38.920>architect <00:17:39.047>better, <00:17:39.174>then <00:17:39.301>you <00:17:39.429>get <00:17:39.556>better <00:17:39.683>results. <00:17:39.810>So, <00:17:39.938>in <00:17:40.065>some <00:17:40.192>sense, <00:17:40.320>software 00:17:40.510 --> 00:17:40.520 align:start position:0% <00:17:40.510>results. <00:17:40.511>So, <00:17:40.513>in <00:17:40.515>some <00:17:40.517>sense, <00:17:40.519>software 00:17:40.520 --> 00:17:42.550 align:start position:0% <00:17:40.520>results. <00:17:40.647>So, <00:17:40.774>in <00:17:40.901>some <00:17:41.029>sense, <00:17:41.156>software <00:17:41.283>engineering <00:17:41.410>practices <00:17:41.538>are <00:17:41.665>a <00:17:41.792>lot <00:17:41.920>more 00:17:42.550 --> 00:17:42.560 align:start position:0% <00:17:42.550>engineering <00:17:42.551>practices <00:17:42.553>are <00:17:42.555>a <00:17:42.557>lot <00:17:42.559>more 00:17:42.560 --> 00:17:44.950 align:start position:0% <00:17:42.560>engineering <00:17:42.687>practices <00:17:42.814>are <00:17:42.941>a <00:17:43.069>lot <00:17:43.196>more <00:17:43.323>important <00:17:43.450>today <00:17:43.578>than <00:17:43.705>they <00:17:43.832>were <00:17:43.960>before, 00:17:44.950 --> 00:17:44.960 align:start position:0% <00:17:44.950>important <00:17:44.951>today <00:17:44.953>than <00:17:44.955>they <00:17:44.957>were <00:17:44.959>before, 00:17:44.960 --> 00:17:46.630 align:start position:0% <00:17:44.960>important <00:17:45.087>today <00:17:45.214>than <00:17:45.341>they <00:17:45.469>were <00:17:45.596>before, <00:17:45.723>except <00:17:45.850>that <00:17:45.978>the <00:17:46.105>language <00:17:46.232>of <00:17:46.360>conversation 00:17:46.630 --> 00:17:46.640 align:start position:0% <00:17:46.630>except <00:17:46.631>that <00:17:46.633>the <00:17:46.635>language <00:17:46.637>of <00:17:46.639>conversation 00:17:46.640 --> 00:17:49.150 align:start position:0% <00:17:46.640>except <00:17:46.780>that <00:17:46.920>the <00:17:47.060>language <00:17:47.200>of <00:17:47.340>conversation <00:17:47.480>has <00:17:47.620>changed <00:17:47.760>to <00:17:47.900>human <00:17:48.040>language. 00:17:49.150 --> 00:17:49.160 align:start position:0% <00:17:49.150>has <00:17:49.152>changed <00:17:49.154>to <00:17:49.156>human <00:17:49.159>language. 00:17:49.160 --> 00:17:50.910 align:start position:0% <00:17:49.160>has <00:17:49.287>changed <00:17:49.414>to <00:17:49.541>human <00:17:49.669>language. <00:17:49.796>So, <00:17:49.923>that's <00:17:50.050>what <00:17:50.178>we <00:17:50.305>have <00:17:50.432>found <00:17:50.560>internally 00:17:50.910 --> 00:17:50.920 align:start position:0% <00:17:50.910>So, <00:17:50.911>that's <00:17:50.913>what <00:17:50.914>we <00:17:50.916>have <00:17:50.917>found <00:17:50.919>internally 00:17:50.920 --> 00:17:52.310 align:start position:0% <00:17:50.920>So, <00:17:51.016>that's <00:17:51.112>what <00:17:51.208>we <00:17:51.304>have <00:17:51.401>found <00:17:51.497>internally <00:17:51.593>and <00:17:51.689>that's <00:17:51.786>probably <00:17:51.882>what <00:17:51.978>you <00:17:52.074>find <00:17:52.171>with 00:17:52.310 --> 00:17:52.320 align:start position:0% <00:17:52.310>and <00:17:52.311>that's <00:17:52.312>probably <00:17:52.314>what <00:17:52.316>you <00:17:52.317>find <00:17:52.319>with 00:17:52.320 --> 00:17:54.110 align:start position:0% <00:17:52.320>and <00:17:52.419>that's <00:17:52.520>probably <00:17:52.620>what <00:17:52.720>you <00:17:52.820>find <00:17:52.919>with <00:17:53.020>other <00:17:53.120>tools <00:17:53.220>that <00:17:53.320>you <00:17:53.419>use, <00:17:53.520>whether <00:17:53.620>it <00:17:53.720>is, 00:17:54.110 --> 00:17:54.120 align:start position:0% <00:17:54.110>other <00:17:54.111>tools <00:17:54.112>that <00:17:54.113>you <00:17:54.115>use, <00:17:54.116>whether <00:17:54.117>it <00:17:54.119>is, 00:17:54.120 --> 00:17:56.430 align:start position:0% <00:17:54.120>other <00:17:54.236>tools <00:17:54.353>that <00:17:54.469>you <00:17:54.586>use, <00:17:54.703>whether <00:17:54.820>it <00:17:54.936>is, <00:17:55.053>you <00:17:55.169>know, <00:17:55.286>Codex <00:17:55.403>or <00:17:55.520>um 00:17:56.430 --> 00:17:56.440 align:start position:0% <00:17:56.430>you <00:17:56.432>know, <00:17:56.434>Codex <00:17:56.436>or <00:17:56.439>um 00:17:56.440 --> 00:17:58.550 align:start position:0% <00:17:56.440>you <00:17:56.556>know, <00:17:56.673>Codex <00:17:56.790>or <00:17:56.906>um <00:17:57.023>Cloud <00:17:57.140>Code, <00:17:57.256>etc. <00:17:57.373>There's <00:17:57.490>a <00:17:57.606>ton <00:17:57.723>of <00:17:57.840>stuff 00:17:58.550 --> 00:17:58.560 align:start position:0% <00:17:58.550>Cloud <00:17:58.551>Code, <00:17:58.552>etc. <00:17:58.553>There's <00:17:58.555>a <00:17:58.556>ton <00:17:58.557>of <00:17:58.559>stuff 00:17:58.560 --> 00:18:00.430 align:start position:0% <00:17:58.560>Cloud <00:17:58.659>Code, <00:17:58.760>etc. <00:17:58.860>There's <00:17:58.960>a <00:17:59.060>ton <00:17:59.159>of <00:17:59.260>stuff <00:17:59.360>that <00:17:59.460>happens <00:17:59.560>at <00:17:59.659>a <00:17:59.760>higher <00:17:59.860>level <00:17:59.960>and 00:18:00.430 --> 00:18:00.440 align:start position:0% <00:18:00.430>that <00:18:00.431>happens <00:18:00.433>at <00:18:00.434>a <00:18:00.436>higher <00:18:00.437>level <00:18:00.439>and 00:18:00.440 --> 00:18:02.750 align:start position:0% <00:18:00.440>that <00:18:00.540>happens <00:18:00.640>at <00:18:00.740>a <00:18:00.840>higher <00:18:00.940>level <00:18:01.040>and <00:18:01.140>there's <00:18:01.240>a <00:18:01.340>system <00:18:01.440>to <00:18:01.540>it <00:18:01.640>and <00:18:01.740>you <00:18:01.840>build 00:18:02.750 --> 00:18:02.760 align:start position:0% <00:18:02.750>there's <00:18:02.751>a <00:18:02.752>system <00:18:02.753>to <00:18:02.755>it <00:18:02.756>and <00:18:02.757>you <00:18:02.759>build 00:18:02.760 --> 00:18:04.550 align:start position:0% <00:18:02.760>there's <00:18:02.867>a <00:18:02.975>system <00:18:03.083>to <00:18:03.190>it <00:18:03.298>and <00:18:03.406>you <00:18:03.513>build <00:18:03.621>skills, <00:18:03.729>you <00:18:03.836>build <00:18:03.944>prompts, <00:18:04.052>you <00:18:04.160>build, 00:18:04.550 --> 00:18:04.560 align:start position:0% <00:18:04.550>skills, <00:18:04.551>you <00:18:04.553>build <00:18:04.555>prompts, <00:18:04.557>you <00:18:04.559>build, 00:18:04.560 --> 00:18:05.990 align:start position:0% <00:18:04.560>skills, <00:18:04.677>you <00:18:04.793>build <00:18:04.911>prompts, <00:18:05.028>you <00:18:05.145>build, <00:18:05.262>you <00:18:05.379>know, <00:18:05.496>libraries, <00:18:05.613>you <00:18:05.730>build <00:18:05.847>tools, 00:18:05.990 --> 00:18:06.000 align:start position:0% <00:18:05.990>you <00:18:05.991>know, <00:18:05.993>libraries, <00:18:05.995>you <00:18:05.997>build <00:18:05.999>tools, 00:18:06.000 --> 00:18:07.110 align:start position:0% <00:18:06.000>you <00:18:06.166>know, <00:18:06.333>libraries, <00:18:06.499>you <00:18:06.666>build <00:18:06.832>tools, <00:18:06.998>etc. 00:18:07.110 --> 00:18:07.120 align:start position:0% etc. 00:18:07.120 --> 00:18:09.150 align:start position:0% <00:18:07.120>etc. <00:18:07.260>And <00:18:07.399>what <00:18:07.540>we <00:18:07.679>have <00:18:07.820>seen <00:18:07.959>is <00:18:08.100>that <00:18:08.239>it <00:18:08.379>is <00:18:08.520>not 00:18:09.150 --> 00:18:09.160 align:start position:0% <00:18:09.150>And <00:18:09.151>what <00:18:09.152>we <00:18:09.153>have <00:18:09.154>seen <00:18:09.155>is <00:18:09.156>that <00:18:09.157>it <00:18:09.158>is <00:18:09.159>not 00:18:09.160 --> 00:18:11.990 align:start position:0% <00:18:09.160>And <00:18:09.253>what <00:18:09.346>we <00:18:09.440>have <00:18:09.533>seen <00:18:09.626>is <00:18:09.720>that <00:18:09.813>it <00:18:09.906>is <00:18:10.000>not <00:18:10.093>just <00:18:10.186>about <00:18:10.280>developing <00:18:10.373>software. <00:18:10.466>Bob <00:18:10.560>is 00:18:11.990 --> 00:18:12.000 align:start position:0% <00:18:11.990>just <00:18:11.991>about <00:18:11.993>developing <00:18:11.995>software. <00:18:11.997>Bob <00:18:11.999>is 00:18:12.000 --> 00:18:15.110 align:start position:0% <00:18:12.000>just <00:18:12.127>about <00:18:12.254>developing <00:18:12.381>software. <00:18:12.509>Bob <00:18:12.636>is <00:18:12.763>at <00:18:12.890>every <00:18:13.018>level <00:18:13.145>of <00:18:13.272>software <00:18:13.400>development. 00:18:15.110 --> 00:18:15.120 align:start position:0% <00:18:15.110>at <00:18:15.111>every <00:18:15.113>level <00:18:15.115>of <00:18:15.117>software <00:18:15.119>development. 00:18:15.120 --> 00:18:16.990 align:start position:0% <00:18:15.120>at <00:18:15.236>every <00:18:15.353>level <00:18:15.469>of <00:18:15.586>software <00:18:15.703>development. <00:18:15.820>So, <00:18:15.936>the <00:18:16.053>entire <00:18:16.169>developer <00:18:16.286>life <00:18:16.403>cycle <00:18:16.520>of 00:18:16.990 --> 00:18:17.000 align:start position:0% <00:18:16.990>So, <00:18:16.991>the <00:18:16.993>entire <00:18:16.994>developer <00:18:16.996>life <00:18:16.997>cycle <00:18:16.999>of 00:18:17.000 --> 00:18:18.230 align:start position:0% <00:18:17.000>So, <00:18:17.158>the <00:18:17.316>entire <00:18:17.474>developer <00:18:17.632>life <00:18:17.790>cycle <00:18:17.948>of <00:18:18.107>software 00:18:18.230 --> 00:18:18.240 align:start position:0% software 00:18:18.240 --> 00:18:19.630 align:start position:0% <00:18:18.240>software <00:18:18.396>Bob <00:18:18.552>has <00:18:18.709>a <00:18:18.865>role <00:18:19.021>to <00:18:19.178>play. <00:18:19.334>Whether <00:18:19.491>you're 00:18:19.630 --> 00:18:19.640 align:start position:0% <00:18:19.630>Bob <00:18:19.631>has <00:18:19.632>a <00:18:19.633>role <00:18:19.635>to <00:18:19.636>play. <00:18:19.637>Whether <00:18:19.639>you're 00:18:19.640 --> 00:18:20.990 align:start position:0% <00:18:19.640>Bob <00:18:19.721>has <00:18:19.802>a <00:18:19.883>role <00:18:19.964>to <00:18:20.045>play. <00:18:20.126>Whether <00:18:20.207>you're <00:18:20.288>in <00:18:20.369>a <00:18:20.450>planning <00:18:20.531>role, <00:18:20.612>whether <00:18:20.693>you're <00:18:20.774>in <00:18:20.855>a 00:18:20.990 --> 00:18:21.000 align:start position:0% <00:18:20.990>in <00:18:20.991>a <00:18:20.992>planning <00:18:20.993>role, <00:18:20.995>whether <00:18:20.996>you're <00:18:20.997>in <00:18:20.999>a 00:18:21.000 --> 00:18:22.150 align:start position:0% <00:18:21.000>in <00:18:21.073>a <00:18:21.147>planning <00:18:21.221>role, <00:18:21.295>whether <00:18:21.369>you're <00:18:21.443>in <00:18:21.517>a <00:18:21.591>design <00:18:21.665>role, <00:18:21.739>whether <00:18:21.813>you're <00:18:21.887>in <00:18:21.961>a <00:18:22.035>product 00:18:22.150 --> 00:18:22.160 align:start position:0% <00:18:22.150>design <00:18:22.151>role, <00:18:22.153>whether <00:18:22.154>you're <00:18:22.156>in <00:18:22.157>a <00:18:22.159>product 00:18:22.160 --> 00:18:24.710 align:start position:0% <00:18:22.160>design <00:18:22.300>role, <00:18:22.440>whether <00:18:22.580>you're <00:18:22.720>in <00:18:22.860>a <00:18:23.000>product <00:18:23.140>management <00:18:23.280>role, <00:18:23.420>engineering, <00:18:23.560>CICD, 00:18:24.710 --> 00:18:24.720 align:start position:0% <00:18:24.710>management <00:18:24.713>role, <00:18:24.716>engineering, <00:18:24.719>CICD, 00:18:24.720 --> 00:18:27.070 align:start position:0% <00:18:24.720>management <00:18:24.920>role, <00:18:25.120>engineering, <00:18:25.320>CICD, <00:18:25.520>deployment, <00:18:25.720>you <00:18:25.920>know, <00:18:26.120>documentation, 00:18:27.070 --> 00:18:27.080 align:start position:0% <00:18:27.070>deployment, <00:18:27.072>you <00:18:27.076>know, <00:18:27.079>documentation, 00:18:27.080 --> 00:18:29.430 align:start position:0% <00:18:27.080>deployment, <00:18:27.220>you <00:18:27.360>know, <00:18:27.500>documentation, <00:18:27.639>checking, <00:18:27.780>etc. <00:18:27.919>So, <00:18:28.060>think <00:18:28.199>of <00:18:28.340>each <00:18:28.480>of 00:18:29.430 --> 00:18:29.440 align:start position:0% <00:18:29.430>checking, <00:18:29.431>etc. <00:18:29.433>So, <00:18:29.434>think <00:18:29.436>of <00:18:29.437>each <00:18:29.439>of 00:18:29.440 --> 00:18:31.630 align:start position:0% <00:18:29.440>checking, <00:18:29.547>etc. <00:18:29.655>So, <00:18:29.763>think <00:18:29.870>of <00:18:29.978>each <00:18:30.086>of <00:18:30.193>these <00:18:30.301>roles, <00:18:30.409>a <00:18:30.516>human <00:18:30.624>being <00:18:30.732>being <00:18:30.840>there 00:18:31.630 --> 00:18:31.640 align:start position:0% <00:18:31.630>these <00:18:31.631>roles, <00:18:31.633>a <00:18:31.634>human <00:18:31.636>being <00:18:31.637>being <00:18:31.639>there 00:18:31.640 --> 00:18:33.910 align:start position:0% <00:18:31.640>these <00:18:31.727>roles, <00:18:31.815>a <00:18:31.902>human <00:18:31.990>being <00:18:32.077>being <00:18:32.165>there <00:18:32.252>and <00:18:32.340>an <00:18:32.427>avatar <00:18:32.515>or <00:18:32.602>or <00:18:32.690>a <00:18:32.777>role <00:18:32.865>of <00:18:32.952>Bob <00:18:33.040>being 00:18:33.910 --> 00:18:33.920 align:start position:0% <00:18:33.910>and <00:18:33.911>an <00:18:33.912>avatar <00:18:33.913>or <00:18:33.914>or <00:18:33.915>a <00:18:33.916>role <00:18:33.917>of <00:18:33.918>Bob <00:18:33.919>being 00:18:33.920 --> 00:18:35.870 align:start position:0% <00:18:33.920>and <00:18:34.013>an <00:18:34.106>avatar <00:18:34.200>or <00:18:34.293>or <00:18:34.386>a <00:18:34.480>role <00:18:34.573>of <00:18:34.666>Bob <00:18:34.760>being <00:18:34.853>there <00:18:34.946>and <00:18:35.040>this <00:18:35.133>person <00:18:35.226>interacting <00:18:35.320>with 00:18:35.870 --> 00:18:35.880 align:start position:0% <00:18:35.870>there <00:18:35.871>and <00:18:35.873>this <00:18:35.875>person <00:18:35.877>interacting <00:18:35.879>with 00:18:35.880 --> 00:18:37.710 align:start position:0% <00:18:35.880>there <00:18:35.980>and <00:18:36.080>this <00:18:36.180>person <00:18:36.280>interacting <00:18:36.380>with <00:18:36.480>Bob. <00:18:36.580>But <00:18:36.680>also <00:18:36.780>you <00:18:36.880>see <00:18:36.980>that <00:18:37.080>you <00:18:37.180>have <00:18:37.280>to 00:18:37.710 --> 00:18:37.720 align:start position:0% <00:18:37.710>Bob. <00:18:37.711>But <00:18:37.712>also <00:18:37.713>you <00:18:37.714>see <00:18:37.715>that <00:18:37.716>you <00:18:37.717>have <00:18:37.719>to 00:18:37.720 --> 00:18:39.990 align:start position:0% <00:18:37.720>Bob. <00:18:37.807>But <00:18:37.895>also <00:18:37.982>you <00:18:38.070>see <00:18:38.157>that <00:18:38.245>you <00:18:38.332>have <00:18:38.420>to <00:18:38.507>hand <00:18:38.595>over <00:18:38.682>to <00:18:38.770>the <00:18:38.857>next <00:18:38.945>level. <00:18:39.032>So, <00:18:39.120>there 00:18:39.990 --> 00:18:40.000 align:start position:0% <00:18:39.990>hand <00:18:39.991>over <00:18:39.992>to <00:18:39.993>the <00:18:39.995>next <00:18:39.996>level. <00:18:39.997>So, <00:18:39.999>there 00:18:40.000 --> 00:18:42.430 align:start position:0% <00:18:40.000>hand <00:18:40.100>over <00:18:40.200>to <00:18:40.300>the <00:18:40.400>next <00:18:40.500>level. <00:18:40.600>So, <00:18:40.700>there <00:18:40.800>are <00:18:40.900>tools, <00:18:41.000>there <00:18:41.100>are <00:18:41.200>MCP <00:18:41.300>servers, <00:18:41.400>there 00:18:42.430 --> 00:18:42.440 align:start position:0% <00:18:42.430>are <00:18:42.431>tools, <00:18:42.433>there <00:18:42.434>are <00:18:42.436>MCP <00:18:42.437>servers, <00:18:42.439>there 00:18:42.440 --> 00:18:45.550 align:start position:0% <00:18:42.440>are <00:18:42.533>tools, <00:18:42.626>there <00:18:42.720>are <00:18:42.813>MCP <00:18:42.906>servers, <00:18:43.000>there <00:18:43.093>are <00:18:43.186>rules, <00:18:43.280>all <00:18:43.373>of <00:18:43.466>that <00:18:43.560>um <00:18:43.653>skills, <00:18:43.746>all <00:18:43.840>of 00:18:45.550 --> 00:18:45.560 align:start position:0% <00:18:45.550>are <00:18:45.551>rules, <00:18:45.552>all <00:18:45.553>of <00:18:45.554>that <00:18:45.555>um <00:18:45.556>skills, <00:18:45.557>all <00:18:45.559>of 00:18:45.560 --> 00:18:47.310 align:start position:0% <00:18:45.560>are <00:18:45.647>rules, <00:18:45.735>all <00:18:45.822>of <00:18:45.909>that <00:18:45.997>um <00:18:46.085>skills, <00:18:46.172>all <00:18:46.260>of <00:18:46.347>that <00:18:46.435>have <00:18:46.522>to <00:18:46.610>be <00:18:46.697>hand <00:18:46.784>over <00:18:46.872>in <00:18:46.960>a 00:18:47.310 --> 00:18:47.320 align:start position:0% <00:18:47.310>that <00:18:47.311>have <00:18:47.312>to <00:18:47.313>be <00:18:47.315>hand <00:18:47.316>over <00:18:47.317>in <00:18:47.319>a 00:18:47.320 --> 00:18:49.590 align:start position:0% <00:18:47.320>that <00:18:47.413>have <00:18:47.506>to <00:18:47.600>be <00:18:47.693>hand <00:18:47.786>over <00:18:47.879>in <00:18:47.973>a <00:18:48.066>systematic <00:18:48.159>way. <00:18:48.253>So, <00:18:48.346>what <00:18:48.439>we <00:18:48.533>have <00:18:48.626>seen <00:18:48.720>is 00:18:49.590 --> 00:18:49.600 align:start position:0% <00:18:49.590>systematic <00:18:49.591>way. <00:18:49.592>So, <00:18:49.593>what <00:18:49.595>we <00:18:49.596>have <00:18:49.597>seen <00:18:49.599>is 00:18:49.600 --> 00:18:53.790 align:start position:0% <00:18:49.600>systematic <00:18:49.699>way. <00:18:49.800>So, <00:18:49.899>what <00:18:50.000>we <00:18:50.100>have <00:18:50.199>seen <00:18:50.300>is <00:18:50.399>now <00:18:50.500>our <00:18:50.600>software <00:18:50.699>teams <00:18:50.800>using <00:18:50.899>Bob <00:18:51.000>and 00:18:53.790 --> 00:18:53.800 align:start position:0% <00:18:53.790>now <00:18:53.791>our <00:18:53.793>software <00:18:53.794>teams <00:18:53.796>using <00:18:53.797>Bob <00:18:53.799>and 00:18:53.800 --> 00:18:56.630 align:start position:0% <00:18:53.800>now <00:18:53.940>our <00:18:54.080>software <00:18:54.220>teams <00:18:54.360>using <00:18:54.500>Bob <00:18:54.639>and <00:18:54.780>this <00:18:54.919>communication <00:18:55.060>mechanism <00:18:55.200>between 00:18:56.630 --> 00:18:56.640 align:start position:0% <00:18:56.630>this <00:18:56.633>communication <00:18:56.636>mechanism <00:18:56.639>between 00:18:56.640 --> 00:18:59.550 align:start position:0% <00:18:56.640>this <00:18:56.780>communication <00:18:56.920>mechanism <00:18:57.060>between <00:18:57.200>roles <00:18:57.340>to <00:18:57.480>ensure <00:18:57.620>that <00:18:57.760>things <00:18:57.900>are <00:18:58.040>done 00:18:59.550 --> 00:18:59.560 align:start position:0% <00:18:59.550>roles <00:18:59.551>to <00:18:59.553>ensure <00:18:59.554>that <00:18:59.556>things <00:18:59.557>are <00:18:59.559>done 00:18:59.560 --> 00:19:01.430 align:start position:0% <00:18:59.560>roles <00:18:59.653>to <00:18:59.746>ensure <00:18:59.840>that <00:18:59.933>things <00:19:00.026>are <00:19:00.120>done <00:19:00.213>right. <00:19:00.306>And <00:19:00.399>that's <00:19:00.493>the <00:19:00.586>best <00:19:00.679>way <00:19:00.773>to <00:19:00.866>use <00:19:00.960>AI 00:19:01.430 --> 00:19:01.440 align:start position:0% <00:19:01.430>right. <00:19:01.431>And <00:19:01.432>that's <00:19:01.433>the <00:19:01.434>best <00:19:01.435>way <00:19:01.436>to <00:19:01.437>use <00:19:01.439>AI 00:19:01.440 --> 00:19:02.990 align:start position:0% <00:19:01.440>right. <00:19:01.566>And <00:19:01.693>that's <00:19:01.820>the <00:19:01.947>best <00:19:02.074>way <00:19:02.200>to <00:19:02.327>use <00:19:02.454>AI <00:19:02.581>in <00:19:02.708>our <00:19:02.835>system. 00:19:02.990 --> 00:19:03.000 align:start position:0% <00:19:02.990>in <00:19:02.994>our <00:19:02.999>system. 00:19:03.000 --> 00:19:05.030 align:start position:0% <00:19:03.000>in <00:19:03.127>our <00:19:03.254>system. <00:19:03.381>So, <00:19:03.509>with <00:19:03.636>that, <00:19:03.763>we <00:19:03.890>have <00:19:04.018>as <00:19:04.145>we <00:19:04.272>have <00:19:04.400>gone 00:19:05.030 --> 00:19:05.040 align:start position:0% <00:19:05.030>So, <00:19:05.031>with <00:19:05.032>that, <00:19:05.033>we <00:19:05.034>have <00:19:05.035>as <00:19:05.036>we <00:19:05.037>have <00:19:05.039>gone 00:19:05.040 --> 00:19:06.670 align:start position:0% <00:19:05.040>So, <00:19:05.139>with <00:19:05.240>that, <00:19:05.340>we <00:19:05.440>have <00:19:05.540>as <00:19:05.639>we <00:19:05.740>have <00:19:05.840>gone <00:19:05.940>more <00:19:06.040>and <00:19:06.139>more <00:19:06.240>into <00:19:06.340>agentic <00:19:06.440>software 00:19:06.670 --> 00:19:06.680 align:start position:0% <00:19:06.670>more <00:19:06.671>and <00:19:06.673>more <00:19:06.675>into <00:19:06.677>agentic <00:19:06.679>software 00:19:06.680 --> 00:19:08.350 align:start position:0% <00:19:06.680>more <00:19:06.913>and <00:19:07.146>more <00:19:07.380>into <00:19:07.613>agentic <00:19:07.846>software <00:19:08.080>development 00:19:08.350 --> 00:19:08.360 align:start position:0% development 00:19:08.360 --> 00:19:10.790 align:start position:0% <00:19:08.360>development <00:19:08.534>initially <00:19:08.709>we <00:19:08.885>started <00:19:09.060>as <00:19:09.235>an <00:19:09.409>IDE, <00:19:09.584>then <00:19:09.760>we 00:19:10.790 --> 00:19:10.800 align:start position:0% <00:19:10.790>initially <00:19:10.791>we <00:19:10.792>started <00:19:10.793>as <00:19:10.795>an <00:19:10.796>IDE, <00:19:10.797>then <00:19:10.799>we 00:19:10.800 --> 00:19:13.030 align:start position:0% <00:19:10.800>initially <00:19:10.899>we <00:19:11.000>started <00:19:11.100>as <00:19:11.200>an <00:19:11.300>IDE, <00:19:11.399>then <00:19:11.500>we <00:19:11.600>went <00:19:11.700>to <00:19:11.800>generating <00:19:11.899>shell, <00:19:12.000>but <00:19:12.100>today <00:19:12.200>we 00:19:13.030 --> 00:19:13.040 align:start position:0% <00:19:13.030>went <00:19:13.031>to <00:19:13.033>generating <00:19:13.034>shell, <00:19:13.036>but <00:19:13.037>today <00:19:13.039>we 00:19:13.040 --> 00:19:14.750 align:start position:0% <00:19:13.040>went <00:19:13.156>to <00:19:13.273>generating <00:19:13.389>shell, <00:19:13.506>but <00:19:13.623>today <00:19:13.740>we <00:19:13.856>actually <00:19:13.973>have <00:19:14.090>a <00:19:14.206>substrate, <00:19:14.323>which <00:19:14.440>is 00:19:14.750 --> 00:19:14.760 align:start position:0% <00:19:14.750>actually <00:19:14.751>have <00:19:14.753>a <00:19:14.755>substrate, <00:19:14.757>which <00:19:14.759>is 00:19:14.760 --> 00:19:17.110 align:start position:0% <00:19:14.760>actually <00:19:14.876>have <00:19:14.993>a <00:19:15.110>substrate, <00:19:15.226>which <00:19:15.343>is <00:19:15.460>basically <00:19:15.576>the <00:19:15.693>Bob <00:19:15.810>Harness <00:19:15.926>system. <00:19:16.043>And <00:19:16.160>on 00:19:17.110 --> 00:19:17.120 align:start position:0% <00:19:17.110>basically <00:19:17.111>the <00:19:17.112>Bob <00:19:17.114>Harness <00:19:17.116>system. <00:19:17.117>And <00:19:17.119>on 00:19:17.120 --> 00:19:18.870 align:start position:0% <00:19:17.120>basically <00:19:17.219>the <00:19:17.320>Bob <00:19:17.419>Harness <00:19:17.520>system. <00:19:17.620>And <00:19:17.719>on <00:19:17.820>the <00:19:17.919>top <00:19:18.020>of <00:19:18.120>it, <00:19:18.219>you <00:19:18.320>can <00:19:18.419>either <00:19:18.520>work 00:19:18.870 --> 00:19:18.880 align:start position:0% <00:19:18.870>the <00:19:18.871>top <00:19:18.872>of <00:19:18.873>it, <00:19:18.875>you <00:19:18.876>can <00:19:18.877>either <00:19:18.879>work 00:19:18.880 --> 00:19:21.550 align:start position:0% <00:19:18.880>the <00:19:18.973>top <00:19:19.066>of <00:19:19.160>it, <00:19:19.253>you <00:19:19.346>can <00:19:19.440>either <00:19:19.533>work <00:19:19.626>through <00:19:19.720>an <00:19:19.813>IDE <00:19:19.906>or <00:19:20.000>through <00:19:20.093>a <00:19:20.186>shell, <00:19:20.280>or 00:19:21.550 --> 00:19:21.560 align:start position:0% <00:19:21.550>through <00:19:21.551>an <00:19:21.552>IDE <00:19:21.553>or <00:19:21.555>through <00:19:21.556>a <00:19:21.557>shell, <00:19:21.559>or 00:19:21.560 --> 00:19:23.310 align:start position:0% <00:19:21.560>through <00:19:21.659>an <00:19:21.760>IDE <00:19:21.860>or <00:19:21.960>through <00:19:22.060>a <00:19:22.159>shell, <00:19:22.260>or <00:19:22.360>there's <00:19:22.460>an <00:19:22.560>agentic <00:19:22.659>system, <00:19:22.760>you <00:19:22.860>can <00:19:22.960>have 00:19:23.310 --> 00:19:23.320 align:start position:0% <00:19:23.310>there's <00:19:23.311>an <00:19:23.312>agentic <00:19:23.314>system, <00:19:23.316>you <00:19:23.317>can <00:19:23.319>have 00:19:23.320 --> 00:19:25.510 align:start position:0% <00:19:23.320>there's <00:19:23.419>an <00:19:23.520>agentic <00:19:23.620>system, <00:19:23.720>you <00:19:23.820>can <00:19:23.919>have <00:19:24.020>a <00:19:24.120>remote <00:19:24.220>deployment <00:19:24.320>of <00:19:24.419>Bob <00:19:24.520>as <00:19:24.620>an <00:19:24.720>agent 00:19:25.510 --> 00:19:25.520 align:start position:0% <00:19:25.510>a <00:19:25.511>remote <00:19:25.512>deployment <00:19:25.513>of <00:19:25.515>Bob <00:19:25.516>as <00:19:25.517>an <00:19:25.519>agent 00:19:25.520 --> 00:19:27.190 align:start position:0% <00:19:25.520>a <00:19:25.620>remote <00:19:25.720>deployment <00:19:25.820>of <00:19:25.920>Bob <00:19:26.020>as <00:19:26.120>an <00:19:26.220>agent <00:19:26.320>embedded <00:19:26.420>in <00:19:26.520>any <00:19:26.620>software. <00:19:26.720>That's <00:19:26.820>kind <00:19:26.920>of 00:19:27.190 --> 00:19:27.200 align:start position:0% <00:19:27.190>embedded <00:19:27.191>in <00:19:27.193>any <00:19:27.194>software. <00:19:27.196>That's <00:19:27.197>kind <00:19:27.199>of 00:19:27.200 --> 00:19:28.950 align:start position:0% <00:19:27.200>embedded <00:19:27.340>in <00:19:27.480>any <00:19:27.620>software. <00:19:27.760>That's <00:19:27.900>kind <00:19:28.040>of <00:19:28.180>the <00:19:28.320>architecture <00:19:28.460>we <00:19:28.600>have. 00:19:28.950 --> 00:19:28.960 align:start position:0% <00:19:28.950>the <00:19:28.953>architecture <00:19:28.956>we <00:19:28.959>have. 00:19:28.960 --> 00:19:30.830 align:start position:0% <00:19:28.960>the <00:19:29.115>architecture <00:19:29.271>we <00:19:29.426>have. <00:19:29.582>And <00:19:29.737>so <00:19:29.893>you <00:19:30.048>have <00:19:30.204>shared <00:19:30.360>experiences 00:19:30.830 --> 00:19:30.840 align:start position:0% <00:19:30.830>And <00:19:30.831>so <00:19:30.833>you <00:19:30.835>have <00:19:30.837>shared <00:19:30.839>experiences 00:19:30.840 --> 00:19:32.750 align:start position:0% <00:19:30.840>And <00:19:30.947>so <00:19:31.055>you <00:19:31.163>have <00:19:31.270>shared <00:19:31.378>experiences <00:19:31.486>across <00:19:31.593>all <00:19:31.701>of <00:19:31.809>these <00:19:31.916>clients <00:19:32.024>built <00:19:32.132>upon <00:19:32.240>a 00:19:32.750 --> 00:19:32.760 align:start position:0% <00:19:32.750>across <00:19:32.751>all <00:19:32.752>of <00:19:32.753>these <00:19:32.755>clients <00:19:32.756>built <00:19:32.757>upon <00:19:32.759>a 00:19:32.760 --> 00:19:34.630 align:start position:0% <00:19:32.760>across <00:19:32.915>all <00:19:33.071>of <00:19:33.226>these <00:19:33.382>clients <00:19:33.537>built <00:19:33.693>upon <00:19:33.848>a <00:19:34.004>common <00:19:34.160>substrate. 00:19:34.630 --> 00:19:34.640 align:start position:0% <00:19:34.630>common <00:19:34.639>substrate. 00:19:34.640 --> 00:19:36.470 align:start position:0% <00:19:34.640>common <00:19:34.840>substrate. <00:19:35.040>Now <00:19:35.240>again, <00:19:35.440>we <00:19:35.640>are <00:19:35.840>in <00:19:36.040>IBM 00:19:36.470 --> 00:19:36.480 align:start position:0% <00:19:36.470>Now <00:19:36.471>again, <00:19:36.473>we <00:19:36.475>are <00:19:36.477>in <00:19:36.479>IBM 00:19:36.480 --> 00:19:37.790 align:start position:0% <00:19:36.480>Now <00:19:36.676>again, <00:19:36.873>we <00:19:37.069>are <00:19:37.266>in <00:19:37.462>IBM <00:19:37.658>and 00:19:37.790 --> 00:19:37.800 align:start position:0% and 00:19:37.800 --> 00:19:39.710 align:start position:0% <00:19:37.800>and <00:19:37.975>we <00:19:38.149>a <00:19:38.325>lot <00:19:38.500>of <00:19:38.675>our <00:19:38.850>customers <00:19:39.024>are <00:19:39.200>enterprise 00:19:39.710 --> 00:19:39.720 align:start position:0% <00:19:39.710>we <00:19:39.711>a <00:19:39.712>lot <00:19:39.713>of <00:19:39.715>our <00:19:39.716>customers <00:19:39.717>are <00:19:39.719>enterprise 00:19:39.720 --> 00:19:41.710 align:start position:0% <00:19:39.720>we <00:19:39.820>a <00:19:39.920>lot <00:19:40.020>of <00:19:40.120>our <00:19:40.220>customers <00:19:40.320>are <00:19:40.420>enterprise <00:19:40.520>customers. <00:19:40.620>So <00:19:40.720>because <00:19:40.820>a <00:19:40.920>lot <00:19:41.020>of <00:19:41.120>our 00:19:41.710 --> 00:19:41.720 align:start position:0% <00:19:41.710>customers. <00:19:41.711>So <00:19:41.713>because <00:19:41.714>a <00:19:41.716>lot <00:19:41.717>of <00:19:41.719>our 00:19:41.720 --> 00:19:43.430 align:start position:0% <00:19:41.720>customers. <00:19:41.847>So <00:19:41.974>because <00:19:42.101>a <00:19:42.229>lot <00:19:42.356>of <00:19:42.483>our <00:19:42.610>customers <00:19:42.738>are <00:19:42.865>enterprise <00:19:42.992>customers, <00:19:43.120>the 00:19:43.430 --> 00:19:43.440 align:start position:0% <00:19:43.430>customers <00:19:43.432>are <00:19:43.434>enterprise <00:19:43.436>customers, <00:19:43.439>the 00:19:43.440 --> 00:19:45.630 align:start position:0% <00:19:43.440>customers <00:19:43.580>are <00:19:43.720>enterprise <00:19:43.860>customers, <00:19:44.000>the <00:19:44.140>workloads <00:19:44.280>are <00:19:44.420>very, <00:19:44.560>very <00:19:44.700>different. <00:19:44.840>We 00:19:45.630 --> 00:19:45.640 align:start position:0% <00:19:45.630>workloads <00:19:45.631>are <00:19:45.633>very, <00:19:45.635>very <00:19:45.637>different. <00:19:45.639>We 00:19:45.640 --> 00:19:47.630 align:start position:0% <00:19:45.640>workloads <00:19:45.740>are <00:19:45.840>very, <00:19:45.940>very <00:19:46.040>different. <00:19:46.140>We <00:19:46.240>see <00:19:46.340>very <00:19:46.440>little <00:19:46.540>Python. <00:19:46.640>We <00:19:46.740>see <00:19:46.840>a <00:19:46.940>lot <00:19:47.040>of 00:19:47.630 --> 00:19:47.640 align:start position:0% <00:19:47.630>see <00:19:47.631>very <00:19:47.632>little <00:19:47.633>Python. <00:19:47.634>We <00:19:47.635>see <00:19:47.636>a <00:19:47.637>lot <00:19:47.639>of 00:19:47.640 --> 00:19:49.710 align:start position:0% <00:19:47.640>see <00:19:47.740>very <00:19:47.840>little <00:19:47.940>Python. <00:19:48.040>We <00:19:48.140>see <00:19:48.240>a <00:19:48.340>lot <00:19:48.440>of <00:19:48.540>enterprise <00:19:48.640>kind <00:19:48.740>of <00:19:48.840>workloads. <00:19:48.940>In <00:19:49.040>fact, 00:19:49.710 --> 00:19:49.720 align:start position:0% <00:19:49.710>enterprise <00:19:49.711>kind <00:19:49.713>of <00:19:49.715>workloads. <00:19:49.717>In <00:19:49.719>fact, 00:19:49.720 --> 00:19:52.910 align:start position:0% <00:19:49.720>enterprise <00:19:49.827>kind <00:19:49.935>of <00:19:50.043>workloads. <00:19:50.150>In <00:19:50.258>fact, <00:19:50.366>you <00:19:50.473>know, <00:19:50.581>we <00:19:50.689>know <00:19:50.796>that <00:19:50.904>more <00:19:51.012>than <00:19:51.120>60% 00:19:52.910 --> 00:19:52.920 align:start position:0% <00:19:52.910>you <00:19:52.911>know, <00:19:52.912>we <00:19:52.913>know <00:19:52.915>that <00:19:52.916>more <00:19:52.917>than <00:19:52.919>60% 00:19:52.920 --> 00:19:53.910 align:start position:0% <00:19:52.920>you <00:19:53.031>know, <00:19:53.142>we <00:19:53.254>know <00:19:53.365>that <00:19:53.476>more <00:19:53.588>than <00:19:53.699>60% <00:19:53.811>of 00:19:53.910 --> 00:19:53.920 align:start position:0% of 00:19:53.920 --> 00:19:57.030 align:start position:0% <00:19:53.920>of <00:19:54.270>workloads <00:19:54.620>are <00:19:54.970>actually <00:19:55.320>migration, 00:19:57.030 --> 00:19:57.040 align:start position:0% <00:19:57.030>workloads <00:19:57.033>are <00:19:57.036>actually <00:19:57.039>migration, 00:19:57.040 --> 00:19:59.350 align:start position:0% <00:19:57.040>workloads <00:19:57.240>are <00:19:57.440>actually <00:19:57.639>migration, <00:19:57.840>modernization, <00:19:58.040>or <00:19:58.240>maintenance <00:19:58.440>workloads. 00:19:59.350 --> 00:19:59.360 align:start position:0% <00:19:59.350>modernization, <00:19:59.352>or <00:19:59.356>maintenance <00:19:59.359>workloads. 00:19:59.360 --> 00:20:00.830 align:start position:0% <00:19:59.360>modernization, <00:19:59.525>or <00:19:59.690>maintenance <00:19:59.856>workloads. <00:20:00.021>Very <00:20:00.186>little <00:20:00.352>code <00:20:00.517>gets <00:20:00.683>written 00:20:00.830 --> 00:20:00.840 align:start position:0% <00:20:00.830>Very <00:20:00.832>little <00:20:00.834>code <00:20:00.836>gets <00:20:00.839>written 00:20:00.840 --> 00:20:03.190 align:start position:0% <00:20:00.840>Very <00:20:00.967>little <00:20:01.094>code <00:20:01.221>gets <00:20:01.349>written <00:20:01.476>automatically. <00:20:01.603>So <00:20:01.730>a <00:20:01.858>ton <00:20:01.985>of <00:20:02.112>money <00:20:02.240>gets 00:20:03.190 --> 00:20:03.200 align:start position:0% <00:20:03.190>automatically. <00:20:03.191>So <00:20:03.193>a <00:20:03.194>ton <00:20:03.196>of <00:20:03.197>money <00:20:03.199>gets 00:20:03.200 --> 00:20:05.350 align:start position:0% <00:20:03.200>automatically. <00:20:03.300>So <00:20:03.400>a <00:20:03.500>ton <00:20:03.600>of <00:20:03.700>money <00:20:03.800>gets <00:20:03.900>made <00:20:04.000>in <00:20:04.100>doing <00:20:04.200>these <00:20:04.300>things. <00:20:04.400>So <00:20:04.500>how <00:20:04.600>do 00:20:05.350 --> 00:20:05.360 align:start position:0% <00:20:05.350>made <00:20:05.351>in <00:20:05.352>doing <00:20:05.353>these <00:20:05.355>things. <00:20:05.356>So <00:20:05.357>how <00:20:05.359>do 00:20:05.360 --> 00:20:08.470 align:start position:0% <00:20:05.360>made <00:20:05.459>in <00:20:05.560>doing <00:20:05.659>these <00:20:05.760>things. <00:20:05.860>So <00:20:05.959>how <00:20:06.060>do <00:20:06.159>you <00:20:06.260>use <00:20:06.360>AI <00:20:06.459>tools <00:20:06.560>like <00:20:06.659>Bob <00:20:06.760>to 00:20:08.470 --> 00:20:08.480 align:start position:0% <00:20:08.470>you <00:20:08.471>use <00:20:08.473>AI <00:20:08.474>tools <00:20:08.476>like <00:20:08.477>Bob <00:20:08.479>to 00:20:08.480 --> 00:20:11.190 align:start position:0% <00:20:08.480>you <00:20:08.607>use <00:20:08.734>AI <00:20:08.861>tools <00:20:08.989>like <00:20:09.116>Bob <00:20:09.243>to <00:20:09.370>do <00:20:09.498>this <00:20:09.625>enterprise <00:20:09.752>level <00:20:09.880>um 00:20:11.190 --> 00:20:11.200 align:start position:0% <00:20:11.190>do <00:20:11.192>this <00:20:11.194>enterprise <00:20:11.196>level <00:20:11.199>um 00:20:11.200 --> 00:20:13.710 align:start position:0% <00:20:11.200>do <00:20:11.340>this <00:20:11.480>enterprise <00:20:11.620>level <00:20:11.760>um <00:20:11.900>modernization. <00:20:12.040>So <00:20:12.180>for <00:20:12.320>example, <00:20:12.460>we <00:20:12.600>have 00:20:13.710 --> 00:20:13.720 align:start position:0% <00:20:13.710>modernization. <00:20:13.711>So <00:20:13.713>for <00:20:13.715>example, <00:20:13.717>we <00:20:13.719>have 00:20:13.720 --> 00:20:15.630 align:start position:0% <00:20:13.720>modernization. <00:20:13.836>So <00:20:13.953>for <00:20:14.070>example, <00:20:14.186>we <00:20:14.303>have <00:20:14.420>Java <00:20:14.536>modes, <00:20:14.653>which <00:20:14.770>is <00:20:14.886>a <00:20:15.003>higher <00:20:15.120>level 00:20:15.630 --> 00:20:15.640 align:start position:0% <00:20:15.630>Java <00:20:15.631>modes, <00:20:15.633>which <00:20:15.634>is <00:20:15.636>a <00:20:15.637>higher <00:20:15.639>level 00:20:15.640 --> 00:20:17.590 align:start position:0% <00:20:15.640>Java <00:20:15.740>modes, <00:20:15.840>which <00:20:15.940>is <00:20:16.040>a <00:20:16.140>higher <00:20:16.240>level <00:20:16.340>abstraction <00:20:16.440>on <00:20:16.540>Bob <00:20:16.640>and <00:20:16.740>tooling <00:20:16.840>on <00:20:16.940>top <00:20:17.040>of 00:20:17.590 --> 00:20:17.600 align:start position:0% <00:20:17.590>abstraction <00:20:17.591>on <00:20:17.592>Bob <00:20:17.593>and <00:20:17.595>tooling <00:20:17.596>on <00:20:17.597>top <00:20:17.599>of 00:20:17.600 --> 00:20:19.510 align:start position:0% <00:20:17.600>abstraction <00:20:17.693>on <00:20:17.786>Bob <00:20:17.879>and <00:20:17.973>tooling <00:20:18.066>on <00:20:18.159>top <00:20:18.253>of <00:20:18.346>Bob. <00:20:18.439>Arvinder <00:20:18.533>will <00:20:18.626>show <00:20:18.719>you <00:20:18.813>in <00:20:18.906>a <00:20:19.000>minute 00:20:19.510 --> 00:20:19.520 align:start position:0% <00:20:19.510>Bob. <00:20:19.511>Arvinder <00:20:19.512>will <00:20:19.513>show <00:20:19.515>you <00:20:19.516>in <00:20:19.517>a <00:20:19.519>minute 00:20:19.520 --> 00:20:21.190 align:start position:0% <00:20:19.520>Bob. <00:20:19.627>Arvinder <00:20:19.735>will <00:20:19.843>show <00:20:19.950>you <00:20:20.058>in <00:20:20.166>a <00:20:20.273>minute <00:20:20.381>how <00:20:20.489>it <00:20:20.596>is <00:20:20.704>done <00:20:20.812>a <00:20:20.920>demo. 00:20:21.190 --> 00:20:21.200 align:start position:0% <00:20:21.190>how <00:20:21.191>it <00:20:21.193>is <00:20:21.195>done <00:20:21.197>a <00:20:21.199>demo. 00:20:21.200 --> 00:20:23.390 align:start position:0% <00:20:21.200>how <00:20:21.375>it <00:20:21.550>is <00:20:21.725>done <00:20:21.900>a <00:20:22.075>demo. <00:20:22.250>And <00:20:22.425>for <00:20:22.600>example, 00:20:23.390 --> 00:20:23.400 align:start position:0% <00:20:23.390>And <00:20:23.394>for <00:20:23.399>example, 00:20:23.400 --> 00:20:25.830 align:start position:0% <00:20:23.400>And <00:20:23.540>for <00:20:23.680>example, <00:20:23.820>take <00:20:23.960>traditional <00:20:24.100>Java <00:20:24.240>7 <00:20:24.380>or <00:20:24.520>Java <00:20:24.660>15 <00:20:24.800>to 00:20:25.830 --> 00:20:25.840 align:start position:0% <00:20:25.830>take <00:20:25.831>traditional <00:20:25.832>Java <00:20:25.833>7 <00:20:25.835>or <00:20:25.836>Java <00:20:25.837>15 <00:20:25.839>to 00:20:25.840 --> 00:20:28.190 align:start position:0% <00:20:25.840>take <00:20:25.933>traditional <00:20:26.026>Java <00:20:26.120>7 <00:20:26.213>or <00:20:26.306>Java <00:20:26.399>15 <00:20:26.493>to <00:20:26.586>Java <00:20:26.679>25, <00:20:26.773>or <00:20:26.866>you <00:20:26.959>want <00:20:27.053>to <00:20:27.146>take <00:20:27.240>traditional 00:20:28.190 --> 00:20:28.200 align:start position:0% <00:20:28.190>Java <00:20:28.191>25, <00:20:28.192>or <00:20:28.193>you <00:20:28.195>want <00:20:28.196>to <00:20:28.197>take <00:20:28.199>traditional 00:20:28.200 --> 00:20:30.030 align:start position:0% <00:20:28.200>Java <00:20:28.327>25, <00:20:28.454>or <00:20:28.581>you <00:20:28.709>want <00:20:28.836>to <00:20:28.963>take <00:20:29.090>traditional <00:20:29.218>framework <00:20:29.345>monolithic <00:20:29.472>frameworks <00:20:29.600>to 00:20:30.030 --> 00:20:30.040 align:start position:0% <00:20:30.030>framework <00:20:30.033>monolithic <00:20:30.036>frameworks <00:20:30.039>to 00:20:30.040 --> 00:20:31.790 align:start position:0% <00:20:30.040>framework <00:20:30.240>monolithic <00:20:30.440>frameworks <00:20:30.639>to <00:20:30.840>modernize <00:20:31.040>frameworks, <00:20:31.240>change <00:20:31.440>traditional 00:20:31.790 --> 00:20:31.800 align:start position:0% <00:20:31.790>modernize <00:20:31.793>frameworks, <00:20:31.796>change <00:20:31.799>traditional 00:20:31.800 --> 00:20:32.830 align:start position:0% <00:20:31.800>modernize <00:20:31.985>frameworks, <00:20:32.170>change <00:20:32.356>traditional <00:20:32.541>UI <00:20:32.726>like 00:20:32.830 --> 00:20:32.840 align:start position:0% <00:20:32.830>UI <00:20:32.839>like 00:20:32.840 --> 00:20:35.070 align:start position:0% <00:20:32.840>UI <00:20:33.014>like <00:20:33.189>Java <00:20:33.365>Faces <00:20:33.540>etc. <00:20:33.715>to <00:20:33.889>modernize, <00:20:34.064>you <00:20:34.240>know, 00:20:35.070 --> 00:20:35.080 align:start position:0% <00:20:35.070>Java <00:20:35.071>Faces <00:20:35.072>etc. <00:20:35.074>to <00:20:35.076>modernize, <00:20:35.077>you <00:20:35.079>know, 00:20:35.080 --> 00:20:37.750 align:start position:0% <00:20:35.080>Java <00:20:35.173>Faces <00:20:35.266>etc. <00:20:35.360>to <00:20:35.453>modernize, <00:20:35.546>you <00:20:35.639>know, <00:20:35.733>React, <00:20:35.826>and <00:20:35.919>so <00:20:36.013>on. <00:20:36.106>And <00:20:36.199>then <00:20:36.293>if <00:20:36.386>there <00:20:36.480>are 00:20:37.750 --> 00:20:37.760 align:start position:0% <00:20:37.750>React, <00:20:37.751>and <00:20:37.752>so <00:20:37.753>on. <00:20:37.754>And <00:20:37.755>then <00:20:37.756>if <00:20:37.757>there <00:20:37.759>are 00:20:37.760 --> 00:20:39.350 align:start position:0% <00:20:37.760>React, <00:20:37.860>and <00:20:37.960>so <00:20:38.060>on. <00:20:38.160>And <00:20:38.260>then <00:20:38.360>if <00:20:38.460>there <00:20:38.560>are <00:20:38.660>missing <00:20:38.760>tests, <00:20:38.860>you <00:20:38.960>want <00:20:39.060>to <00:20:39.160>generate 00:20:39.350 --> 00:20:39.360 align:start position:0% <00:20:39.350>missing <00:20:39.351>tests, <00:20:39.353>you <00:20:39.355>want <00:20:39.357>to <00:20:39.359>generate 00:20:39.360 --> 00:20:40.790 align:start position:0% <00:20:39.360>missing <00:20:39.476>tests, <00:20:39.593>you <00:20:39.711>want <00:20:39.828>to <00:20:39.945>generate <00:20:40.062>automatically <00:20:40.178>tests, <00:20:40.296>and <00:20:40.413>then <00:20:40.530>you <00:20:40.647>want 00:20:40.790 --> 00:20:40.800 align:start position:0% <00:20:40.790>automatically <00:20:40.791>tests, <00:20:40.793>and <00:20:40.795>then <00:20:40.797>you <00:20:40.799>want 00:20:40.800 --> 00:20:42.350 align:start position:0% <00:20:40.800>automatically <00:20:40.916>tests, <00:20:41.032>and <00:20:41.148>then <00:20:41.264>you <00:20:41.381>want <00:20:41.497>to <00:20:41.613>do <00:20:41.730>vulnerability <00:20:41.846>etc. <00:20:41.962>So <00:20:42.078>there's <00:20:42.195>a 00:20:42.350 --> 00:20:42.360 align:start position:0% <00:20:42.350>to <00:20:42.351>do <00:20:42.352>vulnerability <00:20:42.354>etc. <00:20:42.356>So <00:20:42.357>there's <00:20:42.359>a 00:20:42.360 --> 00:20:44.710 align:start position:0% <00:20:42.360>to <00:20:42.447>do <00:20:42.534>vulnerability <00:20:42.622>etc. <00:20:42.709>So <00:20:42.797>there's <00:20:42.885>a <00:20:42.972>ton <00:20:43.060>of <00:20:43.147>stuff <00:20:43.235>that <00:20:43.322>has <00:20:43.409>to <00:20:43.497>be <00:20:43.584>done <00:20:43.672>as <00:20:43.760>part 00:20:44.710 --> 00:20:44.720 align:start position:0% <00:20:44.710>ton <00:20:44.711>of <00:20:44.712>stuff <00:20:44.713>that <00:20:44.714>has <00:20:44.715>to <00:20:44.716>be <00:20:44.717>done <00:20:44.718>as <00:20:44.719>part 00:20:44.720 --> 00:20:46.870 align:start position:0% <00:20:44.720>ton <00:20:44.813>of <00:20:44.906>stuff <00:20:45.000>that <00:20:45.093>has <00:20:45.186>to <00:20:45.280>be <00:20:45.373>done <00:20:45.466>as <00:20:45.560>part <00:20:45.653>of <00:20:45.746>migration <00:20:45.840>efforts. <00:20:45.933>Can <00:20:46.026>we <00:20:46.120>automate 00:20:46.870 --> 00:20:46.880 align:start position:0% <00:20:46.870>of <00:20:46.871>migration <00:20:46.873>efforts. <00:20:46.875>Can <00:20:46.877>we <00:20:46.879>automate 00:20:46.880 --> 00:20:49.230 align:start position:0% <00:20:46.880>of <00:20:46.987>migration <00:20:47.095>efforts. <00:20:47.203>Can <00:20:47.310>we <00:20:47.418>automate <00:20:47.526>them <00:20:47.633>as <00:20:47.741>much <00:20:47.849>as <00:20:47.956>possible <00:20:48.064>and <00:20:48.172>can <00:20:48.280>you 00:20:49.230 --> 00:20:49.240 align:start position:0% <00:20:49.230>them <00:20:49.231>as <00:20:49.232>much <00:20:49.233>as <00:20:49.235>possible <00:20:49.236>and <00:20:49.237>can <00:20:49.239>you 00:20:49.240 --> 00:20:51.070 align:start position:0% <00:20:49.240>them <00:20:49.340>as <00:20:49.440>much <00:20:49.540>as <00:20:49.640>possible <00:20:49.740>and <00:20:49.840>can <00:20:49.940>you <00:20:50.040>create <00:20:50.140>tools <00:20:50.240>for <00:20:50.340>that? <00:20:50.440>And <00:20:50.540>those <00:20:50.640>kinds 00:20:51.070 --> 00:20:51.080 align:start position:0% <00:20:51.070>create <00:20:51.071>tools <00:20:51.072>for <00:20:51.074>that? <00:20:51.076>And <00:20:51.077>those <00:20:51.079>kinds 00:20:51.080 --> 00:20:52.990 align:start position:0% <00:20:51.080>create <00:20:51.220>tools <00:20:51.360>for <00:20:51.500>that? <00:20:51.639>And <00:20:51.780>those <00:20:51.919>kinds <00:20:52.060>of <00:20:52.199>abstractions <00:20:52.340>are <00:20:52.480>available. 00:20:52.990 --> 00:20:53.000 align:start position:0% <00:20:52.990>of <00:20:52.993>abstractions <00:20:52.996>are <00:20:52.999>available. 00:20:53.000 --> 00:20:54.430 align:start position:0% <00:20:53.000>of <00:20:53.128>abstractions <00:20:53.257>are <00:20:53.386>available. <00:20:53.514>Similarly, <00:20:53.643>you <00:20:53.772>know, <00:20:53.900>there's <00:20:54.029>a <00:20:54.158>ton <00:20:54.287>of 00:20:54.430 --> 00:20:54.440 align:start position:0% <00:20:54.430>Similarly, <00:20:54.431>you <00:20:54.433>know, <00:20:54.434>there's <00:20:54.436>a <00:20:54.437>ton <00:20:54.439>of 00:20:54.440 --> 00:20:56.470 align:start position:0% <00:20:54.440>Similarly, <00:20:54.533>you <00:20:54.626>know, <00:20:54.720>there's <00:20:54.813>a <00:20:54.906>ton <00:20:55.000>of <00:20:55.093>COBOL <00:20:55.186>out <00:20:55.280>there. <00:20:55.373>You <00:20:55.466>and <00:20:55.560>I <00:20:55.653>may <00:20:55.746>not <00:20:55.840>know 00:20:56.470 --> 00:20:56.480 align:start position:0% <00:20:56.470>COBOL <00:20:56.471>out <00:20:56.472>there. <00:20:56.473>You <00:20:56.474>and <00:20:56.475>I <00:20:56.476>may <00:20:56.477>not <00:20:56.479>know 00:20:56.480 --> 00:20:58.830 align:start position:0% <00:20:56.480>COBOL <00:20:56.562>out <00:20:56.644>there. <00:20:56.727>You <00:20:56.809>and <00:20:56.891>I <00:20:56.974>may <00:20:57.056>not <00:20:57.138>know <00:20:57.221>how <00:20:57.303>to <00:20:57.385>code <00:20:57.468>in <00:20:57.550>COBOL <00:20:57.632>anymore, <00:20:57.715>but <00:20:57.797>at <00:20:57.880>the 00:20:58.830 --> 00:20:58.840 align:start position:0% <00:20:58.830>how <00:20:58.831>to <00:20:58.832>code <00:20:58.833>in <00:20:58.834>COBOL <00:20:58.835>anymore, <00:20:58.836>but <00:20:58.837>at <00:20:58.839>the 00:20:58.840 --> 00:21:01.390 align:start position:0% <00:20:58.840>how <00:20:58.933>to <00:20:59.026>code <00:20:59.120>in <00:20:59.213>COBOL <00:20:59.306>anymore, <00:20:59.399>but <00:20:59.493>at <00:20:59.586>the <00:20:59.679>same <00:20:59.773>time, <00:20:59.866>IBM <00:20:59.959>has <00:21:00.053>50 <00:21:00.146>years <00:21:00.240>of 00:21:01.390 --> 00:21:01.400 align:start position:0% <00:21:01.390>same <00:21:01.391>time, <00:21:01.393>IBM <00:21:01.394>has <00:21:01.396>50 <00:21:01.397>years <00:21:01.399>of 00:21:01.400 --> 00:21:02.710 align:start position:0% <00:21:01.400>same <00:21:01.507>time, <00:21:01.614>IBM <00:21:01.721>has <00:21:01.828>50 <00:21:01.935>years <00:21:02.043>of <00:21:02.150>experience <00:21:02.257>doing <00:21:02.364>COBOL. <00:21:02.471>We <00:21:02.579>have 00:21:02.710 --> 00:21:02.720 align:start position:0% <00:21:02.710>experience <00:21:02.712>doing <00:21:02.714>COBOL. <00:21:02.716>We <00:21:02.719>have 00:21:02.720 --> 00:21:03.910 align:start position:0% <00:21:02.720>experience <00:21:02.853>doing <00:21:02.987>COBOL. <00:21:03.121>We <00:21:03.255>have <00:21:03.389>experience <00:21:03.523>with <00:21:03.657>building <00:21:03.791>COBOL 00:21:03.910 --> 00:21:03.920 align:start position:0% <00:21:03.910>experience <00:21:03.913>with <00:21:03.916>building <00:21:03.919>COBOL 00:21:03.920 --> 00:21:06.270 align:start position:0% <00:21:03.920>experience <00:21:04.095>with <00:21:04.270>building <00:21:04.445>COBOL <00:21:04.620>compilers, <00:21:04.795>runtime <00:21:04.970>systems, <00:21:05.145>you <00:21:05.320>know, 00:21:06.270 --> 00:21:06.280 align:start position:0% <00:21:06.270>compilers, <00:21:06.272>runtime <00:21:06.274>systems, <00:21:06.276>you <00:21:06.279>know, 00:21:06.280 --> 00:21:08.470 align:start position:0% <00:21:06.280>compilers, <00:21:06.420>runtime <00:21:06.560>systems, <00:21:06.700>you <00:21:06.840>know, <00:21:06.980>program <00:21:07.120>analysis <00:21:07.260>tools. <00:21:07.399>Can <00:21:07.540>we <00:21:07.680>bring 00:21:08.470 --> 00:21:08.480 align:start position:0% <00:21:08.470>program <00:21:08.471>analysis <00:21:08.473>tools. <00:21:08.475>Can <00:21:08.477>we <00:21:08.479>bring 00:21:08.480 --> 00:21:10.950 align:start position:0% <00:21:08.480>program <00:21:08.607>analysis <00:21:08.734>tools. <00:21:08.861>Can <00:21:08.989>we <00:21:09.116>bring <00:21:09.243>these <00:21:09.370>deterministic <00:21:09.498>tools <00:21:09.625>to <00:21:09.752>work <00:21:09.880>with 00:21:10.950 --> 00:21:10.960 align:start position:0% <00:21:10.950>these <00:21:10.951>deterministic <00:21:10.953>tools <00:21:10.955>to <00:21:10.957>work <00:21:10.959>with 00:21:10.960 --> 00:21:13.590 align:start position:0% <00:21:10.960>these <00:21:11.076>deterministic <00:21:11.193>tools <00:21:11.310>to <00:21:11.426>work <00:21:11.543>with <00:21:11.660>AI <00:21:11.776>and <00:21:11.893>provide <00:21:12.010>abstractions <00:21:12.126>on <00:21:12.243>top <00:21:12.360>of 00:21:13.590 --> 00:21:13.600 align:start position:0% <00:21:13.590>AI <00:21:13.591>and <00:21:13.592>provide <00:21:13.594>abstractions <00:21:13.596>on <00:21:13.597>top <00:21:13.599>of 00:21:13.600 --> 00:21:15.590 align:start position:0% <00:21:13.600>AI <00:21:13.693>and <00:21:13.786>provide <00:21:13.879>abstractions <00:21:13.973>on <00:21:14.066>top <00:21:14.159>of <00:21:14.253>tools <00:21:14.346>like <00:21:14.439>Bob <00:21:14.533>to <00:21:14.626>that? <00:21:14.719>So, <00:21:14.813>we <00:21:14.906>have <00:21:15.000>that 00:21:15.590 --> 00:21:15.600 align:start position:0% <00:21:15.590>tools <00:21:15.591>like <00:21:15.592>Bob <00:21:15.593>to <00:21:15.594>that? <00:21:15.595>So, <00:21:15.596>we <00:21:15.597>have <00:21:15.599>that 00:21:15.600 --> 00:21:17.750 align:start position:0% <00:21:15.600>tools <00:21:15.693>like <00:21:15.786>Bob <00:21:15.879>to <00:21:15.973>that? <00:21:16.066>So, <00:21:16.159>we <00:21:16.253>have <00:21:16.346>that <00:21:16.439>as <00:21:16.533>well. <00:21:16.626>And <00:21:16.719>of <00:21:16.813>course, <00:21:16.906>DevSecOps <00:21:17.000>is 00:21:17.750 --> 00:21:17.760 align:start position:0% <00:21:17.750>as <00:21:17.751>well. <00:21:17.753>And <00:21:17.754>of <00:21:17.756>course, <00:21:17.757>DevSecOps <00:21:17.759>is 00:21:17.760 --> 00:21:19.470 align:start position:0% <00:21:17.760>as <00:21:17.876>well. <00:21:17.993>And <00:21:18.110>of <00:21:18.226>course, <00:21:18.343>DevSecOps <00:21:18.460>is <00:21:18.576>really, <00:21:18.693>really <00:21:18.810>important. <00:21:18.926>We <00:21:19.043>want <00:21:19.160>to 00:21:19.470 --> 00:21:19.480 align:start position:0% <00:21:19.470>really, <00:21:19.471>really <00:21:19.473>important. <00:21:19.475>We <00:21:19.477>want <00:21:19.479>to 00:21:19.480 --> 00:21:21.070 align:start position:0% <00:21:19.480>really, <00:21:19.587>really <00:21:19.695>important. <00:21:19.803>We <00:21:19.910>want <00:21:20.018>to <00:21:20.126>shift <00:21:20.233>this <00:21:20.341>as <00:21:20.449>much <00:21:20.556>as <00:21:20.664>possible <00:21:20.772>to <00:21:20.880>the 00:21:21.070 --> 00:21:21.080 align:start position:0% <00:21:21.070>shift <00:21:21.071>this <00:21:21.072>as <00:21:21.073>much <00:21:21.075>as <00:21:21.076>possible <00:21:21.077>to <00:21:21.079>the 00:21:21.080 --> 00:21:24.510 align:start position:0% <00:21:21.080>shift <00:21:21.173>this <00:21:21.266>as <00:21:21.360>much <00:21:21.453>as <00:21:21.546>possible <00:21:21.639>to <00:21:21.733>the <00:21:21.826>left <00:21:21.919>so <00:21:22.013>that <00:21:22.106>we <00:21:22.199>can <00:21:22.293>provide <00:21:22.386>a <00:21:22.480>security 00:21:24.510 --> 00:21:24.520 align:start position:0% <00:21:24.510>left <00:21:24.511>so <00:21:24.512>that <00:21:24.513>we <00:21:24.515>can <00:21:24.516>provide <00:21:24.517>a <00:21:24.519>security 00:21:24.520 --> 00:21:26.270 align:start position:0% <00:21:24.520>left <00:21:24.636>so <00:21:24.753>that <00:21:24.870>we <00:21:24.986>can <00:21:25.103>provide <00:21:25.220>a <00:21:25.336>security <00:21:25.453>experience <00:21:25.570>and <00:21:25.686>our <00:21:25.803>enterprise <00:21:25.920>customers 00:21:26.270 --> 00:21:26.280 align:start position:0% <00:21:26.270>experience <00:21:26.272>and <00:21:26.274>our <00:21:26.276>enterprise <00:21:26.279>customers 00:21:26.280 --> 00:21:27.950 align:start position:0% <00:21:26.280>experience <00:21:26.407>and <00:21:26.534>our <00:21:26.661>enterprise <00:21:26.789>customers <00:21:26.916>often <00:21:27.043>worry <00:21:27.170>about <00:21:27.298>these <00:21:27.425>things. <00:21:27.552>So, <00:21:27.680>how 00:21:27.950 --> 00:21:27.960 align:start position:0% <00:21:27.950>often <00:21:27.951>worry <00:21:27.953>about <00:21:27.954>these <00:21:27.956>things. <00:21:27.957>So, <00:21:27.959>how 00:21:27.960 --> 00:21:29.470 align:start position:0% <00:21:27.960>often <00:21:28.050>worry <00:21:28.141>about <00:21:28.231>these <00:21:28.322>things. <00:21:28.413>So, <00:21:28.503>how <00:21:28.594>do <00:21:28.684>you <00:21:28.775>provide <00:21:28.866>that <00:21:28.956>on <00:21:29.047>top <00:21:29.137>of <00:21:29.228>Bob? <00:21:29.319>So, 00:21:29.470 --> 00:21:29.480 align:start position:0% <00:21:29.470>do <00:21:29.471>you <00:21:29.472>provide <00:21:29.473>that <00:21:29.474>on <00:21:29.475>top <00:21:29.476>of <00:21:29.477>Bob? <00:21:29.479>So, 00:21:29.480 --> 00:21:30.630 align:start position:0% <00:21:29.480>do <00:21:29.544>you <00:21:29.609>provide <00:21:29.674>that <00:21:29.738>on <00:21:29.803>top <00:21:29.868>of <00:21:29.932>Bob? <00:21:29.997>So, <00:21:30.062>these <00:21:30.126>are <00:21:30.191>some <00:21:30.256>of <00:21:30.320>the <00:21:30.385>tools <00:21:30.450>that <00:21:30.515>are 00:21:30.630 --> 00:21:30.640 align:start position:0% <00:21:30.630>these <00:21:30.631>are <00:21:30.632>some <00:21:30.633>of <00:21:30.635>the <00:21:30.636>tools <00:21:30.637>that <00:21:30.639>are 00:21:30.640 --> 00:21:31.990 align:start position:0% <00:21:30.640>these <00:21:30.775>are <00:21:30.910>some <00:21:31.045>of <00:21:31.180>the <00:21:31.315>tools <00:21:31.450>that <00:21:31.585>are <00:21:31.720>coming <00:21:31.855>up. 00:21:31.990 --> 00:21:32.000 align:start position:0% <00:21:31.990>coming <00:21:31.999>up. 00:21:32.000 --> 00:21:32.990 align:start position:0% <00:21:32.000>coming <00:21:32.445>up. <00:21:32.891>And 00:21:32.990 --> 00:21:33.000 align:start position:0% And 00:21:33.000 --> 00:21:34.190 align:start position:0% <00:21:33.000>And <00:21:33.133>you <00:21:33.267>know, <00:21:33.401>if <00:21:33.535>you've <00:21:33.669>not <00:21:33.803>signed <00:21:33.937>up <00:21:34.071>for 00:21:34.190 --> 00:21:34.200 align:start position:0% <00:21:34.190>you <00:21:34.191>know, <00:21:34.192>if <00:21:34.193>you've <00:21:34.195>not <00:21:34.196>signed <00:21:34.197>up <00:21:34.199>for 00:21:34.200 --> 00:21:35.950 align:start position:0% <00:21:34.200>you <00:21:34.293>know, <00:21:34.386>if <00:21:34.480>you've <00:21:34.573>not <00:21:34.666>signed <00:21:34.760>up <00:21:34.853>for <00:21:34.946>Bob, <00:21:35.040>there's <00:21:35.133>a <00:21:35.226>QR <00:21:35.320>code <00:21:35.413>here. <00:21:35.506>You <00:21:35.600>can 00:21:35.950 --> 00:21:35.960 align:start position:0% <00:21:35.950>Bob, <00:21:35.951>there's <00:21:35.952>a <00:21:35.953>QR <00:21:35.955>code <00:21:35.956>here. <00:21:35.957>You <00:21:35.959>can 00:21:35.960 --> 00:21:37.790 align:start position:0% <00:21:35.960>Bob, <00:21:36.060>there's <00:21:36.160>a <00:21:36.260>QR <00:21:36.360>code <00:21:36.460>here. <00:21:36.560>You <00:21:36.660>can <00:21:36.760>take <00:21:36.860>a <00:21:36.960>picture. <00:21:37.060>There's <00:21:37.160>a <00:21:37.260>30-day <00:21:37.360>free 00:21:37.790 --> 00:21:37.800 align:start position:0% <00:21:37.790>take <00:21:37.791>a <00:21:37.793>picture. <00:21:37.794>There's <00:21:37.796>a <00:21:37.797>30-day <00:21:37.799>free 00:21:37.800 --> 00:21:40.430 align:start position:0% <00:21:37.800>take <00:21:37.916>a <00:21:38.033>picture. <00:21:38.149>There's <00:21:38.266>a <00:21:38.383>30-day <00:21:38.500>free <00:21:38.616>trial <00:21:38.733>and <00:21:38.850>you <00:21:38.966>should <00:21:39.083>try <00:21:39.200>out. 00:21:40.430 --> 00:21:40.440 align:start position:0% <00:21:40.430>trial <00:21:40.431>and <00:21:40.433>you <00:21:40.435>should <00:21:40.437>try <00:21:40.439>out. 00:21:40.440 --> 00:21:42.310 align:start position:0% <00:21:40.440>trial <00:21:40.547>and <00:21:40.655>you <00:21:40.763>should <00:21:40.870>try <00:21:40.978>out. <00:21:41.086>And <00:21:41.193>you <00:21:41.301>know, <00:21:41.409>while <00:21:41.516>you <00:21:41.624>take <00:21:41.732>a <00:21:41.840>picture, 00:21:42.310 --> 00:21:42.320 align:start position:0% <00:21:42.310>And <00:21:42.311>you <00:21:42.312>know, <00:21:42.313>while <00:21:42.315>you <00:21:42.316>take <00:21:42.317>a <00:21:42.319>picture, 00:21:42.320 --> 00:21:44.150 align:start position:0% <00:21:42.320>And <00:21:42.413>you <00:21:42.506>know, <00:21:42.600>while <00:21:42.693>you <00:21:42.786>take <00:21:42.879>a <00:21:42.973>picture, <00:21:43.066>I'll <00:21:43.159>you <00:21:43.253>know, <00:21:43.346>Arvid <00:21:43.439>will <00:21:43.533>get <00:21:43.626>ready <00:21:43.720>and 00:21:44.150 --> 00:21:44.160 align:start position:0% <00:21:44.150>I'll <00:21:44.151>you <00:21:44.152>know, <00:21:44.153>Arvid <00:21:44.155>will <00:21:44.156>get <00:21:44.157>ready <00:21:44.159>and 00:21:44.160 --> 00:21:46.070 align:start position:0% <00:21:44.160>I'll <00:21:44.260>you <00:21:44.360>know, <00:21:44.460>Arvid <00:21:44.560>will <00:21:44.660>get <00:21:44.760>ready <00:21:44.860>and <00:21:44.960>show <00:21:45.060>you <00:21:45.160>how <00:21:45.260>we <00:21:45.360>can <00:21:45.460>do <00:21:45.560>Java 00:21:46.070 --> 00:21:46.080 align:start position:0% <00:21:46.070>show <00:21:46.071>you <00:21:46.072>how <00:21:46.074>we <00:21:46.076>can <00:21:46.077>do <00:21:46.079>Java 00:21:46.080 --> 00:21:49.230 align:start position:0% <00:21:46.080>show <00:21:46.196>you <00:21:46.313>how <00:21:46.429>we <00:21:46.546>can <00:21:46.663>do <00:21:46.780>Java <00:21:46.896>modernization <00:21:47.013>using <00:21:47.129>Bob. <00:21:47.246>I'll <00:21:47.363>set <00:21:47.480>aside. 00:21:49.230 --> 00:21:49.240 align:start position:0% <00:21:49.230>modernization <00:21:49.231>using <00:21:49.233>Bob. <00:21:49.235>I'll <00:21:49.237>set <00:21:49.239>aside. 00:21:49.240 --> 00:21:51.070 align:start position:0% <00:21:49.240>modernization <00:21:49.395>using <00:21:49.551>Bob. <00:21:49.706>I'll <00:21:49.862>set <00:21:50.017>aside. <00:21:50.173>Arvid, <00:21:50.328>take <00:21:50.484>it <00:21:50.640>away. 00:21:51.070 --> 00:21:51.080 align:start position:0% <00:21:51.070>Arvid, <00:21:51.072>take <00:21:51.076>it <00:21:51.079>away. 00:21:51.080 --> 00:21:53.030 align:start position:0% <00:21:51.080>Arvid, <00:21:51.313>take <00:21:51.546>it <00:21:51.780>away. <00:21:52.013>>> <00:21:52.246>Thanks, <00:21:52.480>Neil. 00:21:53.030 --> 00:21:53.040 align:start position:0% <00:21:53.030>>> <00:21:53.034>Thanks, <00:21:53.039>Neil. 00:21:53.040 --> 00:21:55.190 align:start position:0% <00:21:53.040>>> <00:21:53.273>Thanks, <00:21:53.506>Neil. <00:21:53.740>So, <00:21:53.973>this <00:21:54.206>is <00:21:54.440>Bob. 00:21:55.190 --> 00:21:55.200 align:start position:0% <00:21:55.190>So, <00:21:55.193>this <00:21:55.196>is <00:21:55.199>Bob. 00:21:55.200 --> 00:21:57.350 align:start position:0% <00:21:55.200>So, <00:21:55.400>this <00:21:55.600>is <00:21:55.800>Bob. <00:21:56.000>Bob <00:21:56.200>is <00:21:56.400>a <00:21:56.600>IDE 00:21:57.350 --> 00:21:57.360 align:start position:0% <00:21:57.350>Bob <00:21:57.352>is <00:21:57.356>a <00:21:57.359>IDE 00:21:57.360 --> 00:21:59.430 align:start position:0% <00:21:57.360>Bob <00:21:57.476>is <00:21:57.593>a <00:21:57.709>IDE <00:21:57.826>based <00:21:57.943>on <00:21:58.060>VS <00:21:58.176>Code <00:21:58.293>and <00:21:58.409>we <00:21:58.526>also <00:21:58.643>provide <00:21:58.760>a 00:21:59.430 --> 00:21:59.440 align:start position:0% <00:21:59.430>based <00:21:59.431>on <00:21:59.432>VS <00:21:59.433>Code <00:21:59.434>and <00:21:59.435>we <00:21:59.436>also <00:21:59.437>provide <00:21:59.439>a 00:21:59.440 --> 00:22:00.710 align:start position:0% <00:21:59.440>based <00:21:59.554>on <00:21:59.668>VS <00:21:59.782>Code <00:21:59.897>and <00:22:00.011>we <00:22:00.125>also <00:22:00.240>provide <00:22:00.354>a <00:22:00.468>Bob <00:22:00.583>shell. 00:22:00.710 --> 00:22:00.720 align:start position:0% <00:22:00.710>Bob <00:22:00.719>shell. 00:22:00.720 --> 00:22:02.790 align:start position:0% <00:22:00.720>Bob <00:22:01.420>shell. <00:22:02.120>And 00:22:02.790 --> 00:22:02.800 align:start position:0% And 00:22:02.800 --> 00:22:05.070 align:start position:0% <00:22:02.800>And <00:22:03.000>let's <00:22:03.200>put <00:22:03.399>our <00:22:03.600>shoes <00:22:03.800>in <00:22:04.000>a <00:22:04.200>typical 00:22:05.070 --> 00:22:05.080 align:start position:0% <00:22:05.070>let's <00:22:05.071>put <00:22:05.072>our <00:22:05.074>shoes <00:22:05.076>in <00:22:05.077>a <00:22:05.079>typical 00:22:05.080 --> 00:22:08.630 align:start position:0% <00:22:05.080>let's <00:22:05.196>put <00:22:05.313>our <00:22:05.429>shoes <00:22:05.546>in <00:22:05.663>a <00:22:05.780>typical <00:22:05.896>enterprise <00:22:06.013>Java <00:22:06.129>developer, <00:22:06.246>right? <00:22:06.363>So, <00:22:06.480>we 00:22:08.630 --> 00:22:08.640 align:start position:0% <00:22:08.630>enterprise <00:22:08.631>Java <00:22:08.633>developer, <00:22:08.635>right? <00:22:08.637>So, <00:22:08.639>we 00:22:08.640 --> 00:22:10.470 align:start position:0% <00:22:08.640>enterprise <00:22:08.767>Java <00:22:08.894>developer, <00:22:09.021>right? <00:22:09.149>So, <00:22:09.276>we <00:22:09.403>just <00:22:09.530>inherited <00:22:09.658>the <00:22:09.785>project <00:22:09.912>from <00:22:10.040>some 00:22:10.470 --> 00:22:10.480 align:start position:0% <00:22:10.470>just <00:22:10.471>inherited <00:22:10.473>the <00:22:10.475>project <00:22:10.477>from <00:22:10.479>some 00:22:10.480 --> 00:22:13.550 align:start position:0% <00:22:10.480>just <00:22:10.607>inherited <00:22:10.734>the <00:22:10.861>project <00:22:10.989>from <00:22:11.116>some <00:22:11.243>guys <00:22:11.370>probably <00:22:11.498>left <00:22:11.625>the <00:22:11.752>company, <00:22:11.880>right? 00:22:13.550 --> 00:22:13.560 align:start position:0% <00:22:13.550>guys <00:22:13.551>probably <00:22:13.553>left <00:22:13.555>the <00:22:13.557>company, <00:22:13.559>right? 00:22:13.560 --> 00:22:14.990 align:start position:0% <00:22:13.560>guys <00:22:13.667>probably <00:22:13.774>left <00:22:13.881>the <00:22:13.989>company, <00:22:14.096>right? <00:22:14.203>So, <00:22:14.310>now <00:22:14.418>we <00:22:14.525>got <00:22:14.632>the <00:22:14.739>simple <00:22:14.847>pharmacy 00:22:14.990 --> 00:22:15.000 align:start position:0% <00:22:14.990>So, <00:22:14.991>now <00:22:14.993>we <00:22:14.994>got <00:22:14.996>the <00:22:14.997>simple <00:22:14.999>pharmacy 00:22:15.000 --> 00:22:17.710 align:start position:0% <00:22:15.000>So, <00:22:15.107>now <00:22:15.215>we <00:22:15.323>got <00:22:15.430>the <00:22:15.538>simple <00:22:15.646>pharmacy <00:22:15.753>application. <00:22:15.861>It's <00:22:15.969>running <00:22:16.076>on <00:22:16.184>on <00:22:16.292>Java <00:22:16.400>8 00:22:17.710 --> 00:22:17.720 align:start position:0% <00:22:17.710>application. <00:22:17.711>It's <00:22:17.713>running <00:22:17.714>on <00:22:17.716>on <00:22:17.717>Java <00:22:17.719>8 00:22:17.720 --> 00:22:19.030 align:start position:0% <00:22:17.720>application. <00:22:17.798>It's <00:22:17.877>running <00:22:17.955>on <00:22:18.034>on <00:22:18.113>Java <00:22:18.191>8 <00:22:18.270>and <00:22:18.348>we <00:22:18.427>need <00:22:18.506>to <00:22:18.584>figure <00:22:18.663>out <00:22:18.741>what <00:22:18.820>this <00:22:18.899>is 00:22:19.030 --> 00:22:19.040 align:start position:0% <00:22:19.030>and <00:22:19.031>we <00:22:19.032>need <00:22:19.033>to <00:22:19.034>figure <00:22:19.035>out <00:22:19.036>what <00:22:19.037>this <00:22:19.039>is 00:22:19.040 --> 00:22:22.110 align:start position:0% <00:22:19.040>and <00:22:19.139>we <00:22:19.240>need <00:22:19.340>to <00:22:19.440>figure <00:22:19.540>out <00:22:19.639>what <00:22:19.740>this <00:22:19.840>is <00:22:19.940>about <00:22:20.040>so <00:22:20.139>that <00:22:20.240>we <00:22:20.340>can <00:22:20.440>modernize. 00:22:22.110 --> 00:22:22.120 align:start position:0% <00:22:22.110>about <00:22:22.111>so <00:22:22.113>that <00:22:22.115>we <00:22:22.117>can <00:22:22.119>modernize. 00:22:22.120 --> 00:22:23.710 align:start position:0% <00:22:22.120>about <00:22:22.219>so <00:22:22.320>that <00:22:22.419>we <00:22:22.520>can <00:22:22.620>modernize. <00:22:22.719>So, <00:22:22.820>the <00:22:22.919>first <00:22:23.020>thing <00:22:23.120>that <00:22:23.219>I <00:22:23.320>asked <00:22:23.419>Bob <00:22:23.520>to 00:22:23.710 --> 00:22:23.720 align:start position:0% <00:22:23.710>So, <00:22:23.711>the <00:22:23.712>first <00:22:23.713>thing <00:22:23.714>that <00:22:23.715>I <00:22:23.716>asked <00:22:23.717>Bob <00:22:23.719>to 00:22:23.720 --> 00:22:25.430 align:start position:0% <00:22:23.720>So, <00:22:23.807>the <00:22:23.895>first <00:22:23.982>thing <00:22:24.070>that <00:22:24.157>I <00:22:24.245>asked <00:22:24.332>Bob <00:22:24.420>to <00:22:24.507>check <00:22:24.595>is <00:22:24.682>like, <00:22:24.770>what <00:22:24.857>is <00:22:24.945>actually <00:22:25.032>the <00:22:25.120>test 00:22:25.430 --> 00:22:25.440 align:start position:0% <00:22:25.430>check <00:22:25.431>is <00:22:25.432>like, <00:22:25.433>what <00:22:25.435>is <00:22:25.436>actually <00:22:25.437>the <00:22:25.439>test 00:22:25.440 --> 00:22:27.750 align:start position:0% <00:22:25.440>check <00:22:25.540>is <00:22:25.640>like, <00:22:25.740>what <00:22:25.840>is <00:22:25.940>actually <00:22:26.040>the <00:22:26.140>test <00:22:26.240>coverage <00:22:26.340>of <00:22:26.440>this <00:22:26.540>project? <00:22:26.640>And <00:22:26.740>I <00:22:26.840>don't 00:22:27.750 --> 00:22:27.760 align:start position:0% <00:22:27.750>coverage <00:22:27.751>of <00:22:27.753>this <00:22:27.754>project? <00:22:27.756>And <00:22:27.757>I <00:22:27.759>don't 00:22:27.760 --> 00:22:29.270 align:start position:0% <00:22:27.760>coverage <00:22:27.857>of <00:22:27.954>this <00:22:28.051>project? <00:22:28.148>And <00:22:28.245>I <00:22:28.342>don't <00:22:28.439>know <00:22:28.536>how <00:22:28.633>many <00:22:28.730>of <00:22:28.827>you <00:22:28.924>are <00:22:29.021>familiar <00:22:29.119>with 00:22:29.270 --> 00:22:29.280 align:start position:0% <00:22:29.270>know <00:22:29.271>how <00:22:29.272>many <00:22:29.273>of <00:22:29.275>you <00:22:29.276>are <00:22:29.277>familiar <00:22:29.279>with 00:22:29.280 --> 00:22:31.150 align:start position:0% <00:22:29.280>know <00:22:29.387>how <00:22:29.495>many <00:22:29.603>of <00:22:29.710>you <00:22:29.818>are <00:22:29.926>familiar <00:22:30.033>with <00:22:30.141>the <00:22:30.249>situation, <00:22:30.356>but <00:22:30.464>turns <00:22:30.572>out <00:22:30.680>we 00:22:31.150 --> 00:22:31.160 align:start position:0% <00:22:31.150>the <00:22:31.151>situation, <00:22:31.153>but <00:22:31.155>turns <00:22:31.157>out <00:22:31.159>we 00:22:31.160 --> 00:22:33.030 align:start position:0% <00:22:31.160>the <00:22:31.287>situation, <00:22:31.414>but <00:22:31.541>turns <00:22:31.669>out <00:22:31.796>we <00:22:31.923>inherited <00:22:32.050>a <00:22:32.178>project <00:22:32.305>with <00:22:32.432>test <00:22:32.560>coverage 00:22:33.030 --> 00:22:33.040 align:start position:0% <00:22:33.030>inherited <00:22:33.031>a <00:22:33.033>project <00:22:33.035>with <00:22:33.037>test <00:22:33.039>coverage 00:22:33.040 --> 00:22:34.710 align:start position:0% <00:22:33.040>inherited <00:22:33.273>a <00:22:33.506>project <00:22:33.740>with <00:22:33.973>test <00:22:34.206>coverage <00:22:34.440>zero. 00:22:34.710 --> 00:22:34.720 align:start position:0% zero. 00:22:34.720 --> 00:22:35.870 align:start position:0% <00:22:34.720>zero. <00:22:34.849>So, <00:22:34.978>that's <00:22:35.108>not <00:22:35.237>good <00:22:35.366>if <00:22:35.496>we <00:22:35.625>want <00:22:35.754>to 00:22:35.870 --> 00:22:35.880 align:start position:0% <00:22:35.870>So, <00:22:35.871>that's <00:22:35.872>not <00:22:35.873>good <00:22:35.875>if <00:22:35.876>we <00:22:35.877>want <00:22:35.879>to 00:22:35.880 --> 00:22:37.990 align:start position:0% <00:22:35.880>So, <00:22:35.980>that's <00:22:36.080>not <00:22:36.180>good <00:22:36.280>if <00:22:36.380>we <00:22:36.480>want <00:22:36.580>to <00:22:36.680>modernize <00:22:36.780>it <00:22:36.880>to <00:22:36.980>a <00:22:37.080>more <00:22:37.180>recent <00:22:37.280>Java 00:22:37.990 --> 00:22:38.000 align:start position:0% <00:22:37.990>modernize <00:22:37.991>it <00:22:37.993>to <00:22:37.994>a <00:22:37.996>more <00:22:37.997>recent <00:22:37.999>Java 00:22:38.000 --> 00:22:39.950 align:start position:0% <00:22:38.000>modernize <00:22:38.175>it <00:22:38.350>to <00:22:38.525>a <00:22:38.700>more <00:22:38.875>recent <00:22:39.050>Java <00:22:39.225>version. <00:22:39.400>So, 00:22:39.950 --> 00:22:39.960 align:start position:0% <00:22:39.950>version. <00:22:39.959>So, 00:22:39.960 --> 00:22:41.750 align:start position:0% <00:22:39.960>version. <00:22:40.193>So, <00:22:40.426>using <00:22:40.660>the <00:22:40.893>Bob <00:22:41.126>Java <00:22:41.360>modernization 00:22:41.750 --> 00:22:41.760 align:start position:0% <00:22:41.750>using <00:22:41.752>the <00:22:41.754>Bob <00:22:41.756>Java <00:22:41.759>modernization 00:22:41.760 --> 00:22:44.110 align:start position:0% <00:22:41.760>using <00:22:41.887>the <00:22:42.014>Bob <00:22:42.141>Java <00:22:42.269>modernization <00:22:42.396>package, <00:22:42.523>not <00:22:42.650>only <00:22:42.778>we <00:22:42.905>can <00:22:43.032>modernize <00:22:43.160>from 00:22:44.110 --> 00:22:44.120 align:start position:0% <00:22:44.110>package, <00:22:44.111>not <00:22:44.112>only <00:22:44.114>we <00:22:44.116>can <00:22:44.117>modernize <00:22:44.119>from 00:22:44.120 --> 00:22:46.550 align:start position:0% <00:22:44.120>package, <00:22:44.213>not <00:22:44.306>only <00:22:44.399>we <00:22:44.493>can <00:22:44.586>modernize <00:22:44.679>from <00:22:44.773>Java <00:22:44.866>8 <00:22:44.959>to <00:22:45.053>a <00:22:45.146>later <00:22:45.239>version, <00:22:45.333>we <00:22:45.426>can <00:22:45.520>uplift 00:22:46.550 --> 00:22:46.560 align:start position:0% <00:22:46.550>Java <00:22:46.551>8 <00:22:46.552>to <00:22:46.553>a <00:22:46.554>later <00:22:46.555>version, <00:22:46.556>we <00:22:46.557>can <00:22:46.559>uplift 00:22:46.560 --> 00:22:48.430 align:start position:0% <00:22:46.560>Java <00:22:46.653>8 <00:22:46.746>to <00:22:46.840>a <00:22:46.933>later <00:22:47.026>version, <00:22:47.120>we <00:22:47.213>can <00:22:47.306>uplift <00:22:47.399>major <00:22:47.493>frameworks <00:22:47.586>or <00:22:47.679>even <00:22:47.773>change <00:22:47.866>a <00:22:47.960>major 00:22:48.430 --> 00:22:48.440 align:start position:0% <00:22:48.430>major <00:22:48.431>frameworks <00:22:48.433>or <00:22:48.434>even <00:22:48.436>change <00:22:48.437>a <00:22:48.439>major 00:22:48.440 --> 00:22:51.190 align:start position:0% <00:22:48.440>major <00:22:48.540>frameworks <00:22:48.640>or <00:22:48.740>even <00:22:48.840>change <00:22:48.940>a <00:22:49.040>major <00:22:49.140>framework. <00:22:49.240>But <00:22:49.340>we <00:22:49.440>will <00:22:49.540>also <00:22:49.640>be <00:22:49.740>able <00:22:49.840>to 00:22:51.190 --> 00:22:51.200 align:start position:0% <00:22:51.190>framework. <00:22:51.191>But <00:22:51.192>we <00:22:51.193>will <00:22:51.195>also <00:22:51.196>be <00:22:51.197>able <00:22:51.199>to 00:22:51.200 --> 00:22:54.070 align:start position:0% <00:22:51.200>framework. <00:22:51.307>But <00:22:51.415>we <00:22:51.523>will <00:22:51.630>also <00:22:51.738>be <00:22:51.846>able <00:22:51.953>to <00:22:52.061>generate <00:22:52.169>test <00:22:52.276>cases <00:22:52.384>into <00:22:52.492>this <00:22:52.600>project. 00:22:54.070 --> 00:22:54.080 align:start position:0% <00:22:54.070>generate <00:22:54.071>test <00:22:54.073>cases <00:22:54.075>into <00:22:54.077>this <00:22:54.079>project. 00:22:54.080 --> 00:22:56.230 align:start position:0% <00:22:54.080>generate <00:22:54.179>test <00:22:54.280>cases <00:22:54.379>into <00:22:54.480>this <00:22:54.580>project. <00:22:54.679>So, <00:22:54.780>for <00:22:54.879>that, <00:22:54.980>I'll <00:22:55.080>start <00:22:55.179>a <00:22:55.280>new <00:22:55.379>task <00:22:55.480>in 00:22:56.230 --> 00:22:56.240 align:start position:0% <00:22:56.230>So, <00:22:56.231>for <00:22:56.232>that, <00:22:56.233>I'll <00:22:56.234>start <00:22:56.235>a <00:22:56.236>new <00:22:56.237>task <00:22:56.239>in 00:22:56.240 --> 00:22:57.830 align:start position:0% <00:22:56.240>So, <00:22:56.395>for <00:22:56.551>that, <00:22:56.706>I'll <00:22:56.862>start <00:22:57.017>a <00:22:57.173>new <00:22:57.328>task <00:22:57.484>in <00:22:57.640>Bob. 00:22:57.830 --> 00:22:57.840 align:start position:0% Bob. 00:22:57.840 --> 00:23:02.030 align:start position:0% <00:22:57.840>Bob. <00:22:58.120>And <00:22:58.399>I'll <00:22:58.679>ask, <00:22:58.959>please <00:22:59.240>generate 00:23:02.040 --> 00:23:10.550 align:start position:0% <00:23:02.040>unit <00:23:02.506>tests <00:23:02.973>this <00:23:03.440>project. 00:23:10.560 --> 00:23:11.710 align:start position:0% <00:23:10.560>So <00:23:11.595>now, 00:23:11.710 --> 00:23:11.720 align:start position:0% <00:23:11.710>So <00:23:11.719>now, 00:23:11.720 --> 00:23:13.550 align:start position:0% <00:23:11.720>So <00:23:11.875>now, <00:23:12.031>as <00:23:12.186>I <00:23:12.342>have <00:23:12.497>access <00:23:12.653>to <00:23:12.808>the <00:23:12.964>Java <00:23:13.120>premium 00:23:13.550 --> 00:23:13.560 align:start position:0% <00:23:13.550>as <00:23:13.551>I <00:23:13.552>have <00:23:13.553>access <00:23:13.555>to <00:23:13.556>the <00:23:13.557>Java <00:23:13.559>premium 00:23:13.560 --> 00:23:15.670 align:start position:0% <00:23:13.560>as <00:23:13.653>I <00:23:13.746>have <00:23:13.840>access <00:23:13.933>to <00:23:14.026>the <00:23:14.120>Java <00:23:14.213>premium <00:23:14.306>package, <00:23:14.399>Bob <00:23:14.493>has <00:23:14.586>detected <00:23:14.679>that <00:23:14.773>I <00:23:14.866>want <00:23:14.960>to 00:23:15.670 --> 00:23:15.680 align:start position:0% <00:23:15.670>package, <00:23:15.671>Bob <00:23:15.672>has <00:23:15.673>detected <00:23:15.675>that <00:23:15.676>I <00:23:15.677>want <00:23:15.679>to 00:23:15.680 --> 00:23:17.750 align:start position:0% <00:23:15.680>package, <00:23:15.780>Bob <00:23:15.880>has <00:23:15.980>detected <00:23:16.080>that <00:23:16.180>I <00:23:16.280>want <00:23:16.380>to <00:23:16.480>start <00:23:16.580>a <00:23:16.680>workflow <00:23:16.780>that <00:23:16.880>we <00:23:16.980>have <00:23:17.080>pre-built 00:23:17.750 --> 00:23:17.760 align:start position:0% <00:23:17.750>start <00:23:17.751>a <00:23:17.753>workflow <00:23:17.754>that <00:23:17.756>we <00:23:17.757>have <00:23:17.759>pre-built 00:23:17.760 --> 00:23:19.390 align:start position:0% <00:23:17.760>start <00:23:17.915>a <00:23:18.071>workflow <00:23:18.226>that <00:23:18.382>we <00:23:18.537>have <00:23:18.693>pre-built <00:23:18.848>for <00:23:19.004>Java <00:23:19.160>developers 00:23:19.390 --> 00:23:19.400 align:start position:0% <00:23:19.390>for <00:23:19.394>Java <00:23:19.399>developers 00:23:19.400 --> 00:23:20.990 align:start position:0% <00:23:19.400>for <00:23:19.575>Java <00:23:19.750>developers <00:23:19.925>that <00:23:20.100>makes <00:23:20.275>unit <00:23:20.450>testing <00:23:20.625>much <00:23:20.800>more 00:23:20.990 --> 00:23:21.000 align:start position:0% <00:23:20.990>that <00:23:20.991>makes <00:23:20.993>unit <00:23:20.995>testing <00:23:20.997>much <00:23:20.999>more 00:23:21.000 --> 00:23:22.750 align:start position:0% <00:23:21.000>that <00:23:21.116>makes <00:23:21.233>unit <00:23:21.350>testing <00:23:21.466>much <00:23:21.583>more <00:23:21.700>efficient <00:23:21.816>and <00:23:21.933>easier <00:23:22.050>than <00:23:22.166>if <00:23:22.283>I <00:23:22.400>would 00:23:22.750 --> 00:23:22.760 align:start position:0% <00:23:22.750>efficient <00:23:22.751>and <00:23:22.753>easier <00:23:22.754>than <00:23:22.756>if <00:23:22.757>I <00:23:22.759>would 00:23:22.760 --> 00:23:24.870 align:start position:0% <00:23:22.760>efficient <00:23:22.860>and <00:23:22.960>easier <00:23:23.060>than <00:23:23.160>if <00:23:23.260>I <00:23:23.360>would <00:23:23.460>just <00:23:23.560>write <00:23:23.660>a <00:23:23.760>simple <00:23:23.860>skill <00:23:23.960>file <00:23:24.060>and <00:23:24.160>hope 00:23:24.870 --> 00:23:24.880 align:start position:0% <00:23:24.870>just <00:23:24.871>write <00:23:24.872>a <00:23:24.873>simple <00:23:24.875>skill <00:23:24.876>file <00:23:24.877>and <00:23:24.879>hope 00:23:24.880 --> 00:23:26.950 align:start position:0% <00:23:24.880>just <00:23:24.967>write <00:23:25.055>a <00:23:25.142>simple <00:23:25.230>skill <00:23:25.317>file <00:23:25.405>and <00:23:25.492>hope <00:23:25.580>for <00:23:25.667>the <00:23:25.755>best <00:23:25.842>sending <00:23:25.930>it <00:23:26.017>to <00:23:26.105>the <00:23:26.192>agent. <00:23:26.280>So 00:23:26.950 --> 00:23:26.960 align:start position:0% <00:23:26.950>for <00:23:26.951>the <00:23:26.952>best <00:23:26.953>sending <00:23:26.954>it <00:23:26.955>to <00:23:26.956>the <00:23:26.957>agent. <00:23:26.959>So 00:23:26.960 --> 00:23:29.430 align:start position:0% <00:23:26.960>for <00:23:27.076>the <00:23:27.193>best <00:23:27.310>sending <00:23:27.426>it <00:23:27.543>to <00:23:27.660>the <00:23:27.776>agent. <00:23:27.893>So <00:23:28.010>let's <00:23:28.126>start <00:23:28.243>this <00:23:28.360>workflow. 00:23:29.430 --> 00:23:29.440 align:start position:0% <00:23:29.430>let's <00:23:29.433>start <00:23:29.436>this <00:23:29.439>workflow. 00:23:29.440 --> 00:23:30.830 align:start position:0% <00:23:29.440>let's <00:23:29.553>start <00:23:29.667>this <00:23:29.781>workflow. <00:23:29.894>So <00:23:30.008>here <00:23:30.122>you <00:23:30.236>are <00:23:30.349>to <00:23:30.463>see <00:23:30.577>the <00:23:30.691>premium 00:23:30.830 --> 00:23:30.840 align:start position:0% <00:23:30.830>So <00:23:30.831>here <00:23:30.832>you <00:23:30.833>are <00:23:30.835>to <00:23:30.836>see <00:23:30.837>the <00:23:30.839>premium 00:23:30.840 --> 00:23:33.470 align:start position:0% <00:23:30.840>So <00:23:30.939>here <00:23:31.040>you <00:23:31.139>are <00:23:31.240>to <00:23:31.340>see <00:23:31.439>the <00:23:31.540>premium <00:23:31.639>packages <00:23:31.740>not <00:23:31.840>only <00:23:31.939>provide <00:23:32.040>a <00:23:32.139>simple <00:23:32.240>chat 00:23:33.470 --> 00:23:33.480 align:start position:0% <00:23:33.470>packages <00:23:33.471>not <00:23:33.473>only <00:23:33.474>provide <00:23:33.476>a <00:23:33.477>simple <00:23:33.479>chat 00:23:33.480 --> 00:23:35.470 align:start position:0% <00:23:33.480>packages <00:23:33.587>not <00:23:33.695>only <00:23:33.803>provide <00:23:33.910>a <00:23:34.018>simple <00:23:34.126>chat <00:23:34.233>view, <00:23:34.341>but <00:23:34.449>they <00:23:34.556>provide <00:23:34.664>you <00:23:34.772>UI <00:23:34.880>elements 00:23:35.470 --> 00:23:35.480 align:start position:0% <00:23:35.470>view, <00:23:35.471>but <00:23:35.473>they <00:23:35.474>provide <00:23:35.476>you <00:23:35.477>UI <00:23:35.479>elements 00:23:35.480 --> 00:23:37.190 align:start position:0% <00:23:35.480>view, <00:23:35.587>but <00:23:35.695>they <00:23:35.803>provide <00:23:35.910>you <00:23:36.018>UI <00:23:36.126>elements <00:23:36.233>that <00:23:36.341>you <00:23:36.449>can <00:23:36.556>use <00:23:36.664>to <00:23:36.772>configure <00:23:36.880>the 00:23:37.190 --> 00:23:37.200 align:start position:0% <00:23:37.190>that <00:23:37.191>you <00:23:37.193>can <00:23:37.194>use <00:23:37.196>to <00:23:37.197>configure <00:23:37.199>the 00:23:37.200 --> 00:23:39.430 align:start position:0% <00:23:37.200>that <00:23:37.307>you <00:23:37.415>can <00:23:37.523>use <00:23:37.630>to <00:23:37.738>configure <00:23:37.846>the <00:23:37.953>agentic <00:23:38.061>workflows <00:23:38.169>that <00:23:38.276>you <00:23:38.384>want <00:23:38.492>to <00:23:38.600>run 00:23:39.430 --> 00:23:39.440 align:start position:0% <00:23:39.430>agentic <00:23:39.431>workflows <00:23:39.433>that <00:23:39.434>you <00:23:39.436>want <00:23:39.437>to <00:23:39.439>run 00:23:39.440 --> 00:23:41.230 align:start position:0% <00:23:39.440>agentic <00:23:39.540>workflows <00:23:39.640>that <00:23:39.740>you <00:23:39.840>want <00:23:39.940>to <00:23:40.040>run <00:23:40.140>on <00:23:40.240>this <00:23:40.340>project. <00:23:40.440>So <00:23:40.540>this <00:23:40.640>is <00:23:40.740>the <00:23:40.840>unit 00:23:41.230 --> 00:23:41.240 align:start position:0% <00:23:41.230>on <00:23:41.231>this <00:23:41.232>project. <00:23:41.233>So <00:23:41.235>this <00:23:41.236>is <00:23:41.237>the <00:23:41.239>unit 00:23:41.240 --> 00:23:42.990 align:start position:0% <00:23:41.240>on <00:23:41.395>this <00:23:41.551>project. <00:23:41.706>So <00:23:41.862>this <00:23:42.017>is <00:23:42.173>the <00:23:42.328>unit <00:23:42.484>test <00:23:42.640>workflow. 00:23:42.990 --> 00:23:43.000 align:start position:0% <00:23:42.990>test <00:23:42.999>workflow. 00:23:43.000 --> 00:23:46.430 align:start position:0% <00:23:43.000>test <00:23:43.140>workflow. <00:23:43.280>And <00:23:43.420>uh <00:23:43.560>so <00:23:43.700>if <00:23:43.840>I <00:23:43.980>would <00:23:44.120>start <00:23:44.260>from <00:23:44.400>scratch, 00:23:46.430 --> 00:23:46.440 align:start position:0% <00:23:46.430>And <00:23:46.431>uh <00:23:46.432>so <00:23:46.433>if <00:23:46.434>I <00:23:46.435>would <00:23:46.436>start <00:23:46.437>from <00:23:46.439>scratch, 00:23:46.440 --> 00:23:48.870 align:start position:0% <00:23:46.440>And <00:23:46.533>uh <00:23:46.626>so <00:23:46.720>if <00:23:46.813>I <00:23:46.906>would <00:23:47.000>start <00:23:47.093>from <00:23:47.186>scratch, <00:23:47.280>I <00:23:47.373>can <00:23:47.466>generate <00:23:47.560>a <00:23:47.653>unit <00:23:47.746>test <00:23:47.840>strategy 00:23:48.870 --> 00:23:48.880 align:start position:0% <00:23:48.870>I <00:23:48.871>can <00:23:48.873>generate <00:23:48.874>a <00:23:48.876>unit <00:23:48.877>test <00:23:48.879>strategy 00:23:48.880 --> 00:23:51.070 align:start position:0% <00:23:48.880>I <00:23:48.980>can <00:23:49.080>generate <00:23:49.180>a <00:23:49.280>unit <00:23:49.380>test <00:23:49.480>strategy <00:23:49.580>first. <00:23:49.680>I <00:23:49.780>did <00:23:49.880>that <00:23:49.980>already. <00:23:50.080>I'll <00:23:50.180>show <00:23:50.280>it 00:23:51.070 --> 00:23:51.080 align:start position:0% <00:23:51.070>first. <00:23:51.071>I <00:23:51.072>did <00:23:51.073>that <00:23:51.075>already. <00:23:51.076>I'll <00:23:51.077>show <00:23:51.079>it 00:23:51.080 --> 00:23:52.390 align:start position:0% <00:23:51.080>first. <00:23:51.178>I <00:23:51.276>did <00:23:51.374>that <00:23:51.473>already. <00:23:51.571>I'll <00:23:51.669>show <00:23:51.767>it <00:23:51.866>to <00:23:51.964>you <00:23:52.062>in <00:23:52.160>a <00:23:52.259>bit. 00:23:52.390 --> 00:23:52.400 align:start position:0% <00:23:52.390>to <00:23:52.392>you <00:23:52.394>in <00:23:52.396>a <00:23:52.399>bit. 00:23:52.400 --> 00:23:54.190 align:start position:0% <00:23:52.400>to <00:23:52.516>you <00:23:52.633>in <00:23:52.750>a <00:23:52.866>bit. <00:23:52.983>But <00:23:53.100>now <00:23:53.216>we <00:23:53.333>really <00:23:53.450>want <00:23:53.566>to <00:23:53.683>get <00:23:53.800>into 00:23:54.190 --> 00:23:54.200 align:start position:0% <00:23:54.190>But <00:23:54.191>now <00:23:54.192>we <00:23:54.193>really <00:23:54.195>want <00:23:54.196>to <00:23:54.197>get <00:23:54.199>into 00:23:54.200 --> 00:23:56.190 align:start position:0% <00:23:54.200>But <00:23:54.300>now <00:23:54.400>we <00:23:54.500>really <00:23:54.600>want <00:23:54.700>to <00:23:54.800>get <00:23:54.900>into <00:23:55.000>generation <00:23:55.100>of <00:23:55.200>unit <00:23:55.300>tests. <00:23:55.400>So <00:23:55.500>let's <00:23:55.600>get 00:23:56.190 --> 00:23:56.200 align:start position:0% <00:23:56.190>generation <00:23:56.191>of <00:23:56.193>unit <00:23:56.194>tests. <00:23:56.196>So <00:23:56.197>let's <00:23:56.199>get 00:23:56.200 --> 00:23:58.310 align:start position:0% <00:23:56.200>generation <00:23:56.400>of <00:23:56.600>unit <00:23:56.800>tests. <00:23:57.000>So <00:23:57.200>let's <00:23:57.400>get <00:23:57.600>started. 00:23:58.310 --> 00:23:58.320 align:start position:0% started. 00:23:58.320 --> 00:23:59.990 align:start position:0% <00:23:58.320>started. <00:23:58.520>So <00:23:58.720>Bob <00:23:58.919>found <00:23:59.120>that <00:23:59.320>actually <00:23:59.520>this <00:23:59.720>project 00:23:59.990 --> 00:24:00.000 align:start position:0% <00:23:59.990>So <00:23:59.991>Bob <00:23:59.993>found <00:23:59.994>that <00:23:59.996>actually <00:23:59.997>this <00:23:59.999>project 00:24:00.000 --> 00:24:02.550 align:start position:0% <00:24:00.000>So <00:24:00.107>Bob <00:24:00.215>found <00:24:00.323>that <00:24:00.430>actually <00:24:00.538>this <00:24:00.646>project <00:24:00.753>has <00:24:00.861>10 <00:24:00.969>classes <00:24:01.076>uh <00:24:01.184>and <00:24:01.292>they <00:24:01.400>are 00:24:02.550 --> 00:24:02.560 align:start position:0% <00:24:02.550>has <00:24:02.551>10 <00:24:02.553>classes <00:24:02.554>uh <00:24:02.556>and <00:24:02.557>they <00:24:02.559>are 00:24:02.560 --> 00:24:04.750 align:start position:0% <00:24:02.560>has <00:24:02.676>10 <00:24:02.793>classes <00:24:02.909>uh <00:24:03.026>and <00:24:03.143>they <00:24:03.260>are <00:24:03.376>distributed <00:24:03.493>over <00:24:03.610>three <00:24:03.726>packages. <00:24:03.843>So <00:24:03.960>he 00:24:04.750 --> 00:24:04.760 align:start position:0% <00:24:04.750>distributed <00:24:04.751>over <00:24:04.753>three <00:24:04.755>packages. <00:24:04.757>So <00:24:04.759>he 00:24:04.760 --> 00:24:06.910 align:start position:0% <00:24:04.760>distributed <00:24:04.887>over <00:24:05.014>three <00:24:05.141>packages. <00:24:05.269>So <00:24:05.396>he <00:24:05.523>suggests <00:24:05.650>doing <00:24:05.778>that <00:24:05.905>in <00:24:06.032>three <00:24:06.160>batches. 00:24:06.910 --> 00:24:06.920 align:start position:0% <00:24:06.910>suggests <00:24:06.911>doing <00:24:06.913>that <00:24:06.915>in <00:24:06.917>three <00:24:06.919>batches. 00:24:06.920 --> 00:24:08.750 align:start position:0% <00:24:06.920>suggests <00:24:07.036>doing <00:24:07.153>that <00:24:07.270>in <00:24:07.386>three <00:24:07.503>batches. <00:24:07.620>And <00:24:07.736>he <00:24:07.853>already <00:24:07.970>expects <00:24:08.086>that <00:24:08.203>this <00:24:08.320>will 00:24:08.750 --> 00:24:08.760 align:start position:0% <00:24:08.750>And <00:24:08.751>he <00:24:08.753>already <00:24:08.754>expects <00:24:08.756>that <00:24:08.757>this <00:24:08.759>will 00:24:08.760 --> 00:24:11.510 align:start position:0% <00:24:08.760>And <00:24:08.860>he <00:24:08.960>already <00:24:09.060>expects <00:24:09.160>that <00:24:09.260>this <00:24:09.360>will <00:24:09.460>take <00:24:09.560>around <00:24:09.660>4 <00:24:09.760>minutes <00:24:09.860>and <00:24:09.960>cost <00:24:10.060>us <00:24:10.160>1.1 00:24:11.510 --> 00:24:11.520 align:start position:0% <00:24:11.510>take <00:24:11.511>around <00:24:11.512>4 <00:24:11.513>minutes <00:24:11.515>and <00:24:11.516>cost <00:24:11.517>us <00:24:11.519>1.1 00:24:11.520 --> 00:24:13.350 align:start position:0% <00:24:11.520>take <00:24:11.675>around <00:24:11.831>4 <00:24:11.986>minutes <00:24:12.142>and <00:24:12.297>cost <00:24:12.453>us <00:24:12.608>1.1 <00:24:12.764>Bob <00:24:12.920>coins. 00:24:13.350 --> 00:24:13.360 align:start position:0% <00:24:13.350>Bob <00:24:13.359>coins. 00:24:13.360 --> 00:24:17.310 align:start position:0% <00:24:13.360>Bob <00:24:13.639>coins. <00:24:13.919>Okay, <00:24:14.199>let's <00:24:14.479>get <00:24:14.760>started. 00:24:17.320 --> 00:24:19.430 align:start position:0% <00:24:17.320>So <00:24:17.495>here <00:24:17.669>you <00:24:17.845>can <00:24:18.020>see <00:24:18.195>instead <00:24:18.370>of <00:24:18.544>doing <00:24:18.720>all 00:24:19.430 --> 00:24:19.440 align:start position:0% <00:24:19.430>So <00:24:19.431>here <00:24:19.432>you <00:24:19.433>can <00:24:19.434>see <00:24:19.435>instead <00:24:19.436>of <00:24:19.437>doing <00:24:19.439>all 00:24:19.440 --> 00:24:22.270 align:start position:0% <00:24:19.440>So <00:24:19.527>here <00:24:19.615>you <00:24:19.702>can <00:24:19.790>see <00:24:19.877>instead <00:24:19.965>of <00:24:20.052>doing <00:24:20.140>all <00:24:20.227>the <00:24:20.315>unit <00:24:20.402>test <00:24:20.490>writing <00:24:20.577>in <00:24:20.665>the <00:24:20.752>main <00:24:20.840>agent, 00:24:22.270 --> 00:24:22.280 align:start position:0% <00:24:22.270>the <00:24:22.271>unit <00:24:22.272>test <00:24:22.273>writing <00:24:22.275>in <00:24:22.276>the <00:24:22.277>main <00:24:22.279>agent, 00:24:22.280 --> 00:24:24.470 align:start position:0% <00:24:22.280>the <00:24:22.373>unit <00:24:22.466>test <00:24:22.560>writing <00:24:22.653>in <00:24:22.746>the <00:24:22.840>main <00:24:22.933>agent, <00:24:23.026>Bob <00:24:23.120>decided <00:24:23.213>to <00:24:23.306>spin <00:24:23.399>up <00:24:23.493>three <00:24:23.586>sub <00:24:23.680>agents 00:24:24.470 --> 00:24:24.480 align:start position:0% <00:24:24.470>Bob <00:24:24.471>decided <00:24:24.472>to <00:24:24.473>spin <00:24:24.475>up <00:24:24.476>three <00:24:24.477>sub <00:24:24.479>agents 00:24:24.480 --> 00:24:26.470 align:start position:0% <00:24:24.480>Bob <00:24:24.573>decided <00:24:24.666>to <00:24:24.760>spin <00:24:24.853>up <00:24:24.946>three <00:24:25.040>sub <00:24:25.133>agents <00:24:25.226>that <00:24:25.320>each <00:24:25.413>of <00:24:25.506>them <00:24:25.600>got <00:24:25.693>their <00:24:25.786>own <00:24:25.880>prompt. 00:24:26.470 --> 00:24:26.480 align:start position:0% <00:24:26.470>that <00:24:26.471>each <00:24:26.472>of <00:24:26.473>them <00:24:26.475>got <00:24:26.476>their <00:24:26.477>own <00:24:26.479>prompt. 00:24:26.480 --> 00:24:28.110 align:start position:0% <00:24:26.480>that <00:24:26.596>each <00:24:26.713>of <00:24:26.830>them <00:24:26.946>got <00:24:27.063>their <00:24:27.180>own <00:24:27.296>prompt. <00:24:27.413>You <00:24:27.530>can <00:24:27.646>see <00:24:27.763>the <00:24:27.880>prompt. 00:24:28.110 --> 00:24:28.120 align:start position:0% <00:24:28.110>You <00:24:28.112>can <00:24:28.114>see <00:24:28.116>the <00:24:28.119>prompt. 00:24:28.120 --> 00:24:30.030 align:start position:0% <00:24:28.120>You <00:24:28.227>can <00:24:28.335>see <00:24:28.443>the <00:24:28.550>prompt. <00:24:28.658>And <00:24:28.766>you <00:24:28.873>can <00:24:28.981>see <00:24:29.089>what <00:24:29.196>they <00:24:29.304>are <00:24:29.412>doing. <00:24:29.520>And 00:24:30.030 --> 00:24:30.040 align:start position:0% <00:24:30.030>And <00:24:30.031>you <00:24:30.032>can <00:24:30.033>see <00:24:30.034>what <00:24:30.035>they <00:24:30.036>are <00:24:30.037>doing. <00:24:30.039>And 00:24:30.040 --> 00:24:32.310 align:start position:0% <00:24:30.040>And <00:24:30.133>you <00:24:30.226>can <00:24:30.320>see <00:24:30.413>what <00:24:30.506>they <00:24:30.600>are <00:24:30.693>doing. <00:24:30.786>And <00:24:30.879>each <00:24:30.973>of <00:24:31.066>them <00:24:31.159>is <00:24:31.253>getting <00:24:31.346>started <00:24:31.440>with 00:24:32.310 --> 00:24:32.320 align:start position:0% <00:24:32.310>each <00:24:32.311>of <00:24:32.312>them <00:24:32.314>is <00:24:32.316>getting <00:24:32.317>started <00:24:32.319>with 00:24:32.320 --> 00:24:34.830 align:start position:0% <00:24:32.320>each <00:24:32.419>of <00:24:32.520>them <00:24:32.620>is <00:24:32.720>getting <00:24:32.820>started <00:24:32.919>with <00:24:33.020>reading <00:24:33.120>the <00:24:33.220>class <00:24:33.320>files <00:24:33.419>in <00:24:33.520>each <00:24:33.620>of <00:24:33.720>the 00:24:34.830 --> 00:24:34.840 align:start position:0% <00:24:34.830>reading <00:24:34.831>the <00:24:34.832>class <00:24:34.833>files <00:24:34.835>in <00:24:34.836>each <00:24:34.837>of <00:24:34.839>the 00:24:34.840 --> 00:24:36.910 align:start position:0% <00:24:34.840>reading <00:24:34.956>the <00:24:35.073>class <00:24:35.189>files <00:24:35.306>in <00:24:35.423>each <00:24:35.540>of <00:24:35.656>the <00:24:35.773>packages <00:24:35.889>in <00:24:36.006>this <00:24:36.123>application <00:24:36.240>and 00:24:36.910 --> 00:24:36.920 align:start position:0% <00:24:36.910>packages <00:24:36.912>in <00:24:36.914>this <00:24:36.916>application <00:24:36.919>and 00:24:36.920 --> 00:24:39.470 align:start position:0% <00:24:36.920>packages <00:24:37.075>in <00:24:37.231>this <00:24:37.386>application <00:24:37.542>and <00:24:37.697>starting <00:24:37.853>to <00:24:38.008>generate <00:24:38.164>unit <00:24:38.320>tests. 00:24:39.470 --> 00:24:39.480 align:start position:0% <00:24:39.470>starting <00:24:39.472>to <00:24:39.474>generate <00:24:39.476>unit <00:24:39.479>tests. 00:24:39.480 --> 00:24:41.510 align:start position:0% <00:24:39.480>starting <00:24:39.596>to <00:24:39.713>generate <00:24:39.830>unit <00:24:39.946>tests. <00:24:40.063>So <00:24:40.180>now, <00:24:40.296>in <00:24:40.413>the <00:24:40.530>meantime, <00:24:40.646>we <00:24:40.763>can <00:24:40.880>for 00:24:41.510 --> 00:24:41.520 align:start position:0% <00:24:41.510>So <00:24:41.511>now, <00:24:41.512>in <00:24:41.513>the <00:24:41.515>meantime, <00:24:41.516>we <00:24:41.517>can <00:24:41.519>for 00:24:41.520 --> 00:24:43.350 align:start position:0% <00:24:41.520>So <00:24:41.613>now, <00:24:41.706>in <00:24:41.800>the <00:24:41.893>meantime, <00:24:41.986>we <00:24:42.080>can <00:24:42.173>for <00:24:42.266>example <00:24:42.360>have <00:24:42.453>a <00:24:42.546>look <00:24:42.639>at <00:24:42.733>the <00:24:42.826>unit <00:24:42.920>test 00:24:43.350 --> 00:24:43.360 align:start position:0% <00:24:43.350>example <00:24:43.351>have <00:24:43.352>a <00:24:43.353>look <00:24:43.355>at <00:24:43.356>the <00:24:43.357>unit <00:24:43.359>test 00:24:43.360 --> 00:24:45.590 align:start position:0% <00:24:43.360>example <00:24:43.476>have <00:24:43.593>a <00:24:43.709>look <00:24:43.826>at <00:24:43.943>the <00:24:44.060>unit <00:24:44.176>test <00:24:44.293>markdown <00:24:44.409>file <00:24:44.526>that <00:24:44.643>Bob <00:24:44.760>generated 00:24:45.590 --> 00:24:45.600 align:start position:0% <00:24:45.590>markdown <00:24:45.592>file <00:24:45.594>that <00:24:45.596>Bob <00:24:45.599>generated 00:24:45.600 --> 00:24:46.830 align:start position:0% <00:24:45.600>markdown <00:24:45.821>file <00:24:46.042>that <00:24:46.264>Bob <00:24:46.485>generated <00:24:46.706>beforehand. 00:24:46.830 --> 00:24:46.840 align:start position:0% beforehand. 00:24:46.840 --> 00:24:49.310 align:start position:0% <00:24:46.840>beforehand. <00:24:47.073>And <00:24:47.306>Bob <00:24:47.540>is <00:24:47.773>following <00:24:48.006>that <00:24:48.240>strategy 00:24:49.310 --> 00:24:49.320 align:start position:0% <00:24:49.310>And <00:24:49.311>Bob <00:24:49.313>is <00:24:49.315>following <00:24:49.317>that <00:24:49.319>strategy 00:24:49.320 --> 00:24:52.270 align:start position:0% <00:24:49.320>And <00:24:49.427>Bob <00:24:49.535>is <00:24:49.643>following <00:24:49.750>that <00:24:49.858>strategy <00:24:49.966>to <00:24:50.073>upload <00:24:50.181>to <00:24:50.289>update <00:24:50.396>the <00:24:50.504>unit <00:24:50.612>tests. <00:24:50.720>So 00:24:52.270 --> 00:24:52.280 align:start position:0% <00:24:52.270>to <00:24:52.271>upload <00:24:52.272>to <00:24:52.273>update <00:24:52.275>the <00:24:52.276>unit <00:24:52.277>tests. <00:24:52.279>So 00:24:52.280 --> 00:24:54.590 align:start position:0% <00:24:52.280>to <00:24:52.379>upload <00:24:52.480>to <00:24:52.580>update <00:24:52.680>the <00:24:52.780>unit <00:24:52.879>tests. <00:24:52.980>So <00:24:53.080>he <00:24:53.180>actually <00:24:53.280>wrote <00:24:53.379>the <00:24:53.480>first <00:24:53.580>unit <00:24:53.680>tests. 00:24:54.590 --> 00:24:54.600 align:start position:0% <00:24:54.590>he <00:24:54.591>actually <00:24:54.592>wrote <00:24:54.594>the <00:24:54.596>first <00:24:54.597>unit <00:24:54.599>tests. 00:24:54.600 --> 00:24:55.950 align:start position:0% <00:24:54.600>he <00:24:54.686>actually <00:24:54.773>wrote <00:24:54.860>the <00:24:54.947>first <00:24:55.033>unit <00:24:55.120>tests. <00:24:55.207>For <00:24:55.294>the <00:24:55.381>sake <00:24:55.467>of <00:24:55.554>this <00:24:55.641>demo, <00:24:55.728>I'll <00:24:55.815>just 00:24:55.950 --> 00:24:55.960 align:start position:0% <00:24:55.950>For <00:24:55.951>the <00:24:55.952>sake <00:24:55.953>of <00:24:55.955>this <00:24:55.956>demo, <00:24:55.957>I'll <00:24:55.959>just 00:24:55.960 --> 00:24:57.390 align:start position:0% <00:24:55.960>For <00:24:56.103>the <00:24:56.246>sake <00:24:56.389>of <00:24:56.532>this <00:24:56.675>demo, <00:24:56.818>I'll <00:24:56.961>just <00:24:57.104>approve <00:24:57.247>it. 00:24:57.390 --> 00:24:57.400 align:start position:0% <00:24:57.390>approve <00:24:57.399>it. 00:24:57.400 --> 00:24:58.470 align:start position:0% <00:24:57.400>approve <00:24:57.496>it. <00:24:57.592>Maybe <00:24:57.688>you <00:24:57.785>can <00:24:57.881>have <00:24:57.977>a <00:24:58.074>look <00:24:58.170>at <00:24:58.266>the <00:24:58.363>good 00:24:58.470 --> 00:24:58.480 align:start position:0% <00:24:58.470>Maybe <00:24:58.471>you <00:24:58.472>can <00:24:58.473>have <00:24:58.474>a <00:24:58.475>look <00:24:58.476>at <00:24:58.477>the <00:24:58.479>good 00:24:58.480 --> 00:24:59.670 align:start position:0% <00:24:58.480>Maybe <00:24:58.599>you <00:24:58.718>can <00:24:58.837>have <00:24:58.956>a <00:24:59.075>look <00:24:59.194>at <00:24:59.313>the <00:24:59.432>good <00:24:59.551>view. 00:24:59.670 --> 00:24:59.680 align:start position:0% view. 00:24:59.680 --> 00:25:00.950 align:start position:0% <00:24:59.680>view. <00:25:00.251>So, <00:25:00.823>here 00:25:00.950 --> 00:25:00.960 align:start position:0% <00:25:00.950>So, <00:25:00.959>here 00:25:00.960 --> 00:25:03.710 align:start position:0% <00:25:00.960>So, <00:25:01.160>here <00:25:01.360>a <00:25:01.560>dashboard <00:25:01.760>action <00:25:01.960>test <00:25:02.160>was <00:25:02.360>created. 00:25:03.710 --> 00:25:03.720 align:start position:0% <00:25:03.710>a <00:25:03.711>dashboard <00:25:03.713>action <00:25:03.715>test <00:25:03.717>was <00:25:03.719>created. 00:25:03.720 --> 00:25:05.430 align:start position:0% <00:25:03.720>a <00:25:03.820>dashboard <00:25:03.920>action <00:25:04.020>test <00:25:04.120>was <00:25:04.220>created. <00:25:04.320>But, <00:25:04.420>I <00:25:04.520>guess <00:25:04.620>we <00:25:04.720>will <00:25:04.820>need <00:25:04.920>up <00:25:05.020>to <00:25:05.120>nine 00:25:05.430 --> 00:25:05.440 align:start position:0% <00:25:05.430>But, <00:25:05.431>I <00:25:05.432>guess <00:25:05.433>we <00:25:05.434>will <00:25:05.435>need <00:25:05.436>up <00:25:05.437>to <00:25:05.439>nine 00:25:05.440 --> 00:25:07.950 align:start position:0% <00:25:05.440>But, <00:25:05.522>I <00:25:05.604>guess <00:25:05.687>we <00:25:05.769>will <00:25:05.851>need <00:25:05.934>up <00:25:06.016>to <00:25:06.098>nine <00:25:06.181>more <00:25:06.263>test <00:25:06.345>files <00:25:06.428>um <00:25:06.510>to <00:25:06.592>come <00:25:06.675>to <00:25:06.757>a <00:25:06.840>decent 00:25:07.950 --> 00:25:07.960 align:start position:0% <00:25:07.950>more <00:25:07.951>test <00:25:07.952>files <00:25:07.953>um <00:25:07.954>to <00:25:07.955>come <00:25:07.956>to <00:25:07.957>a <00:25:07.959>decent 00:25:07.960 --> 00:25:09.430 align:start position:0% <00:25:07.960>more <00:25:08.107>test <00:25:08.254>files <00:25:08.401>um <00:25:08.548>to <00:25:08.695>come <00:25:08.842>to <00:25:08.989>a <00:25:09.136>decent <00:25:09.283>coverage. 00:25:09.430 --> 00:25:09.440 align:start position:0% coverage. 00:25:09.440 --> 00:25:10.870 align:start position:0% <00:25:09.440>coverage. <00:25:09.600>In <00:25:09.761>the <00:25:09.922>meantime, <00:25:10.083>I <00:25:10.244>can <00:25:10.405>check <00:25:10.566>the <00:25:10.726>token 00:25:10.870 --> 00:25:10.880 align:start position:0% <00:25:10.870>In <00:25:10.871>the <00:25:10.872>meantime, <00:25:10.873>I <00:25:10.875>can <00:25:10.876>check <00:25:10.877>the <00:25:10.879>token 00:25:10.880 --> 00:25:12.790 align:start position:0% <00:25:10.880>In <00:25:10.967>the <00:25:11.055>meantime, <00:25:11.142>I <00:25:11.230>can <00:25:11.317>check <00:25:11.405>the <00:25:11.492>token <00:25:11.580>window <00:25:11.667>and <00:25:11.755>the <00:25:11.842>bug <00:25:11.930>coin <00:25:12.017>spend <00:25:12.105>of <00:25:12.192>each <00:25:12.280>of 00:25:12.790 --> 00:25:12.800 align:start position:0% <00:25:12.790>window <00:25:12.791>and <00:25:12.792>the <00:25:12.793>bug <00:25:12.794>coin <00:25:12.795>spend <00:25:12.796>of <00:25:12.797>each <00:25:12.799>of 00:25:12.800 --> 00:25:15.430 align:start position:0% <00:25:12.800>window <00:25:12.887>and <00:25:12.975>the <00:25:13.062>bug <00:25:13.149>coin <00:25:13.237>spend <00:25:13.325>of <00:25:13.412>each <00:25:13.500>of <00:25:13.587>the <00:25:13.675>sub <00:25:13.762>agents. <00:25:13.850>Or <00:25:13.937>I <00:25:14.024>can <00:25:14.112>also, <00:25:14.200>let's 00:25:15.430 --> 00:25:15.440 align:start position:0% <00:25:15.430>the <00:25:15.431>sub <00:25:15.432>agents. <00:25:15.433>Or <00:25:15.435>I <00:25:15.436>can <00:25:15.437>also, <00:25:15.439>let's 00:25:15.440 --> 00:25:17.390 align:start position:0% <00:25:15.440>the <00:25:15.595>sub <00:25:15.751>agents. <00:25:15.906>Or <00:25:16.062>I <00:25:16.217>can <00:25:16.373>also, <00:25:16.528>let's <00:25:16.684>approve <00:25:16.840>this. 00:25:17.390 --> 00:25:17.400 align:start position:0% <00:25:17.390>approve <00:25:17.399>this. 00:25:17.400 --> 00:25:19.910 align:start position:0% <00:25:17.400>approve <00:25:17.555>this. <00:25:17.711>Go <00:25:17.866>over <00:25:18.022>and <00:25:18.177>start <00:25:18.333>a <00:25:18.488>new <00:25:18.644>parallel <00:25:18.800>task. 00:25:19.910 --> 00:25:19.920 align:start position:0% <00:25:19.910>Go <00:25:19.911>over <00:25:19.912>and <00:25:19.913>start <00:25:19.915>a <00:25:19.916>new <00:25:19.917>parallel <00:25:19.919>task. 00:25:19.920 --> 00:25:21.430 align:start position:0% <00:25:19.920>Go <00:25:20.010>over <00:25:20.101>and <00:25:20.191>start <00:25:20.282>a <00:25:20.373>new <00:25:20.463>parallel <00:25:20.554>task. <00:25:20.644>Like <00:25:20.735>maybe <00:25:20.826>I <00:25:20.916>want <00:25:21.007>to <00:25:21.097>learn <00:25:21.188>more <00:25:21.279>about 00:25:21.430 --> 00:25:21.440 align:start position:0% <00:25:21.430>Like <00:25:21.431>maybe <00:25:21.432>I <00:25:21.433>want <00:25:21.435>to <00:25:21.436>learn <00:25:21.437>more <00:25:21.439>about 00:25:21.440 --> 00:25:24.790 align:start position:0% <00:25:21.440>Like <00:25:21.547>maybe <00:25:21.655>I <00:25:21.763>want <00:25:21.870>to <00:25:21.978>learn <00:25:22.086>more <00:25:22.193>about <00:25:22.301>this <00:25:22.409>project. <00:25:22.516>So, <00:25:22.624>I'll <00:25:22.732>ask <00:25:22.840>Bob 00:25:24.790 --> 00:25:24.800 align:start position:0% <00:25:24.790>this <00:25:24.791>project. <00:25:24.793>So, <00:25:24.795>I'll <00:25:24.797>ask <00:25:24.799>Bob 00:25:24.800 --> 00:25:27.230 align:start position:0% <00:25:24.800>this <00:25:25.033>project. <00:25:25.266>So, <00:25:25.500>I'll <00:25:25.733>ask <00:25:25.966>Bob <00:25:26.200>explain 00:25:27.230 --> 00:25:27.240 align:start position:0% explain 00:25:27.240 --> 00:25:28.630 align:start position:0% <00:25:27.240>explain <00:25:27.865>the <00:25:28.491>architecture 00:25:28.630 --> 00:25:28.640 align:start position:0% <00:25:28.630>the <00:25:28.639>architecture 00:25:28.640 --> 00:25:31.550 align:start position:0% <00:25:28.640>the <00:25:28.780>architecture <00:25:28.920>of <00:25:29.060>this <00:25:29.200>project <00:25:29.340>to <00:25:29.480>me. <00:25:29.620>So, <00:25:29.760>I <00:25:29.900>can <00:25:30.040>fire 00:25:31.550 --> 00:25:31.560 align:start position:0% <00:25:31.550>of <00:25:31.551>this <00:25:31.552>project <00:25:31.553>to <00:25:31.554>me. <00:25:31.555>So, <00:25:31.556>I <00:25:31.557>can <00:25:31.559>fire 00:25:31.560 --> 00:25:32.990 align:start position:0% <00:25:31.560>of <00:25:31.658>this <00:25:31.758>project <00:25:31.857>to <00:25:31.956>me. <00:25:32.055>So, <00:25:32.154>I <00:25:32.253>can <00:25:32.352>fire <00:25:32.451>that <00:25:32.550>off. <00:25:32.649>Oh, <00:25:32.748>there's <00:25:32.847>something 00:25:32.990 --> 00:25:33.000 align:start position:0% <00:25:32.990>that <00:25:32.992>off. <00:25:32.994>Oh, <00:25:32.996>there's <00:25:32.999>something 00:25:33.000 --> 00:25:34.830 align:start position:0% <00:25:33.000>that <00:25:33.140>off. <00:25:33.280>Oh, <00:25:33.420>there's <00:25:33.560>something <00:25:33.700>happening <00:25:33.840>in <00:25:33.980>the <00:25:34.120>unit <00:25:34.260>test <00:25:34.400>generation. 00:25:34.830 --> 00:25:34.840 align:start position:0% <00:25:34.830>happening <00:25:34.831>in <00:25:34.833>the <00:25:34.835>unit <00:25:34.837>test <00:25:34.839>generation. 00:25:34.840 --> 00:25:36.790 align:start position:0% <00:25:34.840>happening <00:25:35.073>in <00:25:35.306>the <00:25:35.540>unit <00:25:35.773>test <00:25:36.006>generation. <00:25:36.240>Okay. 00:25:36.790 --> 00:25:36.800 align:start position:0% Okay. 00:25:36.800 --> 00:25:38.430 align:start position:0% <00:25:36.800>Okay. <00:25:36.975>Okay, <00:25:37.149>seems <00:25:37.325>like <00:25:37.500>Bob <00:25:37.675>wants <00:25:37.850>to <00:25:38.024>run <00:25:38.200>some 00:25:38.430 --> 00:25:38.440 align:start position:0% <00:25:38.430>Okay, <00:25:38.431>seems <00:25:38.432>like <00:25:38.433>Bob <00:25:38.435>wants <00:25:38.436>to <00:25:38.437>run <00:25:38.439>some 00:25:38.440 --> 00:25:42.910 align:start position:0% <00:25:38.440>Okay, <00:25:38.580>seems <00:25:38.720>like <00:25:38.860>Bob <00:25:39.000>wants <00:25:39.140>to <00:25:39.280>run <00:25:39.420>some <00:25:39.560>Maven <00:25:39.700>commands. <00:25:39.840>Fine. 00:25:42.920 --> 00:25:45.230 align:start position:0% <00:25:42.920>Yes, <00:25:43.095>as <00:25:43.270>you <00:25:43.445>can <00:25:43.620>see <00:25:43.795>um <00:25:43.970>we <00:25:44.145>always <00:25:44.320>give 00:25:45.230 --> 00:25:45.240 align:start position:0% <00:25:45.230>Yes, <00:25:45.231>as <00:25:45.232>you <00:25:45.233>can <00:25:45.234>see <00:25:45.235>um <00:25:45.236>we <00:25:45.237>always <00:25:45.239>give 00:25:45.240 --> 00:25:47.110 align:start position:0% <00:25:45.240>Yes, <00:25:45.327>as <00:25:45.415>you <00:25:45.502>can <00:25:45.590>see <00:25:45.677>um <00:25:45.765>we <00:25:45.852>always <00:25:45.940>give <00:25:46.027>the <00:25:46.115>user <00:25:46.202>the <00:25:46.290>option <00:25:46.377>to <00:25:46.465>approve <00:25:46.552>once <00:25:46.640>or 00:25:47.110 --> 00:25:47.120 align:start position:0% <00:25:47.110>the <00:25:47.111>user <00:25:47.112>the <00:25:47.113>option <00:25:47.115>to <00:25:47.116>approve <00:25:47.117>once <00:25:47.119>or 00:25:47.120 --> 00:25:49.470 align:start position:0% <00:25:47.120>the <00:25:47.219>user <00:25:47.320>the <00:25:47.419>option <00:25:47.520>to <00:25:47.620>approve <00:25:47.719>once <00:25:47.820>or <00:25:47.919>approve <00:25:48.020>fully <00:25:48.120>entire <00:25:48.219>task. <00:25:48.320>As <00:25:48.419>we <00:25:48.520>have 00:25:49.470 --> 00:25:49.480 align:start position:0% <00:25:49.470>approve <00:25:49.471>fully <00:25:49.473>entire <00:25:49.474>task. <00:25:49.476>As <00:25:49.477>we <00:25:49.479>have 00:25:49.480 --> 00:25:51.190 align:start position:0% <00:25:49.480>approve <00:25:49.580>fully <00:25:49.680>entire <00:25:49.780>task. <00:25:49.880>As <00:25:49.980>we <00:25:50.080>have <00:25:50.180>three <00:25:50.280>sub <00:25:50.380>agents, <00:25:50.480>like <00:25:50.580>each <00:25:50.680>of <00:25:50.780>them <00:25:50.880>will 00:25:51.190 --> 00:25:51.200 align:start position:0% <00:25:51.190>three <00:25:51.191>sub <00:25:51.192>agents, <00:25:51.193>like <00:25:51.195>each <00:25:51.196>of <00:25:51.197>them <00:25:51.199>will 00:25:51.200 --> 00:25:52.910 align:start position:0% <00:25:51.200>three <00:25:51.287>sub <00:25:51.375>agents, <00:25:51.462>like <00:25:51.550>each <00:25:51.637>of <00:25:51.725>them <00:25:51.812>will <00:25:51.900>ask <00:25:51.987>me <00:25:52.075>if <00:25:52.162>they <00:25:52.250>can <00:25:52.337>just <00:25:52.425>run <00:25:52.512>full <00:25:52.600>auto 00:25:52.910 --> 00:25:52.920 align:start position:0% <00:25:52.910>ask <00:25:52.911>me <00:25:52.912>if <00:25:52.913>they <00:25:52.914>can <00:25:52.915>just <00:25:52.916>run <00:25:52.917>full <00:25:52.919>auto 00:25:52.920 --> 00:25:54.750 align:start position:0% <00:25:52.920>ask <00:25:53.007>me <00:25:53.095>if <00:25:53.182>they <00:25:53.270>can <00:25:53.357>just <00:25:53.445>run <00:25:53.532>full <00:25:53.620>auto <00:25:53.707>mode. <00:25:53.795>And <00:25:53.882>I <00:25:53.970>have <00:25:54.057>the <00:25:54.145>decision <00:25:54.232>if <00:25:54.320>I 00:25:54.750 --> 00:25:54.760 align:start position:0% <00:25:54.750>mode. <00:25:54.751>And <00:25:54.752>I <00:25:54.753>have <00:25:54.755>the <00:25:54.756>decision <00:25:54.757>if <00:25:54.759>I 00:25:54.760 --> 00:25:57.430 align:start position:0% <00:25:54.760>mode. <00:25:54.853>And <00:25:54.946>I <00:25:55.040>have <00:25:55.133>the <00:25:55.226>decision <00:25:55.320>if <00:25:55.413>I <00:25:55.506>accept <00:25:55.600>if <00:25:55.693>I <00:25:55.786>um <00:25:55.879>allow <00:25:55.973>this <00:25:56.066>uh <00:25:56.160>single 00:25:57.430 --> 00:25:57.440 align:start position:0% <00:25:57.430>accept <00:25:57.431>if <00:25:57.432>I <00:25:57.433>um <00:25:57.435>allow <00:25:57.436>this <00:25:57.437>uh <00:25:57.439>single 00:25:57.440 --> 00:25:59.910 align:start position:0% <00:25:57.440>accept <00:25:57.533>if <00:25:57.626>I <00:25:57.720>um <00:25:57.813>allow <00:25:57.906>this <00:25:58.000>uh <00:25:58.093>single <00:25:58.186>command <00:25:58.280>or <00:25:58.373>if <00:25:58.466>they <00:25:58.560>I'm <00:25:58.653>allowing <00:25:58.746>them <00:25:58.840>to 00:25:59.910 --> 00:25:59.920 align:start position:0% <00:25:59.910>command <00:25:59.911>or <00:25:59.912>if <00:25:59.913>they <00:25:59.915>I'm <00:25:59.916>allowing <00:25:59.917>them <00:25:59.919>to 00:25:59.920 --> 00:26:03.910 align:start position:0% <00:25:59.920>command <00:26:00.060>or <00:26:00.200>if <00:26:00.340>they <00:26:00.480>I'm <00:26:00.620>allowing <00:26:00.760>them <00:26:00.900>to <00:26:01.040>go <00:26:01.180>full <00:26:01.320>auto. 00:26:03.920 --> 00:26:05.670 align:start position:0% <00:26:03.920>So, <00:26:04.153>in <00:26:04.386>the <00:26:04.620>meantime, <00:26:04.853>Bob <00:26:05.086>is <00:26:05.320>documenting 00:26:05.670 --> 00:26:05.680 align:start position:0% <00:26:05.670>So, <00:26:05.671>in <00:26:05.673>the <00:26:05.674>meantime, <00:26:05.676>Bob <00:26:05.677>is <00:26:05.679>documenting 00:26:05.680 --> 00:26:08.590 align:start position:0% <00:26:05.680>So, <00:26:05.780>in <00:26:05.880>the <00:26:05.980>meantime, <00:26:06.080>Bob <00:26:06.180>is <00:26:06.280>documenting <00:26:06.380>the <00:26:06.480>project <00:26:06.580>for <00:26:06.680>me. <00:26:06.780>He <00:26:06.880>created <00:26:06.980>a <00:26:07.080>diagram 00:26:08.590 --> 00:26:08.600 align:start position:0% <00:26:08.590>the <00:26:08.591>project <00:26:08.592>for <00:26:08.593>me. <00:26:08.595>He <00:26:08.596>created <00:26:08.597>a <00:26:08.599>diagram 00:26:08.600 --> 00:26:10.390 align:start position:0% <00:26:08.600>the <00:26:08.740>project <00:26:08.879>for <00:26:09.020>me. <00:26:09.159>He <00:26:09.300>created <00:26:09.439>a <00:26:09.580>diagram <00:26:09.719>about <00:26:09.860>the <00:26:10.000>architecture 00:26:10.390 --> 00:26:10.400 align:start position:0% <00:26:10.390>about <00:26:10.394>the <00:26:10.399>architecture 00:26:10.400 --> 00:26:12.270 align:start position:0% <00:26:10.400>about <00:26:10.540>the <00:26:10.680>architecture <00:26:10.820>and <00:26:10.960>explains <00:26:11.100>to <00:26:11.240>me <00:26:11.380>the <00:26:11.520>structure <00:26:11.660>of <00:26:11.800>the 00:26:12.270 --> 00:26:12.280 align:start position:0% <00:26:12.270>and <00:26:12.271>explains <00:26:12.272>to <00:26:12.273>me <00:26:12.275>the <00:26:12.276>structure <00:26:12.277>of <00:26:12.279>the 00:26:12.280 --> 00:26:13.950 align:start position:0% <00:26:12.280>and <00:26:12.455>explains <00:26:12.629>to <00:26:12.805>me <00:26:12.980>the <00:26:13.155>structure <00:26:13.330>of <00:26:13.504>the <00:26:13.680>project. 00:26:13.950 --> 00:26:13.960 align:start position:0% project. 00:26:13.960 --> 00:26:15.310 align:start position:0% <00:26:13.960>project. <00:26:14.567>That's <00:26:15.175>nice. 00:26:15.310 --> 00:26:15.320 align:start position:0% <00:26:15.310>That's <00:26:15.319>nice. 00:26:15.320 --> 00:26:16.590 align:start position:0% <00:26:15.320>That's <00:26:15.483>nice. <00:26:15.646>And <00:26:15.809>it's <00:26:15.973>actually <00:26:16.136>done <00:26:16.299>already <00:26:16.463>with 00:26:16.590 --> 00:26:16.600 align:start position:0% <00:26:16.590>And <00:26:16.591>it's <00:26:16.593>actually <00:26:16.595>done <00:26:16.597>already <00:26:16.599>with 00:26:16.600 --> 00:26:18.430 align:start position:0% <00:26:16.600>And <00:26:16.833>it's <00:26:17.066>actually <00:26:17.300>done <00:26:17.533>already <00:26:17.766>with <00:26:18.000>that. 00:26:18.430 --> 00:26:18.440 align:start position:0% that. 00:26:18.440 --> 00:26:22.150 align:start position:0% <00:26:18.440>that. <00:26:18.790>Okay, <00:26:19.140>here's <00:26:19.490>another <00:26:19.840>command. 00:26:22.160 --> 00:26:24.030 align:start position:0% <00:26:22.160>Let's <00:26:22.393>approve <00:26:22.626>this. <00:26:22.860>Oh, <00:26:23.093>and <00:26:23.326>the <00:26:23.560>first 00:26:24.030 --> 00:26:24.040 align:start position:0% <00:26:24.030>Let's <00:26:24.031>approve <00:26:24.033>this. <00:26:24.034>Oh, <00:26:24.036>and <00:26:24.037>the <00:26:24.039>first 00:26:24.040 --> 00:26:25.590 align:start position:0% <00:26:24.040>Let's <00:26:24.156>approve <00:26:24.272>this. <00:26:24.388>Oh, <00:26:24.504>and <00:26:24.621>the <00:26:24.737>first <00:26:24.853>test <00:26:24.970>suite <00:26:25.086>was <00:26:25.202>already <00:26:25.318>generated. <00:26:25.435>So, 00:26:25.590 --> 00:26:25.600 align:start position:0% <00:26:25.590>test <00:26:25.591>suite <00:26:25.593>was <00:26:25.595>already <00:26:25.597>generated. <00:26:25.599>So, 00:26:25.600 --> 00:26:27.470 align:start position:0% <00:26:25.600>test <00:26:25.740>suite <00:26:25.879>was <00:26:26.020>already <00:26:26.159>generated. <00:26:26.300>So, <00:26:26.439>this <00:26:26.580>sub <00:26:26.719>agent <00:26:26.860>is <00:26:27.000>done. 00:26:27.470 --> 00:26:27.480 align:start position:0% <00:26:27.470>this <00:26:27.472>sub <00:26:27.474>agent <00:26:27.476>is <00:26:27.479>done. 00:26:27.480 --> 00:26:29.150 align:start position:0% <00:26:27.480>this <00:26:27.607>sub <00:26:27.734>agent <00:26:27.861>is <00:26:27.989>done. <00:26:28.116>And <00:26:28.243>it <00:26:28.370>reported <00:26:28.498>its <00:26:28.625>result <00:26:28.752>that <00:26:28.880>it 00:26:29.150 --> 00:26:29.160 align:start position:0% <00:26:29.150>And <00:26:29.151>it <00:26:29.153>reported <00:26:29.154>its <00:26:29.156>result <00:26:29.157>that <00:26:29.159>it 00:26:29.160 --> 00:26:31.710 align:start position:0% <00:26:29.160>And <00:26:29.267>it <00:26:29.375>reported <00:26:29.483>its <00:26:29.590>result <00:26:29.698>that <00:26:29.806>it <00:26:29.913>created <00:26:30.021>35 <00:26:30.129>test <00:26:30.236>cases. <00:26:30.344>And <00:26:30.452>you <00:26:30.560>can 00:26:31.710 --> 00:26:31.720 align:start position:0% <00:26:31.710>created <00:26:31.711>35 <00:26:31.713>test <00:26:31.714>cases. <00:26:31.716>And <00:26:31.717>you <00:26:31.719>can 00:26:31.720 --> 00:26:33.670 align:start position:0% <00:26:31.720>created <00:26:31.827>35 <00:26:31.935>test <00:26:32.043>cases. <00:26:32.150>And <00:26:32.258>you <00:26:32.366>can <00:26:32.473>already <00:26:32.581>see <00:26:32.689>here <00:26:32.796>in <00:26:32.904>the <00:26:33.012>good <00:26:33.120>view 00:26:33.670 --> 00:26:33.680 align:start position:0% <00:26:33.670>already <00:26:33.671>see <00:26:33.673>here <00:26:33.674>in <00:26:33.676>the <00:26:33.677>good <00:26:33.679>view 00:26:33.680 --> 00:26:35.830 align:start position:0% <00:26:33.680>already <00:26:33.780>see <00:26:33.880>here <00:26:33.980>in <00:26:34.080>the <00:26:34.180>good <00:26:34.280>view <00:26:34.380>that <00:26:34.480>the <00:26:34.580>files <00:26:34.680>stack <00:26:34.780>up <00:26:34.880>for <00:26:34.980>ready <00:26:35.080>for 00:26:35.830 --> 00:26:35.840 align:start position:0% <00:26:35.830>that <00:26:35.831>the <00:26:35.832>files <00:26:35.833>stack <00:26:35.835>up <00:26:35.836>for <00:26:35.837>ready <00:26:35.839>for 00:26:35.840 --> 00:26:37.590 align:start position:0% <00:26:35.840>that <00:26:36.014>the <00:26:36.189>files <00:26:36.365>stack <00:26:36.540>up <00:26:36.715>for <00:26:36.889>ready <00:26:37.064>for <00:26:37.240>commit. 00:26:37.590 --> 00:26:37.600 align:start position:0% commit. 00:26:37.600 --> 00:26:40.670 align:start position:0% <00:26:37.600>commit. <00:26:37.755>Okay, <00:26:37.911>so <00:26:38.066>now <00:26:38.222>I <00:26:38.377>guess <00:26:38.533>the <00:26:38.688>last <00:26:38.844>sub <00:26:39.000>agent 00:26:40.670 --> 00:26:40.680 align:start position:0% <00:26:40.670>Okay, <00:26:40.671>so <00:26:40.672>now <00:26:40.673>I <00:26:40.674>guess <00:26:40.675>the <00:26:40.676>last <00:26:40.677>sub <00:26:40.679>agent 00:26:40.680 --> 00:26:43.830 align:start position:0% <00:26:40.680>Okay, <00:26:40.780>so <00:26:40.880>now <00:26:40.980>I <00:26:41.080>guess <00:26:41.180>the <00:26:41.280>last <00:26:41.380>sub <00:26:41.480>agent <00:26:41.580>asked <00:26:41.680>me <00:26:41.780>to <00:26:41.880>approve <00:26:41.980>his <00:26:42.080>run. 00:26:43.830 --> 00:26:43.840 align:start position:0% <00:26:43.830>asked <00:26:43.831>me <00:26:43.833>to <00:26:43.835>approve <00:26:43.837>his <00:26:43.839>run. 00:26:43.840 --> 00:26:46.550 align:start position:0% <00:26:43.840>asked <00:26:43.956>me <00:26:44.073>to <00:26:44.189>approve <00:26:44.306>his <00:26:44.423>run. <00:26:44.540>So, <00:26:44.656>it's <00:26:44.773>running <00:26:44.889>for <00:26:45.006>2 <00:26:45.123>minutes <00:26:45.240>already. 00:26:46.550 --> 00:26:46.560 align:start position:0% <00:26:46.550>So, <00:26:46.551>it's <00:26:46.553>running <00:26:46.554>for <00:26:46.556>2 <00:26:46.557>minutes <00:26:46.559>already. 00:26:46.560 --> 00:26:48.230 align:start position:0% <00:26:46.560>So, <00:26:46.667>it's <00:26:46.775>running <00:26:46.883>for <00:26:46.990>2 <00:26:47.098>minutes <00:26:47.206>already. <00:26:47.313>But, <00:26:47.421>we <00:26:47.529>have <00:26:47.636>some <00:26:47.744>time <00:26:47.852>left. <00:26:47.960>That's 00:26:48.230 --> 00:26:48.240 align:start position:0% <00:26:48.230>But, <00:26:48.231>we <00:26:48.233>have <00:26:48.234>some <00:26:48.236>time <00:26:48.237>left. <00:26:48.239>That's 00:26:48.240 --> 00:26:49.590 align:start position:0% <00:26:48.240>But, <00:26:48.413>we <00:26:48.587>have <00:26:48.760>some <00:26:48.934>time <00:26:49.107>left. <00:26:49.281>That's <00:26:49.455>good. 00:26:49.590 --> 00:26:49.600 align:start position:0% good. 00:26:49.600 --> 00:26:51.710 align:start position:0% <00:26:49.600>good. <00:26:49.774>So, <00:26:49.949>we <00:26:50.125>we <00:26:50.300>we <00:26:50.475>not <00:26:50.649>only <00:26:50.824>provide <00:26:51.000>the 00:26:51.710 --> 00:26:51.720 align:start position:0% <00:26:51.710>So, <00:26:51.711>we <00:26:51.712>we <00:26:51.713>we <00:26:51.715>not <00:26:51.716>only <00:26:51.717>provide <00:26:51.719>the 00:26:51.720 --> 00:26:53.670 align:start position:0% <00:26:51.720>So, <00:26:51.820>we <00:26:51.920>we <00:26:52.020>we <00:26:52.120>not <00:26:52.220>only <00:26:52.320>provide <00:26:52.420>the <00:26:52.520>premium <00:26:52.620>package <00:26:52.720>for <00:26:52.820>Java. <00:26:52.920>Like <00:26:53.020>2 <00:26:53.120>weeks 00:26:53.670 --> 00:26:53.680 align:start position:0% <00:26:53.670>premium <00:26:53.671>package <00:26:53.673>for <00:26:53.674>Java. <00:26:53.676>Like <00:26:53.677>2 <00:26:53.679>weeks 00:26:53.680 --> 00:26:55.750 align:start position:0% <00:26:53.680>premium <00:26:53.796>package <00:26:53.913>for <00:26:54.030>Java. <00:26:54.146>Like <00:26:54.263>2 <00:26:54.380>weeks <00:26:54.496>ago, <00:26:54.613>we <00:26:54.730>launched <00:26:54.846>three <00:26:54.963>premium <00:26:55.080>packages. 00:26:55.750 --> 00:26:55.760 align:start position:0% <00:26:55.750>ago, <00:26:55.751>we <00:26:55.753>launched <00:26:55.755>three <00:26:55.757>premium <00:26:55.759>packages. 00:26:55.760 --> 00:26:58.710 align:start position:0% <00:26:55.760>ago, <00:26:55.867>we <00:26:55.975>launched <00:26:56.083>three <00:26:56.190>premium <00:26:56.298>packages. <00:26:56.406>One <00:26:56.513>is <00:26:56.621>for <00:26:56.729>Java. <00:26:56.836>One <00:26:56.944>is <00:26:57.052>for <00:26:57.160>mainframe 00:26:58.710 --> 00:26:58.720 align:start position:0% <00:26:58.710>One <00:26:58.711>is <00:26:58.712>for <00:26:58.713>Java. <00:26:58.715>One <00:26:58.716>is <00:26:58.717>for <00:26:58.719>mainframe 00:26:58.720 --> 00:27:00.150 align:start position:0% <00:26:58.720>One <00:26:58.848>is <00:26:58.977>for <00:26:59.106>Java. <00:26:59.234>One <00:26:59.363>is <00:26:59.492>for <00:26:59.620>mainframe <00:26:59.749>for <00:26:59.878>IBM <00:27:00.007>Z. 00:27:00.150 --> 00:27:00.160 align:start position:0% <00:27:00.150>for <00:27:00.154>IBM <00:27:00.159>Z. 00:27:00.160 --> 00:27:02.110 align:start position:0% <00:27:00.160>for <00:27:00.360>IBM <00:27:00.560>Z. <00:27:00.760>So, <00:27:00.960>for <00:27:01.160>COBOL <00:27:01.360>code <00:27:01.560>explanation, 00:27:02.110 --> 00:27:02.120 align:start position:0% <00:27:02.110>So, <00:27:02.112>for <00:27:02.114>COBOL <00:27:02.116>code <00:27:02.119>explanation, 00:27:02.120 --> 00:27:03.790 align:start position:0% <00:27:02.120>So, <00:27:02.247>for <00:27:02.374>COBOL <00:27:02.501>code <00:27:02.629>explanation, <00:27:02.756>optimization, <00:27:02.883>and <00:27:03.010>so <00:27:03.138>on. <00:27:03.265>And <00:27:03.392>the <00:27:03.520>last 00:27:03.790 --> 00:27:03.800 align:start position:0% <00:27:03.790>optimization, <00:27:03.791>and <00:27:03.793>so <00:27:03.794>on. <00:27:03.796>And <00:27:03.797>the <00:27:03.799>last 00:27:03.800 --> 00:27:06.390 align:start position:0% <00:27:03.800>optimization, <00:27:03.916>and <00:27:04.033>so <00:27:04.149>on. <00:27:04.266>And <00:27:04.383>the <00:27:04.500>last <00:27:04.616>one <00:27:04.733>is <00:27:04.850>for <00:27:04.966>IBM <00:27:05.083>i <00:27:05.200>RPG. 00:27:06.390 --> 00:27:06.400 align:start position:0% <00:27:06.390>one <00:27:06.391>is <00:27:06.393>for <00:27:06.395>IBM <00:27:06.397>i <00:27:06.399>RPG. 00:27:06.400 --> 00:27:09.030 align:start position:0% <00:27:06.400>one <00:27:06.500>is <00:27:06.600>for <00:27:06.700>IBM <00:27:06.800>i <00:27:06.900>RPG. <00:27:07.000>And <00:27:07.100>we <00:27:07.200>plan <00:27:07.300>to <00:27:07.400>launch <00:27:07.500>a <00:27:07.600>set <00:27:07.700>of <00:27:07.800>new 00:27:09.030 --> 00:27:09.040 align:start position:0% <00:27:09.030>And <00:27:09.031>we <00:27:09.032>plan <00:27:09.033>to <00:27:09.034>launch <00:27:09.035>a <00:27:09.036>set <00:27:09.037>of <00:27:09.039>new 00:27:09.040 --> 00:27:11.950 align:start position:0% <00:27:09.040>And <00:27:09.147>we <00:27:09.255>plan <00:27:09.363>to <00:27:09.470>launch <00:27:09.578>a <00:27:09.686>set <00:27:09.793>of <00:27:09.901>new <00:27:10.009>premium <00:27:10.116>package <00:27:10.224>later <00:27:10.332>this <00:27:10.440>year. 00:27:11.950 --> 00:27:11.960 align:start position:0% <00:27:11.950>premium <00:27:11.952>package <00:27:11.954>later <00:27:11.956>this <00:27:11.959>year. 00:27:11.960 --> 00:27:13.830 align:start position:0% <00:27:11.960>premium <00:27:12.087>package <00:27:12.214>later <00:27:12.341>this <00:27:12.469>year. <00:27:12.596>So, <00:27:12.723>the <00:27:12.850>second <00:27:12.978>sub <00:27:13.105>agent <00:27:13.232>has <00:27:13.360>completed 00:27:13.830 --> 00:27:13.840 align:start position:0% <00:27:13.830>So, <00:27:13.831>the <00:27:13.832>second <00:27:13.834>sub <00:27:13.836>agent <00:27:13.837>has <00:27:13.839>completed 00:27:13.840 --> 00:27:14.910 align:start position:0% <00:27:13.840>So, <00:27:13.977>the <00:27:14.115>second <00:27:14.252>sub <00:27:14.390>agent <00:27:14.527>has <00:27:14.665>completed <00:27:14.803>now. 00:27:14.910 --> 00:27:14.920 align:start position:0% now. 00:27:14.920 --> 00:27:16.670 align:start position:0% <00:27:14.920>now. <00:27:15.095>And <00:27:15.270>the <00:27:15.445>last <00:27:15.620>one <00:27:15.795>is <00:27:15.970>running <00:27:16.145>for <00:27:16.320>3 00:27:16.670 --> 00:27:16.680 align:start position:0% <00:27:16.670>And <00:27:16.671>the <00:27:16.672>last <00:27:16.673>one <00:27:16.675>is <00:27:16.676>running <00:27:16.677>for <00:27:16.679>3 00:27:16.680 --> 00:27:17.790 align:start position:0% <00:27:16.680>And <00:27:16.804>the <00:27:16.929>last <00:27:17.054>one <00:27:17.179>is <00:27:17.304>running <00:27:17.429>for <00:27:17.554>3 <00:27:17.679>minutes. 00:27:17.790 --> 00:27:17.800 align:start position:0% minutes. 00:27:17.800 --> 00:27:19.390 align:start position:0% <00:27:17.800>minutes. <00:27:17.975>So, <00:27:18.149>I <00:27:18.325>guess <00:27:18.500>he <00:27:18.675>got <00:27:18.850>the <00:27:19.024>biggest <00:27:19.200>project 00:27:19.390 --> 00:27:19.400 align:start position:0% <00:27:19.390>So, <00:27:19.391>I <00:27:19.392>guess <00:27:19.393>he <00:27:19.395>got <00:27:19.396>the <00:27:19.397>biggest <00:27:19.399>project 00:27:19.400 --> 00:27:21.550 align:start position:0% <00:27:19.400>So, <00:27:19.507>I <00:27:19.615>guess <00:27:19.723>he <00:27:19.830>got <00:27:19.938>the <00:27:20.046>biggest <00:27:20.153>project <00:27:20.261>he <00:27:20.369>has <00:27:20.476>to <00:27:20.584>test <00:27:20.692>the <00:27:20.800>repository. 00:27:21.550 --> 00:27:21.560 align:start position:0% <00:27:21.550>he <00:27:21.551>has <00:27:21.553>to <00:27:21.555>test <00:27:21.557>the <00:27:21.559>repository. 00:27:21.560 --> 00:27:23.390 align:start position:0% <00:27:21.560>he <00:27:21.659>has <00:27:21.760>to <00:27:21.860>test <00:27:21.960>the <00:27:22.060>repository. <00:27:22.159>So, <00:27:22.260>I <00:27:22.360>guess <00:27:22.460>there's <00:27:22.560>a <00:27:22.659>lot <00:27:22.760>of <00:27:22.860>mocking <00:27:22.960>of 00:27:23.390 --> 00:27:23.400 align:start position:0% <00:27:23.390>So, <00:27:23.391>I <00:27:23.392>guess <00:27:23.393>there's <00:27:23.394>a <00:27:23.395>lot <00:27:23.396>of <00:27:23.397>mocking <00:27:23.399>of 00:27:23.400 --> 00:27:27.030 align:start position:0% <00:27:23.400>So, <00:27:23.507>I <00:27:23.615>guess <00:27:23.723>there's <00:27:23.830>a <00:27:23.938>lot <00:27:24.046>of <00:27:24.153>mocking <00:27:24.261>of <00:27:24.369>databases <00:27:24.476>and <00:27:24.584>stuff <00:27:24.692>going <00:27:24.800>on. 00:27:27.030 --> 00:27:27.040 align:start position:0% <00:27:27.030>databases <00:27:27.032>and <00:27:27.034>stuff <00:27:27.036>going <00:27:27.039>on. 00:27:27.040 --> 00:27:30.830 align:start position:0% <00:27:27.040>databases <00:27:27.320>and <00:27:27.600>stuff <00:27:27.879>going <00:27:28.159>on. <00:27:28.440>Okay. 00:27:30.840 --> 00:27:32.350 align:start position:0% Um 00:27:32.350 --> 00:27:32.360 align:start position:0% Um 00:27:32.360 --> 00:27:33.790 align:start position:0% <00:27:32.360>Um <00:27:32.520>We <00:27:32.681>also <00:27:32.842>give <00:27:33.003>the <00:27:33.164>user <00:27:33.325>the <00:27:33.486>option <00:27:33.647>to 00:27:33.790 --> 00:27:33.800 align:start position:0% <00:27:33.790>We <00:27:33.791>also <00:27:33.792>give <00:27:33.793>the <00:27:33.795>user <00:27:33.796>the <00:27:33.797>option <00:27:33.799>to 00:27:33.800 --> 00:27:35.190 align:start position:0% <00:27:33.800>We <00:27:33.889>also <00:27:33.978>give <00:27:34.068>the <00:27:34.157>user <00:27:34.246>the <00:27:34.336>option <00:27:34.425>to <00:27:34.514>always <00:27:34.604>check <00:27:34.693>what <00:27:34.782>is <00:27:34.872>in <00:27:34.961>the <00:27:35.051>context 00:27:35.190 --> 00:27:35.200 align:start position:0% <00:27:35.190>always <00:27:35.191>check <00:27:35.193>what <00:27:35.194>is <00:27:35.196>in <00:27:35.197>the <00:27:35.199>context 00:27:35.200 --> 00:27:37.510 align:start position:0% <00:27:35.200>always <00:27:35.300>check <00:27:35.400>what <00:27:35.500>is <00:27:35.600>in <00:27:35.700>the <00:27:35.800>context <00:27:35.900>window. <00:27:36.000>So, <00:27:36.100>here <00:27:36.200>you <00:27:36.300>can <00:27:36.400>see <00:27:36.500>actually <00:27:36.600>we 00:27:37.510 --> 00:27:37.520 align:start position:0% <00:27:37.510>window. <00:27:37.511>So, <00:27:37.512>here <00:27:37.513>you <00:27:37.515>can <00:27:37.516>see <00:27:37.517>actually <00:27:37.519>we 00:27:37.520 --> 00:27:39.910 align:start position:0% <00:27:37.520>window. <00:27:37.627>So, <00:27:37.735>here <00:27:37.843>you <00:27:37.950>can <00:27:38.058>see <00:27:38.166>actually <00:27:38.273>we <00:27:38.381>limit <00:27:38.489>the <00:27:38.596>context <00:27:38.704>window <00:27:38.812>to <00:27:38.920>170,000 00:27:39.910 --> 00:27:39.920 align:start position:0% <00:27:39.910>limit <00:27:39.911>the <00:27:39.913>context <00:27:39.915>window <00:27:39.917>to <00:27:39.919>170,000 00:27:39.920 --> 00:27:42.270 align:start position:0% <00:27:39.920>limit <00:27:40.027>the <00:27:40.135>context <00:27:40.243>window <00:27:40.350>to <00:27:40.458>170,000 <00:27:40.566>tokens. <00:27:40.673>And <00:27:40.781>here <00:27:40.889>you <00:27:40.996>see <00:27:41.104>like <00:27:41.212>that <00:27:41.320>it's 00:27:42.270 --> 00:27:42.280 align:start position:0% <00:27:42.270>tokens. <00:27:42.271>And <00:27:42.272>here <00:27:42.273>you <00:27:42.275>see <00:27:42.276>like <00:27:42.277>that <00:27:42.279>it's 00:27:42.280 --> 00:27:43.830 align:start position:0% <00:27:42.280>tokens. <00:27:42.379>And <00:27:42.479>here <00:27:42.578>you <00:27:42.678>see <00:27:42.778>like <00:27:42.877>that <00:27:42.977>it's <00:27:43.077>made <00:27:43.176>up <00:27:43.276>of <00:27:43.376>the <00:27:43.475>system <00:27:43.575>prompt, <00:27:43.675>tool 00:27:43.830 --> 00:27:43.840 align:start position:0% <00:27:43.830>made <00:27:43.831>up <00:27:43.832>of <00:27:43.834>the <00:27:43.836>system <00:27:43.837>prompt, <00:27:43.839>tool 00:27:43.840 --> 00:27:45.350 align:start position:0% <00:27:43.840>made <00:27:43.944>up <00:27:44.049>of <00:27:44.153>the <00:27:44.258>system <00:27:44.362>prompt, <00:27:44.467>tool <00:27:44.571>definition, <00:27:44.676>rules, <00:27:44.780>and <00:27:44.885>so <00:27:44.989>on. <00:27:45.094>And <00:27:45.198>you 00:27:45.350 --> 00:27:45.360 align:start position:0% <00:27:45.350>definition, <00:27:45.351>rules, <00:27:45.352>and <00:27:45.354>so <00:27:45.356>on. <00:27:45.357>And <00:27:45.359>you 00:27:45.360 --> 00:27:48.830 align:start position:0% <00:27:45.360>definition, <00:27:45.467>rules, <00:27:45.575>and <00:27:45.683>so <00:27:45.790>on. <00:27:45.898>And <00:27:46.006>you <00:27:46.113>can <00:27:46.221>see <00:27:46.329>that <00:27:46.436>I <00:27:46.544>used <00:27:46.652>only <00:27:46.760>1,400 00:27:48.830 --> 00:27:48.840 align:start position:0% <00:27:48.830>can <00:27:48.831>see <00:27:48.832>that <00:27:48.834>I <00:27:48.836>used <00:27:48.837>only <00:27:48.839>1,400 00:27:48.840 --> 00:27:51.510 align:start position:0% <00:27:48.840>can <00:27:48.956>see <00:27:49.073>that <00:27:49.189>I <00:27:49.306>used <00:27:49.423>only <00:27:49.540>1,400 <00:27:49.656>token <00:27:49.773>for <00:27:49.889>the <00:27:50.006>messages <00:27:50.123>here. <00:27:50.240>That's 00:27:51.510 --> 00:27:51.520 align:start position:0% <00:27:51.510>token <00:27:51.511>for <00:27:51.513>the <00:27:51.515>messages <00:27:51.517>here. <00:27:51.519>That's 00:27:51.520 --> 00:27:53.630 align:start position:0% <00:27:51.520>token <00:27:51.636>for <00:27:51.753>the <00:27:51.870>messages <00:27:51.986>here. <00:27:52.103>That's <00:27:52.220>because <00:27:52.336>I <00:27:52.453>offloaded <00:27:52.570>a <00:27:52.686>lot <00:27:52.803>of <00:27:52.920>token 00:27:53.630 --> 00:27:53.640 align:start position:0% <00:27:53.630>because <00:27:53.631>I <00:27:53.633>offloaded <00:27:53.634>a <00:27:53.636>lot <00:27:53.637>of <00:27:53.639>token 00:27:53.640 --> 00:27:57.310 align:start position:0% <00:27:53.640>because <00:27:53.747>I <00:27:53.855>offloaded <00:27:53.963>a <00:27:54.070>lot <00:27:54.178>of <00:27:54.286>token <00:27:54.393>intensive <00:27:54.501>work <00:27:54.609>to <00:27:54.716>the <00:27:54.824>three <00:27:54.932>sub <00:27:55.040>agents. 00:27:57.310 --> 00:27:57.320 align:start position:0% <00:27:57.310>intensive <00:27:57.311>work <00:27:57.312>to <00:27:57.314>the <00:27:57.316>three <00:27:57.317>sub <00:27:57.319>agents. 00:27:57.320 --> 00:27:58.870 align:start position:0% <00:27:57.320>intensive <00:27:57.519>work <00:27:57.718>to <00:27:57.917>the <00:27:58.117>three <00:27:58.316>sub <00:27:58.515>agents. <00:27:58.715>Okay. 00:27:58.870 --> 00:27:58.880 align:start position:0% Okay. 00:27:58.880 --> 00:28:00.590 align:start position:0% <00:27:58.880>Okay. <00:27:59.055>Let's <00:27:59.230>close <00:27:59.405>this. <00:27:59.580>Seems <00:27:59.755>like <00:27:59.930>Bob <00:28:00.105>is <00:28:00.280>done 00:28:00.590 --> 00:28:00.600 align:start position:0% <00:28:00.590>Let's <00:28:00.591>close <00:28:00.592>this. <00:28:00.593>Seems <00:28:00.595>like <00:28:00.596>Bob <00:28:00.597>is <00:28:00.599>done 00:28:00.600 --> 00:28:02.230 align:start position:0% <00:28:00.600>Let's <00:28:00.740>close <00:28:00.879>this. <00:28:01.020>Seems <00:28:01.159>like <00:28:01.300>Bob <00:28:01.439>is <00:28:01.580>done <00:28:01.719>with <00:28:01.860>the <00:28:02.000>generation. 00:28:02.230 --> 00:28:02.240 align:start position:0% <00:28:02.230>with <00:28:02.234>the <00:28:02.239>generation. 00:28:02.240 --> 00:28:04.950 align:start position:0% <00:28:02.240>with <00:28:02.395>the <00:28:02.551>generation. <00:28:02.706>And <00:28:02.862>he <00:28:03.017>also <00:28:03.173>created <00:28:03.328>a <00:28:03.484>visual <00:28:03.640>explaining 00:28:04.950 --> 00:28:04.960 align:start position:0% <00:28:04.950>And <00:28:04.951>he <00:28:04.953>also <00:28:04.954>created <00:28:04.956>a <00:28:04.957>visual <00:28:04.959>explaining 00:28:04.960 --> 00:28:07.350 align:start position:0% <00:28:04.960>And <00:28:05.100>he <00:28:05.240>also <00:28:05.380>created <00:28:05.520>a <00:28:05.660>visual <00:28:05.800>explaining <00:28:05.940>what <00:28:06.080>he <00:28:06.220>actually <00:28:06.360>did. 00:28:07.350 --> 00:28:07.360 align:start position:0% <00:28:07.350>what <00:28:07.352>he <00:28:07.356>actually <00:28:07.359>did. 00:28:07.360 --> 00:28:09.470 align:start position:0% <00:28:07.360>what <00:28:07.593>he <00:28:07.826>actually <00:28:08.060>did. <00:28:08.293>Let's <00:28:08.526>go <00:28:08.760>up. 00:28:09.470 --> 00:28:09.480 align:start position:0% <00:28:09.470>Let's <00:28:09.474>go <00:28:09.479>up. 00:28:09.480 --> 00:28:11.310 align:start position:0% <00:28:09.480>Let's <00:28:09.946>go <00:28:10.413>up. <00:28:10.880>Okay. 00:28:11.310 --> 00:28:11.320 align:start position:0% Okay. 00:28:11.320 --> 00:28:13.430 align:start position:0% <00:28:11.320>Okay. <00:28:11.786>So, <00:28:12.253>unit <00:28:12.720>whoops. 00:28:13.430 --> 00:28:13.440 align:start position:0% <00:28:13.430>So, <00:28:13.434>unit <00:28:13.439>whoops. 00:28:13.440 --> 00:28:16.630 align:start position:0% <00:28:13.440>So, <00:28:13.673>unit <00:28:13.906>whoops. <00:28:14.140>Unit <00:28:14.373>test <00:28:14.606>generation <00:28:14.840>process. 00:28:16.630 --> 00:28:16.640 align:start position:0% <00:28:16.630>Unit <00:28:16.633>test <00:28:16.636>generation <00:28:16.639>process. 00:28:16.640 --> 00:28:19.070 align:start position:0% <00:28:16.640>Unit <00:28:16.795>test <00:28:16.951>generation <00:28:17.106>process. <00:28:17.262>He <00:28:17.417>started <00:28:17.573>with <00:28:17.728>different <00:28:17.884>layers, <00:28:18.040>model 00:28:19.070 --> 00:28:19.080 align:start position:0% <00:28:19.070>He <00:28:19.071>started <00:28:19.073>with <00:28:19.075>different <00:28:19.077>layers, <00:28:19.079>model 00:28:19.080 --> 00:28:20.710 align:start position:0% <00:28:19.080>He <00:28:19.280>started <00:28:19.480>with <00:28:19.679>different <00:28:19.879>layers, <00:28:20.080>model <00:28:20.280>layer <00:28:20.480>passed. 00:28:20.710 --> 00:28:20.720 align:start position:0% <00:28:20.710>layer <00:28:20.719>passed. 00:28:20.720 --> 00:28:22.550 align:start position:0% <00:28:20.720>layer <00:28:21.070>passed. <00:28:21.420>Action <00:28:21.770>layer <00:28:22.120>test 00:28:22.550 --> 00:28:22.560 align:start position:0% <00:28:22.550>Action <00:28:22.554>layer <00:28:22.559>test 00:28:22.560 --> 00:28:23.910 align:start position:0% <00:28:22.560>Action <00:28:22.965>layer <00:28:23.370>test <00:28:23.775>passed. 00:28:23.910 --> 00:28:23.920 align:start position:0% passed. 00:28:23.920 --> 00:28:26.190 align:start position:0% <00:28:23.920>passed. <00:28:25.320>Okay. 00:28:26.190 --> 00:28:26.200 align:start position:0% Okay. 00:28:26.200 --> 00:28:28.550 align:start position:0% <00:28:26.200>Okay. <00:28:26.550>All <00:28:26.900>subtasks <00:28:27.250>have <00:28:27.600>completed. 00:28:28.550 --> 00:28:28.560 align:start position:0% <00:28:28.550>All <00:28:28.553>subtasks <00:28:28.556>have <00:28:28.559>completed. 00:28:28.560 --> 00:28:31.990 align:start position:0% <00:28:28.560>All <00:28:28.700>subtasks <00:28:28.840>have <00:28:28.980>completed. <00:28:29.120>And <00:28:29.260>now <00:28:29.399>we <00:28:29.540>can <00:28:29.679>measure <00:28:29.820>the <00:28:29.960>task 00:28:31.990 --> 00:28:32.000 align:start position:0% <00:28:31.990>And <00:28:31.991>now <00:28:31.993>we <00:28:31.994>can <00:28:31.996>measure <00:28:31.997>the <00:28:31.999>task 00:28:32.000 --> 00:28:43.670 align:start position:0% <00:28:32.000>And <00:28:32.200>now <00:28:32.400>we <00:28:32.600>can <00:28:32.800>measure <00:28:33.000>the <00:28:33.200>task <00:28:33.400>coverage. 00:28:43.680 --> 00:28:46.150 align:start position:0% <00:28:43.680>So, <00:28:43.880>the <00:28:44.080>actual <00:28:44.280>test <00:28:44.480>coverage <00:28:44.680>of <00:28:44.880>the <00:28:45.080>105 00:28:46.150 --> 00:28:46.160 align:start position:0% <00:28:46.150>So, <00:28:46.151>the <00:28:46.152>actual <00:28:46.153>test <00:28:46.155>coverage <00:28:46.156>of <00:28:46.157>the <00:28:46.159>105 00:28:46.160 --> 00:28:48.310 align:start position:0% <00:28:46.160>So, <00:28:46.300>the <00:28:46.440>actual <00:28:46.580>test <00:28:46.720>coverage <00:28:46.860>of <00:28:47.000>the <00:28:47.140>105 <00:28:47.280>tests <00:28:47.420>is <00:28:47.560>92%. 00:28:48.310 --> 00:28:48.320 align:start position:0% <00:28:48.310>tests <00:28:48.314>is <00:28:48.319>92%. 00:28:48.320 --> 00:28:50.550 align:start position:0% <00:28:48.320>tests <00:28:48.460>is <00:28:48.600>92%. <00:28:48.740>And <00:28:48.879>that's <00:28:49.020>cost <00:28:49.159>me <00:28:49.300>less <00:28:49.439>than <00:28:49.580>5 <00:28:49.720>minutes. 00:28:50.550 --> 00:28:50.560 align:start position:0% <00:28:50.550>And <00:28:50.551>that's <00:28:50.552>cost <00:28:50.553>me <00:28:50.555>less <00:28:50.556>than <00:28:50.557>5 <00:28:50.559>minutes. 00:28:50.560 --> 00:28:52.070 align:start position:0% <00:28:50.560>And <00:28:50.644>that's <00:28:50.729>cost <00:28:50.814>me <00:28:50.899>less <00:28:50.984>than <00:28:51.069>5 <00:28:51.154>minutes. <00:28:51.239>So <00:28:51.324>that's <00:28:51.409>pretty <00:28:51.494>cool. <00:28:51.579>Now <00:28:51.664>I <00:28:51.749>can <00:28:51.834>use <00:28:51.918>the 00:28:52.070 --> 00:28:52.080 align:start position:0% <00:28:52.070>So <00:28:52.071>that's <00:28:52.072>pretty <00:28:52.073>cool. <00:28:52.074>Now <00:28:52.075>I <00:28:52.076>can <00:28:52.077>use <00:28:52.079>the 00:28:52.080 --> 00:28:53.870 align:start position:0% <00:28:52.080>So <00:28:52.179>that's <00:28:52.280>pretty <00:28:52.379>cool. <00:28:52.480>Now <00:28:52.580>I <00:28:52.679>can <00:28:52.780>use <00:28:52.879>the <00:28:52.980>other <00:28:53.080>features <00:28:53.179>from <00:28:53.280>the <00:28:53.379>Bob <00:28:53.480>Premium 00:28:53.870 --> 00:28:53.880 align:start position:0% <00:28:53.870>other <00:28:53.871>features <00:28:53.873>from <00:28:53.875>the <00:28:53.877>Bob <00:28:53.879>Premium 00:28:53.880 --> 00:28:56.230 align:start position:0% <00:28:53.880>other <00:28:53.980>features <00:28:54.080>from <00:28:54.180>the <00:28:54.280>Bob <00:28:54.380>Premium <00:28:54.480>Package <00:28:54.580>for <00:28:54.680>Java <00:28:54.780>to <00:28:54.880>update <00:28:54.980>it <00:28:55.080>to <00:28:55.180>a <00:28:55.280>later 00:28:56.230 --> 00:28:56.240 align:start position:0% <00:28:56.230>Package <00:28:56.231>for <00:28:56.232>Java <00:28:56.233>to <00:28:56.234>update <00:28:56.235>it <00:28:56.236>to <00:28:56.237>a <00:28:56.239>later 00:28:56.240 --> 00:28:58.230 align:start position:0% <00:28:56.240>Package <00:28:56.340>for <00:28:56.440>Java <00:28:56.540>to <00:28:56.640>update <00:28:56.740>it <00:28:56.840>to <00:28:56.940>a <00:28:57.040>later <00:28:57.140>runtime, <00:28:57.240>to <00:28:57.340>ensure <00:28:57.440>major <00:28:57.540>framework, <00:28:57.640>or 00:28:58.230 --> 00:28:58.240 align:start position:0% <00:28:58.230>runtime, <00:28:58.231>to <00:28:58.233>ensure <00:28:58.235>major <00:28:58.237>framework, <00:28:58.239>or 00:28:58.240 --> 00:29:00.270 align:start position:0% <00:28:58.240>runtime, <00:28:58.347>to <00:28:58.455>ensure <00:28:58.563>major <00:28:58.670>framework, <00:28:58.778>or <00:28:58.886>whatever <00:28:58.993>I <00:28:59.101>would <00:28:59.209>would <00:28:59.316>like <00:28:59.424>to <00:28:59.532>do <00:28:59.640>next. 00:29:00.270 --> 00:29:00.280 align:start position:0% <00:29:00.270>whatever <00:29:00.271>I <00:29:00.272>would <00:29:00.273>would <00:29:00.275>like <00:29:00.276>to <00:29:00.277>do <00:29:00.279>next. 00:29:00.280 --> 00:29:02.350 align:start position:0% <00:29:00.280>whatever <00:29:00.373>I <00:29:00.466>would <00:29:00.560>would <00:29:00.653>like <00:29:00.746>to <00:29:00.840>do <00:29:00.933>next. <00:29:01.026>But <00:29:01.120>having <00:29:01.213>the <00:29:01.306>test <00:29:01.399>cases <00:29:01.493>as <00:29:01.586>a <00:29:01.680>life 00:29:02.350 --> 00:29:02.360 align:start position:0% <00:29:02.350>But <00:29:02.351>having <00:29:02.352>the <00:29:02.353>test <00:29:02.355>cases <00:29:02.356>as <00:29:02.357>a <00:29:02.359>life 00:29:02.360 --> 00:29:04.310 align:start position:0% <00:29:02.360>But <00:29:02.467>having <00:29:02.575>the <00:29:02.683>test <00:29:02.790>cases <00:29:02.898>as <00:29:03.006>a <00:29:03.113>life <00:29:03.221>insurance, <00:29:03.329>if <00:29:03.436>something <00:29:03.544>goes <00:29:03.652>wrong, <00:29:03.760>I 00:29:04.310 --> 00:29:04.320 align:start position:0% <00:29:04.310>insurance, <00:29:04.311>if <00:29:04.313>something <00:29:04.315>goes <00:29:04.317>wrong, <00:29:04.319>I 00:29:04.320 --> 00:29:07.350 align:start position:0% <00:29:04.320>insurance, <00:29:04.460>if <00:29:04.600>something <00:29:04.740>goes <00:29:04.879>wrong, <00:29:05.020>I <00:29:05.159>will <00:29:05.300>know <00:29:05.439>if <00:29:05.580>something <00:29:05.720>broke. 00:29:07.350 --> 00:29:07.360 align:start position:0% <00:29:07.350>will <00:29:07.352>know <00:29:07.354>if <00:29:07.356>something <00:29:07.359>broke. 00:29:07.360 --> 00:29:08.990 align:start position:0% <00:29:07.360>will <00:29:07.560>know <00:29:07.760>if <00:29:07.959>something <00:29:08.159>broke. <00:29:08.360>So <00:29:08.560>that's <00:29:08.760>Bob. 00:29:08.990 --> 00:29:09.000 align:start position:0% <00:29:08.990>So <00:29:08.994>that's <00:29:08.999>Bob. 00:29:09.000 --> 00:29:11.070 align:start position:0% <00:29:09.000>So <00:29:09.233>that's <00:29:09.466>Bob. <00:29:09.700>With <00:29:09.933>that, <00:29:10.166>um <00:29:10.400>yeah. 00:29:11.070 --> 00:29:11.080 align:start position:0% <00:29:11.070>With <00:29:11.072>that, <00:29:11.076>um <00:29:11.079>yeah. 00:29:11.080 --> 00:29:12.750 align:start position:0% <00:29:11.080>With <00:29:11.207>that, <00:29:11.334>um <00:29:11.461>yeah. <00:29:11.589>Thanks <00:29:11.716>for <00:29:11.843>tuning <00:29:11.970>in. <00:29:12.098>Feel <00:29:12.225>free <00:29:12.352>to <00:29:12.480>check 00:29:12.750 --> 00:29:12.760 align:start position:0% <00:29:12.750>Thanks <00:29:12.751>for <00:29:12.752>tuning <00:29:12.753>in. <00:29:12.755>Feel <00:29:12.756>free <00:29:12.757>to <00:29:12.759>check 00:29:12.760 --> 00:29:14.270 align:start position:0% <00:29:12.760>Thanks <00:29:12.844>for <00:29:12.929>tuning <00:29:13.014>in. <00:29:13.099>Feel <00:29:13.184>free <00:29:13.269>to <00:29:13.354>check <00:29:13.439>out <00:29:13.524>Bob. <00:29:13.609>We <00:29:13.694>have <00:29:13.779>a <00:29:13.864>free <00:29:13.949>trial, <00:29:14.034>as <00:29:14.119>Neil 00:29:14.270 --> 00:29:14.280 align:start position:0% <00:29:14.270>out <00:29:14.271>Bob. <00:29:14.272>We <00:29:14.273>have <00:29:14.274>a <00:29:14.275>free <00:29:14.276>trial, <00:29:14.277>as <00:29:14.279>Neil 00:29:14.280 --> 00:29:17.310 align:start position:0% <00:29:14.280>out <00:29:14.367>Bob. <00:29:14.455>We <00:29:14.542>have <00:29:14.629>a <00:29:14.717>free <00:29:14.805>trial, <00:29:14.892>as <00:29:14.980>Neil <00:29:15.067>mentioned. <00:29:15.155>Uh <00:29:15.242>you <00:29:15.330>find <00:29:15.417>also <00:29:15.504>a <00:29:15.592>demo <00:29:15.680>at 00:29:17.310 --> 00:29:17.320 align:start position:0% <00:29:17.310>mentioned. <00:29:17.311>Uh <00:29:17.312>you <00:29:17.313>find <00:29:17.315>also <00:29:17.316>a <00:29:17.317>demo <00:29:17.319>at 00:29:17.320 --> 00:29:19.710 align:start position:0% <00:29:17.320>mentioned. <00:29:17.419>Uh <00:29:17.520>you <00:29:17.620>find <00:29:17.720>also <00:29:17.820>a <00:29:17.919>demo <00:29:18.020>at <00:29:18.120>the <00:29:18.220>IBM <00:29:18.320>booth <00:29:18.419>down <00:29:18.520>in <00:29:18.620>Hall <00:29:18.720>2. 00:29:19.710 --> 00:29:19.720 align:start position:0% <00:29:19.710>the <00:29:19.711>IBM <00:29:19.713>booth <00:29:19.714>down <00:29:19.716>in <00:29:19.717>Hall <00:29:19.719>2. 00:29:19.720 --> 00:29:21.470 align:start position:0% <00:29:19.720>the <00:29:19.827>IBM <00:29:19.935>booth <00:29:20.043>down <00:29:20.150>in <00:29:20.258>Hall <00:29:20.366>2. <00:29:20.473>And <00:29:20.581>then <00:29:20.689>uh <00:29:20.796>happy <00:29:20.904>to <00:29:21.012>answer <00:29:21.120>your 00:29:21.470 --> 00:29:21.480 align:start position:0% <00:29:21.470>And <00:29:21.471>then <00:29:21.473>uh <00:29:21.474>happy <00:29:21.476>to <00:29:21.477>answer <00:29:21.479>your 00:29:21.480 --> 00:29:25.235 align:start position:0% <00:29:21.480>And <00:29:21.680>then <00:29:21.880>uh <00:29:22.080>happy <00:29:22.280>to <00:29:22.480>answer <00:29:22.680>your <00:29:22.880>questions. 00:29:25.245 --> 00:29:30.950 align:start position:0% <00:29:25.245>>> <00:29:26.645>[applause] 00:29:30.960 --> 00:29:33.070 align:start position:0% <00:29:30.960>>> <00:29:31.310>Excellent. <00:29:31.660>Thanks <00:29:32.010>very <00:29:32.360>much. 00:29:33.070 --> 00:29:33.080 align:start position:0% <00:29:33.070>>> <00:29:33.072>Excellent. <00:29:33.074>Thanks <00:29:33.076>very <00:29:33.079>much. 00:29:33.080 --> 00:29:33.630 align:start position:0% <00:29:33.080>>> <00:29:33.150>Excellent. <00:29:33.221>Thanks <00:29:33.292>very <00:29:33.362>much. <00:29:33.433>>> <00:29:33.504>Thank <00:29:33.575>you. 00:29:33.630 --> 00:29:33.640 align:start position:0% <00:29:33.630>>> <00:29:33.634>Thank <00:29:33.639>you. 00:29:33.640 --> 00:29:35.790 align:start position:0% <00:29:33.640>>> <00:29:33.795>Thank <00:29:33.951>you. <00:29:34.106>>> <00:29:34.262>There's <00:29:34.417>no <00:29:34.573>time <00:29:34.728>for <00:29:34.884>questions <00:29:35.040>anymore, 00:29:35.790 --> 00:29:35.800 align:start position:0% <00:29:35.790>>> <00:29:35.791>There's <00:29:35.793>no <00:29:35.794>time <00:29:35.796>for <00:29:35.797>questions <00:29:35.799>anymore, 00:29:35.800 --> 00:29:37.470 align:start position:0% <00:29:35.800>>> <00:29:35.907>There's <00:29:36.015>no <00:29:36.123>time <00:29:36.230>for <00:29:36.338>questions <00:29:36.446>anymore, <00:29:36.553>but <00:29:36.661>are <00:29:36.769>you <00:29:36.876>available <00:29:36.984>at <00:29:37.092>the <00:29:37.200>booth 00:29:37.470 --> 00:29:37.480 align:start position:0% <00:29:37.470>but <00:29:37.471>are <00:29:37.473>you <00:29:37.474>available <00:29:37.476>at <00:29:37.477>the <00:29:37.479>booth 00:29:37.480 --> 00:29:38.190 align:start position:0% <00:29:37.480>but <00:29:37.571>are <00:29:37.662>you <00:29:37.753>available <00:29:37.845>at <00:29:37.936>the <00:29:38.027>booth <00:29:38.119>somewhere? 00:29:38.190 --> 00:29:38.200 align:start position:0% somewhere? 00:29:38.200 --> 00:29:39.550 align:start position:0% <00:29:38.200>somewhere? <00:29:38.351>>> <00:29:38.503>Yeah, <00:29:38.655>we'll <00:29:38.807>be <00:29:38.959>available, <00:29:39.111>and <00:29:39.263>there <00:29:39.415>are 00:29:39.550 --> 00:29:39.560 align:start position:0% <00:29:39.550>>> <00:29:39.551>Yeah, <00:29:39.552>we'll <00:29:39.553>be <00:29:39.555>available, <00:29:39.556>and <00:29:39.557>there <00:29:39.559>are 00:29:39.560 --> 00:29:41.110 align:start position:0% <00:29:39.560>>> <00:29:39.659>Yeah, <00:29:39.759>we'll <00:29:39.858>be <00:29:39.958>available, <00:29:40.058>and <00:29:40.157>there <00:29:40.257>are <00:29:40.357>other <00:29:40.456>folks <00:29:40.556>at <00:29:40.656>the <00:29:40.755>booth <00:29:40.855>as <00:29:40.955>well. 00:29:41.110 --> 00:29:41.120 align:start position:0% <00:29:41.110>other <00:29:41.111>folks <00:29:41.112>at <00:29:41.114>the <00:29:41.116>booth <00:29:41.117>as <00:29:41.119>well. 00:29:41.120 --> 00:29:42.430 align:start position:0% <00:29:41.120>other <00:29:41.204>folks <00:29:41.288>at <00:29:41.372>the <00:29:41.456>booth <00:29:41.541>as <00:29:41.625>well. <00:29:41.709>>> <00:29:41.793>Yeah, <00:29:41.877>it's <00:29:41.962>the <00:29:42.046>booth. <00:29:42.130>We'll <00:29:42.214>be <00:29:42.299>available 00:29:42.430 --> 00:29:42.440 align:start position:0% <00:29:42.430>>> <00:29:42.431>Yeah, <00:29:42.432>it's <00:29:42.433>the <00:29:42.435>booth. <00:29:42.436>We'll <00:29:42.437>be <00:29:42.439>available 00:29:42.440 --> 00:29:44.270 align:start position:0% <00:29:42.440>>> <00:29:42.527>Yeah, <00:29:42.615>it's <00:29:42.702>the <00:29:42.790>booth. <00:29:42.877>We'll <00:29:42.965>be <00:29:43.052>available <00:29:43.140>at <00:29:43.227>the <00:29:43.315>booth <00:29:43.402>for <00:29:43.490>the <00:29:43.577>rest <00:29:43.665>of <00:29:43.752>the <00:29:43.840>day. 00:29:44.270 --> 00:29:44.280 align:start position:0% <00:29:44.270>at <00:29:44.271>the <00:29:44.272>booth <00:29:44.273>for <00:29:44.274>the <00:29:44.275>rest <00:29:44.276>of <00:29:44.277>the <00:29:44.279>day. 00:29:44.280 --> 00:29:46.550 align:start position:0% <00:29:44.280>at <00:29:44.373>the <00:29:44.466>booth <00:29:44.560>for <00:29:44.653>the <00:29:44.746>rest <00:29:44.840>of <00:29:44.933>the <00:29:45.026>day. <00:29:45.120>>> <00:29:45.213>Okay, <00:29:45.306>excellent. <00:29:45.399>Thank <00:29:45.493>you <00:29:45.586>very <00:29:45.680>much. 00:29:46.550 --> 00:29:46.560 align:start position:0% <00:29:46.550>>> <00:29:46.551>Okay, <00:29:46.553>excellent. <00:29:46.554>Thank <00:29:46.556>you <00:29:46.557>very <00:29:46.559>much. 00:29:46.560 --> 00:29:47.350 align:start position:0% <00:29:46.560>>> <00:29:46.631>Okay, <00:29:46.702>excellent. <00:29:46.773>Thank <00:29:46.844>you <00:29:46.915>very <00:29:46.986>much. <00:29:47.057>Can <00:29:47.128>we <00:29:47.199>build <00:29:47.271>it? 00:29:47.350 --> 00:29:47.360 align:start position:0% <00:29:47.350>Can <00:29:47.352>we <00:29:47.356>build <00:29:47.359>it? 00:29:47.360 --> 00:29:48.070 align:start position:0% <00:29:47.360>Can <00:29:47.451>we <00:29:47.542>build <00:29:47.633>it? <00:29:47.725>>> <00:29:47.816>Yes, <00:29:47.907>we <00:29:47.999>can. 00:29:48.070 --> 00:29:48.080 align:start position:0% <00:29:48.070>>> <00:29:48.072>Yes, <00:29:48.076>we <00:29:48.079>can. 00:29:48.080 --> 00:29:48.815 align:start position:0% <00:29:48.080>>> <00:29:48.212>Yes, <00:29:48.344>we <00:29:48.476>can. <00:29:48.609>>> <00:29:48.741>Thanks. 00:29:48.815 --> 00:29:48.825 align:start position:0% <00:29:48.815>>> <00:29:48.824>Thanks. 00:29:48.825 --> 00:29:50.845 align:start position:0% <00:29:48.825>>> <00:29:49.291>Thanks. <00:29:49.758>>> <00:29:50.225>[laughter]