WEBVTT

00:00:02.880 --> 00:00:04.550 align:start position:0%
<00:00:02.880>Uh <00:00:03.580>hello <00:00:04.279>everyone.

00:00:04.550 --> 00:00:04.560 align:start position:0%
<00:00:04.550>Uh <00:00:04.554>hello <00:00:04.558>everyone.

00:00:04.560 --> 00:00:06.670 align:start position:0%
<00:00:04.560>Uh <00:00:04.760>hello <00:00:04.960>everyone. <00:00:05.159>Everyone <00:00:05.359>excited? <00:00:05.560>Everyone <00:00:05.760>happy <00:00:05.959>after

00:00:06.670 --> 00:00:06.680 align:start position:0%
<00:00:06.670>Everyone <00:00:06.672>excited? <00:00:06.674>Everyone <00:00:06.676>happy <00:00:06.678>after

00:00:06.680 --> 00:00:08.870 align:start position:0%
<00:00:06.680>Everyone <00:00:06.854>excited? <00:00:07.029>Everyone <00:00:07.205>happy <00:00:07.380>after <00:00:07.555>lunch? <00:00:07.729>Full <00:00:07.904>of <00:00:08.080>energy?

00:00:08.870 --> 00:00:08.880 align:start position:0%
<00:00:08.870>lunch? <00:00:08.873>Full <00:00:08.876>of <00:00:08.879>energy?

00:00:08.880 --> 00:00:12.870 align:start position:0%
<00:00:08.880>lunch? <00:00:09.007>Full <00:00:09.134>of <00:00:09.261>energy? <00:00:09.389>Yeah. <00:00:09.516>Okay. <00:00:09.643>Lovely. <00:00:09.770>So, <00:00:09.898>my <00:00:10.025>talk <00:00:10.152>is <00:00:10.280>going

00:00:12.870 --> 00:00:12.880 align:start position:0%
<00:00:12.870>Yeah. <00:00:12.871>Okay. <00:00:12.872>Lovely. <00:00:12.873>So, <00:00:12.875>my <00:00:12.876>talk <00:00:12.877>is <00:00:12.879>going

00:00:12.880 --> 00:00:15.670 align:start position:0%
<00:00:12.880>Yeah. <00:00:12.980>Okay. <00:00:13.080>Lovely. <00:00:13.180>So, <00:00:13.280>my <00:00:13.380>talk <00:00:13.480>is <00:00:13.580>going <00:00:13.680>to <00:00:13.780>be <00:00:13.880>about <00:00:13.980>the <00:00:14.080>next <00:00:14.180>generation <00:00:14.280>of

00:00:15.670 --> 00:00:15.680 align:start position:0%
<00:00:15.670>to <00:00:15.671>be <00:00:15.673>about <00:00:15.674>the <00:00:15.676>next <00:00:15.677>generation <00:00:15.679>of

00:00:15.680 --> 00:00:17.150 align:start position:0%
<00:00:15.680>to <00:00:15.845>be <00:00:16.010>about <00:00:16.176>the <00:00:16.341>next <00:00:16.506>generation <00:00:16.672>of <00:00:16.837>developer <00:00:17.003>tools.

00:00:17.150 --> 00:00:17.160 align:start position:0%
<00:00:17.150>developer <00:00:17.159>tools.

00:00:17.160 --> 00:00:19.270 align:start position:0%
<00:00:17.160>developer <00:00:17.393>tools. <00:00:17.626>And <00:00:17.860>obviously <00:00:18.093>nowadays <00:00:18.326>next <00:00:18.560>generation

00:00:19.270 --> 00:00:19.280 align:start position:0%
<00:00:19.270>And <00:00:19.272>obviously <00:00:19.274>nowadays <00:00:19.276>next <00:00:19.279>generation

00:00:19.280 --> 00:00:20.950 align:start position:0%
<00:00:19.280>And <00:00:19.396>obviously <00:00:19.513>nowadays <00:00:19.630>next <00:00:19.746>generation <00:00:19.863>of <00:00:19.980>developer <00:00:20.096>tools, <00:00:20.213>it <00:00:20.330>needs <00:00:20.446>to <00:00:20.563>be <00:00:20.680>about

00:00:20.950 --> 00:00:20.960 align:start position:0%
<00:00:20.950>of <00:00:20.951>developer <00:00:20.952>tools, <00:00:20.953>it <00:00:20.955>needs <00:00:20.956>to <00:00:20.957>be <00:00:20.959>about

00:00:20.960 --> 00:00:22.070 align:start position:0%
<00:00:20.960>of <00:00:21.084>developer <00:00:21.209>tools, <00:00:21.334>it <00:00:21.459>needs <00:00:21.584>to <00:00:21.709>be <00:00:21.834>about <00:00:21.959>AI.

00:00:22.070 --> 00:00:22.080 align:start position:0%
AI.

00:00:22.080 --> 00:00:23.270 align:start position:0%
<00:00:22.080>AI. <00:00:23.151>Uh

00:00:23.270 --> 00:00:23.280 align:start position:0%
Uh

00:00:23.280 --> 00:00:26.270 align:start position:0%
<00:00:23.280>Uh <00:00:23.513>I'm <00:00:23.746>software <00:00:23.980>developer <00:00:24.213>by <00:00:24.446>trade. <00:00:24.680>I've

00:00:26.270 --> 00:00:26.280 align:start position:0%
<00:00:26.270>I'm <00:00:26.271>software <00:00:26.273>developer <00:00:26.275>by <00:00:26.277>trade. <00:00:26.279>I've

00:00:26.280 --> 00:00:28.270 align:start position:0%
<00:00:26.280>I'm <00:00:26.396>software <00:00:26.513>developer <00:00:26.630>by <00:00:26.746>trade. <00:00:26.863>I've <00:00:26.980>been <00:00:27.096>working <00:00:27.213>on <00:00:27.330>developer <00:00:27.446>tools <00:00:27.563>for <00:00:27.680>last

00:00:28.270 --> 00:00:28.280 align:start position:0%
<00:00:28.270>been <00:00:28.271>working <00:00:28.273>on <00:00:28.274>developer <00:00:28.276>tools <00:00:28.277>for <00:00:28.279>last

00:00:28.280 --> 00:00:30.070 align:start position:0%
<00:00:28.280>been <00:00:28.407>working <00:00:28.534>on <00:00:28.661>developer <00:00:28.789>tools <00:00:28.916>for <00:00:29.043>last <00:00:29.170>15 <00:00:29.298>years <00:00:29.425>of <00:00:29.552>my <00:00:29.680>life.

00:00:30.070 --> 00:00:30.080 align:start position:0%
<00:00:30.070>15 <00:00:30.072>years <00:00:30.074>of <00:00:30.076>my <00:00:30.078>life.

00:00:30.080 --> 00:00:32.150 align:start position:0%
<00:00:30.080>15 <00:00:30.207>years <00:00:30.334>of <00:00:30.461>my <00:00:30.589>life. <00:00:30.716>Uh <00:00:30.843>initially <00:00:30.970>as <00:00:31.098>a <00:00:31.225>just <00:00:31.352>open <00:00:31.479>source

00:00:32.150 --> 00:00:32.160 align:start position:0%
<00:00:32.150>Uh <00:00:32.151>initially <00:00:32.153>as <00:00:32.154>a <00:00:32.156>just <00:00:32.157>open <00:00:32.159>source

00:00:32.160 --> 00:00:34.110 align:start position:0%
<00:00:32.159>Uh <00:00:32.267>initially <00:00:32.375>as <00:00:32.483>a <00:00:32.590>just <00:00:32.698>open <00:00:32.806>source <00:00:32.913>person <00:00:33.021>doing <00:00:33.129>a <00:00:33.236>lot <00:00:33.344>of <00:00:33.452>independent <00:00:33.559>open

00:00:34.110 --> 00:00:34.120 align:start position:0%
<00:00:34.110>person <00:00:34.111>doing <00:00:34.113>a <00:00:34.114>lot <00:00:34.116>of <00:00:34.117>independent <00:00:34.119>open

00:00:34.120 --> 00:00:37.550 align:start position:0%
<00:00:34.120>person <00:00:34.227>doing <00:00:34.335>a <00:00:34.443>lot <00:00:34.550>of <00:00:34.658>independent <00:00:34.766>open <00:00:34.873>source <00:00:34.981>projects <00:00:35.089>in <00:00:35.196>this <00:00:35.304>area. <00:00:35.412>And <00:00:35.519>then

00:00:37.550 --> 00:00:37.560 align:start position:0%
<00:00:37.550>source <00:00:37.551>projects <00:00:37.553>in <00:00:37.554>this <00:00:37.556>area. <00:00:37.557>And <00:00:37.559>then

00:00:37.560 --> 00:00:39.230 align:start position:0%
<00:00:37.560>source <00:00:37.653>projects <00:00:37.746>in <00:00:37.840>this <00:00:37.933>area. <00:00:38.026>And <00:00:38.120>then <00:00:38.213>for <00:00:38.306>the <00:00:38.400>last <00:00:38.493>5 <00:00:38.586>years <00:00:38.680>I've <00:00:38.773>been <00:00:38.866>part <00:00:38.960>of

00:00:39.230 --> 00:00:39.240 align:start position:0%
<00:00:39.230>for <00:00:39.231>the <00:00:39.232>last <00:00:39.233>5 <00:00:39.234>years <00:00:39.235>I've <00:00:39.236>been <00:00:39.237>part <00:00:39.239>of

00:00:39.240 --> 00:00:40.670 align:start position:0%
<00:00:39.240>for <00:00:39.368>the <00:00:39.497>last <00:00:39.626>5 <00:00:39.754>years <00:00:39.883>I've <00:00:40.012>been <00:00:40.140>part <00:00:40.269>of <00:00:40.398>GitHub <00:00:40.527>Next.

00:00:40.670 --> 00:00:40.680 align:start position:0%
<00:00:40.670>GitHub <00:00:40.679>Next.

00:00:40.680 --> 00:00:43.070 align:start position:0%
<00:00:40.680>GitHub <00:00:40.855>Next. <00:00:41.030>What <00:00:41.205>I <00:00:41.380>helped <00:00:41.555>to <00:00:41.730>create <00:00:41.905>tools <00:00:42.080>like

00:00:43.070 --> 00:00:43.080 align:start position:0%
<00:00:43.070>What <00:00:43.071>I <00:00:43.073>helped <00:00:43.074>to <00:00:43.076>create <00:00:43.077>tools <00:00:43.079>like

00:00:43.080 --> 00:00:47.110 align:start position:0%
<00:00:43.080>What <00:00:43.196>I <00:00:43.313>helped <00:00:43.430>to <00:00:43.546>create <00:00:43.663>tools <00:00:43.780>like <00:00:43.896>original <00:00:44.013>GitHub <00:00:44.129>Copilot <00:00:44.246>or <00:00:44.363>Copilot <00:00:44.480>next

00:00:47.110 --> 00:00:47.120 align:start position:0%
<00:00:47.110>original <00:00:47.111>GitHub <00:00:47.113>Copilot <00:00:47.115>or <00:00:47.117>Copilot <00:00:47.119>next

00:00:47.120 --> 00:00:49.150 align:start position:0%
<00:00:47.120>original <00:00:47.236>GitHub <00:00:47.353>Copilot <00:00:47.470>or <00:00:47.586>Copilot <00:00:47.703>next <00:00:47.820>that <00:00:47.936>it <00:00:48.053>suggestion <00:00:48.169>or <00:00:48.286>couple <00:00:48.403>of <00:00:48.519>newer

00:00:49.150 --> 00:00:49.160 align:start position:0%
<00:00:49.150>that <00:00:49.151>it <00:00:49.153>suggestion <00:00:49.154>or <00:00:49.156>couple <00:00:49.157>of <00:00:49.159>newer

00:00:49.160 --> 00:00:51.270 align:start position:0%
<00:00:49.160>that <00:00:49.276>it <00:00:49.393>suggestion <00:00:49.510>or <00:00:49.626>couple <00:00:49.743>of <00:00:49.860>newer <00:00:49.976>tools <00:00:50.093>like <00:00:50.209>agentic <00:00:50.326>workflows <00:00:50.443>or <00:00:50.559>A's

00:00:51.270 --> 00:00:51.280 align:start position:0%
<00:00:51.270>tools <00:00:51.271>like <00:00:51.273>agentic <00:00:51.275>workflows <00:00:51.277>or <00:00:51.279>A's

00:00:51.280 --> 00:00:54.310 align:start position:0%
<00:00:51.280>tools <00:00:51.396>like <00:00:51.513>agentic <00:00:51.630>workflows <00:00:51.746>or <00:00:51.863>A's <00:00:51.980>which <00:00:52.096>I'll <00:00:52.213>I <00:00:52.330>will <00:00:52.446>mention <00:00:52.563>later <00:00:52.680>today.

00:00:54.310 --> 00:00:54.320 align:start position:0%
<00:00:54.310>which <00:00:54.311>I'll <00:00:54.313>I <00:00:54.314>will <00:00:54.316>mention <00:00:54.317>later <00:00:54.319>today.

00:00:54.320 --> 00:00:56.070 align:start position:0%
<00:00:54.320>which <00:00:54.427>I'll <00:00:54.535>I <00:00:54.643>will <00:00:54.750>mention <00:00:54.858>later <00:00:54.966>today. <00:00:55.073>Uh <00:00:55.181>so, <00:00:55.289>probably <00:00:55.396>your <00:00:55.504>question <00:00:55.612>right <00:00:55.720>now

00:00:56.070 --> 00:00:56.080 align:start position:0%
<00:00:56.070>Uh <00:00:56.071>so, <00:00:56.073>probably <00:00:56.074>your <00:00:56.076>question <00:00:56.077>right <00:00:56.079>now

00:00:56.080 --> 00:00:58.190 align:start position:0%
<00:00:56.080>Uh <00:00:56.180>so, <00:00:56.280>probably <00:00:56.379>your <00:00:56.480>question <00:00:56.580>right <00:00:56.680>now <00:00:56.780>is <00:00:56.879>what <00:00:56.980>is <00:00:57.080>GitHub <00:00:57.180>Next? <00:00:57.280>I've <00:00:57.379>heard <00:00:57.480>about

00:00:58.190 --> 00:00:58.200 align:start position:0%
<00:00:58.190>is <00:00:58.191>what <00:00:58.192>is <00:00:58.193>GitHub <00:00:58.195>Next? <00:00:58.196>I've <00:00:58.197>heard <00:00:58.199>about

00:00:58.200 --> 00:00:59.870 align:start position:0%
<00:00:58.200>is <00:00:58.300>what <00:00:58.400>is <00:00:58.500>GitHub <00:00:58.600>Next? <00:00:58.700>I've <00:00:58.800>heard <00:00:58.900>about <00:00:59.000>GitHub, <00:00:59.100>but <00:00:59.200>what <00:00:59.300>the <00:00:59.400>hell <00:00:59.500>is <00:00:59.600>GitHub

00:00:59.870 --> 00:00:59.880 align:start position:0%
<00:00:59.870>GitHub, <00:00:59.871>but <00:00:59.873>what <00:00:59.874>the <00:00:59.876>hell <00:00:59.877>is <00:00:59.879>GitHub

00:00:59.880 --> 00:01:00.950 align:start position:0%
<00:00:59.880>GitHub, <00:01:00.017>but <00:01:00.155>what <00:01:00.292>the <00:01:00.430>hell <00:01:00.567>is <00:01:00.705>GitHub <00:01:00.843>Next?

00:01:00.950 --> 00:01:00.960 align:start position:0%
Next?

00:01:00.960 --> 00:01:04.750 align:start position:0%
<00:01:00.960>Next? <00:01:01.160>And <00:01:01.360>Next <00:01:01.560>is <00:01:01.760>this <00:01:01.960>group <00:01:02.160>inside <00:01:02.360>GitHub

00:01:04.750 --> 00:01:04.760 align:start position:0%
<00:01:04.750>And <00:01:04.751>Next <00:01:04.753>is <00:01:04.754>this <00:01:04.756>group <00:01:04.757>inside <00:01:04.759>GitHub

00:01:04.760 --> 00:01:07.470 align:start position:0%
<00:01:04.760>And <00:01:04.887>Next <00:01:05.014>is <00:01:05.141>this <00:01:05.269>group <00:01:05.396>inside <00:01:05.523>GitHub <00:01:05.650>that <00:01:05.778>is <00:01:05.905>responsible <00:01:06.032>for <00:01:06.160>investigating

00:01:07.470 --> 00:01:07.480 align:start position:0%
<00:01:07.470>that <00:01:07.472>is <00:01:07.474>responsible <00:01:07.476>for <00:01:07.479>investigating

00:01:07.480 --> 00:01:09.350 align:start position:0%
<00:01:07.480>that <00:01:07.620>is <00:01:07.760>responsible <00:01:07.900>for <00:01:08.040>investigating <00:01:08.180>the <00:01:08.320>future. <00:01:08.460>The <00:01:08.600>future <00:01:08.740>of <00:01:08.880>software

00:01:09.350 --> 00:01:09.360 align:start position:0%
<00:01:09.350>the <00:01:09.351>future. <00:01:09.353>The <00:01:09.355>future <00:01:09.357>of <00:01:09.359>software

00:01:09.360 --> 00:01:11.030 align:start position:0%
<00:01:09.360>the <00:01:09.476>future. <00:01:09.593>The <00:01:09.710>future <00:01:09.826>of <00:01:09.943>software <00:01:10.060>development, <00:01:10.176>the <00:01:10.293>future <00:01:10.410>of <00:01:10.526>GitHub <00:01:10.643>as <00:01:10.760>a

00:01:11.030 --> 00:01:11.040 align:start position:0%
<00:01:11.030>development, <00:01:11.031>the <00:01:11.033>future <00:01:11.034>of <00:01:11.036>GitHub <00:01:11.037>as <00:01:11.038>a

00:01:11.040 --> 00:01:13.310 align:start position:0%
<00:01:11.039>development, <00:01:11.147>the <00:01:11.255>future <00:01:11.363>of <00:01:11.470>GitHub <00:01:11.578>as <00:01:11.686>a <00:01:11.793>platform. <00:01:11.901>We <00:01:12.009>are <00:01:12.116>very <00:01:12.224>small <00:01:12.332>group <00:01:12.440>of

00:01:13.310 --> 00:01:13.320 align:start position:0%
<00:01:13.310>platform. <00:01:13.311>We <00:01:13.313>are <00:01:13.314>very <00:01:13.316>small <00:01:13.317>group <00:01:13.318>of

00:01:13.320 --> 00:01:15.430 align:start position:0%
<00:01:13.320>platform. <00:01:13.475>We <00:01:13.631>are <00:01:13.786>very <00:01:13.942>small <00:01:14.097>group <00:01:14.253>of <00:01:14.408>researchers <00:01:14.564>and <00:01:14.720>developers.

00:01:15.430 --> 00:01:15.440 align:start position:0%
<00:01:15.430>researchers <00:01:15.434>and <00:01:15.439>developers.

00:01:15.440 --> 00:01:17.470 align:start position:0%
<00:01:15.440>researchers <00:01:15.556>and <00:01:15.673>developers. <00:01:15.789>There <00:01:15.906>is <00:01:16.023>15 <00:01:16.140>of <00:01:16.256>us <00:01:16.373>right <00:01:16.490>now <00:01:16.606>in <00:01:16.723>the <00:01:16.840>in

00:01:17.470 --> 00:01:17.480 align:start position:0%
<00:01:17.470>There <00:01:17.471>is <00:01:17.472>15 <00:01:17.473>of <00:01:17.474>us <00:01:17.475>right <00:01:17.476>now <00:01:17.477>in <00:01:17.478>the <00:01:17.479>in

00:01:17.480 --> 00:01:20.230 align:start position:0%
<00:01:17.480>There <00:01:17.562>is <00:01:17.644>15 <00:01:17.727>of <00:01:17.809>us <00:01:17.891>right <00:01:17.974>now <00:01:18.056>in <00:01:18.138>the <00:01:18.221>in <00:01:18.303>the <00:01:18.385>group <00:01:18.468>and <00:01:18.550>we <00:01:18.632>try <00:01:18.715>to <00:01:18.797>push <00:01:18.880>boundaries

00:01:20.230 --> 00:01:20.240 align:start position:0%
<00:01:20.230>the <00:01:20.231>group <00:01:20.232>and <00:01:20.233>we <00:01:20.235>try <00:01:20.236>to <00:01:20.237>push <00:01:20.238>boundaries

00:01:20.240 --> 00:01:22.310 align:start position:0%
<00:01:20.240>the <00:01:20.333>group <00:01:20.426>and <00:01:20.520>we <00:01:20.613>try <00:01:20.706>to <00:01:20.800>push <00:01:20.893>boundaries <00:01:20.986>and <00:01:21.080>go <00:01:21.173>where <00:01:21.266>no <00:01:21.360>one <00:01:21.453>has <00:01:21.546>gone <00:01:21.640>before.

00:01:22.310 --> 00:01:22.320 align:start position:0%
<00:01:22.310>and <00:01:22.311>go <00:01:22.312>where <00:01:22.313>no <00:01:22.315>one <00:01:22.316>has <00:01:22.317>gone <00:01:22.318>before.

00:01:22.320 --> 00:01:24.270 align:start position:0%
<00:01:22.320>and <00:01:22.419>go <00:01:22.520>where <00:01:22.619>no <00:01:22.720>one <00:01:22.820>has <00:01:22.919>gone <00:01:23.020>before. <00:01:23.119>Well, <00:01:23.220>at <00:01:23.320>least <00:01:23.419>in <00:01:23.520>context <00:01:23.619>of <00:01:23.720>developer

00:01:24.270 --> 00:01:24.280 align:start position:0%
<00:01:24.270>Well, <00:01:24.271>at <00:01:24.273>least <00:01:24.274>in <00:01:24.276>context <00:01:24.277>of <00:01:24.279>developer

00:01:24.280 --> 00:01:25.390 align:start position:0%
<00:01:24.280>Well, <00:01:24.422>at <00:01:24.565>least <00:01:24.708>in <00:01:24.850>context <00:01:24.993>of <00:01:25.136>developer <00:01:25.279>tools.

00:01:25.390 --> 00:01:25.400 align:start position:0%
tools.

00:01:25.400 --> 00:01:29.390 align:start position:0%
<00:01:25.400>tools. <00:01:25.575>Uh <00:01:25.750>our <00:01:25.925>tools <00:01:26.100>varies. <00:01:26.275>We <00:01:26.450>created <00:01:26.625>a <00:01:26.800>family

00:01:29.390 --> 00:01:29.400 align:start position:0%
<00:01:29.390>Uh <00:01:29.391>our <00:01:29.392>tools <00:01:29.393>varies. <00:01:29.395>We <00:01:29.396>created <00:01:29.397>a <00:01:29.399>family

00:01:29.400 --> 00:01:31.510 align:start position:0%
<00:01:29.400>Uh <00:01:29.493>our <00:01:29.586>tools <00:01:29.680>varies. <00:01:29.773>We <00:01:29.866>created <00:01:29.960>a <00:01:30.053>family <00:01:30.146>of <00:01:30.240>fonts <00:01:30.333>called <00:01:30.426>Mona <00:01:30.520>Space <00:01:30.613>that <00:01:30.706>got <00:01:30.800>very

00:01:31.510 --> 00:01:31.520 align:start position:0%
<00:01:31.510>of <00:01:31.511>fonts <00:01:31.512>called <00:01:31.513>Mona <00:01:31.515>Space <00:01:31.516>that <00:01:31.517>got <00:01:31.518>very

00:01:31.520 --> 00:01:33.350 align:start position:0%
<00:01:31.520>of <00:01:31.627>fonts <00:01:31.735>called <00:01:31.843>Mona <00:01:31.950>Space <00:01:32.058>that <00:01:32.166>got <00:01:32.273>very <00:01:32.381>popular. <00:01:32.489>It's <00:01:32.596>very <00:01:32.704>innovative <00:01:32.812>family <00:01:32.920>of

00:01:33.350 --> 00:01:33.360 align:start position:0%
<00:01:33.350>popular. <00:01:33.351>It's <00:01:33.353>very <00:01:33.355>innovative <00:01:33.357>family <00:01:33.359>of

00:01:33.360 --> 00:01:35.510 align:start position:0%
<00:01:33.360>popular. <00:01:33.500>It's <00:01:33.640>very <00:01:33.780>innovative <00:01:33.920>family <00:01:34.060>of <00:01:34.200>fonts <00:01:34.340>for <00:01:34.480>software <00:01:34.620>developers. <00:01:34.760>I'm

00:01:35.510 --> 00:01:35.520 align:start position:0%
<00:01:35.509>fonts <00:01:35.512>for <00:01:35.514>software <00:01:35.516>developers. <00:01:35.519>I'm

00:01:35.520 --> 00:01:37.430 align:start position:0%
<00:01:35.520>fonts <00:01:35.647>for <00:01:35.774>software <00:01:35.901>developers. <00:01:36.029>I'm <00:01:36.156>actually <00:01:36.283>using <00:01:36.410>the <00:01:36.538>fonts <00:01:36.665>here <00:01:36.792>in <00:01:36.920>this

00:01:37.430 --> 00:01:37.440 align:start position:0%
<00:01:37.430>actually <00:01:37.431>using <00:01:37.433>the <00:01:37.434>fonts <00:01:37.436>here <00:01:37.437>in <00:01:37.439>this

00:01:37.440 --> 00:01:39.910 align:start position:0%
<00:01:37.440>actually <00:01:37.640>using <00:01:37.840>the <00:01:38.039>fonts <00:01:38.240>here <00:01:38.440>in <00:01:38.640>this <00:01:38.840>presentation.

00:01:39.910 --> 00:01:39.920 align:start position:0%
presentation.

00:01:39.920 --> 00:01:41.310 align:start position:0%
<00:01:39.920>presentation. <00:01:40.076>So, <00:01:40.232>on <00:01:40.389>the <00:01:40.545>one <00:01:40.701>hand <00:01:40.858>we <00:01:41.014>have <00:01:41.171>projects

00:01:41.310 --> 00:01:41.320 align:start position:0%
<00:01:41.310>So, <00:01:41.311>on <00:01:41.312>the <00:01:41.313>one <00:01:41.315>hand <00:01:41.316>we <00:01:41.317>have <00:01:41.318>projects

00:01:41.320 --> 00:01:43.190 align:start position:0%
<00:01:41.320>So, <00:01:41.413>on <00:01:41.506>the <00:01:41.600>one <00:01:41.693>hand <00:01:41.786>we <00:01:41.880>have <00:01:41.973>projects <00:01:42.066>like <00:01:42.160>fonts. <00:01:42.253>On <00:01:42.346>the <00:01:42.440>other <00:01:42.533>hand <00:01:42.626>we <00:01:42.720>have

00:01:43.190 --> 00:01:43.200 align:start position:0%
<00:01:43.190>like <00:01:43.191>fonts. <00:01:43.192>On <00:01:43.193>the <00:01:43.195>other <00:01:43.196>hand <00:01:43.197>we <00:01:43.199>have

00:01:43.200 --> 00:01:45.510 align:start position:0%
<00:01:43.200>like <00:01:43.307>fonts. <00:01:43.415>On <00:01:43.523>the <00:01:43.630>other <00:01:43.738>hand <00:01:43.846>we <00:01:43.953>have <00:01:44.061>projects <00:01:44.169>like <00:01:44.276>original <00:01:44.384>Copilot <00:01:44.492>and <00:01:44.600>all

00:01:45.510 --> 00:01:45.520 align:start position:0%
<00:01:45.509>projects <00:01:45.511>like <00:01:45.513>original <00:01:45.515>Copilot <00:01:45.517>and <00:01:45.519>all

00:01:45.520 --> 00:01:48.190 align:start position:0%
<00:01:45.520>projects <00:01:45.620>like <00:01:45.720>original <00:01:45.820>Copilot <00:01:45.920>and <00:01:46.020>all <00:01:46.120>the <00:01:46.220>AI <00:01:46.320>stuff. <00:01:46.420>There <00:01:46.520>is <00:01:46.620>one <00:01:46.720>core <00:01:46.820>thing <00:01:46.920>in

00:01:48.190 --> 00:01:48.200 align:start position:0%
<00:01:48.190>the <00:01:48.191>AI <00:01:48.192>stuff. <00:01:48.193>There <00:01:48.194>is <00:01:48.195>one <00:01:48.196>core <00:01:48.197>thing <00:01:48.199>in

00:01:48.200 --> 00:01:50.070 align:start position:0%
<00:01:48.200>the <00:01:48.340>AI <00:01:48.480>stuff. <00:01:48.620>There <00:01:48.760>is <00:01:48.900>one <00:01:49.040>core <00:01:49.180>thing <00:01:49.320>in <00:01:49.460>there. <00:01:49.600>We

00:01:50.070 --> 00:01:50.080 align:start position:0%
<00:01:50.070>there. <00:01:50.079>We

00:01:50.080 --> 00:01:52.230 align:start position:0%
<00:01:50.080>there. <00:01:50.255>We <00:01:50.429>The <00:01:50.605>only <00:01:50.780>thing <00:01:50.955>we <00:01:51.130>care <00:01:51.304>about <00:01:51.480>is

00:01:52.230 --> 00:01:52.240 align:start position:0%
<00:01:52.229>The <00:01:52.231>only <00:01:52.232>thing <00:01:52.234>we <00:01:52.236>care <00:01:52.237>about <00:01:52.239>is

00:01:52.240 --> 00:01:53.670 align:start position:0%
<00:01:52.240>The <00:01:52.383>only <00:01:52.526>thing <00:01:52.669>we <00:01:52.812>care <00:01:52.955>about <00:01:53.098>is <00:01:53.241>developer <00:01:53.384>happiness, <00:01:53.527>developer

00:01:53.670 --> 00:01:53.680 align:start position:0%
<00:01:53.670>developer <00:01:53.674>happiness, <00:01:53.679>developer

00:01:53.680 --> 00:01:56.030 align:start position:0%
<00:01:53.680>developer <00:01:53.913>happiness, <00:01:54.146>developer <00:01:54.380>experience, <00:01:54.613>and <00:01:54.846>developer <00:01:55.080>productivity.

00:01:56.030 --> 00:01:56.040 align:start position:0%
<00:01:56.030>experience, <00:01:56.033>and <00:01:56.036>developer <00:01:56.038>productivity.

00:01:56.040 --> 00:01:58.230 align:start position:0%
<00:01:56.039>experience, <00:01:56.147>and <00:01:56.255>developer <00:01:56.363>productivity. <00:01:56.470>We <00:01:56.578>are <00:01:56.686>not <00:01:56.793>here <00:01:56.901>to <00:01:57.009>I'm <00:01:57.116>not <00:01:57.224>here <00:01:57.332>to <00:01:57.440>sell

00:01:58.230 --> 00:01:58.240 align:start position:0%
<00:01:58.229>We <00:01:58.231>are <00:01:58.232>not <00:01:58.232>here <00:01:58.234>to <00:01:58.235>I'm <00:01:58.236>not <00:01:58.237>here <00:01:58.238>to <00:01:58.239>sell

00:01:58.240 --> 00:02:00.390 align:start position:0%
<00:01:58.240>We <00:01:58.322>are <00:01:58.404>not <00:01:58.487>here <00:01:58.569>to <00:01:58.651>I'm <00:01:58.734>not <00:01:58.816>here <00:01:58.898>to <00:01:58.981>sell <00:01:59.063>you <00:01:59.145>anything. <00:01:59.228>I'm <00:01:59.310>not <00:01:59.392>here <00:01:59.475>to <00:01:59.557>tell <00:01:59.640>you

00:02:00.390 --> 00:02:00.400 align:start position:0%
<00:02:00.390>you <00:02:00.391>anything. <00:02:00.392>I'm <00:02:00.393>not <00:02:00.395>here <00:02:00.396>to <00:02:00.397>tell <00:02:00.399>you

00:02:00.400 --> 00:02:02.630 align:start position:0%
<00:02:00.400>you <00:02:00.507>anything. <00:02:00.615>I'm <00:02:00.723>not <00:02:00.830>here <00:02:00.938>to <00:02:01.046>tell <00:02:01.153>you <00:02:01.261>about <00:02:01.369>latest <00:02:01.476>greatest <00:02:01.584>product <00:02:01.692>that <00:02:01.800>you

00:02:02.630 --> 00:02:02.640 align:start position:0%
<00:02:02.630>about <00:02:02.631>latest <00:02:02.633>greatest <00:02:02.635>product <00:02:02.637>that <00:02:02.639>you

00:02:02.640 --> 00:02:05.469 align:start position:0%
<00:02:02.640>about <00:02:02.747>latest <00:02:02.855>greatest <00:02:02.963>product <00:02:03.070>that <00:02:03.178>you <00:02:03.286>pay <00:02:03.393>GitHub <00:02:03.501>money <00:02:03.609>for. <00:02:03.716>You <00:02:03.824>can <00:02:03.932>go <00:02:04.040>there

00:02:05.469 --> 00:02:05.479 align:start position:0%
<00:02:05.469>pay <00:02:05.470>GitHub <00:02:05.471>money <00:02:05.472>for. <00:02:05.474>You <00:02:05.475>can <00:02:05.476>go <00:02:05.478>there

00:02:05.479 --> 00:02:07.150 align:start position:0%
<00:02:05.479>pay <00:02:05.572>GitHub <00:02:05.665>money <00:02:05.759>for. <00:02:05.852>You <00:02:05.945>can <00:02:06.039>go <00:02:06.132>there <00:02:06.225>and <00:02:06.319>talk <00:02:06.412>with <00:02:06.505>people <00:02:06.599>at <00:02:06.692>booth <00:02:06.785>to <00:02:06.879>do

00:02:07.150 --> 00:02:07.160 align:start position:0%
<00:02:07.150>and <00:02:07.151>talk <00:02:07.152>with <00:02:07.153>people <00:02:07.155>at <00:02:07.156>booth <00:02:07.157>to <00:02:07.158>do

00:02:07.160 --> 00:02:10.510 align:start position:0%
<00:02:07.160>and <00:02:07.253>talk <00:02:07.346>with <00:02:07.440>people <00:02:07.533>at <00:02:07.626>booth <00:02:07.720>to <00:02:07.813>do <00:02:07.906>that. <00:02:08.000>I'm <00:02:08.093>researcher. <00:02:08.186>As <00:02:08.280>such, <00:02:08.373>I <00:02:08.466>do <00:02:08.560>not

00:02:10.510 --> 00:02:10.520 align:start position:0%
<00:02:10.509>that. <00:02:10.511>I'm <00:02:10.512>researcher. <00:02:10.513>As <00:02:10.515>such, <00:02:10.516>I <00:02:10.517>do <00:02:10.519>not

00:02:10.520 --> 00:02:12.150 align:start position:0%
<00:02:10.520>that. <00:02:10.627>I'm <00:02:10.735>researcher. <00:02:10.843>As <00:02:10.950>such, <00:02:11.058>I <00:02:11.166>do <00:02:11.273>not <00:02:11.381>represent <00:02:11.489>GitHub <00:02:11.596>or <00:02:11.704>Microsoft <00:02:11.812>as <00:02:11.920>a

00:02:12.150 --> 00:02:12.160 align:start position:0%
<00:02:12.150>represent <00:02:12.151>GitHub <00:02:12.153>or <00:02:12.155>Microsoft <00:02:12.157>as <00:02:12.159>a

00:02:12.160 --> 00:02:14.350 align:start position:0%
<00:02:12.160>represent <00:02:12.359>GitHub <00:02:12.560>or <00:02:12.760>Microsoft <00:02:12.960>as <00:02:13.160>a <00:02:13.359>whole. <00:02:13.560>Uh

00:02:14.350 --> 00:02:14.360 align:start position:0%
<00:02:14.350>whole. <00:02:14.359>Uh

00:02:14.360 --> 00:02:16.510 align:start position:0%
<00:02:14.360>whole. <00:02:14.515>Uh <00:02:14.671>at <00:02:14.826>best, <00:02:14.982>I <00:02:15.137>represent <00:02:15.293>myself <00:02:15.448>at <00:02:15.604>in <00:02:15.760>worst

00:02:16.510 --> 00:02:16.520 align:start position:0%
<00:02:16.510>at <00:02:16.511>best, <00:02:16.512>I <00:02:16.513>represent <00:02:16.515>myself <00:02:16.516>at <00:02:16.517>in <00:02:16.519>worst

00:02:16.520 --> 00:02:18.830 align:start position:0%
<00:02:16.520>at <00:02:16.620>best, <00:02:16.720>I <00:02:16.820>represent <00:02:16.920>myself <00:02:17.020>at <00:02:17.120>in <00:02:17.220>worst <00:02:17.320>case, <00:02:17.420>I <00:02:17.520>represent <00:02:17.620>GitHub <00:02:17.720>next. <00:02:17.820>So, <00:02:17.920>I

00:02:18.830 --> 00:02:18.840 align:start position:0%
<00:02:18.829>case, <00:02:18.831>I <00:02:18.833>represent <00:02:18.834>GitHub <00:02:18.835>next. <00:02:18.837>So, <00:02:18.839>I

00:02:18.840 --> 00:02:21.230 align:start position:0%
<00:02:18.840>case, <00:02:18.980>I <00:02:19.120>represent <00:02:19.260>GitHub <00:02:19.400>next. <00:02:19.540>So, <00:02:19.680>I <00:02:19.820>have <00:02:19.960>absolutely <00:02:20.100>no <00:02:20.240>idea

00:02:21.230 --> 00:02:21.240 align:start position:0%
<00:02:21.230>have <00:02:21.233>absolutely <00:02:21.236>no <00:02:21.239>idea

00:02:21.240 --> 00:02:23.150 align:start position:0%
<00:02:21.240>have <00:02:21.395>absolutely <00:02:21.551>no <00:02:21.706>idea <00:02:21.862>about <00:02:22.017>our <00:02:22.173>product <00:02:22.328>strategy, <00:02:22.484>about <00:02:22.640>our

00:02:23.150 --> 00:02:23.160 align:start position:0%
<00:02:23.150>about <00:02:23.151>our <00:02:23.153>product <00:02:23.155>strategy, <00:02:23.157>about <00:02:23.159>our

00:02:23.160 --> 00:02:25.230 align:start position:0%
<00:02:23.160>about <00:02:23.276>our <00:02:23.393>product <00:02:23.510>strategy, <00:02:23.626>about <00:02:23.743>our <00:02:23.859>pricing. <00:02:23.976>I <00:02:24.093>don't <00:02:24.210>know <00:02:24.326>why <00:02:24.443>Copilot <00:02:24.560>is

00:02:25.230 --> 00:02:25.240 align:start position:0%
<00:02:25.230>pricing. <00:02:25.231>I <00:02:25.233>don't <00:02:25.234>know <00:02:25.236>why <00:02:25.237>Copilot <00:02:25.239>is

00:02:25.240 --> 00:02:27.430 align:start position:0%
<00:02:25.240>pricing. <00:02:25.347>I <00:02:25.455>don't <00:02:25.563>know <00:02:25.670>why <00:02:25.778>Copilot <00:02:25.886>is <00:02:25.993>suddenly <00:02:26.101>so <00:02:26.209>expensive <00:02:26.316>or <00:02:26.424>why <00:02:26.532>we <00:02:26.640>have

00:02:27.430 --> 00:02:27.440 align:start position:0%
<00:02:27.430>suddenly <00:02:27.431>so <00:02:27.433>expensive <00:02:27.434>or <00:02:27.436>why <00:02:27.437>we <00:02:27.439>have

00:02:27.440 --> 00:02:30.190 align:start position:0%
<00:02:27.440>suddenly <00:02:27.547>so <00:02:27.655>expensive <00:02:27.763>or <00:02:27.870>why <00:02:27.978>we <00:02:28.086>have <00:02:28.193>less <00:02:28.301>than <00:02:28.409>two <00:02:28.516>nines <00:02:28.624>of <00:02:28.732>availability. <00:02:28.840>All

00:02:30.190 --> 00:02:30.200 align:start position:0%
<00:02:30.190>less <00:02:30.191>than <00:02:30.192>two <00:02:30.194>nines <00:02:30.196>of <00:02:30.197>availability. <00:02:30.198>All

00:02:30.200 --> 00:02:33.110 align:start position:0%
<00:02:30.200>less <00:02:30.355>than <00:02:30.511>two <00:02:30.666>nines <00:02:30.822>of <00:02:30.977>availability. <00:02:31.133>All <00:02:31.288>those <00:02:31.444>questions <00:02:31.600>there.

00:02:33.110 --> 00:02:33.120 align:start position:0%
<00:02:33.110>those <00:02:33.114>questions <00:02:33.119>there.

00:02:33.120 --> 00:02:34.990 align:start position:0%
<00:02:33.120>those <00:02:33.586>questions <00:02:34.053>there. <00:02:34.520>Uh

00:02:34.990 --> 00:02:35.000 align:start position:0%
Uh

00:02:35.000 --> 00:02:37.430 align:start position:0%
<00:02:35.000>Uh <00:02:35.200>So, <00:02:35.400>I've <00:02:35.600>promised <00:02:35.800>in <00:02:36.000>abstract <00:02:36.200>and <00:02:36.400>then

00:02:37.430 --> 00:02:37.440 align:start position:0%
<00:02:37.430>So, <00:02:37.431>I've <00:02:37.433>promised <00:02:37.434>in <00:02:37.436>abstract <00:02:37.437>and <00:02:37.439>then

00:02:37.440 --> 00:02:39.030 align:start position:0%
<00:02:37.440>So, <00:02:37.540>I've <00:02:37.640>promised <00:02:37.740>in <00:02:37.840>abstract <00:02:37.940>and <00:02:38.040>then <00:02:38.140>in <00:02:38.240>in <00:02:38.340>this <00:02:38.440>introduction <00:02:38.540>that <00:02:38.640>I <00:02:38.740>will <00:02:38.840>talk

00:02:39.030 --> 00:02:39.040 align:start position:0%
<00:02:39.030>in <00:02:39.031>in <00:02:39.032>this <00:02:39.033>introduction <00:02:39.035>that <00:02:39.036>I <00:02:39.037>will <00:02:39.039>talk

00:02:39.040 --> 00:02:41.150 align:start position:0%
<00:02:39.040>in <00:02:39.156>in <00:02:39.273>this <00:02:39.390>introduction <00:02:39.506>that <00:02:39.623>I <00:02:39.739>will <00:02:39.856>talk <00:02:39.973>about <00:02:40.090>future <00:02:40.206>of <00:02:40.323>software <00:02:40.440>development.

00:02:41.150 --> 00:02:41.160 align:start position:0%
<00:02:41.150>about <00:02:41.152>future <00:02:41.154>of <00:02:41.156>software <00:02:41.159>development.

00:02:41.160 --> 00:02:42.910 align:start position:0%
<00:02:41.160>about <00:02:41.335>future <00:02:41.510>of <00:02:41.685>software <00:02:41.859>development. <00:02:42.035>But <00:02:42.210>talking <00:02:42.385>about <00:02:42.560>future

00:02:42.910 --> 00:02:42.920 align:start position:0%
<00:02:42.910>But <00:02:42.913>talking <00:02:42.916>about <00:02:42.919>future

00:02:42.920 --> 00:02:45.550 align:start position:0%
<00:02:42.920>But <00:02:43.047>talking <00:02:43.174>about <00:02:43.301>future <00:02:43.429>is <00:02:43.556>difficult. <00:02:43.683>So, <00:02:43.810>let's <00:02:43.938>take <00:02:44.065>it <00:02:44.192>step <00:02:44.320>by

00:02:45.550 --> 00:02:45.560 align:start position:0%
<00:02:45.550>is <00:02:45.551>difficult. <00:02:45.552>So, <00:02:45.553>let's <00:02:45.555>take <00:02:45.556>it <00:02:45.557>step <00:02:45.559>by

00:02:45.560 --> 00:02:47.470 align:start position:0%
<00:02:45.560>is <00:02:45.667>difficult. <00:02:45.775>So, <00:02:45.883>let's <00:02:45.990>take <00:02:46.098>it <00:02:46.206>step <00:02:46.313>by <00:02:46.421>step. <00:02:46.529>And <00:02:46.636>let's <00:02:46.744>talk <00:02:46.852>about <00:02:46.960>software

00:02:47.470 --> 00:02:47.480 align:start position:0%
<00:02:47.470>step. <00:02:47.471>And <00:02:47.473>let's <00:02:47.475>talk <00:02:47.477>about <00:02:47.478>software

00:02:47.480 --> 00:02:50.430 align:start position:0%
<00:02:47.480>step. <00:02:47.635>And <00:02:47.791>let's <00:02:47.946>talk <00:02:48.102>about <00:02:48.257>software <00:02:48.413>development <00:02:48.568>first <00:02:48.724>in <00:02:48.880>general.

00:02:50.430 --> 00:02:50.440 align:start position:0%
<00:02:50.430>development <00:02:50.433>first <00:02:50.436>in <00:02:50.439>general.

00:02:50.440 --> 00:02:51.990 align:start position:0%
<00:02:50.440>development <00:02:50.579>first <00:02:50.719>in <00:02:50.858>general. <00:02:50.998>As <00:02:51.137>a <00:02:51.277>developers, <00:02:51.416>I <00:02:51.556>imagine <00:02:51.695>that <00:02:51.835>vast

00:02:51.990 --> 00:02:52.000 align:start position:0%
<00:02:51.990>As <00:02:51.991>a <00:02:51.993>developers, <00:02:51.994>I <00:02:51.996>imagine <00:02:51.997>that <00:02:51.999>vast

00:02:52.000 --> 00:02:53.430 align:start position:0%
<00:02:52.000>As <00:02:52.099>a <00:02:52.198>developers, <00:02:52.297>I <00:02:52.396>imagine <00:02:52.495>that <00:02:52.594>vast <00:02:52.693>majority <00:02:52.792>of <00:02:52.891>us <00:02:52.990>in <00:02:53.089>this <00:02:53.188>room <00:02:53.287>are

00:02:53.430 --> 00:02:53.440 align:start position:0%
<00:02:53.430>majority <00:02:53.431>of <00:02:53.433>us <00:02:53.434>in <00:02:53.436>this <00:02:53.437>room <00:02:53.439>are

00:02:53.440 --> 00:02:55.670 align:start position:0%
<00:02:53.440>majority <00:02:53.579>of <00:02:53.720>us <00:02:53.859>in <00:02:54.000>this <00:02:54.140>room <00:02:54.280>are <00:02:54.420>developers <00:02:54.560>and <00:02:54.700>we <00:02:54.840>love

00:02:55.670 --> 00:02:55.680 align:start position:0%
<00:02:55.670>developers <00:02:55.673>and <00:02:55.676>we <00:02:55.679>love

00:02:55.680 --> 00:02:58.310 align:start position:0%
<00:02:55.680>developers <00:02:55.855>and <00:02:56.030>we <00:02:56.205>love <00:02:56.380>to <00:02:56.555>talk <00:02:56.730>about <00:02:56.905>technology, <00:02:57.080>about

00:02:58.310 --> 00:02:58.320 align:start position:0%
<00:02:58.310>to <00:02:58.312>talk <00:02:58.314>about <00:02:58.316>technology, <00:02:58.319>about

00:02:58.320 --> 00:03:01.030 align:start position:0%
<00:02:58.320>to <00:02:58.495>talk <00:02:58.670>about <00:02:58.845>technology, <00:02:59.019>about <00:02:59.195>programming <00:02:59.370>languages, <00:02:59.545>about <00:02:59.720>weird

00:03:01.030 --> 00:03:01.040 align:start position:0%
<00:03:01.030>programming <00:03:01.033>languages, <00:03:01.036>about <00:03:01.039>weird

00:03:01.040 --> 00:03:03.270 align:start position:0%
<00:03:01.040>programming <00:03:01.179>languages, <00:03:01.320>about <00:03:01.459>weird <00:03:01.600>tools. <00:03:01.739>And <00:03:01.880>we <00:03:02.019>have <00:03:02.160>all <00:03:02.299>this <00:03:02.440>magical

00:03:03.270 --> 00:03:03.280 align:start position:0%
<00:03:03.270>tools. <00:03:03.271>And <00:03:03.273>we <00:03:03.274>have <00:03:03.276>all <00:03:03.277>this <00:03:03.279>magical

00:03:03.280 --> 00:03:05.830 align:start position:0%
<00:03:03.280>tools. <00:03:03.380>And <00:03:03.480>we <00:03:03.580>have <00:03:03.680>all <00:03:03.780>this <00:03:03.880>magical <00:03:03.980>lingo <00:03:04.080>that <00:03:04.180>we <00:03:04.280>use <00:03:04.380>that <00:03:04.480>exists <00:03:04.580>only <00:03:04.680>for

00:03:05.830 --> 00:03:05.840 align:start position:0%
<00:03:05.830>lingo <00:03:05.831>that <00:03:05.832>we <00:03:05.833>use <00:03:05.835>that <00:03:05.836>exists <00:03:05.837>only <00:03:05.839>for

00:03:05.840 --> 00:03:07.910 align:start position:0%
<00:03:05.840>lingo <00:03:05.947>that <00:03:06.055>we <00:03:06.163>use <00:03:06.270>that <00:03:06.378>exists <00:03:06.486>only <00:03:06.593>for <00:03:06.701>sake <00:03:06.809>of <00:03:06.916>confusing <00:03:07.024>those <00:03:07.132>normal <00:03:07.240>people

00:03:07.910 --> 00:03:07.920 align:start position:0%
<00:03:07.910>sake <00:03:07.911>of <00:03:07.913>confusing <00:03:07.915>those <00:03:07.917>normal <00:03:07.918>people

00:03:07.920 --> 00:03:11.150 align:start position:0%
<00:03:07.920>sake <00:03:08.027>of <00:03:08.135>confusing <00:03:08.243>those <00:03:08.350>normal <00:03:08.458>people <00:03:08.566>that <00:03:08.673>are <00:03:08.781>outside <00:03:08.889>of <00:03:08.996>our <00:03:09.104>group <00:03:09.212>in <00:03:09.320>here.

00:03:11.150 --> 00:03:11.160 align:start position:0%
<00:03:11.150>that <00:03:11.151>are <00:03:11.152>outside <00:03:11.153>of <00:03:11.155>our <00:03:11.156>group <00:03:11.157>in <00:03:11.159>here.

00:03:11.160 --> 00:03:13.509 align:start position:0%
<00:03:11.160>that <00:03:11.260>are <00:03:11.359>outside <00:03:11.460>of <00:03:11.560>our <00:03:11.660>group <00:03:11.760>in <00:03:11.859>here. <00:03:11.960>But <00:03:12.060>when <00:03:12.160>you <00:03:12.260>take <00:03:12.359>all <00:03:12.460>this <00:03:12.560>away,

00:03:13.509 --> 00:03:13.519 align:start position:0%
<00:03:13.509>But <00:03:13.510>when <00:03:13.512>you <00:03:13.513>take <00:03:13.515>all <00:03:13.516>this <00:03:13.518>away,

00:03:13.519 --> 00:03:15.150 align:start position:0%
<00:03:13.519>But <00:03:13.626>when <00:03:13.734>you <00:03:13.842>take <00:03:13.949>all <00:03:14.057>this <00:03:14.165>away, <00:03:14.272>you <00:03:14.380>are <00:03:14.488>just <00:03:14.595>left <00:03:14.703>with <00:03:14.811>basically <00:03:14.919>two

00:03:15.150 --> 00:03:15.160 align:start position:0%
<00:03:15.150>you <00:03:15.151>are <00:03:15.153>just <00:03:15.154>left <00:03:15.156>with <00:03:15.157>basically <00:03:15.159>two

00:03:15.160 --> 00:03:17.229 align:start position:0%
<00:03:15.160>you <00:03:15.335>are <00:03:15.510>just <00:03:15.685>left <00:03:15.859>with <00:03:16.035>basically <00:03:16.210>two <00:03:16.385>main <00:03:16.560>components.

00:03:17.229 --> 00:03:17.239 align:start position:0%
<00:03:17.228>main <00:03:17.238>components.

00:03:17.239 --> 00:03:19.910 align:start position:0%
<00:03:17.239>main <00:03:17.472>components. <00:03:17.705>Collaborative <00:03:17.939>problem <00:03:18.172>solving <00:03:18.405>and <00:03:18.639>then

00:03:19.910 --> 00:03:19.920 align:start position:0%
<00:03:19.910>Collaborative <00:03:19.912>problem <00:03:19.914>solving <00:03:19.916>and <00:03:19.919>then

00:03:19.920 --> 00:03:22.030 align:start position:0%
<00:03:19.920>Collaborative <00:03:20.095>problem <00:03:20.270>solving <00:03:20.445>and <00:03:20.620>then <00:03:20.795>also <00:03:20.970>collaborative <00:03:21.145>manufacturing <00:03:21.320>or

00:03:22.030 --> 00:03:22.040 align:start position:0%
<00:03:22.030>also <00:03:22.033>collaborative <00:03:22.036>manufacturing <00:03:22.039>or

00:03:22.040 --> 00:03:24.630 align:start position:0%
<00:03:22.040>also <00:03:22.179>collaborative <00:03:22.320>manufacturing <00:03:22.459>or <00:03:22.600>building. <00:03:22.739>Uh <00:03:22.880>you <00:03:23.019>get <00:03:23.160>bunch <00:03:23.299>of <00:03:23.440>people

00:03:24.630 --> 00:03:24.640 align:start position:0%
<00:03:24.630>building. <00:03:24.631>Uh <00:03:24.632>you <00:03:24.634>get <00:03:24.636>bunch <00:03:24.637>of <00:03:24.638>people

00:03:24.640 --> 00:03:26.790 align:start position:0%
<00:03:24.640>building. <00:03:24.747>Uh <00:03:24.855>you <00:03:24.963>get <00:03:25.070>bunch <00:03:25.178>of <00:03:25.286>people <00:03:25.393>together <00:03:25.501>in <00:03:25.609>single <00:03:25.716>room, <00:03:25.824>in <00:03:25.932>a <00:03:26.040>single

00:03:26.790 --> 00:03:26.800 align:start position:0%
<00:03:26.790>together <00:03:26.791>in <00:03:26.793>single <00:03:26.794>room, <00:03:26.796>in <00:03:26.797>a <00:03:26.799>single

00:03:26.800 --> 00:03:29.150 align:start position:0%
<00:03:26.800>together <00:03:26.907>in <00:03:27.015>single <00:03:27.123>room, <00:03:27.230>in <00:03:27.338>a <00:03:27.446>single <00:03:27.553>Slack <00:03:27.661>channel, <00:03:27.769>depends <00:03:27.876>on <00:03:27.984>how <00:03:28.092>you <00:03:28.200>work.

00:03:29.150 --> 00:03:29.160 align:start position:0%
<00:03:29.150>Slack <00:03:29.151>channel, <00:03:29.153>depends <00:03:29.154>on <00:03:29.156>how <00:03:29.157>you <00:03:29.159>work.

00:03:29.160 --> 00:03:31.350 align:start position:0%
<00:03:29.160>Slack <00:03:29.287>channel, <00:03:29.414>depends <00:03:29.541>on <00:03:29.669>how <00:03:29.796>you <00:03:29.923>work. <00:03:30.050>Those <00:03:30.178>are <00:03:30.305>developers, <00:03:30.432>product <00:03:30.560>managers,

00:03:31.350 --> 00:03:31.360 align:start position:0%
<00:03:31.350>Those <00:03:31.352>are <00:03:31.354>developers, <00:03:31.356>product <00:03:31.359>managers,

00:03:31.360 --> 00:03:34.070 align:start position:0%
<00:03:31.360>Those <00:03:31.515>are <00:03:31.671>developers, <00:03:31.826>product <00:03:31.982>managers, <00:03:32.137>project <00:03:32.293>owners, <00:03:32.448>whatever <00:03:32.604>fancy <00:03:32.760>titles

00:03:34.070 --> 00:03:34.080 align:start position:0%
<00:03:34.070>project <00:03:34.072>owners, <00:03:34.074>whatever <00:03:34.076>fancy <00:03:34.078>titles

00:03:34.080 --> 00:03:36.910 align:start position:0%
<00:03:34.079>project <00:03:34.235>owners, <00:03:34.391>whatever <00:03:34.546>fancy <00:03:34.702>titles <00:03:34.857>people <00:03:35.013>have, <00:03:35.168>UI <00:03:35.324>designers, <00:03:35.480>lawyers,

00:03:36.910 --> 00:03:36.920 align:start position:0%
<00:03:36.910>people <00:03:36.912>have, <00:03:36.914>UI <00:03:36.916>designers, <00:03:36.919>lawyers,

00:03:36.920 --> 00:03:39.229 align:start position:0%
<00:03:36.920>people <00:03:37.047>have, <00:03:37.174>UI <00:03:37.301>designers, <00:03:37.429>lawyers, <00:03:37.556>business <00:03:37.683>experts. <00:03:37.810>And <00:03:37.938>you <00:03:38.065>tell <00:03:38.192>them <00:03:38.320>to

00:03:39.229 --> 00:03:39.239 align:start position:0%
<00:03:39.228>business <00:03:39.230>experts. <00:03:39.232>And <00:03:39.233>you <00:03:39.234>tell <00:03:39.236>them <00:03:39.238>to

00:03:39.239 --> 00:03:40.870 align:start position:0%
<00:03:39.239>business <00:03:39.355>experts. <00:03:39.472>And <00:03:39.589>you <00:03:39.705>tell <00:03:39.822>them <00:03:39.939>to <00:03:40.055>figure <00:03:40.172>something <00:03:40.289>out, <00:03:40.405>to <00:03:40.522>solve <00:03:40.639>some

00:03:40.870 --> 00:03:40.880 align:start position:0%
<00:03:40.870>figure <00:03:40.871>something <00:03:40.873>out, <00:03:40.875>to <00:03:40.877>solve <00:03:40.879>some

00:03:40.880 --> 00:03:42.910 align:start position:0%
<00:03:40.880>figure <00:03:41.035>something <00:03:41.191>out, <00:03:41.346>to <00:03:41.502>solve <00:03:41.657>some <00:03:41.813>problem <00:03:41.968>for <00:03:42.124>your <00:03:42.280>users.

00:03:42.910 --> 00:03:42.920 align:start position:0%
<00:03:42.910>problem <00:03:42.913>for <00:03:42.916>your <00:03:42.919>users.

00:03:42.920 --> 00:03:43.790 align:start position:0%
<00:03:42.920>problem <00:03:43.115>for <00:03:43.311>your <00:03:43.507>users. <00:03:43.703>Uh

00:03:43.790 --> 00:03:43.800 align:start position:0%
Uh

00:03:43.800 --> 00:03:46.390 align:start position:0%
<00:03:43.800>Uh <00:03:43.975>and <00:03:44.150>then <00:03:44.325>after <00:03:44.500>they <00:03:44.675>figure <00:03:44.850>it <00:03:45.025>out, <00:03:45.200>you

00:03:46.390 --> 00:03:46.400 align:start position:0%
<00:03:46.390>and <00:03:46.391>then <00:03:46.392>after <00:03:46.393>they <00:03:46.395>figure <00:03:46.396>it <00:03:46.397>out, <00:03:46.399>you

00:03:46.400 --> 00:03:47.990 align:start position:0%
<00:03:46.400>and <00:03:46.516>then <00:03:46.633>after <00:03:46.750>they <00:03:46.866>figure <00:03:46.983>it <00:03:47.100>out, <00:03:47.216>you <00:03:47.333>tell <00:03:47.450>us <00:03:47.566>probably <00:03:47.683>slightly <00:03:47.800>different

00:03:47.990 --> 00:03:48.000 align:start position:0%
<00:03:47.990>tell <00:03:47.992>us <00:03:47.994>probably <00:03:47.996>slightly <00:03:47.999>different

00:03:48.000 --> 00:03:50.750 align:start position:0%
<00:03:48.000>tell <00:03:48.127>us <00:03:48.254>probably <00:03:48.381>slightly <00:03:48.509>different <00:03:48.636>group <00:03:48.763>of <00:03:48.890>people <00:03:49.018>to <00:03:49.145>get <00:03:49.272>together <00:03:49.400>and

00:03:50.750 --> 00:03:50.760 align:start position:0%
<00:03:50.750>group <00:03:50.751>of <00:03:50.753>people <00:03:50.754>to <00:03:50.756>get <00:03:50.757>together <00:03:50.759>and

00:03:50.760 --> 00:03:54.750 align:start position:0%
<00:03:50.760>group <00:03:50.899>of <00:03:51.040>people <00:03:51.179>to <00:03:51.320>get <00:03:51.459>together <00:03:51.600>and <00:03:51.739>execute <00:03:51.880>and <00:03:52.019>build <00:03:52.160>software.

00:03:54.750 --> 00:03:54.760 align:start position:0%
<00:03:54.750>execute <00:03:54.753>and <00:03:54.756>build <00:03:54.759>software.

00:03:54.760 --> 00:03:56.390 align:start position:0%
<00:03:54.760>execute <00:03:54.899>and <00:03:55.040>build <00:03:55.179>software. <00:03:55.320>As <00:03:55.459>such, <00:03:55.600>this <00:03:55.739>is <00:03:55.880>not <00:03:56.019>really <00:03:56.160>different

00:03:56.390 --> 00:03:56.400 align:start position:0%
<00:03:56.390>As <00:03:56.391>such, <00:03:56.393>this <00:03:56.394>is <00:03:56.396>not <00:03:56.397>really <00:03:56.399>different

00:03:56.400 --> 00:03:58.590 align:start position:0%
<00:03:56.400>As <00:03:56.516>such, <00:03:56.633>this <00:03:56.750>is <00:03:56.866>not <00:03:56.983>really <00:03:57.100>different <00:03:57.216>from <00:03:57.333>any <00:03:57.450>other <00:03:57.566>business <00:03:57.683>process. <00:03:57.800>Like

00:03:58.590 --> 00:03:58.600 align:start position:0%
<00:03:58.590>from <00:03:58.591>any <00:03:58.593>other <00:03:58.595>business <00:03:58.597>process. <00:03:58.599>Like

00:03:58.600 --> 00:04:00.830 align:start position:0%
<00:03:58.600>from <00:03:58.707>any <00:03:58.815>other <00:03:58.923>business <00:03:59.030>process. <00:03:59.138>Like <00:03:59.246>again, <00:03:59.353>like <00:03:59.461>we <00:03:59.569>as <00:03:59.676>a <00:03:59.784>developers, <00:03:59.892>we <00:04:00.000>love

00:04:00.830 --> 00:04:00.840 align:start position:0%
<00:04:00.830>again, <00:04:00.831>like <00:04:00.832>we <00:04:00.833>as <00:04:00.835>a <00:04:00.836>developers, <00:04:00.837>we <00:04:00.839>love

00:04:00.840 --> 00:04:02.710 align:start position:0%
<00:04:00.840>again, <00:04:00.940>like <00:04:01.040>we <00:04:01.140>as <00:04:01.240>a <00:04:01.340>developers, <00:04:01.440>we <00:04:01.540>love <00:04:01.640>to <00:04:01.740>talk <00:04:01.840>about <00:04:01.940>technology, <00:04:02.040>but <00:04:02.140>those <00:04:02.240>core

00:04:02.710 --> 00:04:02.720 align:start position:0%
<00:04:02.710>to <00:04:02.711>talk <00:04:02.713>about <00:04:02.714>technology, <00:04:02.716>but <00:04:02.717>those <00:04:02.719>core

00:04:02.720 --> 00:04:04.270 align:start position:0%
<00:04:02.720>to <00:04:02.836>talk <00:04:02.952>about <00:04:03.068>technology, <00:04:03.185>but <00:04:03.301>those <00:04:03.417>core <00:04:03.533>principles <00:04:03.650>are <00:04:03.766>not <00:04:03.882>so <00:04:03.998>much <00:04:04.115>different

00:04:04.270 --> 00:04:04.280 align:start position:0%
<00:04:04.270>principles <00:04:04.271>are <00:04:04.273>not <00:04:04.275>so <00:04:04.277>much <00:04:04.279>different

00:04:04.280 --> 00:04:06.310 align:start position:0%
<00:04:04.280>principles <00:04:04.435>are <00:04:04.591>not <00:04:04.746>so <00:04:04.902>much <00:04:05.057>different <00:04:05.213>than <00:04:05.368>what <00:04:05.524>we've <00:04:05.680>observed

00:04:06.310 --> 00:04:06.320 align:start position:0%
<00:04:06.310>than <00:04:06.313>what <00:04:06.316>we've <00:04:06.319>observed

00:04:06.320 --> 00:04:07.990 align:start position:0%
<00:04:06.320>than <00:04:06.600>what <00:04:06.880>we've <00:04:07.160>observed <00:04:07.440>in <00:04:07.720>the

00:04:07.990 --> 00:04:08.000 align:start position:0%
<00:04:07.990>in <00:04:07.999>the

00:04:08.000 --> 00:04:10.070 align:start position:0%
<00:04:08.000>in <00:04:08.200>the <00:04:08.400>history <00:04:08.600>of <00:04:08.800>whole <00:04:09.000>industry <00:04:09.200>and <00:04:09.400>whole

00:04:10.070 --> 00:04:10.080 align:start position:0%
<00:04:10.070>history <00:04:10.071>of <00:04:10.073>whole <00:04:10.075>industry <00:04:10.077>and <00:04:10.079>whole

00:04:10.080 --> 00:04:12.710 align:start position:0%
<00:04:10.080>history <00:04:10.313>of <00:04:10.546>whole <00:04:10.780>industry <00:04:11.013>and <00:04:11.246>whole <00:04:11.480>manufacturing.

00:04:12.710 --> 00:04:12.720 align:start position:0%
manufacturing.

00:04:12.720 --> 00:04:14.790 align:start position:0%
<00:04:12.720>manufacturing. <00:04:12.920>And <00:04:13.120>there's <00:04:13.320>also <00:04:13.520>one <00:04:13.720>very <00:04:13.920>big <00:04:14.120>axiom

00:04:14.790 --> 00:04:14.800 align:start position:0%
<00:04:14.790>And <00:04:14.791>there's <00:04:14.793>also <00:04:14.794>one <00:04:14.796>very <00:04:14.797>big <00:04:14.799>axiom

00:04:14.800 --> 00:04:16.949 align:start position:0%
<00:04:14.800>And <00:04:14.916>there's <00:04:15.033>also <00:04:15.150>one <00:04:15.266>very <00:04:15.383>big <00:04:15.500>axiom <00:04:15.616>about <00:04:15.733>software <00:04:15.850>development. <00:04:15.966>It <00:04:16.083>is <00:04:16.200>that

00:04:16.949 --> 00:04:16.959 align:start position:0%
<00:04:16.949>about <00:04:16.950>software <00:04:16.952>development. <00:04:16.954>It <00:04:16.956>is <00:04:16.958>that

00:04:16.959 --> 00:04:18.470 align:start position:0%
<00:04:16.959>about <00:04:17.094>software <00:04:17.230>development. <00:04:17.366>It <00:04:17.502>is <00:04:17.638>that <00:04:17.774>software <00:04:17.910>development <00:04:18.046>has <00:04:18.182>always <00:04:18.318>been

00:04:18.470 --> 00:04:18.480 align:start position:0%
<00:04:18.470>software <00:04:18.472>development <00:04:18.474>has <00:04:18.476>always <00:04:18.479>been

00:04:18.480 --> 00:04:20.310 align:start position:0%
<00:04:18.480>software <00:04:18.760>development <00:04:19.040>has <00:04:19.320>always <00:04:19.600>been <00:04:19.880>changing.

00:04:20.310 --> 00:04:20.320 align:start position:0%
changing.

00:04:20.320 --> 00:04:22.150 align:start position:0%
<00:04:20.320>changing. <00:04:20.495>We <00:04:20.670>love <00:04:20.844>to <00:04:21.019>focus <00:04:21.195>on <00:04:21.370>current <00:04:21.545>moment <00:04:21.719>in

00:04:22.150 --> 00:04:22.160 align:start position:0%
<00:04:22.150>We <00:04:22.151>love <00:04:22.152>to <00:04:22.153>focus <00:04:22.155>on <00:04:22.156>current <00:04:22.157>moment <00:04:22.159>in

00:04:22.160 --> 00:04:24.750 align:start position:0%
<00:04:22.160>We <00:04:22.253>love <00:04:22.346>to <00:04:22.440>focus <00:04:22.533>on <00:04:22.626>current <00:04:22.720>moment <00:04:22.813>in <00:04:22.906>time. <00:04:23.000>We <00:04:23.093>love <00:04:23.186>to <00:04:23.280>tell <00:04:23.373>people <00:04:23.466>that, <00:04:23.560>you

00:04:24.750 --> 00:04:24.760 align:start position:0%
<00:04:24.750>time. <00:04:24.751>We <00:04:24.752>love <00:04:24.753>to <00:04:24.755>tell <00:04:24.756>people <00:04:24.757>that, <00:04:24.759>you

00:04:24.760 --> 00:04:26.870 align:start position:0%
<00:04:24.760>time. <00:04:24.847>We <00:04:24.935>love <00:04:25.022>to <00:04:25.110>tell <00:04:25.197>people <00:04:25.284>that, <00:04:25.372>you <00:04:25.460>know, <00:04:25.547>there <00:04:25.635>is <00:04:25.722>this <00:04:25.810>AI <00:04:25.897>hype <00:04:25.985>wave <00:04:26.072>and <00:04:26.159>it

00:04:26.870 --> 00:04:26.880 align:start position:0%
<00:04:26.870>know, <00:04:26.871>there <00:04:26.872>is <00:04:26.873>this <00:04:26.874>AI <00:04:26.875>hype <00:04:26.876>wave <00:04:26.877>and <00:04:26.879>it

00:04:26.880 --> 00:04:28.950 align:start position:0%
<00:04:26.880>know, <00:04:27.020>there <00:04:27.159>is <00:04:27.300>this <00:04:27.440>AI <00:04:27.580>hype <00:04:27.719>wave <00:04:27.860>and <00:04:28.000>it <00:04:28.140>changes <00:04:28.280>everything.

00:04:28.950 --> 00:04:28.960 align:start position:0%
<00:04:28.950>changes <00:04:28.959>everything.

00:04:28.960 --> 00:04:31.350 align:start position:0%
<00:04:28.960>changes <00:04:29.087>everything. <00:04:29.214>But <00:04:29.341>you <00:04:29.469>know, <00:04:29.596>if <00:04:29.723>you <00:04:29.850>go <00:04:29.978>back <00:04:30.105>in <00:04:30.232>time <00:04:30.359>to

00:04:31.350 --> 00:04:31.360 align:start position:0%
<00:04:31.350>But <00:04:31.351>you <00:04:31.352>know, <00:04:31.353>if <00:04:31.354>you <00:04:31.355>go <00:04:31.356>back <00:04:31.357>in <00:04:31.358>time <00:04:31.359>to

00:04:31.360 --> 00:04:33.470 align:start position:0%
<00:04:31.360>But <00:04:31.447>you <00:04:31.535>know, <00:04:31.622>if <00:04:31.710>you <00:04:31.797>go <00:04:31.885>back <00:04:31.972>in <00:04:32.060>time <00:04:32.147>to <00:04:32.235>5 <00:04:32.322>years <00:04:32.410>ago <00:04:32.497>when <00:04:32.585>we <00:04:32.672>were <00:04:32.760>starting

00:04:33.470 --> 00:04:33.480 align:start position:0%
<00:04:33.470>5 <00:04:33.471>years <00:04:33.473>ago <00:04:33.474>when <00:04:33.476>we <00:04:33.477>were <00:04:33.479>starting

00:04:33.480 --> 00:04:35.790 align:start position:0%
<00:04:33.480>5 <00:04:33.596>years <00:04:33.713>ago <00:04:33.830>when <00:04:33.946>we <00:04:34.063>were <00:04:34.180>starting <00:04:34.296>original <00:04:34.413>GitHub <00:04:34.530>Copilot, <00:04:34.646>when <00:04:34.763>you <00:04:34.880>look

00:04:35.790 --> 00:04:35.800 align:start position:0%
<00:04:35.790>original <00:04:35.791>GitHub <00:04:35.793>Copilot, <00:04:35.795>when <00:04:35.797>you <00:04:35.799>look

00:04:35.800 --> 00:04:37.510 align:start position:0%
<00:04:35.800>original <00:04:35.916>GitHub <00:04:36.033>Copilot, <00:04:36.150>when <00:04:36.266>you <00:04:36.383>look <00:04:36.500>at <00:04:36.616>the <00:04:36.733>state <00:04:36.850>of <00:04:36.966>the <00:04:37.083>software <00:04:37.200>development

00:04:37.510 --> 00:04:37.520 align:start position:0%
<00:04:37.510>at <00:04:37.511>the <00:04:37.513>state <00:04:37.514>of <00:04:37.515>the <00:04:37.517>software <00:04:37.519>development

00:04:37.520 --> 00:04:38.590 align:start position:0%
<00:04:37.520>at <00:04:37.640>the <00:04:37.760>state <00:04:37.881>of <00:04:38.001>the <00:04:38.121>software <00:04:38.242>development <00:04:38.362>back <00:04:38.483>then,

00:04:38.590 --> 00:04:38.600 align:start position:0%
<00:04:38.590>back <00:04:38.599>then,

00:04:38.600 --> 00:04:40.470 align:start position:0%
<00:04:38.600>back <00:04:38.775>then, <00:04:38.950>it <00:04:39.125>was <00:04:39.300>totally <00:04:39.475>different <00:04:39.650>than <00:04:39.825>state <00:04:40.000>of

00:04:40.470 --> 00:04:40.480 align:start position:0%
<00:04:40.470>it <00:04:40.471>was <00:04:40.473>totally <00:04:40.474>different <00:04:40.476>than <00:04:40.477>state <00:04:40.479>of

00:04:40.480 --> 00:04:42.270 align:start position:0%
<00:04:40.480>it <00:04:40.596>was <00:04:40.713>totally <00:04:40.830>different <00:04:40.946>than <00:04:41.063>state <00:04:41.180>of <00:04:41.296>the <00:04:41.413>software <00:04:41.530>development <00:04:41.646>20 <00:04:41.763>years <00:04:41.880>ago

00:04:42.270 --> 00:04:42.280 align:start position:0%
<00:04:42.270>the <00:04:42.271>software <00:04:42.273>development <00:04:42.275>20 <00:04:42.277>years <00:04:42.279>ago

00:04:42.280 --> 00:04:45.470 align:start position:0%
<00:04:42.280>the <00:04:42.387>software <00:04:42.495>development <00:04:42.603>20 <00:04:42.710>years <00:04:42.818>ago <00:04:42.926>when <00:04:43.033>I <00:04:43.141>was <00:04:43.249>starting <00:04:43.356>my <00:04:43.464>career <00:04:43.572>or <00:04:43.679>my

00:04:45.470 --> 00:04:45.480 align:start position:0%
<00:04:45.470>when <00:04:45.471>I <00:04:45.472>was <00:04:45.473>starting <00:04:45.475>my <00:04:45.476>career <00:04:45.477>or <00:04:45.479>my

00:04:45.480 --> 00:04:48.870 align:start position:0%
<00:04:45.480>when <00:04:45.607>I <00:04:45.734>was <00:04:45.861>starting <00:04:45.989>my <00:04:46.116>career <00:04:46.243>or <00:04:46.370>my <00:04:46.498>adventure <00:04:46.625>with <00:04:46.752>programming. <00:04:46.880>Uh

00:04:48.870 --> 00:04:48.880 align:start position:0%
<00:04:48.870>adventure <00:04:48.873>with <00:04:48.876>programming. <00:04:48.879>Uh

00:04:48.880 --> 00:04:52.110 align:start position:0%
<00:04:48.880>adventure <00:04:49.035>with <00:04:49.191>programming. <00:04:49.346>Uh <00:04:49.502>and <00:04:49.657>then <00:04:49.813>it <00:04:49.968>was <00:04:50.124>even <00:04:50.280>crazier

00:04:52.110 --> 00:04:52.120 align:start position:0%
<00:04:52.110>and <00:04:52.111>then <00:04:52.113>it <00:04:52.115>was <00:04:52.117>even <00:04:52.119>crazier

00:04:52.120 --> 00:04:54.150 align:start position:0%
<00:04:52.120>and <00:04:52.227>then <00:04:52.335>it <00:04:52.443>was <00:04:52.550>even <00:04:52.658>crazier <00:04:52.766>40 <00:04:52.873>years <00:04:52.981>ago <00:04:53.089>or <00:04:53.196>60 <00:04:53.304>years <00:04:53.412>ago. <00:04:53.520>We've

00:04:54.150 --> 00:04:54.160 align:start position:0%
<00:04:54.150>40 <00:04:54.151>years <00:04:54.152>ago <00:04:54.153>or <00:04:54.155>60 <00:04:54.156>years <00:04:54.157>ago. <00:04:54.159>We've

00:04:54.160 --> 00:04:55.630 align:start position:0%
<00:04:54.159>40 <00:04:54.292>years <00:04:54.424>ago <00:04:54.556>or <00:04:54.689>60 <00:04:54.821>years <00:04:54.953>ago. <00:04:55.086>We've <00:04:55.218>changed <00:04:55.350>everything, <00:04:55.483>tools,

00:04:55.630 --> 00:04:55.640 align:start position:0%
<00:04:55.630>changed <00:04:55.634>everything, <00:04:55.639>tools,

00:04:55.640 --> 00:04:57.909 align:start position:0%
<00:04:55.640>changed <00:04:55.873>everything, <00:04:56.106>tools, <00:04:56.340>methodologies, <00:04:56.573>programming <00:04:56.806>languages. <00:04:57.039>We

00:04:57.909 --> 00:04:57.919 align:start position:0%
<00:04:57.909>methodologies, <00:04:57.912>programming <00:04:57.914>languages. <00:04:57.918>We

00:04:57.919 --> 00:05:01.390 align:start position:0%
<00:04:57.919>methodologies, <00:04:58.058>programming <00:04:58.198>languages. <00:04:58.339>We <00:04:58.479>went <00:04:58.619>from <00:04:58.758>punch <00:04:58.899>cards <00:04:59.039>to <00:04:59.179>assembler <00:04:59.318>to

00:05:01.390 --> 00:05:01.400 align:start position:0%
<00:05:01.390>went <00:05:01.391>from <00:05:01.393>punch <00:05:01.394>cards <00:05:01.395>to <00:05:01.397>assembler <00:05:01.399>to

00:05:01.400 --> 00:05:02.870 align:start position:0%
<00:05:01.400>went <00:05:01.532>from <00:05:01.664>punch <00:05:01.796>cards <00:05:01.929>to <00:05:02.061>assembler <00:05:02.193>to <00:05:02.326>higher <00:05:02.458>programming <00:05:02.590>languages <00:05:02.723>and

00:05:02.870 --> 00:05:02.880 align:start position:0%
<00:05:02.870>higher <00:05:02.873>programming <00:05:02.876>languages <00:05:02.879>and

00:05:02.880 --> 00:05:04.870 align:start position:0%
<00:05:02.880>higher <00:05:03.035>programming <00:05:03.191>languages <00:05:03.346>and <00:05:03.502>nowadays <00:05:03.657>probably <00:05:03.813>markdown <00:05:03.968>is <00:05:04.124>the <00:05:04.280>main

00:05:04.870 --> 00:05:04.880 align:start position:0%
<00:05:04.870>nowadays <00:05:04.871>probably <00:05:04.873>markdown <00:05:04.875>is <00:05:04.877>the <00:05:04.879>main

00:05:04.880 --> 00:05:07.350 align:start position:0%
<00:05:04.880>nowadays <00:05:05.020>probably <00:05:05.159>markdown <00:05:05.300>is <00:05:05.440>the <00:05:05.580>main <00:05:05.719>programming <00:05:05.860>languages <00:05:06.000>of <00:05:06.140>the <00:05:06.280>future.

00:05:07.350 --> 00:05:07.360 align:start position:0%
<00:05:07.350>programming <00:05:07.352>languages <00:05:07.354>of <00:05:07.356>the <00:05:07.359>future.

00:05:07.360 --> 00:05:09.430 align:start position:0%
<00:05:07.360>programming <00:05:07.476>languages <00:05:07.593>of <00:05:07.710>the <00:05:07.826>future. <00:05:07.943>We <00:05:08.060>went <00:05:08.176>from <00:05:08.293>having <00:05:08.410>servers <00:05:08.526>in <00:05:08.643>the <00:05:08.760>same

00:05:09.430 --> 00:05:09.440 align:start position:0%
<00:05:09.430>We <00:05:09.431>went <00:05:09.432>from <00:05:09.433>having <00:05:09.435>servers <00:05:09.436>in <00:05:09.437>the <00:05:09.439>same

00:05:09.440 --> 00:05:11.750 align:start position:0%
<00:05:09.440>We <00:05:09.533>went <00:05:09.626>from <00:05:09.719>having <00:05:09.813>servers <00:05:09.906>in <00:05:10.000>the <00:05:10.093>same <00:05:10.186>room <00:05:10.280>as <00:05:10.373>our <00:05:10.466>office <00:05:10.560>just <00:05:10.653>next <00:05:10.746>door <00:05:10.840>to

00:05:11.750 --> 00:05:11.760 align:start position:0%
<00:05:11.750>room <00:05:11.751>as <00:05:11.752>our <00:05:11.753>office <00:05:11.755>just <00:05:11.756>next <00:05:11.757>door <00:05:11.759>to

00:05:11.760 --> 00:05:14.350 align:start position:0%
<00:05:11.760>room <00:05:11.867>as <00:05:11.975>our <00:05:12.083>office <00:05:12.190>just <00:05:12.298>next <00:05:12.406>door <00:05:12.513>to <00:05:12.621>having <00:05:12.729>cloud. <00:05:12.836>We <00:05:12.944>went <00:05:13.052>from <00:05:13.159>Microsoft

00:05:14.350 --> 00:05:14.360 align:start position:0%
<00:05:14.350>having <00:05:14.351>cloud. <00:05:14.353>We <00:05:14.355>went <00:05:14.357>from <00:05:14.359>Microsoft

00:05:14.360 --> 00:05:16.590 align:start position:0%
<00:05:14.360>having <00:05:14.487>cloud. <00:05:14.614>We <00:05:14.741>went <00:05:14.869>from <00:05:14.996>Microsoft <00:05:15.123>executives <00:05:15.250>telling <00:05:15.378>us <00:05:15.505>that <00:05:15.632>Linux <00:05:15.760>is

00:05:16.590 --> 00:05:16.600 align:start position:0%
<00:05:16.590>executives <00:05:16.591>telling <00:05:16.593>us <00:05:16.595>that <00:05:16.597>Linux <00:05:16.599>is

00:05:16.600 --> 00:05:20.750 align:start position:0%
<00:05:16.600>executives <00:05:16.707>telling <00:05:16.815>us <00:05:16.923>that <00:05:17.030>Linux <00:05:17.138>is <00:05:17.246>cancer <00:05:17.353>to <00:05:17.461>now <00:05:17.569>having <00:05:17.676>Linux <00:05:17.784>being <00:05:17.892>part <00:05:18.000>of

00:05:20.750 --> 00:05:20.760 align:start position:0%
<00:05:20.750>cancer <00:05:20.751>to <00:05:20.752>now <00:05:20.753>having <00:05:20.755>Linux <00:05:20.756>being <00:05:20.757>part <00:05:20.759>of

00:05:20.760 --> 00:05:21.950 align:start position:0%
<00:05:20.760>cancer <00:05:20.893>to <00:05:21.027>now <00:05:21.161>having <00:05:21.295>Linux <00:05:21.429>being <00:05:21.563>part <00:05:21.697>of <00:05:21.831>Windows.

00:05:21.950 --> 00:05:21.960 align:start position:0%
Windows.

00:05:21.960 --> 00:05:23.230 align:start position:0%
<00:05:21.960>Windows. <00:05:22.531>Uh <00:05:23.103>and

00:05:23.230 --> 00:05:23.240 align:start position:0%
<00:05:23.230>Uh <00:05:23.239>and

00:05:23.240 --> 00:05:25.630 align:start position:0%
<00:05:23.240>Uh <00:05:23.440>and <00:05:23.640>Microsoft <00:05:23.840>loving <00:05:24.040>open <00:05:24.240>source. <00:05:24.440>So, <00:05:24.640>the

00:05:25.630 --> 00:05:25.640 align:start position:0%
<00:05:25.630>Microsoft <00:05:25.631>loving <00:05:25.633>open <00:05:25.635>source. <00:05:25.637>So, <00:05:25.639>the

00:05:25.640 --> 00:05:27.909 align:start position:0%
<00:05:25.640>Microsoft <00:05:25.795>loving <00:05:25.951>open <00:05:26.106>source. <00:05:26.262>So, <00:05:26.417>the <00:05:26.573>only <00:05:26.728>constant <00:05:26.884>is <00:05:27.039>change.

00:05:27.909 --> 00:05:27.919 align:start position:0%
<00:05:27.909>only <00:05:27.912>constant <00:05:27.914>is <00:05:27.918>change.

00:05:27.919 --> 00:05:30.790 align:start position:0%
<00:05:27.919>only <00:05:28.094>constant <00:05:28.269>is <00:05:28.443>change. <00:05:28.619>Because <00:05:28.794>of <00:05:28.969>that <00:05:29.144>constant <00:05:29.318>change,

00:05:30.790 --> 00:05:30.800 align:start position:0%
<00:05:30.790>Because <00:05:30.792>of <00:05:30.794>that <00:05:30.796>constant <00:05:30.799>change,

00:05:30.800 --> 00:05:33.030 align:start position:0%
<00:05:30.800>Because <00:05:30.940>of <00:05:31.080>that <00:05:31.220>constant <00:05:31.360>change, <00:05:31.500>making <00:05:31.640>predictions <00:05:31.780>about <00:05:31.920>the <00:05:32.060>future <00:05:32.200>is

00:05:33.030 --> 00:05:33.040 align:start position:0%
<00:05:33.030>making <00:05:33.031>predictions <00:05:33.033>about <00:05:33.035>the <00:05:33.037>future <00:05:33.039>is

00:05:33.040 --> 00:05:36.270 align:start position:0%
<00:05:33.040>making <00:05:33.167>predictions <00:05:33.294>about <00:05:33.421>the <00:05:33.549>future <00:05:33.676>is <00:05:33.803>very <00:05:33.930>difficult. <00:05:34.058>Uh <00:05:34.185>there <00:05:34.312>are <00:05:34.440>infinite

00:05:36.270 --> 00:05:36.280 align:start position:0%
<00:05:36.270>very <00:05:36.271>difficult. <00:05:36.273>Uh <00:05:36.275>there <00:05:36.277>are <00:05:36.279>infinite

00:05:36.280 --> 00:05:38.630 align:start position:0%
<00:05:36.280>very <00:05:36.396>difficult. <00:05:36.513>Uh <00:05:36.630>there <00:05:36.746>are <00:05:36.863>infinite <00:05:36.979>amounts <00:05:37.096>of <00:05:37.213>possible <00:05:37.330>futures. <00:05:37.446>Uh <00:05:37.563>I <00:05:37.679>can

00:05:38.630 --> 00:05:38.640 align:start position:0%
<00:05:38.630>amounts <00:05:38.631>of <00:05:38.633>possible <00:05:38.634>futures. <00:05:38.635>Uh <00:05:38.637>I <00:05:38.639>can

00:05:38.640 --> 00:05:40.790 align:start position:0%
<00:05:38.640>amounts <00:05:38.740>of <00:05:38.840>possible <00:05:38.940>futures. <00:05:39.039>Uh <00:05:39.140>I <00:05:39.240>can <00:05:39.340>make <00:05:39.440>any <00:05:39.539>random <00:05:39.640>bet <00:05:39.740>right <00:05:39.840>now <00:05:39.940>today <00:05:40.039>that

00:05:40.790 --> 00:05:40.800 align:start position:0%
<00:05:40.790>make <00:05:40.791>any <00:05:40.792>random <00:05:40.793>bet <00:05:40.795>right <00:05:40.796>now <00:05:40.797>today <00:05:40.799>that

00:05:40.800 --> 00:05:42.830 align:start position:0%
<00:05:40.800>make <00:05:40.927>any <00:05:41.054>random <00:05:41.181>bet <00:05:41.309>right <00:05:41.436>now <00:05:41.563>today <00:05:41.690>that <00:05:41.818>tomorrow <00:05:41.945>we <00:05:42.072>will <00:05:42.200>invent

00:05:42.830 --> 00:05:42.840 align:start position:0%
<00:05:42.830>tomorrow <00:05:42.832>we <00:05:42.836>will <00:05:42.839>invent

00:05:42.840 --> 00:05:44.550 align:start position:0%
<00:05:42.840>tomorrow <00:05:42.980>we <00:05:43.120>will <00:05:43.260>invent <00:05:43.400>uh <00:05:43.540>faster <00:05:43.680>than <00:05:43.820>light <00:05:43.960>travel <00:05:44.100>or <00:05:44.240>something

00:05:44.550 --> 00:05:44.560 align:start position:0%
<00:05:44.550>uh <00:05:44.551>faster <00:05:44.553>than <00:05:44.554>light <00:05:44.556>travel <00:05:44.557>or <00:05:44.559>something

00:05:44.560 --> 00:05:47.710 align:start position:0%
<00:05:44.560>uh <00:05:44.667>faster <00:05:44.775>than <00:05:44.883>light <00:05:44.990>travel <00:05:45.098>or <00:05:45.206>something <00:05:45.313>like <00:05:45.421>that, <00:05:45.529>but <00:05:45.636>that <00:05:45.744>doesn't <00:05:45.852>make <00:05:45.960>this

00:05:47.710 --> 00:05:47.720 align:start position:0%
<00:05:47.710>like <00:05:47.711>that, <00:05:47.712>but <00:05:47.714>that <00:05:47.716>doesn't <00:05:47.717>make <00:05:47.719>this

00:05:47.720 --> 00:05:50.590 align:start position:0%
<00:05:47.720>like <00:05:47.827>that, <00:05:47.935>but <00:05:48.043>that <00:05:48.150>doesn't <00:05:48.258>make <00:05:48.366>this <00:05:48.473>bet <00:05:48.581>this <00:05:48.689>this <00:05:48.796>opinion <00:05:48.904>I've <00:05:49.012>just <00:05:49.120>phrased

00:05:50.590 --> 00:05:50.600 align:start position:0%
<00:05:50.590>bet <00:05:50.591>this <00:05:50.593>this <00:05:50.594>opinion <00:05:50.596>I've <00:05:50.597>just <00:05:50.599>phrased

00:05:50.600 --> 00:05:52.910 align:start position:0%
<00:05:50.600>bet <00:05:50.727>this <00:05:50.854>this <00:05:50.981>opinion <00:05:51.109>I've <00:05:51.236>just <00:05:51.363>phrased <00:05:51.490>really <00:05:51.618>interesting. <00:05:51.745>What <00:05:51.872>is <00:05:52.000>interesting

00:05:52.910 --> 00:05:52.920 align:start position:0%
<00:05:52.909>really <00:05:52.912>interesting. <00:05:52.914>What <00:05:52.916>is <00:05:52.919>interesting

00:05:52.920 --> 00:05:55.990 align:start position:0%
<00:05:52.920>really <00:05:53.036>interesting. <00:05:53.153>What <00:05:53.270>is <00:05:53.386>interesting <00:05:53.503>for <00:05:53.620>me <00:05:53.736>as <00:05:53.853>a <00:05:53.970>researcher <00:05:54.086>is <00:05:54.203>looking <00:05:54.320>for

00:05:55.990 --> 00:05:56.000 align:start position:0%
<00:05:55.990>for <00:05:55.991>me <00:05:55.992>as <00:05:55.993>a <00:05:55.995>researcher <00:05:55.996>is <00:05:55.997>looking <00:05:55.999>for

00:05:56.000 --> 00:05:58.350 align:start position:0%
<00:05:56.000>for <00:05:56.107>me <00:05:56.215>as <00:05:56.323>a <00:05:56.430>researcher <00:05:56.538>is <00:05:56.646>looking <00:05:56.753>for <00:05:56.861>those <00:05:56.969>futures <00:05:57.076>that <00:05:57.184>are <00:05:57.292>possible <00:05:57.400>to

00:05:58.350 --> 00:05:58.360 align:start position:0%
<00:05:58.350>those <00:05:58.351>futures <00:05:58.353>that <00:05:58.355>are <00:05:58.357>possible <00:05:58.359>to

00:05:58.360 --> 00:06:00.350 align:start position:0%
<00:05:58.360>those <00:05:58.476>futures <00:05:58.593>that <00:05:58.710>are <00:05:58.826>possible <00:05:58.943>to <00:05:59.060>happen <00:05:59.176>and <00:05:59.293>those <00:05:59.410>that <00:05:59.526>are <00:05:59.643>preferable <00:05:59.760>for

00:06:00.350 --> 00:06:00.360 align:start position:0%
<00:06:00.350>happen <00:06:00.351>and <00:06:00.353>those <00:06:00.354>that <00:06:00.356>are <00:06:00.357>preferable <00:06:00.359>for

00:06:00.360 --> 00:06:01.830 align:start position:0%
<00:06:00.360>happen <00:06:00.525>and <00:06:00.690>those <00:06:00.856>that <00:06:01.021>are <00:06:01.186>preferable <00:06:01.352>for <00:06:01.517>my <00:06:01.683>goals.

00:06:01.830 --> 00:06:01.840 align:start position:0%
<00:06:01.830>my <00:06:01.839>goals.

00:06:01.840 --> 00:06:03.070 align:start position:0%
<00:06:01.840>my <00:06:02.024>goals. <00:06:02.209>This <00:06:02.393>is <00:06:02.578>like <00:06:02.762>technique <00:06:02.947>called

00:06:03.070 --> 00:06:03.080 align:start position:0%
<00:06:03.070>This <00:06:03.072>is <00:06:03.074>like <00:06:03.076>technique <00:06:03.079>called

00:06:03.080 --> 00:06:05.270 align:start position:0%
<00:06:03.080>This <00:06:03.313>is <00:06:03.546>like <00:06:03.780>technique <00:06:04.013>called <00:06:04.246>speculative <00:06:04.479>decoding

00:06:05.270 --> 00:06:05.280 align:start position:0%
<00:06:05.270>speculative <00:06:05.279>decoding

00:06:05.280 --> 00:06:07.590 align:start position:0%
<00:06:05.280>speculative <00:06:05.559>decoding <00:06:05.840>speculative <00:06:06.119>design <00:06:06.400>speculative <00:06:06.679>decoding

00:06:07.590 --> 00:06:07.600 align:start position:0%
<00:06:07.590>speculative <00:06:07.592>design <00:06:07.596>speculative <00:06:07.599>decoding

00:06:07.600 --> 00:06:08.759 align:start position:0%
<00:06:07.600>speculative <00:06:07.773>design <00:06:07.947>speculative <00:06:08.121>decoding <00:06:08.295>is <00:06:08.469>something <00:06:08.643>else.

00:06:08.759 --> 00:06:08.769 align:start position:0%
<00:06:08.759>is <00:06:08.763>something <00:06:08.768>else.

00:06:08.769 --> 00:06:09.870 align:start position:0%
<00:06:08.769>is <00:06:09.016>something <00:06:09.264>else. <00:06:09.512>&gt;&gt; <00:06:09.759>[laughter]

00:06:09.870 --> 00:06:09.880 align:start position:0%
<00:06:09.870>&gt;&gt; <00:06:09.879>[laughter]

00:06:09.880 --> 00:06:11.750 align:start position:0%
<00:06:09.880>&gt;&gt; <00:06:10.055>[laughter] <00:06:10.230>&gt;&gt; <00:06:10.405>Speculative <00:06:10.580>design <00:06:10.755>that <00:06:10.930>is <00:06:11.105>very <00:06:11.280>much

00:06:11.750 --> 00:06:11.760 align:start position:0%
<00:06:11.750>&gt;&gt; <00:06:11.751>Speculative <00:06:11.753>design <00:06:11.754>that <00:06:11.756>is <00:06:11.757>very <00:06:11.759>much

00:06:11.760 --> 00:06:13.510 align:start position:0%
<00:06:11.760>&gt;&gt; <00:06:11.860>Speculative <00:06:11.960>design <00:06:12.060>that <00:06:12.159>is <00:06:12.260>very <00:06:12.360>much <00:06:12.460>used <00:06:12.560>in <00:06:12.659>like <00:06:12.760>product <00:06:12.860>design <00:06:12.960>and <00:06:13.060>we <00:06:13.159>use

00:06:13.510 --> 00:06:13.520 align:start position:0%
<00:06:13.510>used <00:06:13.511>in <00:06:13.512>like <00:06:13.513>product <00:06:13.515>design <00:06:13.516>and <00:06:13.517>we <00:06:13.519>use

00:06:13.520 --> 00:06:17.150 align:start position:0%
<00:06:13.520>used <00:06:13.613>in <00:06:13.706>like <00:06:13.799>product <00:06:13.893>design <00:06:13.986>and <00:06:14.080>we <00:06:14.173>use <00:06:14.266>that <00:06:14.359>a <00:06:14.453>lot <00:06:14.546>also <00:06:14.640>in <00:06:14.733>in <00:06:14.826>our <00:06:14.919>work.

00:06:17.150 --> 00:06:17.160 align:start position:0%
<00:06:17.150>that <00:06:17.151>a <00:06:17.152>lot <00:06:17.153>also <00:06:17.155>in <00:06:17.156>in <00:06:17.157>our <00:06:17.159>work.

00:06:17.160 --> 00:06:19.430 align:start position:0%
<00:06:17.160>that <00:06:17.253>a <00:06:17.346>lot <00:06:17.440>also <00:06:17.533>in <00:06:17.626>in <00:06:17.720>our <00:06:17.813>work. <00:06:17.906>So <00:06:18.000>to <00:06:18.093>pick <00:06:18.186>up <00:06:18.280>those <00:06:18.373>futures <00:06:18.466>that <00:06:18.560>are

00:06:19.430 --> 00:06:19.440 align:start position:0%
<00:06:19.430>So <00:06:19.431>to <00:06:19.432>pick <00:06:19.433>up <00:06:19.435>those <00:06:19.436>futures <00:06:19.437>that <00:06:19.439>are

00:06:19.440 --> 00:06:21.550 align:start position:0%
<00:06:19.440>So <00:06:19.547>to <00:06:19.655>pick <00:06:19.763>up <00:06:19.870>those <00:06:19.978>futures <00:06:20.086>that <00:06:20.193>are <00:06:20.301>possible <00:06:20.409>and <00:06:20.516>preferable <00:06:20.624>for <00:06:20.732>our <00:06:20.840>goals,

00:06:21.550 --> 00:06:21.560 align:start position:0%
<00:06:21.550>possible <00:06:21.551>and <00:06:21.553>preferable <00:06:21.555>for <00:06:21.557>our <00:06:21.559>goals,

00:06:21.560 --> 00:06:23.550 align:start position:0%
<00:06:21.560>possible <00:06:21.667>and <00:06:21.775>preferable <00:06:21.883>for <00:06:21.990>our <00:06:22.098>goals, <00:06:22.206>we <00:06:22.313>need <00:06:22.421>to <00:06:22.529>have <00:06:22.636>set <00:06:22.744>of <00:06:22.852>assumptions <00:06:22.960>and

00:06:23.550 --> 00:06:23.560 align:start position:0%
<00:06:23.550>we <00:06:23.551>need <00:06:23.552>to <00:06:23.553>have <00:06:23.555>set <00:06:23.556>of <00:06:23.557>assumptions <00:06:23.559>and

00:06:23.560 --> 00:06:26.590 align:start position:0%
<00:06:23.560>we <00:06:23.676>need <00:06:23.793>to <00:06:23.910>have <00:06:24.026>set <00:06:24.143>of <00:06:24.260>assumptions <00:06:24.376>and <00:06:24.493>guidelines <00:06:24.610>that <00:06:24.726>will <00:06:24.843>guide <00:06:24.960>us

00:06:26.590 --> 00:06:26.600 align:start position:0%
<00:06:26.590>guidelines <00:06:26.592>that <00:06:26.594>will <00:06:26.596>guide <00:06:26.599>us

00:06:26.600 --> 00:06:29.190 align:start position:0%
<00:06:26.600>guidelines <00:06:26.727>that <00:06:26.854>will <00:06:26.981>guide <00:06:27.109>us <00:06:27.236>that <00:06:27.363>will <00:06:27.490>let <00:06:27.618>us <00:06:27.745>choose <00:06:27.872>the <00:06:28.000>right

00:06:29.190 --> 00:06:29.200 align:start position:0%
<00:06:29.190>that <00:06:29.191>will <00:06:29.193>let <00:06:29.194>us <00:06:29.195>choose <00:06:29.197>the <00:06:29.199>right

00:06:29.200 --> 00:06:31.550 align:start position:0%
<00:06:29.200>that <00:06:29.300>will <00:06:29.400>let <00:06:29.500>us <00:06:29.599>choose <00:06:29.700>the <00:06:29.800>right <00:06:29.900>options <00:06:30.000>to <00:06:30.099>investigate <00:06:30.200>out <00:06:30.300>of <00:06:30.400>any <00:06:30.500>set <00:06:30.599>of

00:06:31.550 --> 00:06:31.560 align:start position:0%
<00:06:31.550>options <00:06:31.551>to <00:06:31.552>investigate <00:06:31.553>out <00:06:31.555>of <00:06:31.556>any <00:06:31.557>set <00:06:31.559>of

00:06:31.560 --> 00:06:33.270 align:start position:0%
<00:06:31.560>options <00:06:31.715>to <00:06:31.871>investigate <00:06:32.026>out <00:06:32.182>of <00:06:32.337>any <00:06:32.493>set <00:06:32.648>of <00:06:32.804>possible <00:06:32.960>bets.

00:06:33.270 --> 00:06:33.280 align:start position:0%
<00:06:33.270>possible <00:06:33.279>bets.

00:06:33.280 --> 00:06:34.950 align:start position:0%
<00:06:33.280>possible <00:06:33.419>bets. <00:06:33.559>And <00:06:33.700>there <00:06:33.840>is <00:06:33.979>no <00:06:34.119>better <00:06:34.260>place <00:06:34.400>to <00:06:34.539>look <00:06:34.679>at

00:06:34.950 --> 00:06:34.960 align:start position:0%
<00:06:34.950>And <00:06:34.951>there <00:06:34.952>is <00:06:34.953>no <00:06:34.954>better <00:06:34.955>place <00:06:34.956>to <00:06:34.957>look <00:06:34.959>at

00:06:34.960 --> 00:06:37.310 align:start position:0%
<00:06:34.960>And <00:06:35.067>there <00:06:35.175>is <00:06:35.283>no <00:06:35.390>better <00:06:35.498>place <00:06:35.606>to <00:06:35.713>look <00:06:35.821>at <00:06:35.929>those <00:06:36.036>guidelines <00:06:36.144>than <00:06:36.252>our <00:06:36.359>past.

00:06:37.310 --> 00:06:37.320 align:start position:0%
<00:06:37.310>those <00:06:37.312>guidelines <00:06:37.314>than <00:06:37.316>our <00:06:37.319>past.

00:06:37.320 --> 00:06:39.390 align:start position:0%
<00:06:37.320>those <00:06:37.495>guidelines <00:06:37.670>than <00:06:37.844>our <00:06:38.020>past. <00:06:38.195>We <00:06:38.370>look <00:06:38.545>at <00:06:38.719>what

00:06:39.390 --> 00:06:39.400 align:start position:0%
<00:06:39.390>We <00:06:39.393>look <00:06:39.395>at <00:06:39.399>what

00:06:39.400 --> 00:06:41.710 align:start position:0%
<00:06:39.400>We <00:06:39.539>look <00:06:39.679>at <00:06:39.820>what <00:06:39.960>succeeded <00:06:40.099>and <00:06:40.239>what <00:06:40.380>didn't <00:06:40.520>work. <00:06:40.659>We <00:06:40.799>look

00:06:41.710 --> 00:06:41.720 align:start position:0%
<00:06:41.710>succeeded <00:06:41.711>and <00:06:41.712>what <00:06:41.714>didn't <00:06:41.716>work. <00:06:41.717>We <00:06:41.719>look

00:06:41.720 --> 00:06:43.830 align:start position:0%
<00:06:41.720>succeeded <00:06:41.836>and <00:06:41.953>what <00:06:42.070>didn't <00:06:42.186>work. <00:06:42.303>We <00:06:42.420>look <00:06:42.536>at <00:06:42.653>mistakes <00:06:42.770>we've <00:06:42.886>made. <00:06:43.003>We've <00:06:43.120>developed

00:06:43.830 --> 00:06:43.840 align:start position:0%
<00:06:43.830>at <00:06:43.831>mistakes <00:06:43.833>we've <00:06:43.835>made. <00:06:43.837>We've <00:06:43.839>developed

00:06:43.840 --> 00:06:46.430 align:start position:0%
<00:06:43.840>at <00:06:43.967>mistakes <00:06:44.094>we've <00:06:44.221>made. <00:06:44.349>We've <00:06:44.476>developed <00:06:44.603>over <00:06:44.730>last <00:06:44.858>5 <00:06:44.985>years <00:06:45.112>we've <00:06:45.240>developed

00:06:46.430 --> 00:06:46.440 align:start position:0%
<00:06:46.430>over <00:06:46.431>last <00:06:46.433>5 <00:06:46.435>years <00:06:46.437>we've <00:06:46.439>developed

00:06:46.440 --> 00:06:48.750 align:start position:0%
<00:06:46.440>over <00:06:46.556>last <00:06:46.673>5 <00:06:46.790>years <00:06:46.906>we've <00:06:47.023>developed <00:06:47.140>maybe <00:06:47.256>10 <00:06:47.373>open <00:06:47.490>source <00:06:47.606>maybe <00:06:47.723>10 <00:06:47.840>AI

00:06:48.750 --> 00:06:48.760 align:start position:0%
<00:06:48.750>maybe <00:06:48.751>10 <00:06:48.753>open <00:06:48.754>source <00:06:48.756>maybe <00:06:48.757>10 <00:06:48.759>AI

00:06:48.760 --> 00:06:50.550 align:start position:0%
<00:06:48.760>maybe <00:06:48.867>10 <00:06:48.975>open <00:06:49.083>source <00:06:49.190>maybe <00:06:49.298>10 <00:06:49.406>AI <00:06:49.513>products <00:06:49.621>and <00:06:49.729>only <00:06:49.836>some <00:06:49.944>of <00:06:50.052>them <00:06:50.159>were

00:06:50.550 --> 00:06:50.560 align:start position:0%
<00:06:50.550>products <00:06:50.551>and <00:06:50.553>only <00:06:50.554>some <00:06:50.556>of <00:06:50.557>them <00:06:50.559>were

00:06:50.560 --> 00:06:53.150 align:start position:0%
<00:06:50.560>products <00:06:50.687>and <00:06:50.814>only <00:06:50.941>some <00:06:51.069>of <00:06:51.196>them <00:06:51.323>were <00:06:51.450>actually <00:06:51.578>successful <00:06:51.705>on <00:06:51.832>the <00:06:51.960>market.

00:06:53.150 --> 00:06:53.160 align:start position:0%
<00:06:53.150>actually <00:06:53.152>successful <00:06:53.154>on <00:06:53.156>the <00:06:53.159>market.

00:06:53.160 --> 00:06:55.030 align:start position:0%
<00:06:53.159>actually <00:06:53.315>successful <00:06:53.471>on <00:06:53.626>the <00:06:53.782>market. <00:06:53.937>We <00:06:54.093>developed <00:06:54.248>even <00:06:54.404>more <00:06:54.559>prototypes

00:06:55.030 --> 00:06:55.040 align:start position:0%
<00:06:55.030>We <00:06:55.032>developed <00:06:55.034>even <00:06:55.036>more <00:06:55.039>prototypes

00:06:55.040 --> 00:06:56.830 align:start position:0%
<00:06:55.040>We <00:06:55.195>developed <00:06:55.351>even <00:06:55.506>more <00:06:55.662>prototypes <00:06:55.817>probably <00:06:55.973>countless <00:06:56.128>number <00:06:56.284>of <00:06:56.440>prototypes

00:06:56.830 --> 00:06:56.840 align:start position:0%
<00:06:56.830>probably <00:06:56.832>countless <00:06:56.834>number <00:06:56.836>of <00:06:56.839>prototypes

00:06:56.840 --> 00:06:58.830 align:start position:0%
<00:06:56.840>probably <00:06:56.956>countless <00:06:57.073>number <00:06:57.190>of <00:06:57.306>prototypes <00:06:57.423>because <00:06:57.540>like <00:06:57.656>basically <00:06:57.773>what <00:06:57.890>we <00:06:58.006>do <00:06:58.123>in <00:06:58.240>our

00:06:58.830 --> 00:06:58.840 align:start position:0%
<00:06:58.830>because <00:06:58.831>like <00:06:58.832>basically <00:06:58.833>what <00:06:58.835>we <00:06:58.836>do <00:06:58.837>in <00:06:58.839>our

00:06:58.840 --> 00:07:00.590 align:start position:0%
<00:06:58.840>because <00:06:58.995>like <00:06:59.151>basically <00:06:59.306>what <00:06:59.462>we <00:06:59.617>do <00:06:59.773>in <00:06:59.928>our <00:07:00.084>work <00:07:00.240>basically

00:07:00.590 --> 00:07:00.600 align:start position:0%
<00:07:00.590>work <00:07:00.599>basically

00:07:00.600 --> 00:07:03.150 align:start position:0%
<00:07:00.600>work <00:07:00.755>basically <00:07:00.911>every <00:07:01.066>every <00:07:01.222>week <00:07:01.377>we <00:07:01.533>have <00:07:01.688>this <00:07:01.844>like <00:07:02.000>demo

00:07:03.150 --> 00:07:03.160 align:start position:0%
<00:07:03.150>every <00:07:03.151>every <00:07:03.152>week <00:07:03.153>we <00:07:03.155>have <00:07:03.156>this <00:07:03.157>like <00:07:03.159>demo

00:07:03.160 --> 00:07:04.750 align:start position:0%
<00:07:03.160>every <00:07:03.260>every <00:07:03.360>week <00:07:03.460>we <00:07:03.560>have <00:07:03.660>this <00:07:03.760>like <00:07:03.860>demo <00:07:03.960>meeting <00:07:04.060>and <00:07:04.160>we <00:07:04.260>show <00:07:04.360>new <00:07:04.460>prototypes <00:07:04.560>to

00:07:04.750 --> 00:07:04.760 align:start position:0%
<00:07:04.750>meeting <00:07:04.751>and <00:07:04.753>we <00:07:04.754>show <00:07:04.756>new <00:07:04.757>prototypes <00:07:04.759>to

00:07:04.760 --> 00:07:06.909 align:start position:0%
<00:07:04.760>meeting <00:07:04.853>and <00:07:04.946>we <00:07:05.039>show <00:07:05.133>new <00:07:05.226>prototypes <00:07:05.320>to <00:07:05.413>our <00:07:05.506>team <00:07:05.599>of <00:07:05.693>cool <00:07:05.786>stuff <00:07:05.880>that <00:07:05.973>we <00:07:06.066>build <00:07:06.159>on

00:07:06.909 --> 00:07:06.919 align:start position:0%
<00:07:06.909>our <00:07:06.910>team <00:07:06.911>of <00:07:06.912>cool <00:07:06.913>stuff <00:07:06.914>that <00:07:06.915>we <00:07:06.916>build <00:07:06.918>on

00:07:06.919 --> 00:07:09.270 align:start position:0%
<00:07:06.919>our <00:07:07.006>team <00:07:07.094>of <00:07:07.181>cool <00:07:07.269>stuff <00:07:07.356>that <00:07:07.443>we <00:07:07.531>build <00:07:07.619>on <00:07:07.706>the <00:07:07.794>side <00:07:07.881>while <00:07:07.969>working <00:07:08.056>on <00:07:08.144>on <00:07:08.231>on <00:07:08.318>main

00:07:09.270 --> 00:07:09.280 align:start position:0%
<00:07:09.270>the <00:07:09.271>side <00:07:09.272>while <00:07:09.273>working <00:07:09.275>on <00:07:09.276>on <00:07:09.277>on <00:07:09.279>main

00:07:09.280 --> 00:07:11.150 align:start position:0%
<00:07:09.280>the <00:07:09.396>side <00:07:09.513>while <00:07:09.630>working <00:07:09.746>on <00:07:09.863>on <00:07:09.979>on <00:07:10.096>main <00:07:10.213>product <00:07:10.330>that <00:07:10.446>we <00:07:10.563>are <00:07:10.679>building.

00:07:11.150 --> 00:07:11.160 align:start position:0%
<00:07:11.150>product <00:07:11.152>that <00:07:11.154>we <00:07:11.156>are <00:07:11.159>building.

00:07:11.160 --> 00:07:14.110 align:start position:0%
<00:07:11.160>product <00:07:11.267>that <00:07:11.375>we <00:07:11.483>are <00:07:11.590>building. <00:07:11.698>So <00:07:11.806>we <00:07:11.913>are <00:07:12.021>building <00:07:12.129>all <00:07:12.236>this <00:07:12.344>stuff <00:07:12.452>and <00:07:12.560>we

00:07:14.110 --> 00:07:14.120 align:start position:0%
<00:07:14.110>So <00:07:14.111>we <00:07:14.112>are <00:07:14.113>building <00:07:14.114>all <00:07:14.115>this <00:07:14.116>stuff <00:07:14.117>and <00:07:14.119>we

00:07:14.120 --> 00:07:15.830 align:start position:0%
<00:07:14.120>So <00:07:14.213>we <00:07:14.306>are <00:07:14.400>building <00:07:14.493>all <00:07:14.586>this <00:07:14.680>stuff <00:07:14.773>and <00:07:14.866>we <00:07:14.960>can <00:07:15.053>look <00:07:15.146>at <00:07:15.240>what <00:07:15.333>worked. <00:07:15.426>We <00:07:15.520>can

00:07:15.830 --> 00:07:15.840 align:start position:0%
<00:07:15.830>can <00:07:15.831>look <00:07:15.832>at <00:07:15.834>what <00:07:15.835>worked. <00:07:15.837>We <00:07:15.839>can

00:07:15.840 --> 00:07:17.990 align:start position:0%
<00:07:15.840>can <00:07:15.947>look <00:07:16.055>at <00:07:16.163>what <00:07:16.270>worked. <00:07:16.378>We <00:07:16.486>can <00:07:16.593>generalize <00:07:16.701>the <00:07:16.809>lessons. <00:07:16.916>We <00:07:17.024>can <00:07:17.132>we <00:07:17.239>can

00:07:17.990 --> 00:07:18.000 align:start position:0%
<00:07:17.990>generalize <00:07:17.991>the <00:07:17.993>lessons. <00:07:17.994>We <00:07:17.996>can <00:07:17.997>we <00:07:17.999>can

00:07:18.000 --> 00:07:20.510 align:start position:0%
<00:07:18.000>generalize <00:07:18.155>the <00:07:18.311>lessons. <00:07:18.466>We <00:07:18.622>can <00:07:18.777>we <00:07:18.933>can <00:07:19.088>make <00:07:19.244>some <00:07:19.400>assumptions.

00:07:20.510 --> 00:07:20.520 align:start position:0%
<00:07:20.510>make <00:07:20.514>some <00:07:20.519>assumptions.

00:07:20.520 --> 00:07:22.390 align:start position:0%
<00:07:20.520>make <00:07:20.719>some <00:07:20.919>assumptions. <00:07:21.120>Anyone <00:07:21.320>remembers <00:07:21.520>this <00:07:21.719>user <00:07:21.919>experience?

00:07:22.390 --> 00:07:22.400 align:start position:0%
<00:07:22.390>Anyone <00:07:22.392>remembers <00:07:22.394>this <00:07:22.396>user <00:07:22.399>experience?

00:07:22.400 --> 00:07:25.190 align:start position:0%
<00:07:22.400>Anyone <00:07:22.539>remembers <00:07:22.679>this <00:07:22.820>user <00:07:22.960>experience? <00:07:23.099>It's <00:07:23.239>original <00:07:23.380>GitHub <00:07:23.520>Copilot <00:07:23.659>the <00:07:23.799>the

00:07:25.190 --> 00:07:25.200 align:start position:0%
<00:07:25.190>It's <00:07:25.191>original <00:07:25.193>GitHub <00:07:25.195>Copilot <00:07:25.197>the <00:07:25.199>the

00:07:25.200 --> 00:07:27.070 align:start position:0%
<00:07:25.200>It's <00:07:25.327>original <00:07:25.454>GitHub <00:07:25.581>Copilot <00:07:25.709>the <00:07:25.836>the <00:07:25.963>tool <00:07:26.090>that <00:07:26.218>started <00:07:26.345>this <00:07:26.472>whole <00:07:26.599>AI

00:07:27.070 --> 00:07:27.080 align:start position:0%
<00:07:27.070>tool <00:07:27.071>that <00:07:27.073>started <00:07:27.075>this <00:07:27.077>whole <00:07:27.079>AI

00:07:27.080 --> 00:07:29.550 align:start position:0%
<00:07:27.080>tool <00:07:27.196>that <00:07:27.313>started <00:07:27.430>this <00:07:27.546>whole <00:07:27.663>AI <00:07:27.780>adventure <00:07:27.896>and <00:07:28.013>it <00:07:28.130>has <00:07:28.246>been <00:07:28.363>designed <00:07:28.479>in

00:07:29.550 --> 00:07:29.560 align:start position:0%
<00:07:29.550>adventure <00:07:29.551>and <00:07:29.553>it <00:07:29.554>has <00:07:29.556>been <00:07:29.557>designed <00:07:29.559>in

00:07:29.560 --> 00:07:31.710 align:start position:0%
<00:07:29.560>adventure <00:07:29.715>and <00:07:29.871>it <00:07:30.026>has <00:07:30.182>been <00:07:30.337>designed <00:07:30.493>in <00:07:30.648>very <00:07:30.804>extreme <00:07:30.960>way.

00:07:31.710 --> 00:07:31.720 align:start position:0%
<00:07:31.710>very <00:07:31.714>extreme <00:07:31.719>way.

00:07:31.720 --> 00:07:34.150 align:start position:0%
<00:07:31.720>very <00:07:31.847>extreme <00:07:31.974>way. <00:07:32.101>And <00:07:32.229>I <00:07:32.356>say <00:07:32.483>that <00:07:32.610>in <00:07:32.738>good <00:07:32.865>way <00:07:32.992>because <00:07:33.120>I'm

00:07:34.150 --> 00:07:34.160 align:start position:0%
<00:07:34.150>And <00:07:34.151>I <00:07:34.152>say <00:07:34.153>that <00:07:34.154>in <00:07:34.155>good <00:07:34.156>way <00:07:34.157>because <00:07:34.159>I'm

00:07:34.160 --> 00:07:35.950 align:start position:0%
<00:07:34.159>And <00:07:34.242>I <00:07:34.324>say <00:07:34.407>that <00:07:34.489>in <00:07:34.571>good <00:07:34.654>way <00:07:34.736>because <00:07:34.818>I'm <00:07:34.901>kind <00:07:34.983>of <00:07:35.065>like <00:07:35.148>I'm <00:07:35.230>proud <00:07:35.312>of <00:07:35.395>this <00:07:35.477>design. <00:07:35.559>I

00:07:35.950 --> 00:07:35.960 align:start position:0%
<00:07:35.950>kind <00:07:35.951>of <00:07:35.952>like <00:07:35.953>I'm <00:07:35.954>proud <00:07:35.955>of <00:07:35.956>this <00:07:35.957>design. <00:07:35.959>I

00:07:35.960 --> 00:07:39.350 align:start position:0%
<00:07:35.960>kind <00:07:36.067>of <00:07:36.175>like <00:07:36.283>I'm <00:07:36.390>proud <00:07:36.498>of <00:07:36.606>this <00:07:36.713>design. <00:07:36.821>I <00:07:36.929>I've <00:07:37.036>helped <00:07:37.144>to <00:07:37.252>build <00:07:37.359>it.

00:07:39.360 --> 00:07:42.110 align:start position:0%
<00:07:39.360>And <00:07:39.560>the <00:07:39.760>goal <00:07:39.960>here <00:07:40.160>was <00:07:40.360>one <00:07:40.560>single <00:07:40.760>thing

00:07:42.110 --> 00:07:42.120 align:start position:0%
<00:07:42.110>And <00:07:42.111>the <00:07:42.112>goal <00:07:42.113>here <00:07:42.115>was <00:07:42.116>one <00:07:42.117>single <00:07:42.119>thing

00:07:42.120 --> 00:07:43.670 align:start position:0%
<00:07:42.120>And <00:07:42.219>the <00:07:42.319>goal <00:07:42.418>here <00:07:42.518>was <00:07:42.618>one <00:07:42.717>single <00:07:42.817>thing <00:07:42.917>keeping <00:07:43.016>developers <00:07:43.116>in <00:07:43.216>the <00:07:43.315>state <00:07:43.415>of <00:07:43.515>the

00:07:43.670 --> 00:07:43.680 align:start position:0%
<00:07:43.670>keeping <00:07:43.671>developers <00:07:43.673>in <00:07:43.674>the <00:07:43.676>state <00:07:43.677>of <00:07:43.679>the

00:07:43.680 --> 00:07:46.630 align:start position:0%
<00:07:43.680>keeping <00:07:43.787>developers <00:07:43.895>in <00:07:44.003>the <00:07:44.110>state <00:07:44.218>of <00:07:44.326>the <00:07:44.433>flow <00:07:44.541>while <00:07:44.649>they <00:07:44.756>code <00:07:44.864>by <00:07:44.972>reducing <00:07:45.080>the

00:07:46.630 --> 00:07:46.640 align:start position:0%
<00:07:46.630>flow <00:07:46.631>while <00:07:46.633>they <00:07:46.634>code <00:07:46.635>by <00:07:46.637>reducing <00:07:46.639>the

00:07:46.640 --> 00:07:48.390 align:start position:0%
<00:07:46.640>flow <00:07:46.756>while <00:07:46.873>they <00:07:46.990>code <00:07:47.106>by <00:07:47.223>reducing <00:07:47.340>the <00:07:47.456>amount <00:07:47.573>of <00:07:47.690>context <00:07:47.806>switching <00:07:47.923>that <00:07:48.039>they

00:07:48.390 --> 00:07:48.400 align:start position:0%
<00:07:48.390>amount <00:07:48.391>of <00:07:48.393>context <00:07:48.395>switching <00:07:48.397>that <00:07:48.399>they

00:07:48.400 --> 00:07:49.830 align:start position:0%
<00:07:48.400>amount <00:07:48.560>of <00:07:48.721>context <00:07:48.882>switching <00:07:49.043>that <00:07:49.204>they <00:07:49.365>had <00:07:49.526>to <00:07:49.687>do.

00:07:49.830 --> 00:07:49.840 align:start position:0%
<00:07:49.830>had <00:07:49.834>to <00:07:49.839>do.

00:07:49.840 --> 00:07:51.910 align:start position:0%
<00:07:49.840>had <00:07:50.015>to <00:07:50.190>do. <00:07:50.365>Our <00:07:50.540>competitor, <00:07:50.715>when <00:07:50.890>we <00:07:51.065>were <00:07:51.240>building

00:07:51.910 --> 00:07:51.920 align:start position:0%
<00:07:51.909>Our <00:07:51.911>competitor, <00:07:51.913>when <00:07:51.915>we <00:07:51.917>were <00:07:51.919>building

00:07:51.920 --> 00:07:54.990 align:start position:0%
<00:07:51.920>Our <00:07:52.036>competitor, <00:07:52.153>when <00:07:52.270>we <00:07:52.386>were <00:07:52.503>building <00:07:52.620>that, <00:07:52.736>our <00:07:52.853>competition <00:07:52.970>was <00:07:53.086>not <00:07:53.203>other <00:07:53.320>IDE,

00:07:54.990 --> 00:07:55.000 align:start position:0%
<00:07:54.990>that, <00:07:54.991>our <00:07:54.993>competition <00:07:54.994>was <00:07:54.996>not <00:07:54.997>other <00:07:54.999>IDE,

00:07:55.000 --> 00:07:57.430 align:start position:0%
<00:07:55.000>that, <00:07:55.107>our <00:07:55.215>competition <00:07:55.323>was <00:07:55.430>not <00:07:55.538>other <00:07:55.646>IDE, <00:07:55.753>it <00:07:55.861>was <00:07:55.969>not <00:07:56.076>other <00:07:56.184>tool <00:07:56.292>inside <00:07:56.400>your

00:07:57.430 --> 00:07:57.440 align:start position:0%
<00:07:57.430>it <00:07:57.431>was <00:07:57.433>not <00:07:57.434>other <00:07:57.436>tool <00:07:57.437>inside <00:07:57.439>your

00:07:57.440 --> 00:08:00.350 align:start position:0%
<00:07:57.440>it <00:07:57.547>was <00:07:57.655>not <00:07:57.763>other <00:07:57.870>tool <00:07:57.978>inside <00:07:58.086>your <00:07:58.193>editor, <00:07:58.301>it <00:07:58.409>was <00:07:58.516>Stack <00:07:58.624>Overflow. <00:07:58.732>Because <00:07:58.840>5

00:08:00.350 --> 00:08:00.360 align:start position:0%
<00:08:00.350>editor, <00:08:00.351>it <00:08:00.353>was <00:08:00.354>Stack <00:08:00.356>Overflow. <00:08:00.357>Because <00:08:00.359>5

00:08:00.360 --> 00:08:01.950 align:start position:0%
<00:08:00.360>editor, <00:08:00.460>it <00:08:00.560>was <00:08:00.660>Stack <00:08:00.760>Overflow. <00:08:00.860>Because <00:08:00.960>5 <00:08:01.060>years <00:08:01.160>ago, <00:08:01.260>what <00:08:01.360>you <00:08:01.460>did <00:08:01.560>when <00:08:01.660>you <00:08:01.760>were

00:08:01.950 --> 00:08:01.960 align:start position:0%
<00:08:01.950>years <00:08:01.951>ago, <00:08:01.952>what <00:08:01.953>you <00:08:01.955>did <00:08:01.956>when <00:08:01.957>you <00:08:01.959>were

00:08:01.960 --> 00:08:04.510 align:start position:0%
<00:08:01.960>years <00:08:02.067>ago, <00:08:02.175>what <00:08:02.283>you <00:08:02.390>did <00:08:02.498>when <00:08:02.606>you <00:08:02.713>were <00:08:02.821>stuck <00:08:02.929>on <00:08:03.036>something, <00:08:03.144>you <00:08:03.252>were <00:08:03.359>Googling

00:08:04.510 --> 00:08:04.520 align:start position:0%
<00:08:04.510>stuck <00:08:04.511>on <00:08:04.513>something, <00:08:04.515>you <00:08:04.517>were <00:08:04.519>Googling

00:08:04.520 --> 00:08:06.870 align:start position:0%
<00:08:04.520>stuck <00:08:04.627>on <00:08:04.735>something, <00:08:04.843>you <00:08:04.950>were <00:08:05.058>Googling <00:08:05.166>and <00:08:05.273>the <00:08:05.381>first <00:08:05.489>result <00:08:05.596>was <00:08:05.704>was <00:08:05.812>result <00:08:05.919>from

00:08:06.870 --> 00:08:06.880 align:start position:0%
<00:08:06.870>and <00:08:06.871>the <00:08:06.872>first <00:08:06.873>result <00:08:06.875>was <00:08:06.876>was <00:08:06.877>result <00:08:06.879>from

00:08:06.880 --> 00:08:08.430 align:start position:0%
<00:08:06.880>and <00:08:06.979>the <00:08:07.079>first <00:08:07.178>result <00:08:07.278>was <00:08:07.378>was <00:08:07.477>result <00:08:07.577>from <00:08:07.677>Stack <00:08:07.776>Overflow <00:08:07.876>and <00:08:07.976>you <00:08:08.075>took <00:08:08.175>code <00:08:08.275>from

00:08:08.430 --> 00:08:08.440 align:start position:0%
<00:08:08.430>Stack <00:08:08.431>Overflow <00:08:08.433>and <00:08:08.434>you <00:08:08.436>took <00:08:08.437>code <00:08:08.439>from

00:08:08.440 --> 00:08:10.150 align:start position:0%
<00:08:08.440>Stack <00:08:08.547>Overflow <00:08:08.655>and <00:08:08.763>you <00:08:08.870>took <00:08:08.978>code <00:08:09.086>from <00:08:09.193>there <00:08:09.301>and <00:08:09.409>you <00:08:09.516>copy-pasted <00:08:09.624>it <00:08:09.732>in <00:08:09.840>your

00:08:10.150 --> 00:08:10.160 align:start position:0%
<00:08:10.150>there <00:08:10.151>and <00:08:10.153>you <00:08:10.154>copy-pasted <00:08:10.156>it <00:08:10.157>in <00:08:10.159>your

00:08:10.160 --> 00:08:12.510 align:start position:0%
<00:08:10.160>there <00:08:10.267>and <00:08:10.375>you <00:08:10.483>copy-pasted <00:08:10.590>it <00:08:10.698>in <00:08:10.806>your <00:08:10.913>into <00:08:11.021>your <00:08:11.129>editor. <00:08:11.236>But <00:08:11.344>this <00:08:11.452>whole <00:08:11.560>process

00:08:12.510 --> 00:08:12.520 align:start position:0%
<00:08:12.510>into <00:08:12.511>your <00:08:12.513>editor. <00:08:12.514>But <00:08:12.515>this <00:08:12.517>whole <00:08:12.519>process

00:08:12.520 --> 00:08:14.909 align:start position:0%
<00:08:12.520>into <00:08:12.627>your <00:08:12.735>editor. <00:08:12.843>But <00:08:12.950>this <00:08:13.058>whole <00:08:13.166>process <00:08:13.273>of <00:08:13.381>moving <00:08:13.489>away <00:08:13.596>from <00:08:13.704>your <00:08:13.812>editor, <00:08:13.919>of

00:08:14.909 --> 00:08:14.919 align:start position:0%
<00:08:14.909>of <00:08:14.910>moving <00:08:14.912>away <00:08:14.913>from <00:08:14.914>your <00:08:14.916>editor, <00:08:14.918>of

00:08:14.919 --> 00:08:17.110 align:start position:0%
<00:08:14.919>of <00:08:15.026>moving <00:08:15.134>away <00:08:15.242>from <00:08:15.349>your <00:08:15.457>editor, <00:08:15.565>of <00:08:15.672>Googling, <00:08:15.780>of <00:08:15.888>looking <00:08:15.995>at <00:08:16.103>the <00:08:16.211>example <00:08:16.318>at

00:08:17.110 --> 00:08:17.120 align:start position:0%
<00:08:17.110>Googling, <00:08:17.111>of <00:08:17.113>looking <00:08:17.114>at <00:08:17.116>the <00:08:17.117>example <00:08:17.119>at

00:08:17.120 --> 00:08:19.830 align:start position:0%
<00:08:17.120>Googling, <00:08:17.236>of <00:08:17.353>looking <00:08:17.470>at <00:08:17.586>the <00:08:17.703>example <00:08:17.820>at <00:08:17.936>result <00:08:18.053>and <00:08:18.170>from <00:08:18.286>Stack <00:08:18.403>Overflow, <00:08:18.520>trying

00:08:19.830 --> 00:08:19.840 align:start position:0%
<00:08:19.830>result <00:08:19.831>and <00:08:19.833>from <00:08:19.835>Stack <00:08:19.837>Overflow, <00:08:19.839>trying

00:08:19.840 --> 00:08:22.310 align:start position:0%
<00:08:19.840>result <00:08:19.956>and <00:08:20.073>from <00:08:20.190>Stack <00:08:20.306>Overflow, <00:08:20.423>trying <00:08:20.539>to <00:08:20.656>understand <00:08:20.773>if <00:08:20.890>it's <00:08:21.006>the <00:08:21.123>right <00:08:21.239>answer

00:08:22.310 --> 00:08:22.320 align:start position:0%
<00:08:22.310>to <00:08:22.311>understand <00:08:22.313>if <00:08:22.314>it's <00:08:22.316>the <00:08:22.317>right <00:08:22.319>answer

00:08:22.320 --> 00:08:24.190 align:start position:0%
<00:08:22.320>to <00:08:22.427>understand <00:08:22.535>if <00:08:22.643>it's <00:08:22.750>the <00:08:22.858>right <00:08:22.966>answer <00:08:23.073>and <00:08:23.181>seeing <00:08:23.289>that <00:08:23.396>oh, <00:08:23.504>this <00:08:23.612>question <00:08:23.719>is

00:08:24.190 --> 00:08:24.200 align:start position:0%
<00:08:24.190>and <00:08:24.191>seeing <00:08:24.193>that <00:08:24.194>oh, <00:08:24.195>this <00:08:24.197>question <00:08:24.199>is

00:08:24.200 --> 00:08:27.190 align:start position:0%
<00:08:24.200>and <00:08:24.327>seeing <00:08:24.454>that <00:08:24.581>oh, <00:08:24.709>this <00:08:24.836>question <00:08:24.963>is <00:08:25.090>closed <00:08:25.218>because <00:08:25.345>it's <00:08:25.472>unproductive. <00:08:25.599>Uh

00:08:27.190 --> 00:08:27.200 align:start position:0%
<00:08:27.190>closed <00:08:27.192>because <00:08:27.194>it's <00:08:27.196>unproductive. <00:08:27.199>Uh

00:08:27.200 --> 00:08:30.710 align:start position:0%
<00:08:27.200>closed <00:08:27.327>because <00:08:27.454>it's <00:08:27.581>unproductive. <00:08:27.709>Uh <00:08:27.836>this <00:08:27.963>killed <00:08:28.090>your <00:08:28.218>flow <00:08:28.345>as <00:08:28.472>a <00:08:28.599>developer.

00:08:30.710 --> 00:08:30.720 align:start position:0%
<00:08:30.710>this <00:08:30.711>killed <00:08:30.712>your <00:08:30.714>flow <00:08:30.716>as <00:08:30.717>a <00:08:30.719>developer.

00:08:30.720 --> 00:08:33.149 align:start position:0%
<00:08:30.720>this <00:08:30.827>killed <00:08:30.935>your <00:08:31.043>flow <00:08:31.150>as <00:08:31.258>a <00:08:31.366>developer. <00:08:31.473>And <00:08:31.581>also <00:08:31.689>this <00:08:31.796>user <00:08:31.904>experience <00:08:32.012>has <00:08:32.120>been

00:08:33.149 --> 00:08:33.159 align:start position:0%
<00:08:33.149>And <00:08:33.150>also <00:08:33.152>this <00:08:33.153>user <00:08:33.155>experience <00:08:33.156>has <00:08:33.158>been

00:08:33.159 --> 00:08:35.909 align:start position:0%
<00:08:33.159>And <00:08:33.266>also <00:08:33.374>this <00:08:33.482>user <00:08:33.589>experience <00:08:33.697>has <00:08:33.805>been <00:08:33.912>result <00:08:34.020>of <00:08:34.128>the <00:08:34.235>constraints <00:08:34.343>that <00:08:34.451>we <00:08:34.558>had.

00:08:35.909 --> 00:08:35.919 align:start position:0%
<00:08:35.909>result <00:08:35.910>of <00:08:35.912>the <00:08:35.913>constraints <00:08:35.914>that <00:08:35.916>we <00:08:35.918>had.

00:08:35.919 --> 00:08:38.310 align:start position:0%
<00:08:35.919>result <00:08:36.046>of <00:08:36.173>the <00:08:36.300>constraints <00:08:36.428>that <00:08:36.555>we <00:08:36.682>had. <00:08:36.809>Models <00:08:36.937>back <00:08:37.064>then <00:08:37.191>were <00:08:37.318>absolutely

00:08:38.310 --> 00:08:38.320 align:start position:0%
<00:08:38.309>Models <00:08:38.312>back <00:08:38.314>then <00:08:38.316>were <00:08:38.319>absolutely

00:08:38.320 --> 00:08:40.870 align:start position:0%
<00:08:38.320>Models <00:08:38.460>back <00:08:38.600>then <00:08:38.740>were <00:08:38.880>absolutely <00:08:39.020>terrible. <00:08:39.160>Uh <00:08:39.300>even <00:08:39.440>in <00:08:39.580>this <00:08:39.720>very

00:08:40.870 --> 00:08:40.880 align:start position:0%
<00:08:40.870>terrible. <00:08:40.871>Uh <00:08:40.873>even <00:08:40.875>in <00:08:40.877>this <00:08:40.879>very

00:08:40.880 --> 00:08:42.350 align:start position:0%
<00:08:40.880>terrible. <00:08:41.000>Uh <00:08:41.120>even <00:08:41.240>in <00:08:41.361>this <00:08:41.481>very <00:08:41.601>constrained <00:08:41.721>use <00:08:41.842>case, <00:08:41.962>which <00:08:42.082>was <00:08:42.203>like

00:08:42.350 --> 00:08:42.360 align:start position:0%
<00:08:42.350>constrained <00:08:42.351>use <00:08:42.353>case, <00:08:42.355>which <00:08:42.357>was <00:08:42.359>like

00:08:42.360 --> 00:08:44.350 align:start position:0%
<00:08:42.360>constrained <00:08:42.467>use <00:08:42.575>case, <00:08:42.683>which <00:08:42.790>was <00:08:42.898>like <00:08:43.006>showing <00:08:43.113>just <00:08:43.221>couple <00:08:43.329>of <00:08:43.436>lines <00:08:43.544>of <00:08:43.652>code <00:08:43.760>at

00:08:44.350 --> 00:08:44.360 align:start position:0%
<00:08:44.350>showing <00:08:44.351>just <00:08:44.352>couple <00:08:44.353>of <00:08:44.355>lines <00:08:44.356>of <00:08:44.357>code <00:08:44.359>at

00:08:44.360 --> 00:08:46.870 align:start position:0%
<00:08:44.360>showing <00:08:44.453>just <00:08:44.546>couple <00:08:44.640>of <00:08:44.733>lines <00:08:44.826>of <00:08:44.920>code <00:08:45.013>at <00:08:45.106>most <00:08:45.200>at <00:08:45.293>the <00:08:45.386>location <00:08:45.480>of <00:08:45.573>your <00:08:45.666>cursor, <00:08:45.760>we

00:08:46.870 --> 00:08:46.880 align:start position:0%
<00:08:46.870>most <00:08:46.871>at <00:08:46.872>the <00:08:46.873>location <00:08:46.875>of <00:08:46.876>your <00:08:46.877>cursor, <00:08:46.879>we

00:08:46.880 --> 00:08:49.110 align:start position:0%
<00:08:46.880>most <00:08:46.987>at <00:08:47.095>the <00:08:47.203>location <00:08:47.310>of <00:08:47.418>your <00:08:47.526>cursor, <00:08:47.633>we <00:08:47.741>had <00:08:47.849>something <00:08:47.956>like <00:08:48.064>30% <00:08:48.172>accuracy <00:08:48.280>rate

00:08:49.110 --> 00:08:49.120 align:start position:0%
<00:08:49.110>had <00:08:49.111>something <00:08:49.113>like <00:08:49.115>30% <00:08:49.117>accuracy <00:08:49.119>rate

00:08:49.120 --> 00:08:51.870 align:start position:0%
<00:08:49.120>had <00:08:49.275>something <00:08:49.431>like <00:08:49.586>30% <00:08:49.742>accuracy <00:08:49.897>rate <00:08:50.053>originally. <00:08:50.208>Absolutely <00:08:50.364>terrible <00:08:50.520>number.

00:08:51.870 --> 00:08:51.880 align:start position:0%
<00:08:51.870>originally. <00:08:51.873>Absolutely <00:08:51.876>terrible <00:08:51.879>number.

00:08:51.880 --> 00:08:53.270 align:start position:0%
<00:08:51.880>originally. <00:08:52.005>Absolutely <00:08:52.130>terrible <00:08:52.255>number. <00:08:52.380>Right <00:08:52.505>now, <00:08:52.630>we <00:08:52.755>have, <00:08:52.880>you <00:08:53.005>know, <00:08:53.131>those

00:08:53.270 --> 00:08:53.280 align:start position:0%
<00:08:53.270>Right <00:08:53.271>now, <00:08:53.273>we <00:08:53.274>have, <00:08:53.276>you <00:08:53.277>know, <00:08:53.279>those

00:08:53.280 --> 00:08:55.990 align:start position:0%
<00:08:53.280>Right <00:08:53.396>now, <00:08:53.513>we <00:08:53.630>have, <00:08:53.746>you <00:08:53.863>know, <00:08:53.980>those <00:08:54.096>super <00:08:54.213>smart <00:08:54.329>models <00:08:54.446>having <00:08:54.563>like <00:08:54.680>90%

00:08:55.990 --> 00:08:56.000 align:start position:0%
<00:08:55.990>super <00:08:55.991>smart <00:08:55.993>models <00:08:55.995>having <00:08:55.997>like <00:08:55.999>90%

00:08:56.000 --> 00:08:58.350 align:start position:0%
<00:08:56.000>super <00:08:56.116>smart <00:08:56.233>models <00:08:56.350>having <00:08:56.466>like <00:08:56.583>90% <00:08:56.700>success <00:08:56.816>rates <00:08:56.933>at <00:08:57.050>very <00:08:57.166>difficult <00:08:57.283>task <00:08:57.400>in

00:08:58.350 --> 00:08:58.360 align:start position:0%
<00:08:58.350>success <00:08:58.351>rates <00:08:58.353>at <00:08:58.354>very <00:08:58.356>difficult <00:08:58.357>task <00:08:58.359>in

00:08:58.360 --> 00:09:01.350 align:start position:0%
<00:08:58.360>success <00:08:58.500>rates <00:08:58.640>at <00:08:58.780>very <00:08:58.920>difficult <00:08:59.060>task <00:08:59.200>in <00:08:59.340>very <00:08:59.480>difficult <00:08:59.620>benchmarks. <00:08:59.760>Uh

00:09:01.350 --> 00:09:01.360 align:start position:0%
<00:09:01.350>very <00:09:01.353>difficult <00:09:01.356>benchmarks. <00:09:01.359>Uh

00:09:01.360 --> 00:09:02.910 align:start position:0%
<00:09:01.360>very <00:09:01.499>difficult <00:09:01.639>benchmarks. <00:09:01.778>Uh <00:09:01.918>But <00:09:02.057>despite <00:09:02.197>the <00:09:02.336>fact <00:09:02.476>that <00:09:02.615>everything <00:09:02.755>is

00:09:02.910 --> 00:09:02.920 align:start position:0%
<00:09:02.910>But <00:09:02.911>despite <00:09:02.913>the <00:09:02.914>fact <00:09:02.915>that <00:09:02.917>everything <00:09:02.919>is

00:09:02.920 --> 00:09:04.710 align:start position:0%
<00:09:02.920>But <00:09:03.020>despite <00:09:03.120>the <00:09:03.219>fact <00:09:03.319>that <00:09:03.420>everything <00:09:03.520>is <00:09:03.620>different <00:09:03.719>on <00:09:03.819>the <00:09:03.920>model <00:09:04.020>side, <00:09:04.120>some <00:09:04.219>of <00:09:04.319>the

00:09:04.710 --> 00:09:04.720 align:start position:0%
<00:09:04.710>different <00:09:04.711>on <00:09:04.712>the <00:09:04.713>model <00:09:04.715>side, <00:09:04.716>some <00:09:04.717>of <00:09:04.719>the

00:09:04.720 --> 00:09:07.790 align:start position:0%
<00:09:04.720>different <00:09:04.827>on <00:09:04.935>the <00:09:05.043>model <00:09:05.150>side, <00:09:05.258>some <00:09:05.366>of <00:09:05.473>the <00:09:05.581>core <00:09:05.689>assumptions <00:09:05.796>are <00:09:05.904>still <00:09:06.012>here, <00:09:06.120>still

00:09:07.790 --> 00:09:07.800 align:start position:0%
<00:09:07.790>core <00:09:07.791>assumptions <00:09:07.793>are <00:09:07.795>still <00:09:07.797>here, <00:09:07.799>still

00:09:07.800 --> 00:09:09.190 align:start position:0%
<00:09:07.800>core <00:09:07.956>assumptions <00:09:08.112>are <00:09:08.269>still <00:09:08.425>here, <00:09:08.581>still <00:09:08.738>still <00:09:08.894>the <00:09:09.051>same.

00:09:09.190 --> 00:09:09.200 align:start position:0%
<00:09:09.190>still <00:09:09.194>the <00:09:09.199>same.

00:09:09.200 --> 00:09:12.430 align:start position:0%
<00:09:09.200>still <00:09:09.327>the <00:09:09.454>same. <00:09:09.581>And <00:09:09.709>the <00:09:09.836>first <00:09:09.963>biggest <00:09:10.090>one <00:09:10.218>is <00:09:10.345>that <00:09:10.472>AI <00:09:10.600>is

00:09:12.430 --> 00:09:12.440 align:start position:0%
<00:09:12.430>And <00:09:12.431>the <00:09:12.432>first <00:09:12.433>biggest <00:09:12.434>one <00:09:12.435>is <00:09:12.436>that <00:09:12.437>AI <00:09:12.439>is

00:09:12.440 --> 00:09:14.230 align:start position:0%
<00:09:12.440>And <00:09:12.533>the <00:09:12.626>first <00:09:12.720>biggest <00:09:12.813>one <00:09:12.906>is <00:09:13.000>that <00:09:13.093>AI <00:09:13.186>is <00:09:13.280>not <00:09:13.373>perfect <00:09:13.466>and <00:09:13.560>it <00:09:13.653>will <00:09:13.746>never <00:09:13.840>be

00:09:14.230 --> 00:09:14.240 align:start position:0%
<00:09:14.230>not <00:09:14.231>perfect <00:09:14.233>and <00:09:14.234>it <00:09:14.236>will <00:09:14.237>never <00:09:14.239>be

00:09:14.240 --> 00:09:18.470 align:start position:0%
<00:09:14.240>not <00:09:14.367>perfect <00:09:14.494>and <00:09:14.621>it <00:09:14.749>will <00:09:14.876>never <00:09:15.003>be <00:09:15.130>perfect. <00:09:15.258>AI <00:09:15.385>by <00:09:15.512>design <00:09:15.640>is

00:09:18.470 --> 00:09:18.480 align:start position:0%
<00:09:18.470>perfect. <00:09:18.472>AI <00:09:18.474>by <00:09:18.476>design <00:09:18.479>is

00:09:18.480 --> 00:09:20.510 align:start position:0%
<00:09:18.480>perfect. <00:09:18.620>AI <00:09:18.760>by <00:09:18.900>design <00:09:19.040>is <00:09:19.180>is <00:09:19.320>probabilistic <00:09:19.460>model. <00:09:19.600>This <00:09:19.740>is <00:09:19.880>like

00:09:20.510 --> 00:09:20.520 align:start position:0%
<00:09:20.510>is <00:09:20.511>probabilistic <00:09:20.513>model. <00:09:20.515>This <00:09:20.517>is <00:09:20.519>like

00:09:20.520 --> 00:09:22.910 align:start position:0%
<00:09:20.520>is <00:09:20.627>probabilistic <00:09:20.735>model. <00:09:20.843>This <00:09:20.950>is <00:09:21.058>like <00:09:21.166>what <00:09:21.273>AI <00:09:21.381>is. <00:09:21.489>Because <00:09:21.596>of <00:09:21.704>that, <00:09:21.812>it <00:09:21.920>will

00:09:22.910 --> 00:09:22.920 align:start position:0%
<00:09:22.910>what <00:09:22.911>AI <00:09:22.912>is. <00:09:22.913>Because <00:09:22.915>of <00:09:22.916>that, <00:09:22.917>it <00:09:22.919>will

00:09:22.920 --> 00:09:25.150 align:start position:0%
<00:09:22.920>what <00:09:23.036>AI <00:09:23.153>is. <00:09:23.270>Because <00:09:23.386>of <00:09:23.503>that, <00:09:23.620>it <00:09:23.736>will <00:09:23.853>always <00:09:23.969>have <00:09:24.086>some <00:09:24.203>capability <00:09:24.319>of

00:09:25.150 --> 00:09:25.160 align:start position:0%
<00:09:25.150>always <00:09:25.152>have <00:09:25.154>some <00:09:25.156>capability <00:09:25.159>of

00:09:25.160 --> 00:09:26.910 align:start position:0%
<00:09:25.160>always <00:09:25.300>have <00:09:25.439>some <00:09:25.579>capability <00:09:25.719>of <00:09:25.860>hallucinate. <00:09:26.000>We <00:09:26.140>try <00:09:26.280>to <00:09:26.420>minimize <00:09:26.560>that

00:09:26.910 --> 00:09:26.920 align:start position:0%
<00:09:26.910>hallucinate. <00:09:26.911>We <00:09:26.913>try <00:09:26.915>to <00:09:26.917>minimize <00:09:26.919>that

00:09:26.920 --> 00:09:29.750 align:start position:0%
<00:09:26.920>hallucinate. <00:09:27.060>We <00:09:27.199>try <00:09:27.339>to <00:09:27.479>minimize <00:09:27.620>that <00:09:27.760>capability, <00:09:27.900>but <00:09:28.040>it's <00:09:28.180>always <00:09:28.319>there.

00:09:29.750 --> 00:09:29.760 align:start position:0%
<00:09:29.750>capability, <00:09:29.752>but <00:09:29.754>it's <00:09:29.756>always <00:09:29.759>there.

00:09:29.760 --> 00:09:30.350 align:start position:0%
<00:09:29.760>capability, <00:09:29.866>but <00:09:29.972>it's <00:09:30.078>always <00:09:30.184>there. <00:09:30.291>Uh

00:09:30.350 --> 00:09:30.360 align:start position:0%
Uh

00:09:30.360 --> 00:09:33.670 align:start position:0%
<00:09:30.360>Uh <00:09:30.535>it <00:09:30.710>doesn't <00:09:30.885>know <00:09:31.060>what <00:09:31.235>is <00:09:31.410>truth <00:09:31.585>or <00:09:31.760>it's

00:09:33.670 --> 00:09:33.680 align:start position:0%
<00:09:33.670>it <00:09:33.671>doesn't <00:09:33.672>know <00:09:33.673>what <00:09:33.675>is <00:09:33.676>truth <00:09:33.677>or <00:09:33.679>it's

00:09:33.680 --> 00:09:36.350 align:start position:0%
<00:09:33.680>it <00:09:33.767>doesn't <00:09:33.854>know <00:09:33.942>what <00:09:34.030>is <00:09:34.117>truth <00:09:34.204>or <00:09:34.292>it's <00:09:34.380>what <00:09:34.467>is <00:09:34.555>not <00:09:34.642>true. <00:09:34.729>Like, <00:09:34.817>it <00:09:34.905>will <00:09:34.992>tell <00:09:35.079>you

00:09:36.350 --> 00:09:36.360 align:start position:0%
<00:09:36.350>what <00:09:36.351>is <00:09:36.352>not <00:09:36.353>true. <00:09:36.354>Like, <00:09:36.355>it <00:09:36.356>will <00:09:36.357>tell <00:09:36.359>you

00:09:36.360 --> 00:09:37.910 align:start position:0%
<00:09:36.360>what <00:09:36.447>is <00:09:36.534>not <00:09:36.621>true. <00:09:36.708>Like, <00:09:36.795>it <00:09:36.883>will <00:09:36.970>tell <00:09:37.057>you <00:09:37.144>one <00:09:37.231>thing <00:09:37.319>and <00:09:37.406>then <00:09:37.493>you <00:09:37.580>will <00:09:37.667>point <00:09:37.755>at

00:09:37.910 --> 00:09:37.920 align:start position:0%
<00:09:37.910>one <00:09:37.911>thing <00:09:37.912>and <00:09:37.913>then <00:09:37.915>you <00:09:37.916>will <00:09:37.917>point <00:09:37.919>at

00:09:37.920 --> 00:09:39.910 align:start position:0%
<00:09:37.920>one <00:09:38.013>thing <00:09:38.106>and <00:09:38.199>then <00:09:38.293>you <00:09:38.386>will <00:09:38.479>point <00:09:38.573>at <00:09:38.666>some <00:09:38.760>mistake <00:09:38.853>and <00:09:38.946>it <00:09:39.040>will <00:09:39.133>be <00:09:39.226>like, <00:09:39.319>"Oh,

00:09:39.910 --> 00:09:39.920 align:start position:0%
<00:09:39.910>some <00:09:39.911>mistake <00:09:39.912>and <00:09:39.913>it <00:09:39.915>will <00:09:39.916>be <00:09:39.917>like, <00:09:39.919>"Oh,

00:09:39.920 --> 00:09:42.350 align:start position:0%
<00:09:39.920>some <00:09:40.027>mistake <00:09:40.135>and <00:09:40.243>it <00:09:40.350>will <00:09:40.458>be <00:09:40.566>like, <00:09:40.673>"Oh, <00:09:40.781>yes, <00:09:40.889>you're <00:09:40.996>absolutely <00:09:41.104>right." <00:09:41.212>It <00:09:41.319>cannot

00:09:42.350 --> 00:09:42.360 align:start position:0%
<00:09:42.350>yes, <00:09:42.351>you're <00:09:42.353>absolutely <00:09:42.355>right." <00:09:42.357>It <00:09:42.359>cannot

00:09:42.360 --> 00:09:44.830 align:start position:0%
<00:09:42.360>yes, <00:09:42.476>you're <00:09:42.593>absolutely <00:09:42.710>right." <00:09:42.826>It <00:09:42.943>cannot <00:09:43.060>count <00:09:43.176>how <00:09:43.293>many <00:09:43.410>Rs <00:09:43.526>are <00:09:43.643>in <00:09:43.760>strawberry,

00:09:44.830 --> 00:09:44.840 align:start position:0%
<00:09:44.830>count <00:09:44.831>how <00:09:44.833>many <00:09:44.834>Rs <00:09:44.836>are <00:09:44.837>in <00:09:44.839>strawberry,

00:09:44.840 --> 00:09:46.710 align:start position:0%
<00:09:44.840>count <00:09:45.015>how <00:09:45.190>many <00:09:45.365>Rs <00:09:45.540>are <00:09:45.715>in <00:09:45.890>strawberry, <00:09:46.065>right? <00:09:46.240>So,

00:09:46.710 --> 00:09:46.720 align:start position:0%
<00:09:46.710>right? <00:09:46.719>So,

00:09:46.720 --> 00:09:48.870 align:start position:0%
<00:09:46.720>right? <00:09:46.875>So, <00:09:47.031>we <00:09:47.186>need <00:09:47.342>to <00:09:47.497>we <00:09:47.653>need <00:09:47.808>to <00:09:47.964>design <00:09:48.120>those

00:09:48.870 --> 00:09:48.880 align:start position:0%
<00:09:48.870>we <00:09:48.871>need <00:09:48.872>to <00:09:48.873>we <00:09:48.875>need <00:09:48.876>to <00:09:48.877>design <00:09:48.879>those

00:09:48.880 --> 00:09:52.830 align:start position:0%
<00:09:48.880>we <00:09:48.973>need <00:09:49.066>to <00:09:49.160>we <00:09:49.253>need <00:09:49.346>to <00:09:49.439>design <00:09:49.533>those <00:09:49.626>systems <00:09:49.720>in <00:09:49.813>a <00:09:49.906>way <00:09:50.000>that <00:09:50.093>that <00:09:50.186>fights <00:09:50.280>this.

00:09:52.830 --> 00:09:52.840 align:start position:0%
<00:09:52.830>systems <00:09:52.831>in <00:09:52.832>a <00:09:52.833>way <00:09:52.835>that <00:09:52.836>that <00:09:52.837>fights <00:09:52.839>this.

00:09:52.840 --> 00:09:54.950 align:start position:0%
<00:09:52.840>systems <00:09:52.967>in <00:09:53.094>a <00:09:53.221>way <00:09:53.349>that <00:09:53.476>that <00:09:53.603>fights <00:09:53.730>this. <00:09:53.858>But, <00:09:53.985>that <00:09:54.112>doesn't <00:09:54.240>mean

00:09:54.950 --> 00:09:54.960 align:start position:0%
<00:09:54.950>But, <00:09:54.953>that <00:09:54.956>doesn't <00:09:54.959>mean

00:09:54.960 --> 00:09:57.350 align:start position:0%
<00:09:54.960>But, <00:09:55.160>that <00:09:55.360>doesn't <00:09:55.560>mean <00:09:55.760>that <00:09:55.960>AI <00:09:56.160>is <00:09:56.360>useless.

00:09:57.350 --> 00:09:57.360 align:start position:0%
<00:09:57.350>that <00:09:57.353>AI <00:09:57.356>is <00:09:57.359>useless.

00:09:57.360 --> 00:09:58.630 align:start position:0%
<00:09:57.360>that <00:09:57.588>AI <00:09:57.817>is <00:09:58.045>useless. <00:09:58.274>Because, <00:09:58.503>like,

00:09:58.630 --> 00:09:58.640 align:start position:0%
<00:09:58.630>Because, <00:09:58.639>like,

00:09:58.640 --> 00:10:00.830 align:start position:0%
<00:09:58.640>Because, <00:09:58.780>like, <00:09:58.920>in <00:09:59.060>the <00:09:59.199>social <00:09:59.340>media, <00:09:59.480>you <00:09:59.620>see <00:09:59.760>a <00:09:59.900>lot <00:10:00.040>of

00:10:00.830 --> 00:10:00.840 align:start position:0%
<00:10:00.830>in <00:10:00.831>the <00:10:00.832>social <00:10:00.833>media, <00:10:00.834>you <00:10:00.835>see <00:10:00.836>a <00:10:00.837>lot <00:10:00.839>of

00:10:00.840 --> 00:10:02.910 align:start position:0%
<00:10:00.840>in <00:10:00.956>the <00:10:01.073>social <00:10:01.190>media, <00:10:01.306>you <00:10:01.423>see <00:10:01.540>a <00:10:01.656>lot <00:10:01.773>of <00:10:01.890>discussion <00:10:02.006>where <00:10:02.123>people <00:10:02.240>divided

00:10:02.910 --> 00:10:02.920 align:start position:0%
<00:10:02.910>discussion <00:10:02.913>where <00:10:02.915>people <00:10:02.919>divided

00:10:02.920 --> 00:10:05.030 align:start position:0%
<00:10:02.920>discussion <00:10:03.094>where <00:10:03.270>people <00:10:03.444>divided <00:10:03.620>themselves <00:10:03.795>into <00:10:03.969>two <00:10:04.145>groups, <00:10:04.319>AI

00:10:05.030 --> 00:10:05.040 align:start position:0%
<00:10:05.030>themselves <00:10:05.032>into <00:10:05.034>two <00:10:05.036>groups, <00:10:05.039>AI

00:10:05.040 --> 00:10:07.750 align:start position:0%
<00:10:05.040>themselves <00:10:05.180>into <00:10:05.319>two <00:10:05.459>groups, <00:10:05.599>AI <00:10:05.740>enthusiasts <00:10:05.880>and <00:10:06.020>AI <00:10:06.160>doomers, <00:10:06.300>and <00:10:06.439>they

00:10:07.750 --> 00:10:07.760 align:start position:0%
<00:10:07.750>enthusiasts <00:10:07.751>and <00:10:07.753>AI <00:10:07.755>doomers, <00:10:07.757>and <00:10:07.759>they

00:10:07.760 --> 00:10:10.430 align:start position:0%
<00:10:07.760>enthusiasts <00:10:07.876>and <00:10:07.993>AI <00:10:08.110>doomers, <00:10:08.226>and <00:10:08.343>they <00:10:08.460>fight <00:10:08.576>like <00:10:08.693>it's <00:10:08.810>rooting <00:10:08.926>for <00:10:09.043>like <00:10:09.160>sports

00:10:10.430 --> 00:10:10.440 align:start position:0%
<00:10:10.430>fight <00:10:10.431>like <00:10:10.433>it's <00:10:10.434>rooting <00:10:10.436>for <00:10:10.437>like <00:10:10.439>sports

00:10:10.440 --> 00:10:12.470 align:start position:0%
<00:10:10.440>fight <00:10:10.547>like <00:10:10.655>it's <00:10:10.763>rooting <00:10:10.870>for <00:10:10.978>like <00:10:11.086>sports <00:10:11.193>teams <00:10:11.301>or <00:10:11.409>something <00:10:11.516>like <00:10:11.624>that. <00:10:11.732>This <00:10:11.840>is

00:10:12.470 --> 00:10:12.480 align:start position:0%
<00:10:12.470>teams <00:10:12.471>or <00:10:12.473>something <00:10:12.474>like <00:10:12.476>that. <00:10:12.477>This <00:10:12.479>is

00:10:12.480 --> 00:10:14.230 align:start position:0%
<00:10:12.480>teams <00:10:12.580>or <00:10:12.680>something <00:10:12.780>like <00:10:12.880>that. <00:10:12.980>This <00:10:13.080>is <00:10:13.180>not <00:10:13.280>the <00:10:13.380>case. <00:10:13.480>You <00:10:13.580>can <00:10:13.680>still <00:10:13.780>be <00:10:13.880>very

00:10:14.230 --> 00:10:14.240 align:start position:0%
<00:10:14.230>not <00:10:14.231>the <00:10:14.232>case. <00:10:14.233>You <00:10:14.235>can <00:10:14.236>still <00:10:14.237>be <00:10:14.239>very

00:10:14.240 --> 00:10:16.670 align:start position:0%
<00:10:14.240>not <00:10:14.347>the <00:10:14.455>case. <00:10:14.563>You <00:10:14.670>can <00:10:14.778>still <00:10:14.886>be <00:10:14.993>very <00:10:15.101>enthusiastic <00:10:15.209>about <00:10:15.316>AI <00:10:15.424>tools <00:10:15.532>like <00:10:15.640>me,

00:10:16.670 --> 00:10:16.680 align:start position:0%
<00:10:16.670>enthusiastic <00:10:16.671>about <00:10:16.673>AI <00:10:16.675>tools <00:10:16.677>like <00:10:16.679>me,

00:10:16.680 --> 00:10:18.230 align:start position:0%
<00:10:16.680>enthusiastic <00:10:16.806>about <00:10:16.933>AI <00:10:17.060>tools <00:10:17.187>like <00:10:17.314>me, <00:10:17.440>while <00:10:17.567>acknowledging <00:10:17.694>that <00:10:17.821>we <00:10:17.948>need <00:10:18.075>to

00:10:18.230 --> 00:10:18.240 align:start position:0%
<00:10:18.230>while <00:10:18.231>acknowledging <00:10:18.233>that <00:10:18.235>we <00:10:18.237>need <00:10:18.239>to

00:10:18.240 --> 00:10:20.910 align:start position:0%
<00:10:18.240>while <00:10:18.356>acknowledging <00:10:18.473>that <00:10:18.590>we <00:10:18.706>need <00:10:18.823>to <00:10:18.940>design <00:10:19.056>systems <00:10:19.173>using <00:10:19.290>AI <00:10:19.406>in <00:10:19.523>very <00:10:19.640>specific

00:10:20.910 --> 00:10:20.920 align:start position:0%
<00:10:20.910>design <00:10:20.911>systems <00:10:20.913>using <00:10:20.914>AI <00:10:20.915>in <00:10:20.917>very <00:10:20.919>specific

00:10:20.920 --> 00:10:22.670 align:start position:0%
<00:10:20.920>design <00:10:21.120>systems <00:10:21.319>using <00:10:21.520>AI <00:10:21.719>in <00:10:21.920>very <00:10:22.120>specific <00:10:22.319>way.

00:10:22.670 --> 00:10:22.680 align:start position:0%
way.

00:10:22.680 --> 00:10:25.150 align:start position:0%
<00:10:22.680>way. <00:10:22.854>And <00:10:23.030>the <00:10:23.204>main <00:10:23.380>thing <00:10:23.555>is, <00:10:23.729>well, <00:10:23.905>maybe <00:10:24.079>not

00:10:25.150 --> 00:10:25.160 align:start position:0%
<00:10:25.150>And <00:10:25.151>the <00:10:25.152>main <00:10:25.153>thing <00:10:25.155>is, <00:10:25.156>well, <00:10:25.157>maybe <00:10:25.159>not

00:10:25.160 --> 00:10:26.790 align:start position:0%
<00:10:25.160>And <00:10:25.253>the <00:10:25.346>main <00:10:25.439>thing <00:10:25.533>is, <00:10:25.626>well, <00:10:25.719>maybe <00:10:25.813>not <00:10:25.906>the <00:10:26.000>main, <00:10:26.093>but <00:10:26.186>one <00:10:26.280>of <00:10:26.373>the <00:10:26.466>very <00:10:26.560>important

00:10:26.790 --> 00:10:26.800 align:start position:0%
<00:10:26.790>the <00:10:26.791>main, <00:10:26.792>but <00:10:26.793>one <00:10:26.795>of <00:10:26.796>the <00:10:26.797>very <00:10:26.799>important

00:10:26.800 --> 00:10:29.150 align:start position:0%
<00:10:26.800>the <00:10:26.916>main, <00:10:27.033>but <00:10:27.150>one <00:10:27.266>of <00:10:27.383>the <00:10:27.500>very <00:10:27.616>important <00:10:27.733>things <00:10:27.849>is <00:10:27.966>designing <00:10:28.083>systems <00:10:28.199>defensively

00:10:29.150 --> 00:10:29.160 align:start position:0%
<00:10:29.150>things <00:10:29.152>is <00:10:29.154>designing <00:10:29.156>systems <00:10:29.159>defensively

00:10:29.160 --> 00:10:30.470 align:start position:0%
<00:10:29.160>things <00:10:29.356>is <00:10:29.553>designing <00:10:29.749>systems <00:10:29.946>defensively <00:10:30.142>for <00:10:30.339>failure.

00:10:30.470 --> 00:10:30.480 align:start position:0%
<00:10:30.470>for <00:10:30.479>failure.

00:10:30.480 --> 00:10:31.630 align:start position:0%
<00:10:30.480>for <00:10:30.609>failure. <00:10:30.738>This <00:10:30.868>is <00:10:30.997>something <00:10:31.126>that <00:10:31.256>we <00:10:31.385>know <00:10:31.515>as

00:10:31.630 --> 00:10:31.640 align:start position:0%
<00:10:31.630>This <00:10:31.631>is <00:10:31.633>something <00:10:31.634>that <00:10:31.636>we <00:10:31.637>know <00:10:31.639>as

00:10:31.640 --> 00:10:34.430 align:start position:0%
<00:10:31.640>This <00:10:31.756>is <00:10:31.873>something <00:10:31.990>that <00:10:32.106>we <00:10:32.223>know <00:10:32.340>as <00:10:32.456>software <00:10:32.573>developers, <00:10:32.689>uh <00:10:32.806>but <00:10:32.923>we <00:10:33.040>apply

00:10:34.430 --> 00:10:34.440 align:start position:0%
<00:10:34.430>software <00:10:34.431>developers, <00:10:34.433>uh <00:10:34.435>but <00:10:34.437>we <00:10:34.439>apply

00:10:34.440 --> 00:10:37.430 align:start position:0%
<00:10:34.440>software <00:10:34.556>developers, <00:10:34.673>uh <00:10:34.790>but <00:10:34.906>we <00:10:35.023>apply <00:10:35.140>that <00:10:35.256>on <00:10:35.373>very <00:10:35.490>tactical, <00:10:35.606>low-level <00:10:35.723>kind <00:10:35.840>of

00:10:37.430 --> 00:10:37.440 align:start position:0%
<00:10:37.430>that <00:10:37.431>on <00:10:37.433>very <00:10:37.434>tactical, <00:10:37.436>low-level <00:10:37.437>kind <00:10:37.439>of

00:10:37.440 --> 00:10:39.030 align:start position:0%
<00:10:37.440>that <00:10:37.540>on <00:10:37.640>very <00:10:37.740>tactical, <00:10:37.840>low-level <00:10:37.940>kind <00:10:38.040>of <00:10:38.140>like <00:10:38.240>we <00:10:38.340>need <00:10:38.440>to <00:10:38.540>handle <00:10:38.640>exception <00:10:38.740>in <00:10:38.840>our

00:10:39.030 --> 00:10:39.040 align:start position:0%
<00:10:39.030>like <00:10:39.031>we <00:10:39.032>need <00:10:39.033>to <00:10:39.035>handle <00:10:39.036>exception <00:10:39.037>in <00:10:39.039>our

00:10:39.040 --> 00:10:41.829 align:start position:0%
<00:10:39.040>like <00:10:39.122>we <00:10:39.204>need <00:10:39.287>to <00:10:39.369>handle <00:10:39.451>exception <00:10:39.534>in <00:10:39.616>our <00:10:39.698>code <00:10:39.781>and <00:10:39.863>so <00:10:39.945>on. <00:10:40.028>Uh <00:10:40.110>we <00:10:40.192>need <00:10:40.275>to <00:10:40.357>make <00:10:40.439>sure

00:10:41.829 --> 00:10:41.839 align:start position:0%
<00:10:41.829>code <00:10:41.829>and <00:10:41.830>so <00:10:41.832>on. <00:10:41.833>Uh <00:10:41.834>we <00:10:41.834>need <00:10:41.835>to <00:10:41.837>make <00:10:41.838>sure

00:10:41.839 --> 00:10:44.070 align:start position:0%
<00:10:41.839>code <00:10:41.926>and <00:10:42.013>so <00:10:42.101>on. <00:10:42.189>Uh <00:10:42.276>we <00:10:42.363>need <00:10:42.451>to <00:10:42.539>make <00:10:42.626>sure <00:10:42.714>that <00:10:42.801>our <00:10:42.888>whole <00:10:42.976>system <00:10:43.064>doesn't <00:10:43.151>die <00:10:43.238>when

00:10:44.070 --> 00:10:44.080 align:start position:0%
<00:10:44.070>that <00:10:44.071>our <00:10:44.073>whole <00:10:44.074>system <00:10:44.076>doesn't <00:10:44.077>die <00:10:44.079>when

00:10:44.080 --> 00:10:45.790 align:start position:0%
<00:10:44.080>that <00:10:44.255>our <00:10:44.430>whole <00:10:44.605>system <00:10:44.780>doesn't <00:10:44.955>die <00:10:45.130>when <00:10:45.305>database <00:10:45.480>goes

00:10:45.790 --> 00:10:45.800 align:start position:0%
<00:10:45.790>database <00:10:45.799>goes

00:10:45.800 --> 00:10:49.150 align:start position:0%
<00:10:45.800>database <00:10:45.974>goes <00:10:46.150>offline. <00:10:46.324>Uh <00:10:46.500>but, <00:10:46.675>here <00:10:46.849>the <00:10:47.025>failure <00:10:47.199>is

00:10:49.150 --> 00:10:49.160 align:start position:0%
<00:10:49.150>offline. <00:10:49.151>Uh <00:10:49.153>but, <00:10:49.154>here <00:10:49.156>the <00:10:49.157>failure <00:10:49.159>is

00:10:49.160 --> 00:10:50.790 align:start position:0%
<00:10:49.160>offline. <00:10:49.334>Uh <00:10:49.510>but, <00:10:49.685>here <00:10:49.860>the <00:10:50.035>failure <00:10:50.209>is <00:10:50.385>slightly <00:10:50.560>different.

00:10:50.790 --> 00:10:50.800 align:start position:0%
<00:10:50.790>slightly <00:10:50.799>different.

00:10:50.800 --> 00:10:53.910 align:start position:0%
<00:10:50.800>slightly <00:10:51.033>different. <00:10:51.266>Because, <00:10:51.500>even <00:10:51.733>if <00:10:51.966>one, <00:10:52.199>well,

00:10:53.910 --> 00:10:53.920 align:start position:0%
<00:10:53.910>Because, <00:10:53.912>even <00:10:53.914>if <00:10:53.916>one, <00:10:53.919>well,

00:10:53.920 --> 00:10:55.870 align:start position:0%
<00:10:53.920>Because, <00:10:54.036>even <00:10:54.153>if <00:10:54.270>one, <00:10:54.386>well, <00:10:54.503>one <00:10:54.620>of <00:10:54.736>the <00:10:54.853>failure <00:10:54.969>modes <00:10:55.086>is <00:10:55.203>that <00:10:55.319>model

00:10:55.870 --> 00:10:55.880 align:start position:0%
<00:10:55.870>one <00:10:55.871>of <00:10:55.872>the <00:10:55.873>failure <00:10:55.875>modes <00:10:55.876>is <00:10:55.877>that <00:10:55.879>model

00:10:55.880 --> 00:10:58.550 align:start position:0%
<00:10:55.880>one <00:10:55.987>of <00:10:56.095>the <00:10:56.203>failure <00:10:56.310>modes <00:10:56.418>is <00:10:56.526>that <00:10:56.633>model <00:10:56.741>hallucinated <00:10:56.849>answer. <00:10:56.956>But, <00:10:57.064>then <00:10:57.172>even <00:10:57.280>if

00:10:58.550 --> 00:10:58.560 align:start position:0%
<00:10:58.550>hallucinated <00:10:58.551>answer. <00:10:58.553>But, <00:10:58.555>then <00:10:58.557>even <00:10:58.559>if

00:10:58.560 --> 00:11:00.590 align:start position:0%
<00:10:58.560>hallucinated <00:10:58.734>answer. <00:10:58.910>But, <00:10:59.084>then <00:10:59.260>even <00:10:59.435>if <00:10:59.609>the <00:10:59.785>answer <00:10:59.959>is

00:11:00.590 --> 00:11:00.600 align:start position:0%
<00:11:00.590>the <00:11:00.594>answer <00:11:00.599>is

00:11:00.600 --> 00:11:02.390 align:start position:0%
<00:11:00.600>the <00:11:00.950>answer <00:11:01.300>is <00:11:01.650>technically <00:11:02.000>correct,

00:11:02.390 --> 00:11:02.400 align:start position:0%
<00:11:02.390>technically <00:11:02.399>correct,

00:11:02.400 --> 00:11:04.870 align:start position:0%
<00:11:02.400>technically <00:11:02.574>correct, <00:11:02.750>it <00:11:02.925>still <00:11:03.100>may <00:11:03.275>be <00:11:03.449>wrong <00:11:03.625>answer. <00:11:03.800>Because

00:11:04.870 --> 00:11:04.880 align:start position:0%
<00:11:04.870>it <00:11:04.871>still <00:11:04.873>may <00:11:04.874>be <00:11:04.876>wrong <00:11:04.877>answer. <00:11:04.879>Because

00:11:04.880 --> 00:11:06.870 align:start position:0%
<00:11:04.880>it <00:11:05.020>still <00:11:05.160>may <00:11:05.300>be <00:11:05.439>wrong <00:11:05.580>answer. <00:11:05.720>Because <00:11:05.860>slight <00:11:06.000>miscommunications <00:11:06.140>impact <00:11:06.280>even

00:11:06.870 --> 00:11:06.880 align:start position:0%
<00:11:06.870>slight <00:11:06.873>miscommunications <00:11:06.876>impact <00:11:06.879>even

00:11:06.880 --> 00:11:08.750 align:start position:0%
<00:11:06.880>slight <00:11:07.113>miscommunications <00:11:07.346>impact <00:11:07.580>even <00:11:07.813>human-to-human <00:11:08.046>relationships <00:11:08.280>and

00:11:08.750 --> 00:11:08.760 align:start position:0%
<00:11:08.750>human-to-human <00:11:08.754>relationships <00:11:08.759>and

00:11:08.760 --> 00:11:10.110 align:start position:0%
<00:11:08.760>human-to-human <00:11:09.003>relationships <00:11:09.246>and <00:11:09.489>human-to-human <00:11:09.732>processes <00:11:09.975>and

00:11:10.110 --> 00:11:10.120 align:start position:0%
<00:11:10.110>human-to-human <00:11:10.114>processes <00:11:10.119>and

00:11:10.120 --> 00:11:12.390 align:start position:0%
<00:11:10.120>human-to-human <00:11:10.470>processes <00:11:10.820>and <00:11:11.170>human-to-human <00:11:11.520>decision-making.

00:11:12.390 --> 00:11:12.400 align:start position:0%
<00:11:12.390>human-to-human <00:11:12.399>decision-making.

00:11:12.400 --> 00:11:14.670 align:start position:0%
<00:11:12.400>human-to-human <00:11:12.555>decision-making. <00:11:12.711>So, <00:11:12.866>this <00:11:13.022>is <00:11:13.177>even <00:11:13.333>worse <00:11:13.488>with <00:11:13.644>like <00:11:13.800>magical

00:11:14.670 --> 00:11:14.680 align:start position:0%
<00:11:14.670>So, <00:11:14.671>this <00:11:14.672>is <00:11:14.673>even <00:11:14.675>worse <00:11:14.676>with <00:11:14.677>like <00:11:14.679>magical

00:11:14.680 --> 00:11:17.829 align:start position:0%
<00:11:14.680>So, <00:11:14.773>this <00:11:14.866>is <00:11:14.959>even <00:11:15.053>worse <00:11:15.146>with <00:11:15.239>like <00:11:15.333>magical <00:11:15.426>black <00:11:15.520>box <00:11:15.613>that <00:11:15.706>will <00:11:15.800>do <00:11:15.893>whatever <00:11:15.986>you <00:11:16.079>tell

00:11:17.829 --> 00:11:17.839 align:start position:0%
<00:11:17.829>black <00:11:17.830>box <00:11:17.831>that <00:11:17.832>will <00:11:17.834>do <00:11:17.835>whatever <00:11:17.836>you <00:11:17.838>tell

00:11:17.839 --> 00:11:20.510 align:start position:0%
<00:11:17.839>black <00:11:17.939>box <00:11:18.039>that <00:11:18.138>will <00:11:18.238>do <00:11:18.339>whatever <00:11:18.439>you <00:11:18.539>tell <00:11:18.638>it <00:11:18.738>to <00:11:18.839>do, <00:11:18.939>however <00:11:19.039>it <00:11:19.138>understands <00:11:19.238>what

00:11:20.510 --> 00:11:20.520 align:start position:0%
<00:11:20.510>it <00:11:20.511>to <00:11:20.513>do, <00:11:20.514>however <00:11:20.516>it <00:11:20.517>understands <00:11:20.519>what

00:11:20.520 --> 00:11:23.550 align:start position:0%
<00:11:20.520>it <00:11:20.636>to <00:11:20.753>do, <00:11:20.870>however <00:11:20.986>it <00:11:21.103>understands <00:11:21.220>what <00:11:21.336>you <00:11:21.453>just <00:11:21.569>told <00:11:21.686>it. <00:11:21.803>Uh <00:11:21.920>so,

00:11:23.550 --> 00:11:23.560 align:start position:0%
<00:11:23.550>you <00:11:23.551>just <00:11:23.553>told <00:11:23.555>it. <00:11:23.557>Uh <00:11:23.559>so,

00:11:23.560 --> 00:11:25.150 align:start position:0%
<00:11:23.560>you <00:11:23.676>just <00:11:23.793>told <00:11:23.910>it. <00:11:24.026>Uh <00:11:24.143>so, <00:11:24.260>all <00:11:24.376>the <00:11:24.493>suggestions, <00:11:24.609>I <00:11:24.726>have <00:11:24.843>couple <00:11:24.959>of

00:11:25.150 --> 00:11:25.160 align:start position:0%
<00:11:25.150>all <00:11:25.151>the <00:11:25.153>suggestions, <00:11:25.154>I <00:11:25.156>have <00:11:25.157>couple <00:11:25.159>of

00:11:25.160 --> 00:11:28.510 align:start position:0%
<00:11:25.160>all <00:11:25.253>the <00:11:25.346>suggestions, <00:11:25.439>I <00:11:25.533>have <00:11:25.626>couple <00:11:25.719>of <00:11:25.813>rules <00:11:25.906>here <00:11:26.000>that <00:11:26.093>I <00:11:26.186>like <00:11:26.280>to <00:11:26.373>apply <00:11:26.466>to <00:11:26.560>my

00:11:28.510 --> 00:11:28.520 align:start position:0%
<00:11:28.510>rules <00:11:28.511>here <00:11:28.512>that <00:11:28.513>I <00:11:28.514>like <00:11:28.515>to <00:11:28.516>apply <00:11:28.517>to <00:11:28.519>my

00:11:28.520 --> 00:11:30.190 align:start position:0%
<00:11:28.520>rules <00:11:28.620>here <00:11:28.720>that <00:11:28.819>I <00:11:28.920>like <00:11:29.020>to <00:11:29.120>apply <00:11:29.220>to <00:11:29.319>my <00:11:29.420>my <00:11:29.520>projects, <00:11:29.620>and <00:11:29.720>those <00:11:29.819>are <00:11:29.920>just

00:11:30.190 --> 00:11:30.200 align:start position:0%
<00:11:30.190>my <00:11:30.191>projects, <00:11:30.193>and <00:11:30.195>those <00:11:30.197>are <00:11:30.199>just

00:11:30.200 --> 00:11:33.070 align:start position:0%
<00:11:30.200>my <00:11:30.340>projects, <00:11:30.480>and <00:11:30.620>those <00:11:30.760>are <00:11:30.900>just <00:11:31.040>suggestions. <00:11:31.180>But, <00:11:31.320>basically, <00:11:31.460>all <00:11:31.600>the

00:11:33.070 --> 00:11:33.080 align:start position:0%
<00:11:33.070>suggestions. <00:11:33.072>But, <00:11:33.074>basically, <00:11:33.076>all <00:11:33.079>the

00:11:33.080 --> 00:11:35.030 align:start position:0%
<00:11:33.080>suggestions. <00:11:33.196>But, <00:11:33.313>basically, <00:11:33.430>all <00:11:33.546>the <00:11:33.663>output <00:11:33.780>of <00:11:33.896>the <00:11:34.013>AI <00:11:34.130>should <00:11:34.246>be <00:11:34.363>reviewable <00:11:34.480>by

00:11:35.030 --> 00:11:35.040 align:start position:0%
<00:11:35.030>output <00:11:35.031>of <00:11:35.032>the <00:11:35.033>AI <00:11:35.035>should <00:11:35.036>be <00:11:35.037>reviewable <00:11:35.039>by

00:11:35.040 --> 00:11:37.230 align:start position:0%
<00:11:35.040>output <00:11:35.214>of <00:11:35.390>the <00:11:35.564>AI <00:11:35.740>should <00:11:35.915>be <00:11:36.089>reviewable <00:11:36.265>by <00:11:36.439>users.

00:11:37.230 --> 00:11:37.240 align:start position:0%
users.

00:11:37.240 --> 00:11:39.070 align:start position:0%
<00:11:37.240>users. <00:11:37.473>Suggestions <00:11:37.706>or <00:11:37.940>answers <00:11:38.173>from <00:11:38.406>AI <00:11:38.640>should

00:11:39.070 --> 00:11:39.080 align:start position:0%
<00:11:39.070>Suggestions <00:11:39.071>or <00:11:39.073>answers <00:11:39.075>from <00:11:39.077>AI <00:11:39.079>should

00:11:39.080 --> 00:11:41.590 align:start position:0%
<00:11:39.080>Suggestions <00:11:39.207>or <00:11:39.334>answers <00:11:39.461>from <00:11:39.589>AI <00:11:39.716>should <00:11:39.843>never <00:11:39.970>be <00:11:40.098>like <00:11:40.225>automatically <00:11:40.352>applied <00:11:40.480>to

00:11:41.590 --> 00:11:41.600 align:start position:0%
<00:11:41.590>never <00:11:41.591>be <00:11:41.593>like <00:11:41.595>automatically <00:11:41.597>applied <00:11:41.599>to

00:11:41.600 --> 00:11:43.950 align:start position:0%
<00:11:41.600>never <00:11:41.727>be <00:11:41.854>like <00:11:41.981>automatically <00:11:42.109>applied <00:11:42.236>to <00:11:42.363>living <00:11:42.490>systems. <00:11:42.618>They <00:11:42.745>should <00:11:42.872>never <00:11:43.000>be

00:11:43.950 --> 00:11:43.960 align:start position:0%
<00:11:43.950>living <00:11:43.951>systems. <00:11:43.953>They <00:11:43.955>should <00:11:43.957>never <00:11:43.959>be

00:11:43.960 --> 00:11:46.110 align:start position:0%
<00:11:43.960>living <00:11:44.076>systems. <00:11:44.193>They <00:11:44.310>should <00:11:44.426>never <00:11:44.543>be <00:11:44.660>like, <00:11:44.776>"Oh, <00:11:44.893>it <00:11:45.010>will <00:11:45.126>make <00:11:45.243>transfer <00:11:45.360>of

00:11:46.110 --> 00:11:46.120 align:start position:0%
<00:11:46.110>like, <00:11:46.111>"Oh, <00:11:46.113>it <00:11:46.114>will <00:11:46.116>make <00:11:46.117>transfer <00:11:46.119>of

00:11:46.120 --> 00:11:48.790 align:start position:0%
<00:11:46.120>like, <00:11:46.236>"Oh, <00:11:46.353>it <00:11:46.470>will <00:11:46.586>make <00:11:46.703>transfer <00:11:46.820>of <00:11:46.936>money <00:11:47.053>for <00:11:47.170>like <00:11:47.286>$5,000 <00:11:47.403>for <00:11:47.520>me."

00:11:48.790 --> 00:11:48.800 align:start position:0%
<00:11:48.790>money <00:11:48.791>for <00:11:48.793>like <00:11:48.795>$5,000 <00:11:48.797>for <00:11:48.799>me."

00:11:48.800 --> 00:11:50.590 align:start position:0%
<00:11:48.800>money <00:11:48.974>for <00:11:49.150>like <00:11:49.324>$5,000 <00:11:49.500>for <00:11:49.675>me." <00:11:49.849>It <00:11:50.025>shouldn't <00:11:50.199>be

00:11:50.590 --> 00:11:50.600 align:start position:0%
<00:11:50.590>It <00:11:50.594>shouldn't <00:11:50.599>be

00:11:50.600 --> 00:11:52.510 align:start position:0%
<00:11:50.600>It <00:11:50.775>shouldn't <00:11:50.950>be <00:11:51.125>capable <00:11:51.300>of <00:11:51.475>just <00:11:51.650>deleting <00:11:51.825>my <00:11:52.000>GitHub

00:11:52.510 --> 00:11:52.520 align:start position:0%
<00:11:52.510>capable <00:11:52.511>of <00:11:52.513>just <00:11:52.515>deleting <00:11:52.517>my <00:11:52.519>GitHub

00:11:52.520 --> 00:11:55.270 align:start position:0%
<00:11:52.520>capable <00:11:52.636>of <00:11:52.753>just <00:11:52.870>deleting <00:11:52.986>my <00:11:53.103>GitHub <00:11:53.220>repository <00:11:53.336>or <00:11:53.453>so <00:11:53.569>on. <00:11:53.686>Like, <00:11:53.803>those <00:11:53.920>steps,

00:11:55.270 --> 00:11:55.280 align:start position:0%
<00:11:55.270>repository <00:11:55.271>or <00:11:55.273>so <00:11:55.274>on. <00:11:55.276>Like, <00:11:55.277>those <00:11:55.279>steps,

00:11:55.280 --> 00:11:57.590 align:start position:0%
<00:11:55.280>repository <00:11:55.380>or <00:11:55.480>so <00:11:55.579>on. <00:11:55.680>Like, <00:11:55.780>those <00:11:55.880>steps, <00:11:55.980>maybe <00:11:56.079>those <00:11:56.180>are <00:11:56.280>the <00:11:56.380>right <00:11:56.480>steps, <00:11:56.579>but <00:11:56.680>you

00:11:57.590 --> 00:11:57.600 align:start position:0%
<00:11:57.590>maybe <00:11:57.591>those <00:11:57.592>are <00:11:57.593>the <00:11:57.595>right <00:11:57.596>steps, <00:11:57.597>but <00:11:57.599>you

00:11:57.600 --> 00:11:59.670 align:start position:0%
<00:11:57.600>maybe <00:11:57.687>those <00:11:57.775>are <00:11:57.862>the <00:11:57.950>right <00:11:58.037>steps, <00:11:58.125>but <00:11:58.212>you <00:11:58.300>need <00:11:58.387>to <00:11:58.475>have <00:11:58.562>user <00:11:58.650>in <00:11:58.737>the <00:11:58.825>loop, <00:11:58.912>human <00:11:59.000>in

00:11:59.670 --> 00:11:59.680 align:start position:0%
<00:11:59.670>need <00:11:59.671>to <00:11:59.672>have <00:11:59.673>user <00:11:59.674>in <00:11:59.675>the <00:11:59.676>loop, <00:11:59.677>human <00:11:59.679>in

00:11:59.680 --> 00:12:01.430 align:start position:0%
<00:11:59.680>need <00:11:59.767>to <00:11:59.854>have <00:11:59.942>user <00:12:00.030>in <00:12:00.117>the <00:12:00.204>loop, <00:12:00.292>human <00:12:00.380>in <00:12:00.467>the <00:12:00.555>loop <00:12:00.642>that <00:12:00.729>will <00:12:00.817>confirm <00:12:00.905>that <00:12:00.992>this <00:12:01.079>is

00:12:01.430 --> 00:12:01.440 align:start position:0%
<00:12:01.430>the <00:12:01.431>loop <00:12:01.432>that <00:12:01.433>will <00:12:01.435>confirm <00:12:01.436>that <00:12:01.437>this <00:12:01.439>is

00:12:01.440 --> 00:12:03.350 align:start position:0%
<00:12:01.440>the <00:12:01.567>loop <00:12:01.694>that <00:12:01.821>will <00:12:01.949>confirm <00:12:02.076>that <00:12:02.203>this <00:12:02.330>is <00:12:02.458>exactly <00:12:02.585>what <00:12:02.712>you <00:12:02.840>wanted.

00:12:03.350 --> 00:12:03.360 align:start position:0%
<00:12:03.350>exactly <00:12:03.353>what <00:12:03.356>you <00:12:03.359>wanted.

00:12:03.360 --> 00:12:05.230 align:start position:0%
<00:12:03.360>exactly <00:12:03.515>what <00:12:03.671>you <00:12:03.826>wanted. <00:12:03.982>Suggestions <00:12:04.137>should <00:12:04.293>be <00:12:04.448>or <00:12:04.604>answers <00:12:04.760>should

00:12:05.230 --> 00:12:05.240 align:start position:0%
<00:12:05.230>Suggestions <00:12:05.231>should <00:12:05.233>be <00:12:05.235>or <00:12:05.237>answers <00:12:05.239>should

00:12:05.240 --> 00:12:07.550 align:start position:0%
<00:12:05.240>Suggestions <00:12:05.356>should <00:12:05.473>be <00:12:05.590>or <00:12:05.706>answers <00:12:05.823>should <00:12:05.940>be <00:12:06.056>easy <00:12:06.173>to <00:12:06.290>ignore <00:12:06.406>if <00:12:06.523>they're <00:12:06.640>wrong.

00:12:07.550 --> 00:12:07.560 align:start position:0%
<00:12:07.550>be <00:12:07.551>easy <00:12:07.553>to <00:12:07.554>ignore <00:12:07.555>if <00:12:07.557>they're <00:12:07.559>wrong.

00:12:07.560 --> 00:12:10.390 align:start position:0%
<00:12:07.560>be <00:12:07.660>easy <00:12:07.760>to <00:12:07.859>ignore <00:12:07.959>if <00:12:08.060>they're <00:12:08.160>wrong. <00:12:08.260>They <00:12:08.359>should <00:12:08.459>be <00:12:08.560>easy <00:12:08.660>to <00:12:08.760>retry <00:12:08.859>or <00:12:08.959>iterate

00:12:10.390 --> 00:12:10.400 align:start position:0%
<00:12:10.390>They <00:12:10.391>should <00:12:10.392>be <00:12:10.393>easy <00:12:10.395>to <00:12:10.396>retry <00:12:10.397>or <00:12:10.399>iterate

00:12:10.400 --> 00:12:11.630 align:start position:0%
<00:12:10.400>They <00:12:10.500>should <00:12:10.601>be <00:12:10.701>easy <00:12:10.802>to <00:12:10.903>retry <00:12:11.003>or <00:12:11.104>iterate <00:12:11.205>on <00:12:11.305>because <00:12:11.406>again <00:12:11.507>slight

00:12:11.630 --> 00:12:11.640 align:start position:0%
<00:12:11.630>on <00:12:11.633>because <00:12:11.636>again <00:12:11.639>slight

00:12:11.640 --> 00:12:13.270 align:start position:0%
<00:12:11.640>on <00:12:11.840>because <00:12:12.040>again <00:12:12.240>slight <00:12:12.439>miscommunications <00:12:12.640>happen, <00:12:12.840>but <00:12:13.040>sometimes

00:12:13.270 --> 00:12:13.280 align:start position:0%
<00:12:13.270>miscommunications <00:12:13.273>happen, <00:12:13.276>but <00:12:13.279>sometimes

00:12:13.280 --> 00:12:15.590 align:start position:0%
<00:12:13.280>miscommunications <00:12:13.407>happen, <00:12:13.534>but <00:12:13.661>sometimes <00:12:13.789>the <00:12:13.916>best <00:12:14.043>way <00:12:14.170>out <00:12:14.298>of <00:12:14.425>the <00:12:14.552>of <00:12:14.680>slight

00:12:15.590 --> 00:12:15.600 align:start position:0%
<00:12:15.590>the <00:12:15.591>best <00:12:15.592>way <00:12:15.593>out <00:12:15.595>of <00:12:15.596>the <00:12:15.597>of <00:12:15.599>slight

00:12:15.600 --> 00:12:17.310 align:start position:0%
<00:12:15.600>the <00:12:15.727>best <00:12:15.854>way <00:12:15.981>out <00:12:16.109>of <00:12:16.236>the <00:12:16.363>of <00:12:16.490>slight <00:12:16.618>miscommunication <00:12:16.745>is <00:12:16.872>just <00:12:17.000>continuing

00:12:17.310 --> 00:12:17.320 align:start position:0%
<00:12:17.310>miscommunication <00:12:17.313>is <00:12:17.316>just <00:12:17.319>continuing

00:12:17.320 --> 00:12:18.750 align:start position:0%
<00:12:17.320>miscommunication <00:12:17.641>is <00:12:17.963>just <00:12:18.285>continuing <00:12:18.607>conversation.

00:12:18.750 --> 00:12:18.760 align:start position:0%
conversation.

00:12:18.760 --> 00:12:19.870 align:start position:0%
<00:12:18.760>conversation. <00:12:19.759>Uh

00:12:19.870 --> 00:12:19.880 align:start position:0%
Uh

00:12:19.880 --> 00:12:22.110 align:start position:0%
<00:12:19.880>Uh <00:12:20.160>and <00:12:20.439>also <00:12:20.720>the <00:12:21.000>suggestions <00:12:21.280>preferably

00:12:22.110 --> 00:12:22.120 align:start position:0%
<00:12:22.110>and <00:12:22.112>also <00:12:22.114>the <00:12:22.116>suggestions <00:12:22.119>preferably

00:12:22.120 --> 00:12:24.310 align:start position:0%
<00:12:22.120>and <00:12:22.236>also <00:12:22.353>the <00:12:22.470>suggestions <00:12:22.586>preferably <00:12:22.703>should <00:12:22.820>be <00:12:22.936>easy <00:12:23.053>to <00:12:23.170>modify. <00:12:23.286>And <00:12:23.403>all <00:12:23.520>those

00:12:24.310 --> 00:12:24.320 align:start position:0%
<00:12:24.310>should <00:12:24.311>be <00:12:24.312>easy <00:12:24.313>to <00:12:24.315>modify. <00:12:24.316>And <00:12:24.317>all <00:12:24.319>those

00:12:24.320 --> 00:12:25.790 align:start position:0%
<00:12:24.320>should <00:12:24.421>be <00:12:24.523>easy <00:12:24.625>to <00:12:24.727>modify. <00:12:24.828>And <00:12:24.930>all <00:12:25.032>those <00:12:25.134>points <00:12:25.235>can <00:12:25.337>be <00:12:25.439>implemented <00:12:25.541>in <00:12:25.643>various

00:12:25.790 --> 00:12:25.800 align:start position:0%
<00:12:25.790>points <00:12:25.791>can <00:12:25.793>be <00:12:25.795>implemented <00:12:25.797>in <00:12:25.799>various

00:12:25.800 --> 00:12:27.670 align:start position:0%
<00:12:25.800>points <00:12:25.955>can <00:12:26.111>be <00:12:26.266>implemented <00:12:26.422>in <00:12:26.577>various <00:12:26.733>different <00:12:26.888>user <00:12:27.044>experiences. <00:12:27.199>With

00:12:27.670 --> 00:12:27.680 align:start position:0%
<00:12:27.670>different <00:12:27.673>user <00:12:27.675>experiences. <00:12:27.679>With

00:12:27.680 --> 00:12:29.350 align:start position:0%
<00:12:27.680>different <00:12:27.835>user <00:12:27.991>experiences. <00:12:28.146>With <00:12:28.302>original <00:12:28.457>Copilot, <00:12:28.613>you <00:12:28.768>could <00:12:28.924>just <00:12:29.079>kept

00:12:29.350 --> 00:12:29.360 align:start position:0%
<00:12:29.350>original <00:12:29.351>Copilot, <00:12:29.353>you <00:12:29.355>could <00:12:29.357>just <00:12:29.359>kept

00:12:29.360 --> 00:12:31.310 align:start position:0%
<00:12:29.360>original <00:12:29.487>Copilot, <00:12:29.614>you <00:12:29.741>could <00:12:29.869>just <00:12:29.996>kept <00:12:30.123>typing <00:12:30.250>if <00:12:30.378>suggestion <00:12:30.505>was <00:12:30.632>wrong. <00:12:30.760>There

00:12:31.310 --> 00:12:31.320 align:start position:0%
<00:12:31.310>typing <00:12:31.311>if <00:12:31.313>suggestion <00:12:31.315>was <00:12:31.317>wrong. <00:12:31.319>There

00:12:31.320 --> 00:12:33.550 align:start position:0%
<00:12:31.320>typing <00:12:31.436>if <00:12:31.553>suggestion <00:12:31.670>was <00:12:31.786>wrong. <00:12:31.903>There <00:12:32.020>was <00:12:32.136>zero <00:12:32.253>cost <00:12:32.370>for <00:12:32.486>wrong <00:12:32.603>suggestion. <00:12:32.720>In

00:12:33.550 --> 00:12:33.560 align:start position:0%
<00:12:33.550>was <00:12:33.551>zero <00:12:33.553>cost <00:12:33.554>for <00:12:33.555>wrong <00:12:33.557>suggestion. <00:12:33.559>In

00:12:33.560 --> 00:12:36.070 align:start position:0%
<00:12:33.560>was <00:12:33.667>zero <00:12:33.775>cost <00:12:33.883>for <00:12:33.990>wrong <00:12:34.098>suggestion. <00:12:34.206>In <00:12:34.313>case <00:12:34.421>of <00:12:34.529>chats <00:12:34.636>and <00:12:34.744>agents, <00:12:34.852>like, <00:12:34.959>you

00:12:36.070 --> 00:12:36.080 align:start position:0%
<00:12:36.070>case <00:12:36.071>of <00:12:36.073>chats <00:12:36.074>and <00:12:36.076>agents, <00:12:36.077>like, <00:12:36.079>you

00:12:36.080 --> 00:12:38.950 align:start position:0%
<00:12:36.080>case <00:12:36.187>of <00:12:36.295>chats <00:12:36.403>and <00:12:36.510>agents, <00:12:36.618>like, <00:12:36.726>you <00:12:36.833>know, <00:12:36.941>you <00:12:37.049>can <00:12:37.156>iterate <00:12:37.264>with <00:12:37.372>next <00:12:37.480>message.

00:12:38.950 --> 00:12:38.960 align:start position:0%
<00:12:38.950>know, <00:12:38.951>you <00:12:38.953>can <00:12:38.954>iterate <00:12:38.956>with <00:12:38.957>next <00:12:38.959>message.

00:12:38.960 --> 00:12:40.350 align:start position:0%
<00:12:38.960>know, <00:12:39.056>you <00:12:39.152>can <00:12:39.248>iterate <00:12:39.344>with <00:12:39.441>next <00:12:39.537>message. <00:12:39.633>Uh <00:12:39.729>some <00:12:39.826>of <00:12:39.922>the <00:12:40.018>harnesses <00:12:40.114>gives <00:12:40.211>you

00:12:40.350 --> 00:12:40.360 align:start position:0%
<00:12:40.350>Uh <00:12:40.351>some <00:12:40.353>of <00:12:40.354>the <00:12:40.356>harnesses <00:12:40.357>gives <00:12:40.359>you

00:12:40.360 --> 00:12:42.990 align:start position:0%
<00:12:40.360>Uh <00:12:40.476>some <00:12:40.593>of <00:12:40.710>the <00:12:40.826>harnesses <00:12:40.943>gives <00:12:41.060>you <00:12:41.176>ability <00:12:41.293>to <00:12:41.410>revert <00:12:41.526>message, <00:12:41.643>to <00:12:41.760>fork

00:12:42.990 --> 00:12:43.000 align:start position:0%
<00:12:42.990>ability <00:12:42.991>to <00:12:42.993>revert <00:12:42.995>message, <00:12:42.997>to <00:12:42.999>fork

00:12:43.000 --> 00:12:45.750 align:start position:0%
<00:12:43.000>ability <00:12:43.155>to <00:12:43.311>revert <00:12:43.466>message, <00:12:43.622>to <00:12:43.777>fork <00:12:43.933>conversation, <00:12:44.088>and <00:12:44.244>so <00:12:44.400>on.

00:12:45.750 --> 00:12:45.760 align:start position:0%
<00:12:45.750>conversation, <00:12:45.753>and <00:12:45.756>so <00:12:45.759>on.

00:12:45.760 --> 00:12:47.510 align:start position:0%
<00:12:45.760>conversation, <00:12:45.900>and <00:12:46.040>so <00:12:46.180>on. <00:12:46.319>And <00:12:46.460>another <00:12:46.600>very <00:12:46.740>important <00:12:46.880>thing <00:12:47.020>to <00:12:47.160>to

00:12:47.510 --> 00:12:47.520 align:start position:0%
<00:12:47.510>And <00:12:47.511>another <00:12:47.513>very <00:12:47.514>important <00:12:47.516>thing <00:12:47.517>to <00:12:47.519>to

00:12:47.520 --> 00:12:49.470 align:start position:0%
<00:12:47.520>And <00:12:47.627>another <00:12:47.735>very <00:12:47.843>important <00:12:47.950>thing <00:12:48.058>to <00:12:48.166>to <00:12:48.273>to <00:12:48.381>to <00:12:48.489>keep <00:12:48.596>in <00:12:48.704>mind <00:12:48.812>is <00:12:48.920>that

00:12:49.470 --> 00:12:49.480 align:start position:0%
<00:12:49.470>to <00:12:49.471>to <00:12:49.473>keep <00:12:49.474>in <00:12:49.476>mind <00:12:49.477>is <00:12:49.479>that

00:12:49.480 --> 00:12:52.550 align:start position:0%
<00:12:49.480>to <00:12:49.607>to <00:12:49.734>keep <00:12:49.861>in <00:12:49.989>mind <00:12:50.116>is <00:12:50.243>that <00:12:50.370>human <00:12:50.498>creativity <00:12:50.625>is <00:12:50.752>unparalleled. <00:12:50.880>Humans

00:12:52.550 --> 00:12:52.560 align:start position:0%
<00:12:52.550>human <00:12:52.552>creativity <00:12:52.554>is <00:12:52.556>unparalleled. <00:12:52.559>Humans

00:12:52.560 --> 00:12:53.710 align:start position:0%
<00:12:52.560>human <00:12:52.766>creativity <00:12:52.973>is <00:12:53.181>unparalleled. <00:12:53.388>Humans <00:12:53.595>are

00:12:53.710 --> 00:12:53.720 align:start position:0%
are

00:12:53.720 --> 00:12:57.630 align:start position:0%
<00:12:53.720>are <00:12:53.920>know <00:12:54.120>other <00:12:54.320>humans <00:12:54.520>best. <00:12:54.720>Uh <00:12:54.920>Lena <00:12:55.120>had

00:12:57.630 --> 00:12:57.640 align:start position:0%
<00:12:57.630>know <00:12:57.631>other <00:12:57.633>humans <00:12:57.634>best. <00:12:57.636>Uh <00:12:57.637>Lena <00:12:57.639>had

00:12:57.640 --> 00:12:59.310 align:start position:0%
<00:12:57.640>know <00:12:57.756>other <00:12:57.873>humans <00:12:57.990>best. <00:12:58.106>Uh <00:12:58.223>Lena <00:12:58.340>had <00:12:58.456>absolutely <00:12:58.573>awesome <00:12:58.689>talk <00:12:58.806>at <00:12:58.923>the <00:12:59.040>main

00:12:59.310 --> 00:12:59.320 align:start position:0%
<00:12:59.310>absolutely <00:12:59.311>awesome <00:12:59.313>talk <00:12:59.315>at <00:12:59.317>the <00:12:59.319>main

00:12:59.320 --> 00:13:01.950 align:start position:0%
<00:12:59.320>absolutely <00:12:59.447>awesome <00:12:59.574>talk <00:12:59.701>at <00:12:59.829>the <00:12:59.956>main <00:13:00.083>stage <00:13:00.210>uh <00:13:00.338>earlier <00:13:00.465>today <00:13:00.592>about <00:13:00.720>touching

00:13:01.950 --> 00:13:01.960 align:start position:0%
<00:13:01.950>stage <00:13:01.951>uh <00:13:01.953>earlier <00:13:01.955>today <00:13:01.957>about <00:13:01.959>touching

00:13:01.960 --> 00:13:05.110 align:start position:0%
<00:13:01.960>stage <00:13:02.060>uh <00:13:02.160>earlier <00:13:02.260>today <00:13:02.360>about <00:13:02.460>touching <00:13:02.560>this <00:13:02.660>problem <00:13:02.760>of <00:13:02.860>the <00:13:02.960>problem <00:13:03.060>of <00:13:03.160>if <00:13:03.260>we <00:13:03.360>can

00:13:05.110 --> 00:13:05.120 align:start position:0%
<00:13:05.110>this <00:13:05.111>problem <00:13:05.112>of <00:13:05.113>the <00:13:05.114>problem <00:13:05.115>of <00:13:05.116>if <00:13:05.117>we <00:13:05.119>can

00:13:05.120 --> 00:13:06.870 align:start position:0%
<00:13:05.120>this <00:13:05.247>problem <00:13:05.374>of <00:13:05.501>the <00:13:05.629>problem <00:13:05.756>of <00:13:05.883>if <00:13:06.010>we <00:13:06.138>can <00:13:06.265>build <00:13:06.392>anything, <00:13:06.520>how

00:13:06.870 --> 00:13:06.880 align:start position:0%
<00:13:06.870>build <00:13:06.874>anything, <00:13:06.879>how

00:13:06.880 --> 00:13:09.310 align:start position:0%
<00:13:06.880>build <00:13:07.035>anything, <00:13:07.191>how <00:13:07.346>should <00:13:07.502>we <00:13:07.657>know <00:13:07.813>what <00:13:07.968>we <00:13:08.124>should <00:13:08.280>build?

00:13:09.310 --> 00:13:09.320 align:start position:0%
<00:13:09.310>should <00:13:09.311>we <00:13:09.313>know <00:13:09.314>what <00:13:09.316>we <00:13:09.317>should <00:13:09.319>build?

00:13:09.320 --> 00:13:10.670 align:start position:0%
<00:13:09.320>should <00:13:09.493>we <00:13:09.667>know <00:13:09.840>what <00:13:10.014>we <00:13:10.187>should <00:13:10.361>build? <00:13:10.535>Uh

00:13:10.670 --> 00:13:10.680 align:start position:0%
Uh

00:13:10.680 --> 00:13:12.870 align:start position:0%
<00:13:10.680>Uh <00:13:10.854>and <00:13:11.030>only <00:13:11.204>humans <00:13:11.380>will <00:13:11.555>know <00:13:11.729>what <00:13:11.905>to <00:13:12.079>build.

00:13:12.870 --> 00:13:12.880 align:start position:0%
<00:13:12.870>and <00:13:12.871>only <00:13:12.872>humans <00:13:12.873>will <00:13:12.875>know <00:13:12.876>what <00:13:12.877>to <00:13:12.879>build.

00:13:12.880 --> 00:13:14.550 align:start position:0%
<00:13:12.880>and <00:13:12.987>only <00:13:13.095>humans <00:13:13.203>will <00:13:13.310>know <00:13:13.418>what <00:13:13.526>to <00:13:13.633>build. <00:13:13.741>Only <00:13:13.849>humans <00:13:13.956>will <00:13:14.064>understand <00:13:14.172>what <00:13:14.280>the

00:13:14.550 --> 00:13:14.560 align:start position:0%
<00:13:14.550>Only <00:13:14.551>humans <00:13:14.553>will <00:13:14.555>understand <00:13:14.557>what <00:13:14.559>the

00:13:14.560 --> 00:13:16.910 align:start position:0%
<00:13:14.560>Only <00:13:14.687>humans <00:13:14.814>will <00:13:14.941>understand <00:13:15.069>what <00:13:15.196>the <00:13:15.323>problems <00:13:15.450>other <00:13:15.578>people <00:13:15.705>have. <00:13:15.832>Only <00:13:15.959>humans

00:13:16.910 --> 00:13:16.920 align:start position:0%
<00:13:16.910>problems <00:13:16.911>other <00:13:16.913>people <00:13:16.915>have. <00:13:16.917>Only <00:13:16.919>humans

00:13:16.920 --> 00:13:19.430 align:start position:0%
<00:13:16.920>problems <00:13:17.094>other <00:13:17.270>people <00:13:17.444>have. <00:13:17.620>Only <00:13:17.795>humans <00:13:17.969>will <00:13:18.145>understand <00:13:18.319>uh

00:13:19.430 --> 00:13:19.440 align:start position:0%
<00:13:19.430>will <00:13:19.434>understand <00:13:19.439>uh

00:13:19.440 --> 00:13:21.670 align:start position:0%
<00:13:19.440>will <00:13:19.673>understand <00:13:19.906>uh <00:13:20.140>what <00:13:20.373>is <00:13:20.606>worth <00:13:20.840>solving.

00:13:21.670 --> 00:13:21.680 align:start position:0%
<00:13:21.670>what <00:13:21.673>is <00:13:21.675>worth <00:13:21.679>solving.

00:13:21.680 --> 00:13:24.270 align:start position:0%
<00:13:21.680>what <00:13:21.819>is <00:13:21.959>worth <00:13:22.099>solving. <00:13:22.239>As <00:13:22.380>such, <00:13:22.520>our <00:13:22.660>tools <00:13:22.800>always <00:13:22.939>need <00:13:23.079>to

00:13:24.270 --> 00:13:24.280 align:start position:0%
<00:13:24.270>As <00:13:24.271>such, <00:13:24.273>our <00:13:24.274>tools <00:13:24.276>always <00:13:24.277>need <00:13:24.279>to

00:13:24.280 --> 00:13:26.550 align:start position:0%
<00:13:24.280>As <00:13:24.396>such, <00:13:24.513>our <00:13:24.630>tools <00:13:24.746>always <00:13:24.863>need <00:13:24.980>to <00:13:25.096>enhance <00:13:25.213>user <00:13:25.329>capabilities <00:13:25.446>rather <00:13:25.563>than <00:13:25.680>be

00:13:26.550 --> 00:13:26.560 align:start position:0%
<00:13:26.550>enhance <00:13:26.551>user <00:13:26.553>capabilities <00:13:26.555>rather <00:13:26.557>than <00:13:26.559>be

00:13:26.560 --> 00:13:29.030 align:start position:0%
<00:13:26.560>enhance <00:13:26.676>user <00:13:26.793>capabilities <00:13:26.910>rather <00:13:27.026>than <00:13:27.143>be <00:13:27.260>about <00:13:27.376>replacing <00:13:27.493>humans. <00:13:27.609>There <00:13:27.726>is <00:13:27.843>a <00:13:27.959>lot

00:13:29.030 --> 00:13:29.040 align:start position:0%
<00:13:29.030>about <00:13:29.031>replacing <00:13:29.033>humans. <00:13:29.034>There <00:13:29.036>is <00:13:29.037>a <00:13:29.039>lot

00:13:29.040 --> 00:13:32.470 align:start position:0%
<00:13:29.040>about <00:13:29.156>replacing <00:13:29.273>humans. <00:13:29.390>There <00:13:29.506>is <00:13:29.623>a <00:13:29.740>lot <00:13:29.856>of <00:13:29.973>talk <00:13:30.089>about <00:13:30.206>AI <00:13:30.323>replacing <00:13:30.439>developers.

00:13:32.470 --> 00:13:32.480 align:start position:0%
<00:13:32.470>of <00:13:32.471>talk <00:13:32.473>about <00:13:32.475>AI <00:13:32.477>replacing <00:13:32.479>developers.

00:13:32.480 --> 00:13:36.270 align:start position:0%
<00:13:32.480>of <00:13:32.580>talk <00:13:32.680>about <00:13:32.780>AI <00:13:32.880>replacing <00:13:32.980>developers. <00:13:33.080>This <00:13:33.180>is <00:13:33.280>not <00:13:33.380>the <00:13:33.480>future <00:13:33.580>we <00:13:33.680>try <00:13:33.780>to <00:13:33.880>create.

00:13:36.270 --> 00:13:36.280 align:start position:0%
<00:13:36.270>This <00:13:36.271>is <00:13:36.272>not <00:13:36.273>the <00:13:36.274>future <00:13:36.275>we <00:13:36.276>try <00:13:36.277>to <00:13:36.279>create.

00:13:36.280 --> 00:13:38.550 align:start position:0%
<00:13:36.280>This <00:13:36.373>is <00:13:36.466>not <00:13:36.560>the <00:13:36.653>future <00:13:36.746>we <00:13:36.839>try <00:13:36.933>to <00:13:37.026>create. <00:13:37.120>And <00:13:37.213>also <00:13:37.306>very <00:13:37.400>important <00:13:37.493>thing <00:13:37.586>that <00:13:37.680>we've

00:13:38.550 --> 00:13:38.560 align:start position:0%
<00:13:38.550>And <00:13:38.551>also <00:13:38.553>very <00:13:38.554>important <00:13:38.555>thing <00:13:38.557>that <00:13:38.559>we've

00:13:38.560 --> 00:13:40.230 align:start position:0%
<00:13:38.560>And <00:13:38.676>also <00:13:38.793>very <00:13:38.910>important <00:13:39.026>thing <00:13:39.143>that <00:13:39.260>we've <00:13:39.376>noticed, <00:13:39.493>especially <00:13:39.609>with <00:13:39.726>the <00:13:39.843>rise <00:13:39.959>of

00:13:40.230 --> 00:13:40.240 align:start position:0%
<00:13:40.230>noticed, <00:13:40.231>especially <00:13:40.233>with <00:13:40.235>the <00:13:40.237>rise <00:13:40.239>of

00:13:40.240 --> 00:13:42.310 align:start position:0%
<00:13:40.240>noticed, <00:13:40.356>especially <00:13:40.473>with <00:13:40.590>the <00:13:40.706>rise <00:13:40.823>of <00:13:40.940>agents, <00:13:41.056>is <00:13:41.173>that <00:13:41.290>vast <00:13:41.406>majority <00:13:41.523>of <00:13:41.640>tasks

00:13:42.310 --> 00:13:42.320 align:start position:0%
<00:13:42.310>agents, <00:13:42.311>is <00:13:42.313>that <00:13:42.314>vast <00:13:42.316>majority <00:13:42.317>of <00:13:42.319>tasks

00:13:42.320 --> 00:13:43.950 align:start position:0%
<00:13:42.320>agents, <00:13:42.436>is <00:13:42.553>that <00:13:42.670>vast <00:13:42.786>majority <00:13:42.903>of <00:13:43.020>tasks <00:13:43.136>are <00:13:43.253>in <00:13:43.370>software <00:13:43.486>development <00:13:43.603>that <00:13:43.720>are

00:13:43.950 --> 00:13:43.960 align:start position:0%
<00:13:43.950>are <00:13:43.951>in <00:13:43.953>software <00:13:43.955>development <00:13:43.957>that <00:13:43.959>are

00:13:43.960 --> 00:13:45.870 align:start position:0%
<00:13:43.960>are <00:13:44.160>in <00:13:44.360>software <00:13:44.560>development <00:13:44.760>that <00:13:44.960>are <00:13:45.160>highly <00:13:45.360>ambiguous.

00:13:45.870 --> 00:13:45.880 align:start position:0%
<00:13:45.870>highly <00:13:45.879>ambiguous.

00:13:45.880 --> 00:13:47.430 align:start position:0%
<00:13:45.880>highly <00:13:46.006>ambiguous. <00:13:46.133>That's <00:13:46.260>why <00:13:46.387>we <00:13:46.514>are <00:13:46.640>paid <00:13:46.767>a <00:13:46.894>lot <00:13:47.021>of <00:13:47.148>money <00:13:47.275>as

00:13:47.430 --> 00:13:47.440 align:start position:0%
<00:13:47.430>That's <00:13:47.430>why <00:13:47.432>we <00:13:47.433>are <00:13:47.434>paid <00:13:47.435>a <00:13:47.436>lot <00:13:47.437>of <00:13:47.438>money <00:13:47.439>as

00:13:47.440 --> 00:13:49.510 align:start position:0%
<00:13:47.440>That's <00:13:47.540>why <00:13:47.640>we <00:13:47.740>are <00:13:47.840>paid <00:13:47.940>a <00:13:48.040>lot <00:13:48.140>of <00:13:48.240>money <00:13:48.340>as <00:13:48.440>developers. <00:13:48.540>That's <00:13:48.640>why <00:13:48.740>our <00:13:48.840>staff

00:13:49.510 --> 00:13:49.520 align:start position:0%
<00:13:49.510>developers. <00:13:49.512>That's <00:13:49.514>why <00:13:49.516>our <00:13:49.519>staff

00:13:49.520 --> 00:13:51.150 align:start position:0%
<00:13:49.520>developers. <00:13:49.675>That's <00:13:49.831>why <00:13:49.986>our <00:13:50.142>staff <00:13:50.297>developers <00:13:50.453>or <00:13:50.608>principal <00:13:50.764>developers <00:13:50.920>are

00:13:51.150 --> 00:13:51.160 align:start position:0%
<00:13:51.150>developers <00:13:51.152>or <00:13:51.154>principal <00:13:51.156>developers <00:13:51.159>are

00:13:51.160 --> 00:13:53.150 align:start position:0%
<00:13:51.160>developers <00:13:51.276>or <00:13:51.393>principal <00:13:51.510>developers <00:13:51.626>are <00:13:51.743>so <00:13:51.860>good <00:13:51.976>at <00:13:52.093>their <00:13:52.209>job. <00:13:52.326>It's <00:13:52.443>that <00:13:52.560>because

00:13:53.150 --> 00:13:53.160 align:start position:0%
<00:13:53.150>so <00:13:53.151>good <00:13:53.152>at <00:13:53.153>their <00:13:53.155>job. <00:13:53.156>It's <00:13:53.157>that <00:13:53.159>because

00:13:53.160 --> 00:13:55.870 align:start position:0%
<00:13:53.160>so <00:13:53.267>good <00:13:53.375>at <00:13:53.483>their <00:13:53.590>job. <00:13:53.698>It's <00:13:53.806>that <00:13:53.913>because <00:13:54.021>they <00:13:54.129>can <00:13:54.236>figure <00:13:54.344>out <00:13:54.452>values <00:13:54.560>ambiguity

00:13:55.870 --> 00:13:55.880 align:start position:0%
<00:13:55.870>they <00:13:55.871>can <00:13:55.873>figure <00:13:55.875>out <00:13:55.877>values <00:13:55.879>ambiguity

00:13:55.880 --> 00:13:58.830 align:start position:0%
<00:13:55.880>they <00:13:55.996>can <00:13:56.113>figure <00:13:56.230>out <00:13:56.346>values <00:13:56.463>ambiguity <00:13:56.580>that <00:13:56.696>tasks. <00:13:56.813>It's <00:13:56.930>very <00:13:57.046>easy <00:13:57.163>to <00:13:57.280>create

00:13:58.830 --> 00:13:58.840 align:start position:0%
<00:13:58.830>that <00:13:58.831>tasks. <00:13:58.833>It's <00:13:58.834>very <00:13:58.836>easy <00:13:58.837>to <00:13:58.839>create

00:13:58.840 --> 00:14:02.390 align:start position:0%
<00:13:58.840>that <00:13:58.947>tasks. <00:13:59.055>It's <00:13:59.163>very <00:13:59.270>easy <00:13:59.378>to <00:13:59.486>create <00:13:59.593>demo <00:13:59.701>of <00:13:59.809>agent <00:13:59.916>doing <00:14:00.024>some <00:14:00.132>hello <00:14:00.240>world,

00:14:02.390 --> 00:14:02.400 align:start position:0%
<00:14:02.390>demo <00:14:02.391>of <00:14:02.393>agent <00:14:02.394>doing <00:14:02.396>some <00:14:02.397>hello <00:14:02.399>world,

00:14:02.400 --> 00:14:05.190 align:start position:0%
<00:14:02.400>demo <00:14:02.507>of <00:14:02.615>agent <00:14:02.723>doing <00:14:02.830>some <00:14:02.938>hello <00:14:03.046>world, <00:14:03.153>you <00:14:03.261>know, <00:14:03.369>change <00:14:03.476>color <00:14:03.584>of <00:14:03.692>frame <00:14:03.800>to

00:14:05.190 --> 00:14:05.200 align:start position:0%
<00:14:05.190>you <00:14:05.191>know, <00:14:05.193>change <00:14:05.194>color <00:14:05.196>of <00:14:05.197>frame <00:14:05.199>to

00:14:05.200 --> 00:14:07.830 align:start position:0%
<00:14:05.200>you <00:14:05.307>know, <00:14:05.415>change <00:14:05.523>color <00:14:05.630>of <00:14:05.738>frame <00:14:05.846>to <00:14:05.953>something <00:14:06.061>else <00:14:06.169>or <00:14:06.276>center <00:14:06.384>the <00:14:06.492>div <00:14:06.600>because

00:14:07.830 --> 00:14:07.840 align:start position:0%
<00:14:07.830>something <00:14:07.831>else <00:14:07.833>or <00:14:07.834>center <00:14:07.836>the <00:14:07.837>div <00:14:07.839>because

00:14:07.840 --> 00:14:09.710 align:start position:0%
<00:14:07.840>something <00:14:07.947>else <00:14:08.055>or <00:14:08.163>center <00:14:08.270>the <00:14:08.378>div <00:14:08.486>because <00:14:08.593>that's <00:14:08.701>funny <00:14:08.809>because <00:14:08.916>no <00:14:09.024>one <00:14:09.132>can <00:14:09.240>knows

00:14:09.710 --> 00:14:09.720 align:start position:0%
<00:14:09.710>that's <00:14:09.711>funny <00:14:09.713>because <00:14:09.714>no <00:14:09.716>one <00:14:09.717>can <00:14:09.719>knows

00:14:09.720 --> 00:14:12.550 align:start position:0%
<00:14:09.720>that's <00:14:09.847>funny <00:14:09.974>because <00:14:10.101>no <00:14:10.229>one <00:14:10.356>can <00:14:10.483>knows <00:14:10.610>how <00:14:10.738>to <00:14:10.865>center <00:14:10.992>div. <00:14:11.120>So,

00:14:12.550 --> 00:14:12.560 align:start position:0%
<00:14:12.550>how <00:14:12.552>to <00:14:12.554>center <00:14:12.556>div. <00:14:12.559>So,

00:14:12.560 --> 00:14:14.550 align:start position:0%
<00:14:12.560>how <00:14:12.687>to <00:14:12.814>center <00:14:12.941>div. <00:14:13.069>So, <00:14:13.196>but <00:14:13.323>those <00:14:13.450>are <00:14:13.578>not <00:14:13.705>real <00:14:13.832>tasks. <00:14:13.959>In

00:14:14.550 --> 00:14:14.560 align:start position:0%
<00:14:14.550>but <00:14:14.551>those <00:14:14.553>are <00:14:14.554>not <00:14:14.555>real <00:14:14.557>tasks. <00:14:14.559>In

00:14:14.560 --> 00:14:16.190 align:start position:0%
<00:14:14.560>but <00:14:14.687>those <00:14:14.814>are <00:14:14.941>not <00:14:15.069>real <00:14:15.196>tasks. <00:14:15.323>In <00:14:15.450>practice, <00:14:15.578>vast <00:14:15.705>majority <00:14:15.832>of <00:14:15.959>tasks

00:14:16.190 --> 00:14:16.200 align:start position:0%
<00:14:16.190>practice, <00:14:16.192>vast <00:14:16.194>majority <00:14:16.196>of <00:14:16.199>tasks

00:14:16.200 --> 00:14:20.350 align:start position:0%
<00:14:16.200>practice, <00:14:16.375>vast <00:14:16.550>majority <00:14:16.725>of <00:14:16.900>tasks <00:14:17.075>requires <00:14:17.250>exploration, <00:14:17.425>iteration, <00:14:17.600>facing,

00:14:20.350 --> 00:14:20.360 align:start position:0%
<00:14:20.350>requires <00:14:20.353>exploration, <00:14:20.356>iteration, <00:14:20.359>facing,

00:14:20.360 --> 00:14:22.590 align:start position:0%
<00:14:20.360>requires <00:14:20.710>exploration, <00:14:21.060>iteration, <00:14:21.410>facing, <00:14:21.760>clarifications,

00:14:22.590 --> 00:14:22.600 align:start position:0%
clarifications,

00:14:22.600 --> 00:14:24.030 align:start position:0%
<00:14:22.600>clarifications, <00:14:23.887>uh

00:14:24.030 --> 00:14:24.040 align:start position:0%
uh

00:14:24.040 --> 00:14:26.870 align:start position:0%
<00:14:24.040>uh <00:14:24.273>getting <00:14:24.506>input <00:14:24.740>from <00:14:24.973>multiple <00:14:25.206>actors, <00:14:25.439>not

00:14:26.870 --> 00:14:26.880 align:start position:0%
<00:14:26.870>getting <00:14:26.871>input <00:14:26.873>from <00:14:26.875>multiple <00:14:26.877>actors, <00:14:26.879>not

00:14:26.880 --> 00:14:29.350 align:start position:0%
<00:14:26.880>getting <00:14:27.035>input <00:14:27.191>from <00:14:27.346>multiple <00:14:27.502>actors, <00:14:27.657>not <00:14:27.813>only <00:14:27.968>from <00:14:28.124>single <00:14:28.280>developer.

00:14:29.350 --> 00:14:29.360 align:start position:0%
<00:14:29.350>only <00:14:29.353>from <00:14:29.356>single <00:14:29.359>developer.

00:14:29.360 --> 00:14:30.990 align:start position:0%
<00:14:29.360>only <00:14:29.560>from <00:14:29.760>single <00:14:29.960>developer. <00:14:30.160>And <00:14:30.360>because <00:14:30.560>of <00:14:30.760>that,

00:14:30.990 --> 00:14:31.000 align:start position:0%
<00:14:30.990>And <00:14:30.993>because <00:14:30.996>of <00:14:30.999>that,

00:14:31.000 --> 00:14:33.390 align:start position:0%
<00:14:31.000>And <00:14:31.155>because <00:14:31.311>of <00:14:31.466>that, <00:14:31.622>systems <00:14:31.777>using <00:14:31.933>AI <00:14:32.088>still <00:14:32.244>need <00:14:32.400>constant

00:14:33.390 --> 00:14:33.400 align:start position:0%
<00:14:33.390>systems <00:14:33.391>using <00:14:33.393>AI <00:14:33.395>still <00:14:33.397>need <00:14:33.399>constant

00:14:33.400 --> 00:14:35.630 align:start position:0%
<00:14:33.400>systems <00:14:33.516>using <00:14:33.633>AI <00:14:33.750>still <00:14:33.866>need <00:14:33.983>constant <00:14:34.100>guidance <00:14:34.216>and <00:14:34.333>adjustment <00:14:34.449>and <00:14:34.566>and <00:14:34.683>this <00:14:34.800>is

00:14:35.630 --> 00:14:35.640 align:start position:0%
<00:14:35.630>guidance <00:14:35.631>and <00:14:35.633>adjustment <00:14:35.634>and <00:14:35.636>and <00:14:35.637>this <00:14:35.639>is

00:14:35.640 --> 00:14:37.870 align:start position:0%
<00:14:35.640>guidance <00:14:35.747>and <00:14:35.855>adjustment <00:14:35.963>and <00:14:36.070>and <00:14:36.178>this <00:14:36.286>is <00:14:36.393>like <00:14:36.501>human <00:14:36.609>guidance <00:14:36.716>and <00:14:36.824>human <00:14:36.932>and <00:14:37.040>human

00:14:37.870 --> 00:14:37.880 align:start position:0%
<00:14:37.870>like <00:14:37.871>human <00:14:37.873>guidance <00:14:37.874>and <00:14:37.876>human <00:14:37.877>and <00:14:37.879>human

00:14:37.880 --> 00:14:40.350 align:start position:0%
<00:14:37.880>like <00:14:38.035>human <00:14:38.191>guidance <00:14:38.346>and <00:14:38.502>human <00:14:38.657>and <00:14:38.813>human <00:14:38.968>doing <00:14:39.124>the <00:14:39.280>adjustments.

00:14:40.350 --> 00:14:40.360 align:start position:0%
<00:14:40.350>doing <00:14:40.354>the <00:14:40.359>adjustments.

00:14:40.360 --> 00:14:41.990 align:start position:0%
<00:14:40.360>doing <00:14:40.487>the <00:14:40.614>adjustments. <00:14:40.741>Another <00:14:40.869>thing <00:14:40.996>that <00:14:41.123>I <00:14:41.250>think <00:14:41.378>we <00:14:41.505>we <00:14:41.632>can <00:14:41.760>all

00:14:41.990 --> 00:14:42.000 align:start position:0%
<00:14:41.990>Another <00:14:41.991>thing <00:14:41.992>that <00:14:41.993>I <00:14:41.994>think <00:14:41.995>we <00:14:41.996>we <00:14:41.997>can <00:14:41.999>all

00:14:42.000 --> 00:14:44.630 align:start position:0%
<00:14:42.000>Another <00:14:42.116>thing <00:14:42.233>that <00:14:42.350>I <00:14:42.466>think <00:14:42.583>we <00:14:42.700>we <00:14:42.816>can <00:14:42.933>all <00:14:43.050>agree <00:14:43.166>looking <00:14:43.283>at <00:14:43.400>this

00:14:44.630 --> 00:14:44.640 align:start position:0%
<00:14:44.630>agree <00:14:44.633>looking <00:14:44.636>at <00:14:44.639>this

00:14:44.640 --> 00:14:46.070 align:start position:0%
<00:14:44.640>agree <00:14:44.783>looking <00:14:44.926>at <00:14:45.069>this <00:14:45.212>whole <00:14:45.355>this <00:14:45.498>conference <00:14:45.641>and <00:14:45.784>looking <00:14:45.927>at

00:14:46.070 --> 00:14:46.080 align:start position:0%
<00:14:46.070>whole <00:14:46.071>this <00:14:46.073>conference <00:14:46.075>and <00:14:46.077>looking <00:14:46.079>at

00:14:46.080 --> 00:14:47.790 align:start position:0%
<00:14:46.080>whole <00:14:46.280>this <00:14:46.480>conference <00:14:46.680>and <00:14:46.880>looking <00:14:47.080>at <00:14:47.280>other <00:14:47.480>talks

00:14:47.790 --> 00:14:47.800 align:start position:0%
<00:14:47.790>other <00:14:47.799>talks

00:14:47.800 --> 00:14:50.790 align:start position:0%
<00:14:47.800>other <00:14:47.955>talks <00:14:48.111>is <00:14:48.266>that <00:14:48.422>the <00:14:48.577>code <00:14:48.733>is <00:14:48.888>very <00:14:49.044>cheap <00:14:49.199>today.

00:14:50.790 --> 00:14:50.800 align:start position:0%
<00:14:50.790>is <00:14:50.791>that <00:14:50.792>the <00:14:50.793>code <00:14:50.795>is <00:14:50.796>very <00:14:50.797>cheap <00:14:50.799>today.

00:14:50.800 --> 00:14:53.510 align:start position:0%
<00:14:50.800>is <00:14:50.907>that <00:14:51.015>the <00:14:51.123>code <00:14:51.230>is <00:14:51.338>very <00:14:51.446>cheap <00:14:51.553>today. <00:14:51.661>Agents <00:14:51.769>are <00:14:51.876>capable <00:14:51.984>of <00:14:52.092>generating <00:14:52.199>awesome

00:14:53.510 --> 00:14:53.520 align:start position:0%
<00:14:53.510>Agents <00:14:53.511>are <00:14:53.513>capable <00:14:53.515>of <00:14:53.517>generating <00:14:53.519>awesome

00:14:53.520 --> 00:14:55.670 align:start position:0%
<00:14:53.520>Agents <00:14:53.647>are <00:14:53.774>capable <00:14:53.901>of <00:14:54.029>generating <00:14:54.156>awesome <00:14:54.283>codes, <00:14:54.410>really <00:14:54.538>good <00:14:54.665>technical <00:14:54.792>code, <00:14:54.920>and

00:14:55.670 --> 00:14:55.680 align:start position:0%
<00:14:55.670>codes, <00:14:55.671>really <00:14:55.673>good <00:14:55.675>technical <00:14:55.677>code, <00:14:55.679>and

00:14:55.680 --> 00:14:57.710 align:start position:0%
<00:14:55.680>codes, <00:14:55.807>really <00:14:55.934>good <00:14:56.061>technical <00:14:56.189>code, <00:14:56.316>and <00:14:56.443>they <00:14:56.570>generate <00:14:56.698>it <00:14:56.825>way <00:14:56.952>faster. <00:14:57.079>They

00:14:57.710 --> 00:14:57.720 align:start position:0%
<00:14:57.710>they <00:14:57.711>generate <00:14:57.713>it <00:14:57.715>way <00:14:57.717>faster. <00:14:57.719>They

00:14:57.720 --> 00:15:00.110 align:start position:0%
<00:14:57.720>they <00:14:57.836>generate <00:14:57.953>it <00:14:58.070>way <00:14:58.186>faster. <00:14:58.303>They <00:14:58.420>probably, <00:14:58.536>you <00:14:58.653>know, <00:14:58.770>maybe <00:14:58.886>there <00:14:59.003>are <00:14:59.120>some

00:15:00.110 --> 00:15:00.120 align:start position:0%
<00:15:00.110>probably, <00:15:00.111>you <00:15:00.113>know, <00:15:00.114>maybe <00:15:00.116>there <00:15:00.117>are <00:15:00.119>some

00:15:00.120 --> 00:15:02.510 align:start position:0%
<00:15:00.120>probably, <00:15:00.236>you <00:15:00.353>know, <00:15:00.470>maybe <00:15:00.586>there <00:15:00.703>are <00:15:00.820>some <00:15:00.936>niche <00:15:01.053>scenarios <00:15:01.170>where <00:15:01.286>I <00:15:01.403>can <00:15:01.520>still

00:15:02.510 --> 00:15:02.520 align:start position:0%
<00:15:02.510>niche <00:15:02.511>scenarios <00:15:02.513>where <00:15:02.515>I <00:15:02.517>can <00:15:02.519>still

00:15:02.520 --> 00:15:04.550 align:start position:0%
<00:15:02.520>niche <00:15:02.636>scenarios <00:15:02.753>where <00:15:02.870>I <00:15:02.986>can <00:15:03.103>still <00:15:03.220>outcode <00:15:03.336>agent, <00:15:03.453>but <00:15:03.569>in <00:15:03.686>vast <00:15:03.803>majority <00:15:03.920>of

00:15:04.550 --> 00:15:04.560 align:start position:0%
<00:15:04.550>outcode <00:15:04.551>agent, <00:15:04.553>but <00:15:04.554>in <00:15:04.555>vast <00:15:04.557>majority <00:15:04.559>of

00:15:04.560 --> 00:15:07.630 align:start position:0%
<00:15:04.560>outcode <00:15:04.667>agent, <00:15:04.775>but <00:15:04.883>in <00:15:04.990>vast <00:15:05.098>majority <00:15:05.206>of <00:15:05.313>simple <00:15:05.421>cases <00:15:05.529>of <00:15:05.636>normal <00:15:05.744>code, <00:15:05.852>agents <00:15:05.959>will

00:15:07.630 --> 00:15:07.640 align:start position:0%
<00:15:07.630>simple <00:15:07.631>cases <00:15:07.633>of <00:15:07.634>normal <00:15:07.636>code, <00:15:07.637>agents <00:15:07.639>will

00:15:07.640 --> 00:15:09.110 align:start position:0%
<00:15:07.640>simple <00:15:07.734>cases <00:15:07.829>of <00:15:07.923>normal <00:15:08.018>code, <00:15:08.112>agents <00:15:08.207>will <00:15:08.301>be <00:15:08.396>better <00:15:08.490>than <00:15:08.585>me <00:15:08.679>and <00:15:08.774>will <00:15:08.868>be <00:15:08.963>faster

00:15:09.110 --> 00:15:09.120 align:start position:0%
<00:15:09.110>be <00:15:09.111>better <00:15:09.112>than <00:15:09.113>me <00:15:09.115>and <00:15:09.116>will <00:15:09.117>be <00:15:09.119>faster

00:15:09.120 --> 00:15:10.230 align:start position:0%
<00:15:09.120>be <00:15:09.231>better <00:15:09.342>than <00:15:09.453>me <00:15:09.564>and <00:15:09.675>will <00:15:09.786>be <00:15:09.897>faster <00:15:10.008>than <00:15:10.119>me.

00:15:10.230 --> 00:15:10.240 align:start position:0%
<00:15:10.230>than <00:15:10.239>me.

00:15:10.240 --> 00:15:10.990 align:start position:0%
<00:15:10.240>than <00:15:10.577>me. <00:15:10.915>Uh

00:15:10.990 --> 00:15:11.000 align:start position:0%
Uh

00:15:11.000 --> 00:15:14.030 align:start position:0%
<00:15:11.000>Uh <00:15:11.155>as <00:15:11.311>an <00:15:11.466>as <00:15:11.622>anecdote, <00:15:11.777>I <00:15:11.933>can <00:15:12.088>tell <00:15:12.244>you <00:15:12.400>that

00:15:14.030 --> 00:15:14.040 align:start position:0%
<00:15:14.030>as <00:15:14.031>an <00:15:14.032>as <00:15:14.033>anecdote, <00:15:14.034>I <00:15:14.035>can <00:15:14.036>tell <00:15:14.037>you <00:15:14.039>that

00:15:14.040 --> 00:15:15.910 align:start position:0%
<00:15:14.040>as <00:15:14.133>an <00:15:14.226>as <00:15:14.319>anecdote, <00:15:14.413>I <00:15:14.506>can <00:15:14.599>tell <00:15:14.693>you <00:15:14.786>that <00:15:14.880>last <00:15:14.973>time <00:15:15.066>I've <00:15:15.160>written <00:15:15.253>line <00:15:15.346>of <00:15:15.439>code

00:15:15.910 --> 00:15:15.920 align:start position:0%
<00:15:15.910>last <00:15:15.911>time <00:15:15.913>I've <00:15:15.914>written <00:15:15.915>line <00:15:15.917>of <00:15:15.919>code

00:15:15.920 --> 00:15:18.110 align:start position:0%
<00:15:15.920>last <00:15:16.020>time <00:15:16.120>I've <00:15:16.219>written <00:15:16.319>line <00:15:16.420>of <00:15:16.520>code <00:15:16.620>manually <00:15:16.719>by <00:15:16.819>hand <00:15:16.920>in <00:15:17.020>my <00:15:17.120>editor <00:15:17.219>was <00:15:17.319>in

00:15:18.110 --> 00:15:18.120 align:start position:0%
<00:15:18.110>manually <00:15:18.111>by <00:15:18.112>hand <00:15:18.113>in <00:15:18.115>my <00:15:18.116>editor <00:15:18.117>was <00:15:18.119>in

00:15:18.120 --> 00:15:20.190 align:start position:0%
<00:15:18.120>manually <00:15:18.220>by <00:15:18.320>hand <00:15:18.420>in <00:15:18.520>my <00:15:18.620>editor <00:15:18.720>was <00:15:18.820>in <00:15:18.920>December <00:15:19.020>last <00:15:19.120>year. <00:15:19.220>So, <00:15:19.320>it's <00:15:19.420>like <00:15:19.520>what,

00:15:20.190 --> 00:15:20.200 align:start position:0%
<00:15:20.190>December <00:15:20.191>last <00:15:20.193>year. <00:15:20.194>So, <00:15:20.196>it's <00:15:20.197>like <00:15:20.199>what,

00:15:20.200 --> 00:15:23.830 align:start position:0%
<00:15:20.200>December <00:15:20.293>last <00:15:20.386>year. <00:15:20.480>So, <00:15:20.573>it's <00:15:20.666>like <00:15:20.760>what, <00:15:20.853>7 <00:15:20.946>months <00:15:21.040>of <00:15:21.133>100% <00:15:21.226>of <00:15:21.320>my <00:15:21.413>code <00:15:21.506>is <00:15:21.600>written

00:15:23.830 --> 00:15:23.840 align:start position:0%
<00:15:23.830>7 <00:15:23.831>months <00:15:23.832>of <00:15:23.833>100% <00:15:23.834>of <00:15:23.835>my <00:15:23.836>code <00:15:23.837>is <00:15:23.839>written

00:15:23.840 --> 00:15:26.070 align:start position:0%
<00:15:23.840>7 <00:15:23.980>months <00:15:24.120>of <00:15:24.260>100% <00:15:24.400>of <00:15:24.540>my <00:15:24.680>code <00:15:24.820>is <00:15:24.960>written <00:15:25.100>by <00:15:25.240>agents.

00:15:26.070 --> 00:15:26.080 align:start position:0%
<00:15:26.070>by <00:15:26.079>agents.

00:15:26.080 --> 00:15:27.790 align:start position:0%
<00:15:26.080>by <00:15:26.313>agents. <00:15:26.546>While <00:15:26.780>software <00:15:27.013>development <00:15:27.246>has <00:15:27.480>never

00:15:27.790 --> 00:15:27.800 align:start position:0%
<00:15:27.790>While <00:15:27.792>software <00:15:27.794>development <00:15:27.796>has <00:15:27.799>never

00:15:27.800 --> 00:15:29.470 align:start position:0%
<00:15:27.800>While <00:15:27.939>software <00:15:28.079>development <00:15:28.219>has <00:15:28.359>never <00:15:28.500>been <00:15:28.640>about <00:15:28.780>just <00:15:28.920>mechanical <00:15:29.060>act <00:15:29.199>of

00:15:29.470 --> 00:15:29.480 align:start position:0%
<00:15:29.470>been <00:15:29.471>about <00:15:29.473>just <00:15:29.475>mechanical <00:15:29.477>act <00:15:29.479>of

00:15:29.480 --> 00:15:31.750 align:start position:0%
<00:15:29.480>been <00:15:29.587>about <00:15:29.695>just <00:15:29.803>mechanical <00:15:29.910>act <00:15:30.018>of <00:15:30.126>coding, <00:15:30.233>like <00:15:30.341>we <00:15:30.449>are <00:15:30.556>getting <00:15:30.664>paid <00:15:30.772>a <00:15:30.880>lot

00:15:31.750 --> 00:15:31.760 align:start position:0%
<00:15:31.750>coding, <00:15:31.751>like <00:15:31.752>we <00:15:31.753>are <00:15:31.755>getting <00:15:31.756>paid <00:15:31.757>a <00:15:31.759>lot

00:15:31.760 --> 00:15:33.150 align:start position:0%
<00:15:31.760>coding, <00:15:31.864>like <00:15:31.968>we <00:15:32.072>are <00:15:32.177>getting <00:15:32.281>paid <00:15:32.385>a <00:15:32.489>lot <00:15:32.593>of <00:15:32.698>money <00:15:32.802>for <00:15:32.906>our <00:15:33.011>problem-solving

00:15:33.150 --> 00:15:33.160 align:start position:0%
<00:15:33.150>of <00:15:33.152>money <00:15:33.154>for <00:15:33.156>our <00:15:33.159>problem-solving

00:15:33.160 --> 00:15:35.670 align:start position:0%
<00:15:33.160>of <00:15:33.300>money <00:15:33.439>for <00:15:33.579>our <00:15:33.719>problem-solving <00:15:33.860>capability, <00:15:34.000>mechanical <00:15:34.140>act <00:15:34.280>of <00:15:34.420>coding <00:15:34.560>was

00:15:35.670 --> 00:15:35.680 align:start position:0%
<00:15:35.670>capability, <00:15:35.671>mechanical <00:15:35.673>act <00:15:35.675>of <00:15:35.677>coding <00:15:35.679>was

00:15:35.680 --> 00:15:37.310 align:start position:0%
<00:15:35.680>capability, <00:15:35.796>mechanical <00:15:35.913>act <00:15:36.030>of <00:15:36.146>coding <00:15:36.263>was <00:15:36.380>always <00:15:36.496>there <00:15:36.613>and <00:15:36.729>it <00:15:36.846>was <00:15:36.963>something <00:15:37.079>that

00:15:37.310 --> 00:15:37.320 align:start position:0%
<00:15:37.310>always <00:15:37.311>there <00:15:37.313>and <00:15:37.314>it <00:15:37.316>was <00:15:37.317>something <00:15:37.319>that

00:15:37.320 --> 00:15:39.710 align:start position:0%
<00:15:37.320>always <00:15:37.436>there <00:15:37.553>and <00:15:37.670>it <00:15:37.786>was <00:15:37.903>something <00:15:38.020>that <00:15:38.136>we <00:15:38.253>had <00:15:38.370>to <00:15:38.486>spend <00:15:38.603>time <00:15:38.720>on.

00:15:39.710 --> 00:15:39.720 align:start position:0%
<00:15:39.710>we <00:15:39.711>had <00:15:39.713>to <00:15:39.715>spend <00:15:39.717>time <00:15:39.719>on.

00:15:39.720 --> 00:15:41.150 align:start position:0%
<00:15:39.720>we <00:15:39.863>had <00:15:40.006>to <00:15:40.149>spend <00:15:40.292>time <00:15:40.435>on. <00:15:40.578>And <00:15:40.721>now <00:15:40.864>we <00:15:41.007>don't.

00:15:41.150 --> 00:15:41.160 align:start position:0%
<00:15:41.150>And <00:15:41.153>now <00:15:41.156>we <00:15:41.159>don't.

00:15:41.160 --> 00:15:42.750 align:start position:0%
<00:15:41.160>And <00:15:41.510>now <00:15:41.860>we <00:15:42.209>don't. <00:15:42.560>Uh

00:15:42.750 --> 00:15:42.760 align:start position:0%
Uh

00:15:42.760 --> 00:15:45.550 align:start position:0%
<00:15:42.760>Uh <00:15:42.900>So, <00:15:43.040>as <00:15:43.180>long <00:15:43.319>as <00:15:43.460>we <00:15:43.600>know <00:15:43.740>what <00:15:43.880>we <00:15:44.020>want <00:15:44.160>to

00:15:45.550 --> 00:15:45.560 align:start position:0%
<00:15:45.550>So, <00:15:45.550>as <00:15:45.551>long <00:15:45.553>as <00:15:45.554>we <00:15:45.555>know <00:15:45.555>what <00:15:45.556>we <00:15:45.558>want <00:15:45.559>to

00:15:45.560 --> 00:15:47.350 align:start position:0%
<00:15:45.560>So, <00:15:45.653>as <00:15:45.746>long <00:15:45.839>as <00:15:45.933>we <00:15:46.026>know <00:15:46.119>what <00:15:46.213>we <00:15:46.306>want <00:15:46.400>to <00:15:46.493>build, <00:15:46.586>we <00:15:46.680>can <00:15:46.773>build <00:15:46.866>anything. <00:15:46.959>That

00:15:47.350 --> 00:15:47.360 align:start position:0%
<00:15:47.350>build, <00:15:47.351>we <00:15:47.353>can <00:15:47.355>build <00:15:47.357>anything. <00:15:47.359>That

00:15:47.360 --> 00:15:49.150 align:start position:0%
<00:15:47.360>build, <00:15:47.535>we <00:15:47.710>can <00:15:47.885>build <00:15:48.060>anything. <00:15:48.235>That <00:15:48.410>sounds <00:15:48.585>great, <00:15:48.760>right?

00:15:49.150 --> 00:15:49.160 align:start position:0%
<00:15:49.150>sounds <00:15:49.154>great, <00:15:49.159>right?

00:15:49.160 --> 00:15:51.190 align:start position:0%
<00:15:49.160>sounds <00:15:49.276>great, <00:15:49.393>right? <00:15:49.510>But <00:15:49.626>we <00:15:49.743>need <00:15:49.860>to <00:15:49.976>figure <00:15:50.093>it <00:15:50.209>out <00:15:50.326>how <00:15:50.443>to <00:15:50.560>do

00:15:51.190 --> 00:15:51.200 align:start position:0%
<00:15:51.190>But <00:15:51.191>we <00:15:51.192>need <00:15:51.193>to <00:15:51.194>figure <00:15:51.195>it <00:15:51.196>out <00:15:51.197>how <00:15:51.198>to <00:15:51.199>do

00:15:51.200 --> 00:15:52.630 align:start position:0%
<00:15:51.200>But <00:15:51.328>we <00:15:51.457>need <00:15:51.586>to <00:15:51.714>figure <00:15:51.843>it <00:15:51.972>out <00:15:52.100>how <00:15:52.229>to <00:15:52.358>do <00:15:52.487>that.

00:15:52.630 --> 00:15:52.640 align:start position:0%
that.

00:15:52.640 --> 00:15:54.750 align:start position:0%
<00:15:52.640>that. <00:15:52.814>So, <00:15:52.990>now <00:15:53.165>let's <00:15:53.340>finally, <00:15:53.515>after <00:15:53.689>half <00:15:53.865>of <00:15:54.040>the

00:15:54.750 --> 00:15:54.760 align:start position:0%
<00:15:54.750>So, <00:15:54.751>now <00:15:54.752>let's <00:15:54.753>finally, <00:15:54.755>after <00:15:54.756>half <00:15:54.757>of <00:15:54.759>the

00:15:54.760 --> 00:15:57.990 align:start position:0%
<00:15:54.760>So, <00:15:54.867>now <00:15:54.975>let's <00:15:55.083>finally, <00:15:55.190>after <00:15:55.298>half <00:15:55.406>of <00:15:55.513>the <00:15:55.621>talk, <00:15:55.729>let's <00:15:55.836>slowly <00:15:55.944>move <00:15:56.052>towards <00:15:56.160>future.

00:15:57.990 --> 00:15:58.000 align:start position:0%
<00:15:57.990>talk, <00:15:57.991>let's <00:15:57.993>slowly <00:15:57.995>move <00:15:57.997>towards <00:15:57.999>future.

00:15:58.000 --> 00:16:01.270 align:start position:0%
<00:15:58.000>talk, <00:15:58.107>let's <00:15:58.215>slowly <00:15:58.323>move <00:15:58.430>towards <00:15:58.538>future. <00:15:58.646>When <00:15:58.753>I <00:15:58.861>look <00:15:58.969>at <00:15:59.076>trajectory <00:15:59.184>of <00:15:59.292>AI <00:15:59.400>tools,

00:16:01.270 --> 00:16:01.280 align:start position:0%
<00:16:01.270>When <00:16:01.271>I <00:16:01.272>look <00:16:01.273>at <00:16:01.275>trajectory <00:16:01.276>of <00:16:01.277>AI <00:16:01.279>tools,

00:16:01.280 --> 00:16:02.990 align:start position:0%
<00:16:01.280>When <00:16:01.380>I <00:16:01.480>look <00:16:01.579>at <00:16:01.680>trajectory <00:16:01.780>of <00:16:01.880>AI <00:16:01.980>tools, <00:16:02.079>it's <00:16:02.180>very <00:16:02.280>clear <00:16:02.380>that <00:16:02.480>the <00:16:02.579>more <00:16:02.680>powerful

00:16:02.990 --> 00:16:03.000 align:start position:0%
<00:16:02.990>it's <00:16:02.991>very <00:16:02.993>clear <00:16:02.994>that <00:16:02.996>the <00:16:02.997>more <00:16:02.999>powerful

00:16:03.000 --> 00:16:05.150 align:start position:0%
<00:16:03.000>it's <00:16:03.107>very <00:16:03.215>clear <00:16:03.323>that <00:16:03.430>the <00:16:03.538>more <00:16:03.646>powerful <00:16:03.753>tools <00:16:03.861>and <00:16:03.969>more <00:16:04.076>powerful <00:16:04.184>models <00:16:04.292>we <00:16:04.400>have,

00:16:05.150 --> 00:16:05.160 align:start position:0%
<00:16:05.150>tools <00:16:05.151>and <00:16:05.153>more <00:16:05.154>powerful <00:16:05.156>models <00:16:05.157>we <00:16:05.159>have,

00:16:05.160 --> 00:16:07.870 align:start position:0%
<00:16:05.160>tools <00:16:05.260>and <00:16:05.360>more <00:16:05.459>powerful <00:16:05.560>models <00:16:05.660>we <00:16:05.760>have, <00:16:05.860>we <00:16:05.959>up <00:16:06.060>the <00:16:06.160>layer <00:16:06.260>of <00:16:06.360>abstraction. <00:16:06.459>So, <00:16:06.560>we

00:16:07.870 --> 00:16:07.880 align:start position:0%
<00:16:07.870>we <00:16:07.871>up <00:16:07.872>the <00:16:07.873>layer <00:16:07.875>of <00:16:07.876>abstraction. <00:16:07.877>So, <00:16:07.879>we

00:16:07.880 --> 00:16:09.670 align:start position:0%
<00:16:07.880>we <00:16:07.987>up <00:16:08.095>the <00:16:08.203>layer <00:16:08.310>of <00:16:08.418>abstraction. <00:16:08.526>So, <00:16:08.633>we <00:16:08.741>moved <00:16:08.849>from <00:16:08.956>very <00:16:09.064>localized <00:16:09.172>changes <00:16:09.280>with

00:16:09.670 --> 00:16:09.680 align:start position:0%
<00:16:09.670>moved <00:16:09.671>from <00:16:09.673>very <00:16:09.675>localized <00:16:09.677>changes <00:16:09.679>with

00:16:09.680 --> 00:16:11.750 align:start position:0%
<00:16:09.680>moved <00:16:09.787>from <00:16:09.895>very <00:16:10.003>localized <00:16:10.110>changes <00:16:10.218>with <00:16:10.326>AI <00:16:10.433>in <00:16:10.541>case <00:16:10.649>of <00:16:10.756>original <00:16:10.864>Copilot <00:16:10.972>when <00:16:11.079>it

00:16:11.750 --> 00:16:11.760 align:start position:0%
<00:16:11.750>AI <00:16:11.751>in <00:16:11.752>case <00:16:11.753>of <00:16:11.755>original <00:16:11.756>Copilot <00:16:11.757>when <00:16:11.759>it

00:16:11.760 --> 00:16:13.710 align:start position:0%
<00:16:11.760>AI <00:16:11.860>in <00:16:11.960>case <00:16:12.060>of <00:16:12.160>original <00:16:12.260>Copilot <00:16:12.360>when <00:16:12.460>it <00:16:12.560>was <00:16:12.660>just <00:16:12.760>code <00:16:12.860>suggestion <00:16:12.960>at <00:16:13.060>your <00:16:13.160>cursor

00:16:13.710 --> 00:16:13.720 align:start position:0%
<00:16:13.710>was <00:16:13.711>just <00:16:13.713>code <00:16:13.714>suggestion <00:16:13.716>at <00:16:13.717>your <00:16:13.719>cursor

00:16:13.720 --> 00:16:16.550 align:start position:0%
<00:16:13.720>was <00:16:13.827>just <00:16:13.935>code <00:16:14.043>suggestion <00:16:14.150>at <00:16:14.258>your <00:16:14.366>cursor <00:16:14.473>position <00:16:14.581>to <00:16:14.689>now <00:16:14.796>agent <00:16:14.904>have <00:16:15.012>capability <00:16:15.120>of

00:16:16.550 --> 00:16:16.560 align:start position:0%
<00:16:16.550>position <00:16:16.551>to <00:16:16.553>now <00:16:16.554>agent <00:16:16.555>have <00:16:16.557>capability <00:16:16.559>of

00:16:16.560 --> 00:16:19.430 align:start position:0%
<00:16:16.560>position <00:16:16.667>to <00:16:16.775>now <00:16:16.883>agent <00:16:16.990>have <00:16:17.098>capability <00:16:17.206>of <00:16:17.313>like <00:16:17.421>easily <00:16:17.529>working <00:16:17.636>on <00:16:17.744>your <00:16:17.852>even <00:16:17.959>big

00:16:19.430 --> 00:16:19.440 align:start position:0%
<00:16:19.430>like <00:16:19.431>easily <00:16:19.433>working <00:16:19.434>on <00:16:19.436>your <00:16:19.437>even <00:16:19.439>big

00:16:19.440 --> 00:16:22.390 align:start position:0%
<00:16:19.440>like <00:16:19.580>easily <00:16:19.720>working <00:16:19.860>on <00:16:20.000>your <00:16:20.140>even <00:16:20.280>big <00:16:20.420>repositories. <00:16:20.560>However, <00:16:20.700>our <00:16:20.840>organizations

00:16:22.390 --> 00:16:22.400 align:start position:0%
<00:16:22.390>repositories. <00:16:22.393>However, <00:16:22.396>our <00:16:22.399>organizations

00:16:22.400 --> 00:16:25.990 align:start position:0%
<00:16:22.400>repositories. <00:16:22.574>However, <00:16:22.750>our <00:16:22.925>organizations <00:16:23.100>doesn't <00:16:23.275>just <00:16:23.449>have <00:16:23.625>single <00:16:23.800>repository.

00:16:25.990 --> 00:16:26.000 align:start position:0%
<00:16:25.990>doesn't <00:16:25.992>just <00:16:25.994>have <00:16:25.996>single <00:16:25.999>repository.

00:16:26.000 --> 00:16:27.430 align:start position:0%
<00:16:26.000>doesn't <00:16:26.117>just <00:16:26.234>have <00:16:26.351>single <00:16:26.468>repository. <00:16:26.585>Some <00:16:26.702>startups <00:16:26.819>do <00:16:26.935>have <00:16:27.053>and <00:16:27.170>that's <00:16:27.286>why

00:16:27.430 --> 00:16:27.440 align:start position:0%
<00:16:27.430>Some <00:16:27.431>startups <00:16:27.433>do <00:16:27.434>have <00:16:27.436>and <00:16:27.437>that's <00:16:27.439>why

00:16:27.440 --> 00:16:29.270 align:start position:0%
<00:16:27.440>Some <00:16:27.567>startups <00:16:27.694>do <00:16:27.821>have <00:16:27.949>and <00:16:28.076>that's <00:16:28.203>why <00:16:28.330>they <00:16:28.458>see <00:16:28.585>those <00:16:28.712>amazing <00:16:28.840>productivity

00:16:29.270 --> 00:16:29.280 align:start position:0%
<00:16:29.270>they <00:16:29.272>see <00:16:29.274>those <00:16:29.276>amazing <00:16:29.279>productivity

00:16:29.280 --> 00:16:31.030 align:start position:0%
<00:16:29.280>they <00:16:29.407>see <00:16:29.534>those <00:16:29.661>amazing <00:16:29.789>productivity <00:16:29.916>gains <00:16:30.043>from <00:16:30.170>AI <00:16:30.298>because <00:16:30.425>they <00:16:30.552>have <00:16:30.680>small

00:16:31.030 --> 00:16:31.040 align:start position:0%
<00:16:31.030>gains <00:16:31.031>from <00:16:31.033>AI <00:16:31.034>because <00:16:31.036>they <00:16:31.037>have <00:16:31.039>small

00:16:31.040 --> 00:16:33.670 align:start position:0%
<00:16:31.040>gains <00:16:31.147>from <00:16:31.255>AI <00:16:31.363>because <00:16:31.470>they <00:16:31.578>have <00:16:31.686>small <00:16:31.793>products <00:16:31.901>and <00:16:32.009>so <00:16:32.116>they <00:16:32.224>can <00:16:32.332>very <00:16:32.439>quickly

00:16:33.670 --> 00:16:33.680 align:start position:0%
<00:16:33.670>products <00:16:33.671>and <00:16:33.673>so <00:16:33.674>they <00:16:33.675>can <00:16:33.677>very <00:16:33.679>quickly

00:16:33.680 --> 00:16:36.110 align:start position:0%
<00:16:33.680>products <00:16:33.780>and <00:16:33.880>so <00:16:33.979>they <00:16:34.079>can <00:16:34.180>very <00:16:34.280>quickly <00:16:34.380>iterate <00:16:34.479>with <00:16:34.579>AI. <00:16:34.680>This <00:16:34.780>is <00:16:34.880>true. <00:16:34.979>But <00:16:35.079>for

00:16:36.110 --> 00:16:36.120 align:start position:0%
<00:16:36.110>iterate <00:16:36.111>with <00:16:36.112>AI. <00:16:36.113>This <00:16:36.115>is <00:16:36.116>true. <00:16:36.117>But <00:16:36.119>for

00:16:36.120 --> 00:16:38.310 align:start position:0%
<00:16:36.120>iterate <00:16:36.236>with <00:16:36.353>AI. <00:16:36.470>This <00:16:36.586>is <00:16:36.703>true. <00:16:36.820>But <00:16:36.936>for <00:16:37.053>vast <00:16:37.170>majority <00:16:37.286>of <00:16:37.403>like <00:16:37.520>existing

00:16:38.310 --> 00:16:38.320 align:start position:0%
<00:16:38.310>vast <00:16:38.312>majority <00:16:38.314>of <00:16:38.316>like <00:16:38.319>existing

00:16:38.320 --> 00:16:40.750 align:start position:0%
<00:16:38.320>vast <00:16:38.495>majority <00:16:38.670>of <00:16:38.845>like <00:16:39.020>existing <00:16:39.195>companies, <00:16:39.370>brownfield <00:16:39.545>companies, <00:16:39.720>it's

00:16:40.750 --> 00:16:40.760 align:start position:0%
<00:16:40.750>companies, <00:16:40.753>brownfield <00:16:40.756>companies, <00:16:40.759>it's

00:16:40.760 --> 00:16:44.110 align:start position:0%
<00:16:40.760>companies, <00:16:40.935>brownfield <00:16:41.110>companies, <00:16:41.285>it's <00:16:41.460>thousands <00:16:41.635>upon <00:16:41.810>thousands <00:16:41.985>of <00:16:42.160>repositories

00:16:44.110 --> 00:16:44.120 align:start position:0%
<00:16:44.110>thousands <00:16:44.112>upon <00:16:44.114>thousands <00:16:44.116>of <00:16:44.119>repositories

00:16:44.120 --> 00:16:47.230 align:start position:0%
<00:16:44.120>thousands <00:16:44.247>upon <00:16:44.374>thousands <00:16:44.501>of <00:16:44.629>repositories <00:16:44.756>with <00:16:44.883>not <00:16:45.010>only <00:16:45.138>hundreds <00:16:45.265>of <00:16:45.392>like <00:16:45.520>code

00:16:47.230 --> 00:16:47.240 align:start position:0%
<00:16:47.230>with <00:16:47.231>not <00:16:47.233>only <00:16:47.234>hundreds <00:16:47.236>of <00:16:47.237>like <00:16:47.239>code

00:16:47.240 --> 00:16:50.030 align:start position:0%
<00:16:47.240>with <00:16:47.347>not <00:16:47.455>only <00:16:47.563>hundreds <00:16:47.670>of <00:16:47.778>like <00:16:47.886>code <00:16:47.993>projects, <00:16:48.101>but <00:16:48.209>also <00:16:48.316>with <00:16:48.424>like <00:16:48.532>context <00:16:48.640>and

00:16:50.030 --> 00:16:50.040 align:start position:0%
<00:16:50.030>projects, <00:16:50.031>but <00:16:50.033>also <00:16:50.034>with <00:16:50.036>like <00:16:50.037>context <00:16:50.039>and

00:16:50.040 --> 00:16:51.829 align:start position:0%
<00:16:50.040>projects, <00:16:50.156>but <00:16:50.273>also <00:16:50.390>with <00:16:50.506>like <00:16:50.623>context <00:16:50.740>and <00:16:50.856>knowledge <00:16:50.973>of <00:16:51.089>the <00:16:51.206>company <00:16:51.323>put <00:16:51.439>into

00:16:51.829 --> 00:16:51.839 align:start position:0%
<00:16:51.829>knowledge <00:16:51.830>of <00:16:51.832>the <00:16:51.834>company <00:16:51.836>put <00:16:51.838>into

00:16:51.839 --> 00:16:53.950 align:start position:0%
<00:16:51.839>knowledge <00:16:51.955>of <00:16:52.072>the <00:16:52.189>company <00:16:52.305>put <00:16:52.422>into <00:16:52.539>various <00:16:52.655>location. <00:16:52.772>So, <00:16:52.888>we <00:16:53.005>need <00:16:53.122>to <00:16:53.238>figure

00:16:53.950 --> 00:16:53.960 align:start position:0%
<00:16:53.950>various <00:16:53.951>location. <00:16:53.953>So, <00:16:53.954>we <00:16:53.956>need <00:16:53.957>to <00:16:53.959>figure

00:16:53.960 --> 00:16:55.630 align:start position:0%
<00:16:53.960>various <00:16:54.060>location. <00:16:54.160>So, <00:16:54.260>we <00:16:54.360>need <00:16:54.460>to <00:16:54.560>figure <00:16:54.660>out <00:16:54.760>how <00:16:54.860>to <00:16:54.960>move <00:16:55.060>this <00:16:55.160>higher <00:16:55.260>level <00:16:55.360>of

00:16:55.630 --> 00:16:55.640 align:start position:0%
<00:16:55.630>out <00:16:55.631>how <00:16:55.632>to <00:16:55.633>move <00:16:55.635>this <00:16:55.636>higher <00:16:55.637>level <00:16:55.639>of

00:16:55.640 --> 00:16:56.910 align:start position:0%
<00:16:55.640>out <00:16:55.782>how <00:16:55.925>to <00:16:56.068>move <00:16:56.211>this <00:16:56.354>higher <00:16:56.497>level <00:16:56.640>of <00:16:56.783>abstraction.

00:16:56.910 --> 00:16:56.920 align:start position:0%
abstraction.

00:16:56.920 --> 00:16:58.350 align:start position:0%
<00:16:56.920>abstraction. <00:16:57.063>At <00:16:57.206>the <00:16:57.348>same <00:16:57.492>time, <00:16:57.635>when <00:16:57.778>I <00:16:57.921>look <00:16:58.064>at <00:16:58.207>the

00:16:58.350 --> 00:16:58.360 align:start position:0%
<00:16:58.350>At <00:16:58.351>the <00:16:58.352>same <00:16:58.353>time, <00:16:58.354>when <00:16:58.355>I <00:16:58.356>look <00:16:58.357>at <00:16:58.359>the

00:16:58.360 --> 00:17:00.110 align:start position:0%
<00:16:58.360>At <00:16:58.453>the <00:16:58.546>same <00:16:58.640>time, <00:16:58.733>when <00:16:58.826>I <00:16:58.920>look <00:16:59.013>at <00:16:59.106>the <00:16:59.200>most <00:16:59.293>AI <00:16:59.386>developer <00:16:59.480>tools <00:16:59.573>today, <00:16:59.666>they <00:16:59.760>are

00:17:00.110 --> 00:17:00.120 align:start position:0%
<00:17:00.110>most <00:17:00.111>AI <00:17:00.113>developer <00:17:00.114>tools <00:17:00.116>today, <00:17:00.117>they <00:17:00.119>are

00:17:00.120 --> 00:17:02.990 align:start position:0%
<00:17:00.120>most <00:17:00.247>AI <00:17:00.374>developer <00:17:00.501>tools <00:17:00.629>today, <00:17:00.756>they <00:17:00.883>are <00:17:01.010>focused <00:17:01.138>on <00:17:01.265>on <00:17:01.392>individual <00:17:01.520>productivity.

00:17:02.990 --> 00:17:03.000 align:start position:0%
<00:17:02.990>focused <00:17:02.992>on <00:17:02.994>on <00:17:02.996>individual <00:17:02.999>productivity.

00:17:03.000 --> 00:17:06.470 align:start position:0%
<00:17:03.000>focused <00:17:03.127>on <00:17:03.254>on <00:17:03.381>individual <00:17:03.509>productivity. <00:17:03.636>We <00:17:03.763>make <00:17:03.890>single <00:17:04.018>developer <00:17:04.145>be <00:17:04.272>capable <00:17:04.400>of

00:17:06.470 --> 00:17:06.480 align:start position:0%
<00:17:06.470>We <00:17:06.471>make <00:17:06.473>single <00:17:06.474>developer <00:17:06.476>be <00:17:06.477>capable <00:17:06.479>of

00:17:06.480 --> 00:17:08.429 align:start position:0%
<00:17:06.480>We <00:17:06.635>make <00:17:06.791>single <00:17:06.946>developer <00:17:07.102>be <00:17:07.257>capable <00:17:07.413>of <00:17:07.568>running <00:17:07.724>really <00:17:07.880>fast.

00:17:08.429 --> 00:17:08.439 align:start position:0%
<00:17:08.429>running <00:17:08.433>really <00:17:08.438>fast.

00:17:08.439 --> 00:17:10.350 align:start position:0%
<00:17:08.439>running <00:17:08.594>really <00:17:08.750>fast. <00:17:08.905>But <00:17:09.061>running <00:17:09.216>really <00:17:09.372>fast <00:17:09.527>is <00:17:09.683>probably <00:17:09.839>not

00:17:10.350 --> 00:17:10.360 align:start position:0%
<00:17:10.349>But <00:17:10.351>running <00:17:10.352>really <00:17:10.354>fast <00:17:10.356>is <00:17:10.357>probably <00:17:10.358>not

00:17:10.360 --> 00:17:12.670 align:start position:0%
<00:17:10.359>But <00:17:10.453>running <00:17:10.546>really <00:17:10.639>fast <00:17:10.733>is <00:17:10.826>probably <00:17:10.919>not <00:17:11.013>the <00:17:11.106>best <00:17:11.199>way <00:17:11.293>to <00:17:11.386>scale <00:17:11.479>the <00:17:11.573>process <00:17:11.666>as <00:17:11.760>a

00:17:12.670 --> 00:17:12.680 align:start position:0%
<00:17:12.670>the <00:17:12.671>best <00:17:12.672>way <00:17:12.673>to <00:17:12.674>scale <00:17:12.675>the <00:17:12.676>process <00:17:12.677>as <00:17:12.679>a

00:17:12.680 --> 00:17:14.829 align:start position:0%
<00:17:12.680>the <00:17:12.835>best <00:17:12.991>way <00:17:13.146>to <00:17:13.302>scale <00:17:13.457>the <00:17:13.613>process <00:17:13.768>as <00:17:13.924>a <00:17:14.080>whole.

00:17:14.829 --> 00:17:14.839 align:start position:0%
whole.

00:17:14.839 --> 00:17:16.910 align:start position:0%
<00:17:14.839>whole. <00:17:15.013>So, <00:17:15.188>let's <00:17:15.364>go <00:17:15.539>back <00:17:15.714>to <00:17:15.888>this <00:17:16.063>my <00:17:16.239>original

00:17:16.910 --> 00:17:16.920 align:start position:0%
<00:17:16.910>So, <00:17:16.911>let's <00:17:16.912>go <00:17:16.913>back <00:17:16.915>to <00:17:16.916>this <00:17:16.917>my <00:17:16.919>original

00:17:16.920 --> 00:17:18.949 align:start position:0%
<00:17:16.920>So, <00:17:17.036>let's <00:17:17.153>go <00:17:17.270>back <00:17:17.386>to <00:17:17.503>this <00:17:17.620>my <00:17:17.736>original <00:17:17.853>definition, <00:17:17.970>and <00:17:18.086>specifically <00:17:18.203>let's <00:17:18.320>focus

00:17:18.949 --> 00:17:18.959 align:start position:0%
<00:17:18.949>definition, <00:17:18.951>and <00:17:18.953>specifically <00:17:18.955>let's <00:17:18.958>focus

00:17:18.959 --> 00:17:21.550 align:start position:0%
<00:17:18.959>definition, <00:17:19.086>and <00:17:19.213>specifically <00:17:19.340>let's <00:17:19.468>focus <00:17:19.595>on <00:17:19.722>on <00:17:19.849>process <00:17:19.977>of <00:17:20.104>building <00:17:20.231>software, <00:17:20.359>of

00:17:21.550 --> 00:17:21.560 align:start position:0%
<00:17:21.550>on <00:17:21.551>on <00:17:21.552>process <00:17:21.554>of <00:17:21.556>building <00:17:21.557>software, <00:17:21.559>of

00:17:21.560 --> 00:17:24.270 align:start position:0%
<00:17:21.560>on <00:17:21.715>on <00:17:21.871>process <00:17:22.026>of <00:17:22.182>building <00:17:22.337>software, <00:17:22.493>of <00:17:22.648>manufacturing, <00:17:22.804>of <00:17:22.960>executing.

00:17:24.270 --> 00:17:24.280 align:start position:0%
<00:17:24.270>manufacturing, <00:17:24.274>of <00:17:24.279>executing.

00:17:24.280 --> 00:17:25.030 align:start position:0%
<00:17:24.280>manufacturing, <00:17:24.504>of <00:17:24.730>executing. <00:17:24.954>Uh

00:17:25.030 --> 00:17:25.040 align:start position:0%
Uh

00:17:25.040 --> 00:17:28.350 align:start position:0%
<00:17:25.040>Uh <00:17:25.240>but <00:17:25.440>looking <00:17:25.639>at <00:17:25.839>our <00:17:26.040>history <00:17:26.240>of <00:17:26.440>humankind,

00:17:28.350 --> 00:17:28.360 align:start position:0%
<00:17:28.349>but <00:17:28.351>looking <00:17:28.352>at <00:17:28.354>our <00:17:28.356>history <00:17:28.357>of <00:17:28.358>humankind,

00:17:28.360 --> 00:17:30.670 align:start position:0%
<00:17:28.359>but <00:17:28.459>looking <00:17:28.560>at <00:17:28.659>our <00:17:28.760>history <00:17:28.860>of <00:17:28.959>humankind, <00:17:29.060>like <00:17:29.159>we <00:17:29.260>we <00:17:29.360>can <00:17:29.459>easily <00:17:29.560>observe <00:17:29.659>that <00:17:29.760>we

00:17:30.670 --> 00:17:30.680 align:start position:0%
<00:17:30.670>like <00:17:30.671>we <00:17:30.672>we <00:17:30.673>can <00:17:30.675>easily <00:17:30.676>observe <00:17:30.677>that <00:17:30.679>we

00:17:30.680 --> 00:17:32.710 align:start position:0%
<00:17:30.680>like <00:17:30.787>we <00:17:30.895>we <00:17:31.003>can <00:17:31.110>easily <00:17:31.218>observe <00:17:31.326>that <00:17:31.433>we <00:17:31.541>don't <00:17:31.649>you <00:17:31.756>don't <00:17:31.864>scale <00:17:31.972>manufacturing <00:17:32.080>by

00:17:32.710 --> 00:17:32.720 align:start position:0%
<00:17:32.710>don't <00:17:32.711>you <00:17:32.713>don't <00:17:32.715>scale <00:17:32.717>manufacturing <00:17:32.719>by

00:17:32.720 --> 00:17:34.990 align:start position:0%
<00:17:32.720>don't <00:17:32.847>you <00:17:32.974>don't <00:17:33.101>scale <00:17:33.229>manufacturing <00:17:33.356>by <00:17:33.483>running <00:17:33.610>faster <00:17:33.738>as <00:17:33.865>a <00:17:33.992>individuals. <00:17:34.120>What

00:17:34.990 --> 00:17:35.000 align:start position:0%
<00:17:34.990>running <00:17:34.991>faster <00:17:34.993>as <00:17:34.995>a <00:17:34.997>individuals. <00:17:34.999>What

00:17:35.000 --> 00:17:37.350 align:start position:0%
<00:17:35.000>running <00:17:35.116>faster <00:17:35.233>as <00:17:35.350>a <00:17:35.466>individuals. <00:17:35.583>What <00:17:35.700>you <00:17:35.816>do, <00:17:35.933>you <00:17:36.050>build <00:17:36.166>factories. <00:17:36.283>What <00:17:36.400>are

00:17:37.350 --> 00:17:37.360 align:start position:0%
<00:17:37.350>you <00:17:37.351>do, <00:17:37.352>you <00:17:37.354>build <00:17:37.356>factories. <00:17:37.357>What <00:17:37.359>are

00:17:37.360 --> 00:17:39.350 align:start position:0%
<00:17:37.360>you <00:17:37.500>do, <00:17:37.639>you <00:17:37.780>build <00:17:37.919>factories. <00:17:38.060>What <00:17:38.199>are <00:17:38.340>factories? <00:17:38.479>Factories <00:17:38.620>are <00:17:38.760>automated

00:17:39.350 --> 00:17:39.360 align:start position:0%
<00:17:39.350>factories? <00:17:39.352>Factories <00:17:39.356>are <00:17:39.359>automated

00:17:39.360 --> 00:17:41.550 align:start position:0%
<00:17:39.360>factories? <00:17:39.500>Factories <00:17:39.639>are <00:17:39.780>automated <00:17:39.919>processes <00:17:40.060>that <00:17:40.199>you <00:17:40.340>can <00:17:40.479>introduce <00:17:40.620>to <00:17:40.760>the

00:17:41.550 --> 00:17:41.560 align:start position:0%
<00:17:41.550>processes <00:17:41.551>that <00:17:41.553>you <00:17:41.554>can <00:17:41.556>introduce <00:17:41.557>to <00:17:41.559>the

00:17:41.560 --> 00:17:43.710 align:start position:0%
<00:17:41.560>processes <00:17:41.687>that <00:17:41.814>you <00:17:41.941>can <00:17:42.069>introduce <00:17:42.196>to <00:17:42.323>the <00:17:42.450>to <00:17:42.578>the <00:17:42.705>to <00:17:42.832>the <00:17:42.960>pipeline.

00:17:43.710 --> 00:17:43.720 align:start position:0%
<00:17:43.710>to <00:17:43.712>the <00:17:43.714>to <00:17:43.716>the <00:17:43.719>pipeline.

00:17:43.720 --> 00:17:45.630 align:start position:0%
<00:17:43.720>to <00:17:43.836>the <00:17:43.953>to <00:17:44.070>the <00:17:44.186>pipeline. <00:17:44.303>And <00:17:44.420>our <00:17:44.536>take <00:17:44.653>for <00:17:44.770>that <00:17:44.886>is <00:17:45.003>this <00:17:45.120>concept

00:17:45.630 --> 00:17:45.640 align:start position:0%
<00:17:45.630>And <00:17:45.631>our <00:17:45.632>take <00:17:45.633>for <00:17:45.635>that <00:17:45.636>is <00:17:45.637>this <00:17:45.639>concept

00:17:45.640 --> 00:17:48.670 align:start position:0%
<00:17:45.640>And <00:17:45.747>our <00:17:45.855>take <00:17:45.963>for <00:17:46.070>that <00:17:46.178>is <00:17:46.286>this <00:17:46.393>concept <00:17:46.501>that <00:17:46.609>we've <00:17:46.716>coined <00:17:46.824>called <00:17:46.932>continuous <00:17:47.040>AI.

00:17:48.670 --> 00:17:48.680 align:start position:0%
<00:17:48.670>that <00:17:48.671>we've <00:17:48.673>coined <00:17:48.675>called <00:17:48.677>continuous <00:17:48.679>AI.

00:17:48.680 --> 00:17:50.950 align:start position:0%
<00:17:48.680>that <00:17:48.796>we've <00:17:48.913>coined <00:17:49.030>called <00:17:49.146>continuous <00:17:49.263>AI. <00:17:49.380>Uh <00:17:49.496>probably <00:17:49.613>as <00:17:49.730>the <00:17:49.846>name <00:17:49.963>suggests, <00:17:50.080>it's

00:17:50.950 --> 00:17:50.960 align:start position:0%
<00:17:50.950>Uh <00:17:50.951>probably <00:17:50.953>as <00:17:50.954>the <00:17:50.956>name <00:17:50.957>suggests, <00:17:50.959>it's

00:17:50.960 --> 00:17:52.350 align:start position:0%
<00:17:50.960>Uh <00:17:51.085>probably <00:17:51.210>as <00:17:51.335>the <00:17:51.460>name <00:17:51.585>suggests, <00:17:51.710>it's <00:17:51.835>similar <00:17:51.960>to <00:17:52.085>continuous <00:17:52.211>integration,

00:17:52.350 --> 00:17:52.360 align:start position:0%
<00:17:52.350>similar <00:17:52.352>to <00:17:52.356>continuous <00:17:52.359>integration,

00:17:52.360 --> 00:17:54.470 align:start position:0%
<00:17:52.360>similar <00:17:52.515>to <00:17:52.671>continuous <00:17:52.826>integration, <00:17:52.982>continuous <00:17:53.137>delivery. <00:17:53.293>So, <00:17:53.448>it <00:17:53.604>is <00:17:53.760>about

00:17:54.470 --> 00:17:54.480 align:start position:0%
<00:17:54.470>continuous <00:17:54.471>delivery. <00:17:54.473>So, <00:17:54.475>it <00:17:54.477>is <00:17:54.479>about

00:17:54.480 --> 00:17:56.870 align:start position:0%
<00:17:54.480>continuous <00:17:54.655>delivery. <00:17:54.830>So, <00:17:55.005>it <00:17:55.180>is <00:17:55.355>about <00:17:55.530>running <00:17:55.705>AI <00:17:55.880>workflows

00:17:56.870 --> 00:17:56.880 align:start position:0%
<00:17:56.870>running <00:17:56.874>AI <00:17:56.879>workflows

00:17:56.880 --> 00:17:57.550 align:start position:0%
<00:17:56.880>running <00:17:57.081>AI <00:17:57.282>workflows <00:17:57.483>uh

00:17:57.550 --> 00:17:57.560 align:start position:0%
uh

00:17:57.560 --> 00:17:59.870 align:start position:0%
<00:17:57.560>uh <00:17:57.840>automatically <00:17:58.120>based <00:17:58.399>on <00:17:58.679>some <00:17:58.960>triggers,

00:17:59.870 --> 00:17:59.880 align:start position:0%
<00:17:59.870>automatically <00:17:59.872>based <00:17:59.874>on <00:17:59.876>some <00:17:59.879>triggers,

00:17:59.880 --> 00:18:01.910 align:start position:0%
<00:17:59.880>automatically <00:18:00.020>based <00:18:00.160>on <00:18:00.300>some <00:18:00.440>triggers, <00:18:00.580>just <00:18:00.720>like <00:18:00.860>normal <00:18:01.000>CI/CD. <00:18:01.140>What <00:18:01.280>is

00:18:01.910 --> 00:18:01.920 align:start position:0%
<00:18:01.910>just <00:18:01.911>like <00:18:01.913>normal <00:18:01.915>CI/CD. <00:18:01.917>What <00:18:01.919>is

00:18:01.920 --> 00:18:04.550 align:start position:0%
<00:18:01.920>just <00:18:02.020>like <00:18:02.120>normal <00:18:02.220>CI/CD. <00:18:02.320>What <00:18:02.420>is <00:18:02.520>different <00:18:02.620>is <00:18:02.720>that <00:18:02.820>with <00:18:02.920>CI <00:18:03.020>or <00:18:03.120>CD, <00:18:03.220>you <00:18:03.320>are

00:18:04.550 --> 00:18:04.560 align:start position:0%
<00:18:04.550>different <00:18:04.551>is <00:18:04.552>that <00:18:04.553>with <00:18:04.554>CI <00:18:04.555>or <00:18:04.556>CD, <00:18:04.557>you <00:18:04.559>are

00:18:04.560 --> 00:18:06.950 align:start position:0%
<00:18:04.560>different <00:18:04.647>is <00:18:04.735>that <00:18:04.822>with <00:18:04.909>CI <00:18:04.997>or <00:18:05.085>CD, <00:18:05.172>you <00:18:05.260>are <00:18:05.347>limited <00:18:05.435>to <00:18:05.522>what <00:18:05.610>you <00:18:05.697>can <00:18:05.784>script, <00:18:05.872>to <00:18:05.960>to

00:18:06.950 --> 00:18:06.960 align:start position:0%
<00:18:06.950>limited <00:18:06.951>to <00:18:06.952>what <00:18:06.953>you <00:18:06.955>can <00:18:06.956>script, <00:18:06.957>to <00:18:06.959>to

00:18:06.960 --> 00:18:08.670 align:start position:0%
<00:18:06.960>limited <00:18:07.100>to <00:18:07.240>what <00:18:07.380>you <00:18:07.520>can <00:18:07.660>script, <00:18:07.800>to <00:18:07.940>to <00:18:08.080>very <00:18:08.220>small <00:18:08.360>things.

00:18:08.670 --> 00:18:08.680 align:start position:0%
<00:18:08.670>very <00:18:08.674>small <00:18:08.679>things.

00:18:08.680 --> 00:18:11.270 align:start position:0%
<00:18:08.680>very <00:18:08.820>small <00:18:08.960>things. <00:18:09.100>With <00:18:09.240>AI, <00:18:09.380>you <00:18:09.520>can <00:18:09.660>do <00:18:09.800>anything. <00:18:09.940>Do <00:18:10.080>you

00:18:11.270 --> 00:18:11.280 align:start position:0%
<00:18:11.270>With <00:18:11.271>AI, <00:18:11.272>you <00:18:11.273>can <00:18:11.275>do <00:18:11.276>anything. <00:18:11.277>Do <00:18:11.279>you

00:18:11.280 --> 00:18:13.990 align:start position:0%
<00:18:11.280>With <00:18:11.387>AI, <00:18:11.495>you <00:18:11.603>can <00:18:11.710>do <00:18:11.818>anything. <00:18:11.926>Do <00:18:12.033>you <00:18:12.141>want <00:18:12.249>to <00:18:12.356>have <00:18:12.464>daily <00:18:12.572>report <00:18:12.680>about

00:18:13.990 --> 00:18:14.000 align:start position:0%
<00:18:13.990>want <00:18:13.991>to <00:18:13.993>have <00:18:13.995>daily <00:18:13.997>report <00:18:13.999>about

00:18:14.000 --> 00:18:15.950 align:start position:0%
<00:18:14.000>want <00:18:14.127>to <00:18:14.254>have <00:18:14.381>daily <00:18:14.509>report <00:18:14.636>about <00:18:14.763>uh <00:18:14.890>activity <00:18:15.018>in <00:18:15.145>your <00:18:15.272>repository? <00:18:15.400>Sure,

00:18:15.950 --> 00:18:15.960 align:start position:0%
<00:18:15.950>uh <00:18:15.951>activity <00:18:15.953>in <00:18:15.955>your <00:18:15.957>repository? <00:18:15.959>Sure,

00:18:15.960 --> 00:18:18.230 align:start position:0%
<00:18:15.960>uh <00:18:16.060>activity <00:18:16.160>in <00:18:16.260>your <00:18:16.360>repository? <00:18:16.460>Sure, <00:18:16.560>you <00:18:16.660>can <00:18:16.760>do <00:18:16.860>that. <00:18:16.960>Do <00:18:17.060>you <00:18:17.160>want <00:18:17.260>to <00:18:17.360>have

00:18:18.230 --> 00:18:18.240 align:start position:0%
<00:18:18.230>you <00:18:18.231>can <00:18:18.232>do <00:18:18.233>that. <00:18:18.234>Do <00:18:18.235>you <00:18:18.236>want <00:18:18.237>to <00:18:18.239>have

00:18:18.240 --> 00:18:22.310 align:start position:0%
<00:18:18.240>you <00:18:18.333>can <00:18:18.426>do <00:18:18.520>that. <00:18:18.613>Do <00:18:18.706>you <00:18:18.800>want <00:18:18.893>to <00:18:18.986>have <00:18:19.080>agent <00:18:19.173>every <00:18:19.266>day <00:18:19.360>checking <00:18:19.453>uh <00:18:19.546>if <00:18:19.640>test

00:18:22.310 --> 00:18:22.320 align:start position:0%
<00:18:22.310>agent <00:18:22.311>every <00:18:22.312>day <00:18:22.314>checking <00:18:22.316>uh <00:18:22.317>if <00:18:22.319>test

00:18:22.320 --> 00:18:23.870 align:start position:0%
<00:18:22.320>agent <00:18:22.427>every <00:18:22.534>day <00:18:22.641>checking <00:18:22.749>uh <00:18:22.856>if <00:18:22.963>test <00:18:23.071>coverage <00:18:23.178>has <00:18:23.285>moved <00:18:23.393>into <00:18:23.500>the <00:18:23.607>the <00:18:23.715>right

00:18:23.870 --> 00:18:23.880 align:start position:0%
<00:18:23.870>coverage <00:18:23.871>has <00:18:23.873>moved <00:18:23.874>into <00:18:23.876>the <00:18:23.877>the <00:18:23.879>right

00:18:23.880 --> 00:18:25.710 align:start position:0%
<00:18:23.880>coverage <00:18:23.987>has <00:18:24.095>moved <00:18:24.203>into <00:18:24.310>the <00:18:24.418>the <00:18:24.526>right <00:18:24.633>direction <00:18:24.741>and <00:18:24.849>or <00:18:24.956>send <00:18:25.064>you <00:18:25.172>pull <00:18:25.280>request

00:18:25.710 --> 00:18:25.720 align:start position:0%
<00:18:25.710>direction <00:18:25.711>and <00:18:25.713>or <00:18:25.714>send <00:18:25.716>you <00:18:25.717>pull <00:18:25.719>request

00:18:25.720 --> 00:18:27.470 align:start position:0%
<00:18:25.720>direction <00:18:25.836>and <00:18:25.953>or <00:18:26.070>send <00:18:26.186>you <00:18:26.303>pull <00:18:26.420>request <00:18:26.536>improving <00:18:26.653>the <00:18:26.770>test <00:18:26.886>coverage. <00:18:27.003>You <00:18:27.120>can

00:18:27.470 --> 00:18:27.480 align:start position:0%
<00:18:27.470>improving <00:18:27.471>the <00:18:27.473>test <00:18:27.475>coverage. <00:18:27.477>You <00:18:27.479>can

00:18:27.480 --> 00:18:30.430 align:start position:0%
<00:18:27.480>improving <00:18:27.587>the <00:18:27.695>test <00:18:27.803>coverage. <00:18:27.910>You <00:18:28.018>can <00:18:28.126>easily <00:18:28.233>do <00:18:28.341>that. <00:18:28.449>Do <00:18:28.556>Anything <00:18:28.664>like <00:18:28.772>that <00:18:28.880>is

00:18:30.430 --> 00:18:30.440 align:start position:0%
<00:18:30.430>easily <00:18:30.431>do <00:18:30.432>that. <00:18:30.433>Do <00:18:30.435>Anything <00:18:30.436>like <00:18:30.437>that <00:18:30.439>is

00:18:30.440 --> 00:18:33.350 align:start position:0%
<00:18:30.440>easily <00:18:30.540>do <00:18:30.640>that. <00:18:30.740>Do <00:18:30.840>Anything <00:18:30.940>like <00:18:31.040>that <00:18:31.140>is <00:18:31.240>possible <00:18:31.340>with <00:18:31.440>AI. <00:18:31.540>But <00:18:31.640>when <00:18:31.740>we <00:18:31.840>run

00:18:33.350 --> 00:18:33.360 align:start position:0%
<00:18:33.350>possible <00:18:33.351>with <00:18:33.352>AI. <00:18:33.354>But <00:18:33.356>when <00:18:33.357>we <00:18:33.359>run

00:18:33.360 --> 00:18:35.630 align:start position:0%
<00:18:33.360>possible <00:18:33.487>with <00:18:33.614>AI. <00:18:33.741>But <00:18:33.869>when <00:18:33.996>we <00:18:34.123>run <00:18:34.250>agents <00:18:34.378>automatically <00:18:34.505>based <00:18:34.632>on <00:18:34.760>some

00:18:35.630 --> 00:18:35.640 align:start position:0%
<00:18:35.630>agents <00:18:35.632>automatically <00:18:35.634>based <00:18:35.636>on <00:18:35.639>some

00:18:35.640 --> 00:18:37.990 align:start position:0%
<00:18:35.640>agents <00:18:35.795>automatically <00:18:35.951>based <00:18:36.106>on <00:18:36.262>some <00:18:36.417>triggers, <00:18:36.573>that <00:18:36.728>obviously <00:18:36.884>means <00:18:37.040>less

00:18:37.990 --> 00:18:38.000 align:start position:0%
<00:18:37.990>triggers, <00:18:37.992>that <00:18:37.994>obviously <00:18:37.996>means <00:18:37.999>less

00:18:38.000 --> 00:18:40.190 align:start position:0%
<00:18:38.000>triggers, <00:18:38.200>that <00:18:38.400>obviously <00:18:38.600>means <00:18:38.800>less <00:18:39.000>human <00:18:39.200>supervision. <00:18:39.400>The

00:18:40.190 --> 00:18:40.200 align:start position:0%
<00:18:40.190>human <00:18:40.194>supervision. <00:18:40.199>The

00:18:40.200 --> 00:18:42.310 align:start position:0%
<00:18:40.200>human <00:18:40.355>supervision. <00:18:40.511>The <00:18:40.666>human <00:18:40.822>supervision <00:18:40.977>will <00:18:41.133>be <00:18:41.288>there <00:18:41.444>at <00:18:41.600>the

00:18:42.310 --> 00:18:42.320 align:start position:0%
<00:18:42.310>human <00:18:42.311>supervision <00:18:42.312>will <00:18:42.314>be <00:18:42.316>there <00:18:42.317>at <00:18:42.319>the

00:18:42.320 --> 00:18:44.910 align:start position:0%
<00:18:42.320>human <00:18:42.419>supervision <00:18:42.520>will <00:18:42.620>be <00:18:42.720>there <00:18:42.820>at <00:18:42.919>the <00:18:43.020>last <00:18:43.120>step <00:18:43.220>of <00:18:43.320>the <00:18:43.419>process, <00:18:43.520>but <00:18:43.620>it's <00:18:43.720>less

00:18:44.910 --> 00:18:44.920 align:start position:0%
<00:18:44.910>last <00:18:44.911>step <00:18:44.912>of <00:18:44.913>the <00:18:44.915>process, <00:18:44.916>but <00:18:44.917>it's <00:18:44.919>less

00:18:44.920 --> 00:18:46.990 align:start position:0%
<00:18:44.920>last <00:18:45.020>step <00:18:45.120>of <00:18:45.220>the <00:18:45.320>process, <00:18:45.420>but <00:18:45.520>it's <00:18:45.620>less <00:18:45.720>than <00:18:45.820>you <00:18:45.920>checking <00:18:46.020>every <00:18:46.120>step <00:18:46.220>in <00:18:46.320>your

00:18:46.990 --> 00:18:47.000 align:start position:0%
<00:18:46.990>than <00:18:46.991>you <00:18:46.993>checking <00:18:46.994>every <00:18:46.996>step <00:18:46.997>in <00:18:46.999>your

00:18:47.000 --> 00:18:48.270 align:start position:0%
<00:18:47.000>than <00:18:47.163>you <00:18:47.326>checking <00:18:47.489>every <00:18:47.653>step <00:18:47.816>in <00:18:47.979>your <00:18:48.143>editor.

00:18:48.270 --> 00:18:48.280 align:start position:0%
editor.

00:18:48.280 --> 00:18:50.470 align:start position:0%
<00:18:48.280>editor. <00:18:48.480>That <00:18:48.680>means <00:18:48.879>that <00:18:49.080>things <00:18:49.280>like <00:18:49.480>security <00:18:49.680>and

00:18:50.470 --> 00:18:50.480 align:start position:0%
<00:18:50.470>That <00:18:50.471>means <00:18:50.473>that <00:18:50.474>things <00:18:50.476>like <00:18:50.477>security <00:18:50.479>and

00:18:50.480 --> 00:18:53.870 align:start position:0%
<00:18:50.480>That <00:18:50.596>means <00:18:50.713>that <00:18:50.830>things <00:18:50.946>like <00:18:51.063>security <00:18:51.180>and <00:18:51.296>AI <00:18:51.413>ops <00:18:51.530>have <00:18:51.646>become <00:18:51.763>very <00:18:51.880>important.

00:18:53.870 --> 00:18:53.880 align:start position:0%
<00:18:53.870>AI <00:18:53.871>ops <00:18:53.873>have <00:18:53.875>become <00:18:53.877>very <00:18:53.879>important.

00:18:53.880 --> 00:18:57.110 align:start position:0%
<00:18:53.880>AI <00:18:53.987>ops <00:18:54.095>have <00:18:54.203>become <00:18:54.310>very <00:18:54.418>important. <00:18:54.526>On <00:18:54.633>this <00:18:54.741>track, <00:18:54.849>earlier <00:18:54.956>today <00:18:55.064>we <00:18:55.172>had <00:18:55.280>uh

00:18:57.110 --> 00:18:57.120 align:start position:0%
<00:18:57.110>On <00:18:57.111>this <00:18:57.112>track, <00:18:57.113>earlier <00:18:57.115>today <00:18:57.116>we <00:18:57.117>had <00:18:57.119>uh

00:18:57.120 --> 00:18:58.910 align:start position:0%
<00:18:57.120>On <00:18:57.247>this <00:18:57.374>track, <00:18:57.501>earlier <00:18:57.629>today <00:18:57.756>we <00:18:57.883>had <00:18:58.010>uh <00:18:58.138>one <00:18:58.265>talk <00:18:58.392>about <00:18:58.520>that,

00:18:58.910 --> 00:18:58.920 align:start position:0%
<00:18:58.910>one <00:18:58.913>talk <00:18:58.916>about <00:18:58.919>that,

00:18:58.920 --> 00:18:59.910 align:start position:0%
<00:18:58.920>one <00:18:59.142>talk <00:18:59.365>about <00:18:59.588>that, <00:18:59.811>uh

00:18:59.910 --> 00:18:59.920 align:start position:0%
uh

00:18:59.920 --> 00:19:02.150 align:start position:0%
<00:18:59.920>uh <00:19:00.075>which <00:19:00.231>was <00:19:00.386>like <00:19:00.542>very <00:19:00.697>close <00:19:00.853>to <00:19:01.008>to <00:19:01.164>to <00:19:01.320>our

00:19:02.150 --> 00:19:02.160 align:start position:0%
<00:19:02.150>which <00:19:02.151>was <00:19:02.152>like <00:19:02.153>very <00:19:02.154>close <00:19:02.155>to <00:19:02.156>to <00:19:02.157>to <00:19:02.159>our

00:19:02.160 --> 00:19:04.990 align:start position:0%
<00:19:02.160>which <00:19:02.237>was <00:19:02.315>like <00:19:02.393>very <00:19:02.471>close <00:19:02.548>to <00:19:02.626>to <00:19:02.704>to <00:19:02.782>our <00:19:02.860>take <00:19:02.937>on <00:19:03.015>on <00:19:03.093>on <00:19:03.171>on <00:19:03.248>security <00:19:03.326>and <00:19:03.404>AI <00:19:03.482>ops <00:19:03.560>for

00:19:04.990 --> 00:19:05.000 align:start position:0%
<00:19:04.990>take <00:19:04.991>on <00:19:04.992>on <00:19:04.993>on <00:19:04.994>on <00:19:04.995>security <00:19:04.996>and <00:19:04.997>AI <00:19:04.998>ops <00:19:04.999>for

00:19:05.000 --> 00:19:07.470 align:start position:0%
<00:19:05.000>take <00:19:05.116>on <00:19:05.233>on <00:19:05.350>on <00:19:05.466>on <00:19:05.583>security <00:19:05.700>and <00:19:05.816>AI <00:19:05.933>ops <00:19:06.050>for <00:19:06.166>automated <00:19:06.283>AI <00:19:06.400>agents.

00:19:07.470 --> 00:19:07.480 align:start position:0%
<00:19:07.470>automated <00:19:07.474>AI <00:19:07.479>agents.

00:19:07.480 --> 00:19:09.110 align:start position:0%
<00:19:07.480>automated <00:19:07.680>AI <00:19:07.880>agents. <00:19:08.080>Organizations, <00:19:08.280>especially <00:19:08.480>the <00:19:08.680>bigger <00:19:08.880>the

00:19:09.110 --> 00:19:09.120 align:start position:0%
<00:19:09.110>Organizations, <00:19:09.112>especially <00:19:09.114>the <00:19:09.116>bigger <00:19:09.119>the

00:19:09.120 --> 00:19:10.590 align:start position:0%
<00:19:09.120>Organizations, <00:19:09.340>especially <00:19:09.561>the <00:19:09.781>bigger <00:19:10.002>the <00:19:10.222>organization, <00:19:10.443>the

00:19:10.590 --> 00:19:10.600 align:start position:0%
<00:19:10.590>organization, <00:19:10.599>the

00:19:10.600 --> 00:19:13.190 align:start position:0%
<00:19:10.600>organization, <00:19:10.755>the <00:19:10.911>the <00:19:11.066>truer <00:19:11.222>this <00:19:11.377>take <00:19:11.533>is, <00:19:11.688>they <00:19:11.844>cannot <00:19:12.000>just

00:19:13.190 --> 00:19:13.200 align:start position:0%
<00:19:13.190>the <00:19:13.191>truer <00:19:13.192>this <00:19:13.193>take <00:19:13.195>is, <00:19:13.196>they <00:19:13.197>cannot <00:19:13.199>just

00:19:13.200 --> 00:19:15.230 align:start position:0%
<00:19:13.200>the <00:19:13.300>truer <00:19:13.400>this <00:19:13.500>take <00:19:13.600>is, <00:19:13.700>they <00:19:13.800>cannot <00:19:13.900>just <00:19:14.000>release <00:19:14.100>agents <00:19:14.200>in <00:19:14.300>the <00:19:14.400>wild <00:19:14.500>because, <00:19:14.600>you

00:19:15.230 --> 00:19:15.240 align:start position:0%
<00:19:15.230>release <00:19:15.231>agents <00:19:15.233>in <00:19:15.234>the <00:19:15.236>wild <00:19:15.237>because, <00:19:15.239>you

00:19:15.240 --> 00:19:16.830 align:start position:0%
<00:19:15.240>release <00:19:15.440>agents <00:19:15.640>in <00:19:15.840>the <00:19:16.040>wild <00:19:16.240>because, <00:19:16.440>you <00:19:16.640>know,

00:19:16.830 --> 00:19:16.840 align:start position:0%
know,

00:19:16.840 --> 00:19:19.030 align:start position:0%
<00:19:16.840>know, <00:19:17.073>code <00:19:17.306>is <00:19:17.540>valuable, <00:19:17.773>their <00:19:18.006>repositories <00:19:18.240>are

00:19:19.030 --> 00:19:19.040 align:start position:0%
<00:19:19.030>code <00:19:19.031>is <00:19:19.033>valuable, <00:19:19.035>their <00:19:19.037>repositories <00:19:19.039>are

00:19:19.040 --> 00:19:20.910 align:start position:0%
<00:19:19.040>code <00:19:19.180>is <00:19:19.320>valuable, <00:19:19.460>their <00:19:19.600>repositories <00:19:19.740>are <00:19:19.879>valuable, <00:19:20.020>their <00:19:20.159>data <00:19:20.300>databases <00:19:20.440>are

00:19:20.910 --> 00:19:20.920 align:start position:0%
<00:19:20.910>valuable, <00:19:20.912>their <00:19:20.914>data <00:19:20.916>databases <00:19:20.919>are

00:19:20.920 --> 00:19:23.470 align:start position:0%
<00:19:20.920>valuable, <00:19:21.095>their <00:19:21.270>data <00:19:21.445>databases <00:19:21.620>are <00:19:21.795>valuable. <00:19:21.970>So, <00:19:22.145>you <00:19:22.320>know,

00:19:23.470 --> 00:19:23.480 align:start position:0%
<00:19:23.470>valuable. <00:19:23.473>So, <00:19:23.476>you <00:19:23.479>know,

00:19:23.480 --> 00:19:25.030 align:start position:0%
<00:19:23.480>valuable. <00:19:23.619>So, <00:19:23.759>you <00:19:23.898>know, <00:19:24.038>last <00:19:24.177>thing <00:19:24.317>you <00:19:24.456>want <00:19:24.596>is <00:19:24.735>getting <00:19:24.875>your

00:19:25.030 --> 00:19:25.040 align:start position:0%
<00:19:25.030>last <00:19:25.031>thing <00:19:25.033>you <00:19:25.034>want <00:19:25.036>is <00:19:25.037>getting <00:19:25.039>your

00:19:25.040 --> 00:19:26.950 align:start position:0%
<00:19:25.040>last <00:19:25.156>thing <00:19:25.273>you <00:19:25.389>want <00:19:25.506>is <00:19:25.623>getting <00:19:25.740>your <00:19:25.856>agent <00:19:25.973>prompt <00:19:26.090>injected <00:19:26.206>and <00:19:26.323>uploading <00:19:26.440>all

00:19:26.950 --> 00:19:26.960 align:start position:0%
<00:19:26.950>agent <00:19:26.951>prompt <00:19:26.953>injected <00:19:26.955>and <00:19:26.957>uploading <00:19:26.959>all

00:19:26.960 --> 00:19:28.670 align:start position:0%
<00:19:26.960>agent <00:19:27.076>prompt <00:19:27.193>injected <00:19:27.310>and <00:19:27.426>uploading <00:19:27.543>all <00:19:27.660>the <00:19:27.776>secrets <00:19:27.893>from <00:19:28.010>your <00:19:28.126>repository <00:19:28.243>to <00:19:28.360>some

00:19:28.670 --> 00:19:28.680 align:start position:0%
<00:19:28.670>the <00:19:28.671>secrets <00:19:28.673>from <00:19:28.674>your <00:19:28.676>repository <00:19:28.677>to <00:19:28.679>some

00:19:28.680 --> 00:19:30.350 align:start position:0%
<00:19:28.680>the <00:19:28.855>secrets <00:19:29.030>from <00:19:29.205>your <00:19:29.380>repository <00:19:29.555>to <00:19:29.730>some <00:19:29.905>external <00:19:30.080>server.

00:19:30.350 --> 00:19:30.360 align:start position:0%
<00:19:30.350>external <00:19:30.359>server.

00:19:30.360 --> 00:19:32.710 align:start position:0%
<00:19:30.360>external <00:19:30.515>server. <00:19:30.671>Or <00:19:30.826>even <00:19:30.982>if <00:19:31.137>you <00:19:31.293>just <00:19:31.448>run <00:19:31.604>open <00:19:31.760>source

00:19:32.710 --> 00:19:32.720 align:start position:0%
<00:19:32.710>Or <00:19:32.711>even <00:19:32.712>if <00:19:32.713>you <00:19:32.715>just <00:19:32.716>run <00:19:32.717>open <00:19:32.719>source

00:19:32.720 --> 00:19:35.390 align:start position:0%
<00:19:32.720>Or <00:19:32.807>even <00:19:32.895>if <00:19:32.982>you <00:19:33.070>just <00:19:33.157>run <00:19:33.245>open <00:19:33.332>source <00:19:33.420>project <00:19:33.507>and <00:19:33.595>you <00:19:33.682>run <00:19:33.770>use <00:19:33.857>AI <00:19:33.945>agent <00:19:34.032>to <00:19:34.120>help

00:19:35.390 --> 00:19:35.400 align:start position:0%
<00:19:35.390>project <00:19:35.391>and <00:19:35.392>you <00:19:35.393>run <00:19:35.394>use <00:19:35.395>AI <00:19:35.396>agent <00:19:35.397>to <00:19:35.399>help

00:19:35.400 --> 00:19:37.910 align:start position:0%
<00:19:35.400>project <00:19:35.487>and <00:19:35.575>you <00:19:35.662>run <00:19:35.750>use <00:19:35.837>AI <00:19:35.925>agent <00:19:36.012>to <00:19:36.100>help <00:19:36.187>you <00:19:36.275>help <00:19:36.362>you <00:19:36.450>maintain <00:19:36.537>it, <00:19:36.625>the <00:19:36.712>last <00:19:36.800>thing

00:19:37.910 --> 00:19:37.920 align:start position:0%
<00:19:37.910>you <00:19:37.911>help <00:19:37.912>you <00:19:37.913>maintain <00:19:37.915>it, <00:19:37.916>the <00:19:37.917>last <00:19:37.919>thing

00:19:37.920 --> 00:19:40.230 align:start position:0%
<00:19:37.920>you <00:19:38.007>help <00:19:38.095>you <00:19:38.182>maintain <00:19:38.270>it, <00:19:38.357>the <00:19:38.445>last <00:19:38.532>thing <00:19:38.620>you <00:19:38.707>want <00:19:38.795>is <00:19:38.882>to <00:19:38.970>spam <00:19:39.057>every <00:19:39.145>issue <00:19:39.232>of <00:19:39.320>the

00:19:40.230 --> 00:19:40.240 align:start position:0%
<00:19:40.230>you <00:19:40.231>want <00:19:40.232>is <00:19:40.233>to <00:19:40.234>spam <00:19:40.235>every <00:19:40.236>issue <00:19:40.237>of <00:19:40.239>the

00:19:40.240 --> 00:19:41.990 align:start position:0%
<00:19:40.240>you <00:19:40.333>want <00:19:40.426>is <00:19:40.520>to <00:19:40.613>spam <00:19:40.706>every <00:19:40.800>issue <00:19:40.893>of <00:19:40.986>the <00:19:41.080>on <00:19:41.173>the <00:19:41.266>project <00:19:41.360>because <00:19:41.453>that <00:19:41.546>will <00:19:41.640>just

00:19:41.990 --> 00:19:42.000 align:start position:0%
<00:19:41.990>on <00:19:41.991>the <00:19:41.993>project <00:19:41.994>because <00:19:41.996>that <00:19:41.997>will <00:19:41.999>just

00:19:42.000 --> 00:19:44.270 align:start position:0%
<00:19:42.000>on <00:19:42.107>the <00:19:42.215>project <00:19:42.323>because <00:19:42.430>that <00:19:42.538>will <00:19:42.646>just <00:19:42.753>annoy <00:19:42.861>the <00:19:42.969>users. <00:19:43.076>That <00:19:43.184>will <00:19:43.292>not <00:19:43.400>be

00:19:44.270 --> 00:19:44.280 align:start position:0%
<00:19:44.270>annoy <00:19:44.271>the <00:19:44.273>users. <00:19:44.274>That <00:19:44.276>will <00:19:44.277>not <00:19:44.279>be

00:19:44.280 --> 00:19:46.190 align:start position:0%
<00:19:44.280>annoy <00:19:44.480>the <00:19:44.680>users. <00:19:44.879>That <00:19:45.080>will <00:19:45.280>not <00:19:45.480>be <00:19:45.680>helpful.

00:19:46.190 --> 00:19:46.200 align:start position:0%
helpful.

00:19:46.200 --> 00:19:48.590 align:start position:0%
<00:19:46.200>helpful. <00:19:46.375>So, <00:19:46.550>because <00:19:46.725>of <00:19:46.900>that, <00:19:47.075>what <00:19:47.250>you <00:19:47.425>want <00:19:47.600>is

00:19:48.590 --> 00:19:48.600 align:start position:0%
<00:19:48.590>So, <00:19:48.591>because <00:19:48.592>of <00:19:48.593>that, <00:19:48.595>what <00:19:48.596>you <00:19:48.597>want <00:19:48.599>is

00:19:48.600 --> 00:19:51.670 align:start position:0%
<00:19:48.600>So, <00:19:48.693>because <00:19:48.786>of <00:19:48.879>that, <00:19:48.973>what <00:19:49.066>you <00:19:49.159>want <00:19:49.253>is <00:19:49.346>you <00:19:49.439>want <00:19:49.533>to <00:19:49.626>have <00:19:49.719>ability <00:19:49.813>to <00:19:49.906>limit <00:19:50.000>what

00:19:51.670 --> 00:19:51.680 align:start position:0%
<00:19:51.670>you <00:19:51.671>want <00:19:51.672>to <00:19:51.673>have <00:19:51.675>ability <00:19:51.676>to <00:19:51.677>limit <00:19:51.679>what

00:19:51.680 --> 00:19:55.270 align:start position:0%
<00:19:51.680>you <00:19:51.773>want <00:19:51.866>to <00:19:51.960>have <00:19:52.053>ability <00:19:52.146>to <00:19:52.240>limit <00:19:52.333>what <00:19:52.426>your <00:19:52.520>AI <00:19:52.613>agents <00:19:52.706>can <00:19:52.800>do, <00:19:52.893>uh <00:19:52.986>make <00:19:53.080>sure

00:19:55.270 --> 00:19:55.280 align:start position:0%
<00:19:55.270>your <00:19:55.271>AI <00:19:55.272>agents <00:19:55.273>can <00:19:55.275>do, <00:19:55.276>uh <00:19:55.277>make <00:19:55.279>sure

00:19:55.280 --> 00:19:58.110 align:start position:0%
<00:19:55.280>your <00:19:55.396>AI <00:19:55.513>agents <00:19:55.629>can <00:19:55.746>do, <00:19:55.863>uh <00:19:55.980>make <00:19:56.096>sure <00:19:56.213>that <00:19:56.330>those <00:19:56.446>limits <00:19:56.563>are <00:19:56.680>actually

00:19:58.110 --> 00:19:58.120 align:start position:0%
<00:19:58.110>that <00:19:58.112>those <00:19:58.114>limits <00:19:58.116>are <00:19:58.119>actually

00:19:58.120 --> 00:20:00.950 align:start position:0%
<00:19:58.120>that <00:19:58.247>those <00:19:58.374>limits <00:19:58.501>are <00:19:58.629>actually <00:19:58.756>true <00:19:58.883>and <00:19:59.010>they <00:19:59.138>hold. <00:19:59.265>And <00:19:59.392>those <00:19:59.520>limits

00:20:00.950 --> 00:20:00.960 align:start position:0%
<00:20:00.950>true <00:20:00.951>and <00:20:00.953>they <00:20:00.954>hold. <00:20:00.956>And <00:20:00.957>those <00:20:00.959>limits

00:20:00.960 --> 00:20:03.310 align:start position:0%
<00:20:00.960>true <00:20:01.067>and <00:20:01.175>they <00:20:01.283>hold. <00:20:01.390>And <00:20:01.498>those <00:20:01.606>limits <00:20:01.713>needs <00:20:01.821>to <00:20:01.929>apply <00:20:02.036>in <00:20:02.144>deterministic <00:20:02.252>way. <00:20:02.360>So,

00:20:03.310 --> 00:20:03.320 align:start position:0%
<00:20:03.310>needs <00:20:03.311>to <00:20:03.312>apply <00:20:03.314>in <00:20:03.316>deterministic <00:20:03.317>way. <00:20:03.319>So,

00:20:03.320 --> 00:20:05.230 align:start position:0%
<00:20:03.320>needs <00:20:03.427>to <00:20:03.535>apply <00:20:03.643>in <00:20:03.750>deterministic <00:20:03.858>way. <00:20:03.966>So, <00:20:04.073>they <00:20:04.181>cannot <00:20:04.289>be <00:20:04.396>part <00:20:04.504>of <00:20:04.612>your <00:20:04.720>prompt

00:20:05.230 --> 00:20:05.240 align:start position:0%
<00:20:05.230>they <00:20:05.231>cannot <00:20:05.233>be <00:20:05.234>part <00:20:05.236>of <00:20:05.237>your <00:20:05.239>prompt

00:20:05.240 --> 00:20:07.630 align:start position:0%
<00:20:05.240>they <00:20:05.333>cannot <00:20:05.426>be <00:20:05.520>part <00:20:05.613>of <00:20:05.706>your <00:20:05.800>prompt <00:20:05.893>toward <00:20:05.986>to <00:20:06.080>AI <00:20:06.173>agent, <00:20:06.266>but <00:20:06.360>they <00:20:06.453>need <00:20:06.546>to <00:20:06.640>be

00:20:07.630 --> 00:20:07.640 align:start position:0%
<00:20:07.630>toward <00:20:07.631>to <00:20:07.632>AI <00:20:07.633>agent, <00:20:07.634>but <00:20:07.635>they <00:20:07.636>need <00:20:07.637>to <00:20:07.639>be

00:20:07.640 --> 00:20:09.990 align:start position:0%
<00:20:07.640>toward <00:20:07.747>to <00:20:07.855>AI <00:20:07.963>agent, <00:20:08.070>but <00:20:08.178>they <00:20:08.286>need <00:20:08.393>to <00:20:08.501>be <00:20:08.609>deterministic <00:20:08.716>checks <00:20:08.824>around <00:20:08.932>your <00:20:09.040>AI

00:20:09.990 --> 00:20:10.000 align:start position:0%
<00:20:09.990>deterministic <00:20:09.992>checks <00:20:09.994>around <00:20:09.996>your <00:20:09.999>AI

00:20:10.000 --> 00:20:11.190 align:start position:0%
<00:20:10.000>deterministic <00:20:10.214>checks <00:20:10.428>around <00:20:10.642>your <00:20:10.856>AI <00:20:11.071>agent.

00:20:11.190 --> 00:20:11.200 align:start position:0%
agent.

00:20:11.200 --> 00:20:13.150 align:start position:0%
<00:20:11.200>agent. <00:20:11.355>And <00:20:11.511>we <00:20:11.666>have <00:20:11.822>project <00:20:11.977>for <00:20:12.133>that <00:20:12.288>that <00:20:12.444>we <00:20:12.600>are

00:20:13.150 --> 00:20:13.160 align:start position:0%
<00:20:13.150>And <00:20:13.151>we <00:20:13.152>have <00:20:13.153>project <00:20:13.154>for <00:20:13.155>that <00:20:13.156>that <00:20:13.157>we <00:20:13.159>are

00:20:13.160 --> 00:20:15.030 align:start position:0%
<00:20:13.160>And <00:20:13.253>we <00:20:13.346>have <00:20:13.440>project <00:20:13.533>for <00:20:13.626>that <00:20:13.720>that <00:20:13.813>we <00:20:13.906>are <00:20:14.000>working <00:20:14.093>on <00:20:14.186>at <00:20:14.280>next <00:20:14.373>and <00:20:14.466>it's <00:20:14.560>called

00:20:15.030 --> 00:20:15.040 align:start position:0%
<00:20:15.030>working <00:20:15.031>on <00:20:15.033>at <00:20:15.034>next <00:20:15.036>and <00:20:15.037>it's <00:20:15.039>called

00:20:15.040 --> 00:20:17.470 align:start position:0%
<00:20:15.040>working <00:20:15.195>on <00:20:15.351>at <00:20:15.506>next <00:20:15.662>and <00:20:15.817>it's <00:20:15.973>called <00:20:16.128>GitHub <00:20:16.284>agentic <00:20:16.440>workflows.

00:20:17.470 --> 00:20:17.480 align:start position:0%
<00:20:17.470>GitHub <00:20:17.474>agentic <00:20:17.479>workflows.

00:20:17.480 --> 00:20:19.270 align:start position:0%
<00:20:17.480>GitHub <00:20:17.946>agentic <00:20:18.413>workflows. <00:20:18.880>Uh

00:20:19.270 --> 00:20:19.280 align:start position:0%
Uh

00:20:19.280 --> 00:20:23.030 align:start position:0%
<00:20:19.280>Uh <00:20:19.480>I <00:20:19.680>will <00:20:19.879>not <00:20:20.080>go <00:20:20.280>into <00:20:20.480>details. <00:20:20.680>Uh

00:20:23.030 --> 00:20:23.040 align:start position:0%
<00:20:23.030>I <00:20:23.031>will <00:20:23.033>not <00:20:23.034>go <00:20:23.036>into <00:20:23.037>details. <00:20:23.039>Uh

00:20:23.040 --> 00:20:25.070 align:start position:0%
<00:20:23.040>I <00:20:23.139>will <00:20:23.240>not <00:20:23.340>go <00:20:23.440>into <00:20:23.540>details. <00:20:23.639>Uh <00:20:23.740>And <00:20:23.840>I <00:20:23.940>will <00:20:24.040>not <00:20:24.139>go <00:20:24.240>into <00:20:24.340>details <00:20:24.440>because

00:20:25.070 --> 00:20:25.080 align:start position:0%
<00:20:25.070>And <00:20:25.071>I <00:20:25.072>will <00:20:25.073>not <00:20:25.075>go <00:20:25.076>into <00:20:25.077>details <00:20:25.079>because

00:20:25.080 --> 00:20:27.470 align:start position:0%
<00:20:25.080>And <00:20:25.179>I <00:20:25.280>will <00:20:25.379>not <00:20:25.480>go <00:20:25.580>into <00:20:25.679>details <00:20:25.780>because <00:20:25.879>tomorrow <00:20:25.980>morning <00:20:26.080>at <00:20:26.179>9:00, <00:20:26.280>there <00:20:26.379>will <00:20:26.480>be

00:20:27.470 --> 00:20:27.480 align:start position:0%
<00:20:27.470>tomorrow <00:20:27.471>morning <00:20:27.473>at <00:20:27.474>9:00, <00:20:27.476>there <00:20:27.477>will <00:20:27.479>be

00:20:27.480 --> 00:20:29.550 align:start position:0%
<00:20:27.480>tomorrow <00:20:27.587>morning <00:20:27.695>at <00:20:27.803>9:00, <00:20:27.910>there <00:20:28.018>will <00:20:28.126>be <00:20:28.233>workshop <00:20:28.341>by <00:20:28.449>my <00:20:28.556>colleagues <00:20:28.664>from <00:20:28.772>team <00:20:28.880>Mara

00:20:29.550 --> 00:20:29.560 align:start position:0%
<00:20:29.550>workshop <00:20:29.551>by <00:20:29.553>my <00:20:29.554>colleagues <00:20:29.556>from <00:20:29.557>team <00:20:29.559>Mara

00:20:29.560 --> 00:20:31.070 align:start position:0%
<00:20:29.560>workshop <00:20:29.664>by <00:20:29.769>my <00:20:29.873>colleagues <00:20:29.978>from <00:20:30.082>team <00:20:30.187>Mara <00:20:30.291>and <00:20:30.396>Pele <00:20:30.500>that <00:20:30.605>they <00:20:30.709>will <00:20:30.814>be <00:20:30.918>doing

00:20:31.070 --> 00:20:31.080 align:start position:0%
<00:20:31.070>and <00:20:31.071>Pele <00:20:31.072>that <00:20:31.074>they <00:20:31.076>will <00:20:31.077>be <00:20:31.079>doing

00:20:31.080 --> 00:20:33.030 align:start position:0%
<00:20:31.080>and <00:20:31.220>Pele <00:20:31.360>that <00:20:31.500>they <00:20:31.639>will <00:20:31.780>be <00:20:31.919>doing <00:20:32.060>workshop <00:20:32.199>about <00:20:32.340>introducing <00:20:32.480>agenting

00:20:33.030 --> 00:20:33.040 align:start position:0%
<00:20:33.030>workshop <00:20:33.033>about <00:20:33.036>introducing <00:20:33.039>agenting

00:20:33.040 --> 00:20:34.710 align:start position:0%
<00:20:33.040>workshop <00:20:33.195>about <00:20:33.351>introducing <00:20:33.506>agenting <00:20:33.662>workflows <00:20:33.817>to <00:20:33.973>your <00:20:34.128>organization. <00:20:34.284>It <00:20:34.440>will

00:20:34.710 --> 00:20:34.720 align:start position:0%
<00:20:34.710>workflows <00:20:34.711>to <00:20:34.713>your <00:20:34.715>organization. <00:20:34.717>It <00:20:34.719>will

00:20:34.720 --> 00:20:37.470 align:start position:0%
<00:20:34.720>workflows <00:20:34.847>to <00:20:34.974>your <00:20:35.101>organization. <00:20:35.229>It <00:20:35.356>will <00:20:35.483>be <00:20:35.610>hands-on <00:20:35.738>workshop. <00:20:35.865>So, <00:20:35.992>please <00:20:36.120>do

00:20:37.470 --> 00:20:37.480 align:start position:0%
<00:20:37.470>be <00:20:37.471>hands-on <00:20:37.473>workshop. <00:20:37.475>So, <00:20:37.477>please <00:20:37.479>do

00:20:37.480 --> 00:20:39.790 align:start position:0%
<00:20:37.480>be <00:20:37.607>hands-on <00:20:37.734>workshop. <00:20:37.861>So, <00:20:37.989>please <00:20:38.116>do <00:20:38.243>that, <00:20:38.370>visit <00:20:38.498>it. <00:20:38.625>Agenting <00:20:38.752>workflows <00:20:38.880>are

00:20:39.790 --> 00:20:39.800 align:start position:0%
<00:20:39.790>that, <00:20:39.791>visit <00:20:39.793>it. <00:20:39.795>Agenting <00:20:39.797>workflows <00:20:39.799>are

00:20:39.800 --> 00:20:42.030 align:start position:0%
<00:20:39.800>that, <00:20:39.927>visit <00:20:40.054>it. <00:20:40.181>Agenting <00:20:40.309>workflows <00:20:40.436>are <00:20:40.563>already <00:20:40.690>used <00:20:40.818>in <00:20:40.945>production <00:20:41.072>by <00:20:41.200>whole

00:20:42.030 --> 00:20:42.040 align:start position:0%
<00:20:42.030>already <00:20:42.031>used <00:20:42.033>in <00:20:42.035>production <00:20:42.037>by <00:20:42.039>whole

00:20:42.040 --> 00:20:44.270 align:start position:0%
<00:20:42.040>already <00:20:42.156>used <00:20:42.273>in <00:20:42.389>production <00:20:42.506>by <00:20:42.623>whole <00:20:42.740>bunch <00:20:42.856>of <00:20:42.973>our <00:20:43.090>partners. <00:20:43.206>Uh <00:20:43.323>they <00:20:43.440>are

00:20:44.270 --> 00:20:44.280 align:start position:0%
<00:20:44.270>bunch <00:20:44.271>of <00:20:44.273>our <00:20:44.274>partners. <00:20:44.276>Uh <00:20:44.277>they <00:20:44.279>are

00:20:44.280 --> 00:20:46.710 align:start position:0%
<00:20:44.280>bunch <00:20:44.396>of <00:20:44.513>our <00:20:44.629>partners. <00:20:44.746>Uh <00:20:44.863>they <00:20:44.980>are <00:20:45.096>available <00:20:45.213>as <00:20:45.330>a <00:20:45.446>open <00:20:45.563>source <00:20:45.680>project.

00:20:46.710 --> 00:20:46.720 align:start position:0%
<00:20:46.710>available <00:20:46.711>as <00:20:46.713>a <00:20:46.715>open <00:20:46.717>source <00:20:46.719>project.

00:20:46.720 --> 00:20:48.590 align:start position:0%
<00:20:46.720>available <00:20:46.827>as <00:20:46.935>a <00:20:47.043>open <00:20:47.150>source <00:20:47.258>project. <00:20:47.366>They're <00:20:47.473>on <00:20:47.581>GitHub. <00:20:47.689>Uh <00:20:47.796>you <00:20:47.904>can <00:20:48.012>check <00:20:48.120>it

00:20:48.590 --> 00:20:48.600 align:start position:0%
<00:20:48.590>They're <00:20:48.591>on <00:20:48.592>GitHub. <00:20:48.593>Uh <00:20:48.595>you <00:20:48.596>can <00:20:48.597>check <00:20:48.599>it

00:20:48.600 --> 00:20:51.110 align:start position:0%
<00:20:48.600>They're <00:20:48.699>on <00:20:48.800>GitHub. <00:20:48.899>Uh <00:20:49.000>you <00:20:49.100>can <00:20:49.199>check <00:20:49.300>it <00:20:49.399>out <00:20:49.500>and <00:20:49.600>I <00:20:49.699>think <00:20:49.800>legally <00:20:49.899>speaking, <00:20:50.000>it's

00:20:51.110 --> 00:20:51.120 align:start position:0%
<00:20:51.110>out <00:20:51.111>and <00:20:51.112>I <00:20:51.114>think <00:20:51.116>legally <00:20:51.117>speaking, <00:20:51.119>it's

00:20:51.120 --> 00:20:53.550 align:start position:0%
<00:20:51.120>out <00:20:51.236>and <00:20:51.353>I <00:20:51.469>think <00:20:51.586>legally <00:20:51.703>speaking, <00:20:51.820>it's <00:20:51.936>public <00:20:52.053>preview, <00:20:52.169>whatever <00:20:52.286>it <00:20:52.403>means <00:20:52.520>for

00:20:53.550 --> 00:20:53.560 align:start position:0%
<00:20:53.550>public <00:20:53.551>preview, <00:20:53.553>whatever <00:20:53.555>it <00:20:53.557>means <00:20:53.559>for

00:20:53.560 --> 00:20:57.710 align:start position:0%
<00:20:53.560>public <00:20:53.715>preview, <00:20:53.871>whatever <00:20:54.026>it <00:20:54.182>means <00:20:54.337>for <00:20:54.493>open <00:20:54.648>source <00:20:54.804>library. <00:20:54.960>Uh

00:20:57.710 --> 00:20:57.720 align:start position:0%
<00:20:57.710>open <00:20:57.713>source <00:20:57.716>library. <00:20:57.719>Uh

00:20:57.720 --> 00:21:00.630 align:start position:0%
<00:20:57.720>open <00:20:57.827>source <00:20:57.935>library. <00:20:58.043>Uh <00:20:58.150>So, <00:20:58.258>this <00:20:58.366>is <00:20:58.473>how <00:20:58.581>it <00:20:58.689>looks <00:20:58.796>like <00:20:58.904>uh <00:20:59.012>in <00:20:59.120>very

00:21:00.630 --> 00:21:00.640 align:start position:0%
<00:21:00.630>So, <00:21:00.631>this <00:21:00.632>is <00:21:00.633>how <00:21:00.634>it <00:21:00.635>looks <00:21:00.636>like <00:21:00.637>uh <00:21:00.638>in <00:21:00.639>very

00:21:00.640 --> 00:21:02.390 align:start position:0%
<00:21:00.640>So, <00:21:00.727>this <00:21:00.815>is <00:21:00.902>how <00:21:00.990>it <00:21:01.077>looks <00:21:01.165>like <00:21:01.252>uh <00:21:01.340>in <00:21:01.427>very <00:21:01.515>short <00:21:01.602>demo. <00:21:01.690>So, <00:21:01.777>this <00:21:01.865>is <00:21:01.952>markdown <00:21:02.040>file

00:21:02.390 --> 00:21:02.400 align:start position:0%
<00:21:02.390>short <00:21:02.391>demo. <00:21:02.393>So, <00:21:02.394>this <00:21:02.396>is <00:21:02.397>markdown <00:21:02.399>file

00:21:02.400 --> 00:21:04.870 align:start position:0%
<00:21:02.400>short <00:21:02.507>demo. <00:21:02.615>So, <00:21:02.723>this <00:21:02.830>is <00:21:02.938>markdown <00:21:03.046>file <00:21:03.153>and <00:21:03.261>some <00:21:03.369>front <00:21:03.476>matter <00:21:03.584>at <00:21:03.692>the <00:21:03.800>beginning.

00:21:04.870 --> 00:21:04.880 align:start position:0%
<00:21:04.870>and <00:21:04.871>some <00:21:04.873>front <00:21:04.874>matter <00:21:04.876>at <00:21:04.877>the <00:21:04.879>beginning.

00:21:04.880 --> 00:21:07.350 align:start position:0%
<00:21:04.880>and <00:21:04.980>some <00:21:05.080>front <00:21:05.180>matter <00:21:05.280>at <00:21:05.380>the <00:21:05.480>beginning. <00:21:05.580>And <00:21:05.680>you <00:21:05.780>can <00:21:05.880>define <00:21:05.980>like <00:21:06.080>how <00:21:06.180>often <00:21:06.280>what

00:21:07.350 --> 00:21:07.360 align:start position:0%
<00:21:07.350>And <00:21:07.351>you <00:21:07.352>can <00:21:07.353>define <00:21:07.355>like <00:21:07.356>how <00:21:07.357>often <00:21:07.359>what

00:21:07.360 --> 00:21:10.150 align:start position:0%
<00:21:07.360>And <00:21:07.459>you <00:21:07.560>can <00:21:07.659>define <00:21:07.760>like <00:21:07.860>how <00:21:07.959>often <00:21:08.060>what <00:21:08.159>are <00:21:08.260>the <00:21:08.360>triggers <00:21:08.459>that <00:21:08.560>invoke <00:21:08.659>your <00:21:08.760>agent

00:21:10.150 --> 00:21:10.160 align:start position:0%
<00:21:10.150>are <00:21:10.151>the <00:21:10.153>triggers <00:21:10.154>that <00:21:10.156>invoke <00:21:10.157>your <00:21:10.159>agent

00:21:10.160 --> 00:21:14.070 align:start position:0%
<00:21:10.160>are <00:21:10.276>the <00:21:10.393>triggers <00:21:10.510>that <00:21:10.626>invoke <00:21:10.743>your <00:21:10.860>agent <00:21:10.976>workflow. <00:21:11.093>You <00:21:11.210>define <00:21:11.326>some <00:21:11.443>kind <00:21:11.560>of

00:21:14.070 --> 00:21:14.080 align:start position:0%
<00:21:14.070>workflow. <00:21:14.071>You <00:21:14.073>define <00:21:14.075>some <00:21:14.077>kind <00:21:14.079>of

00:21:14.080 --> 00:21:16.870 align:start position:0%
<00:21:14.080>workflow. <00:21:14.196>You <00:21:14.313>define <00:21:14.429>some <00:21:14.546>kind <00:21:14.663>of <00:21:14.780>limits, <00:21:14.896>which <00:21:15.013>is <00:21:15.129>the <00:21:15.246>safe <00:21:15.363>outputs, <00:21:15.480>which

00:21:16.870 --> 00:21:16.880 align:start position:0%
<00:21:16.870>limits, <00:21:16.871>which <00:21:16.873>is <00:21:16.874>the <00:21:16.876>safe <00:21:16.877>outputs, <00:21:16.879>which

00:21:16.880 --> 00:21:18.870 align:start position:0%
<00:21:16.880>limits, <00:21:16.980>which <00:21:17.080>is <00:21:17.180>the <00:21:17.280>safe <00:21:17.380>outputs, <00:21:17.480>which <00:21:17.580>in <00:21:17.680>this <00:21:17.780>case <00:21:17.880>says <00:21:17.980>that <00:21:18.080>agent <00:21:18.180>can <00:21:18.280>only

00:21:18.870 --> 00:21:18.880 align:start position:0%
<00:21:18.870>in <00:21:18.871>this <00:21:18.872>case <00:21:18.873>says <00:21:18.875>that <00:21:18.876>agent <00:21:18.877>can <00:21:18.879>only

00:21:18.880 --> 00:21:20.950 align:start position:0%
<00:21:18.880>in <00:21:18.973>this <00:21:19.066>case <00:21:19.160>says <00:21:19.253>that <00:21:19.346>agent <00:21:19.440>can <00:21:19.533>only <00:21:19.626>create <00:21:19.720>pull <00:21:19.813>request <00:21:19.906>and <00:21:20.000>it <00:21:20.093>needs <00:21:20.186>to <00:21:20.280>be

00:21:20.950 --> 00:21:20.960 align:start position:0%
<00:21:20.950>create <00:21:20.951>pull <00:21:20.952>request <00:21:20.953>and <00:21:20.955>it <00:21:20.956>needs <00:21:20.957>to <00:21:20.959>be

00:21:20.960 --> 00:21:25.030 align:start position:0%
<00:21:20.960>create <00:21:21.047>pull <00:21:21.135>request <00:21:21.222>and <00:21:21.310>it <00:21:21.397>needs <00:21:21.485>to <00:21:21.572>be <00:21:21.660>draft <00:21:21.747>and <00:21:21.835>it <00:21:21.922>needs <00:21:22.010>to <00:21:22.097>in <00:21:22.185>the <00:21:22.272>prefix <00:21:22.360>it

00:21:25.030 --> 00:21:25.040 align:start position:0%
<00:21:25.030>draft <00:21:25.031>and <00:21:25.032>it <00:21:25.033>needs <00:21:25.034>to <00:21:25.035>in <00:21:25.036>the <00:21:25.037>prefix <00:21:25.039>it

00:21:25.040 --> 00:21:27.470 align:start position:0%
<00:21:25.040>draft <00:21:25.127>and <00:21:25.215>it <00:21:25.302>needs <00:21:25.389>to <00:21:25.477>in <00:21:25.565>the <00:21:25.652>prefix <00:21:25.740>it <00:21:25.827>needs <00:21:25.915>to <00:21:26.002>be <00:21:26.090>put <00:21:26.177>this <00:21:26.264>this <00:21:26.352>this <00:21:26.440>phrase

00:21:27.470 --> 00:21:27.480 align:start position:0%
<00:21:27.470>needs <00:21:27.471>to <00:21:27.472>be <00:21:27.473>put <00:21:27.475>this <00:21:27.476>this <00:21:27.477>this <00:21:27.479>phrase

00:21:27.480 --> 00:21:28.830 align:start position:0%
<00:21:27.480>needs <00:21:27.601>to <00:21:27.723>be <00:21:27.844>put <00:21:27.966>this <00:21:28.087>this <00:21:28.209>this <00:21:28.330>phrase <00:21:28.452>and <00:21:28.573>so <00:21:28.695>on.

00:21:28.830 --> 00:21:28.840 align:start position:0%
<00:21:28.830>and <00:21:28.834>so <00:21:28.839>on.

00:21:28.840 --> 00:21:30.230 align:start position:0%
<00:21:28.840>and <00:21:29.152>so <00:21:29.465>on. <00:21:29.778>And <00:21:30.091>then

00:21:30.230 --> 00:21:30.240 align:start position:0%
<00:21:30.230>And <00:21:30.239>then

00:21:30.240 --> 00:21:31.990 align:start position:0%
<00:21:30.240>And <00:21:30.440>then <00:21:30.640>you <00:21:30.840>describe <00:21:31.040>in <00:21:31.240>natural <00:21:31.440>language <00:21:31.640>like

00:21:31.990 --> 00:21:32.000 align:start position:0%
<00:21:31.990>you <00:21:31.991>describe <00:21:31.993>in <00:21:31.995>natural <00:21:31.997>language <00:21:31.999>like

00:21:32.000 --> 00:21:35.190 align:start position:0%
<00:21:32.000>you <00:21:32.116>describe <00:21:32.233>in <00:21:32.350>natural <00:21:32.466>language <00:21:32.583>like <00:21:32.700>what <00:21:32.816>is <00:21:32.933>happening <00:21:33.050>in <00:21:33.166>in <00:21:33.283>just <00:21:33.400>English.

00:21:35.190 --> 00:21:35.200 align:start position:0%
<00:21:35.190>what <00:21:35.191>is <00:21:35.193>happening <00:21:35.194>in <00:21:35.196>in <00:21:35.197>just <00:21:35.199>English.

00:21:35.200 --> 00:21:37.630 align:start position:0%
<00:21:35.200>what <00:21:35.307>is <00:21:35.415>happening <00:21:35.523>in <00:21:35.630>in <00:21:35.738>just <00:21:35.846>English. <00:21:35.953>Which <00:21:36.061>can <00:21:36.169>include <00:21:36.276>also <00:21:36.384>some <00:21:36.492>inputs <00:21:36.600>from

00:21:37.630 --> 00:21:37.640 align:start position:0%
<00:21:37.630>Which <00:21:37.631>can <00:21:37.633>include <00:21:37.634>also <00:21:37.636>some <00:21:37.637>inputs <00:21:37.639>from

00:21:37.640 --> 00:21:38.590 align:start position:0%
<00:21:37.640>Which <00:21:37.762>can <00:21:37.884>include <00:21:38.006>also <00:21:38.128>some <00:21:38.250>inputs <00:21:38.372>from <00:21:38.495>your

00:21:38.590 --> 00:21:38.600 align:start position:0%
your

00:21:38.600 --> 00:21:41.070 align:start position:0%
<00:21:38.600>your <00:21:38.774>system. <00:21:38.949>And <00:21:39.125>this <00:21:39.300>is <00:21:39.475>all <00:21:39.649>running <00:21:39.824>on <00:21:40.000>top

00:21:41.070 --> 00:21:41.080 align:start position:0%
<00:21:41.070>system. <00:21:41.071>And <00:21:41.072>this <00:21:41.073>is <00:21:41.075>all <00:21:41.076>running <00:21:41.077>on <00:21:41.079>top

00:21:41.080 --> 00:21:42.150 align:start position:0%
<00:21:41.080>system. <00:21:41.200>And <00:21:41.320>this <00:21:41.441>is <00:21:41.561>all <00:21:41.681>running <00:21:41.802>on <00:21:41.922>top <00:21:42.043>of

00:21:42.150 --> 00:21:42.160 align:start position:0%
of

00:21:42.160 --> 00:21:43.750 align:start position:0%
<00:21:42.160>of <00:21:42.440>actions, <00:21:42.720>GitHub <00:21:43.000>actions, <00:21:43.280>which <00:21:43.560>is

00:21:43.750 --> 00:21:43.760 align:start position:0%
<00:21:43.750>actions, <00:21:43.752>GitHub <00:21:43.754>actions, <00:21:43.756>which <00:21:43.759>is

00:21:43.760 --> 00:21:46.830 align:start position:0%
<00:21:43.760>actions, <00:21:43.876>GitHub <00:21:43.993>actions, <00:21:44.110>which <00:21:44.226>is <00:21:44.343>platform <00:21:44.460>that <00:21:44.576>you <00:21:44.693>all <00:21:44.810>like <00:21:44.926>use <00:21:45.043>when <00:21:45.160>it's

00:21:46.830 --> 00:21:46.840 align:start position:0%
<00:21:46.830>platform <00:21:46.831>that <00:21:46.832>you <00:21:46.833>all <00:21:46.835>like <00:21:46.836>use <00:21:46.837>when <00:21:46.839>it's

00:21:46.840 --> 00:21:47.990 align:start position:0%
<00:21:46.840>platform <00:21:46.969>that <00:21:47.098>you <00:21:47.228>all <00:21:47.357>like <00:21:47.486>use <00:21:47.616>when <00:21:47.745>it's <00:21:47.875>up,

00:21:47.990 --> 00:21:48.000 align:start position:0%
up,

00:21:48.000 --> 00:21:49.430 align:start position:0%
<00:21:48.000>up, <00:21:48.321>then <00:21:48.643>you <00:21:48.965>use <00:21:49.287>it.

00:21:49.430 --> 00:21:49.440 align:start position:0%
<00:21:49.430>then <00:21:49.433>you <00:21:49.436>use <00:21:49.439>it.

00:21:49.440 --> 00:21:51.830 align:start position:0%
<00:21:49.440>then <00:21:49.580>you <00:21:49.720>use <00:21:49.860>it. <00:21:50.000>So <00:21:50.140>all <00:21:50.280>your <00:21:50.420>knowledge <00:21:50.560>about <00:21:50.700>security <00:21:50.840>of

00:21:51.830 --> 00:21:51.840 align:start position:0%
<00:21:51.830>So <00:21:51.831>all <00:21:51.832>your <00:21:51.834>knowledge <00:21:51.836>about <00:21:51.837>security <00:21:51.839>of

00:21:51.840 --> 00:21:53.950 align:start position:0%
<00:21:51.840>So <00:21:51.967>all <00:21:52.094>your <00:21:52.221>knowledge <00:21:52.349>about <00:21:52.476>security <00:21:52.603>of <00:21:52.730>actions, <00:21:52.858>about, <00:21:52.985>you <00:21:53.112>know, <00:21:53.240>secret

00:21:53.950 --> 00:21:53.960 align:start position:0%
<00:21:53.950>actions, <00:21:53.952>about, <00:21:53.954>you <00:21:53.956>know, <00:21:53.959>secret

00:21:53.960 --> 00:21:55.790 align:start position:0%
<00:21:53.960>actions, <00:21:54.100>about, <00:21:54.240>you <00:21:54.380>know, <00:21:54.520>secret <00:21:54.660>managing <00:21:54.800>secrets <00:21:54.940>in <00:21:55.080>actions, <00:21:55.220>about <00:21:55.360>like

00:21:55.790 --> 00:21:55.800 align:start position:0%
<00:21:55.790>managing <00:21:55.791>secrets <00:21:55.793>in <00:21:55.795>actions, <00:21:55.797>about <00:21:55.799>like

00:21:55.800 --> 00:21:58.030 align:start position:0%
<00:21:55.800>managing <00:21:55.927>secrets <00:21:56.054>in <00:21:56.181>actions, <00:21:56.309>about <00:21:56.436>like <00:21:56.563>managing <00:21:56.690>actions <00:21:56.818>in <00:21:56.945>general, <00:21:57.072>your <00:21:57.200>devops

00:21:58.030 --> 00:21:58.040 align:start position:0%
<00:21:58.030>managing <00:21:58.031>actions <00:21:58.033>in <00:21:58.035>general, <00:21:58.037>your <00:21:58.039>devops

00:21:58.040 --> 00:22:00.070 align:start position:0%
<00:21:58.040>managing <00:21:58.156>actions <00:21:58.273>in <00:21:58.389>general, <00:21:58.506>your <00:21:58.623>devops <00:21:58.740>people <00:21:58.856>will <00:21:58.973>be <00:21:59.090>happy <00:21:59.206>with <00:21:59.323>this <00:21:59.440>solution.

00:22:00.070 --> 00:22:00.080 align:start position:0%
<00:22:00.070>people <00:22:00.071>will <00:22:00.072>be <00:22:00.074>happy <00:22:00.076>with <00:22:00.077>this <00:22:00.079>solution.

00:22:00.080 --> 00:22:02.070 align:start position:0%
<00:22:00.080>people <00:22:00.179>will <00:22:00.280>be <00:22:00.379>happy <00:22:00.480>with <00:22:00.580>this <00:22:00.679>solution. <00:22:00.780>And <00:22:00.879>we <00:22:00.980>put <00:22:01.080>additional <00:22:01.179>security <00:22:01.280>on <00:22:01.379>top <00:22:01.480>of

00:22:02.070 --> 00:22:02.080 align:start position:0%
<00:22:02.070>And <00:22:02.071>we <00:22:02.072>put <00:22:02.073>additional <00:22:02.075>security <00:22:02.076>on <00:22:02.077>top <00:22:02.079>of

00:22:02.080 --> 00:22:04.590 align:start position:0%
<00:22:02.080>And <00:22:02.196>we <00:22:02.313>put <00:22:02.429>additional <00:22:02.546>security <00:22:02.663>on <00:22:02.780>top <00:22:02.896>of <00:22:03.013>that, <00:22:03.129>additional <00:22:03.246>gateways <00:22:03.363>for <00:22:03.480>AI

00:22:04.590 --> 00:22:04.600 align:start position:0%
<00:22:04.590>that, <00:22:04.592>additional <00:22:04.594>gateways <00:22:04.596>for <00:22:04.599>AI

00:22:04.600 --> 00:22:06.390 align:start position:0%
<00:22:04.600>that, <00:22:04.727>additional <00:22:04.854>gateways <00:22:04.981>for <00:22:05.109>AI <00:22:05.236>firewalls <00:22:05.363>to <00:22:05.490>make <00:22:05.618>sure <00:22:05.745>that <00:22:05.872>your <00:22:06.000>agent

00:22:06.390 --> 00:22:06.400 align:start position:0%
<00:22:06.390>firewalls <00:22:06.391>to <00:22:06.393>make <00:22:06.394>sure <00:22:06.396>that <00:22:06.397>your <00:22:06.399>agent

00:22:06.400 --> 00:22:08.430 align:start position:0%
<00:22:06.400>firewalls <00:22:06.527>to <00:22:06.654>make <00:22:06.781>sure <00:22:06.909>that <00:22:07.036>your <00:22:07.163>agent <00:22:07.290>doesn't <00:22:07.418>randomly <00:22:07.545>upload <00:22:07.672>your <00:22:07.800>code

00:22:08.430 --> 00:22:08.440 align:start position:0%
<00:22:08.430>doesn't <00:22:08.432>randomly <00:22:08.434>upload <00:22:08.436>your <00:22:08.439>code

00:22:08.440 --> 00:22:10.630 align:start position:0%
<00:22:08.440>doesn't <00:22:08.673>randomly <00:22:08.906>upload <00:22:09.140>your <00:22:09.373>code <00:22:09.606>somewhere <00:22:09.840>else.

00:22:10.630 --> 00:22:10.640 align:start position:0%
<00:22:10.630>somewhere <00:22:10.639>else.

00:22:10.640 --> 00:22:12.030 align:start position:0%
<00:22:10.640>somewhere <00:22:10.779>else. <00:22:10.918>We <00:22:11.057>also <00:22:11.196>have <00:22:11.335>the <00:22:11.474>second <00:22:11.613>part <00:22:11.752>of <00:22:11.891>the

00:22:12.030 --> 00:22:12.040 align:start position:0%
<00:22:12.030>We <00:22:12.031>also <00:22:12.032>have <00:22:12.033>the <00:22:12.035>second <00:22:12.036>part <00:22:12.037>of <00:22:12.039>the

00:22:12.040 --> 00:22:13.750 align:start position:0%
<00:22:12.040>We <00:22:12.156>also <00:22:12.273>have <00:22:12.389>the <00:22:12.506>second <00:22:12.623>part <00:22:12.740>of <00:22:12.856>the <00:22:12.973>solution, <00:22:13.090>which <00:22:13.206>is <00:22:13.323>collaborative <00:22:13.440>problem

00:22:13.750 --> 00:22:13.760 align:start position:0%
<00:22:13.750>solution, <00:22:13.752>which <00:22:13.754>is <00:22:13.756>collaborative <00:22:13.759>problem

00:22:13.760 --> 00:22:14.870 align:start position:0%
<00:22:13.760>solution, <00:22:13.959>which <00:22:14.159>is <00:22:14.359>collaborative <00:22:14.559>problem <00:22:14.759>solving.

00:22:14.870 --> 00:22:14.880 align:start position:0%
solving.

00:22:14.880 --> 00:22:16.390 align:start position:0%
<00:22:14.880>solving. <00:22:15.106>And <00:22:15.333>the <00:22:15.559>biggest <00:22:15.786>part <00:22:16.012>of <00:22:16.239>collaborative

00:22:16.390 --> 00:22:16.400 align:start position:0%
<00:22:16.390>And <00:22:16.391>the <00:22:16.393>biggest <00:22:16.395>part <00:22:16.397>of <00:22:16.399>collaborative

00:22:16.400 --> 00:22:19.590 align:start position:0%
<00:22:16.400>And <00:22:16.540>the <00:22:16.680>biggest <00:22:16.820>part <00:22:16.960>of <00:22:17.100>collaborative <00:22:17.240>problem <00:22:17.380>solving <00:22:17.520>is <00:22:17.660>alignment. <00:22:17.800>However,

00:22:19.590 --> 00:22:19.600 align:start position:0%
<00:22:19.590>problem <00:22:19.592>solving <00:22:19.594>is <00:22:19.596>alignment. <00:22:19.599>However,

00:22:19.600 --> 00:22:21.390 align:start position:0%
<00:22:19.600>problem <00:22:19.755>solving <00:22:19.911>is <00:22:20.066>alignment. <00:22:20.222>However, <00:22:20.377>unlike <00:22:20.533>most <00:22:20.688>people <00:22:20.844>talking <00:22:21.000>about

00:22:21.390 --> 00:22:21.400 align:start position:0%
<00:22:21.390>unlike <00:22:21.392>most <00:22:21.394>people <00:22:21.396>talking <00:22:21.399>about

00:22:21.400 --> 00:22:24.470 align:start position:0%
<00:22:21.400>unlike <00:22:21.527>most <00:22:21.654>people <00:22:21.781>talking <00:22:21.909>about <00:22:22.036>alignment <00:22:22.163>in <00:22:22.290>AI, <00:22:22.418>I <00:22:22.545>don't <00:22:22.672>mean <00:22:22.800>AI

00:22:24.470 --> 00:22:24.480 align:start position:0%
<00:22:24.470>alignment <00:22:24.471>in <00:22:24.473>AI, <00:22:24.474>I <00:22:24.476>don't <00:22:24.477>mean <00:22:24.479>AI

00:22:24.480 --> 00:22:26.790 align:start position:0%
<00:22:24.480>alignment <00:22:24.596>in <00:22:24.713>AI, <00:22:24.830>I <00:22:24.946>don't <00:22:25.063>mean <00:22:25.180>AI <00:22:25.296>alignment <00:22:25.413>or <00:22:25.530>agent <00:22:25.646>alignment. <00:22:25.763>What <00:22:25.880>I

00:22:26.790 --> 00:22:26.800 align:start position:0%
<00:22:26.790>alignment <00:22:26.791>or <00:22:26.793>agent <00:22:26.795>alignment. <00:22:26.797>What <00:22:26.799>I

00:22:26.800 --> 00:22:28.830 align:start position:0%
<00:22:26.800>alignment <00:22:26.916>or <00:22:27.033>agent <00:22:27.149>alignment. <00:22:27.266>What <00:22:27.383>I <00:22:27.500>mean <00:22:27.616>is <00:22:27.733>that <00:22:27.850>the <00:22:27.966>biggest <00:22:28.083>problem <00:22:28.200>is

00:22:28.830 --> 00:22:28.840 align:start position:0%
<00:22:28.830>mean <00:22:28.831>is <00:22:28.832>that <00:22:28.834>the <00:22:28.836>biggest <00:22:28.837>problem <00:22:28.839>is

00:22:28.840 --> 00:22:30.870 align:start position:0%
<00:22:28.840>mean <00:22:28.967>is <00:22:29.094>that <00:22:29.221>the <00:22:29.349>biggest <00:22:29.476>problem <00:22:29.603>is <00:22:29.730>human <00:22:29.858>alignment. <00:22:29.985>Figuring <00:22:30.112>out <00:22:30.240>together

00:22:30.870 --> 00:22:30.880 align:start position:0%
<00:22:30.870>human <00:22:30.872>alignment. <00:22:30.874>Figuring <00:22:30.876>out <00:22:30.879>together

00:22:30.880 --> 00:22:32.670 align:start position:0%
<00:22:30.880>human <00:22:30.996>alignment. <00:22:31.113>Figuring <00:22:31.230>out <00:22:31.346>together <00:22:31.463>when <00:22:31.580>we <00:22:31.696>put <00:22:31.813>bunch <00:22:31.930>of <00:22:32.046>people <00:22:32.163>together <00:22:32.280>in

00:22:32.670 --> 00:22:32.680 align:start position:0%
<00:22:32.670>when <00:22:32.671>we <00:22:32.672>put <00:22:32.673>bunch <00:22:32.675>of <00:22:32.676>people <00:22:32.677>together <00:22:32.679>in

00:22:32.680 --> 00:22:35.390 align:start position:0%
<00:22:32.680>when <00:22:32.787>we <00:22:32.895>put <00:22:33.003>bunch <00:22:33.110>of <00:22:33.218>people <00:22:33.326>together <00:22:33.433>in <00:22:33.541>single <00:22:33.649>Slack <00:22:33.756>channel, <00:22:33.864>make <00:22:33.972>sure <00:22:34.080>that

00:22:35.390 --> 00:22:35.400 align:start position:0%
<00:22:35.390>single <00:22:35.391>Slack <00:22:35.393>channel, <00:22:35.395>make <00:22:35.397>sure <00:22:35.399>that

00:22:35.400 --> 00:22:37.190 align:start position:0%
<00:22:35.400>single <00:22:35.516>Slack <00:22:35.633>channel, <00:22:35.750>make <00:22:35.866>sure <00:22:35.983>that <00:22:36.100>everyone <00:22:36.216>understand <00:22:36.333>what <00:22:36.450>is <00:22:36.566>the <00:22:36.683>what <00:22:36.800>are

00:22:37.190 --> 00:22:37.200 align:start position:0%
<00:22:37.190>everyone <00:22:37.191>understand <00:22:37.193>what <00:22:37.194>is <00:22:37.196>the <00:22:37.197>what <00:22:37.199>are

00:22:37.200 --> 00:22:39.110 align:start position:0%
<00:22:37.200>everyone <00:22:37.316>understand <00:22:37.433>what <00:22:37.550>is <00:22:37.666>the <00:22:37.783>what <00:22:37.900>are <00:22:38.016>the <00:22:38.133>decisions <00:22:38.250>and <00:22:38.366>making <00:22:38.483>sure <00:22:38.600>that

00:22:39.110 --> 00:22:39.120 align:start position:0%
<00:22:39.110>the <00:22:39.111>decisions <00:22:39.113>and <00:22:39.115>making <00:22:39.117>sure <00:22:39.119>that

00:22:39.120 --> 00:22:43.430 align:start position:0%
<00:22:39.120>the <00:22:39.247>decisions <00:22:39.374>and <00:22:39.501>making <00:22:39.629>sure <00:22:39.756>that <00:22:39.883>everyone <00:22:40.010>is <00:22:40.138>on <00:22:40.265>the <00:22:40.392>same <00:22:40.520>page.

00:22:43.430 --> 00:22:43.440 align:start position:0%
<00:22:43.430>everyone <00:22:43.431>is <00:22:43.433>on <00:22:43.435>the <00:22:43.437>same <00:22:43.439>page.

00:22:43.440 --> 00:22:45.150 align:start position:0%
<00:22:43.440>everyone <00:22:43.580>is <00:22:43.720>on <00:22:43.860>the <00:22:44.000>same <00:22:44.140>page. <00:22:44.280>Another <00:22:44.420>very <00:22:44.560>difficult <00:22:44.700>problem <00:22:44.840>with

00:22:45.150 --> 00:22:45.160 align:start position:0%
<00:22:45.150>Another <00:22:45.152>very <00:22:45.154>difficult <00:22:45.156>problem <00:22:45.159>with

00:22:45.160 --> 00:22:46.830 align:start position:0%
<00:22:45.160>Another <00:22:45.315>very <00:22:45.471>difficult <00:22:45.626>problem <00:22:45.782>with <00:22:45.937>collaborative <00:22:46.093>problem <00:22:46.248>solving <00:22:46.404>is <00:22:46.560>the

00:22:46.830 --> 00:22:46.840 align:start position:0%
<00:22:46.830>collaborative <00:22:46.832>problem <00:22:46.834>solving <00:22:46.836>is <00:22:46.839>the

00:22:46.840 --> 00:22:49.150 align:start position:0%
<00:22:46.840>collaborative <00:22:46.967>problem <00:22:47.094>solving <00:22:47.221>is <00:22:47.349>the <00:22:47.476>fact <00:22:47.603>that <00:22:47.730>we <00:22:47.858>have <00:22:47.985>all <00:22:48.112>those <00:22:48.240>different

00:22:49.150 --> 00:22:49.160 align:start position:0%
<00:22:49.150>fact <00:22:49.151>that <00:22:49.153>we <00:22:49.154>have <00:22:49.156>all <00:22:49.157>those <00:22:49.159>different

00:22:49.160 --> 00:22:51.670 align:start position:0%
<00:22:49.160>fact <00:22:49.267>that <00:22:49.375>we <00:22:49.483>have <00:22:49.590>all <00:22:49.698>those <00:22:49.806>different <00:22:49.913>sources <00:22:50.021>of <00:22:50.129>context <00:22:50.236>for <00:22:50.344>AI <00:22:50.452>agents. <00:22:50.560>We

00:22:51.670 --> 00:22:51.680 align:start position:0%
<00:22:51.670>sources <00:22:51.671>of <00:22:51.673>context <00:22:51.674>for <00:22:51.676>AI <00:22:51.677>agents. <00:22:51.679>We

00:22:51.680 --> 00:22:53.670 align:start position:0%
<00:22:51.680>sources <00:22:51.796>of <00:22:51.913>context <00:22:52.030>for <00:22:52.146>AI <00:22:52.263>agents. <00:22:52.380>We <00:22:52.496>have <00:22:52.613>existing <00:22:52.730>knowledge <00:22:52.846>bases. <00:22:52.963>We <00:22:53.080>have,

00:22:53.670 --> 00:22:53.680 align:start position:0%
<00:22:53.670>have <00:22:53.671>existing <00:22:53.673>knowledge <00:22:53.675>bases. <00:22:53.677>We <00:22:53.679>have,

00:22:53.680 --> 00:22:55.990 align:start position:0%
<00:22:53.680>have <00:22:53.787>existing <00:22:53.895>knowledge <00:22:54.003>bases. <00:22:54.110>We <00:22:54.218>have, <00:22:54.326>you <00:22:54.433>know, <00:22:54.541>at <00:22:54.649>GitHub <00:22:54.756>we <00:22:54.864>have <00:22:54.972>this <00:22:55.080>whole

00:22:55.990 --> 00:22:56.000 align:start position:0%
<00:22:55.990>you <00:22:55.991>know, <00:22:55.992>at <00:22:55.993>GitHub <00:22:55.995>we <00:22:55.996>have <00:22:55.997>this <00:22:55.999>whole

00:22:56.000 --> 00:22:57.910 align:start position:0%
<00:22:56.000>you <00:22:56.107>know, <00:22:56.215>at <00:22:56.323>GitHub <00:22:56.430>we <00:22:56.538>have <00:22:56.646>this <00:22:56.753>whole <00:22:56.861>repository <00:22:56.969>of <00:22:57.076>hundreds <00:22:57.184>and <00:22:57.292>hundreds <00:22:57.400>of

00:22:57.910 --> 00:22:57.920 align:start position:0%
<00:22:57.910>repository <00:22:57.911>of <00:22:57.913>hundreds <00:22:57.915>and <00:22:57.917>hundreds <00:22:57.919>of

00:22:57.920 --> 00:23:00.390 align:start position:0%
<00:22:57.920>repository <00:22:58.060>of <00:22:58.200>hundreds <00:22:58.340>and <00:22:58.480>hundreds <00:22:58.620>of <00:22:58.760>pages <00:22:58.900>describing <00:22:59.040>different <00:22:59.180>processes <00:22:59.320>for

00:23:00.390 --> 00:23:00.400 align:start position:0%
<00:23:00.390>pages <00:23:00.392>describing <00:23:00.394>different <00:23:00.396>processes <00:23:00.399>for

00:23:00.400 --> 00:23:02.550 align:start position:0%
<00:23:00.400>pages <00:23:00.555>describing <00:23:00.711>different <00:23:00.866>processes <00:23:01.022>for <00:23:01.177>different <00:23:01.333>things. <00:23:01.488>We <00:23:01.644>have <00:23:01.800>local

00:23:02.550 --> 00:23:02.560 align:start position:0%
<00:23:02.550>different <00:23:02.552>things. <00:23:02.554>We <00:23:02.556>have <00:23:02.559>local

00:23:02.560 --> 00:23:03.990 align:start position:0%
<00:23:02.560>different <00:23:02.720>things. <00:23:02.881>We <00:23:03.042>have <00:23:03.203>local <00:23:03.364>documentation, <00:23:03.525>we <00:23:03.686>have <00:23:03.847>long-lived

00:23:03.990 --> 00:23:04.000 align:start position:0%
<00:23:03.990>documentation, <00:23:03.993>we <00:23:03.996>have <00:23:03.999>long-lived

00:23:04.000 --> 00:23:05.190 align:start position:0%
<00:23:04.000>documentation, <00:23:04.153>we <00:23:04.306>have <00:23:04.459>long-lived <00:23:04.612>documents, <00:23:04.765>we <00:23:04.918>have <00:23:05.071>short-lived

00:23:05.190 --> 00:23:05.200 align:start position:0%
<00:23:05.190>documents, <00:23:05.193>we <00:23:05.196>have <00:23:05.199>short-lived

00:23:05.200 --> 00:23:07.510 align:start position:0%
<00:23:05.200>documents, <00:23:05.355>we <00:23:05.511>have <00:23:05.666>short-lived <00:23:05.822>documents, <00:23:05.977>we <00:23:06.133>have <00:23:06.288>some <00:23:06.444>Google <00:23:06.600>Docs,

00:23:07.510 --> 00:23:07.520 align:start position:0%
<00:23:07.510>documents, <00:23:07.511>we <00:23:07.513>have <00:23:07.515>some <00:23:07.517>Google <00:23:07.519>Docs,

00:23:07.520 --> 00:23:10.590 align:start position:0%
<00:23:07.520>documents, <00:23:07.660>we <00:23:07.800>have <00:23:07.940>some <00:23:08.080>Google <00:23:08.220>Docs, <00:23:08.360>uh <00:23:08.500>Microsoft <00:23:08.639>Office <00:23:08.780>365 <00:23:08.920>Copilot,

00:23:10.590 --> 00:23:10.600 align:start position:0%
<00:23:10.590>uh <00:23:10.592>Microsoft <00:23:10.594>Office <00:23:10.596>365 <00:23:10.599>Copilot,

00:23:10.600 --> 00:23:13.150 align:start position:0%
<00:23:10.600>uh <00:23:10.774>Microsoft <00:23:10.949>Office <00:23:11.125>365 <00:23:11.300>Copilot, <00:23:11.475>something <00:23:11.649>something <00:23:11.824>Docs, <00:23:12.000>uh

00:23:13.150 --> 00:23:13.160 align:start position:0%
<00:23:13.150>something <00:23:13.153>something <00:23:13.156>Docs, <00:23:13.159>uh

00:23:13.160 --> 00:23:15.070 align:start position:0%
<00:23:13.160>something <00:23:13.393>something <00:23:13.626>Docs, <00:23:13.860>uh <00:23:14.093>and <00:23:14.326>so <00:23:14.560>on.

00:23:15.070 --> 00:23:15.080 align:start position:0%
<00:23:15.070>and <00:23:15.074>so <00:23:15.079>on.

00:23:15.080 --> 00:23:18.750 align:start position:0%
<00:23:15.080>and <00:23:15.254>so <00:23:15.429>on. <00:23:15.605>Similarly, <00:23:15.780>our <00:23:15.955>agents <00:23:16.129>and <00:23:16.304>our <00:23:16.480>processes

00:23:18.750 --> 00:23:18.760 align:start position:0%
<00:23:18.750>Similarly, <00:23:18.751>our <00:23:18.753>agents <00:23:18.755>and <00:23:18.757>our <00:23:18.759>processes

00:23:18.760 --> 00:23:20.550 align:start position:0%
<00:23:18.760>Similarly, <00:23:18.876>our <00:23:18.993>agents <00:23:19.110>and <00:23:19.226>our <00:23:19.343>processes <00:23:19.460>needs <00:23:19.576>to <00:23:19.693>have <00:23:19.810>fast <00:23:19.926>feedback <00:23:20.043>loop <00:23:20.160>because

00:23:20.550 --> 00:23:20.560 align:start position:0%
<00:23:20.550>needs <00:23:20.551>to <00:23:20.553>have <00:23:20.554>fast <00:23:20.556>feedback <00:23:20.557>loop <00:23:20.559>because

00:23:20.560 --> 00:23:24.230 align:start position:0%
<00:23:20.560>needs <00:23:20.667>to <00:23:20.775>have <00:23:20.883>fast <00:23:20.990>feedback <00:23:21.098>loop <00:23:21.206>because <00:23:21.313>it's <00:23:21.421>easy <00:23:21.529>it's <00:23:21.636>easier <00:23:21.744>to <00:23:21.852>build <00:23:21.960>alignment

00:23:24.230 --> 00:23:24.240 align:start position:0%
<00:23:24.230>it's <00:23:24.231>easy <00:23:24.233>it's <00:23:24.234>easier <00:23:24.236>to <00:23:24.237>build <00:23:24.239>alignment

00:23:24.240 --> 00:23:25.870 align:start position:0%
<00:23:24.240>it's <00:23:24.340>easy <00:23:24.440>it's <00:23:24.540>easier <00:23:24.640>to <00:23:24.740>build <00:23:24.840>alignment <00:23:24.940>when <00:23:25.040>you <00:23:25.140>can <00:23:25.240>quickly <00:23:25.340>see <00:23:25.440>what <00:23:25.540>agent <00:23:25.640>is

00:23:25.870 --> 00:23:25.880 align:start position:0%
<00:23:25.870>when <00:23:25.871>you <00:23:25.872>can <00:23:25.873>quickly <00:23:25.875>see <00:23:25.876>what <00:23:25.877>agent <00:23:25.879>is

00:23:25.880 --> 00:23:27.230 align:start position:0%
<00:23:25.880>when <00:23:25.961>you <00:23:26.042>can <00:23:26.123>quickly <00:23:26.204>see <00:23:26.285>what <00:23:26.366>agent <00:23:26.447>is <00:23:26.528>doing <00:23:26.609>and <00:23:26.690>kind <00:23:26.771>of <00:23:26.852>like <00:23:26.933>see <00:23:27.014>on <00:23:27.095>your

00:23:27.230 --> 00:23:27.240 align:start position:0%
<00:23:27.230>doing <00:23:27.231>and <00:23:27.232>kind <00:23:27.233>of <00:23:27.235>like <00:23:27.236>see <00:23:27.237>on <00:23:27.239>your

00:23:27.240 --> 00:23:29.510 align:start position:0%
<00:23:27.240>doing <00:23:27.333>and <00:23:27.426>kind <00:23:27.520>of <00:23:27.613>like <00:23:27.706>see <00:23:27.800>on <00:23:27.893>your <00:23:27.986>screen <00:23:28.080>like <00:23:28.173>oh, <00:23:28.266>it <00:23:28.360>actually <00:23:28.453>did <00:23:28.546>what <00:23:28.640>I

00:23:29.510 --> 00:23:29.520 align:start position:0%
<00:23:29.510>screen <00:23:29.511>like <00:23:29.512>oh, <00:23:29.513>it <00:23:29.515>actually <00:23:29.516>did <00:23:29.517>what <00:23:29.519>I

00:23:29.520 --> 00:23:31.470 align:start position:0%
<00:23:29.520>screen <00:23:29.607>like <00:23:29.695>oh, <00:23:29.782>it <00:23:29.870>actually <00:23:29.957>did <00:23:30.045>what <00:23:30.132>I <00:23:30.220>wanted <00:23:30.307>and <00:23:30.395>it <00:23:30.482>works <00:23:30.570>and <00:23:30.657>you <00:23:30.745>can <00:23:30.832>test <00:23:30.920>it

00:23:31.470 --> 00:23:31.480 align:start position:0%
<00:23:31.470>wanted <00:23:31.471>and <00:23:31.472>it <00:23:31.473>works <00:23:31.474>and <00:23:31.475>you <00:23:31.476>can <00:23:31.477>test <00:23:31.479>it

00:23:31.480 --> 00:23:33.230 align:start position:0%
<00:23:31.480>wanted <00:23:31.596>and <00:23:31.713>it <00:23:31.830>works <00:23:31.946>and <00:23:32.063>you <00:23:32.180>can <00:23:32.296>test <00:23:32.413>it <00:23:32.530>and <00:23:32.646>play <00:23:32.763>with <00:23:32.880>it.

00:23:33.230 --> 00:23:33.240 align:start position:0%
<00:23:33.230>and <00:23:33.233>play <00:23:33.236>with <00:23:33.239>it.

00:23:33.240 --> 00:23:34.830 align:start position:0%
<00:23:33.240>and <00:23:33.380>play <00:23:33.520>with <00:23:33.660>it. <00:23:33.800>So, <00:23:33.940>we <00:23:34.080>are <00:23:34.220>building <00:23:34.360>project <00:23:34.500>for <00:23:34.640>that

00:23:34.830 --> 00:23:34.840 align:start position:0%
<00:23:34.830>So, <00:23:34.831>we <00:23:34.832>are <00:23:34.834>building <00:23:34.836>project <00:23:34.837>for <00:23:34.839>that

00:23:34.840 --> 00:23:37.430 align:start position:0%
<00:23:34.840>So, <00:23:34.947>we <00:23:35.055>are <00:23:35.163>building <00:23:35.270>project <00:23:35.378>for <00:23:35.486>that <00:23:35.593>which <00:23:35.701>is <00:23:35.809>called <00:23:35.916>Ace. <00:23:36.024>It's <00:23:36.132>shortcut <00:23:36.240>for

00:23:37.430 --> 00:23:37.440 align:start position:0%
<00:23:37.430>which <00:23:37.431>is <00:23:37.433>called <00:23:37.434>Ace. <00:23:37.436>It's <00:23:37.437>shortcut <00:23:37.439>for

00:23:37.440 --> 00:23:39.830 align:start position:0%
<00:23:37.440>which <00:23:37.595>is <00:23:37.751>called <00:23:37.906>Ace. <00:23:38.062>It's <00:23:38.217>shortcut <00:23:38.373>for <00:23:38.528>agenting <00:23:38.684>collaborative <00:23:38.840>environment.

00:23:39.830 --> 00:23:39.840 align:start position:0%
<00:23:39.830>agenting <00:23:39.834>collaborative <00:23:39.839>environment.

00:23:39.840 --> 00:23:42.190 align:start position:0%
<00:23:39.840>agenting <00:23:39.995>collaborative <00:23:40.151>environment. <00:23:40.306>And <00:23:40.462>in <00:23:40.617>short, <00:23:40.773>shortest <00:23:40.928>description <00:23:41.084>I <00:23:41.240>can

00:23:42.190 --> 00:23:42.200 align:start position:0%
<00:23:42.190>And <00:23:42.191>in <00:23:42.193>short, <00:23:42.194>shortest <00:23:42.196>description <00:23:42.197>I <00:23:42.199>can

00:23:42.200 --> 00:23:45.790 align:start position:0%
<00:23:42.200>And <00:23:42.307>in <00:23:42.415>short, <00:23:42.523>shortest <00:23:42.630>description <00:23:42.738>I <00:23:42.846>can <00:23:42.953>provide <00:23:43.061>uh <00:23:43.169>is <00:23:43.276>that <00:23:43.384>imagine <00:23:43.492>that <00:23:43.600>GitHub,

00:23:45.790 --> 00:23:45.800 align:start position:0%
<00:23:45.790>provide <00:23:45.791>uh <00:23:45.793>is <00:23:45.794>that <00:23:45.796>imagine <00:23:45.797>that <00:23:45.799>GitHub,

00:23:45.800 --> 00:23:47.310 align:start position:0%
<00:23:45.800>provide <00:23:45.994>uh <00:23:46.188>is <00:23:46.382>that <00:23:46.576>imagine <00:23:46.770>that <00:23:46.964>GitHub, <00:23:47.158>Slack,

00:23:47.310 --> 00:23:47.320 align:start position:0%
Slack,

00:23:47.320 --> 00:23:49.590 align:start position:0%
<00:23:47.320>Slack, <00:23:47.553>CodeSpaces, <00:23:47.786>so <00:23:48.020>dev <00:23:48.253>environment <00:23:48.486>in <00:23:48.720>the

00:23:49.590 --> 00:23:49.600 align:start position:0%
<00:23:49.590>CodeSpaces, <00:23:49.591>so <00:23:49.593>dev <00:23:49.595>environment <00:23:49.597>in <00:23:49.599>the

00:23:49.600 --> 00:23:50.750 align:start position:0%
<00:23:49.600>CodeSpaces, <00:23:49.772>so <00:23:49.945>dev <00:23:50.117>environment <00:23:50.290>in <00:23:50.462>the <00:23:50.635>cloud,

00:23:50.750 --> 00:23:50.760 align:start position:0%
cloud,

00:23:50.760 --> 00:23:52.830 align:start position:0%
<00:23:50.760>cloud, <00:23:51.460>Google <00:23:52.160>Docs,

00:23:52.830 --> 00:23:52.840 align:start position:0%
<00:23:52.830>Google <00:23:52.839>Docs,

00:23:52.840 --> 00:23:55.110 align:start position:0%
<00:23:52.840>Google <00:23:52.995>Docs, <00:23:53.151>and <00:23:53.306>I'm <00:23:53.462>missing <00:23:53.617>one, <00:23:53.773>and <00:23:53.928>Copilot <00:23:54.084>had <00:23:54.240>a

00:23:55.110 --> 00:23:55.120 align:start position:0%
<00:23:55.110>and <00:23:55.111>I'm <00:23:55.112>missing <00:23:55.113>one, <00:23:55.115>and <00:23:55.116>Copilot <00:23:55.117>had <00:23:55.119>a

00:23:55.120 --> 00:23:56.590 align:start position:0%
<00:23:55.120>and <00:23:55.285>I'm <00:23:55.450>missing <00:23:55.616>one, <00:23:55.781>and <00:23:55.946>Copilot <00:23:56.112>had <00:23:56.277>a <00:23:56.443>baby.

00:23:56.590 --> 00:23:56.600 align:start position:0%
baby.

00:23:56.600 --> 00:23:59.030 align:start position:0%
<00:23:56.600>baby. <00:23:56.774>I <00:23:56.949>don't <00:23:57.125>know <00:23:57.300>how <00:23:57.475>five <00:23:57.649>entities <00:23:57.824>can <00:23:58.000>have

00:23:59.030 --> 00:23:59.040 align:start position:0%
<00:23:59.030>I <00:23:59.031>don't <00:23:59.032>know <00:23:59.033>how <00:23:59.035>five <00:23:59.036>entities <00:23:59.037>can <00:23:59.039>have

00:23:59.040 --> 00:24:01.870 align:start position:0%
<00:23:59.040>I <00:23:59.147>don't <00:23:59.255>know <00:23:59.363>how <00:23:59.470>five <00:23:59.578>entities <00:23:59.686>can <00:23:59.793>have <00:23:59.901>single <00:24:00.009>baby, <00:24:00.116>but <00:24:00.224>here <00:24:00.332>we <00:24:00.440>are.

00:24:01.870 --> 00:24:01.880 align:start position:0%
<00:24:01.870>single <00:24:01.871>baby, <00:24:01.873>but <00:24:01.875>here <00:24:01.877>we <00:24:01.879>are.

00:24:01.880 --> 00:24:03.110 align:start position:0%
<00:24:01.880>single <00:24:02.064>baby, <00:24:02.249>but <00:24:02.433>here <00:24:02.618>we <00:24:02.802>are. <00:24:02.986>Uh

00:24:03.110 --> 00:24:03.120 align:start position:0%
Uh

00:24:03.120 --> 00:24:04.790 align:start position:0%
<00:24:03.120>Uh <00:24:03.294>So, <00:24:03.469>again, <00:24:03.645>I <00:24:03.820>will <00:24:03.995>not <00:24:04.169>go <00:24:04.344>into <00:24:04.520>details

00:24:04.790 --> 00:24:04.800 align:start position:0%
<00:24:04.790>So, <00:24:04.791>again, <00:24:04.792>I <00:24:04.793>will <00:24:04.795>not <00:24:04.796>go <00:24:04.797>into <00:24:04.799>details

00:24:04.800 --> 00:24:06.990 align:start position:0%
<00:24:04.800>So, <00:24:04.899>again, <00:24:05.000>I <00:24:05.100>will <00:24:05.200>not <00:24:05.300>go <00:24:05.399>into <00:24:05.500>details <00:24:05.600>because <00:24:05.700>this <00:24:05.800>is <00:24:05.899>like <00:24:06.000>30-minute <00:24:06.100>talk <00:24:06.200>and

00:24:06.990 --> 00:24:07.000 align:start position:0%
<00:24:06.990>because <00:24:06.991>this <00:24:06.993>is <00:24:06.994>like <00:24:06.996>30-minute <00:24:06.997>talk <00:24:06.999>and

00:24:07.000 --> 00:24:08.750 align:start position:0%
<00:24:07.000>because <00:24:07.107>this <00:24:07.215>is <00:24:07.323>like <00:24:07.430>30-minute <00:24:07.538>talk <00:24:07.646>and <00:24:07.753>I <00:24:07.861>still <00:24:07.969>have <00:24:08.076>some <00:24:08.184>interesting <00:24:08.292>stuff <00:24:08.400>to

00:24:08.750 --> 00:24:08.760 align:start position:0%
<00:24:08.750>I <00:24:08.751>still <00:24:08.753>have <00:24:08.754>some <00:24:08.756>interesting <00:24:08.757>stuff <00:24:08.759>to

00:24:08.760 --> 00:24:11.510 align:start position:0%
<00:24:08.760>I <00:24:08.860>still <00:24:08.960>have <00:24:09.060>some <00:24:09.160>interesting <00:24:09.260>stuff <00:24:09.360>to <00:24:09.460>talk <00:24:09.560>about <00:24:09.660>and <00:24:09.760>I <00:24:09.860>have <00:24:09.960>5 <00:24:10.060>minutes <00:24:10.160>left.

00:24:11.510 --> 00:24:11.520 align:start position:0%
<00:24:11.510>talk <00:24:11.511>about <00:24:11.512>and <00:24:11.513>I <00:24:11.515>have <00:24:11.516>5 <00:24:11.517>minutes <00:24:11.519>left.

00:24:11.520 --> 00:24:15.470 align:start position:0%
<00:24:11.520>talk <00:24:11.620>about <00:24:11.720>and <00:24:11.820>I <00:24:11.920>have <00:24:12.020>5 <00:24:12.120>minutes <00:24:12.220>left. <00:24:12.320>So, <00:24:12.420>my <00:24:12.520>colleague, <00:24:12.620>my <00:24:12.720>friend <00:24:12.820>Maggie, <00:24:12.920>uh

00:24:15.470 --> 00:24:15.480 align:start position:0%
<00:24:15.470>So, <00:24:15.471>my <00:24:15.473>colleague, <00:24:15.474>my <00:24:15.476>friend <00:24:15.477>Maggie, <00:24:15.479>uh

00:24:15.480 --> 00:24:18.590 align:start position:0%
<00:24:15.480>So, <00:24:15.580>my <00:24:15.680>colleague, <00:24:15.780>my <00:24:15.880>friend <00:24:15.980>Maggie, <00:24:16.080>uh <00:24:16.180>she <00:24:16.280>did <00:24:16.380>amazing <00:24:16.480>talk <00:24:16.580>about <00:24:16.680>Ace <00:24:16.780>couple <00:24:16.880>of

00:24:18.590 --> 00:24:18.600 align:start position:0%
<00:24:18.590>she <00:24:18.591>did <00:24:18.592>amazing <00:24:18.593>talk <00:24:18.595>about <00:24:18.596>Ace <00:24:18.597>couple <00:24:18.599>of

00:24:18.600 --> 00:24:20.310 align:start position:0%
<00:24:18.600>she <00:24:18.699>did <00:24:18.800>amazing <00:24:18.899>talk <00:24:19.000>about <00:24:19.100>Ace <00:24:19.199>couple <00:24:19.300>of <00:24:19.399>weeks <00:24:19.500>ago <00:24:19.600>at <00:24:19.699>some <00:24:19.800>other <00:24:19.899>conference <00:24:20.000>that

00:24:20.310 --> 00:24:20.320 align:start position:0%
<00:24:20.310>weeks <00:24:20.311>ago <00:24:20.312>at <00:24:20.314>some <00:24:20.316>other <00:24:20.317>conference <00:24:20.319>that

00:24:20.320 --> 00:24:22.350 align:start position:0%
<00:24:20.320>weeks <00:24:20.413>ago <00:24:20.506>at <00:24:20.600>some <00:24:20.693>other <00:24:20.786>conference <00:24:20.879>that <00:24:20.973>I <00:24:21.066>will <00:24:21.159>not <00:24:21.253>say <00:24:21.346>the <00:24:21.439>name <00:24:21.533>to <00:24:21.626>not, <00:24:21.720>you

00:24:22.350 --> 00:24:22.360 align:start position:0%
<00:24:22.350>I <00:24:22.351>will <00:24:22.352>not <00:24:22.353>say <00:24:22.354>the <00:24:22.355>name <00:24:22.356>to <00:24:22.357>not, <00:24:22.359>you

00:24:22.360 --> 00:24:23.230 align:start position:0%
<00:24:22.360>I <00:24:22.447>will <00:24:22.533>not <00:24:22.620>say <00:24:22.707>the <00:24:22.795>name <00:24:22.882>to <00:24:22.969>not, <00:24:23.056>you <00:24:23.143>know,

00:24:23.230 --> 00:24:23.240 align:start position:0%
know,

00:24:23.240 --> 00:24:24.550 align:start position:0%
<00:24:23.240>know, <00:24:24.418>competition.

00:24:24.550 --> 00:24:24.560 align:start position:0%
competition.

00:24:24.560 --> 00:24:25.190 align:start position:0%
<00:24:24.560>competition. <00:24:25.127>Uh

00:24:25.190 --> 00:24:25.200 align:start position:0%
Uh

00:24:25.200 --> 00:24:27.430 align:start position:0%
<00:24:25.200>Uh <00:24:25.375>but <00:24:25.550>check <00:24:25.725>it <00:24:25.900>out. <00:24:26.075>It's <00:24:26.250>great <00:24:26.425>talk. <00:24:26.600>It's

00:24:27.430 --> 00:24:27.440 align:start position:0%
<00:24:27.430>but <00:24:27.431>check <00:24:27.432>it <00:24:27.433>out. <00:24:27.435>It's <00:24:27.436>great <00:24:27.437>talk. <00:24:27.439>It's

00:24:27.440 --> 00:24:29.470 align:start position:0%
<00:24:27.440>but <00:24:27.547>check <00:24:27.655>it <00:24:27.763>out. <00:24:27.870>It's <00:24:27.978>great <00:24:28.086>talk. <00:24:28.193>It's <00:24:28.301>way <00:24:28.409>better <00:24:28.516>than <00:24:28.624>my <00:24:28.732>talk, <00:24:28.840>so

00:24:29.470 --> 00:24:29.480 align:start position:0%
<00:24:29.470>way <00:24:29.471>better <00:24:29.473>than <00:24:29.475>my <00:24:29.477>talk, <00:24:29.479>so

00:24:29.480 --> 00:24:32.350 align:start position:0%
<00:24:29.480>way <00:24:29.655>better <00:24:29.830>than <00:24:30.005>my <00:24:30.180>talk, <00:24:30.355>so <00:24:30.530>check <00:24:30.705>it <00:24:30.880>out.

00:24:32.360 --> 00:24:33.750 align:start position:0%
<00:24:32.360>And <00:24:32.985>we <00:24:33.610>also

00:24:33.750 --> 00:24:33.760 align:start position:0%
<00:24:33.750>And <00:24:33.754>we <00:24:33.759>also

00:24:33.760 --> 00:24:36.230 align:start position:0%
<00:24:33.760>And <00:24:33.960>we <00:24:34.160>also <00:24:34.360>So, <00:24:34.560>those <00:24:34.760>were <00:24:34.960>two <00:24:35.160>things

00:24:36.230 --> 00:24:36.240 align:start position:0%
<00:24:36.230>So, <00:24:36.232>those <00:24:36.234>were <00:24:36.236>two <00:24:36.239>things

00:24:36.240 --> 00:24:38.750 align:start position:0%
<00:24:36.240>So, <00:24:36.356>those <00:24:36.473>were <00:24:36.590>two <00:24:36.706>things <00:24:36.823>that <00:24:36.940>we <00:24:37.056>are <00:24:37.173>working <00:24:37.290>on <00:24:37.406>right <00:24:37.523>now, <00:24:37.640>today.

00:24:38.750 --> 00:24:38.760 align:start position:0%
<00:24:38.750>that <00:24:38.751>we <00:24:38.752>are <00:24:38.753>working <00:24:38.755>on <00:24:38.756>right <00:24:38.757>now, <00:24:38.759>today.

00:24:38.760 --> 00:24:40.550 align:start position:0%
<00:24:38.760>that <00:24:38.860>we <00:24:38.960>are <00:24:39.060>working <00:24:39.160>on <00:24:39.260>right <00:24:39.360>now, <00:24:39.460>today. <00:24:39.560>At <00:24:39.660>next, <00:24:39.760>those <00:24:39.860>are <00:24:39.960>something <00:24:40.060>that <00:24:40.160>we

00:24:40.550 --> 00:24:40.560 align:start position:0%
<00:24:40.550>At <00:24:40.551>next, <00:24:40.553>those <00:24:40.554>are <00:24:40.556>something <00:24:40.557>that <00:24:40.559>we

00:24:40.560 --> 00:24:42.950 align:start position:0%
<00:24:40.560>At <00:24:40.676>next, <00:24:40.793>those <00:24:40.909>are <00:24:41.026>something <00:24:41.143>that <00:24:41.260>we <00:24:41.376>research. <00:24:41.493>But <00:24:41.610>there's <00:24:41.726>also <00:24:41.843>whole <00:24:41.960>bunch

00:24:42.950 --> 00:24:42.960 align:start position:0%
<00:24:42.950>research. <00:24:42.951>But <00:24:42.953>there's <00:24:42.955>also <00:24:42.957>whole <00:24:42.959>bunch

00:24:42.960 --> 00:24:44.310 align:start position:0%
<00:24:42.960>research. <00:24:43.162>But <00:24:43.365>there's <00:24:43.567>also <00:24:43.770>whole <00:24:43.972>bunch <00:24:44.175>of

00:24:44.310 --> 00:24:44.320 align:start position:0%
of

00:24:44.320 --> 00:24:46.950 align:start position:0%
<00:24:44.320>of <00:24:44.553>challenges, <00:24:44.786>big <00:24:45.020>big <00:24:45.253>challenges <00:24:45.486>for <00:24:45.720>the

00:24:46.950 --> 00:24:46.960 align:start position:0%
<00:24:46.950>challenges, <00:24:46.951>big <00:24:46.953>big <00:24:46.955>challenges <00:24:46.957>for <00:24:46.959>the

00:24:46.960 --> 00:24:48.950 align:start position:0%
<00:24:46.960>challenges, <00:24:47.193>big <00:24:47.426>big <00:24:47.660>challenges <00:24:47.893>for <00:24:48.126>the <00:24:48.360>future.

00:24:48.950 --> 00:24:48.960 align:start position:0%
future.

00:24:48.960 --> 00:24:52.070 align:start position:0%
<00:24:48.960>future. <00:24:49.310>First <00:24:49.660>one <00:24:50.010>is <00:24:50.360>that

00:24:52.070 --> 00:24:52.080 align:start position:0%
<00:24:52.070>First <00:24:52.072>one <00:24:52.076>is <00:24:52.079>that

00:24:52.080 --> 00:24:54.390 align:start position:0%
<00:24:52.080>First <00:24:52.254>one <00:24:52.429>is <00:24:52.605>that <00:24:52.780>we <00:24:52.955>generate <00:24:53.129>so <00:24:53.304>much <00:24:53.480>code.

00:24:54.390 --> 00:24:54.400 align:start position:0%
<00:24:54.390>we <00:24:54.392>generate <00:24:54.394>so <00:24:54.396>much <00:24:54.399>code.

00:24:54.400 --> 00:24:56.350 align:start position:0%
<00:24:54.400>we <00:24:54.540>generate <00:24:54.680>so <00:24:54.820>much <00:24:54.960>code. <00:24:55.100>Order <00:24:55.240>of <00:24:55.380>magnitude <00:24:55.520>more <00:24:55.660>code <00:24:55.800>than

00:24:56.350 --> 00:24:56.360 align:start position:0%
<00:24:56.350>Order <00:24:56.351>of <00:24:56.353>magnitude <00:24:56.355>more <00:24:56.357>code <00:24:56.359>than

00:24:56.360 --> 00:24:57.510 align:start position:0%
<00:24:56.360>Order <00:24:56.532>of <00:24:56.705>magnitude <00:24:56.877>more <00:24:57.050>code <00:24:57.222>than <00:24:57.395>before.

00:24:57.510 --> 00:24:57.520 align:start position:0%
before.

00:24:57.520 --> 00:24:59.270 align:start position:0%
<00:24:57.520>before. <00:24:57.675>Uh <00:24:57.831>this <00:24:57.986>is <00:24:58.142>something <00:24:58.297>that <00:24:58.453>we <00:24:58.608>can <00:24:58.764>kind <00:24:58.920>of

00:24:59.270 --> 00:24:59.280 align:start position:0%
<00:24:59.270>Uh <00:24:59.271>this <00:24:59.272>is <00:24:59.273>something <00:24:59.274>that <00:24:59.275>we <00:24:59.276>can <00:24:59.277>kind <00:24:59.279>of

00:24:59.280 --> 00:25:01.190 align:start position:0%
<00:24:59.280>Uh <00:24:59.373>this <00:24:59.466>is <00:24:59.560>something <00:24:59.653>that <00:24:59.746>we <00:24:59.840>can <00:24:59.933>kind <00:25:00.026>of <00:25:00.120>like <00:25:00.213>couple <00:25:00.306>of <00:25:00.399>weeks <00:25:00.493>ago <00:25:00.586>GitHub <00:25:00.680>has

00:25:01.190 --> 00:25:01.200 align:start position:0%
<00:25:01.190>like <00:25:01.191>couple <00:25:01.193>of <00:25:01.194>weeks <00:25:01.196>ago <00:25:01.197>GitHub <00:25:01.199>has

00:25:01.200 --> 00:25:04.910 align:start position:0%
<00:25:01.200>like <00:25:01.316>couple <00:25:01.433>of <00:25:01.550>weeks <00:25:01.666>ago <00:25:01.783>GitHub <00:25:01.900>has <00:25:02.016>published <00:25:02.133>this <00:25:02.250>like <00:25:02.366>blog <00:25:02.483>post <00:25:02.600>with

00:25:04.910 --> 00:25:04.920 align:start position:0%
<00:25:04.910>published <00:25:04.911>this <00:25:04.913>like <00:25:04.915>blog <00:25:04.917>post <00:25:04.919>with

00:25:04.920 --> 00:25:06.870 align:start position:0%
<00:25:04.920>published <00:25:05.047>this <00:25:05.174>like <00:25:05.301>blog <00:25:05.429>post <00:25:05.556>with <00:25:05.683>really <00:25:05.810>lovely <00:25:05.938>graphs <00:25:06.065>but <00:25:06.192>someone <00:25:06.320>forgot

00:25:06.870 --> 00:25:06.880 align:start position:0%
<00:25:06.870>really <00:25:06.871>lovely <00:25:06.873>graphs <00:25:06.875>but <00:25:06.877>someone <00:25:06.879>forgot

00:25:06.880 --> 00:25:08.870 align:start position:0%
<00:25:06.880>really <00:25:07.020>lovely <00:25:07.160>graphs <00:25:07.300>but <00:25:07.440>someone <00:25:07.580>forgot <00:25:07.720>to <00:25:07.860>put <00:25:08.000>numbers <00:25:08.140>on <00:25:08.280>graphs

00:25:08.870 --> 00:25:08.880 align:start position:0%
<00:25:08.870>to <00:25:08.872>put <00:25:08.874>numbers <00:25:08.876>on <00:25:08.879>graphs

00:25:08.880 --> 00:25:10.550 align:start position:0%
<00:25:08.880>to <00:25:09.020>put <00:25:09.160>numbers <00:25:09.300>on <00:25:09.440>graphs <00:25:09.580>but <00:25:09.720>you <00:25:09.860>know <00:25:10.000>graphs <00:25:10.140>were <00:25:10.280>looking

00:25:10.550 --> 00:25:10.560 align:start position:0%
<00:25:10.550>but <00:25:10.551>you <00:25:10.553>know <00:25:10.555>graphs <00:25:10.557>were <00:25:10.559>looking

00:25:10.560 --> 00:25:12.110 align:start position:0%
<00:25:10.560>but <00:25:10.792>you <00:25:11.024>know <00:25:11.257>graphs <00:25:11.490>were <00:25:11.722>looking <00:25:11.955>impressively.

00:25:12.110 --> 00:25:12.120 align:start position:0%
impressively.

00:25:12.120 --> 00:25:13.550 align:start position:0%
<00:25:12.120>impressively. <00:25:13.407>So

00:25:13.550 --> 00:25:13.560 align:start position:0%
So

00:25:13.560 --> 00:25:15.750 align:start position:0%
<00:25:13.560>So <00:25:13.735>what <00:25:13.909>you <00:25:14.085>could <00:25:14.260>observe <00:25:14.435>that <00:25:14.610>we <00:25:14.784>can <00:25:14.960>like

00:25:15.750 --> 00:25:15.760 align:start position:0%
<00:25:15.750>what <00:25:15.751>you <00:25:15.752>could <00:25:15.753>observe <00:25:15.755>that <00:25:15.756>we <00:25:15.757>can <00:25:15.759>like

00:25:15.760 --> 00:25:17.510 align:start position:0%
<00:25:15.760>what <00:25:15.853>you <00:25:15.946>could <00:25:16.040>observe <00:25:16.133>that <00:25:16.226>we <00:25:16.320>can <00:25:16.413>like <00:25:16.506>in <00:25:16.600>last <00:25:16.693>couple <00:25:16.786>of <00:25:16.879>years <00:25:16.973>we've <00:25:17.066>grown <00:25:17.160>by

00:25:17.510 --> 00:25:17.520 align:start position:0%
<00:25:17.510>in <00:25:17.511>last <00:25:17.512>couple <00:25:17.513>of <00:25:17.515>years <00:25:17.516>we've <00:25:17.517>grown <00:25:17.519>by

00:25:17.520 --> 00:25:19.750 align:start position:0%
<00:25:17.520>in <00:25:17.620>last <00:25:17.720>couple <00:25:17.820>of <00:25:17.920>years <00:25:18.020>we've <00:25:18.120>grown <00:25:18.220>by <00:25:18.320>order <00:25:18.420>of <00:25:18.520>magnitude <00:25:18.620>in <00:25:18.720>number <00:25:18.820>number <00:25:18.920>of

00:25:19.750 --> 00:25:19.760 align:start position:0%
<00:25:19.750>order <00:25:19.751>of <00:25:19.753>magnitude <00:25:19.754>in <00:25:19.756>number <00:25:19.757>number <00:25:19.759>of

00:25:19.760 --> 00:25:21.710 align:start position:0%
<00:25:19.760>order <00:25:19.876>of <00:25:19.993>magnitude <00:25:20.110>in <00:25:20.226>number <00:25:20.343>number <00:25:20.460>of <00:25:20.576>pull <00:25:20.693>requests, <00:25:20.810>number <00:25:20.926>of <00:25:21.043>commits, <00:25:21.160>number

00:25:21.710 --> 00:25:21.720 align:start position:0%
<00:25:21.710>pull <00:25:21.711>requests, <00:25:21.713>number <00:25:21.715>of <00:25:21.717>commits, <00:25:21.719>number

00:25:21.720 --> 00:25:27.190 align:start position:0%
<00:25:21.720>pull <00:25:21.836>requests, <00:25:21.953>number <00:25:22.070>of <00:25:22.186>commits, <00:25:22.303>number <00:25:22.420>of <00:25:22.536>issues, <00:25:22.653>everything <00:25:22.770>on <00:25:22.886>on <00:25:23.003>GitHub. <00:25:23.120>So

00:25:27.190 --> 00:25:27.200 align:start position:0%
<00:25:27.190>of <00:25:27.191>issues, <00:25:27.193>everything <00:25:27.194>on <00:25:27.196>on <00:25:27.197>GitHub. <00:25:27.199>So

00:25:27.200 --> 00:25:29.470 align:start position:0%
<00:25:27.200>of <00:25:27.327>issues, <00:25:27.454>everything <00:25:27.581>on <00:25:27.709>on <00:25:27.836>GitHub. <00:25:27.963>So <00:25:28.090>how <00:25:28.218>do <00:25:28.345>we <00:25:28.472>verify <00:25:28.600>this?

00:25:29.470 --> 00:25:29.480 align:start position:0%
<00:25:29.470>how <00:25:29.472>do <00:25:29.474>we <00:25:29.476>verify <00:25:29.479>this?

00:25:29.480 --> 00:25:32.310 align:start position:0%
<00:25:29.480>how <00:25:29.587>do <00:25:29.695>we <00:25:29.803>verify <00:25:29.910>this? <00:25:30.018>If <00:25:30.126>we <00:25:30.233>have <00:25:30.341>so <00:25:30.449>much <00:25:30.556>code, <00:25:30.664>how <00:25:30.772>we <00:25:30.880>can

00:25:32.310 --> 00:25:32.320 align:start position:0%
<00:25:32.310>If <00:25:32.311>we <00:25:32.312>have <00:25:32.313>so <00:25:32.314>much <00:25:32.315>code, <00:25:32.316>how <00:25:32.317>we <00:25:32.319>can

00:25:32.320 --> 00:25:34.310 align:start position:0%
<00:25:32.320>If <00:25:32.419>we <00:25:32.520>have <00:25:32.620>so <00:25:32.720>much <00:25:32.820>code, <00:25:32.919>how <00:25:33.020>we <00:25:33.120>can <00:25:33.220>understand <00:25:33.320>that <00:25:33.419>it's <00:25:33.520>correct <00:25:33.620>and <00:25:33.720>it's

00:25:34.310 --> 00:25:34.320 align:start position:0%
<00:25:34.310>understand <00:25:34.311>that <00:25:34.313>it's <00:25:34.315>correct <00:25:34.317>and <00:25:34.319>it's

00:25:34.320 --> 00:25:36.510 align:start position:0%
<00:25:34.320>understand <00:25:34.436>that <00:25:34.553>it's <00:25:34.669>correct <00:25:34.786>and <00:25:34.903>it's <00:25:35.020>doing <00:25:35.136>what <00:25:35.253>we <00:25:35.370>want <00:25:35.486>it <00:25:35.603>to <00:25:35.720>do.

00:25:36.510 --> 00:25:36.520 align:start position:0%
<00:25:36.510>doing <00:25:36.511>what <00:25:36.513>we <00:25:36.514>want <00:25:36.516>it <00:25:36.517>to <00:25:36.519>do.

00:25:36.520 --> 00:25:39.030 align:start position:0%
<00:25:36.520>doing <00:25:36.627>what <00:25:36.735>we <00:25:36.843>want <00:25:36.950>it <00:25:37.058>to <00:25:37.166>do. <00:25:37.273>You <00:25:37.381>cannot <00:25:37.489>blindly <00:25:37.596>trust <00:25:37.704>AI. <00:25:37.812>Like <00:25:37.920>we

00:25:39.030 --> 00:25:39.040 align:start position:0%
<00:25:39.030>You <00:25:39.031>cannot <00:25:39.033>blindly <00:25:39.034>trust <00:25:39.036>AI. <00:25:39.037>Like <00:25:39.039>we

00:25:39.040 --> 00:25:41.190 align:start position:0%
<00:25:39.040>You <00:25:39.156>cannot <00:25:39.273>blindly <00:25:39.389>trust <00:25:39.506>AI. <00:25:39.623>Like <00:25:39.740>we <00:25:39.856>don't <00:25:39.973>even <00:25:40.090>blindly <00:25:40.206>trust <00:25:40.323>our <00:25:40.440>colleagues

00:25:41.190 --> 00:25:41.200 align:start position:0%
<00:25:41.190>don't <00:25:41.191>even <00:25:41.193>blindly <00:25:41.195>trust <00:25:41.197>our <00:25:41.199>colleagues

00:25:41.200 --> 00:25:42.510 align:start position:0%
<00:25:41.200>don't <00:25:41.298>even <00:25:41.396>blindly <00:25:41.494>trust <00:25:41.593>our <00:25:41.691>colleagues <00:25:41.789>at <00:25:41.887>team. <00:25:41.986>Like <00:25:42.084>that's <00:25:42.182>why <00:25:42.280>we <00:25:42.379>have

00:25:42.510 --> 00:25:42.520 align:start position:0%
<00:25:42.510>at <00:25:42.511>team. <00:25:42.513>Like <00:25:42.514>that's <00:25:42.516>why <00:25:42.517>we <00:25:42.519>have

00:25:42.520 --> 00:25:45.630 align:start position:0%
<00:25:42.520>at <00:25:42.660>team. <00:25:42.800>Like <00:25:42.940>that's <00:25:43.080>why <00:25:43.220>we <00:25:43.360>have <00:25:43.500>processes <00:25:43.639>like <00:25:43.780>continuous <00:25:43.920>integration

00:25:45.630 --> 00:25:45.640 align:start position:0%
<00:25:45.630>processes <00:25:45.633>like <00:25:45.636>continuous <00:25:45.639>integration

00:25:45.640 --> 00:25:48.110 align:start position:0%
<00:25:45.640>processes <00:25:45.780>like <00:25:45.920>continuous <00:25:46.060>integration <00:25:46.200>and <00:25:46.340>code <00:25:46.480>reviews <00:25:46.620>and <00:25:46.760>all <00:25:46.900>the <00:25:47.040>processes

00:25:48.110 --> 00:25:48.120 align:start position:0%
<00:25:48.110>and <00:25:48.111>code <00:25:48.112>reviews <00:25:48.114>and <00:25:48.116>all <00:25:48.117>the <00:25:48.119>processes

00:25:48.120 --> 00:25:51.390 align:start position:0%
<00:25:48.120>and <00:25:48.227>code <00:25:48.335>reviews <00:25:48.443>and <00:25:48.550>all <00:25:48.658>the <00:25:48.766>processes <00:25:48.873>that <00:25:48.981>you <00:25:49.089>can <00:25:49.196>your <00:25:49.304>company <00:25:49.412>can <00:25:49.520>establish.

00:25:51.390 --> 00:25:51.400 align:start position:0%
<00:25:51.390>that <00:25:51.391>you <00:25:51.393>can <00:25:51.394>your <00:25:51.396>company <00:25:51.397>can <00:25:51.399>establish.

00:25:51.400 --> 00:25:53.670 align:start position:0%
<00:25:51.400>that <00:25:51.500>you <00:25:51.600>can <00:25:51.700>your <00:25:51.800>company <00:25:51.900>can <00:25:52.000>establish. <00:25:52.100>But <00:25:52.200>how <00:25:52.300>am <00:25:52.400>I <00:25:52.500>expected <00:25:52.600>to <00:25:52.700>review <00:25:52.800>every

00:25:53.670 --> 00:25:53.680 align:start position:0%
<00:25:53.670>But <00:25:53.671>how <00:25:53.672>am <00:25:53.673>I <00:25:53.675>expected <00:25:53.676>to <00:25:53.677>review <00:25:53.679>every

00:25:53.680 --> 00:25:55.310 align:start position:0%
<00:25:53.680>But <00:25:53.780>how <00:25:53.880>am <00:25:53.980>I <00:25:54.080>expected <00:25:54.180>to <00:25:54.280>review <00:25:54.380>every <00:25:54.480>line <00:25:54.580>of <00:25:54.680>code <00:25:54.780>if <00:25:54.880>my <00:25:54.980>colleague <00:25:55.080>is

00:25:55.310 --> 00:25:55.320 align:start position:0%
<00:25:55.310>line <00:25:55.311>of <00:25:55.312>code <00:25:55.314>if <00:25:55.316>my <00:25:55.317>colleague <00:25:55.319>is

00:25:55.320 --> 00:25:57.990 align:start position:0%
<00:25:55.320>line <00:25:55.447>of <00:25:55.574>code <00:25:55.701>if <00:25:55.829>my <00:25:55.956>colleague <00:25:56.083>is <00:25:56.210>producing <00:25:56.338>order <00:25:56.465>of <00:25:56.592>magnitude <00:25:56.720>more

00:25:57.990 --> 00:25:58.000 align:start position:0%
<00:25:57.990>producing <00:25:57.992>order <00:25:57.994>of <00:25:57.996>magnitude <00:25:57.999>more

00:25:58.000 --> 00:26:03.790 align:start position:0%
<00:25:58.000>producing <00:25:58.127>order <00:25:58.254>of <00:25:58.381>magnitude <00:25:58.509>more <00:25:58.636>code? <00:25:58.763>How <00:25:58.890>am <00:25:59.018>I <00:25:59.145>supposed <00:25:59.272>to <00:25:59.400>trust

00:26:03.800 --> 00:26:06.670 align:start position:0%
<00:26:03.800>test <00:26:03.975>coverage <00:26:04.149>if <00:26:04.325>if <00:26:04.500>if <00:26:04.675>my <00:26:04.850>tests <00:26:05.024>are <00:26:05.200>also

00:26:06.670 --> 00:26:06.680 align:start position:0%
<00:26:06.670>test <00:26:06.671>coverage <00:26:06.672>if <00:26:06.673>if <00:26:06.674>if <00:26:06.675>my <00:26:06.676>tests <00:26:06.677>are <00:26:06.679>also

00:26:06.680 --> 00:26:08.550 align:start position:0%
<00:26:06.680>test <00:26:06.807>coverage <00:26:06.934>if <00:26:07.061>if <00:26:07.189>if <00:26:07.316>my <00:26:07.443>tests <00:26:07.570>are <00:26:07.698>also <00:26:07.825>generated <00:26:07.952>by <00:26:08.080>AI?

00:26:08.550 --> 00:26:08.560 align:start position:0%
<00:26:08.550>generated <00:26:08.554>by <00:26:08.559>AI?

00:26:08.560 --> 00:26:10.230 align:start position:0%
<00:26:08.560>generated <00:26:08.840>by <00:26:09.120>AI? <00:26:09.399>So <00:26:09.679>you <00:26:09.960>can't.

00:26:10.230 --> 00:26:10.240 align:start position:0%
<00:26:10.230>So <00:26:10.234>you <00:26:10.239>can't.

00:26:10.240 --> 00:26:13.150 align:start position:0%
<00:26:10.240>So <00:26:10.415>you <00:26:10.590>can't. <00:26:10.765>This <00:26:10.940>is <00:26:11.115>huge <00:26:11.290>problem. <00:26:11.465>Verification <00:26:11.640>is

00:26:13.150 --> 00:26:13.160 align:start position:0%
<00:26:13.150>This <00:26:13.151>is <00:26:13.153>huge <00:26:13.155>problem. <00:26:13.157>Verification <00:26:13.159>is

00:26:13.160 --> 00:26:14.830 align:start position:0%
<00:26:13.160>This <00:26:13.276>is <00:26:13.393>huge <00:26:13.510>problem. <00:26:13.626>Verification <00:26:13.743>is <00:26:13.860>absolutely <00:26:13.976>something <00:26:14.093>that <00:26:14.210>we <00:26:14.326>need <00:26:14.443>to <00:26:14.560>be

00:26:14.830 --> 00:26:14.840 align:start position:0%
<00:26:14.830>absolutely <00:26:14.831>something <00:26:14.832>that <00:26:14.834>we <00:26:14.836>need <00:26:14.837>to <00:26:14.839>be

00:26:14.840 --> 00:26:16.870 align:start position:0%
<00:26:14.840>absolutely <00:26:14.956>something <00:26:15.073>that <00:26:15.189>we <00:26:15.306>need <00:26:15.423>to <00:26:15.540>be <00:26:15.656>thinking <00:26:15.773>about <00:26:15.889>and <00:26:16.006>obviously <00:26:16.123>there <00:26:16.240>are

00:26:16.870 --> 00:26:16.880 align:start position:0%
<00:26:16.870>thinking <00:26:16.871>about <00:26:16.873>and <00:26:16.875>obviously <00:26:16.877>there <00:26:16.879>are

00:26:16.880 --> 00:26:18.910 align:start position:0%
<00:26:16.880>thinking <00:26:16.996>about <00:26:17.113>and <00:26:17.230>obviously <00:26:17.346>there <00:26:17.463>are <00:26:17.580>people <00:26:17.696>working <00:26:17.813>on <00:26:17.930>it. <00:26:18.046>There <00:26:18.163>are <00:26:18.280>some

00:26:18.910 --> 00:26:18.920 align:start position:0%
<00:26:18.910>people <00:26:18.911>working <00:26:18.913>on <00:26:18.914>it. <00:26:18.916>There <00:26:18.917>are <00:26:18.919>some

00:26:18.920 --> 00:26:21.430 align:start position:0%
<00:26:18.920>people <00:26:19.020>working <00:26:19.120>on <00:26:19.220>it. <00:26:19.320>There <00:26:19.420>are <00:26:19.520>some <00:26:19.620>products <00:26:19.720>in <00:26:19.820>this <00:26:19.920>in <00:26:20.020>this <00:26:20.120>venue. <00:26:20.220>So <00:26:20.320>some

00:26:21.430 --> 00:26:21.440 align:start position:0%
<00:26:21.430>products <00:26:21.431>in <00:26:21.432>this <00:26:21.433>in <00:26:21.435>this <00:26:21.436>venue. <00:26:21.437>So <00:26:21.439>some

00:26:21.440 --> 00:26:25.470 align:start position:0%
<00:26:21.440>products <00:26:21.540>in <00:26:21.640>this <00:26:21.740>in <00:26:21.840>this <00:26:21.940>venue. <00:26:22.040>So <00:26:22.140>some <00:26:22.240>people <00:26:22.340>selling <00:26:22.440>you <00:26:22.540>some <00:26:22.640>tools <00:26:22.740>for <00:26:22.840>that.

00:26:25.470 --> 00:26:25.480 align:start position:0%
<00:26:25.470>people <00:26:25.471>selling <00:26:25.473>you <00:26:25.474>some <00:26:25.476>tools <00:26:25.477>for <00:26:25.479>that.

00:26:25.480 --> 00:26:28.150 align:start position:0%
<00:26:25.480>people <00:26:25.587>selling <00:26:25.695>you <00:26:25.803>some <00:26:25.910>tools <00:26:26.018>for <00:26:26.126>that. <00:26:26.233>We <00:26:26.341>also <00:26:26.449>have <00:26:26.556>Copilot <00:26:26.664>code <00:26:26.772>review <00:26:26.880>feature

00:26:28.150 --> 00:26:28.160 align:start position:0%
<00:26:28.150>We <00:26:28.151>also <00:26:28.153>have <00:26:28.154>Copilot <00:26:28.156>code <00:26:28.157>review <00:26:28.159>feature

00:26:28.160 --> 00:26:32.030 align:start position:0%
<00:26:28.160>We <00:26:28.276>also <00:26:28.393>have <00:26:28.510>Copilot <00:26:28.626>code <00:26:28.743>review <00:26:28.860>feature <00:26:28.976>that <00:26:29.093>is <00:26:29.210>helping <00:26:29.326>you <00:26:29.443>with <00:26:29.560>review.

00:26:32.030 --> 00:26:32.040 align:start position:0%
<00:26:32.030>that <00:26:32.031>is <00:26:32.033>helping <00:26:32.035>you <00:26:32.037>with <00:26:32.039>review.

00:26:32.040 --> 00:26:33.550 align:start position:0%
<00:26:32.040>that <00:26:32.153>is <00:26:32.266>helping <00:26:32.379>you <00:26:32.493>with <00:26:32.606>review. <00:26:32.719>But <00:26:32.832>that's <00:26:32.946>probably <00:26:33.059>only <00:26:33.172>part <00:26:33.285>of <00:26:33.399>the

00:26:33.550 --> 00:26:33.560 align:start position:0%
<00:26:33.550>But <00:26:33.551>that's <00:26:33.553>probably <00:26:33.554>only <00:26:33.556>part <00:26:33.557>of <00:26:33.559>the

00:26:33.560 --> 00:26:35.390 align:start position:0%
<00:26:33.560>But <00:26:33.676>that's <00:26:33.793>probably <00:26:33.909>only <00:26:34.026>part <00:26:34.143>of <00:26:34.260>the <00:26:34.376>solution. <00:26:34.493>Probably <00:26:34.610>there <00:26:34.726>will <00:26:34.843>be <00:26:34.960>also

00:26:35.390 --> 00:26:35.400 align:start position:0%
<00:26:35.390>solution. <00:26:35.391>Probably <00:26:35.393>there <00:26:35.395>will <00:26:35.397>be <00:26:35.399>also

00:26:35.400 --> 00:26:38.030 align:start position:0%
<00:26:35.400>solution. <00:26:35.540>Probably <00:26:35.680>there <00:26:35.820>will <00:26:35.960>be <00:26:36.100>also <00:26:36.240>other <00:26:36.380>parts <00:26:36.520>of <00:26:36.660>the <00:26:36.800>solution.

00:26:38.030 --> 00:26:38.040 align:start position:0%
<00:26:38.030>other <00:26:38.032>parts <00:26:38.034>of <00:26:38.036>the <00:26:38.039>solution.

00:26:38.040 --> 00:26:39.790 align:start position:0%
<00:26:38.040>other <00:26:38.167>parts <00:26:38.294>of <00:26:38.421>the <00:26:38.549>solution. <00:26:38.676>And <00:26:38.803>I <00:26:38.930>think <00:26:39.058>the <00:26:39.185>biggest <00:26:39.312>the <00:26:39.440>biggest

00:26:39.790 --> 00:26:39.800 align:start position:0%
<00:26:39.790>And <00:26:39.791>I <00:26:39.793>think <00:26:39.794>the <00:26:39.796>biggest <00:26:39.797>the <00:26:39.799>biggest

00:26:39.800 --> 00:26:42.110 align:start position:0%
<00:26:39.800>And <00:26:39.899>I <00:26:40.000>think <00:26:40.100>the <00:26:40.200>biggest <00:26:40.300>the <00:26:40.399>biggest <00:26:40.500>thing <00:26:40.600>is <00:26:40.700>that <00:26:40.800>the <00:26:40.899>role <00:26:41.000>of <00:26:41.100>developer <00:26:41.200>is

00:26:42.110 --> 00:26:42.120 align:start position:0%
<00:26:42.110>thing <00:26:42.111>is <00:26:42.112>that <00:26:42.113>the <00:26:42.115>role <00:26:42.116>of <00:26:42.117>developer <00:26:42.119>is

00:26:42.120 --> 00:26:43.350 align:start position:0%
<00:26:42.120>thing <00:26:42.258>is <00:26:42.396>that <00:26:42.535>the <00:26:42.673>role <00:26:42.811>of <00:26:42.950>developer <00:26:43.088>is <00:26:43.226>changing

00:26:43.350 --> 00:26:43.360 align:start position:0%
changing

00:26:43.360 --> 00:26:44.590 align:start position:0%
<00:26:43.360>changing <00:26:43.728>and <00:26:44.098>this <00:26:44.466>is

00:26:44.590 --> 00:26:44.600 align:start position:0%
<00:26:44.590>and <00:26:44.594>this <00:26:44.599>is

00:26:44.600 --> 00:26:46.070 align:start position:0%
<00:26:44.600>and <00:26:44.746>this <00:26:44.894>is <00:26:45.041>huge <00:26:45.187>challenge <00:26:45.335>for <00:26:45.482>every <00:26:45.629>one <00:26:45.775>of <00:26:45.923>us

00:26:46.070 --> 00:26:46.080 align:start position:0%
<00:26:46.070>huge <00:26:46.071>challenge <00:26:46.072>for <00:26:46.074>every <00:26:46.076>one <00:26:46.077>of <00:26:46.079>us

00:26:46.080 --> 00:26:48.390 align:start position:0%
<00:26:46.080>huge <00:26:46.207>challenge <00:26:46.334>for <00:26:46.461>every <00:26:46.589>one <00:26:46.716>of <00:26:46.843>us <00:26:46.970>because <00:26:47.098>we've <00:26:47.225>been <00:26:47.352>used <00:26:47.480>to

00:26:48.390 --> 00:26:48.400 align:start position:0%
<00:26:48.390>because <00:26:48.392>we've <00:26:48.394>been <00:26:48.396>used <00:26:48.399>to

00:26:48.400 --> 00:26:50.110 align:start position:0%
<00:26:48.400>because <00:26:48.527>we've <00:26:48.654>been <00:26:48.781>used <00:26:48.909>to <00:26:49.036>doing <00:26:49.163>what <00:26:49.290>we've <00:26:49.418>been <00:26:49.545>doing <00:26:49.672>for <00:26:49.800>last

00:26:50.110 --> 00:26:50.120 align:start position:0%
<00:26:50.110>doing <00:26:50.111>what <00:26:50.112>we've <00:26:50.114>been <00:26:50.116>doing <00:26:50.117>for <00:26:50.119>last

00:26:50.120 --> 00:26:51.870 align:start position:0%
<00:26:50.120>doing <00:26:50.227>what <00:26:50.335>we've <00:26:50.443>been <00:26:50.550>doing <00:26:50.658>for <00:26:50.766>last <00:26:50.873>whatever <00:26:50.981>years <00:26:51.089>of <00:26:51.196>you <00:26:51.304>have <00:26:51.412>in <00:26:51.520>your

00:26:51.870 --> 00:26:51.880 align:start position:0%
<00:26:51.870>whatever <00:26:51.871>years <00:26:51.873>of <00:26:51.874>you <00:26:51.876>have <00:26:51.877>in <00:26:51.879>your

00:26:51.880 --> 00:26:53.190 align:start position:0%
<00:26:51.880>whatever <00:26:52.048>years <00:26:52.216>of <00:26:52.385>you <00:26:52.553>have <00:26:52.722>in <00:26:52.890>your <00:26:53.059>career,

00:26:53.190 --> 00:26:53.200 align:start position:0%
career,

00:26:53.200 --> 00:26:54.070 align:start position:0%
<00:26:53.200>career, <00:26:53.983>uh

00:26:54.070 --> 00:26:54.080 align:start position:0%
uh

00:26:54.080 --> 00:26:57.110 align:start position:0%
<00:26:54.080>uh <00:26:54.254>and <00:26:54.429>we've <00:26:54.605>been <00:26:54.780>better <00:26:54.955>or <00:26:55.129>worse <00:26:55.304>at <00:26:55.480>it,

00:26:57.110 --> 00:26:57.120 align:start position:0%
<00:26:57.110>and <00:26:57.111>we've <00:26:57.112>been <00:26:57.113>better <00:26:57.115>or <00:26:57.116>worse <00:26:57.117>at <00:26:57.119>it,

00:26:57.120 --> 00:26:59.350 align:start position:0%
<00:26:57.120>and <00:26:57.227>we've <00:26:57.335>been <00:26:57.443>better <00:26:57.550>or <00:26:57.658>worse <00:26:57.766>at <00:26:57.873>it, <00:26:57.981>but <00:26:58.089>in <00:26:58.196>general <00:26:58.304>we've <00:26:58.412>been <00:26:58.520>comfortable.

00:26:59.350 --> 00:26:59.360 align:start position:0%
<00:26:59.350>but <00:26:59.351>in <00:26:59.353>general <00:26:59.355>we've <00:26:59.357>been <00:26:59.359>comfortable.

00:26:59.360 --> 00:27:02.750 align:start position:0%
<00:26:59.360>but <00:26:59.467>in <00:26:59.575>general <00:26:59.683>we've <00:26:59.790>been <00:26:59.898>comfortable. <00:27:00.006>And <00:27:00.113>right <00:27:00.221>now, <00:27:00.329>we <00:27:00.436>change <00:27:00.544>what <00:27:00.652>we <00:27:00.760>are

00:27:02.750 --> 00:27:02.760 align:start position:0%
<00:27:02.750>And <00:27:02.751>right <00:27:02.752>now, <00:27:02.753>we <00:27:02.755>change <00:27:02.756>what <00:27:02.757>we <00:27:02.759>are

00:27:02.760 --> 00:27:05.030 align:start position:0%
<00:27:02.760>And <00:27:02.853>right <00:27:02.946>now, <00:27:03.040>we <00:27:03.133>change <00:27:03.226>what <00:27:03.320>we <00:27:03.413>are <00:27:03.506>supposed <00:27:03.600>to <00:27:03.693>be <00:27:03.786>doing. <00:27:03.879>We <00:27:03.973>talk <00:27:04.066>less <00:27:04.160>about

00:27:05.030 --> 00:27:05.040 align:start position:0%
<00:27:05.030>supposed <00:27:05.031>to <00:27:05.032>be <00:27:05.033>doing. <00:27:05.035>We <00:27:05.036>talk <00:27:05.037>less <00:27:05.039>about

00:27:05.040 --> 00:27:07.710 align:start position:0%
<00:27:05.040>supposed <00:27:05.147>to <00:27:05.255>be <00:27:05.363>doing. <00:27:05.470>We <00:27:05.578>talk <00:27:05.686>less <00:27:05.793>about <00:27:05.901>code, <00:27:06.009>but <00:27:06.116>we <00:27:06.224>talk <00:27:06.332>more <00:27:06.440>about

00:27:07.710 --> 00:27:07.720 align:start position:0%
<00:27:07.710>code, <00:27:07.711>but <00:27:07.713>we <00:27:07.715>talk <00:27:07.717>more <00:27:07.719>about

00:27:07.720 --> 00:27:10.030 align:start position:0%
<00:27:07.720>code, <00:27:07.895>but <00:27:08.070>we <00:27:08.245>talk <00:27:08.420>more <00:27:08.595>about <00:27:08.770>documentation, <00:27:08.945>design <00:27:09.120>document

00:27:10.030 --> 00:27:10.040 align:start position:0%
<00:27:10.030>documentation, <00:27:10.034>design <00:27:10.039>document

00:27:10.040 --> 00:27:11.750 align:start position:0%
<00:27:10.040>documentation, <00:27:10.506>design <00:27:10.973>document <00:27:11.440>specifications.

00:27:11.750 --> 00:27:11.760 align:start position:0%
specifications.

00:27:11.760 --> 00:27:13.670 align:start position:0%
<00:27:11.760>specifications. <00:27:11.993>Those <00:27:12.226>are <00:27:12.460>not <00:27:12.693>necessarily <00:27:12.926>skills <00:27:13.160>that

00:27:13.670 --> 00:27:13.680 align:start position:0%
<00:27:13.670>Those <00:27:13.671>are <00:27:13.673>not <00:27:13.675>necessarily <00:27:13.677>skills <00:27:13.679>that

00:27:13.680 --> 00:27:16.430 align:start position:0%
<00:27:13.680>Those <00:27:13.807>are <00:27:13.934>not <00:27:14.061>necessarily <00:27:14.189>skills <00:27:14.316>that <00:27:14.443>we've <00:27:14.570>picked <00:27:14.698>up <00:27:14.825>in <00:27:14.952>our <00:27:15.080>life.

00:27:16.430 --> 00:27:16.440 align:start position:0%
<00:27:16.430>we've <00:27:16.431>picked <00:27:16.433>up <00:27:16.435>in <00:27:16.437>our <00:27:16.439>life.

00:27:16.440 --> 00:27:19.190 align:start position:0%
<00:27:16.440>we've <00:27:16.567>picked <00:27:16.694>up <00:27:16.821>in <00:27:16.949>our <00:27:17.076>life. <00:27:17.203>Probably <00:27:17.330>most <00:27:17.458>productive <00:27:17.585>and <00:27:17.712>most <00:27:17.840>best

00:27:19.190 --> 00:27:19.200 align:start position:0%
<00:27:19.190>Probably <00:27:19.191>most <00:27:19.193>productive <00:27:19.195>and <00:27:19.197>most <00:27:19.199>best

00:27:19.200 --> 00:27:21.150 align:start position:0%
<00:27:19.200>Probably <00:27:19.340>most <00:27:19.480>productive <00:27:19.620>and <00:27:19.760>most <00:27:19.900>best <00:27:20.040>developers <00:27:20.180>like <00:27:20.320>principal <00:27:20.460>engineers <00:27:20.600>in

00:27:21.150 --> 00:27:21.160 align:start position:0%
<00:27:21.150>developers <00:27:21.152>like <00:27:21.154>principal <00:27:21.156>engineers <00:27:21.159>in

00:27:21.160 --> 00:27:23.110 align:start position:0%
<00:27:21.160>developers <00:27:21.300>like <00:27:21.440>principal <00:27:21.580>engineers <00:27:21.720>in <00:27:21.860>your <00:27:22.000>company <00:27:22.140>have <00:27:22.280>picked <00:27:22.420>up <00:27:22.560>those

00:27:23.110 --> 00:27:23.120 align:start position:0%
<00:27:23.110>your <00:27:23.111>company <00:27:23.113>have <00:27:23.115>picked <00:27:23.117>up <00:27:23.119>those

00:27:23.120 --> 00:27:27.270 align:start position:0%
<00:27:23.120>your <00:27:23.247>company <00:27:23.374>have <00:27:23.501>picked <00:27:23.629>up <00:27:23.756>those <00:27:23.883>skills, <00:27:24.010>but <00:27:24.138>random <00:27:24.265>senior <00:27:24.392>engineer <00:27:24.520>at

00:27:27.270 --> 00:27:27.280 align:start position:0%
<00:27:27.270>skills, <00:27:27.271>but <00:27:27.273>random <00:27:27.275>senior <00:27:27.277>engineer <00:27:27.279>at

00:27:27.280 --> 00:27:29.590 align:start position:0%
<00:27:27.280>skills, <00:27:27.420>but <00:27:27.560>random <00:27:27.700>senior <00:27:27.840>engineer <00:27:27.980>at <00:27:28.120>normal <00:27:28.260>company <00:27:28.399>probably <00:27:28.540>doesn't. <00:27:28.680>Like,

00:27:29.590 --> 00:27:29.600 align:start position:0%
<00:27:29.590>normal <00:27:29.592>company <00:27:29.594>probably <00:27:29.596>doesn't. <00:27:29.599>Like,

00:27:29.600 --> 00:27:32.190 align:start position:0%
<00:27:29.600>normal <00:27:29.727>company <00:27:29.854>probably <00:27:29.981>doesn't. <00:27:30.109>Like, <00:27:30.236>you <00:27:30.363>could <00:27:30.490>have <00:27:30.618>really <00:27:30.745>nice <00:27:30.872>career <00:27:31.000>just

00:27:32.190 --> 00:27:32.200 align:start position:0%
<00:27:32.190>you <00:27:32.191>could <00:27:32.193>have <00:27:32.194>really <00:27:32.196>nice <00:27:32.197>career <00:27:32.199>just

00:27:32.200 --> 00:27:34.430 align:start position:0%
<00:27:32.200>you <00:27:32.327>could <00:27:32.454>have <00:27:32.581>really <00:27:32.709>nice <00:27:32.836>career <00:27:32.963>just <00:27:33.090>sitting <00:27:33.218>being <00:27:33.345>this <00:27:33.472>technological <00:27:33.600>expert

00:27:34.430 --> 00:27:34.440 align:start position:0%
<00:27:34.430>sitting <00:27:34.432>being <00:27:34.434>this <00:27:34.436>technological <00:27:34.439>expert

00:27:34.440 --> 00:27:36.670 align:start position:0%
<00:27:34.440>sitting <00:27:34.580>being <00:27:34.720>this <00:27:34.860>technological <00:27:35.000>expert <00:27:35.140>senior <00:27:35.280>engineer <00:27:35.420>for <00:27:35.560>20 <00:27:35.700>years <00:27:35.840>at

00:27:36.670 --> 00:27:36.680 align:start position:0%
<00:27:36.670>senior <00:27:36.671>engineer <00:27:36.673>for <00:27:36.675>20 <00:27:36.677>years <00:27:36.679>at

00:27:36.680 --> 00:27:39.270 align:start position:0%
<00:27:36.680>senior <00:27:36.796>engineer <00:27:36.913>for <00:27:37.030>20 <00:27:37.146>years <00:27:37.263>at <00:27:37.380>Microsoft <00:27:37.496>and <00:27:37.613>just <00:27:37.730>sitting <00:27:37.846>in <00:27:37.963>your <00:27:38.080>room

00:27:39.270 --> 00:27:39.280 align:start position:0%
<00:27:39.270>Microsoft <00:27:39.271>and <00:27:39.273>just <00:27:39.274>sitting <00:27:39.276>in <00:27:39.277>your <00:27:39.279>room

00:27:39.280 --> 00:27:41.670 align:start position:0%
<00:27:39.280>Microsoft <00:27:39.435>and <00:27:39.591>just <00:27:39.746>sitting <00:27:39.902>in <00:27:40.057>your <00:27:40.213>room <00:27:40.368>and <00:27:40.524>do <00:27:40.680>coding.

00:27:41.670 --> 00:27:41.680 align:start position:0%
<00:27:41.670>and <00:27:41.674>do <00:27:41.679>coding.

00:27:41.680 --> 00:27:43.750 align:start position:0%
<00:27:41.680>and <00:27:41.820>do <00:27:41.960>coding. <00:27:42.100>This <00:27:42.240>is <00:27:42.380>no <00:27:42.520>longer <00:27:42.660>the <00:27:42.800>case. <00:27:42.940>Those <00:27:43.080>people

00:27:43.750 --> 00:27:43.760 align:start position:0%
<00:27:43.750>This <00:27:43.751>is <00:27:43.752>no <00:27:43.753>longer <00:27:43.755>the <00:27:43.756>case. <00:27:43.757>Those <00:27:43.759>people

00:27:43.760 --> 00:27:46.430 align:start position:0%
<00:27:43.760>This <00:27:43.847>is <00:27:43.935>no <00:27:44.022>longer <00:27:44.110>the <00:27:44.197>case. <00:27:44.285>Those <00:27:44.372>people <00:27:44.460>will <00:27:44.547>also <00:27:44.635>need <00:27:44.722>to <00:27:44.810>upskill <00:27:44.897>a <00:27:44.985>bit <00:27:45.072>and <00:27:45.160>and

00:27:46.430 --> 00:27:46.440 align:start position:0%
<00:27:46.430>will <00:27:46.431>also <00:27:46.432>need <00:27:46.433>to <00:27:46.434>upskill <00:27:46.435>a <00:27:46.436>bit <00:27:46.437>and <00:27:46.439>and

00:27:46.440 --> 00:27:48.630 align:start position:0%
<00:27:46.440>will <00:27:46.567>also <00:27:46.694>need <00:27:46.821>to <00:27:46.949>upskill <00:27:47.076>a <00:27:47.203>bit <00:27:47.330>and <00:27:47.458>and <00:27:47.585>move <00:27:47.712>to <00:27:47.840>this

00:27:48.630 --> 00:27:48.640 align:start position:0%
<00:27:48.630>move <00:27:48.634>to <00:27:48.639>this

00:27:48.640 --> 00:27:50.550 align:start position:0%
<00:27:48.640>move <00:27:48.840>to <00:27:49.040>this <00:27:49.240>specification <00:27:49.440>writing, <00:27:49.640>to <00:27:49.840>the <00:27:50.040>soft

00:27:50.550 --> 00:27:50.560 align:start position:0%
<00:27:50.550>specification <00:27:50.552>writing, <00:27:50.554>to <00:27:50.556>the <00:27:50.559>soft

00:27:50.560 --> 00:27:52.990 align:start position:0%
<00:27:50.560>specification <00:27:50.687>writing, <00:27:50.814>to <00:27:50.941>the <00:27:51.069>soft <00:27:51.196>skills, <00:27:51.323>to <00:27:51.450>talking <00:27:51.578>with <00:27:51.705>other <00:27:51.832>people, <00:27:51.960>to

00:27:52.990 --> 00:27:53.000 align:start position:0%
<00:27:52.990>skills, <00:27:52.991>to <00:27:52.993>talking <00:27:52.994>with <00:27:52.996>other <00:27:52.997>people, <00:27:52.999>to

00:27:53.000 --> 00:27:55.950 align:start position:0%
<00:27:53.000>skills, <00:27:53.127>to <00:27:53.254>talking <00:27:53.381>with <00:27:53.509>other <00:27:53.636>people, <00:27:53.763>to <00:27:53.890>delivering <00:27:54.018>value <00:27:54.145>across <00:27:54.272>the <00:27:54.400>whole

00:27:55.950 --> 00:27:55.960 align:start position:0%
<00:27:55.950>delivering <00:27:55.952>value <00:27:55.954>across <00:27:55.956>the <00:27:55.959>whole

00:27:55.960 --> 00:27:58.150 align:start position:0%
<00:27:55.960>delivering <00:27:56.087>value <00:27:56.214>across <00:27:56.341>the <00:27:56.469>whole <00:27:56.596>organization <00:27:56.723>because <00:27:56.850>with <00:27:56.978>AI <00:27:57.105>you <00:27:57.232>can <00:27:57.360>do

00:27:58.150 --> 00:27:58.160 align:start position:0%
<00:27:58.150>organization <00:27:58.151>because <00:27:58.153>with <00:27:58.154>AI <00:27:58.156>you <00:27:58.157>can <00:27:58.159>do

00:27:58.160 --> 00:27:59.270 align:start position:0%
<00:27:58.160>organization <00:27:58.302>because <00:27:58.445>with <00:27:58.588>AI <00:27:58.730>you <00:27:58.873>can <00:27:59.016>do <00:27:59.159>that.

00:27:59.270 --> 00:27:59.280 align:start position:0%
that.

00:27:59.280 --> 00:28:01.190 align:start position:0%
<00:27:59.280>that. <00:27:59.513>And <00:27:59.746>because <00:27:59.980>of <00:28:00.213>that, <00:28:00.446>education <00:28:00.680>for

00:28:01.190 --> 00:28:01.200 align:start position:0%
<00:28:01.190>And <00:28:01.191>because <00:28:01.193>of <00:28:01.195>that, <00:28:01.197>education <00:28:01.199>for

00:28:01.200 --> 00:28:03.550 align:start position:0%
<00:28:01.200>And <00:28:01.355>because <00:28:01.511>of <00:28:01.666>that, <00:28:01.822>education <00:28:01.977>for <00:28:02.133>developers <00:28:02.288>needs <00:28:02.444>to <00:28:02.600>change.

00:28:03.550 --> 00:28:03.560 align:start position:0%
<00:28:03.550>developers <00:28:03.553>needs <00:28:03.556>to <00:28:03.559>change.

00:28:03.560 --> 00:28:05.830 align:start position:0%
<00:28:03.560>developers <00:28:03.715>needs <00:28:03.871>to <00:28:04.026>change. <00:28:04.182>Our <00:28:04.337>pipeline <00:28:04.493>for <00:28:04.648>developers <00:28:04.804>right <00:28:04.960>now

00:28:05.830 --> 00:28:05.840 align:start position:0%
<00:28:05.830>Our <00:28:05.831>pipeline <00:28:05.833>for <00:28:05.835>developers <00:28:05.837>right <00:28:05.839>now

00:28:05.840 --> 00:28:07.470 align:start position:0%
<00:28:05.840>Our <00:28:05.956>pipeline <00:28:06.073>for <00:28:06.189>developers <00:28:06.306>right <00:28:06.423>now <00:28:06.540>looks <00:28:06.656>like, <00:28:06.773>you <00:28:06.889>know, <00:28:07.006>you <00:28:07.123>go <00:28:07.240>to

00:28:07.470 --> 00:28:07.480 align:start position:0%
<00:28:07.470>looks <00:28:07.471>like, <00:28:07.473>you <00:28:07.474>know, <00:28:07.476>you <00:28:07.477>go <00:28:07.479>to

00:28:07.480 --> 00:28:11.030 align:start position:0%
<00:28:07.480>looks <00:28:07.587>like, <00:28:07.695>you <00:28:07.803>know, <00:28:07.910>you <00:28:08.018>go <00:28:08.126>to <00:28:08.233>university, <00:28:08.341>you <00:28:08.449>study <00:28:08.556>for <00:28:08.664>5 <00:28:08.772>years, <00:28:08.880>you

00:28:11.030 --> 00:28:11.040 align:start position:0%
<00:28:11.030>university, <00:28:11.031>you <00:28:11.033>study <00:28:11.034>for <00:28:11.036>5 <00:28:11.037>years, <00:28:11.039>you

00:28:11.040 --> 00:28:12.230 align:start position:0%
<00:28:11.040>university, <00:28:11.193>you <00:28:11.346>study <00:28:11.499>for <00:28:11.652>5 <00:28:11.805>years, <00:28:11.958>you <00:28:12.111>you

00:28:12.230 --> 00:28:12.240 align:start position:0%
you

00:28:12.240 --> 00:28:13.830 align:start position:0%
<00:28:12.240>you <00:28:12.520>get <00:28:12.800>some <00:28:13.080>theoretical <00:28:13.360>background <00:28:13.640>and

00:28:13.830 --> 00:28:13.840 align:start position:0%
<00:28:13.830>get <00:28:13.832>some <00:28:13.834>theoretical <00:28:13.836>background <00:28:13.839>and

00:28:13.840 --> 00:28:16.830 align:start position:0%
<00:28:13.840>get <00:28:13.967>some <00:28:14.094>theoretical <00:28:14.221>background <00:28:14.349>and <00:28:14.476>some, <00:28:14.603>you <00:28:14.730>know, <00:28:14.858>basic <00:28:14.985>coding <00:28:15.112>skills, <00:28:15.240>and

00:28:16.830 --> 00:28:16.840 align:start position:0%
<00:28:16.830>some, <00:28:16.831>you <00:28:16.832>know, <00:28:16.834>basic <00:28:16.836>coding <00:28:16.837>skills, <00:28:16.839>and

00:28:16.840 --> 00:28:18.310 align:start position:0%
<00:28:16.840>some, <00:28:16.934>you <00:28:17.029>know, <00:28:17.123>basic <00:28:17.217>coding <00:28:17.312>skills, <00:28:17.407>and <00:28:17.501>then <00:28:17.596>you <00:28:17.690>go <00:28:17.784>to <00:28:17.879>company, <00:28:17.974>you're <00:28:18.068>a <00:28:18.163>junior

00:28:18.310 --> 00:28:18.320 align:start position:0%
<00:28:18.310>then <00:28:18.311>you <00:28:18.312>go <00:28:18.313>to <00:28:18.315>company, <00:28:18.316>you're <00:28:18.317>a <00:28:18.319>junior

00:28:18.320 --> 00:28:20.990 align:start position:0%
<00:28:18.320>then <00:28:18.447>you <00:28:18.574>go <00:28:18.701>to <00:28:18.829>company, <00:28:18.956>you're <00:28:19.083>a <00:28:19.210>junior <00:28:19.338>developer, <00:28:19.465>and <00:28:19.592>you <00:28:19.720>spend

00:28:20.990 --> 00:28:21.000 align:start position:0%
<00:28:20.990>developer, <00:28:20.993>and <00:28:20.996>you <00:28:20.999>spend

00:28:21.000 --> 00:28:22.990 align:start position:0%
<00:28:21.000>developer, <00:28:21.175>and <00:28:21.350>you <00:28:21.525>spend <00:28:21.700>you <00:28:21.875>know, <00:28:22.050>5 <00:28:22.225>years <00:28:22.400>just

00:28:22.990 --> 00:28:23.000 align:start position:0%
<00:28:22.990>you <00:28:22.992>know, <00:28:22.994>5 <00:28:22.996>years <00:28:22.999>just

00:28:23.000 --> 00:28:25.390 align:start position:0%
<00:28:23.000>you <00:28:23.127>know, <00:28:23.254>5 <00:28:23.381>years <00:28:23.509>just <00:28:23.636>closing <00:28:23.763>Jira <00:28:23.890>tickets <00:28:24.018>on <00:28:24.145>very <00:28:24.272>simple <00:28:24.400>code

00:28:25.390 --> 00:28:25.400 align:start position:0%
<00:28:25.390>closing <00:28:25.391>Jira <00:28:25.393>tickets <00:28:25.394>on <00:28:25.396>very <00:28:25.397>simple <00:28:25.399>code

00:28:25.400 --> 00:28:27.910 align:start position:0%
<00:28:25.400>closing <00:28:25.500>Jira <00:28:25.600>tickets <00:28:25.700>on <00:28:25.800>very <00:28:25.900>simple <00:28:26.000>code <00:28:26.100>tasks, <00:28:26.200>and <00:28:26.300>then <00:28:26.400>in <00:28:26.500>the <00:28:26.600>background <00:28:26.700>you <00:28:26.800>go

00:28:27.910 --> 00:28:27.920 align:start position:0%
<00:28:27.910>tasks, <00:28:27.911>and <00:28:27.912>then <00:28:27.913>in <00:28:27.915>the <00:28:27.916>background <00:28:27.917>you <00:28:27.919>go

00:28:27.920 --> 00:28:29.350 align:start position:0%
<00:28:27.920>tasks, <00:28:28.005>and <00:28:28.091>then <00:28:28.177>in <00:28:28.263>the <00:28:28.349>background <00:28:28.434>you <00:28:28.520>go <00:28:28.606>to <00:28:28.692>the <00:28:28.778>meetings <00:28:28.863>and <00:28:28.949>you <00:28:29.035>pick <00:28:29.121>up <00:28:29.206>the

00:28:29.350 --> 00:28:29.360 align:start position:0%
<00:28:29.350>to <00:28:29.351>the <00:28:29.352>meetings <00:28:29.353>and <00:28:29.355>you <00:28:29.356>pick <00:28:29.357>up <00:28:29.359>the

00:28:29.360 --> 00:28:31.550 align:start position:0%
<00:28:29.360>to <00:28:29.467>the <00:28:29.575>meetings <00:28:29.683>and <00:28:29.790>you <00:28:29.898>pick <00:28:30.006>up <00:28:30.113>the <00:28:30.221>skills <00:28:30.329>that <00:28:30.436>are <00:28:30.544>necessary. <00:28:30.652>But <00:28:30.760>right

00:28:31.550 --> 00:28:31.560 align:start position:0%
<00:28:31.550>skills <00:28:31.551>that <00:28:31.553>are <00:28:31.555>necessary. <00:28:31.557>But <00:28:31.559>right

00:28:31.560 --> 00:28:32.910 align:start position:0%
<00:28:31.560>skills <00:28:31.681>that <00:28:31.803>are <00:28:31.924>necessary. <00:28:32.046>But <00:28:32.167>right <00:28:32.289>now, <00:28:32.410>those <00:28:32.532>junior <00:28:32.653>developers <00:28:32.775>are

00:28:32.910 --> 00:28:32.920 align:start position:0%
<00:28:32.910>now, <00:28:32.912>those <00:28:32.914>junior <00:28:32.916>developers <00:28:32.919>are

00:28:32.920 --> 00:28:36.150 align:start position:0%
<00:28:32.920>now, <00:28:33.060>those <00:28:33.200>junior <00:28:33.340>developers <00:28:33.480>are <00:28:33.620>producing <00:28:33.760>less <00:28:33.900>value <00:28:34.040>than <00:28:34.180>random <00:28:34.320>AI

00:28:36.150 --> 00:28:36.160 align:start position:0%
<00:28:36.150>producing <00:28:36.151>less <00:28:36.153>value <00:28:36.155>than <00:28:36.157>random <00:28:36.159>AI

00:28:36.160 --> 00:28:38.510 align:start position:0%
<00:28:36.160>producing <00:28:36.260>less <00:28:36.360>value <00:28:36.460>than <00:28:36.560>random <00:28:36.660>AI <00:28:36.760>agents <00:28:36.860>that <00:28:36.960>you <00:28:37.060>will <00:28:37.160>use. <00:28:37.260>So, <00:28:37.360>we <00:28:37.460>need <00:28:37.560>to

00:28:38.510 --> 00:28:38.520 align:start position:0%
<00:28:38.510>agents <00:28:38.511>that <00:28:38.512>you <00:28:38.513>will <00:28:38.514>use. <00:28:38.515>So, <00:28:38.516>we <00:28:38.517>need <00:28:38.519>to

00:28:38.520 --> 00:28:40.390 align:start position:0%
<00:28:38.520>agents <00:28:38.660>that <00:28:38.800>you <00:28:38.940>will <00:28:39.080>use. <00:28:39.220>So, <00:28:39.360>we <00:28:39.500>need <00:28:39.639>to <00:28:39.780>figure <00:28:39.920>out

00:28:40.390 --> 00:28:40.400 align:start position:0%
<00:28:40.390>figure <00:28:40.399>out

00:28:40.400 --> 00:28:42.790 align:start position:0%
<00:28:40.400>figure <00:28:40.600>out <00:28:40.800>the <00:28:41.000>reason <00:28:41.200>to <00:28:41.400>still <00:28:41.600>hire <00:28:41.800>junior

00:28:42.790 --> 00:28:42.800 align:start position:0%
<00:28:42.790>the <00:28:42.791>reason <00:28:42.793>to <00:28:42.795>still <00:28:42.797>hire <00:28:42.799>junior

00:28:42.800 --> 00:28:44.990 align:start position:0%
<00:28:42.800>the <00:28:43.033>reason <00:28:43.266>to <00:28:43.500>still <00:28:43.733>hire <00:28:43.966>junior <00:28:44.200>developers

00:28:44.990 --> 00:28:45.000 align:start position:0%
developers

00:28:45.000 --> 00:28:47.350 align:start position:0%
<00:28:45.000>developers <00:28:45.233>if <00:28:45.466>they're <00:28:45.700>not <00:28:45.933>providing <00:28:46.166>value. <00:28:46.400>Because

00:28:47.350 --> 00:28:47.360 align:start position:0%
<00:28:47.350>if <00:28:47.351>they're <00:28:47.353>not <00:28:47.355>providing <00:28:47.357>value. <00:28:47.359>Because

00:28:47.360 --> 00:28:49.070 align:start position:0%
<00:28:47.360>if <00:28:47.487>they're <00:28:47.614>not <00:28:47.741>providing <00:28:47.869>value. <00:28:47.996>Because <00:28:48.123>we <00:28:48.250>need <00:28:48.378>those <00:28:48.505>junior <00:28:48.632>developers <00:28:48.760>because

00:28:49.070 --> 00:28:49.080 align:start position:0%
<00:28:49.070>we <00:28:49.071>need <00:28:49.073>those <00:28:49.075>junior <00:28:49.077>developers <00:28:49.079>because

00:28:49.080 --> 00:28:50.470 align:start position:0%
<00:28:49.080>we <00:28:49.176>need <00:28:49.272>those <00:28:49.368>junior <00:28:49.464>developers <00:28:49.561>because <00:28:49.657>those <00:28:49.753>are <00:28:49.849>the <00:28:49.946>people <00:28:50.042>that <00:28:50.138>in <00:28:50.234>the <00:28:50.331>future

00:28:50.470 --> 00:28:50.480 align:start position:0%
<00:28:50.470>those <00:28:50.471>are <00:28:50.472>the <00:28:50.473>people <00:28:50.475>that <00:28:50.476>in <00:28:50.477>the <00:28:50.479>future

00:28:50.480 --> 00:28:52.830 align:start position:0%
<00:28:50.480>those <00:28:50.587>are <00:28:50.695>the <00:28:50.803>people <00:28:50.910>that <00:28:51.018>in <00:28:51.126>the <00:28:51.233>future <00:28:51.341>will <00:28:51.449>be <00:28:51.556>staff, <00:28:51.664>principal, <00:28:51.772>seniors, <00:28:51.880>like

00:28:52.830 --> 00:28:52.840 align:start position:0%
<00:28:52.830>will <00:28:52.831>be <00:28:52.833>staff, <00:28:52.835>principal, <00:28:52.837>seniors, <00:28:52.839>like

00:28:52.840 --> 00:28:54.550 align:start position:0%
<00:28:52.840>will <00:28:53.014>be <00:28:53.189>staff, <00:28:53.365>principal, <00:28:53.540>seniors, <00:28:53.715>like <00:28:53.889>whatever <00:28:54.064>the <00:28:54.240>titles.

00:28:54.550 --> 00:28:54.560 align:start position:0%
<00:28:54.550>whatever <00:28:54.554>the <00:28:54.559>titles.

00:28:54.560 --> 00:28:56.190 align:start position:0%
<00:28:54.560>whatever <00:28:55.026>the <00:28:55.493>titles. <00:28:55.960>So,

00:28:56.190 --> 00:28:56.200 align:start position:0%
So,

00:28:56.200 --> 00:28:58.230 align:start position:0%
<00:28:56.200>So, <00:28:56.400>this <00:28:56.600>is <00:28:56.800>huge <00:28:57.000>question <00:28:57.200>to <00:28:57.400>everyone, <00:28:57.600>not

00:28:58.230 --> 00:28:58.240 align:start position:0%
<00:28:58.230>this <00:28:58.231>is <00:28:58.233>huge <00:28:58.234>question <00:28:58.236>to <00:28:58.237>everyone, <00:28:58.239>not

00:28:58.240 --> 00:29:00.310 align:start position:0%
<00:28:58.240>this <00:28:58.333>is <00:28:58.426>huge <00:28:58.520>question <00:28:58.613>to <00:28:58.706>everyone, <00:28:58.800>not <00:28:58.893>only <00:28:58.986>to <00:28:59.080>us, <00:28:59.173>but <00:28:59.266>everyone <00:28:59.360>in <00:28:59.453>the <00:28:59.546>in <00:28:59.640>the

00:29:00.310 --> 00:29:00.320 align:start position:0%
<00:29:00.310>only <00:29:00.311>to <00:29:00.312>us, <00:29:00.313>but <00:29:00.314>everyone <00:29:00.315>in <00:29:00.316>the <00:29:00.317>in <00:29:00.319>the

00:29:00.320 --> 00:29:02.230 align:start position:0%
<00:29:00.320>only <00:29:00.413>to <00:29:00.506>us, <00:29:00.600>but <00:29:00.693>everyone <00:29:00.786>in <00:29:00.879>the <00:29:00.973>in <00:29:01.066>the <00:29:01.159>industry, <00:29:01.253>everyone <00:29:01.346>in <00:29:01.439>this <00:29:01.533>room. <00:29:01.626>We <00:29:01.720>need

00:29:02.230 --> 00:29:02.240 align:start position:0%
<00:29:02.230>industry, <00:29:02.231>everyone <00:29:02.233>in <00:29:02.234>this <00:29:02.236>room. <00:29:02.237>We <00:29:02.239>need

00:29:02.240 --> 00:29:04.190 align:start position:0%
<00:29:02.240>industry, <00:29:02.340>everyone <00:29:02.440>in <00:29:02.540>this <00:29:02.640>room. <00:29:02.740>We <00:29:02.840>need <00:29:02.940>to <00:29:03.040>think <00:29:03.140>about <00:29:03.240>that <00:29:03.340>because <00:29:03.440>this <00:29:03.540>is <00:29:03.640>the

00:29:04.190 --> 00:29:04.200 align:start position:0%
<00:29:04.190>to <00:29:04.191>think <00:29:04.192>about <00:29:04.193>that <00:29:04.195>because <00:29:04.196>this <00:29:04.197>is <00:29:04.199>the

00:29:04.200 --> 00:29:05.670 align:start position:0%
<00:29:04.200>to <00:29:04.301>think <00:29:04.403>about <00:29:04.505>that <00:29:04.607>because <00:29:04.708>this <00:29:04.810>is <00:29:04.912>the <00:29:05.014>change <00:29:05.115>that <00:29:05.217>will <00:29:05.319>happen <00:29:05.421>across <00:29:05.523>the

00:29:05.670 --> 00:29:05.680 align:start position:0%
<00:29:05.670>change <00:29:05.671>that <00:29:05.673>will <00:29:05.675>happen <00:29:05.677>across <00:29:05.679>the

00:29:05.680 --> 00:29:07.470 align:start position:0%
<00:29:05.680>change <00:29:05.796>that <00:29:05.913>will <00:29:06.030>happen <00:29:06.146>across <00:29:06.263>the <00:29:06.380>industry. <00:29:06.496>It's <00:29:06.613>not <00:29:06.730>the <00:29:06.846>change <00:29:06.963>that <00:29:07.080>will

00:29:07.470 --> 00:29:07.480 align:start position:0%
<00:29:07.470>industry. <00:29:07.471>It's <00:29:07.473>not <00:29:07.474>the <00:29:07.476>change <00:29:07.477>that <00:29:07.479>will

00:29:07.480 --> 00:29:09.470 align:start position:0%
<00:29:07.480>industry. <00:29:07.587>It's <00:29:07.695>not <00:29:07.803>the <00:29:07.910>change <00:29:08.018>that <00:29:08.126>will <00:29:08.233>be <00:29:08.341>pushed <00:29:08.449>by <00:29:08.556>single <00:29:08.664>company. <00:29:08.772>This <00:29:08.880>is

00:29:09.470 --> 00:29:09.480 align:start position:0%
<00:29:09.470>be <00:29:09.471>pushed <00:29:09.473>by <00:29:09.474>single <00:29:09.476>company. <00:29:09.477>This <00:29:09.479>is

00:29:09.480 --> 00:29:12.830 align:start position:0%
<00:29:09.480>be <00:29:09.587>pushed <00:29:09.695>by <00:29:09.803>single <00:29:09.910>company. <00:29:10.018>This <00:29:10.126>is <00:29:10.233>something <00:29:10.341>that <00:29:10.449>we <00:29:10.556>all <00:29:10.664>will <00:29:10.772>need <00:29:10.880>to

00:29:12.830 --> 00:29:12.840 align:start position:0%
<00:29:12.830>something <00:29:12.831>that <00:29:12.832>we <00:29:12.834>all <00:29:12.836>will <00:29:12.837>need <00:29:12.839>to

00:29:12.840 --> 00:29:15.230 align:start position:0%
<00:29:12.840>something <00:29:12.939>that <00:29:13.040>we <00:29:13.139>all <00:29:13.240>will <00:29:13.340>need <00:29:13.439>to <00:29:13.540>acknowledge <00:29:13.639>and <00:29:13.740>we <00:29:13.840>all <00:29:13.939>will <00:29:14.040>need <00:29:14.139>to <00:29:14.240>to

00:29:15.230 --> 00:29:15.240 align:start position:0%
<00:29:15.230>acknowledge <00:29:15.231>and <00:29:15.232>we <00:29:15.233>all <00:29:15.235>will <00:29:15.236>need <00:29:15.237>to <00:29:15.239>to

00:29:15.240 --> 00:29:17.390 align:start position:0%
<00:29:15.240>acknowledge <00:29:15.395>and <00:29:15.551>we <00:29:15.706>all <00:29:15.862>will <00:29:16.017>need <00:29:16.173>to <00:29:16.328>to <00:29:16.484>face <00:29:16.640>it.

00:29:17.390 --> 00:29:17.400 align:start position:0%
<00:29:17.390>face <00:29:17.399>it.

00:29:17.400 --> 00:29:18.950 align:start position:0%
<00:29:17.400>face <00:29:17.599>it. <00:29:17.798>And <00:29:17.997>also <00:29:18.197>another <00:29:18.396>important <00:29:18.595>thing <00:29:18.795>about

00:29:18.950 --> 00:29:18.960 align:start position:0%
<00:29:18.950>And <00:29:18.951>also <00:29:18.953>another <00:29:18.955>important <00:29:18.957>thing <00:29:18.959>about

00:29:18.960 --> 00:29:21.710 align:start position:0%
<00:29:18.960>And <00:29:19.067>also <00:29:19.175>another <00:29:19.283>important <00:29:19.390>thing <00:29:19.498>about <00:29:19.606>AI, <00:29:19.713>that's <00:29:19.821>last <00:29:19.929>my <00:29:20.036>last <00:29:20.144>point, <00:29:20.252>is <00:29:20.360>that

00:29:21.710 --> 00:29:21.720 align:start position:0%
<00:29:21.710>AI, <00:29:21.711>that's <00:29:21.712>last <00:29:21.713>my <00:29:21.715>last <00:29:21.716>point, <00:29:21.717>is <00:29:21.719>that

00:29:21.720 --> 00:29:23.110 align:start position:0%
<00:29:21.720>AI, <00:29:21.809>that's <00:29:21.898>last <00:29:21.988>my <00:29:22.077>last <00:29:22.166>point, <00:29:22.256>is <00:29:22.345>that <00:29:22.434>we're <00:29:22.524>only <00:29:22.613>at <00:29:22.702>the <00:29:22.792>beginning <00:29:22.881>of <00:29:22.971>the

00:29:23.110 --> 00:29:23.120 align:start position:0%
<00:29:23.110>we're <00:29:23.111>only <00:29:23.112>at <00:29:23.114>the <00:29:23.116>beginning <00:29:23.117>of <00:29:23.119>the

00:29:23.120 --> 00:29:25.870 align:start position:0%
<00:29:23.120>we're <00:29:23.247>only <00:29:23.374>at <00:29:23.501>the <00:29:23.629>beginning <00:29:23.756>of <00:29:23.883>the <00:29:24.010>adventure. <00:29:24.138>And <00:29:24.265>this <00:29:24.392>adventure <00:29:24.520>definitely

00:29:25.870 --> 00:29:25.880 align:start position:0%
<00:29:25.870>adventure. <00:29:25.872>And <00:29:25.874>this <00:29:25.876>adventure <00:29:25.879>definitely

00:29:25.880 --> 00:29:27.790 align:start position:0%
<00:29:25.880>adventure. <00:29:26.035>And <00:29:26.191>this <00:29:26.346>adventure <00:29:26.502>definitely <00:29:26.657>will <00:29:26.813>have <00:29:26.968>ups <00:29:27.124>and <00:29:27.280>downs.

00:29:27.790 --> 00:29:27.800 align:start position:0%
<00:29:27.790>will <00:29:27.792>have <00:29:27.794>ups <00:29:27.796>and <00:29:27.799>downs.

00:29:27.800 --> 00:29:29.390 align:start position:0%
<00:29:27.800>will <00:29:27.940>have <00:29:28.080>ups <00:29:28.220>and <00:29:28.360>downs. <00:29:28.500>There <00:29:28.639>will <00:29:28.780>be <00:29:28.919>this <00:29:29.060>period <00:29:29.200>where

00:29:29.390 --> 00:29:29.400 align:start position:0%
<00:29:29.390>There <00:29:29.391>will <00:29:29.393>be <00:29:29.395>this <00:29:29.397>period <00:29:29.399>where

00:29:29.400 --> 00:29:32.270 align:start position:0%
<00:29:29.400>There <00:29:29.507>will <00:29:29.615>be <00:29:29.723>this <00:29:29.830>period <00:29:29.938>where <00:29:30.046>something <00:29:30.153>will <00:29:30.261>go <00:29:30.369>down <00:29:30.476>and <00:29:30.584>there <00:29:30.692>will <00:29:30.800>be

00:29:32.270 --> 00:29:32.280 align:start position:0%
<00:29:32.270>something <00:29:32.271>will <00:29:32.272>go <00:29:32.273>down <00:29:32.275>and <00:29:32.276>there <00:29:32.277>will <00:29:32.279>be

00:29:32.280 --> 00:29:34.270 align:start position:0%
<00:29:32.280>something <00:29:32.379>will <00:29:32.480>go <00:29:32.580>down <00:29:32.680>and <00:29:32.780>there <00:29:32.879>will <00:29:32.980>be <00:29:33.080>token <00:29:33.180>winter <00:29:33.280>and <00:29:33.379>the <00:29:33.480>tokens <00:29:33.580>will <00:29:33.680>become

00:29:34.270 --> 00:29:34.280 align:start position:0%
<00:29:34.270>token <00:29:34.271>winter <00:29:34.273>and <00:29:34.274>the <00:29:34.276>tokens <00:29:34.277>will <00:29:34.279>become

00:29:34.280 --> 00:29:37.190 align:start position:0%
<00:29:34.280>token <00:29:34.379>winter <00:29:34.480>and <00:29:34.580>the <00:29:34.680>tokens <00:29:34.780>will <00:29:34.879>become <00:29:34.980>very <00:29:35.080>expensive <00:29:35.180>and <00:29:35.280>you <00:29:35.379>will <00:29:35.480>be <00:29:35.580>unable <00:29:35.680>to

00:29:37.190 --> 00:29:37.200 align:start position:0%
<00:29:37.190>very <00:29:37.191>expensive <00:29:37.192>and <00:29:37.193>you <00:29:37.195>will <00:29:37.196>be <00:29:37.197>unable <00:29:37.199>to

00:29:37.200 --> 00:29:39.910 align:start position:0%
<00:29:37.200>very <00:29:37.307>expensive <00:29:37.415>and <00:29:37.523>you <00:29:37.630>will <00:29:37.738>be <00:29:37.846>unable <00:29:37.953>to <00:29:38.061>use <00:29:38.169>every <00:29:38.276>single <00:29:38.384>most <00:29:38.492>powerful <00:29:38.600>models.

00:29:39.910 --> 00:29:39.920 align:start position:0%
<00:29:39.910>use <00:29:39.911>every <00:29:39.913>single <00:29:39.915>most <00:29:39.917>powerful <00:29:39.919>models.

00:29:39.920 --> 00:29:42.190 align:start position:0%
<00:29:39.920>use <00:29:40.095>every <00:29:40.270>single <00:29:40.445>most <00:29:40.620>powerful <00:29:40.795>models. <00:29:40.970>But <00:29:41.145>in <00:29:41.320>general,

00:29:42.190 --> 00:29:42.200 align:start position:0%
<00:29:42.190>But <00:29:42.194>in <00:29:42.199>general,

00:29:42.200 --> 00:29:44.870 align:start position:0%
<00:29:42.200>But <00:29:42.400>in <00:29:42.600>general, <00:29:42.800>from <00:29:43.000>my <00:29:43.200>observations <00:29:43.400>and <00:29:43.600>from

00:29:44.870 --> 00:29:44.880 align:start position:0%
<00:29:44.870>from <00:29:44.872>my <00:29:44.874>observations <00:29:44.876>and <00:29:44.879>from

00:29:44.880 --> 00:29:46.590 align:start position:0%
<00:29:44.880>from <00:29:45.020>my <00:29:45.160>observations <00:29:45.300>and <00:29:45.440>from <00:29:45.580>looking <00:29:45.720>at <00:29:45.860>this <00:29:46.000>conference <00:29:46.140>again, <00:29:46.280>from

00:29:46.590 --> 00:29:46.600 align:start position:0%
<00:29:46.590>looking <00:29:46.591>at <00:29:46.593>this <00:29:46.595>conference <00:29:46.597>again, <00:29:46.599>from

00:29:46.600 --> 00:29:49.950 align:start position:0%
<00:29:46.600>looking <00:29:46.716>at <00:29:46.833>this <00:29:46.949>conference <00:29:47.066>again, <00:29:47.183>from <00:29:47.300>observations <00:29:47.416>of <00:29:47.533>many <00:29:47.649>people, <00:29:47.766>is <00:29:47.883>that <00:29:48.000>the

00:29:49.950 --> 00:29:49.960 align:start position:0%
<00:29:49.950>observations <00:29:49.951>of <00:29:49.953>many <00:29:49.954>people, <00:29:49.956>is <00:29:49.957>that <00:29:49.959>the

00:29:49.960 --> 00:29:51.910 align:start position:0%
<00:29:49.960>observations <00:29:50.053>of <00:29:50.146>many <00:29:50.240>people, <00:29:50.333>is <00:29:50.426>that <00:29:50.520>the <00:29:50.613>wave <00:29:50.706>is <00:29:50.800>here <00:29:50.893>and <00:29:50.986>the <00:29:51.080>wave <00:29:51.173>is <00:29:51.266>not <00:29:51.360>going

00:29:51.910 --> 00:29:51.920 align:start position:0%
<00:29:51.910>wave <00:29:51.911>is <00:29:51.912>here <00:29:51.913>and <00:29:51.914>the <00:29:51.915>wave <00:29:51.916>is <00:29:51.917>not <00:29:51.919>going

00:29:51.920 --> 00:29:53.870 align:start position:0%
<00:29:51.920>wave <00:29:52.060>is <00:29:52.200>here <00:29:52.340>and <00:29:52.480>the <00:29:52.620>wave <00:29:52.760>is <00:29:52.900>not <00:29:53.040>going <00:29:53.180>to <00:29:53.320>stop.

00:29:53.870 --> 00:29:53.880 align:start position:0%
<00:29:53.870>to <00:29:53.879>stop.

00:29:53.880 --> 00:29:56.710 align:start position:0%
<00:29:53.880>to <00:29:54.055>stop. <00:29:54.230>Whatever <00:29:54.405>we <00:29:54.580>think <00:29:54.755>about <00:29:54.930>AI <00:29:55.105>in <00:29:55.280>other

00:29:56.710 --> 00:29:56.720 align:start position:0%
<00:29:56.710>Whatever <00:29:56.711>we <00:29:56.713>think <00:29:56.714>about <00:29:56.716>AI <00:29:56.717>in <00:29:56.719>other

00:29:56.720 --> 00:29:58.790 align:start position:0%
<00:29:56.720>Whatever <00:29:56.813>we <00:29:56.906>think <00:29:57.000>about <00:29:57.093>AI <00:29:57.186>in <00:29:57.280>other <00:29:57.373>areas <00:29:57.466>of <00:29:57.560>life <00:29:57.653>and <00:29:57.746>there <00:29:57.840>are <00:29:57.933>like <00:29:58.026>a <00:29:58.120>lot

00:29:58.790 --> 00:29:58.800 align:start position:0%
<00:29:58.790>areas <00:29:58.791>of <00:29:58.792>life <00:29:58.793>and <00:29:58.794>there <00:29:58.795>are <00:29:58.796>like <00:29:58.797>a <00:29:58.799>lot

00:29:58.800 --> 00:30:00.950 align:start position:0%
<00:29:58.800>areas <00:29:58.899>of <00:29:59.000>life <00:29:59.100>and <00:29:59.200>there <00:29:59.300>are <00:29:59.399>like <00:29:59.500>a <00:29:59.600>lot <00:29:59.700>of <00:29:59.800>ethical <00:29:59.899>aspects <00:30:00.000>to <00:30:00.100>the <00:30:00.200>AI,

00:30:00.950 --> 00:30:00.960 align:start position:0%
<00:30:00.950>of <00:30:00.951>ethical <00:30:00.953>aspects <00:30:00.955>to <00:30:00.957>the <00:30:00.959>AI,

00:30:00.960 --> 00:30:04.230 align:start position:0%
<00:30:00.960>of <00:30:01.076>ethical <00:30:01.193>aspects <00:30:01.310>to <00:30:01.426>the <00:30:01.543>AI, <00:30:01.660>AI <00:30:01.776>is <00:30:01.893>perfectly <00:30:02.010>fit <00:30:02.126>like <00:30:02.243>for <00:30:02.360>software

00:30:04.230 --> 00:30:04.240 align:start position:0%
<00:30:04.230>AI <00:30:04.231>is <00:30:04.233>perfectly <00:30:04.234>fit <00:30:04.236>like <00:30:04.237>for <00:30:04.239>software

00:30:04.240 --> 00:30:05.550 align:start position:0%
<00:30:04.240>AI <00:30:04.357>is <00:30:04.475>perfectly <00:30:04.593>fit <00:30:04.711>like <00:30:04.829>for <00:30:04.947>software <00:30:05.065>development. <00:30:05.183>Software <00:30:05.301>development <00:30:05.418>is

00:30:05.550 --> 00:30:05.560 align:start position:0%
<00:30:05.550>development. <00:30:05.553>Software <00:30:05.556>development <00:30:05.559>is

00:30:05.560 --> 00:30:08.550 align:start position:0%
<00:30:05.560>development. <00:30:05.687>Software <00:30:05.814>development <00:30:05.941>is <00:30:06.069>perfect <00:30:06.196>use <00:30:06.323>case <00:30:06.450>for <00:30:06.578>AI <00:30:06.705>because <00:30:06.832>we <00:30:06.960>can,

00:30:08.550 --> 00:30:08.560 align:start position:0%
<00:30:08.550>perfect <00:30:08.551>use <00:30:08.552>case <00:30:08.553>for <00:30:08.555>AI <00:30:08.556>because <00:30:08.557>we <00:30:08.559>can,

00:30:08.560 --> 00:30:10.270 align:start position:0%
<00:30:08.560>perfect <00:30:08.659>use <00:30:08.760>case <00:30:08.860>for <00:30:08.960>AI <00:30:09.060>because <00:30:09.159>we <00:30:09.260>can, <00:30:09.360>you <00:30:09.460>know, <00:30:09.560>compile <00:30:09.659>the <00:30:09.760>code <00:30:09.860>and <00:30:09.960>verify

00:30:10.270 --> 00:30:10.280 align:start position:0%
<00:30:10.270>you <00:30:10.271>know, <00:30:10.273>compile <00:30:10.274>the <00:30:10.276>code <00:30:10.277>and <00:30:10.279>verify

00:30:10.280 --> 00:30:11.630 align:start position:0%
<00:30:10.280>you <00:30:10.373>know, <00:30:10.466>compile <00:30:10.560>the <00:30:10.653>code <00:30:10.747>and <00:30:10.840>verify <00:30:10.934>it's <00:30:11.027>correct <00:30:11.121>and <00:30:11.214>we <00:30:11.308>have <00:30:11.401>really <00:30:11.495>good

00:30:11.630 --> 00:30:11.640 align:start position:0%
<00:30:11.630>it's <00:30:11.631>correct <00:30:11.633>and <00:30:11.634>we <00:30:11.636>have <00:30:11.637>really <00:30:11.639>good

00:30:11.640 --> 00:30:12.990 align:start position:0%
<00:30:11.640>it's <00:30:11.813>correct <00:30:11.987>and <00:30:12.160>we <00:30:12.334>have <00:30:12.507>really <00:30:12.681>good <00:30:12.855>benchmarks.

00:30:12.990 --> 00:30:13.000 align:start position:0%
benchmarks.

00:30:13.000 --> 00:30:14.510 align:start position:0%
<00:30:13.000>benchmarks. <00:30:13.453>Uh <00:30:13.906>it's <00:30:14.359>not

00:30:14.510 --> 00:30:14.520 align:start position:0%
<00:30:14.510>Uh <00:30:14.514>it's <00:30:14.519>not

00:30:14.520 --> 00:30:16.750 align:start position:0%
<00:30:14.520>Uh <00:30:14.675>it's <00:30:14.831>not <00:30:14.986>generating <00:30:15.142>the <00:30:15.297>novel <00:30:15.453>which <00:30:15.608>kind <00:30:15.764>of <00:30:15.920>like,

00:30:16.750 --> 00:30:16.760 align:start position:0%
<00:30:16.750>generating <00:30:16.751>the <00:30:16.753>novel <00:30:16.754>which <00:30:16.756>kind <00:30:16.757>of <00:30:16.759>like,

00:30:16.760 --> 00:30:18.870 align:start position:0%
<00:30:16.760>generating <00:30:16.876>the <00:30:16.993>novel <00:30:17.110>which <00:30:17.226>kind <00:30:17.343>of <00:30:17.460>like, <00:30:17.576>you <00:30:17.693>know, <00:30:17.810>takes <00:30:17.926>some <00:30:18.043>creativity <00:30:18.160>and

00:30:18.870 --> 00:30:18.880 align:start position:0%
<00:30:18.870>you <00:30:18.871>know, <00:30:18.873>takes <00:30:18.875>some <00:30:18.877>creativity <00:30:18.879>and

00:30:18.880 --> 00:30:22.270 align:start position:0%
<00:30:18.880>you <00:30:19.007>know, <00:30:19.134>takes <00:30:19.261>some <00:30:19.389>creativity <00:30:19.516>and <00:30:19.643>taste, <00:30:19.770>which <00:30:19.898>obviously <00:30:20.025>AI <00:30:20.152>models <00:30:20.280>doesn't

00:30:22.270 --> 00:30:22.280 align:start position:0%
<00:30:22.270>taste, <00:30:22.271>which <00:30:22.273>obviously <00:30:22.275>AI <00:30:22.277>models <00:30:22.279>doesn't

00:30:22.280 --> 00:30:24.150 align:start position:0%
<00:30:22.280>taste, <00:30:22.513>which <00:30:22.746>obviously <00:30:22.980>AI <00:30:23.213>models <00:30:23.446>doesn't <00:30:23.680>have.

00:30:24.150 --> 00:30:24.160 align:start position:0%
have.

00:30:24.160 --> 00:30:26.110 align:start position:0%
<00:30:24.160>have. <00:30:24.315>So, <00:30:24.471>yeah, <00:30:24.626>that <00:30:24.782>will <00:30:24.937>be <00:30:25.093>it. <00:30:25.248>I <00:30:25.404>hope <00:30:25.560>you've

00:30:26.110 --> 00:30:26.120 align:start position:0%
<00:30:26.110>So, <00:30:26.111>yeah, <00:30:26.112>that <00:30:26.113>will <00:30:26.114>be <00:30:26.115>it. <00:30:26.116>I <00:30:26.117>hope <00:30:26.119>you've

00:30:26.120 --> 00:30:28.670 align:start position:0%
<00:30:26.120>So, <00:30:26.213>yeah, <00:30:26.306>that <00:30:26.399>will <00:30:26.493>be <00:30:26.586>it. <00:30:26.679>I <00:30:26.773>hope <00:30:26.866>you've <00:30:26.959>enjoyed <00:30:27.053>and <00:30:27.146>thank <00:30:27.239>you <00:30:27.333>for <00:30:27.426>watching <00:30:27.520>and,

00:30:28.670 --> 00:30:28.680 align:start position:0%
<00:30:28.670>enjoyed <00:30:28.671>and <00:30:28.673>thank <00:30:28.674>you <00:30:28.676>for <00:30:28.677>watching <00:30:28.679>and,

00:30:28.680 --> 00:30:30.030 align:start position:0%
<00:30:28.680>enjoyed <00:30:28.761>and <00:30:28.842>thank <00:30:28.923>you <00:30:29.004>for <00:30:29.085>watching <00:30:29.166>and, <00:30:29.247>you <00:30:29.328>know, <00:30:29.409>I'll <00:30:29.490>be <00:30:29.571>around <00:30:29.652>if <00:30:29.733>you <00:30:29.814>have <00:30:29.895>any

00:30:30.030 --> 00:30:30.040 align:start position:0%
<00:30:30.030>you <00:30:30.031>know, <00:30:30.032>I'll <00:30:30.033>be <00:30:30.034>around <00:30:30.035>if <00:30:30.036>you <00:30:30.037>have <00:30:30.039>any

00:30:30.040 --> 00:30:31.391 align:start position:0%
<00:30:30.040>you <00:30:30.175>know, <00:30:30.310>I'll <00:30:30.445>be <00:30:30.580>around <00:30:30.715>if <00:30:30.850>you <00:30:30.985>have <00:30:31.120>any <00:30:31.255>questions.

00:30:31.391 --> 00:30:31.401 align:start position:0%
questions.

00:30:31.401 --> 00:30:33.421 align:start position:0%
<00:30:31.401>questions. <00:30:32.101>&gt;&gt; <00:30:32.801>[applause]