WEBVTT 00:00:02.760 --> 00:00:04.710 align:start position:0% <00:00:02.760>Almost <00:00:03.039>there. <00:00:03.320>We <00:00:03.599>got <00:00:03.880>another <00:00:04.160>panel 00:00:04.710 --> 00:00:04.720 align:start position:0% <00:00:04.710>Almost <00:00:04.711>there. <00:00:04.713>We <00:00:04.715>got <00:00:04.717>another <00:00:04.718>panel 00:00:04.720 --> 00:00:06.790 align:start position:0% <00:00:04.720>Almost <00:00:04.827>there. <00:00:04.935>We <00:00:05.043>got <00:00:05.150>another <00:00:05.258>panel <00:00:05.366>coming <00:00:05.473>up <00:00:05.581>and <00:00:05.689>this <00:00:05.796>one <00:00:05.904>is <00:00:06.012>about <00:00:06.119>AI 00:00:06.790 --> 00:00:06.800 align:start position:0% <00:00:06.790>coming <00:00:06.791>up <00:00:06.792>and <00:00:06.793>this <00:00:06.795>one <00:00:06.796>is <00:00:06.797>about <00:00:06.798>AI 00:00:06.800 --> 00:00:08.910 align:start position:0% <00:00:06.800>coming <00:00:06.916>up <00:00:07.033>and <00:00:07.149>this <00:00:07.266>one <00:00:07.383>is <00:00:07.500>about <00:00:07.616>AI <00:00:07.733>security. <00:00:07.850>So, <00:00:07.966>please <00:00:08.083>welcome <00:00:08.200>the 00:00:08.910 --> 00:00:08.920 align:start position:0% <00:00:08.910>security. <00:00:08.912>So, <00:00:08.914>please <00:00:08.916>welcome <00:00:08.919>the 00:00:08.920 --> 00:00:11.230 align:start position:0% <00:00:08.920>security. <00:00:09.036>So, <00:00:09.153>please <00:00:09.270>welcome <00:00:09.386>the <00:00:09.503>panelists <00:00:09.620>up <00:00:09.736>to <00:00:09.853>the <00:00:09.969>stage <00:00:10.086>and <00:00:10.203>then <00:00:10.320>we 00:00:11.230 --> 00:00:11.240 align:start position:0% <00:00:11.230>panelists <00:00:11.231>up <00:00:11.232>to <00:00:11.233>the <00:00:11.235>stage <00:00:11.236>and <00:00:11.237>then <00:00:11.239>we 00:00:11.240 --> 00:00:12.790 align:start position:0% <00:00:11.240>panelists <00:00:11.333>up <00:00:11.426>to <00:00:11.519>the <00:00:11.612>stage <00:00:11.705>and <00:00:11.798>then <00:00:11.891>we <00:00:11.984>can <00:00:12.077>introduce <00:00:12.170>them <00:00:12.263>bit <00:00:12.356>by <00:00:12.449>bit <00:00:12.542>and <00:00:12.635>I'm 00:00:12.790 --> 00:00:12.800 align:start position:0% <00:00:12.790>can <00:00:12.791>introduce <00:00:12.792>them <00:00:12.793>bit <00:00:12.795>by <00:00:12.796>bit <00:00:12.797>and <00:00:12.799>I'm 00:00:12.800 --> 00:00:14.630 align:start position:0% <00:00:12.800>can <00:00:12.900>introduce <00:00:13.000>them <00:00:13.100>bit <00:00:13.200>by <00:00:13.300>bit <00:00:13.400>and <00:00:13.500>I'm <00:00:13.600>going <00:00:13.700>to <00:00:13.800>hand <00:00:13.900>over <00:00:14.000>to <00:00:14.100>my <00:00:14.200>colleague 00:00:14.630 --> 00:00:14.640 align:start position:0% <00:00:14.630>going <00:00:14.631>to <00:00:14.633>hand <00:00:14.634>over <00:00:14.636>to <00:00:14.637>my <00:00:14.639>colleague 00:00:14.640 --> 00:00:29.190 align:start position:0% <00:00:14.640>going <00:00:14.840>to <00:00:15.040>hand <00:00:15.240>over <00:00:15.440>to <00:00:15.640>my <00:00:15.840>colleague <00:00:16.040>Tomislav. 00:00:29.200 --> 00:00:29.790 align:start position:0% <00:00:29.200>>> <00:00:29.465>This <00:00:29.730>side? 00:00:29.790 --> 00:00:29.800 align:start position:0% <00:00:29.790>>> <00:00:29.794>This <00:00:29.799>side? 00:00:29.800 --> 00:00:31.230 align:start position:0% <00:00:29.800>>> <00:00:29.943>This <00:00:30.086>side? <00:00:30.229>>> <00:00:30.372>Remember <00:00:30.515>you're <00:00:30.658>taking <00:00:30.801>the <00:00:30.944>seat <00:00:31.087>with 00:00:31.230 --> 00:00:31.240 align:start position:0% <00:00:31.230>>> <00:00:31.231>Remember <00:00:31.233>you're <00:00:31.234>taking <00:00:31.236>the <00:00:31.237>seat <00:00:31.238>with 00:00:31.240 --> 00:00:31.950 align:start position:0% <00:00:31.240>>> <00:00:31.311>Remember <00:00:31.381>you're <00:00:31.453>taking <00:00:31.523>the <00:00:31.595>seat <00:00:31.666>with <00:00:31.737>sitting <00:00:31.808>next <00:00:31.878>to 00:00:31.950 --> 00:00:31.960 align:start position:0% <00:00:31.950>sitting <00:00:31.954>next <00:00:31.959>to 00:00:31.960 --> 00:00:36.310 align:start position:0% <00:00:31.960>sitting <00:00:32.134>next <00:00:32.310>to <00:00:32.485>>> <00:00:32.660>the <00:00:32.835>far <00:00:33.010>most <00:00:33.185>right <00:00:33.360>one. 00:00:36.320 --> 00:00:38.310 align:start position:0% <00:00:36.320>And <00:00:36.475>I <00:00:36.631>know <00:00:36.786>I <00:00:36.942>know <00:00:37.097>that <00:00:37.253>you <00:00:37.408>are <00:00:37.564>going <00:00:37.720>to 00:00:38.310 --> 00:00:38.320 align:start position:0% <00:00:38.310>And <00:00:38.311>I <00:00:38.312>know <00:00:38.313>I <00:00:38.314>know <00:00:38.315>that <00:00:38.316>you <00:00:38.317>are <00:00:38.318>going <00:00:38.319>to 00:00:38.320 --> 00:00:42.565 align:start position:0% <00:00:38.320>And <00:00:38.427>I <00:00:38.535>know <00:00:38.643>I <00:00:38.750>know <00:00:38.858>that <00:00:38.966>you <00:00:39.073>are <00:00:39.181>going <00:00:39.289>to <00:00:39.396>choose <00:00:39.504>that <00:00:39.612>[laughter] <00:00:39.720>seat. 00:00:42.575 --> 00:00:43.630 align:start position:0% <00:00:42.575>>> <00:00:43.524>[gasps] 00:00:43.630 --> 00:00:43.640 align:start position:0% <00:00:43.630>>> <00:00:43.639>[gasps] 00:00:43.640 --> 00:00:45.030 align:start position:0% <00:00:43.640>>> <00:00:43.779>[gasps] <00:00:43.918>>> <00:00:44.057>Hello <00:00:44.196>Chris. <00:00:44.335>It's <00:00:44.474>kind <00:00:44.613>of <00:00:44.752>tricky <00:00:44.891>to 00:00:45.030 --> 00:00:45.040 align:start position:0% <00:00:45.030>>> <00:00:45.031>Hello <00:00:45.032>Chris. <00:00:45.033>It's <00:00:45.035>kind <00:00:45.036>of <00:00:45.037>tricky <00:00:45.039>to 00:00:45.040 --> 00:00:46.830 align:start position:0% <00:00:45.040>>> <00:00:45.147>Hello <00:00:45.255>Chris. <00:00:45.363>It's <00:00:45.470>kind <00:00:45.578>of <00:00:45.686>tricky <00:00:45.793>to <00:00:45.901>distinguish <00:00:46.009>you <00:00:46.116>between <00:00:46.224>the <00:00:46.332>all <00:00:46.440>the 00:00:46.830 --> 00:00:46.840 align:start position:0% <00:00:46.830>distinguish <00:00:46.831>you <00:00:46.833>between <00:00:46.835>the <00:00:46.837>all <00:00:46.839>the 00:00:46.840 --> 00:00:48.470 align:start position:0% <00:00:46.840>distinguish <00:00:46.956>you <00:00:47.073>between <00:00:47.190>the <00:00:47.306>all <00:00:47.423>the <00:00:47.540>black <00:00:47.656>shirts. <00:00:47.773>It's <00:00:47.890>like <00:00:48.006>seems <00:00:48.123>like <00:00:48.240>a 00:00:48.470 --> 00:00:48.480 align:start position:0% <00:00:48.470>black <00:00:48.471>shirts. <00:00:48.473>It's <00:00:48.474>like <00:00:48.476>seems <00:00:48.477>like <00:00:48.479>a 00:00:48.480 --> 00:00:50.350 align:start position:0% <00:00:48.480>black <00:00:48.635>shirts. <00:00:48.791>It's <00:00:48.946>like <00:00:49.102>seems <00:00:49.257>like <00:00:49.413>a <00:00:49.568>uniform <00:00:49.724>right <00:00:49.879>now. 00:00:50.350 --> 00:00:50.360 align:start position:0% <00:00:50.350>uniform <00:00:50.354>right <00:00:50.359>now. 00:00:50.360 --> 00:00:50.950 align:start position:0% <00:00:50.360>uniform <00:00:50.537>right <00:00:50.714>now. <00:00:50.891>So 00:00:50.950 --> 00:00:50.960 align:start position:0% So 00:00:50.960 --> 00:00:51.735 align:start position:0% <00:00:50.960>So <00:00:51.308>>> <00:00:51.657>this. 00:00:51.735 --> 00:00:51.745 align:start position:0% <00:00:51.735>>> <00:00:51.744>this. 00:00:51.745 --> 00:00:52.470 align:start position:0% <00:00:51.745>>> <00:00:51.962>this. <00:00:52.180>>> <00:00:52.397>[laughter] 00:00:52.470 --> 00:00:52.480 align:start position:0% <00:00:52.470>>> <00:00:52.479>[laughter] 00:00:52.480 --> 00:00:52.830 align:start position:0% <00:00:52.480>>> <00:00:52.558>[laughter] <00:00:52.637>>> <00:00:52.716>You <00:00:52.795>know. 00:00:52.830 --> 00:00:52.840 align:start position:0% <00:00:52.830>>> <00:00:52.834>You <00:00:52.839>know. 00:00:52.840 --> 00:00:54.390 align:start position:0% <00:00:52.840>>> <00:00:52.966>You <00:00:53.093>know. <00:00:53.220>>> <00:00:53.347>you <00:00:53.474>look <00:00:53.600>10. <00:00:53.727>You <00:00:53.854>know <00:00:53.981>what <00:00:54.108>I <00:00:54.235>mean? 00:00:54.390 --> 00:00:54.400 align:start position:0% <00:00:54.390>>> <00:00:54.391>you <00:00:54.392>look <00:00:54.393>10. <00:00:54.394>You <00:00:54.395>know <00:00:54.396>what <00:00:54.397>I <00:00:54.399>mean? 00:00:54.400 --> 00:00:56.350 align:start position:0% <00:00:54.400>>> <00:00:54.487>you <00:00:54.574>look <00:00:54.662>10. <00:00:54.750>You <00:00:54.837>know <00:00:54.925>what <00:00:55.012>I <00:00:55.100>mean? <00:00:55.187>>> <00:00:55.275>So, <00:00:55.362>who <00:00:55.449>do <00:00:55.537>we <00:00:55.625>have <00:00:55.712>here? <00:00:55.800>Tomislav 00:00:56.350 --> 00:00:56.360 align:start position:0% <00:00:56.350>>> <00:00:56.351>So, <00:00:56.352>who <00:00:56.353>do <00:00:56.355>we <00:00:56.356>have <00:00:56.357>here? <00:00:56.359>Tomislav 00:00:56.360 --> 00:00:58.030 align:start position:0% <00:00:56.360>>> <00:00:56.467>So, <00:00:56.575>who <00:00:56.683>do <00:00:56.790>we <00:00:56.898>have <00:00:57.006>here? <00:00:57.113>Tomislav <00:00:57.221>Tipurić, <00:00:57.329>big <00:00:57.436>friend <00:00:57.544>of <00:00:57.652>we <00:00:57.760>are 00:00:58.030 --> 00:00:58.040 align:start position:0% <00:00:58.030>Tipurić, <00:00:58.031>big <00:00:58.033>friend <00:00:58.035>of <00:00:58.037>we <00:00:58.039>are 00:00:58.040 --> 00:01:00.110 align:start position:0% <00:00:58.040>Tipurić, <00:00:58.167>big <00:00:58.294>friend <00:00:58.421>of <00:00:58.549>we <00:00:58.676>are <00:00:58.803>developers, <00:00:58.930>has <00:00:59.058>working <00:00:59.185>with <00:00:59.312>Coper <00:00:59.440>100 00:01:00.110 --> 00:01:00.120 align:start position:0% <00:01:00.110>developers, <00:01:00.111>has <00:01:00.113>working <00:01:00.115>with <00:01:00.117>Coper <00:01:00.119>100 00:01:00.120 --> 00:01:02.270 align:start position:0% <00:01:00.120>developers, <00:01:00.236>has <00:01:00.353>working <00:01:00.470>with <00:01:00.586>Coper <00:01:00.703>100 <00:01:00.820>before <00:01:00.936>as <00:01:01.053>well. <00:01:01.169>Then <00:01:01.286>we <00:01:01.403>have <00:01:01.519>Christian 00:01:02.270 --> 00:01:02.280 align:start position:0% <00:01:02.270>before <00:01:02.271>as <00:01:02.273>well. <00:01:02.274>Then <00:01:02.276>we <00:01:02.277>have <00:01:02.279>Christian 00:01:02.280 --> 00:01:04.470 align:start position:0% <00:01:02.280>before <00:01:02.380>as <00:01:02.480>well. <00:01:02.580>Then <00:01:02.680>we <00:01:02.780>have <00:01:02.880>Christian <00:01:02.980>Trummer <00:01:03.080>who <00:01:03.180>has <00:01:03.280>been <00:01:03.380>on <00:01:03.480>a <00:01:03.580>great <00:01:03.680>podcast 00:01:04.470 --> 00:01:04.480 align:start position:0% <00:01:04.470>Trummer <00:01:04.471>who <00:01:04.472>has <00:01:04.473>been <00:01:04.475>on <00:01:04.476>a <00:01:04.477>great <00:01:04.479>podcast 00:01:04.480 --> 00:01:05.990 align:start position:0% <00:01:04.480>Trummer <00:01:04.593>who <00:01:04.706>has <00:01:04.819>been <00:01:04.933>on <00:01:05.046>a <00:01:05.159>great <00:01:05.272>podcast <00:01:05.385>lately <00:01:05.499>called <00:01:05.612>Coffee <00:01:05.725>with <00:01:05.839>Developers. 00:01:05.990 --> 00:01:06.000 align:start position:0% <00:01:05.990>lately <00:01:05.992>called <00:01:05.994>Coffee <00:01:05.996>with <00:01:05.999>Developers. 00:01:06.000 --> 00:01:07.150 align:start position:0% <00:01:06.000>lately <00:01:06.079>called <00:01:06.159>Coffee <00:01:06.238>with <00:01:06.318>Developers. <00:01:06.398>You <00:01:06.477>might <00:01:06.557>want <00:01:06.636>to <00:01:06.716>take <00:01:06.796>a <00:01:06.875>look <00:01:06.955>at <00:01:07.035>that 00:01:07.150 --> 00:01:07.160 align:start position:0% <00:01:07.150>You <00:01:07.151>might <00:01:07.152>want <00:01:07.153>to <00:01:07.154>take <00:01:07.155>a <00:01:07.156>look <00:01:07.157>at <00:01:07.158>that 00:01:07.160 --> 00:01:09.910 align:start position:0% <00:01:07.160>You <00:01:07.247>might <00:01:07.335>want <00:01:07.422>to <00:01:07.509>take <00:01:07.597>a <00:01:07.685>look <00:01:07.772>at <00:01:07.860>that <00:01:07.947>one <00:01:08.035>and <00:01:08.122>he's <00:01:08.210>from <00:01:08.297>Bitpanda. <00:01:08.384>And <00:01:08.472>we <00:01:08.560>got 00:01:09.910 --> 00:01:09.920 align:start position:0% <00:01:09.910>one <00:01:09.911>and <00:01:09.912>he's <00:01:09.913>from <00:01:09.915>Bitpanda. <00:01:09.916>And <00:01:09.917>we <00:01:09.919>got 00:01:09.920 --> 00:01:12.470 align:start position:0% <00:01:09.920>one <00:01:10.027>and <00:01:10.135>he's <00:01:10.243>from <00:01:10.350>Bitpanda. <00:01:10.458>And <00:01:10.566>we <00:01:10.673>got <00:01:10.781>Milind <00:01:10.889>Desai <00:01:10.996>and <00:01:11.104>Jyoti <00:01:11.212>Bansal <00:01:11.320>and 00:01:12.470 --> 00:01:12.480 align:start position:0% <00:01:12.470>Milind <00:01:12.471>Desai <00:01:12.473>and <00:01:12.475>Jyoti <00:01:12.477>Bansal <00:01:12.479>and 00:01:12.480 --> 00:01:13.870 align:start position:0% <00:01:12.480>Milind <00:01:12.576>Desai <00:01:12.672>and <00:01:12.768>Jyoti <00:01:12.864>Bansal <00:01:12.961>and <00:01:13.057>they're <00:01:13.153>all <00:01:13.249>going <00:01:13.346>to <00:01:13.442>talk <00:01:13.538>about <00:01:13.634>the <00:01:13.731>new 00:01:13.870 --> 00:01:13.880 align:start position:0% <00:01:13.870>they're <00:01:13.871>all <00:01:13.872>going <00:01:13.873>to <00:01:13.875>talk <00:01:13.876>about <00:01:13.877>the <00:01:13.878>new 00:01:13.880 --> 00:01:15.870 align:start position:0% <00:01:13.880>they're <00:01:13.996>all <00:01:14.113>going <00:01:14.229>to <00:01:14.346>talk <00:01:14.463>about <00:01:14.580>the <00:01:14.696>new <00:01:14.813>AI <00:01:14.929>security <00:01:15.046>stack, <00:01:15.163>observe, <00:01:15.280>detect, 00:01:15.870 --> 00:01:15.880 align:start position:0% <00:01:15.870>AI <00:01:15.872>security <00:01:15.874>stack, <00:01:15.876>observe, <00:01:15.878>detect, 00:01:15.880 --> 00:01:18.910 align:start position:0% <00:01:15.880>AI <00:01:16.080>security <00:01:16.280>stack, <00:01:16.479>observe, <00:01:16.679>detect, <00:01:16.880>protect, <00:01:17.080>exterminate. <00:01:17.280>No. 00:01:18.910 --> 00:01:18.920 align:start position:0% <00:01:18.910>protect, <00:01:18.914>exterminate. <00:01:18.919>No. 00:01:18.920 --> 00:01:20.555 align:start position:0% <00:01:18.920>protect, <00:01:19.200>exterminate. <00:01:19.480>No. <00:01:19.760>You <00:01:20.040>go <00:01:20.320>ahead. 00:01:20.555 --> 00:01:20.565 align:start position:0% <00:01:20.555>You <00:01:20.559>go <00:01:20.564>ahead. 00:01:20.565 --> 00:01:20.950 align:start position:0% <00:01:20.565>You <00:01:20.651>go <00:01:20.738>ahead. <00:01:20.824>>> <00:01:20.911>[laughter] 00:01:20.950 --> 00:01:20.960 align:start position:0% <00:01:20.950>>> <00:01:20.959>[laughter] 00:01:20.960 --> 00:01:22.390 align:start position:0% <00:01:20.960>>> <00:01:21.103>[laughter] <00:01:21.246>>> <00:01:21.389>Thank <00:01:21.532>you. <00:01:21.675>Thank <00:01:21.818>you <00:01:21.961>Chris. <00:01:22.104>Thank <00:01:22.247>you 00:01:22.390 --> 00:01:22.400 align:start position:0% <00:01:22.390>>> <00:01:22.391>Thank <00:01:22.392>you. <00:01:22.393>Thank <00:01:22.395>you <00:01:22.396>Chris. <00:01:22.397>Thank <00:01:22.399>you 00:01:22.400 --> 00:01:24.390 align:start position:0% <00:01:22.400>>> <00:01:22.493>Thank <00:01:22.586>you. <00:01:22.680>Thank <00:01:22.773>you <00:01:22.866>Chris. <00:01:22.960>Thank <00:01:23.053>you <00:01:23.146>everyone <00:01:23.240>for <00:01:23.333>being <00:01:23.426>here. <00:01:23.520>I <00:01:23.613>know <00:01:23.706>we <00:01:23.800>are 00:01:24.390 --> 00:01:24.400 align:start position:0% <00:01:24.390>everyone <00:01:24.391>for <00:01:24.392>being <00:01:24.393>here. <00:01:24.395>I <00:01:24.396>know <00:01:24.397>we <00:01:24.399>are 00:01:24.400 --> 00:01:25.590 align:start position:0% <00:01:24.400>everyone <00:01:24.476>for <00:01:24.553>being <00:01:24.629>here. <00:01:24.706>I <00:01:24.782>know <00:01:24.859>we <00:01:24.935>are <00:01:25.012>coming <00:01:25.088>close <00:01:25.165>to <00:01:25.241>the <00:01:25.318>end <00:01:25.394>of <00:01:25.471>the 00:01:25.590 --> 00:01:25.600 align:start position:0% <00:01:25.590>coming <00:01:25.591>close <00:01:25.593>to <00:01:25.594>the <00:01:25.596>end <00:01:25.597>of <00:01:25.598>the 00:01:25.600 --> 00:01:28.310 align:start position:0% <00:01:25.600>coming <00:01:25.716>close <00:01:25.833>to <00:01:25.949>the <00:01:26.066>end <00:01:26.183>of <00:01:26.300>the <00:01:26.416>conference, <00:01:26.533>so <00:01:26.649>you're <00:01:26.766>probably <00:01:26.883>eager <00:01:27.000>to 00:01:28.310 --> 00:01:28.320 align:start position:0% <00:01:28.310>conference, <00:01:28.311>so <00:01:28.313>you're <00:01:28.315>probably <00:01:28.317>eager <00:01:28.318>to 00:01:28.320 --> 00:01:29.790 align:start position:0% <00:01:28.320>conference, <00:01:28.421>so <00:01:28.523>you're <00:01:28.625>probably <00:01:28.727>eager <00:01:28.828>to <00:01:28.930>think <00:01:29.032>about <00:01:29.134>some <00:01:29.235>of <00:01:29.337>the <00:01:29.439>other <00:01:29.541>stuff <00:01:29.642>like 00:01:29.790 --> 00:01:29.800 align:start position:0% <00:01:29.789>think <00:01:29.791>about <00:01:29.792>some <00:01:29.793>of <00:01:29.795>the <00:01:29.796>other <00:01:29.797>stuff <00:01:29.798>like 00:01:29.800 --> 00:01:30.790 align:start position:0% <00:01:29.800>think <00:01:29.911>about <00:01:30.022>some <00:01:30.134>of <00:01:30.245>the <00:01:30.356>other <00:01:30.468>stuff <00:01:30.579>like <00:01:30.690>maybe 00:01:30.790 --> 00:01:30.800 align:start position:0% maybe 00:01:30.800 --> 00:01:31.670 align:start position:0% <00:01:30.800>maybe <00:01:30.930>dinner <00:01:31.061>[clears <00:01:31.191>throat] <00:01:31.322>or <00:01:31.452>beer <00:01:31.583>this 00:01:31.670 --> 00:01:31.680 align:start position:0% <00:01:31.670>dinner <00:01:31.671>[clears <00:01:31.673>throat] <00:01:31.675>or <00:01:31.677>beer <00:01:31.679>this 00:01:31.680 --> 00:01:33.001 align:start position:0% <00:01:31.680>dinner <00:01:31.878>[clears <00:01:32.076>throat] <00:01:32.274>or <00:01:32.472>beer <00:01:32.670>this <00:01:32.868>afternoon. 00:01:33.001 --> 00:01:33.011 align:start position:0% afternoon. 00:01:33.011 --> 00:01:33.790 align:start position:0% <00:01:33.011>afternoon. <00:01:33.361>>> <00:01:33.712>[laughter] 00:01:33.790 --> 00:01:33.800 align:start position:0% <00:01:33.789>>> <00:01:33.798>[laughter] 00:01:33.800 --> 00:01:35.790 align:start position:0% <00:01:33.800>>> <00:01:34.080>[laughter] <00:01:34.360>>> <00:01:34.640>Uh <00:01:34.920>this <00:01:35.200>is 00:01:35.790 --> 00:01:35.800 align:start position:0% <00:01:35.789>>> <00:01:35.792>Uh <00:01:35.795>this <00:01:35.798>is 00:01:35.800 --> 00:01:38.070 align:start position:0% <00:01:35.800>>> <00:01:35.927>Uh <00:01:36.054>this <00:01:36.181>is <00:01:36.309>I <00:01:36.436>would <00:01:36.563>say <00:01:36.690>one <00:01:36.818>of <00:01:36.945>the <00:01:37.072>most <00:01:37.200>crucial 00:01:38.070 --> 00:01:38.080 align:start position:0% <00:01:38.070>I <00:01:38.071>would <00:01:38.072>say <00:01:38.073>one <00:01:38.075>of <00:01:38.076>the <00:01:38.077>most <00:01:38.079>crucial 00:01:38.080 --> 00:01:40.150 align:start position:0% <00:01:38.080>I <00:01:38.220>would <00:01:38.360>say <00:01:38.500>one <00:01:38.640>of <00:01:38.780>the <00:01:38.920>most <00:01:39.060>crucial <00:01:39.200>topics <00:01:39.340>of <00:01:39.480>today. 00:01:40.150 --> 00:01:40.160 align:start position:0% <00:01:40.150>topics <00:01:40.154>of <00:01:40.158>today. 00:01:40.160 --> 00:01:43.190 align:start position:0% <00:01:40.160>topics <00:01:40.300>of <00:01:40.440>today. <00:01:40.580>Uh <00:01:40.720>what <00:01:40.860>happens <00:01:41.000>in <00:01:41.140>the <00:01:41.280>world <00:01:41.420>of <00:01:41.560>software 00:01:43.190 --> 00:01:43.200 align:start position:0% <00:01:43.190>Uh <00:01:43.191>what <00:01:43.192>happens <00:01:43.193>in <00:01:43.195>the <00:01:43.196>world <00:01:43.197>of <00:01:43.199>software 00:01:43.200 --> 00:01:45.390 align:start position:0% <00:01:43.200>Uh <00:01:43.316>what <00:01:43.433>happens <00:01:43.550>in <00:01:43.666>the <00:01:43.783>world <00:01:43.900>of <00:01:44.016>software <00:01:44.133>development, <00:01:44.250>well, <00:01:44.366>which <00:01:44.483>is <00:01:44.600>basically 00:01:45.390 --> 00:01:45.400 align:start position:0% <00:01:45.390>development, <00:01:45.392>well, <00:01:45.394>which <00:01:45.396>is <00:01:45.399>basically 00:01:45.400 --> 00:01:48.270 align:start position:0% <00:01:45.400>development, <00:01:45.527>well, <00:01:45.654>which <00:01:45.781>is <00:01:45.909>basically <00:01:46.036>the <00:01:46.163>whole <00:01:46.290>world <00:01:46.418>nowadays, <00:01:46.545>is <00:01:46.672>that <00:01:46.800>the 00:01:48.270 --> 00:01:48.280 align:start position:0% <00:01:48.270>the <00:01:48.271>whole <00:01:48.273>world <00:01:48.274>nowadays, <00:01:48.276>is <00:01:48.277>that <00:01:48.279>the 00:01:48.280 --> 00:01:51.310 align:start position:0% <00:01:48.280>the <00:01:48.387>whole <00:01:48.495>world <00:01:48.603>nowadays, <00:01:48.710>is <00:01:48.818>that <00:01:48.926>the <00:01:49.033>amount <00:01:49.141>of <00:01:49.249>code <00:01:49.356>that's <00:01:49.464>written <00:01:49.572>to <00:01:49.680>resolve 00:01:51.310 --> 00:01:51.320 align:start position:0% <00:01:51.310>amount <00:01:51.311>of <00:01:51.313>code <00:01:51.314>that's <00:01:51.316>written <00:01:51.317>to <00:01:51.318>resolve 00:01:51.320 --> 00:01:55.590 align:start position:0% <00:01:51.320>amount <00:01:51.427>of <00:01:51.535>code <00:01:51.643>that's <00:01:51.750>written <00:01:51.858>to <00:01:51.966>resolve <00:01:52.073>a <00:01:52.181>certain <00:01:52.289>problem <00:01:52.396>grew <00:01:52.504>eight <00:01:52.612>times. <00:01:52.720>So, 00:01:55.590 --> 00:01:55.600 align:start position:0% <00:01:55.590>a <00:01:55.591>certain <00:01:55.593>problem <00:01:55.594>grew <00:01:55.596>eight <00:01:55.597>times. <00:01:55.598>So, 00:01:55.600 --> 00:01:58.470 align:start position:0% <00:01:55.600>a <00:01:55.707>certain <00:01:55.815>problem <00:01:55.923>grew <00:01:56.030>eight <00:01:56.138>times. <00:01:56.246>So, <00:01:56.353>we <00:01:56.461>are <00:01:56.569>writing <00:01:56.676>eight <00:01:56.784>times <00:01:56.892>more <00:01:57.000>code 00:01:58.470 --> 00:01:58.480 align:start position:0% <00:01:58.470>we <00:01:58.471>are <00:01:58.473>writing <00:01:58.474>eight <00:01:58.476>times <00:01:58.477>more <00:01:58.478>code 00:01:58.480 --> 00:02:00.750 align:start position:0% <00:01:58.479>we <00:01:58.579>are <00:01:58.679>writing <00:01:58.779>eight <00:01:58.880>times <00:01:58.979>more <00:01:59.079>code <00:01:59.179>than <00:01:59.279>we <00:01:59.380>used <00:01:59.479>to <00:01:59.579>to <00:01:59.679>resolve <00:01:59.779>the <00:01:59.880>same 00:02:00.750 --> 00:02:00.760 align:start position:0% <00:02:00.750>than <00:02:00.751>we <00:02:00.752>used <00:02:00.753>to <00:02:00.755>to <00:02:00.756>resolve <00:02:00.757>the <00:02:00.759>same 00:02:00.760 --> 00:02:02.070 align:start position:0% <00:02:00.760>than <00:02:00.907>we <00:02:01.054>used <00:02:01.202>to <00:02:01.349>to <00:02:01.496>resolve <00:02:01.644>the <00:02:01.791>same <00:02:01.939>issue. 00:02:02.070 --> 00:02:02.080 align:start position:0% issue. 00:02:02.080 --> 00:02:03.990 align:start position:0% <00:02:02.080>issue. <00:02:02.280>That <00:02:02.480>means <00:02:02.679>that <00:02:02.880>the <00:02:03.080>code <00:02:03.280>bases <00:02:03.480>are 00:02:03.990 --> 00:02:04.000 align:start position:0% <00:02:03.990>That <00:02:03.991>means <00:02:03.993>that <00:02:03.994>the <00:02:03.996>code <00:02:03.997>bases <00:02:03.999>are 00:02:04.000 --> 00:02:07.550 align:start position:0% <00:02:04.000>That <00:02:04.127>means <00:02:04.254>that <00:02:04.381>the <00:02:04.509>code <00:02:04.636>bases <00:02:04.763>are <00:02:04.890>growing <00:02:05.018>at <00:02:05.145>an <00:02:05.272>exponential <00:02:05.400>level. 00:02:07.550 --> 00:02:07.560 align:start position:0% <00:02:07.550>growing <00:02:07.552>at <00:02:07.554>an <00:02:07.556>exponential <00:02:07.559>level. 00:02:07.560 --> 00:02:10.630 align:start position:0% <00:02:07.560>growing <00:02:07.676>at <00:02:07.793>an <00:02:07.910>exponential <00:02:08.026>level. <00:02:08.143>That <00:02:08.259>also <00:02:08.376>means <00:02:08.493>that <00:02:08.610>more <00:02:08.726>than <00:02:08.843>50% <00:02:08.960>of 00:02:10.630 --> 00:02:10.640 align:start position:0% <00:02:10.630>That <00:02:10.631>also <00:02:10.632>means <00:02:10.633>that <00:02:10.635>more <00:02:10.636>than <00:02:10.637>50% <00:02:10.638>of 00:02:10.640 --> 00:02:13.710 align:start position:0% <00:02:10.639>That <00:02:10.747>also <00:02:10.855>means <00:02:10.963>that <00:02:11.070>more <00:02:11.178>than <00:02:11.286>50% <00:02:11.393>of <00:02:11.501>the <00:02:11.609>teams <00:02:11.716>are <00:02:11.824>reporting <00:02:11.932>increasing <00:02:12.040>of 00:02:13.710 --> 00:02:13.720 align:start position:0% <00:02:13.710>the <00:02:13.711>teams <00:02:13.713>are <00:02:13.715>reporting <00:02:13.717>increasing <00:02:13.719>of 00:02:13.720 --> 00:02:16.030 align:start position:0% <00:02:13.720>the <00:02:13.875>teams <00:02:14.031>are <00:02:14.186>reporting <00:02:14.342>increasing <00:02:14.497>of <00:02:14.653>security <00:02:14.808>vulnerabilities <00:02:14.964>with <00:02:15.120>every 00:02:16.030 --> 00:02:16.040 align:start position:0% <00:02:16.030>security <00:02:16.033>vulnerabilities <00:02:16.036>with <00:02:16.039>every 00:02:16.040 --> 00:02:17.910 align:start position:0% <00:02:16.040>security <00:02:16.320>vulnerabilities <00:02:16.600>with <00:02:16.880>every <00:02:17.160>single <00:02:17.440>sprint. 00:02:17.910 --> 00:02:17.920 align:start position:0% <00:02:17.910>single <00:02:17.919>sprint. 00:02:17.920 --> 00:02:21.750 align:start position:0% <00:02:17.920>single <00:02:18.075>sprint. <00:02:18.231>So, <00:02:18.386>we <00:02:18.542>are <00:02:18.697>preparing <00:02:18.853>for <00:02:19.008>a <00:02:19.164>chaos <00:02:19.320>from 00:02:21.750 --> 00:02:21.760 align:start position:0% <00:02:21.750>So, <00:02:21.751>we <00:02:21.752>are <00:02:21.753>preparing <00:02:21.755>for <00:02:21.756>a <00:02:21.757>chaos <00:02:21.759>from 00:02:21.760 --> 00:02:24.190 align:start position:0% <00:02:21.760>So, <00:02:21.887>we <00:02:22.014>are <00:02:22.141>preparing <00:02:22.269>for <00:02:22.396>a <00:02:22.523>chaos <00:02:22.650>from <00:02:22.778>the <00:02:22.905>point <00:02:23.032>of <00:02:23.160>security. 00:02:24.190 --> 00:02:24.200 align:start position:0% <00:02:24.190>the <00:02:24.192>point <00:02:24.196>of <00:02:24.198>security. 00:02:24.200 --> 00:02:25.150 align:start position:0% <00:02:24.200>the <00:02:24.413>point <00:02:24.627>of <00:02:24.841>security. <00:02:25.055>So, 00:02:25.150 --> 00:02:25.160 align:start position:0% So, 00:02:25.160 --> 00:02:27.430 align:start position:0% <00:02:25.160>So, <00:02:25.510>basically, <00:02:25.859>traditional <00:02:26.210>security <00:02:26.560>focused 00:02:27.430 --> 00:02:27.440 align:start position:0% <00:02:27.430>basically, <00:02:27.433>traditional <00:02:27.436>security <00:02:27.439>focused 00:02:27.440 --> 00:02:29.630 align:start position:0% <00:02:27.440>basically, <00:02:27.640>traditional <00:02:27.840>security <00:02:28.040>focused <00:02:28.240>on <00:02:28.440>infrastructure, <00:02:28.640>focused <00:02:28.840>on 00:02:29.630 --> 00:02:29.640 align:start position:0% <00:02:29.630>on <00:02:29.632>infrastructure, <00:02:29.636>focused <00:02:29.638>on 00:02:29.640 --> 00:02:31.670 align:start position:0% <00:02:29.640>on <00:02:29.779>infrastructure, <00:02:29.920>focused <00:02:30.059>on <00:02:30.200>boundaries <00:02:30.339>and <00:02:30.480>the <00:02:30.619>code <00:02:30.760>that <00:02:30.899>is <00:02:31.040>changing 00:02:31.670 --> 00:02:31.680 align:start position:0% <00:02:31.670>boundaries <00:02:31.671>and <00:02:31.673>the <00:02:31.674>code <00:02:31.676>that <00:02:31.677>is <00:02:31.679>changing 00:02:31.680 --> 00:02:33.230 align:start position:0% <00:02:31.680>boundaries <00:02:31.835>and <00:02:31.990>the <00:02:32.145>code <00:02:32.300>that <00:02:32.454>is <00:02:32.609>changing <00:02:32.765>every <00:02:32.920>few <00:02:33.075>weeks. 00:02:33.230 --> 00:02:33.240 align:start position:0% <00:02:33.230>every <00:02:33.234>few <00:02:33.239>weeks. 00:02:33.240 --> 00:02:34.830 align:start position:0% <00:02:33.240>every <00:02:33.395>few <00:02:33.551>weeks. <00:02:33.706>Now, <00:02:33.862>AI <00:02:34.017>agents <00:02:34.173>are <00:02:34.328>doing <00:02:34.484>the <00:02:34.640>code 00:02:34.830 --> 00:02:34.840 align:start position:0% <00:02:34.829>Now, <00:02:34.831>AI <00:02:34.833>agents <00:02:34.834>are <00:02:34.835>doing <00:02:34.837>the <00:02:34.839>code 00:02:34.840 --> 00:02:36.070 align:start position:0% <00:02:34.840>Now, <00:02:34.998>AI <00:02:35.156>agents <00:02:35.314>are <00:02:35.472>doing <00:02:35.630>the <00:02:35.788>code <00:02:35.947>generation 00:02:36.070 --> 00:02:36.080 align:start position:0% generation 00:02:36.080 --> 00:02:38.350 align:start position:0% <00:02:36.079>generation <00:02:36.359>practically <00:02:36.640>in <00:02:36.920>the <00:02:37.200>real <00:02:37.480>time. 00:02:38.350 --> 00:02:38.360 align:start position:0% <00:02:38.350>practically <00:02:38.352>in <00:02:38.354>the <00:02:38.356>real <00:02:38.359>time. 00:02:38.360 --> 00:02:41.550 align:start position:0% <00:02:38.360>practically <00:02:38.487>in <00:02:38.614>the <00:02:38.741>real <00:02:38.869>time. <00:02:38.996>So, <00:02:39.123>how <00:02:39.250>does <00:02:39.378>that <00:02:39.505>old <00:02:39.632>principle <00:02:39.760>observe, 00:02:41.550 --> 00:02:41.560 align:start position:0% <00:02:41.550>So, <00:02:41.551>how <00:02:41.553>does <00:02:41.554>that <00:02:41.556>old <00:02:41.557>principle <00:02:41.559>observe, 00:02:41.560 --> 00:02:44.550 align:start position:0% <00:02:41.560>So, <00:02:41.676>how <00:02:41.793>does <00:02:41.910>that <00:02:42.026>old <00:02:42.143>principle <00:02:42.260>observe, <00:02:42.376>detect, <00:02:42.493>protect <00:02:42.610>actually <00:02:42.726>change <00:02:42.843>and <00:02:42.960>how 00:02:44.550 --> 00:02:44.560 align:start position:0% 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<00:02:48.340>new <00:02:48.440>need? 00:02:50.630 --> 00:02:50.640 align:start position:0% <00:02:50.630>evolve <00:02:50.631>with <00:02:50.633>this <00:02:50.635>whole <00:02:50.637>new <00:02:50.638>need? 00:02:50.640 --> 00:02:52.910 align:start position:0% <00:02:50.640>evolve <00:02:50.795>with <00:02:50.951>this <00:02:51.106>whole <00:02:51.262>new <00:02:51.417>need? <00:02:51.573>Melvin, <00:02:51.728>wish <00:02:51.884>to <00:02:52.040>start? 00:02:52.910 --> 00:02:52.920 align:start position:0% <00:02:52.910>Melvin, <00:02:52.913>wish <00:02:52.916>to <00:02:52.919>start? 00:02:52.920 --> 00:02:55.150 align:start position:0% <00:02:52.920>Melvin, <00:02:53.095>wish <00:02:53.270>to <00:02:53.445>start? <00:02:53.620>>> <00:02:53.795>Yeah, <00:02:53.970>you <00:02:54.145>know, <00:02:54.320>uh 00:02:55.150 --> 00:02:55.160 align:start position:0% <00:02:55.150>>> <00:02:55.152>Yeah, <00:02:55.154>you <00:02:55.156>know, <00:02:55.159>uh 00:02:55.160 --> 00:02:56.630 align:start position:0% <00:02:55.160>>> <00:02:55.270>Yeah, <00:02:55.380>you <00:02:55.490>know, <00:02:55.601>uh <00:02:55.711>the <00:02:55.821>simplest <00:02:55.931>way <00:02:56.042>I <00:02:56.152>would <00:02:56.262>kind <00:02:56.372>of <00:02:56.483>think 00:02:56.630 --> 00:02:56.640 align:start position:0% <00:02:56.630>the <00:02:56.631>simplest <00:02:56.632>way <00:02:56.633>I <00:02:56.635>would <00:02:56.636>kind <00:02:56.637>of <00:02:56.638>think 00:02:56.640 --> 00:02:58.230 align:start position:0% <00:02:56.640>the <00:02:56.779>simplest <00:02:56.920>way <00:02:57.059>I <00:02:57.200>would <00:02:57.339>kind <00:02:57.480>of <00:02:57.619>think <00:02:57.760>about <00:02:57.899>this <00:02:58.040>is 00:02:58.230 --> 00:02:58.240 align:start position:0% <00:02:58.230>about <00:02:58.234>this <00:02:58.239>is 00:02:58.240 --> 00:03:00.110 align:start position:0% <00:02:58.240>about <00:02:58.415>this <00:02:58.590>is <00:02:58.765>we <00:02:58.940>are <00:02:59.115>in <00:02:59.290>the <00:02:59.465>observability <00:02:59.640>category 00:03:00.110 --> 00:03:00.120 align:start position:0% <00:03:00.110>we <00:03:00.111>are <00:03:00.113>in <00:03:00.115>the <00:03:00.117>observability <00:03:00.119>category 00:03:00.120 --> 00:03:02.110 align:start position:0% <00:03:00.120>we <00:03:00.236>are <00:03:00.353>in <00:03:00.470>the <00:03:00.586>observability <00:03:00.703>category <00:03:00.820>where <00:03:00.936>we <00:03:01.053>help <00:03:01.170>you <00:03:01.286>detect <00:03:01.403>bugs <00:03:01.520>in 00:03:02.110 --> 00:03:02.120 align:start position:0% <00:03:02.110>where <00:03:02.111>we <00:03:02.113>help <00:03:02.114>you <00:03:02.116>detect <00:03:02.117>bugs <00:03:02.119>in 00:03:02.120 --> 00:03:03.509 align:start position:0% <00:03:02.120>where <00:03:02.298>we <00:03:02.477>help <00:03:02.655>you <00:03:02.834>detect <00:03:03.012>bugs <00:03:03.191>in <00:03:03.370>production. 00:03:03.509 --> 00:03:03.519 align:start position:0% production. 00:03:03.519 --> 00:03:06.350 align:start position:0% <00:03:03.519>production. <00:03:03.719>And <00:03:03.919>with <00:03:04.119>AI, <00:03:04.319>one <00:03:04.519>of <00:03:04.719>the <00:03:04.919>interesting 00:03:06.350 --> 00:03:06.360 align:start position:0% <00:03:06.350>And <00:03:06.351>with <00:03:06.353>AI, <00:03:06.354>one <00:03:06.356>of <00:03:06.357>the <00:03:06.359>interesting 00:03:06.360 --> 00:03:08.750 align:start position:0% <00:03:06.360>And <00:03:06.487>with <00:03:06.614>AI, <00:03:06.741>one <00:03:06.869>of <00:03:06.996>the <00:03:07.123>interesting <00:03:07.250>attributes <00:03:07.378>that <00:03:07.505>has <00:03:07.632>happened <00:03:07.760>is 00:03:08.750 --> 00:03:08.760 align:start position:0% <00:03:08.750>attributes <00:03:08.752>that <00:03:08.754>has <00:03:08.756>happened <00:03:08.759>is 00:03:08.760 --> 00:03:12.470 align:start position:0% <00:03:08.760>attributes <00:03:08.876>that <00:03:08.993>has <00:03:09.109>happened <00:03:09.226>is <00:03:09.343>two <00:03:09.459>things. <00:03:09.576>One <00:03:09.693>is <00:03:09.810>uh <00:03:09.926>we <00:03:10.043>are <00:03:10.160>increasing 00:03:12.470 --> 00:03:12.480 align:start position:0% <00:03:12.470>two <00:03:12.471>things. <00:03:12.472>One <00:03:12.473>is <00:03:12.475>uh <00:03:12.476>we <00:03:12.477>are <00:03:12.478>increasing 00:03:12.480 --> 00:03:14.590 align:start position:0% <00:03:12.480>two <00:03:12.573>things. <00:03:12.666>One <00:03:12.760>is <00:03:12.853>uh <00:03:12.946>we <00:03:13.040>are <00:03:13.133>increasing <00:03:13.226>our <00:03:13.320>security <00:03:13.413>spend <00:03:13.506>in <00:03:13.600>terms <00:03:13.693>of <00:03:13.786>number <00:03:13.880>of 00:03:14.590 --> 00:03:14.600 align:start position:0% <00:03:14.590>our <00:03:14.591>security <00:03:14.592>spend <00:03:14.593>in <00:03:14.595>terms <00:03:14.596>of <00:03:14.597>number <00:03:14.599>of 00:03:14.600 --> 00:03:15.670 align:start position:0% <00:03:14.600>our <00:03:14.720>security <00:03:14.840>spend <00:03:14.961>in <00:03:15.081>terms <00:03:15.201>of <00:03:15.322>number <00:03:15.442>of <00:03:15.563>people 00:03:15.670 --> 00:03:15.680 align:start position:0% people 00:03:15.680 --> 00:03:18.310 align:start position:0% <00:03:15.680>people <00:03:15.855>uh <00:03:16.030>for <00:03:16.205>exactly <00:03:16.380>the <00:03:16.555>same <00:03:16.730>point. <00:03:16.905>Uh <00:03:17.080>the 00:03:18.310 --> 00:03:18.320 align:start position:0% <00:03:18.310>uh <00:03:18.311>for <00:03:18.312>exactly <00:03:18.313>the <00:03:18.315>same <00:03:18.316>point. <00:03:18.317>Uh <00:03:18.319>the 00:03:18.320 --> 00:03:20.310 align:start position:0% <00:03:18.320>uh <00:03:18.447>for <00:03:18.574>exactly <00:03:18.701>the <00:03:18.829>same <00:03:18.956>point. <00:03:19.083>Uh <00:03:19.210>the <00:03:19.338>number <00:03:19.465>of <00:03:19.592>uh <00:03:19.720>um 00:03:20.310 --> 00:03:20.320 align:start position:0% <00:03:20.310>number <00:03:20.313>of <00:03:20.316>uh <00:03:20.319>um 00:03:20.320 --> 00:03:22.470 align:start position:0% <00:03:20.320>number <00:03:20.519>of <00:03:20.720>uh <00:03:20.920>um <00:03:21.120>attack <00:03:21.320>vectors <00:03:21.519>have <00:03:21.720>increased. 00:03:22.470 --> 00:03:22.480 align:start position:0% <00:03:22.470>attack <00:03:22.472>vectors <00:03:22.476>have <00:03:22.478>increased. 00:03:22.480 --> 00:03:25.110 align:start position:0% <00:03:22.480>attack <00:03:22.619>vectors <00:03:22.760>have <00:03:22.899>increased. <00:03:23.040>We <00:03:23.179>are <00:03:23.320>increasing <00:03:23.459>our <00:03:23.600>spend <00:03:23.739>on <00:03:23.880>security 00:03:25.110 --> 00:03:25.120 align:start position:0% <00:03:25.110>We <00:03:25.111>are <00:03:25.113>increasing <00:03:25.114>our <00:03:25.116>spend <00:03:25.117>on <00:03:25.119>security 00:03:25.120 --> 00:03:26.190 align:start position:0% <00:03:25.120>We <00:03:25.257>are <00:03:25.395>increasing <00:03:25.532>our <00:03:25.670>spend <00:03:25.807>on <00:03:25.945>security <00:03:26.083>tooling 00:03:26.190 --> 00:03:26.200 align:start position:0% tooling 00:03:26.200 --> 00:03:29.270 align:start position:0% <00:03:26.200>tooling <00:03:26.480>uh <00:03:26.760>because <00:03:27.040>of <00:03:27.320>AI. <00:03:27.600>Um 00:03:29.270 --> 00:03:29.280 align:start position:0% <00:03:29.270>uh <00:03:29.272>because <00:03:29.274>of <00:03:29.276>AI. <00:03:29.279>Um 00:03:29.280 --> 00:03:30.990 align:start position:0% <00:03:29.280>uh <00:03:29.396>because <00:03:29.513>of <00:03:29.630>AI. <00:03:29.746>Um <00:03:29.863>just <00:03:29.980>new <00:03:30.096>new <00:03:30.213>forms <00:03:30.330>of <00:03:30.446>attacks <00:03:30.563>that <00:03:30.680>have 00:03:30.990 --> 00:03:31.000 align:start position:0% <00:03:30.990>just <00:03:30.991>new <00:03:30.992>new <00:03:30.993>forms <00:03:30.995>of <00:03:30.996>attacks <00:03:30.997>that <00:03:30.999>have 00:03:31.000 --> 00:03:33.350 align:start position:0% <00:03:31.000>just <00:03:31.093>new <00:03:31.186>new <00:03:31.280>forms <00:03:31.373>of <00:03:31.466>attacks <00:03:31.560>that <00:03:31.653>have <00:03:31.746>never <00:03:31.840>existed. <00:03:31.933>Uh <00:03:32.026>and <00:03:32.120>you <00:03:32.213>have <00:03:32.306>to <00:03:32.400>be 00:03:33.350 --> 00:03:33.360 align:start position:0% <00:03:33.350>never <00:03:33.351>existed. <00:03:33.352>Uh <00:03:33.353>and <00:03:33.355>you <00:03:33.356>have <00:03:33.357>to <00:03:33.359>be 00:03:33.360 --> 00:03:34.870 align:start position:0% <00:03:33.360>never <00:03:33.529>existed. <00:03:33.699>Uh <00:03:33.869>and <00:03:34.039>you <00:03:34.209>have <00:03:34.379>to <00:03:34.549>be <00:03:34.719>proactive. 00:03:34.870 --> 00:03:34.880 align:start position:0% proactive. 00:03:34.880 --> 00:03:36.870 align:start position:0% <00:03:34.880>proactive. <00:03:35.113>And <00:03:35.346>we <00:03:35.579>are <00:03:35.813>building <00:03:36.046>new <00:03:36.280>frameworks 00:03:36.870 --> 00:03:36.880 align:start position:0% <00:03:36.870>And <00:03:36.871>we <00:03:36.873>are <00:03:36.875>building <00:03:36.877>new <00:03:36.879>frameworks 00:03:36.880 --> 00:03:41.270 align:start position:0% <00:03:36.880>And <00:03:37.007>we <00:03:37.134>are <00:03:37.261>building <00:03:37.389>new <00:03:37.516>frameworks <00:03:37.643>ourselves <00:03:37.770>to <00:03:37.898>basically <00:03:38.025>leverage <00:03:38.152>AI <00:03:38.280>to 00:03:41.270 --> 00:03:41.280 align:start position:0% <00:03:41.270>ourselves <00:03:41.271>to <00:03:41.273>basically <00:03:41.275>leverage <00:03:41.277>AI <00:03:41.279>to 00:03:41.280 --> 00:03:42.750 align:start position:0% <00:03:41.280>ourselves <00:03:41.412>to <00:03:41.544>basically <00:03:41.676>leverage <00:03:41.809>AI <00:03:41.941>to <00:03:42.073>protect <00:03:42.206>ourselves <00:03:42.338>from <00:03:42.470>a <00:03:42.603>security 00:03:42.750 --> 00:03:42.760 align:start position:0% <00:03:42.750>protect <00:03:42.752>ourselves <00:03:42.754>from <00:03:42.756>a <00:03:42.759>security 00:03:42.760 --> 00:03:43.750 align:start position:0% <00:03:42.760>protect <00:03:42.858>ourselves <00:03:42.958>from <00:03:43.057>a <00:03:43.156>security <00:03:43.255>standpoint. <00:03:43.353>So, <00:03:43.453>it's <00:03:43.552>been <00:03:43.651>really 00:03:43.750 --> 00:03:43.760 align:start position:0% <00:03:43.750>standpoint. <00:03:43.752>So, <00:03:43.754>it's <00:03:43.756>been <00:03:43.759>really 00:03:43.760 --> 00:03:46.270 align:start position:0% <00:03:43.760>standpoint. <00:03:43.915>So, <00:03:44.071>it's <00:03:44.226>been <00:03:44.382>really <00:03:44.537>interesting <00:03:44.693>uh <00:03:44.848>where <00:03:45.004>everybody <00:03:45.160>thinks 00:03:46.270 --> 00:03:46.280 align:start position:0% <00:03:46.270>interesting <00:03:46.272>uh <00:03:46.274>where 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align:start position:0% <00:03:56.480>tell <00:03:56.679>you <00:03:56.880>uh <00:03:57.079>we're <00:03:57.280>increasing <00:03:57.480>our <00:03:57.679>spend <00:03:57.880>investment 00:03:59.510 --> 00:03:59.520 align:start position:0% <00:03:59.510>uh <00:03:59.511>we're <00:03:59.513>increasing <00:03:59.515>our <00:03:59.517>spend <00:03:59.519>investment 00:03:59.520 --> 00:04:01.070 align:start position:0% <00:03:59.520>uh <00:03:59.694>we're <00:03:59.868>increasing <00:04:00.043>our <00:04:00.217>spend <00:04:00.391>investment <00:04:00.566>uh <00:04:00.740>and <00:04:00.915>IP 00:04:01.070 --> 00:04:01.080 align:start position:0% <00:04:01.070>uh <00:04:01.074>and <00:04:01.079>IP 00:04:01.080 --> 00:04:03.670 align:start position:0% <00:04:01.080>uh <00:04:01.220>and <00:04:01.360>IP <00:04:01.500>uh <00:04:01.640>across <00:04:01.780>all <00:04:01.920>vectors <00:04:02.060>as <00:04:02.200>a <00:04:02.340>customer <00:04:02.480>of 00:04:03.670 --> 00:04:03.680 align:start 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<00:04:07.705>would <00:04:07.832>be <00:04:07.960>your 00:04:08.630 --> 00:04:08.640 align:start position:0% <00:04:08.630>>> <00:04:08.631>Absolutely. <00:04:08.632>Jyoti, <00:04:08.634>what <00:04:08.636>would <00:04:08.637>be <00:04:08.638>your 00:04:08.640 --> 00:04:08.990 align:start position:0% <00:04:08.640>>> <00:04:08.674>Absolutely. <00:04:08.709>Jyoti, <00:04:08.745>what <00:04:08.780>would <00:04:08.815>be <00:04:08.850>your <00:04:08.885>take <00:04:08.920>on <00:04:08.955>it? 00:04:08.990 --> 00:04:09.000 align:start position:0% <00:04:08.990>take <00:04:08.994>on <00:04:08.999>it? 00:04:09.000 --> 00:04:10.630 align:start position:0% <00:04:09.000>take <00:04:09.140>on <00:04:09.280>it? <00:04:09.420>>> <00:04:09.560>Yeah, <00:04:09.700>you <00:04:09.840>know, <00:04:09.980>as <00:04:10.120>a <00:04:10.260>provider <00:04:10.400>of 00:04:10.630 --> 00:04:10.640 align:start position:0% <00:04:10.630>>> <00:04:10.631>Yeah, <00:04:10.632>you <00:04:10.633>know, 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<00:04:15.270>we <00:04:15.271>are <00:04:15.273>the <00:04:15.274>DevSecOps <00:04:15.276>layer. <00:04:15.277>And <00:04:15.279>you 00:04:15.280 --> 00:04:17.069 align:start position:0% <00:04:15.280>we <00:04:15.387>are <00:04:15.495>the <00:04:15.603>DevSecOps <00:04:15.710>layer. <00:04:15.818>And <00:04:15.926>you <00:04:16.033>know, <00:04:16.141>we <00:04:16.249>do <00:04:16.356>think <00:04:16.464>the <00:04:16.572>the <00:04:16.680>observe, 00:04:17.069 --> 00:04:17.079 align:start position:0% <00:04:17.069>know, <00:04:17.070>we <00:04:17.072>do <00:04:17.073>think <00:04:17.075>the <00:04:17.076>the <00:04:17.078>observe, 00:04:17.079 --> 00:04:20.270 align:start position:0% <00:04:17.079>know, <00:04:17.179>we <00:04:17.279>do <00:04:17.379>think <00:04:17.478>the <00:04:17.579>the <00:04:17.679>observe, <00:04:17.779>detect, <00:04:17.879>protect <00:04:17.978>is <00:04:18.079>too <00:04:18.179>late. <00:04:18.279>You <00:04:18.379>got <00:04:18.478>to 00:04:20.270 --> 00:04:20.280 align:start position:0% <00:04:20.269>detect, <00:04:20.271>protect <00:04:20.272>is <00:04:20.273>too <00:04:20.275>late. <00:04:20.276>You <00:04:20.277>got <00:04:20.279>to 00:04:20.280 --> 00:04:22.270 align:start position:0% <00:04:20.279>detect, <00:04:20.380>protect <00:04:20.479>is <00:04:20.579>too <00:04:20.679>late. <00:04:20.779>You <00:04:20.880>got <00:04:20.979>to <00:04:21.079>catch <00:04:21.179>more <00:04:21.279>and <00:04:21.380>more <00:04:21.479>of <00:04:21.579>the <00:04:21.679>security 00:04:22.270 --> 00:04:22.280 align:start position:0% <00:04:22.270>catch <00:04:22.271>more <00:04:22.272>and <00:04:22.274>more <00:04:22.275>of <00:04:22.277>the <00:04:22.279>security 00:04:22.280 --> 00:04:24.909 align:start position:0% <00:04:22.280>catch <00:04:22.380>more <00:04:22.479>and <00:04:22.580>more <00:04:22.679>of <00:04:22.780>the <00:04:22.880>security <00:04:22.979>issues <00:04:23.080>before <00:04:23.179>you <00:04:23.280>go <00:04:23.380>into <00:04:23.479>any <00:04:23.580>runtime <00:04:23.679>in 00:04:24.909 --> 00:04:24.919 align:start position:0% <00:04:24.909>issues <00:04:24.910>before <00:04:24.911>you <00:04:24.912>go <00:04:24.914>into <00:04:24.915>any <00:04:24.916>runtime <00:04:24.918>in 00:04:24.919 --> 00:04:26.950 align:start position:0% <00:04:24.919>issues <00:04:25.019>before <00:04:25.119>you <00:04:25.219>go <00:04:25.318>into <00:04:25.419>any <00:04:25.519>runtime <00:04:25.619>in <00:04:25.719>production. <00:04:25.818>Uh <00:04:25.919>so, <00:04:26.019>you <00:04:26.119>know, <00:04:26.219>the <00:04:26.318>of 00:04:26.950 --> 00:04:26.960 align:start position:0% <00:04:26.950>production. <00:04:26.951>Uh <00:04:26.953>so, <00:04:26.954>you <00:04:26.955>know, <00:04:26.957>the <00:04:26.959>of 00:04:26.960 --> 00:04:28.070 align:start position:0% <00:04:26.960>production. <00:04:27.043>Uh <00:04:27.126>so, <00:04:27.209>you <00:04:27.293>know, <00:04:27.376>the <00:04:27.459>of 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<00:04:37.795>of <00:04:37.796>the <00:04:37.797>security <00:04:37.799>things 00:04:37.800 --> 00:04:40.070 align:start position:0% <00:04:37.800>got <00:04:37.887>to <00:04:37.975>find <00:04:38.062>most <00:04:38.150>of <00:04:38.237>the <00:04:38.325>security <00:04:38.412>things <00:04:38.500>right <00:04:38.587>away <00:04:38.675>and <00:04:38.762>fix <00:04:38.850>it. <00:04:38.937>And <00:04:39.025>you <00:04:39.112>know, <00:04:39.200>you 00:04:40.070 --> 00:04:40.080 align:start position:0% <00:04:40.070>right <00:04:40.071>away <00:04:40.072>and <00:04:40.073>fix <00:04:40.074>it. <00:04:40.075>And <00:04:40.076>you <00:04:40.077>know, <00:04:40.079>you 00:04:40.080 --> 00:04:41.670 align:start position:0% <00:04:40.080>right <00:04:40.162>away <00:04:40.244>and <00:04:40.327>fix <00:04:40.409>it. <00:04:40.491>And <00:04:40.574>you <00:04:40.656>know, <00:04:40.738>you <00:04:40.821>can <00:04:40.903>if <00:04:40.985>you <00:04:41.068>don't <00:04:41.150>fix <00:04:41.232>it <00:04:41.315>most <00:04:41.397>of <00:04:41.479>the 00:04:41.670 --> 00:04:41.680 align:start position:0% <00:04:41.670>can <00:04:41.671>if <00:04:41.672>you <00:04:41.673>don't <00:04:41.674>fix <00:04:41.675>it <00:04:41.676>most <00:04:41.677>of <00:04:41.679>the 00:04:41.680 --> 00:04:43.590 align:start position:0% <00:04:41.680>can <00:04:41.767>if <00:04:41.855>you <00:04:41.942>don't <00:04:42.030>fix <00:04:42.117>it <00:04:42.205>most <00:04:42.292>of <00:04:42.380>the <00:04:42.467>stuff <00:04:42.555>and <00:04:42.642>most <00:04:42.730>of <00:04:42.817>the <00:04:42.905>stuff <00:04:42.992>is <00:04:43.080>going 00:04:43.590 --> 00:04:43.600 align:start position:0% <00:04:43.590>stuff <00:04:43.591>and <00:04:43.592>most <00:04:43.593>of <00:04:43.595>the <00:04:43.596>stuff <00:04:43.597>is <00:04:43.599>going 00:04:43.600 --> 00:04:44.950 align:start position:0% <00:04:43.600>stuff <00:04:43.693>and <00:04:43.786>most <00:04:43.880>of <00:04:43.973>the 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<00:04:46.986>finding <00:04:47.103>it <00:04:47.219>and <00:04:47.336>you're <00:04:47.453>protecting <00:04:47.570>against <00:04:47.686>it, <00:04:47.803>it's <00:04:47.919>too 00:04:48.110 --> 00:04:48.120 align:start position:0% <00:04:48.110>you're <00:04:48.111>protecting <00:04:48.113>against <00:04:48.115>it, <00:04:48.117>it's <00:04:48.119>too 00:04:48.120 --> 00:04:50.350 align:start position:0% <00:04:48.120>you're <00:04:48.220>protecting <00:04:48.320>against <00:04:48.420>it, <00:04:48.520>it's <00:04:48.620>too <00:04:48.720>late <00:04:48.820>and <00:04:48.920>the <00:04:49.020>volume <00:04:49.120>is <00:04:49.220>too <00:04:49.320>high <00:04:49.420>and <00:04:49.520>the 00:04:50.350 --> 00:04:50.360 align:start position:0% <00:04:50.350>late <00:04:50.351>and <00:04:50.352>the <00:04:50.353>volume <00:04:50.354>is <00:04:50.355>too <00:04:50.356>high <00:04:50.357>and <00:04:50.359>the 00:04:50.360 --> 00:04:51.830 align:start position:0% <00:04:50.360>late <00:04:50.433>and <00:04:50.507>the <00:04:50.580>volume <00:04:50.654>is <00:04:50.727>too <00:04:50.801>high <00:04:50.874>and <00:04:50.948>the <00:04:51.021>you <00:04:51.095>will <00:04:51.168>not <00:04:51.242>be <00:04:51.315>able <00:04:51.389>to <00:04:51.462>keep <00:04:51.536>up. <00:04:51.609>So, <00:04:51.683>you 00:04:51.830 --> 00:04:51.840 align:start position:0% <00:04:51.830>you <00:04:51.831>will <00:04:51.832>not <00:04:51.832>be <00:04:51.834>able <00:04:51.835>to <00:04:51.836>keep <00:04:51.837>up. <00:04:51.838>So, <00:04:51.839>you 00:04:51.840 --> 00:04:53.590 align:start position:0% <00:04:51.840>you <00:04:51.927>will <00:04:52.015>not <00:04:52.102>be <00:04:52.190>able <00:04:52.277>to <00:04:52.365>keep <00:04:52.452>up. <00:04:52.540>So, <00:04:52.627>you <00:04:52.715>know, <00:04:52.802>that <00:04:52.890>you <00:04:52.977>know, <00:04:53.065>people <00:04:53.152>have <00:04:53.240>talked 00:04:53.590 --> 00:04:53.600 align:start position:0% <00:04:53.590>know, <00:04:53.591>that <00:04:53.593>you <00:04:53.594>know, <00:04:53.596>people <00:04:53.597>have <00:04:53.599>talked 00:04:53.600 --> 00:04:55.150 align:start position:0% <00:04:53.600>know, <00:04:53.707>that <00:04:53.814>you <00:04:53.921>know, <00:04:54.029>people <00:04:54.136>have <00:04:54.243>talked <00:04:54.351>about <00:04:54.458>DevSecOps <00:04:54.565>for <00:04:54.673>a <00:04:54.780>long <00:04:54.887>time <00:04:54.995>like 00:04:55.150 --> 00:04:55.160 align:start position:0% <00:04:55.150>about <00:04:55.151>DevSecOps <00:04:55.152>for <00:04:55.154>a <00:04:55.155>long <00:04:55.157>time <00:04:55.159>like 00:04:55.160 --> 00:04:57.070 align:start position:0% <00:04:55.159>about <00:04:55.276>DevSecOps <00:04:55.393>for <00:04:55.510>a <00:04:55.626>long <00:04:55.743>time <00:04:55.859>like <00:04:55.976>DevOps <00:04:56.093>and <00:04:56.210>security <00:04:56.326>coming <00:04:56.443>together, <00:04:56.559>but 00:04:57.070 --> 00:04:57.080 align:start position:0% <00:04:57.070>DevOps <00:04:57.071>and <00:04:57.073>security <00:04:57.075>coming <00:04:57.077>together, <00:04:57.079>but 00:04:57.080 --> 00:04:59.550 align:start position:0% <00:04:57.080>DevOps <00:04:57.187>and <00:04:57.295>security <00:04:57.403>coming <00:04:57.510>together, <00:04:57.618>but <00:04:57.726>now <00:04:57.833>it's <00:04:57.941>like <00:04:58.049>it's <00:04:58.156>it's <00:04:58.264>a <00:04:58.372>must-have. <00:04:58.479>You 00:04:59.550 --> 00:04:59.560 align:start position:0% <00:04:59.550>now <00:04:59.551>it's <00:04:59.552>like <00:04:59.553>it's <00:04:59.555>it's <00:04:59.556>a <00:04:59.557>must-have. <00:04:59.559>You 00:04:59.560 --> 00:05:00.790 align:start position:0% <00:04:59.560>now <00:04:59.633>it's <00:04:59.707>like <00:04:59.781>it's <00:04:59.855>it's <00:04:59.929>a <00:05:00.002>must-have. <00:05:00.076>You <00:05:00.150>got <00:05:00.224>to <00:05:00.298>bring <00:05:00.371>like, <00:05:00.445>you <00:05:00.519>know, <00:05:00.593>because <00:05:00.667>the 00:05:00.790 --> 00:05:00.800 align:start position:0% <00:05:00.790>got <00:05:00.791>to <00:05:00.792>bring <00:05:00.793>like, <00:05:00.795>you <00:05:00.796>know, <00:05:00.797>because <00:05:00.799>the 00:05:00.800 --> 00:05:02.110 align:start position:0% <00:05:00.800>got <00:05:00.884>to <00:05:00.968>bring <00:05:01.052>like, <00:05:01.136>you <00:05:01.221>know, <00:05:01.305>because <00:05:01.389>the <00:05:01.473>the <00:05:01.557>job <00:05:01.642>of <00:05:01.726>the <00:05:01.810>developer <00:05:01.894>is <00:05:01.979>changing. 00:05:02.110 --> 00:05:02.120 align:start position:0% <00:05:02.110>the <00:05:02.111>job <00:05:02.113>of <00:05:02.114>the <00:05:02.116>developer <00:05:02.117>is <00:05:02.119>changing. 00:05:02.120 --> 00:05:03.830 align:start position:0% <00:05:02.120>the <00:05:02.220>job <00:05:02.320>of <00:05:02.420>the <00:05:02.520>developer <00:05:02.620>is <00:05:02.720>changing. <00:05:02.820>Developer <00:05:02.920>job <00:05:03.020>is <00:05:03.120>like <00:05:03.220>used <00:05:03.320>to <00:05:03.420>be <00:05:03.520>like 00:05:03.830 --> 00:05:03.840 align:start position:0% <00:05:03.830>Developer <00:05:03.831>job <00:05:03.832>is <00:05:03.833>like <00:05:03.835>used <00:05:03.836>to <00:05:03.837>be <00:05:03.839>like 00:05:03.840 --> 00:05:05.590 align:start position:0% <00:05:03.840>Developer <00:05:03.933>job <00:05:04.026>is <00:05:04.119>like <00:05:04.213>used <00:05:04.306>to <00:05:04.400>be <00:05:04.493>like <00:05:04.586>most <00:05:04.679>of <00:05:04.773>the <00:05:04.866>time <00:05:04.960>writing <00:05:05.053>code. <00:05:05.146>Now <00:05:05.239>code 00:05:05.590 --> 00:05:05.600 align:start position:0% <00:05:05.590>most <00:05:05.591>of <00:05:05.592>the <00:05:05.593>time <00:05:05.595>writing <00:05:05.596>code. <00:05:05.597>Now <00:05:05.599>code 00:05:05.600 --> 00:05:07.750 align:start position:0% <00:05:05.600>most <00:05:05.700>of <00:05:05.800>the <00:05:05.900>time <00:05:06.000>writing <00:05:06.100>code. <00:05:06.200>Now <00:05:06.300>code <00:05:06.400>writing <00:05:06.500>is <00:05:06.600>easy. <00:05:06.700>It's <00:05:06.800>making <00:05:06.900>sure <00:05:07.000>like 00:05:07.750 --> 00:05:07.760 align:start position:0% <00:05:07.750>writing <00:05:07.751>is <00:05:07.753>easy. <00:05:07.754>It's <00:05:07.756>making <00:05:07.757>sure <00:05:07.759>like 00:05:07.760 --> 00:05:09.110 align:start position:0% <00:05:07.760>writing <00:05:07.861>is <00:05:07.962>easy. <00:05:08.063>It's <00:05:08.165>making <00:05:08.266>sure <00:05:08.367>like <00:05:08.468>the <00:05:08.570>code <00:05:08.671>has <00:05:08.772>no <00:05:08.873>vulnerabilities <00:05:08.975>and 00:05:09.110 --> 00:05:09.120 align:start position:0% <00:05:09.110>the <00:05:09.111>code <00:05:09.113>has <00:05:09.115>no <00:05:09.117>vulnerabilities <00:05:09.119>and 00:05:09.120 --> 00:05:11.110 align:start position:0% <00:05:09.120>the <00:05:09.236>code <00:05:09.353>has <00:05:09.470>no <00:05:09.586>vulnerabilities <00:05:09.703>and <00:05:09.820>making <00:05:09.936>sure <00:05:10.053>the <00:05:10.170>code <00:05:10.286>works, <00:05:10.403>making <00:05:10.520>sure 00:05:11.110 --> 00:05:11.120 align:start position:0% <00:05:11.110>making <00:05:11.111>sure <00:05:11.113>the <00:05:11.114>code <00:05:11.116>works, <00:05:11.117>making <00:05:11.119>sure 00:05:11.120 --> 00:05:12.909 align:start position:0% <00:05:11.120>making <00:05:11.220>sure <00:05:11.320>the <00:05:11.420>code <00:05:11.520>works, <00:05:11.620>making <00:05:11.720>sure <00:05:11.820>all <00:05:11.920>the <00:05:12.020>things <00:05:12.120>are <00:05:12.220>working <00:05:12.320>well. <00:05:12.420>So, <00:05:12.520>you 00:05:12.909 --> 00:05:12.919 align:start position:0% <00:05:12.909>all <00:05:12.910>the <00:05:12.911>things <00:05:12.912>are <00:05:12.914>working <00:05:12.915>well. <00:05:12.916>So, <00:05:12.918>you 00:05:12.919 --> 00:05:15.070 align:start position:0% <00:05:12.919>all <00:05:13.006>the <00:05:13.094>things <00:05:13.181>are <00:05:13.269>working <00:05:13.356>well. <00:05:13.443>So, <00:05:13.531>you <00:05:13.619>have <00:05:13.706>to <00:05:13.794>bring <00:05:13.881>it <00:05:13.969>as <00:05:14.056>early <00:05:14.144>as <00:05:14.231>possible <00:05:14.318>of 00:05:15.070 --> 00:05:15.080 align:start position:0% <00:05:15.070>have <00:05:15.071>to <00:05:15.072>bring <00:05:15.073>it <00:05:15.074>as <00:05:15.075>early <00:05:15.076>as <00:05:15.077>possible <00:05:15.079>of 00:05:15.080 --> 00:05:16.909 align:start position:0% <00:05:15.080>have <00:05:15.187>to <00:05:15.295>bring <00:05:15.403>it <00:05:15.510>as <00:05:15.618>early <00:05:15.726>as <00:05:15.833>possible <00:05:15.941>of <00:05:16.049>like <00:05:16.156>finding <00:05:16.264>the <00:05:16.372>vulnerabilities, <00:05:16.479>you 00:05:16.909 --> 00:05:16.919 align:start position:0% <00:05:16.909>like <00:05:16.911>finding <00:05:16.913>the <00:05:16.915>vulnerabilities, <00:05:16.918>you 00:05:16.919 --> 00:05:18.909 align:start position:0% <00:05:16.919>like <00:05:17.046>finding <00:05:17.173>the <00:05:17.300>vulnerabilities, <00:05:17.428>you <00:05:17.555>know, <00:05:17.682>triaging <00:05:17.809>them <00:05:17.937>to <00:05:18.064>make <00:05:18.191>sure <00:05:18.318>they're 00:05:18.909 --> 00:05:18.919 align:start position:0% <00:05:18.909>know, <00:05:18.910>triaging <00:05:18.912>them <00:05:18.913>to <00:05:18.914>make <00:05:18.916>sure <00:05:18.918>they're 00:05:18.919 --> 00:05:21.630 align:start position:0% <00:05:18.919>know, <00:05:19.058>triaging <00:05:19.198>them <00:05:19.339>to <00:05:19.479>make <00:05:19.619>sure <00:05:19.758>they're <00:05:19.899>they're <00:05:20.039>reachable, <00:05:20.179>usable, <00:05:20.318>exploitable 00:05:21.630 --> 00:05:21.640 align:start position:0% <00:05:21.630>they're <00:05:21.633>reachable, <00:05:21.635>usable, <00:05:21.639>exploitable 00:05:21.640 --> 00:05:23.710 align:start position:0% <00:05:21.640>they're <00:05:21.780>reachable, <00:05:21.919>usable, <00:05:22.060>exploitable <00:05:22.200>and <00:05:22.340>fixing <00:05:22.479>them <00:05:22.620>right <00:05:22.760>there. <00:05:22.900>And <00:05:23.039>then 00:05:23.710 --> 00:05:23.720 align:start position:0% <00:05:23.710>and <00:05:23.711>fixing <00:05:23.712>them <00:05:23.714>right <00:05:23.716>there. <00:05:23.717>And <00:05:23.719>then 00:05:23.720 --> 00:05:25.030 align:start position:0% <00:05:23.720>and <00:05:23.818>fixing <00:05:23.916>them <00:05:24.014>right <00:05:24.113>there. <00:05:24.211>And <00:05:24.309>then <00:05:24.407>create <00:05:24.506>a <00:05:24.604>framework <00:05:24.702>around <00:05:24.800>like, <00:05:24.899>you 00:05:25.030 --> 00:05:25.040 align:start position:0% <00:05:25.030>create <00:05:25.031>a <00:05:25.033>framework <00:05:25.035>around <00:05:25.037>like, <00:05:25.039>you 00:05:25.040 --> 00:05:26.430 align:start position:0% <00:05:25.040>create <00:05:25.179>a <00:05:25.318>framework <00:05:25.457>around <00:05:25.596>like, <00:05:25.735>you <00:05:25.874>know, <00:05:26.013>the <00:05:26.152>third-party <00:05:26.291>vulnerabilities, 00:05:26.430 --> 00:05:26.440 align:start position:0% <00:05:26.430>know, <00:05:26.433>the <00:05:26.436>third-party <00:05:26.439>vulnerabilities, 00:05:26.440 --> 00:05:28.510 align:start position:0% <00:05:26.440>know, <00:05:26.595>the <00:05:26.751>third-party <00:05:26.906>vulnerabilities, <00:05:27.062>you're <00:05:27.217>upgrading <00:05:27.373>them <00:05:27.528>because <00:05:27.684>it's <00:05:27.840>it's 00:05:28.510 --> 00:05:28.520 align:start position:0% <00:05:28.510>you're <00:05:28.511>upgrading <00:05:28.513>them <00:05:28.515>because <00:05:28.517>it's <00:05:28.519>it's 00:05:28.520 --> 00:05:30.470 align:start position:0% <00:05:28.520>you're <00:05:28.636>upgrading <00:05:28.753>them <00:05:28.870>because <00:05:28.986>it's <00:05:29.103>it's <00:05:29.219>it's <00:05:29.336>it's <00:05:29.453>definitely <00:05:29.570>a <00:05:29.686>chaos, <00:05:29.803>you <00:05:29.919>know, 00:05:30.470 --> 00:05:30.480 align:start position:0% <00:05:30.470>it's <00:05:30.471>it's <00:05:30.473>definitely <00:05:30.474>a <00:05:30.476>chaos, <00:05:30.477>you <00:05:30.479>know, 00:05:30.480 --> 00:05:32.230 align:start position:0% <00:05:30.480>it's <00:05:30.587>it's <00:05:30.695>definitely <00:05:30.803>a <00:05:30.910>chaos, <00:05:31.018>you <00:05:31.126>know, <00:05:31.233>in <00:05:31.341>terms <00:05:31.449>of <00:05:31.556>how <00:05:31.664>much <00:05:31.772>vulnerabilities <00:05:31.880>you 00:05:32.230 --> 00:05:32.240 align:start position:0% <00:05:32.230>in <00:05:32.231>terms <00:05:32.233>of <00:05:32.234>how <00:05:32.236>much <00:05:32.237>vulnerabilities <00:05:32.239>you 00:05:32.240 --> 00:05:34.550 align:start position:0% <00:05:32.240>in <00:05:32.367>terms <00:05:32.494>of <00:05:32.621>how <00:05:32.749>much <00:05:32.876>vulnerabilities <00:05:33.003>you <00:05:33.130>could <00:05:33.258>be <00:05:33.385>drowning <00:05:33.512>in <00:05:33.640>otherwise. 00:05:34.550 --> 00:05:34.560 align:start position:0% <00:05:34.550>could <00:05:34.552>be <00:05:34.554>drowning <00:05:34.556>in <00:05:34.559>otherwise. 00:05:34.560 --> 00:05:37.710 align:start position:0% <00:05:34.560>could <00:05:34.687>be <00:05:34.814>drowning <00:05:34.941>in <00:05:35.069>otherwise. <00:05:35.196>>> <00:05:35.323>Absolutely. <00:05:35.450>And <00:05:35.578>to <00:05:35.705>think <00:05:35.832>about <00:05:35.960>it 00:05:37.710 --> 00:05:37.720 align:start position:0% <00:05:37.710>>> <00:05:37.711>Absolutely. <00:05:37.712>And <00:05:37.714>to <00:05:37.716>think <00:05:37.717>about <00:05:37.719>it 00:05:37.720 --> 00:05:40.190 align:start position:0% <00:05:37.720>>> <00:05:37.847>Absolutely. <00:05:37.974>And <00:05:38.101>to <00:05:38.229>think <00:05:38.356>about <00:05:38.483>it <00:05:38.610>nowadays, <00:05:38.738>let's <00:05:38.865>concentrate <00:05:38.992>on <00:05:39.120>what 00:05:40.190 --> 00:05:40.200 align:start position:0% <00:05:40.190>nowadays, <00:05:40.192>let's <00:05:40.194>concentrate <00:05:40.196>on <00:05:40.199>what 00:05:40.200 --> 00:05:41.670 align:start position:0% <00:05:40.200>nowadays, <00:05:40.347>let's <00:05:40.494>concentrate <00:05:40.641>on <00:05:40.788>what <00:05:40.935>software <00:05:41.082>is. <00:05:41.229>Agents <00:05:41.376>are <00:05:41.523>software 00:05:41.670 --> 00:05:41.680 align:start position:0% <00:05:41.670>software <00:05:41.672>is. <00:05:41.674>Agents <00:05:41.676>are <00:05:41.679>software 00:05:41.680 --> 00:05:43.390 align:start position:0% <00:05:41.680>software <00:05:41.820>is. <00:05:41.960>Agents <00:05:42.100>are <00:05:42.240>software <00:05:42.380>basically. <00:05:42.520>So, <00:05:42.660>we're <00:05:42.800>talking <00:05:42.940>about <00:05:43.080>those 00:05:43.390 --> 00:05:43.400 align:start position:0% <00:05:43.390>basically. <00:05:43.391>So, <00:05:43.393>we're <00:05:43.395>talking <00:05:43.397>about <00:05:43.399>those 00:05:43.400 --> 00:05:45.350 align:start position:0% <00:05:43.400>basically. <00:05:43.507>So, <00:05:43.615>we're <00:05:43.723>talking <00:05:43.830>about <00:05:43.938>those <00:05:44.046>agents <00:05:44.153>and <00:05:44.261>they're <00:05:44.369>kind <00:05:44.476>of <00:05:44.584>kind <00:05:44.692>of <00:05:44.799>like 00:05:45.350 --> 00:05:45.360 align:start position:0% <00:05:45.350>agents <00:05:45.351>and <00:05:45.352>they're <00:05:45.353>kind <00:05:45.355>of <00:05:45.356>kind <00:05:45.357>of <00:05:45.359>like 00:05:45.360 --> 00:05:46.710 align:start position:0% <00:05:45.360>agents <00:05:45.461>and <00:05:45.562>they're <00:05:45.663>kind <00:05:45.765>of <00:05:45.866>kind <00:05:45.967>of <00:05:46.068>like <00:05:46.170>some <00:05:46.271>imaginative <00:05:46.372>thing, <00:05:46.473>but <00:05:46.575>they're 00:05:46.710 --> 00:05:46.720 align:start position:0% <00:05:46.710>some <00:05:46.712>imaginative <00:05:46.714>thing, <00:05:46.716>but <00:05:46.719>they're 00:05:46.720 --> 00:05:47.990 align:start position:0% <00:05:46.720>some <00:05:46.815>imaginative <00:05:46.910>thing, <00:05:47.005>but <00:05:47.101>they're <00:05:47.196>software <00:05:47.291>at <00:05:47.386>the <00:05:47.482>end <00:05:47.577>of <00:05:47.672>the <00:05:47.767>day. <00:05:47.863>That's 00:05:47.990 --> 00:05:48.000 align:start position:0% <00:05:47.990>software <00:05:47.991>at <00:05:47.992>the <00:05:47.993>end <00:05:47.995>of <00:05:47.996>the <00:05:47.997>day. <00:05:47.999>That's 00:05:48.000 --> 00:05:49.270 align:start position:0% <00:05:48.000>software <00:05:48.087>at <00:05:48.175>the <00:05:48.263>end <00:05:48.351>of <00:05:48.439>the <00:05:48.527>day. <00:05:48.615>That's <00:05:48.703>what <00:05:48.791>we're <00:05:48.879>building <00:05:48.967>when <00:05:49.055>we're <00:05:49.143>building 00:05:49.270 --> 00:05:49.280 align:start position:0% <00:05:49.270>what <00:05:49.271>we're <00:05:49.273>building <00:05:49.275>when <00:05:49.277>we're <00:05:49.279>building 00:05:49.280 --> 00:05:52.790 align:start position:0% <00:05:49.280>what <00:05:49.396>we're <00:05:49.513>building <00:05:49.630>when <00:05:49.746>we're <00:05:49.863>building <00:05:49.979>agents. <00:05:50.096>Those <00:05:50.213>agents <00:05:50.330>use <00:05:50.446>tools. <00:05:50.563>One <00:05:50.679>of 00:05:52.790 --> 00:05:52.800 align:start position:0% <00:05:52.790>agents. <00:05:52.791>Those <00:05:52.793>agents <00:05:52.794>use <00:05:52.796>tools. <00:05:52.797>One <00:05:52.799>of 00:05:52.800 --> 00:05:55.430 align:start position:0% <00:05:52.800>agents. <00:05:52.893>Those <00:05:52.986>agents <00:05:53.080>use <00:05:53.173>tools. <00:05:53.266>One <00:05:53.360>of <00:05:53.453>those <00:05:53.546>type <00:05:53.640>of <00:05:53.733>tools <00:05:53.826>is <00:05:53.920>an <00:05:54.013>MCP <00:05:54.106>tool. <00:05:54.200>So, 00:05:55.430 --> 00:05:55.440 align:start position:0% <00:05:55.430>those <00:05:55.431>type <00:05:55.432>of <00:05:55.433>tools <00:05:55.434>is <00:05:55.435>an <00:05:55.436>MCP <00:05:55.437>tool. <00:05:55.439>So, 00:05:55.440 --> 00:05:56.790 align:start position:0% <00:05:55.440>those <00:05:55.575>type <00:05:55.710>of <00:05:55.845>tools <00:05:55.980>is <00:05:56.115>an <00:05:56.250>MCP <00:05:56.385>tool. <00:05:56.520>So, <00:05:56.655>Christian, 00:05:56.790 --> 00:05:56.800 align:start position:0% Christian, 00:05:56.800 --> 00:05:58.350 align:start position:0% <00:05:56.800>Christian, <00:05:57.265>uh <00:05:57.730>you're <00:05:58.195>basically 00:05:58.350 --> 00:05:58.360 align:start position:0% <00:05:58.350>uh <00:05:58.354>you're <00:05:58.359>basically 00:05:58.360 --> 00:06:00.350 align:start position:0% <00:05:58.360>uh <00:05:58.560>you're <00:05:58.760>basically <00:05:58.960>behind <00:05:59.160>the <00:05:59.360>whole <00:05:59.560>Bitpanda's <00:05:59.760>development, 00:06:00.350 --> 00:06:00.360 align:start position:0% <00:06:00.350>behind <00:06:00.352>the <00:06:00.354>whole <00:06:00.356>Bitpanda's <00:06:00.359>development, 00:06:00.360 --> 00:06:02.270 align:start position:0% <00:06:00.360>behind <00:06:00.487>the <00:06:00.614>whole <00:06:00.741>Bitpanda's <00:06:00.869>development, <00:06:00.996>so <00:06:01.123>your <00:06:01.250>own <00:06:01.378>development <00:06:01.505>of <00:06:01.632>the <00:06:01.760>MCP 00:06:02.270 --> 00:06:02.280 align:start position:0% <00:06:02.270>so <00:06:02.271>your <00:06:02.272>own <00:06:02.274>development <00:06:02.275>of <00:06:02.277>the <00:06:02.279>MCP 00:06:02.280 --> 00:06:05.030 align:start position:0% <00:06:02.280>so <00:06:02.396>your <00:06:02.513>own <00:06:02.630>development <00:06:02.746>of <00:06:02.863>the <00:06:02.979>MCP <00:06:03.096>server, <00:06:03.213>which <00:06:03.330>actually <00:06:03.446>enables <00:06:03.563>AI <00:06:03.679>agents 00:06:05.030 --> 00:06:05.040 align:start position:0% <00:06:05.030>server, <00:06:05.031>which <00:06:05.033>actually <00:06:05.035>enables <00:06:05.037>AI <00:06:05.039>agents 00:06:05.040 --> 00:06:07.470 align:start position:0% <00:06:05.040>server, <00:06:05.167>which <00:06:05.294>actually <00:06:05.421>enables <00:06:05.549>AI <00:06:05.676>agents <00:06:05.803>to <00:06:05.930>interact <00:06:06.058>with <00:06:06.185>the <00:06:06.312>financial <00:06:06.440>services 00:06:07.470 --> 00:06:07.480 align:start position:0% <00:06:07.470>to <00:06:07.471>interact <00:06:07.473>with <00:06:07.475>the <00:06:07.477>financial <00:06:07.479>services 00:06:07.480 --> 00:06:09.750 align:start position:0% <00:06:07.480>to <00:06:07.596>interact <00:06:07.713>with <00:06:07.830>the <00:06:07.946>financial <00:06:08.063>services <00:06:08.180>securely. <00:06:08.296>So, <00:06:08.413>can <00:06:08.530>you <00:06:08.646>walk <00:06:08.763>us <00:06:08.880>through 00:06:09.750 --> 00:06:09.760 align:start position:0% <00:06:09.750>securely. <00:06:09.751>So, <00:06:09.753>can <00:06:09.754>you <00:06:09.756>walk <00:06:09.757>us <00:06:09.759>through 00:06:09.760 --> 00:06:11.550 align:start position:0% <00:06:09.760>securely. <00:06:09.867>So, <00:06:09.975>can <00:06:10.083>you <00:06:10.190>walk <00:06:10.298>us <00:06:10.406>through <00:06:10.513>the <00:06:10.621>design? <00:06:10.729>How <00:06:10.836>did <00:06:10.944>you <00:06:11.052>design <00:06:11.159>the 00:06:11.550 --> 00:06:11.560 align:start position:0% <00:06:11.550>the <00:06:11.551>design? <00:06:11.553>How <00:06:11.554>did <00:06:11.556>you <00:06:11.557>design <00:06:11.559>the 00:06:11.560 --> 00:06:13.190 align:start position:0% <00:06:11.560>the <00:06:11.715>design? <00:06:11.871>How <00:06:12.026>did <00:06:12.182>you <00:06:12.337>design <00:06:12.493>the <00:06:12.648>fine-grained <00:06:12.804>permissions, <00:06:12.960>the 00:06:13.190 --> 00:06:13.200 align:start position:0% <00:06:13.190>fine-grained <00:06:13.194>permissions, <00:06:13.199>the 00:06:13.200 --> 00:06:15.150 align:start position:0% <00:06:13.200>fine-grained <00:06:13.375>permissions, <00:06:13.550>the <00:06:13.724>transaction <00:06:13.900>limits, <00:06:14.075>all <00:06:14.250>of <00:06:14.425>those <00:06:14.599>those 00:06:15.150 --> 00:06:15.160 align:start position:0% <00:06:15.150>transaction <00:06:15.151>limits, <00:06:15.153>all <00:06:15.155>of <00:06:15.157>those <00:06:15.159>those 00:06:15.160 --> 00:06:16.390 align:start position:0% <00:06:15.160>transaction <00:06:15.270>limits, <00:06:15.381>all <00:06:15.492>of <00:06:15.602>those <00:06:15.713>those <00:06:15.824>different <00:06:15.934>things <00:06:16.045>that <00:06:16.156>nobody <00:06:16.267>thinks 00:06:16.390 --> 00:06:16.400 align:start position:0% <00:06:16.390>different <00:06:16.392>things <00:06:16.394>that <00:06:16.396>nobody <00:06:16.399>thinks 00:06:16.400 --> 00:06:17.790 align:start position:0% <00:06:16.400>different <00:06:16.513>things <00:06:16.627>that <00:06:16.741>nobody <00:06:16.854>thinks <00:06:16.968>about. <00:06:17.082>They <00:06:17.196>just <00:06:17.309>think, <00:06:17.423>"Oh, <00:06:17.537>agent <00:06:17.651>is 00:06:17.790 --> 00:06:17.800 align:start position:0% <00:06:17.790>about. <00:06:17.791>They <00:06:17.793>just <00:06:17.794>think, <00:06:17.796>"Oh, <00:06:17.797>agent <00:06:17.799>is 00:06:17.800 --> 00:06:19.590 align:start position:0% <00:06:17.800>about. <00:06:17.900>They <00:06:18.000>just <00:06:18.100>think, <00:06:18.200>"Oh, <00:06:18.300>agent <00:06:18.400>is <00:06:18.500>using <00:06:18.600>a <00:06:18.700>tool, <00:06:18.800>so <00:06:18.900>they <00:06:19.000>can <00:06:19.100>just <00:06:19.200>access 00:06:19.590 --> 00:06:19.600 align:start position:0% <00:06:19.590>using <00:06:19.591>a <00:06:19.592>tool, <00:06:19.593>so <00:06:19.595>they <00:06:19.596>can <00:06:19.597>just <00:06:19.599>access 00:06:19.600 --> 00:06:21.470 align:start position:0% <00:06:19.600>using <00:06:19.693>a <00:06:19.786>tool, <00:06:19.880>so <00:06:19.973>they <00:06:20.066>can <00:06:20.160>just <00:06:20.253>access <00:06:20.346>it." <00:06:20.440>But, <00:06:20.533>it's <00:06:20.626>not <00:06:20.720>like <00:06:20.813>that. <00:06:20.906>It's <00:06:21.000>more 00:06:21.470 --> 00:06:21.480 align:start position:0% <00:06:21.470>it." <00:06:21.471>But, <00:06:21.472>it's <00:06:21.473>not <00:06:21.475>like <00:06:21.476>that. <00:06:21.477>It's <00:06:21.479>more 00:06:21.480 --> 00:06:22.350 align:start position:0% <00:06:21.480>it." <00:06:21.558>But, <00:06:21.636>it's <00:06:21.714>not <00:06:21.793>like <00:06:21.871>that. <00:06:21.949>It's <00:06:22.028>more <00:06:22.106>complex <00:06:22.184>than <00:06:22.263>that. 00:06:22.350 --> 00:06:22.360 align:start position:0% <00:06:22.350>complex <00:06:22.354>than <00:06:22.359>that. 00:06:22.360 --> 00:06:24.470 align:start position:0% <00:06:22.360>complex <00:06:22.487>than <00:06:22.614>that. <00:06:22.741>>> <00:06:22.869>Yeah, <00:06:22.996>actually, <00:06:23.123>uh <00:06:23.250>I <00:06:23.378>mean, <00:06:23.505>we <00:06:23.632>as <00:06:23.760>a 00:06:24.470 --> 00:06:24.480 align:start position:0% <00:06:24.470>>> <00:06:24.471>Yeah, <00:06:24.472>actually, <00:06:24.473>uh <00:06:24.474>I <00:06:24.475>mean, <00:06:24.476>we <00:06:24.477>as <00:06:24.479>a 00:06:24.480 --> 00:06:26.909 align:start position:0% <00:06:24.480>>> <00:06:24.562>Yeah, <00:06:24.644>actually, <00:06:24.727>uh <00:06:24.809>I <00:06:24.891>mean, <00:06:24.974>we <00:06:25.056>as <00:06:25.138>a <00:06:25.221>company, <00:06:25.303>we <00:06:25.385>are <00:06:25.468>one <00:06:25.550>of <00:06:25.632>the <00:06:25.715>end <00:06:25.797>users <00:06:25.880>of 00:06:26.909 --> 00:06:26.919 align:start position:0% <00:06:26.909>company, <00:06:26.910>we <00:06:26.911>are <00:06:26.912>one <00:06:26.913>of <00:06:26.914>the <00:06:26.915>end <00:06:26.916>users <00:06:26.918>of 00:06:26.919 --> 00:06:28.350 align:start position:0% <00:06:26.919>company, <00:06:27.010>we <00:06:27.102>are <00:06:27.194>one <00:06:27.286>of <00:06:27.378>the <00:06:27.470>end <00:06:27.562>users <00:06:27.654>of <00:06:27.746>all <00:06:27.838>the <00:06:27.930>software <00:06:28.022>Bitpanda <00:06:28.114>is <00:06:28.206>basically, 00:06:28.350 --> 00:06:28.360 align:start position:0% <00:06:28.350>all <00:06:28.351>the <00:06:28.353>software <00:06:28.355>Bitpanda <00:06:28.357>is <00:06:28.359>basically, 00:06:28.360 --> 00:06:30.430 align:start position:0% <00:06:28.360>all <00:06:28.476>the <00:06:28.593>software <00:06:28.710>Bitpanda <00:06:28.826>is <00:06:28.943>basically, <00:06:29.060>so <00:06:29.176>not <00:06:29.293>like <00:06:29.410>other <00:06:29.526>vendors <00:06:29.643>which <00:06:29.760>are 00:06:30.430 --> 00:06:30.440 align:start position:0% <00:06:30.430>so <00:06:30.431>not <00:06:30.433>like <00:06:30.434>other <00:06:30.436>vendors <00:06:30.437>which <00:06:30.439>are 00:06:30.440 --> 00:06:32.190 align:start position:0% <00:06:30.440>so <00:06:30.567>not <00:06:30.694>like <00:06:30.821>other <00:06:30.949>vendors <00:06:31.076>which <00:06:31.203>are <00:06:31.330>producing <00:06:31.458>software <00:06:31.585>for <00:06:31.712>developers, <00:06:31.840>we 00:06:32.190 --> 00:06:32.200 align:start position:0% <00:06:32.190>producing <00:06:32.192>software <00:06:32.194>for <00:06:32.196>developers, <00:06:32.199>we 00:06:32.200 --> 00:06:34.510 align:start position:0% <00:06:32.200>producing <00:06:32.316>software <00:06:32.433>for <00:06:32.550>developers, <00:06:32.666>we <00:06:32.783>are <00:06:32.900>really <00:06:33.016>the <00:06:33.133>end <00:06:33.250>users. <00:06:33.366>And <00:06:33.483>for <00:06:33.599>us, 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<00:06:37.689>because <00:06:37.796>they <00:06:37.904>can <00:06:38.012>connect <00:06:38.120>to 00:06:38.390 --> 00:06:38.400 align:start position:0% <00:06:38.390>customers <00:06:38.391>because <00:06:38.393>they <00:06:38.395>can <00:06:38.397>connect <00:06:38.399>to 00:06:38.400 --> 00:06:41.630 align:start position:0% <00:06:38.400>customers <00:06:38.516>because <00:06:38.633>they <00:06:38.750>can <00:06:38.866>connect <00:06:38.983>to <00:06:39.099>Bitpanda <00:06:39.216>to <00:06:39.333>their <00:06:39.450>account. <00:06:39.566>And <00:06:39.683>um <00:06:39.799>in 00:06:41.630 --> 00:06:41.640 align:start position:0% <00:06:41.630>Bitpanda <00:06:41.631>to <00:06:41.633>their <00:06:41.634>account. <00:06:41.635>And <00:06:41.637>um <00:06:41.639>in 00:06:41.640 --> 00:06:43.550 align:start position:0% <00:06:41.640>Bitpanda <00:06:41.747>to <00:06:41.855>their <00:06:41.963>account. <00:06:42.070>And <00:06:42.178>um <00:06:42.286>in <00:06:42.393>terms <00:06:42.501>of <00:06:42.609>security, <00:06:42.716>when <00:06:42.824>you <00:06:42.932>think <00:06:43.039>about 00:06:43.550 --> 00:06:43.560 align:start position:0% <00:06:43.550>terms <00:06:43.551>of <00:06:43.553>security, <00:06:43.554>when <00:06:43.556>you <00:06:43.557>think <00:06:43.559>about 00:06:43.560 --> 00:06:46.590 align:start position:0% <00:06:43.560>terms <00:06:43.653>of <00:06:43.746>security, <00:06:43.840>when <00:06:43.933>you <00:06:44.026>think <00:06:44.120>about <00:06:44.213>this, <00:06:44.306>uh <00:06:44.400>I <00:06:44.493>mean, <00:06:44.586>you <00:06:44.680>see <00:06:44.773>agents <00:06:44.866>have <00:06:44.960>all 00:06:46.590 --> 00:06:46.600 align:start position:0% <00:06:46.590>this, <00:06:46.591>uh <00:06:46.592>I <00:06:46.593>mean, <00:06:46.594>you <00:06:46.595>see <00:06:46.596>agents <00:06:46.597>have <00:06:46.599>all 00:06:46.600 --> 00:06:48.750 align:start position:0% <00:06:46.600>this, <00:06:46.700>uh <00:06:46.800>I <00:06:46.900>mean, <00:06:47.000>you <00:06:47.100>see <00:06:47.200>agents <00:06:47.300>have <00:06:47.400>all <00:06:47.500>different <00:06:47.600>problems <00:06:47.700>basically <00:06:47.800>uh <00:06:47.900>in <00:06:48.000>terms 00:06:48.750 --> 00:06:48.760 align:start position:0% <00:06:48.750>different <00:06:48.751>problems <00:06:48.753>basically <00:06:48.755>uh <00:06:48.757>in <00:06:48.759>terms 00:06:48.760 --> 00:06:50.510 align:start position:0% <00:06:48.760>different <00:06:48.876>problems <00:06:48.993>basically <00:06:49.110>uh <00:06:49.226>in <00:06:49.343>terms <00:06:49.460>of <00:06:49.576>security <00:06:49.693>because <00:06:49.810>when <00:06:49.926>they <00:06:50.043>have <00:06:50.159>too 00:06:50.510 --> 00:06:50.520 align:start position:0% <00:06:50.510>of <00:06:50.511>security <00:06:50.513>because <00:06:50.514>when <00:06:50.515>they <00:06:50.517>have <00:06:50.519>too 00:06:50.520 --> 00:06:52.909 align:start position:0% <00:06:50.520>of <00:06:50.627>security <00:06:50.735>because <00:06:50.843>when <00:06:50.950>they <00:06:51.058>have <00:06:51.166>too <00:06:51.273>much <00:06:51.381>access, <00:06:51.489>they <00:06:51.596>can <00:06:51.704>go <00:06:51.812>in <00:06:51.919>any 00:06:52.909 --> 00:06:52.919 align:start position:0% <00:06:52.909>much <00:06:52.910>access, <00:06:52.912>they <00:06:52.913>can <00:06:52.914>go <00:06:52.916>in <00:06:52.918>any 00:06:52.919 --> 00:06:54.430 align:start position:0% <00:06:52.919>much <00:06:53.032>access, <00:06:53.145>they <00:06:53.258>can <00:06:53.372>go <00:06:53.485>in <00:06:53.598>any <00:06:53.712>direction <00:06:53.825>basically <00:06:53.938>and <00:06:54.052>do <00:06:54.165>whatever <00:06:54.278>they 00:06:54.430 --> 00:06:54.440 align:start position:0% <00:06:54.430>direction <00:06:54.431>basically <00:06:54.433>and <00:06:54.435>do <00:06:54.437>whatever <00:06:54.439>they 00:06:54.440 --> 00:06:57.909 align:start position:0% <00:06:54.440>direction <00:06:54.527>basically <00:06:54.615>and <00:06:54.702>do <00:06:54.790>whatever <00:06:54.877>they <00:06:54.965>want. <00:06:55.052>And <00:06:55.140>we <00:06:55.227>look <00:06:55.315>at <00:06:55.402>this <00:06:55.490>it <00:06:55.577>as <00:06:55.665>a <00:06:55.752>on <00:06:55.840>a 00:06:57.909 --> 00:06:57.919 align:start position:0% <00:06:57.909>want. <00:06:57.909>And <00:06:57.910>we <00:06:57.911>look <00:06:57.912>at <00:06:57.913>this <00:06:57.914>it <00:06:57.915>as <00:06:57.916>a <00:06:57.917>on <00:06:57.918>a 00:06:57.919 --> 00:07:00.110 align:start position:0% <00:06:57.919>want. <00:06:58.012>And <00:06:58.105>we <00:06:58.198>look <00:06:58.292>at <00:06:58.385>this <00:06:58.479>it <00:06:58.572>as <00:06:58.665>a <00:06:58.758>on <00:06:58.852>a <00:06:58.945>respective <00:06:59.039>basically <00:06:59.132>that <00:06:59.225>you <00:06:59.318>cannot 00:07:00.110 --> 00:07:00.120 align:start position:0% <00:07:00.110>respective <00:07:00.112>basically <00:07:00.114>that <00:07:00.116>you <00:07:00.119>cannot 00:07:00.120 --> 00:07:02.230 align:start position:0% <00:07:00.120>respective <00:07:00.247>basically <00:07:00.374>that <00:07:00.501>you <00:07:00.629>cannot <00:07:00.756>trust <00:07:00.883>this <00:07:01.010>agent <00:07:01.138>basically. <00:07:01.265>Like <00:07:01.392>we <00:07:01.520>also 00:07:02.230 --> 00:07:02.240 align:start position:0% <00:07:02.230>trust <00:07:02.231>this <00:07:02.233>agent <00:07:02.234>basically. <00:07:02.236>Like <00:07:02.237>we <00:07:02.239>also 00:07:02.240 --> 00:07:04.830 align:start position:0% <00:07:02.240>trust <00:07:02.367>this <00:07:02.494>agent <00:07:02.621>basically. <00:07:02.749>Like <00:07:02.876>we <00:07:03.003>also <00:07:03.130>cannot <00:07:03.258>even <00:07:03.385>trust <00:07:03.512>our <00:07:03.640>customers. 00:07:04.830 --> 00:07:04.840 align:start position:0% <00:07:04.830>cannot <00:07:04.832>even <00:07:04.834>trust <00:07:04.836>our <00:07:04.839>customers. 00:07:04.840 --> 00:07:06.430 align:start position:0% <00:07:04.840>cannot <00:07:04.947>even <00:07:05.055>trust <00:07:05.163>our <00:07:05.270>customers. <00:07:05.378>Um <00:07:05.486>I <00:07:05.593>think <00:07:05.701>the <00:07:05.809>I <00:07:05.916>mean, <00:07:06.024>the <00:07:06.132>company <00:07:06.239>is 00:07:06.430 --> 00:07:06.440 align:start position:0% <00:07:06.430>Um <00:07:06.431>I <00:07:06.432>think <00:07:06.433>the <00:07:06.434>I <00:07:06.435>mean, <00:07:06.436>the <00:07:06.437>company <00:07:06.439>is 00:07:06.440 --> 00:07:08.830 align:start position:0% <00:07:06.440>Um <00:07:06.522>I <00:07:06.604>think <00:07:06.687>the <00:07:06.769>I <00:07:06.851>mean, <00:07:06.934>the <00:07:07.016>company <00:07:07.098>is <00:07:07.181>now <00:07:07.263>12 <00:07:07.345>years <00:07:07.428>old, <00:07:07.510>and <00:07:07.592>for <00:07:07.675>the <00:07:07.757>last <00:07:07.840>12 00:07:08.830 --> 00:07:08.840 align:start position:0% <00:07:08.830>now <00:07:08.831>12 <00:07:08.832>years <00:07:08.833>old, <00:07:08.834>and <00:07:08.835>for <00:07:08.836>the <00:07:08.837>last <00:07:08.839>12 00:07:08.840 --> 00:07:11.590 align:start position:0% <00:07:08.840>now <00:07:08.947>12 <00:07:09.055>years <00:07:09.163>old, <00:07:09.270>and <00:07:09.378>for <00:07:09.486>the <00:07:09.593>last <00:07:09.701>12 <00:07:09.809>years, <00:07:09.916>we <00:07:10.024>actually <00:07:10.132>tried <00:07:10.239>to 00:07:11.590 --> 00:07:11.600 align:start position:0% <00:07:11.590>years, <00:07:11.592>we <00:07:11.594>actually <00:07:11.596>tried <00:07:11.599>to 00:07:11.600 --> 00:07:12.990 align:start position:0% <00:07:11.600>years, <00:07:11.850>we <00:07:12.100>actually <00:07:12.350>tried <00:07:12.600>to <00:07:12.851>um 00:07:12.990 --> 00:07:13.000 align:start position:0% um 00:07:13.000 --> 00:07:15.710 align:start position:0% <00:07:13.000>um <00:07:13.200>help <00:07:13.400>our <00:07:13.600>customers <00:07:13.800>that <00:07:14.000>they <00:07:14.200>don't <00:07:14.400>take 00:07:15.710 --> 00:07:15.720 align:start position:0% <00:07:15.710>help <00:07:15.711>our <00:07:15.712>customers <00:07:15.714>that <00:07:15.716>they <00:07:15.717>don't <00:07:15.719>take 00:07:15.720 --> 00:07:17.390 align:start position:0% <00:07:15.720>help <00:07:15.836>our <00:07:15.953>customers <00:07:16.070>that <00:07:16.186>they <00:07:16.303>don't <00:07:16.420>take <00:07:16.536>any <00:07:16.653>wrong <00:07:16.770>decisions <00:07:16.886>in <00:07:17.003>their <00:07:17.120>financial 00:07:17.390 --> 00:07:17.400 align:start position:0% <00:07:17.390>any <00:07:17.391>wrong <00:07:17.393>decisions <00:07:17.395>in <00:07:17.397>their <00:07:17.399>financial 00:07:17.400 --> 00:07:19.830 align:start position:0% <00:07:17.400>any <00:07:17.507>wrong <00:07:17.615>decisions <00:07:17.723>in <00:07:17.830>their <00:07:17.938>financial <00:07:18.046>life <00:07:18.153>basically <00:07:18.261>by <00:07:18.369>I <00:07:18.476>don't <00:07:18.584>know, <00:07:18.692>giving <00:07:18.799>a 00:07:19.830 --> 00:07:19.840 align:start position:0% <00:07:19.830>life <00:07:19.831>basically <00:07:19.832>by <00:07:19.833>I <00:07:19.835>don't <00:07:19.836>know, <00:07:19.837>giving <00:07:19.839>a 00:07:19.840 --> 00:07:22.350 align:start position:0% <00:07:19.840>life <00:07:19.940>basically <00:07:20.039>by <00:07:20.140>I <00:07:20.239>don't <00:07:20.340>know, <00:07:20.440>giving <00:07:20.539>a <00:07:20.640>password <00:07:20.739>to <00:07:20.840>a <00:07:20.940>scammer, <00:07:21.039>for <00:07:21.140>example. <00:07:21.239>So, 00:07:22.350 --> 00:07:22.360 align:start position:0% <00:07:22.350>password <00:07:22.351>to <00:07:22.353>a <00:07:22.354>scammer, <00:07:22.356>for <00:07:22.357>example. <00:07:22.359>So, 00:07:22.360 --> 00:07:24.110 align:start position:0% <00:07:22.360>password <00:07:22.453>to <00:07:22.546>a <00:07:22.640>scammer, <00:07:22.733>for <00:07:22.826>example. <00:07:22.920>So, <00:07:23.013>even <00:07:23.106>if <00:07:23.200>this <00:07:23.293>is <00:07:23.386>not <00:07:23.480>our <00:07:23.573>problem <00:07:23.666>when <00:07:23.760>you 00:07:24.110 --> 00:07:24.120 align:start position:0% <00:07:24.110>even <00:07:24.111>if <00:07:24.112>this <00:07:24.113>is <00:07:24.114>not <00:07:24.115>our <00:07:24.116>problem <00:07:24.117>when <00:07:24.119>you 00:07:24.120 --> 00:07:25.950 align:start position:0% <00:07:24.120>even <00:07:24.207>if <00:07:24.295>this <00:07:24.382>is <00:07:24.470>not <00:07:24.557>our <00:07:24.645>problem <00:07:24.732>when <00:07:24.820>you <00:07:24.907>give <00:07:24.995>away <00:07:25.082>your <00:07:25.170>password <00:07:25.257>or <00:07:25.345>you <00:07:25.432>give <00:07:25.520>away 00:07:25.950 --> 00:07:25.960 align:start position:0% <00:07:25.950>give <00:07:25.951>away <00:07:25.952>your <00:07:25.953>password <00:07:25.955>or <00:07:25.956>you <00:07:25.957>give <00:07:25.959>away 00:07:25.960 --> 00:07:27.750 align:start position:0% <00:07:25.960>give <00:07:26.099>away <00:07:26.239>your <00:07:26.380>password <00:07:26.520>or <00:07:26.659>you <00:07:26.799>give <00:07:26.940>away <00:07:27.080>your <00:07:27.219>personal <00:07:27.359>data, 00:07:27.750 --> 00:07:27.760 align:start position:0% <00:07:27.750>your <00:07:27.754>personal <00:07:27.759>data, 00:07:27.760 --> 00:07:29.190 align:start position:0% <00:07:27.760>your <00:07:27.920>personal <00:07:28.081>data, <00:07:28.242>we <00:07:28.403>try <00:07:28.564>to <00:07:28.725>protect <00:07:28.886>the <00:07:29.047>customer 00:07:29.190 --> 00:07:29.200 align:start position:0% <00:07:29.190>we <00:07:29.191>try <00:07:29.193>to <00:07:29.195>protect <00:07:29.197>the <00:07:29.199>customer 00:07:29.200 --> 00:07:30.830 align:start position:0% <00:07:29.200>we <00:07:29.316>try <00:07:29.433>to <00:07:29.550>protect <00:07:29.666>the <00:07:29.783>customer <00:07:29.900>basically. <00:07:30.016>And <00:07:30.133>this <00:07:30.250>is <00:07:30.366>the <00:07:30.483>same <00:07:30.599>thing 00:07:30.830 --> 00:07:30.840 align:start position:0% <00:07:30.830>basically. <00:07:30.831>And <00:07:30.832>this <00:07:30.834>is <00:07:30.835>the <00:07:30.837>same <00:07:30.839>thing 00:07:30.840 --> 00:07:33.510 align:start position:0% <00:07:30.840>basically. <00:07:30.940>And <00:07:31.039>this <00:07:31.140>is <00:07:31.239>the <00:07:31.340>same <00:07:31.440>thing <00:07:31.539>with <00:07:31.640>MCP <00:07:31.739>and <00:07:31.840>and <00:07:31.940>agents. <00:07:32.039>We <00:07:32.140>don't <00:07:32.239>trust 00:07:33.510 --> 00:07:33.520 align:start position:0% <00:07:33.510>with <00:07:33.511>MCP <00:07:33.512>and <00:07:33.513>and <00:07:33.515>agents. <00:07:33.516>We <00:07:33.517>don't <00:07:33.519>trust 00:07:33.520 --> 00:07:35.870 align:start position:0% <00:07:33.520>with <00:07:33.613>MCP <00:07:33.706>and <00:07:33.799>and <00:07:33.893>agents. <00:07:33.986>We <00:07:34.080>don't <00:07:34.173>trust <00:07:34.266>the <00:07:34.359>agent, <00:07:34.453>and <00:07:34.546>we <00:07:34.640>actually <00:07:34.733>also <00:07:34.826>want <00:07:34.919>to 00:07:35.870 --> 00:07:35.880 align:start position:0% <00:07:35.870>the <00:07:35.871>agent, <00:07:35.872>and <00:07:35.873>we <00:07:35.875>actually <00:07:35.876>also <00:07:35.877>want <00:07:35.879>to 00:07:35.880 --> 00:07:38.230 align:start position:0% <00:07:35.880>the <00:07:35.987>agent, <00:07:36.095>and <00:07:36.203>we <00:07:36.310>actually <00:07:36.418>also <00:07:36.526>want <00:07:36.633>to <00:07:36.741>protect <00:07:36.849>the <00:07:36.956>agent <00:07:37.064>from <00:07:37.172>doing <00:07:37.280>something 00:07:38.230 --> 00:07:38.240 align:start position:0% <00:07:38.230>protect <00:07:38.231>the <00:07:38.233>agent <00:07:38.235>from <00:07:38.237>doing <00:07:38.239>something 00:07:38.240 --> 00:07:40.590 align:start position:0% <00:07:38.240>protect <00:07:38.367>the <00:07:38.494>agent <00:07:38.621>from <00:07:38.749>doing <00:07:38.876>something <00:07:39.003>wrong <00:07:39.130>in <00:07:39.258>the <00:07:39.385>end <00:07:39.512>basically. <00:07:39.640>Um 00:07:40.590 --> 00:07:40.600 align:start position:0% <00:07:40.590>wrong <00:07:40.591>in <00:07:40.593>the <00:07:40.595>end <00:07:40.597>basically. <00:07:40.599>Um 00:07:40.600 --> 00:07:42.110 align:start position:0% <00:07:40.600>wrong <00:07:40.713>in <00:07:40.826>the <00:07:40.939>end <00:07:41.053>basically. <00:07:41.166>Um <00:07:41.279>because <00:07:41.392>when <00:07:41.506>you <00:07:41.619>connect <00:07:41.732>the <00:07:41.845>agent <00:07:41.959>with 00:07:42.110 --> 00:07:42.120 align:start position:0% <00:07:42.110>because <00:07:42.111>when <00:07:42.113>you <00:07:42.114>connect <00:07:42.116>the <00:07:42.117>agent <00:07:42.119>with 00:07:42.120 --> 00:07:44.190 align:start position:0% <00:07:42.120>because <00:07:42.227>when <00:07:42.335>you <00:07:42.443>connect <00:07:42.550>the <00:07:42.658>agent <00:07:42.766>with <00:07:42.873>your <00:07:42.981>portfolio <00:07:43.089>in <00:07:43.196>the <00:07:43.304>end. <00:07:43.412>access <00:07:43.520>to 00:07:44.190 --> 00:07:44.200 align:start position:0% <00:07:44.190>your <00:07:44.191>portfolio <00:07:44.193>in <00:07:44.194>the <00:07:44.195>end. <00:07:44.197>access <00:07:44.199>to 00:07:44.200 --> 00:07:46.670 align:start position:0% <00:07:44.200>your <00:07:44.375>portfolio <00:07:44.550>in <00:07:44.724>the <00:07:44.900>end. <00:07:45.075>access <00:07:45.250>to <00:07:45.425>your <00:07:45.599>full 00:07:46.680 --> 00:07:49.510 align:start position:0% <00:07:46.680>And <00:07:46.880>if <00:07:47.080>the <00:07:47.280>agent <00:07:47.480>goes <00:07:47.680>in <00:07:47.880>any <00:07:48.080>direction, 00:07:49.510 --> 00:07:49.520 align:start position:0% <00:07:49.510>And <00:07:49.511>if <00:07:49.512>the <00:07:49.513>agent <00:07:49.515>goes <00:07:49.516>in <00:07:49.517>any <00:07:49.519>direction, 00:07:49.520 --> 00:07:51.190 align:start position:0% <00:07:49.520>And <00:07:49.620>if <00:07:49.719>the <00:07:49.820>agent <00:07:49.919>goes <00:07:50.020>in <00:07:50.120>any <00:07:50.219>direction, <00:07:50.320>sells <00:07:50.419>all <00:07:50.520>your <00:07:50.620>assets, <00:07:50.719>that's <00:07:50.820>a <00:07:50.919>bad 00:07:51.190 --> 00:07:51.200 align:start position:0% <00:07:51.190>sells <00:07:51.191>all <00:07:51.193>your <00:07:51.194>assets, <00:07:51.195>that's <00:07:51.197>a <00:07:51.199>bad 00:07:51.200 --> 00:07:52.430 align:start position:0% <00:07:51.200>sells <00:07:51.323>all <00:07:51.445>your <00:07:51.569>assets, <00:07:51.692>that's <00:07:51.815>a <00:07:51.938>bad <00:07:52.061>thing, <00:07:52.184>of <00:07:52.307>course. 00:07:52.430 --> 00:07:52.440 align:start position:0% <00:07:52.430>thing, <00:07:52.434>of <00:07:52.439>course. 00:07:52.440 --> 00:07:55.070 align:start position:0% <00:07:52.440>thing, <00:07:52.580>of <00:07:52.719>course. <00:07:52.860>So <00:07:53.000>we <00:07:53.140>always <00:07:53.280>think <00:07:53.420>like, <00:07:53.560>okay, <00:07:53.700>I <00:07:53.840>would 00:07:55.070 --> 00:07:55.080 align:start position:0% <00:07:55.070>So <00:07:55.071>we <00:07:55.072>always <00:07:55.073>think <00:07:55.075>like, <00:07:55.076>okay, <00:07:55.077>I <00:07:55.079>would 00:07:55.080 --> 00:07:57.390 align:start position:0% <00:07:55.080>So <00:07:55.180>we <00:07:55.280>always <00:07:55.380>think <00:07:55.479>like, <00:07:55.580>okay, <00:07:55.680>I <00:07:55.780>would <00:07:55.880>not <00:07:55.979>give <00:07:56.080>a <00:07:56.180>person <00:07:56.280>access <00:07:56.380>to <00:07:56.479>my 00:07:57.390 --> 00:07:57.400 align:start position:0% <00:07:57.390>not <00:07:57.391>give <00:07:57.393>a <00:07:57.394>person <00:07:57.395>access <00:07:57.397>to <00:07:57.399>my 00:07:57.400 --> 00:07:59.590 align:start position:0% <00:07:57.400>not <00:07:57.507>give <00:07:57.615>a <00:07:57.723>person <00:07:57.830>access <00:07:57.938>to <00:07:58.046>my <00:07:58.153>portfolio. <00:07:58.261>I <00:07:58.369>would <00:07:58.476>not <00:07:58.584>give <00:07:58.692>any <00:07:58.799>banker 00:07:59.590 --> 00:07:59.600 align:start position:0% <00:07:59.590>portfolio. <00:07:59.591>I <00:07:59.593>would <00:07:59.594>not <00:07:59.596>give <00:07:59.597>any <00:07:59.599>banker 00:07:59.600 --> 00:08:03.350 align:start position:0% <00:07:59.600>portfolio. <00:07:59.707>I <00:07:59.815>would <00:07:59.923>not <00:08:00.030>give <00:08:00.138>any <00:08:00.246>banker <00:08:00.353>or <00:08:00.461>any <00:08:00.569>intern <00:08:00.676>access <00:08:00.784>to <00:08:00.892>my <00:08:01.000>portfolio. 00:08:03.350 --> 00:08:03.360 align:start position:0% <00:08:03.350>or <00:08:03.351>any <00:08:03.353>intern <00:08:03.354>access <00:08:03.356>to <00:08:03.357>my <00:08:03.359>portfolio. 00:08:03.360 --> 00:08:05.790 align:start position:0% <00:08:03.360>or <00:08:03.460>any <00:08:03.560>intern <00:08:03.660>access <00:08:03.760>to <00:08:03.860>my <00:08:03.960>portfolio. <00:08:04.060>Only <00:08:04.160>when <00:08:04.260>I <00:08:04.360>either <00:08:04.460>can <00:08:04.560>trust <00:08:04.660>this <00:08:04.760>person 00:08:05.790 --> 00:08:05.800 align:start position:0% <00:08:05.790>Only <00:08:05.791>when <00:08:05.792>I <00:08:05.793>either <00:08:05.795>can <00:08:05.796>trust <00:08:05.797>this <00:08:05.799>person 00:08:05.800 --> 00:08:07.390 align:start position:0% <00:08:05.800>Only <00:08:05.916>when <00:08:06.033>I <00:08:06.150>either <00:08:06.266>can <00:08:06.383>trust <00:08:06.500>this <00:08:06.616>person <00:08:06.733>from <00:08:06.850>ethically <00:08:06.966>or <00:08:07.083>morally <00:08:07.200>perspective, 00:08:07.390 --> 00:08:07.400 align:start position:0% <00:08:07.390>from <00:08:07.392>ethically <00:08:07.394>or <00:08:07.396>morally <00:08:07.399>perspective, 00:08:07.400 --> 00:08:09.630 align:start position:0% <00:08:07.400>from <00:08:07.539>ethically <00:08:07.679>or <00:08:07.820>morally <00:08:07.960>perspective, <00:08:08.099>basically. <00:08:08.239>But <00:08:08.380>I <00:08:08.520>believe <00:08:08.659>an <00:08:08.799>agent 00:08:09.630 --> 00:08:09.640 align:start position:0% <00:08:09.630>basically. <00:08:09.631>But <00:08:09.633>I <00:08:09.635>believe <00:08:09.637>an <00:08:09.639>agent 00:08:09.640 --> 00:08:11.710 align:start position:0% <00:08:09.640>basically. <00:08:09.767>But <00:08:09.894>I <00:08:10.021>believe <00:08:10.149>an <00:08:10.276>agent <00:08:10.403>doesn't <00:08:10.530>have <00:08:10.658>any <00:08:10.785>doesn't <00:08:10.912>follow <00:08:11.039>any 00:08:11.710 --> 00:08:11.720 align:start position:0% <00:08:11.710>doesn't <00:08:11.711>have <00:08:11.713>any <00:08:11.715>doesn't <00:08:11.717>follow <00:08:11.719>any 00:08:11.720 --> 00:08:14.790 align:start position:0% <00:08:11.720>doesn't <00:08:11.836>have <00:08:11.953>any <00:08:12.070>doesn't <00:08:12.186>follow <00:08:12.303>any <00:08:12.420>ethically <00:08:12.536>things. <00:08:12.653>And <00:08:12.770>even <00:08:12.886>when <00:08:13.003>they <00:08:13.120>do, 00:08:14.790 --> 00:08:14.800 align:start position:0% <00:08:14.790>ethically <00:08:14.791>things. <00:08:14.793>And <00:08:14.794>even <00:08:14.796>when <00:08:14.797>they <00:08:14.799>do, 00:08:14.800 --> 00:08:16.470 align:start position:0% <00:08:14.800>ethically <00:08:14.916>things. <00:08:15.033>And <00:08:15.150>even <00:08:15.266>when <00:08:15.383>they <00:08:15.500>do, <00:08:15.616>there <00:08:15.733>there <00:08:15.850>are <00:08:15.966>no <00:08:16.083>consequences <00:08:16.200>when 00:08:16.470 --> 00:08:16.480 align:start position:0% <00:08:16.470>there <00:08:16.471>there <00:08:16.473>are <00:08:16.475>no <00:08:16.477>consequences <00:08:16.479>when 00:08:16.480 --> 00:08:18.150 align:start position:0% <00:08:16.480>there <00:08:16.580>there <00:08:16.680>are <00:08:16.780>no <00:08:16.880>consequences <00:08:16.980>when <00:08:17.080>they <00:08:17.180>don't <00:08:17.280>do <00:08:17.380>it. <00:08:17.480>I <00:08:17.580>mean, <00:08:17.680>you <00:08:17.780>can <00:08:17.880>just 00:08:18.150 --> 00:08:18.160 align:start position:0% <00:08:18.150>they <00:08:18.151>don't <00:08:18.152>do <00:08:18.153>it. <00:08:18.154>I <00:08:18.155>mean, <00:08:18.156>you <00:08:18.157>can <00:08:18.159>just 00:08:18.160 --> 00:08:20.110 align:start position:0% <00:08:18.160>they <00:08:18.260>don't <00:08:18.360>do <00:08:18.460>it. <00:08:18.560>I <00:08:18.660>mean, <00:08:18.760>you <00:08:18.860>can <00:08:18.960>just <00:08:19.060>shut <00:08:19.160>down <00:08:19.260>an <00:08:19.360>agent, <00:08:19.460>that's <00:08:19.560>it. 00:08:20.110 --> 00:08:20.120 align:start position:0% <00:08:20.110>shut <00:08:20.111>down <00:08:20.113>an <00:08:20.115>agent, <00:08:20.117>that's <00:08:20.119>it. 00:08:20.120 --> 00:08:22.270 align:start position:0% <00:08:20.120>shut <00:08:20.220>down <00:08:20.320>an <00:08:20.420>agent, <00:08:20.520>that's <00:08:20.620>it. <00:08:20.720>An <00:08:20.820>an <00:08:20.920>employee <00:08:21.020>you <00:08:21.120>can <00:08:21.220>at <00:08:21.320>least <00:08:21.420>fire <00:08:21.520>or 00:08:22.270 --> 00:08:22.280 align:start position:0% <00:08:22.270>An <00:08:22.271>an <00:08:22.272>employee <00:08:22.273>you <00:08:22.274>can <00:08:22.275>at <00:08:22.276>least <00:08:22.277>fire <00:08:22.279>or 00:08:22.280 --> 00:08:23.630 align:start position:0% <00:08:22.280>An <00:08:22.361>an <00:08:22.441>employee <00:08:22.522>you <00:08:22.604>can <00:08:22.685>at <00:08:22.765>least <00:08:22.847>fire <00:08:22.928>or <00:08:23.008>you <00:08:23.090>go <00:08:23.171>to <00:08:23.252>court <00:08:23.332>with <00:08:23.414>that <00:08:23.495>person, 00:08:23.630 --> 00:08:23.640 align:start position:0% <00:08:23.630>you <00:08:23.631>go <00:08:23.633>to <00:08:23.634>court <00:08:23.635>with <00:08:23.637>that <00:08:23.639>person, 00:08:23.640 --> 00:08:24.750 align:start position:0% <00:08:23.640>you <00:08:23.782>go <00:08:23.925>to <00:08:24.068>court <00:08:24.210>with <00:08:24.353>that <00:08:24.496>person, <00:08:24.639>basically. 00:08:24.750 --> 00:08:24.760 align:start position:0% basically. 00:08:24.760 --> 00:08:26.430 align:start position:0% <00:08:24.760>basically. <00:08:24.935>So <00:08:25.110>we <00:08:25.284>we <00:08:25.460>always <00:08:25.635>say <00:08:25.810>like, <00:08:25.985>okay, <00:08:26.159>what's 00:08:26.430 --> 00:08:26.440 align:start position:0% <00:08:26.430>So <00:08:26.431>we <00:08:26.432>we <00:08:26.433>always <00:08:26.435>say <00:08:26.436>like, <00:08:26.437>okay, <00:08:26.439>what's 00:08:26.440 --> 00:08:28.710 align:start position:0% <00:08:26.440>So <00:08:26.540>we <00:08:26.640>we <00:08:26.740>always <00:08:26.840>say <00:08:26.940>like, <00:08:27.040>okay, <00:08:27.140>what's <00:08:27.240>necessary <00:08:27.340>to <00:08:27.440>give <00:08:27.540>trust <00:08:27.640>to <00:08:27.740>this <00:08:27.840>agent. 00:08:28.710 --> 00:08:28.720 align:start position:0% <00:08:28.710>necessary <00:08:28.711>to <00:08:28.712>give <00:08:28.714>trust <00:08:28.716>to <00:08:28.717>this <00:08:28.719>agent. 00:08:28.720 --> 00:08:30.310 align:start position:0% <00:08:28.720>necessary <00:08:28.807>to <00:08:28.895>give <00:08:28.982>trust <00:08:29.070>to <00:08:29.157>this <00:08:29.245>agent. <00:08:29.332>And <00:08:29.420>for <00:08:29.507>me <00:08:29.595>it's <00:08:29.682>clear <00:08:29.770>I <00:08:29.857>I <00:08:29.945>want <00:08:30.032>to <00:08:30.120>give 00:08:30.310 --> 00:08:30.320 align:start position:0% <00:08:30.310>And <00:08:30.311>for <00:08:30.312>me <00:08:30.313>it's <00:08:30.314>clear <00:08:30.315>I <00:08:30.316>I <00:08:30.317>want <00:08:30.318>to <00:08:30.319>give 00:08:30.320 --> 00:08:31.430 align:start position:0% <00:08:30.320>And <00:08:30.391>for <00:08:30.462>me <00:08:30.534>it's <00:08:30.605>clear <00:08:30.676>I <00:08:30.748>I <00:08:30.819>want <00:08:30.890>to <00:08:30.962>give <00:08:31.033>guardrails. <00:08:31.104>And <00:08:31.176>that's <00:08:31.247>how <00:08:31.319>we 00:08:31.430 --> 00:08:31.440 align:start position:0% <00:08:31.430>guardrails. <00:08:31.432>And <00:08:31.434>that's <00:08:31.436>how <00:08:31.439>we 00:08:31.440 --> 00:08:33.589 align:start position:0% <00:08:31.440>guardrails. <00:08:31.580>And <00:08:31.719>that's <00:08:31.860>how <00:08:32.000>we <00:08:32.140>implemented <00:08:32.280>it, <00:08:32.419>basically. <00:08:32.559>We <00:08:32.700>try <00:08:32.840>to 00:08:33.589 --> 00:08:33.599 align:start position:0% <00:08:33.588>implemented <00:08:33.590>it, <00:08:33.592>basically. <00:08:33.594>We <00:08:33.596>try <00:08:33.598>to 00:08:33.599 --> 00:08:35.990 align:start position:0% <00:08:33.599>implemented <00:08:33.706>it, <00:08:33.814>basically. <00:08:33.922>We <00:08:34.029>try <00:08:34.137>to <00:08:34.245>give <00:08:34.352>the <00:08:34.460>least <00:08:34.568>privilege <00:08:34.675>to <00:08:34.783>an <00:08:34.891>agent <00:08:34.999>if 00:08:35.990 --> 00:08:36.000 align:start position:0% <00:08:35.990>give <00:08:35.991>the <00:08:35.992>least <00:08:35.993>privilege <00:08:35.995>to <00:08:35.996>an <00:08:35.997>agent <00:08:35.999>if 00:08:36.000 --> 00:08:37.790 align:start position:0% <00:08:36.000>give <00:08:36.100>the <00:08:36.200>least <00:08:36.299>privilege <00:08:36.400>to <00:08:36.500>an <00:08:36.600>agent <00:08:36.700>if <00:08:36.799>you <00:08:36.900>connect <00:08:37.000>to <00:08:37.100>your <00:08:37.200>Bitpanda <00:08:37.299>account. <00:08:37.400>So 00:08:37.790 --> 00:08:37.800 align:start position:0% <00:08:37.789>you <00:08:37.791>connect <00:08:37.793>to <00:08:37.794>your <00:08:37.795>Bitpanda <00:08:37.797>account. <00:08:37.799>So 00:08:37.800 --> 00:08:39.790 align:start position:0% <00:08:37.799>you <00:08:37.900>connect <00:08:38.000>to <00:08:38.099>your <00:08:38.199>Bitpanda <00:08:38.299>account. <00:08:38.400>So <00:08:38.500>you <00:08:38.599>can <00:08:38.699>tell <00:08:38.799>them <00:08:38.900>you're <00:08:39.000>only <00:08:39.099>allowed <00:08:39.199>to 00:08:39.790 --> 00:08:39.800 align:start position:0% <00:08:39.789>you <00:08:39.791>can <00:08:39.792>tell <00:08:39.793>them <00:08:39.795>you're <00:08:39.796>only <00:08:39.797>allowed <00:08:39.799>to 00:08:39.800 --> 00:08:41.270 align:start position:0% <00:08:39.799>you <00:08:39.894>can <00:08:39.988>tell <00:08:40.083>them <00:08:40.178>you're <00:08:40.272>only <00:08:40.366>allowed <00:08:40.461>to <00:08:40.555>buy <00:08:40.650>assets, <00:08:40.745>but <00:08:40.839>not <00:08:40.933>sell <00:08:41.028>it, <00:08:41.122>for 00:08:41.270 --> 00:08:41.280 align:start position:0% <00:08:41.270>buy <00:08:41.271>assets, <00:08:41.273>but <00:08:41.274>not <00:08:41.275>sell <00:08:41.277>it, <00:08:41.279>for 00:08:41.280 --> 00:08:42.750 align:start position:0% <00:08:41.280>buy <00:08:41.390>assets, <00:08:41.500>but <00:08:41.610>not <00:08:41.721>sell <00:08:41.831>it, <00:08:41.941>for <00:08:42.051>example. <00:08:42.162>You're <00:08:42.272>only <00:08:42.382>allowed <00:08:42.492>to <00:08:42.602>stake 00:08:42.750 --> 00:08:42.760 align:start position:0% <00:08:42.750>example. <00:08:42.751>You're <00:08:42.753>only <00:08:42.755>allowed <00:08:42.757>to <00:08:42.759>stake 00:08:42.760 --> 00:08:45.310 align:start position:0% <00:08:42.760>example. <00:08:42.887>You're <00:08:43.014>only <00:08:43.141>allowed <00:08:43.269>to <00:08:43.396>stake <00:08:43.523>assets, <00:08:43.650>but <00:08:43.778>not <00:08:43.905>unstake, <00:08:44.032>for <00:08:44.159>example. 00:08:45.310 --> 00:08:45.320 align:start position:0% <00:08:45.310>assets, <00:08:45.311>but <00:08:45.313>not <00:08:45.315>unstake, <00:08:45.317>for <00:08:45.319>example. 00:08:45.320 --> 00:08:46.350 align:start position:0% <00:08:45.320>assets, <00:08:45.474>but <00:08:45.629>not <00:08:45.783>unstake, <00:08:45.938>for <00:08:46.092>example. <00:08:46.247>And 00:08:46.350 --> 00:08:46.360 align:start position:0% And 00:08:46.360 --> 00:08:48.710 align:start position:0% <00:08:46.360>And <00:08:46.535>this <00:08:46.710>on <00:08:46.885>a <00:08:47.060>level <00:08:47.235>with <00:08:47.410>a <00:08:47.585>very <00:08:47.760>fine-grained 00:08:48.710 --> 00:08:48.720 align:start position:0% <00:08:48.710>this <00:08:48.711>on <00:08:48.712>a <00:08:48.713>level <00:08:48.715>with <00:08:48.716>a <00:08:48.717>very <00:08:48.719>fine-grained 00:08:48.720 --> 00:08:50.510 align:start position:0% <00:08:48.720>this <00:08:48.836>on <00:08:48.953>a <00:08:49.070>level <00:08:49.186>with <00:08:49.303>a <00:08:49.420>very <00:08:49.536>fine-grained <00:08:49.653>permission <00:08:49.770>system, <00:08:49.886>basically. <00:08:50.003>And <00:08:50.120>this 00:08:50.510 --> 00:08:50.520 align:start position:0% <00:08:50.510>permission <00:08:50.512>system, <00:08:50.514>basically. <00:08:50.516>And <00:08:50.519>this 00:08:50.520 --> 00:08:52.270 align:start position:0% <00:08:50.520>permission <00:08:50.636>system, <00:08:50.753>basically. <00:08:50.870>And <00:08:50.986>this <00:08:51.103>is <00:08:51.220>where <00:08:51.336>we <00:08:51.453>see <00:08:51.569>that <00:08:51.686>people <00:08:51.803>actually <00:08:51.920>can 00:08:52.270 --> 00:08:52.280 align:start position:0% <00:08:52.270>is <00:08:52.271>where <00:08:52.272>we <00:08:52.273>see <00:08:52.275>that <00:08:52.276>people <00:08:52.277>actually <00:08:52.279>can 00:08:52.280 --> 00:08:53.510 align:start position:0% <00:08:52.280>is <00:08:52.418>where <00:08:52.556>we <00:08:52.695>see <00:08:52.833>that <00:08:52.971>people <00:08:53.110>actually <00:08:53.248>can <00:08:53.387>trust 00:08:53.510 --> 00:08:53.520 align:start position:0% trust 00:08:53.520 --> 00:08:55.710 align:start position:0% <00:08:53.520>trust <00:08:53.720>an <00:08:53.920>MCP <00:08:54.120>server <00:08:54.319>and <00:08:54.520>connect <00:08:54.720>to <00:08:54.920>it. 00:08:55.710 --> 00:08:55.720 align:start position:0% <00:08:55.710>an <00:08:55.711>MCP <00:08:55.713>server <00:08:55.714>and <00:08:55.716>connect <00:08:55.717>to <00:08:55.719>it. 00:08:55.720 --> 00:08:57.670 align:start position:0% <00:08:55.720>an <00:08:55.847>MCP <00:08:55.974>server <00:08:56.101>and <00:08:56.229>connect <00:08:56.356>to <00:08:56.483>it. <00:08:56.610>>> <00:08:56.738>That's <00:08:56.865>cool. <00:08:56.992>Thank <00:08:57.120>you. 00:08:57.670 --> 00:08:57.680 align:start position:0% <00:08:57.670>>> <00:08:57.672>That's <00:08:57.674>cool. <00:08:57.676>Thank <00:08:57.679>you. 00:08:57.680 --> 00:08:59.310 align:start position:0% <00:08:57.680>>> <00:08:57.807>That's <00:08:57.934>cool. <00:08:58.061>Thank <00:08:58.189>you. <00:08:58.316>Uh <00:08:58.443>Jody <00:08:58.570>Harness <00:08:58.698>has <00:08:58.825>something <00:08:58.952>similar. <00:08:59.079>I 00:08:59.310 --> 00:08:59.320 align:start position:0% <00:08:59.310>Uh <00:08:59.311>Jody <00:08:59.313>Harness <00:08:59.314>has <00:08:59.316>something <00:08:59.317>similar. <00:08:59.319>I 00:08:59.320 --> 00:09:00.910 align:start position:0% <00:08:59.320>Uh <00:08:59.420>Jody <00:08:59.520>Harness <00:08:59.620>has <00:08:59.720>something <00:08:59.820>similar. <00:08:59.920>I <00:09:00.020>mean, <00:09:00.120>the <00:09:00.220>other <00:09:00.320>type <00:09:00.420>of <00:09:00.520>tools <00:09:00.620>that <00:09:00.720>are 00:09:00.910 --> 00:09:00.920 align:start position:0% <00:09:00.910>mean, <00:09:00.911>the <00:09:00.912>other <00:09:00.913>type <00:09:00.915>of <00:09:00.916>tools <00:09:00.917>that <00:09:00.919>are 00:09:00.920 --> 00:09:02.670 align:start position:0% <00:09:00.920>mean, <00:09:01.036>the <00:09:01.153>other <00:09:01.270>type <00:09:01.386>of <00:09:01.503>tools <00:09:01.620>that <00:09:01.736>are <00:09:01.853>actually <00:09:01.969>knowledge <00:09:02.086>sources <00:09:02.203>or <00:09:02.319>knowledge 00:09:02.670 --> 00:09:02.680 align:start position:0% <00:09:02.670>actually <00:09:02.672>knowledge <00:09:02.674>sources <00:09:02.676>or <00:09:02.679>knowledge 00:09:02.680 --> 00:09:05.470 align:start position:0% <00:09:02.680>actually <00:09:02.807>knowledge <00:09:02.934>sources <00:09:03.061>or <00:09:03.189>knowledge <00:09:03.316>graphs <00:09:03.443>as <00:09:03.570>we <00:09:03.698>call <00:09:03.825>them <00:09:03.952>nowadays. <00:09:04.079>So 00:09:05.470 --> 00:09:05.480 align:start position:0% <00:09:05.470>graphs <00:09:05.471>as <00:09:05.473>we <00:09:05.474>call <00:09:05.476>them <00:09:05.477>nowadays. <00:09:05.479>So 00:09:05.480 --> 00:09:07.950 align:start position:0% <00:09:05.480>graphs <00:09:05.587>as <00:09:05.695>we <00:09:05.803>call <00:09:05.910>them <00:09:06.018>nowadays. <00:09:06.126>So <00:09:06.233>uh <00:09:06.341>you <00:09:06.449>rely <00:09:06.556>on <00:09:06.664>that <00:09:06.772>deeply <00:09:06.880>integrated 00:09:07.950 --> 00:09:07.960 align:start position:0% <00:09:07.950>uh <00:09:07.951>you <00:09:07.953>rely <00:09:07.954>on <00:09:07.956>that <00:09:07.957>deeply <00:09:07.959>integrated 00:09:07.960 --> 00:09:10.630 align:start position:0% <00:09:07.960>uh <00:09:08.076>you <00:09:08.193>rely <00:09:08.310>on <00:09:08.426>that <00:09:08.543>deeply <00:09:08.660>integrated <00:09:08.776>knowledge <00:09:08.893>graph. <00:09:09.010>Uh <00:09:09.126>so <00:09:09.243>when <00:09:09.360>multiple 00:09:10.630 --> 00:09:10.640 align:start position:0% <00:09:10.630>knowledge <00:09:10.631>graph. <00:09:10.633>Uh <00:09:10.635>so <00:09:10.637>when <00:09:10.639>multiple 00:09:10.640 --> 00:09:12.790 align:start position:0% <00:09:10.640>knowledge <00:09:10.767>graph. <00:09:10.894>Uh <00:09:11.021>so <00:09:11.149>when <00:09:11.276>multiple <00:09:11.403>external <00:09:11.530>platforms <00:09:11.658>try <00:09:11.785>to <00:09:11.912>integrate <00:09:12.040>with 00:09:12.790 --> 00:09:12.800 align:start position:0% <00:09:12.790>external <00:09:12.791>platforms <00:09:12.793>try <00:09:12.795>to <00:09:12.797>integrate <00:09:12.799>with 00:09:12.800 --> 00:09:14.790 align:start position:0% <00:09:12.800>external <00:09:12.955>platforms <00:09:13.111>try <00:09:13.266>to <00:09:13.422>integrate <00:09:13.577>with <00:09:13.733>your <00:09:13.888>graph, <00:09:14.044>what <00:09:14.199>architectural 00:09:14.790 --> 00:09:14.800 align:start position:0% <00:09:14.790>your <00:09:14.793>graph, <00:09:14.795>what <00:09:14.799>architectural 00:09:14.800 --> 00:09:17.350 align:start position:0% <00:09:14.800>your <00:09:14.939>graph, <00:09:15.079>what <00:09:15.219>architectural <00:09:15.359>guardrails <00:09:15.500>actually <00:09:15.640>have <00:09:15.780>to <00:09:15.920>be <00:09:16.060>in <00:09:16.199>place 00:09:17.350 --> 00:09:17.360 align:start position:0% <00:09:17.350>guardrails <00:09:17.351>actually <00:09:17.353>have <00:09:17.354>to <00:09:17.356>be <00:09:17.357>in <00:09:17.359>place 00:09:17.360 --> 00:09:19.470 align:start position:0% <00:09:17.360>guardrails <00:09:17.476>actually <00:09:17.593>have <00:09:17.710>to <00:09:17.826>be <00:09:17.943>in <00:09:18.060>place <00:09:18.176>in <00:09:18.293>order <00:09:18.410>to <00:09:18.526>prevent <00:09:18.643>unauthorized <00:09:18.760>or 00:09:19.470 --> 00:09:19.480 align:start position:0% <00:09:19.470>in <00:09:19.471>order <00:09:19.473>to <00:09:19.475>prevent <00:09:19.477>unauthorized <00:09:19.479>or 00:09:19.480 --> 00:09:21.790 align:start position:0% <00:09:19.480>in <00:09:19.620>order <00:09:19.760>to <00:09:19.900>prevent <00:09:20.040>unauthorized <00:09:20.180>or <00:09:20.320>rogue <00:09:20.460>actions <00:09:20.600>by <00:09:20.740>our <00:09:20.880>agents? 00:09:21.790 --> 00:09:21.800 align:start position:0% <00:09:21.790>rogue <00:09:21.792>actions <00:09:21.794>by <00:09:21.796>our <00:09:21.799>agents? 00:09:21.800 --> 00:09:24.030 align:start position:0% <00:09:21.800>rogue <00:09:21.916>actions <00:09:22.033>by <00:09:22.150>our <00:09:22.266>agents? <00:09:22.383>>> <00:09:22.500>Yeah. <00:09:22.616>So, <00:09:22.733>you <00:09:22.849>know, <00:09:22.966>with <00:09:23.083>Harness <00:09:23.199>we 00:09:24.030 --> 00:09:24.040 align:start position:0% <00:09:24.030>>> <00:09:24.031>Yeah. <00:09:24.032>So, <00:09:24.033>you <00:09:24.035>know, <00:09:24.036>with <00:09:24.037>Harness <00:09:24.039>we 00:09:24.040 --> 00:09:25.070 align:start position:0% <00:09:24.040>>> <00:09:24.155>Yeah. <00:09:24.271>So, <00:09:24.387>you <00:09:24.503>know, <00:09:24.619>with <00:09:24.735>Harness <00:09:24.851>we <00:09:24.967>provide 00:09:25.070 --> 00:09:25.080 align:start position:0% provide 00:09:25.080 --> 00:09:28.270 align:start position:0% <00:09:25.080>provide <00:09:25.255>an <00:09:25.430>agent <00:09:25.605>harness <00:09:25.780>for <00:09:25.955>agents <00:09:26.130>to <00:09:26.305>do <00:09:26.480>the 00:09:28.270 --> 00:09:28.280 align:start position:0% <00:09:28.270>an <00:09:28.271>agent <00:09:28.272>harness <00:09:28.273>for <00:09:28.275>agents <00:09:28.276>to <00:09:28.277>do <00:09:28.279>the 00:09:28.280 --> 00:09:29.790 align:start position:0% <00:09:28.280>an <00:09:28.393>agent <00:09:28.506>harness <00:09:28.619>for <00:09:28.733>agents <00:09:28.846>to <00:09:28.959>do <00:09:29.072>the <00:09:29.185>software <00:09:29.299>engineering <00:09:29.412>tasks, <00:09:29.525>whether <00:09:29.639>it 00:09:29.790 --> 00:09:29.800 align:start position:0% <00:09:29.790>software <00:09:29.792>engineering <00:09:29.794>tasks, <00:09:29.796>whether <00:09:29.799>it 00:09:29.800 --> 00:09:31.910 align:start position:0% <00:09:29.800>software <00:09:29.955>engineering <00:09:30.111>tasks, <00:09:30.266>whether <00:09:30.422>it <00:09:30.577>is <00:09:30.733>testing, <00:09:30.888>deployment, <00:09:31.044>you <00:09:31.199>know, 00:09:31.910 --> 00:09:31.920 align:start position:0% <00:09:31.910>is <00:09:31.912>testing, <00:09:31.914>deployment, <00:09:31.916>you <00:09:31.919>know, 00:09:31.920 --> 00:09:34.350 align:start position:0% <00:09:31.920>is <00:09:32.060>testing, <00:09:32.199>deployment, <00:09:32.339>you <00:09:32.479>know, <00:09:32.620>security, <00:09:32.760>compliance, <00:09:32.900>all <00:09:33.040>of <00:09:33.180>those <00:09:33.319>and 00:09:34.350 --> 00:09:34.360 align:start position:0% <00:09:34.350>security, <00:09:34.351>compliance, <00:09:34.353>all <00:09:34.355>of <00:09:34.357>those <00:09:34.359>and 00:09:34.360 --> 00:09:36.790 align:start position:0% <00:09:34.360>security, <00:09:34.476>compliance, <00:09:34.593>all <00:09:34.710>of <00:09:34.826>those <00:09:34.943>and <00:09:35.060>anything <00:09:35.176>that <00:09:35.293>happens <00:09:35.410>in <00:09:35.526>STLC, <00:09:35.643>you <00:09:35.760>can 00:09:36.790 --> 00:09:36.800 align:start position:0% <00:09:36.790>anything <00:09:36.791>that <00:09:36.793>happens <00:09:36.794>in <00:09:36.795>STLC, <00:09:36.797>you <00:09:36.799>can 00:09:36.800 --> 00:09:38.750 align:start position:0% <00:09:36.800>anything <00:09:36.900>that <00:09:37.000>happens <00:09:37.099>in <00:09:37.199>STLC, <00:09:37.300>you <00:09:37.400>can <00:09:37.500>build <00:09:37.599>an <00:09:37.699>agent <00:09:37.800>on <00:09:37.900>in <00:09:38.000>Harness <00:09:38.099>very, <00:09:38.199>very 00:09:38.750 --> 00:09:38.760 align:start position:0% <00:09:38.750>build <00:09:38.751>an <00:09:38.752>agent <00:09:38.753>on <00:09:38.755>in <00:09:38.756>Harness <00:09:38.757>very, <00:09:38.759>very 00:09:38.760 --> 00:09:40.510 align:start position:0% <00:09:38.760>build <00:09:38.860>an <00:09:38.960>agent <00:09:39.060>on <00:09:39.160>in <00:09:39.260>Harness <00:09:39.360>very, <00:09:39.460>very <00:09:39.560>quickly. <00:09:39.660>But, <00:09:39.760>you <00:09:39.860>know, <00:09:39.960>these <00:09:40.060>agents <00:09:40.160>are 00:09:40.510 --> 00:09:40.520 align:start position:0% <00:09:40.510>quickly. <00:09:40.511>But, <00:09:40.513>you <00:09:40.514>know, <00:09:40.516>these <00:09:40.517>agents <00:09:40.519>are 00:09:40.520 --> 00:09:41.990 align:start position:0% <00:09:40.520>quickly. <00:09:40.640>But, <00:09:40.760>you <00:09:40.880>know, <00:09:41.001>these <00:09:41.121>agents <00:09:41.241>are <00:09:41.361>touching <00:09:41.482>your <00:09:41.602>production <00:09:41.722>systems. <00:09:41.843>They 00:09:41.990 --> 00:09:42.000 align:start position:0% <00:09:41.990>touching <00:09:41.992>your <00:09:41.994>production <00:09:41.996>systems. <00:09:41.999>They 00:09:42.000 --> 00:09:43.550 align:start position:0% <00:09:42.000>touching <00:09:42.139>your <00:09:42.279>production <00:09:42.418>systems. <00:09:42.558>They <00:09:42.697>are, <00:09:42.837>you <00:09:42.976>know, <00:09:43.116>deploying <00:09:43.255>in <00:09:43.395>production. 00:09:43.550 --> 00:09:43.560 align:start position:0% <00:09:43.550>are, <00:09:43.551>you <00:09:43.553>know, <00:09:43.555>deploying <00:09:43.557>in <00:09:43.559>production. 00:09:43.560 --> 00:09:44.670 align:start position:0% <00:09:43.560>are, <00:09:43.659>you <00:09:43.759>know, <00:09:43.859>deploying <00:09:43.959>in <00:09:44.059>production. <00:09:44.159>They're <00:09:44.259>verifying <00:09:44.359>your <00:09:44.459>systems <00:09:44.559>are 00:09:44.670 --> 00:09:44.680 align:start position:0% <00:09:44.670>They're <00:09:44.672>verifying <00:09:44.674>your <00:09:44.676>systems <00:09:44.679>are 00:09:44.680 --> 00:09:46.430 align:start position:0% <00:09:44.680>They're <00:09:44.807>verifying <00:09:44.934>your <00:09:45.061>systems <00:09:45.189>are <00:09:45.316>working <00:09:45.443>or <00:09:45.570>not. <00:09:45.698>So, <00:09:45.825>the <00:09:45.952>safety <00:09:46.079>and 00:09:46.430 --> 00:09:46.440 align:start position:0% <00:09:46.430>working <00:09:46.431>or <00:09:46.433>not. <00:09:46.434>So, <00:09:46.436>the <00:09:46.437>safety <00:09:46.439>and 00:09:46.440 --> 00:09:48.150 align:start position:0% <00:09:46.440>working <00:09:46.547>or <00:09:46.655>not. <00:09:46.763>So, <00:09:46.870>the <00:09:46.978>safety <00:09:47.086>and <00:09:47.193>security <00:09:47.301>of <00:09:47.409>them <00:09:47.516>is <00:09:47.624>the <00:09:47.732>number <00:09:47.840>one 00:09:48.150 --> 00:09:48.160 align:start position:0% <00:09:48.150>security <00:09:48.151>of <00:09:48.153>them <00:09:48.154>is <00:09:48.156>the <00:09:48.157>number <00:09:48.159>one 00:09:48.160 --> 00:09:50.590 align:start position:0% <00:09:48.160>security <00:09:48.260>of <00:09:48.360>them <00:09:48.459>is <00:09:48.560>the <00:09:48.660>number <00:09:48.760>one <00:09:48.860>thing. <00:09:48.959>And <00:09:49.060>you <00:09:49.160>start <00:09:49.260>with <00:09:49.360>the, <00:09:49.459>you <00:09:49.560>know, 00:09:50.590 --> 00:09:50.600 align:start position:0% <00:09:50.590>thing. <00:09:50.591>And <00:09:50.592>you <00:09:50.593>start <00:09:50.595>with <00:09:50.596>the, <00:09:50.597>you <00:09:50.599>know, 00:09:50.600 --> 00:09:52.670 align:start position:0% <00:09:50.600>thing. <00:09:50.693>And <00:09:50.786>you <00:09:50.880>start <00:09:50.973>with <00:09:51.066>the, <00:09:51.160>you <00:09:51.253>know, <00:09:51.346>so <00:09:51.440>we <00:09:51.533>we <00:09:51.626>create <00:09:51.720>like <00:09:51.813>a <00:09:51.906>six-layer <00:09:52.000>safety 00:09:52.670 --> 00:09:52.680 align:start position:0% <00:09:52.670>so <00:09:52.671>we <00:09:52.672>we <00:09:52.673>create <00:09:52.675>like <00:09:52.676>a <00:09:52.677>six-layer <00:09:52.679>safety 00:09:52.680 --> 00:09:54.390 align:start position:0% <00:09:52.680>so <00:09:52.796>we <00:09:52.913>we <00:09:53.030>create <00:09:53.146>like <00:09:53.263>a <00:09:53.380>six-layer <00:09:53.496>safety <00:09:53.613>architecture <00:09:53.729>around <00:09:53.846>these <00:09:53.963>agents, <00:09:54.079>you 00:09:54.390 --> 00:09:54.400 align:start position:0% <00:09:54.390>architecture <00:09:54.392>around <00:09:54.394>these <00:09:54.396>agents, <00:09:54.399>you 00:09:54.400 --> 00:09:55.630 align:start position:0% <00:09:54.400>architecture <00:09:54.500>around <00:09:54.601>these <00:09:54.701>agents, <00:09:54.802>you <00:09:54.903>know, <00:09:55.003>starting <00:09:55.104>with <00:09:55.205>where <00:09:55.305>do <00:09:55.406>the <00:09:55.507>agents 00:09:55.630 --> 00:09:55.640 align:start position:0% <00:09:55.630>know, <00:09:55.631>starting <00:09:55.633>with <00:09:55.634>where <00:09:55.636>do <00:09:55.637>the <00:09:55.639>agents 00:09:55.640 --> 00:09:57.710 align:start position:0% <00:09:55.640>know, <00:09:55.733>starting <00:09:55.826>with <00:09:55.920>where <00:09:56.013>do <00:09:56.106>the <00:09:56.199>agents <00:09:56.293>run? <00:09:56.386>Like <00:09:56.480>do <00:09:56.573>they <00:09:56.666>run <00:09:56.760>in <00:09:56.853>the <00:09:56.946>cloud? <00:09:57.040>Do 00:09:57.710 --> 00:09:57.720 align:start position:0% <00:09:57.710>run? <00:09:57.711>Like <00:09:57.712>do <00:09:57.713>they <00:09:57.714>run <00:09:57.715>in <00:09:57.716>the <00:09:57.717>cloud? <00:09:57.719>Do 00:09:57.720 --> 00:09:59.790 align:start position:0% <00:09:57.720>run? <00:09:57.820>Like <00:09:57.920>do <00:09:58.020>they <00:09:58.120>run <00:09:58.220>in <00:09:58.320>the <00:09:58.420>cloud? <00:09:58.520>Do <00:09:58.620>they <00:09:58.720>run <00:09:58.820>in <00:09:58.920>your <00:09:59.020>infrastructure? <00:09:59.120>What 00:09:59.790 --> 00:09:59.800 align:start position:0% <00:09:59.790>they <00:09:59.791>run <00:09:59.793>in <00:09:59.795>your <00:09:59.797>infrastructure? <00:09:59.799>What 00:09:59.800 --> 00:10:01.310 align:start position:0% <00:09:59.800>they <00:09:59.913>run <00:10:00.026>in <00:10:00.139>your <00:10:00.252>infrastructure? <00:10:00.366>What <00:10:00.479>access <00:10:00.592>do <00:10:00.705>they <00:10:00.819>have? <00:10:00.932>You <00:10:01.045>know, <00:10:01.159>the 00:10:01.310 --> 00:10:01.320 align:start position:0% <00:10:01.310>access <00:10:01.311>do <00:10:01.313>they <00:10:01.314>have? <00:10:01.316>You <00:10:01.317>know, <00:10:01.319>the 00:10:01.320 --> 00:10:03.070 align:start position:0% <00:10:01.320>access <00:10:01.420>do <00:10:01.520>they <00:10:01.620>have? <00:10:01.720>You <00:10:01.820>know, <00:10:01.920>the <00:10:02.020>secrets <00:10:02.120>they <00:10:02.220>have <00:10:02.320>access <00:10:02.420>to. <00:10:02.520>What <00:10:02.620>is <00:10:02.720>the 00:10:03.070 --> 00:10:03.080 align:start position:0% <00:10:03.070>secrets <00:10:03.071>they <00:10:03.072>have <00:10:03.073>access <00:10:03.075>to. <00:10:03.076>What <00:10:03.077>is <00:10:03.079>the 00:10:03.080 --> 00:10:05.030 align:start position:0% <00:10:03.080>secrets <00:10:03.187>they <00:10:03.295>have <00:10:03.403>access <00:10:03.510>to. <00:10:03.618>What <00:10:03.726>is <00:10:03.833>the <00:10:03.941>least <00:10:04.049>privilege <00:10:04.156>framework <00:10:04.264>around <00:10:04.372>it? <00:10:04.480>How 00:10:05.030 --> 00:10:05.040 align:start position:0% <00:10:05.030>least <00:10:05.031>privilege <00:10:05.033>framework <00:10:05.035>around <00:10:05.037>it? <00:10:05.039>How 00:10:05.040 --> 00:10:06.430 align:start position:0% <00:10:05.040>least <00:10:05.136>privilege <00:10:05.232>framework <00:10:05.328>around <00:10:05.424>it? <00:10:05.521>How <00:10:05.617>do <00:10:05.713>you <00:10:05.809>build <00:10:05.906>a <00:10:06.002>sandbox <00:10:06.098>of <00:10:06.194>like, <00:10:06.290>you 00:10:06.430 --> 00:10:06.440 align:start position:0% <00:10:06.430>do <00:10:06.431>you <00:10:06.432>build <00:10:06.433>a <00:10:06.435>sandbox <00:10:06.436>of <00:10:06.437>like, <00:10:06.439>you 00:10:06.440 --> 00:10:07.910 align:start position:0% <00:10:06.440>do <00:10:06.528>you <00:10:06.616>build <00:10:06.704>a <00:10:06.792>sandbox <00:10:06.881>of <00:10:06.969>like, <00:10:07.057>you <00:10:07.145>know, <00:10:07.233>what, <00:10:07.322>you <00:10:07.410>know, <00:10:07.498>if <00:10:07.586>an <00:10:07.674>agent <00:10:07.762>goes 00:10:07.910 --> 00:10:07.920 align:start position:0% <00:10:07.910>know, <00:10:07.911>what, <00:10:07.912>you <00:10:07.913>know, <00:10:07.915>if <00:10:07.916>an <00:10:07.917>agent <00:10:07.919>goes 00:10:07.920 --> 00:10:09.310 align:start position:0% <00:10:07.920>know, <00:10:08.016>what, <00:10:08.112>you <00:10:08.208>know, <00:10:08.304>if <00:10:08.401>an <00:10:08.497>agent <00:10:08.593>goes <00:10:08.689>rogue, <00:10:08.786>you <00:10:08.882>know, <00:10:08.978>the <00:10:09.074>what <00:10:09.170>network 00:10:09.310 --> 00:10:09.320 align:start position:0% <00:10:09.310>rogue, <00:10:09.311>you <00:10:09.313>know, <00:10:09.315>the <00:10:09.317>what <00:10:09.319>network 00:10:09.320 --> 00:10:11.190 align:start position:0% <00:10:09.320>rogue, <00:10:09.436>you <00:10:09.553>know, <00:10:09.670>the <00:10:09.786>what <00:10:09.903>network <00:10:10.020>access, <00:10:10.136>what <00:10:10.253>file <00:10:10.370>access <00:10:10.486>they <00:10:10.603>have <00:10:10.720>in 00:10:11.190 --> 00:10:11.200 align:start position:0% <00:10:11.190>access, <00:10:11.191>what <00:10:11.193>file <00:10:11.194>access <00:10:11.196>they <00:10:11.197>have <00:10:11.199>in 00:10:11.200 --> 00:10:13.070 align:start position:0% <00:10:11.200>access, <00:10:11.307>what <00:10:11.415>file <00:10:11.523>access <00:10:11.630>they <00:10:11.738>have <00:10:11.846>in <00:10:11.953>terms <00:10:12.061>of <00:10:12.169>a <00:10:12.276>sandboxing. <00:10:12.384>But, <00:10:12.492>then <00:10:12.600>you 00:10:13.070 --> 00:10:13.080 align:start position:0% <00:10:13.070>terms <00:10:13.071>of <00:10:13.073>a <00:10:13.074>sandboxing. <00:10:13.076>But, <00:10:13.077>then <00:10:13.079>you 00:10:13.080 --> 00:10:14.590 align:start position:0% <00:10:13.080>terms <00:10:13.193>of <00:10:13.306>a <00:10:13.419>sandboxing. <00:10:13.533>But, <00:10:13.646>then <00:10:13.759>you <00:10:13.872>also <00:10:13.986>have <00:10:14.099>to <00:10:14.212>have <00:10:14.325>a <00:10:14.439>policy-based 00:10:14.590 --> 00:10:14.600 align:start position:0% <00:10:14.590>also <00:10:14.591>have <00:10:14.593>to <00:10:14.595>have <00:10:14.597>a <00:10:14.599>policy-based 00:10:14.600 --> 00:10:16.070 align:start position:0% <00:10:14.600>also <00:10:14.720>have <00:10:14.840>to <00:10:14.960>have <00:10:15.081>a <00:10:15.201>policy-based <00:10:15.321>governance <00:10:15.441>layer <00:10:15.562>around <00:10:15.682>it <00:10:15.802>like, <00:10:15.923>you 00:10:16.070 --> 00:10:16.080 align:start position:0% <00:10:16.070>governance <00:10:16.071>layer <00:10:16.073>around <00:10:16.075>it <00:10:16.077>like, <00:10:16.079>you 00:10:16.080 --> 00:10:17.550 align:start position:0% <00:10:16.080>governance <00:10:16.174>layer <00:10:16.269>around <00:10:16.363>it <00:10:16.458>like, <00:10:16.552>you <00:10:16.647>know, <00:10:16.741>that <00:10:16.836>as <00:10:16.930>the <00:10:17.025>as <00:10:17.119>kind <00:10:17.214>of <00:10:17.308>the <00:10:17.403>the 00:10:17.550 --> 00:10:17.560 align:start position:0% <00:10:17.550>know, <00:10:17.551>that <00:10:17.552>as <00:10:17.553>the <00:10:17.554>as <00:10:17.555>kind <00:10:17.556>of <00:10:17.557>the <00:10:17.559>the 00:10:17.560 --> 00:10:19.830 align:start position:0% <00:10:17.560>know, <00:10:17.647>that <00:10:17.734>as <00:10:17.822>the <00:10:17.910>as <00:10:17.997>kind <00:10:18.084>of <00:10:18.172>the <00:10:18.260>the <00:10:18.347>last <00:10:18.435>layer. <00:10:18.522>But, <00:10:18.609>a <00:10:18.697>full <00:10:18.785>audit <00:10:18.872>trail <00:10:18.959>of 00:10:19.830 --> 00:10:19.840 align:start position:0% <00:10:19.830>last <00:10:19.831>layer. <00:10:19.832>But, <00:10:19.833>a <00:10:19.835>full <00:10:19.836>audit <00:10:19.837>trail <00:10:19.839>of 00:10:19.840 --> 00:10:21.430 align:start position:0% <00:10:19.840>last <00:10:19.947>layer. <00:10:20.055>But, <00:10:20.163>a <00:10:20.270>full <00:10:20.378>audit <00:10:20.486>trail <00:10:20.593>of <00:10:20.701>every <00:10:20.809>single <00:10:20.916>thing. <00:10:21.024>Like <00:10:21.132>every <00:10:21.240>single 00:10:21.430 --> 00:10:21.440 align:start position:0% <00:10:21.430>every <00:10:21.431>single <00:10:21.433>thing. <00:10:21.435>Like <00:10:21.437>every <00:10:21.439>single 00:10:21.440 --> 00:10:23.230 align:start position:0% <00:10:21.440>every <00:10:21.547>single <00:10:21.655>thing. <00:10:21.763>Like <00:10:21.870>every <00:10:21.978>single <00:10:22.086>action <00:10:22.193>an <00:10:22.301>agent <00:10:22.409>does, <00:10:22.516>you <00:10:22.624>know, <00:10:22.732>you <00:10:22.840>want 00:10:23.230 --> 00:10:23.240 align:start position:0% <00:10:23.230>action <00:10:23.231>an <00:10:23.232>agent <00:10:23.233>does, <00:10:23.235>you <00:10:23.236>know, <00:10:23.237>you <00:10:23.239>want 00:10:23.240 --> 00:10:24.590 align:start position:0% <00:10:23.240>action <00:10:23.321>an <00:10:23.402>agent <00:10:23.483>does, <00:10:23.564>you <00:10:23.645>know, <00:10:23.726>you <00:10:23.807>want <00:10:23.888>to <00:10:23.969>have <00:10:24.050>a <00:10:24.131>full <00:10:24.212>audit <00:10:24.293>trail <00:10:24.374>to <00:10:24.455>track 00:10:24.590 --> 00:10:24.600 align:start position:0% <00:10:24.590>to <00:10:24.591>have <00:10:24.592>a <00:10:24.593>full <00:10:24.595>audit <00:10:24.596>trail <00:10:24.597>to <00:10:24.599>track 00:10:24.600 --> 00:10:26.430 align:start position:0% <00:10:24.600>to <00:10:24.687>have <00:10:24.775>a <00:10:24.862>full <00:10:24.950>audit <00:10:25.037>trail <00:10:25.125>to <00:10:25.212>track <00:10:25.300>that. <00:10:25.387>So, <00:10:25.475>so <00:10:25.562>if <00:10:25.650>we <00:10:25.737>build <00:10:25.825>out <00:10:25.912>of <00:10:26.000>all 00:10:26.430 --> 00:10:26.440 align:start position:0% <00:10:26.430>that. <00:10:26.431>So, <00:10:26.432>so <00:10:26.433>if <00:10:26.434>we <00:10:26.435>build <00:10:26.436>out <00:10:26.437>of <00:10:26.439>all 00:10:26.440 --> 00:10:29.310 align:start position:0% <00:10:26.440>that. <00:10:26.540>So, <00:10:26.640>so <00:10:26.740>if <00:10:26.840>we <00:10:26.940>build <00:10:27.040>out <00:10:27.140>of <00:10:27.240>all <00:10:27.340>degrees <00:10:27.440>of <00:10:27.540>safety <00:10:27.640>layers <00:10:27.740>around <00:10:27.840>around 00:10:29.310 --> 00:10:29.320 align:start position:0% <00:10:29.310>degrees <00:10:29.311>of <00:10:29.313>safety <00:10:29.315>layers <00:10:29.317>around <00:10:29.319>around 00:10:29.320 --> 00:10:30.590 align:start position:0% <00:10:29.320>degrees <00:10:29.415>of <00:10:29.510>safety <00:10:29.605>layers <00:10:29.701>around <00:10:29.796>around <00:10:29.891>the <00:10:29.986>agents <00:10:30.082>that <00:10:30.177>they <00:10:30.272>when <00:10:30.367>the <00:10:30.463>agents 00:10:30.590 --> 00:10:30.600 align:start position:0% <00:10:30.590>the <00:10:30.591>agents <00:10:30.593>that <00:10:30.594>they <00:10:30.596>when <00:10:30.597>the <00:10:30.599>agents 00:10:30.600 --> 00:10:32.310 align:start position:0% <00:10:30.600>the <00:10:30.716>agents <00:10:30.833>that <00:10:30.950>they <00:10:31.066>when <00:10:31.183>the <00:10:31.300>agents <00:10:31.416>run, <00:10:31.533>where <00:10:31.650>they <00:10:31.766>run, <00:10:31.883>with <00:10:32.000>what 00:10:32.310 --> 00:10:32.320 align:start position:0% <00:10:32.310>run, <00:10:32.311>where <00:10:32.313>they <00:10:32.315>run, <00:10:32.317>with <00:10:32.319>what 00:10:32.320 --> 00:10:33.910 align:start position:0% <00:10:32.320>run, <00:10:32.447>where <00:10:32.574>they <00:10:32.701>run, <00:10:32.829>with <00:10:32.956>what <00:10:33.083>credentials <00:10:33.210>they <00:10:33.338>run, <00:10:33.465>what <00:10:33.592>access <00:10:33.720>they 00:10:33.910 --> 00:10:33.920 align:start position:0% <00:10:33.910>credentials <00:10:33.911>they <00:10:33.913>run, <00:10:33.915>what <00:10:33.917>access <00:10:33.919>they 00:10:33.920 --> 00:10:36.230 align:start position:0% <00:10:33.920>credentials <00:10:34.027>they <00:10:34.135>run, <00:10:34.243>what <00:10:34.350>access <00:10:34.458>they <00:10:34.566>have, <00:10:34.673>what <00:10:34.781>they're <00:10:34.889>allowed <00:10:34.996>to <00:10:35.104>do, <00:10:35.212>uh <00:10:35.319>you 00:10:36.230 --> 00:10:36.240 align:start position:0% <00:10:36.230>have, <00:10:36.231>what <00:10:36.232>they're <00:10:36.233>allowed <00:10:36.235>to <00:10:36.236>do, <00:10:36.237>uh <00:10:36.239>you 00:10:36.240 --> 00:10:37.550 align:start position:0% <00:10:36.240>have, <00:10:36.318>what <00:10:36.397>they're <00:10:36.475>allowed <00:10:36.554>to <00:10:36.633>do, <00:10:36.711>uh <00:10:36.790>you <00:10:36.868>know, <00:10:36.947>how <00:10:37.026>many <00:10:37.104>turns <00:10:37.183>they <00:10:37.261>can <00:10:37.340>do <00:10:37.419>on 00:10:37.550 --> 00:10:37.560 align:start position:0% <00:10:37.550>know, <00:10:37.551>how <00:10:37.552>many <00:10:37.553>turns <00:10:37.555>they <00:10:37.556>can <00:10:37.557>do <00:10:37.559>on 00:10:37.560 --> 00:10:39.150 align:start position:0% <00:10:37.560>know, <00:10:37.660>how <00:10:37.760>many <00:10:37.859>turns <00:10:37.959>they <00:10:38.060>can <00:10:38.160>do <00:10:38.260>on <00:10:38.359>something, <00:10:38.459>all <00:10:38.560>the <00:10:38.660>things <00:10:38.760>that <00:10:38.859>you <00:10:38.959>can 00:10:39.150 --> 00:10:39.160 align:start position:0% <00:10:39.150>something, <00:10:39.151>all <00:10:39.153>the <00:10:39.154>things <00:10:39.156>that <00:10:39.157>you <00:10:39.159>can 00:10:39.160 --> 00:10:40.590 align:start position:0% <00:10:39.160>something, <00:10:39.276>all <00:10:39.394>the <00:10:39.511>things <00:10:39.628>that <00:10:39.745>you <00:10:39.862>can <00:10:39.979>control <00:10:40.096>through <00:10:40.213>a <00:10:40.330>policy <00:10:40.447>framework 00:10:40.590 --> 00:10:40.600 align:start position:0% <00:10:40.590>control <00:10:40.592>through <00:10:40.594>a <00:10:40.596>policy <00:10:40.599>framework 00:10:40.600 --> 00:10:42.270 align:start position:0% <00:10:40.600>control <00:10:40.740>through <00:10:40.880>a <00:10:41.020>policy <00:10:41.160>framework <00:10:41.300>around <00:10:41.440>around <00:10:41.580>agents. <00:10:41.720>But, <00:10:41.860>that's <00:10:42.000>the 00:10:42.270 --> 00:10:42.280 align:start position:0% <00:10:42.270>around <00:10:42.271>around <00:10:42.273>agents. <00:10:42.275>But, <00:10:42.277>that's <00:10:42.279>the 00:10:42.280 --> 00:10:43.950 align:start position:0% <00:10:42.280>around <00:10:42.380>around <00:10:42.480>agents. <00:10:42.579>But, <00:10:42.680>that's <00:10:42.780>the <00:10:42.880>only <00:10:42.980>way <00:10:43.079>to <00:10:43.180>make <00:10:43.280>sure <00:10:43.380>they <00:10:43.480>are <00:10:43.579>safe <00:10:43.680>and 00:10:43.950 --> 00:10:43.960 align:start position:0% <00:10:43.950>only <00:10:43.951>way <00:10:43.952>to <00:10:43.953>make <00:10:43.954>sure <00:10:43.955>they <00:10:43.956>are <00:10:43.957>safe <00:10:43.959>and 00:10:43.960 --> 00:10:45.030 align:start position:0% <00:10:43.960>only <00:10:44.067>way <00:10:44.174>to <00:10:44.281>make <00:10:44.388>sure <00:10:44.495>they <00:10:44.602>are <00:10:44.709>safe <00:10:44.816>and <00:10:44.923>secure. 00:10:45.030 --> 00:10:45.040 align:start position:0% secure. 00:10:45.040 --> 00:10:46.870 align:start position:0% <00:10:45.040>secure. <00:10:45.195>The <00:10:45.351>other <00:10:45.506>part <00:10:45.662>of <00:10:45.817>like, <00:10:45.973>you <00:10:46.128>know, <00:10:46.284>uh <00:10:46.439>you 00:10:46.870 --> 00:10:46.880 align:start position:0% <00:10:46.870>The <00:10:46.871>other <00:10:46.872>part <00:10:46.873>of <00:10:46.874>like, <00:10:46.875>you <00:10:46.876>know, <00:10:46.877>uh <00:10:46.879>you 00:10:46.880 --> 00:10:48.430 align:start position:0% <00:10:46.880>The <00:10:46.973>other <00:10:47.066>part <00:10:47.159>of <00:10:47.252>like, <00:10:47.345>you <00:10:47.438>know, <00:10:47.531>uh <00:10:47.624>you <00:10:47.717>know, <00:10:47.810>I <00:10:47.903>would <00:10:47.996>say <00:10:48.089>context <00:10:48.181>is <00:10:48.275>very 00:10:48.430 --> 00:10:48.440 align:start position:0% <00:10:48.430>know, <00:10:48.431>I <00:10:48.433>would <00:10:48.434>say <00:10:48.436>context <00:10:48.437>is <00:10:48.439>very 00:10:48.440 --> 00:10:49.910 align:start position:0% <00:10:48.440>know, <00:10:48.541>I <00:10:48.643>would <00:10:48.745>say <00:10:48.847>context <00:10:48.948>is <00:10:49.050>very <00:10:49.152>important. <00:10:49.254>Like, <00:10:49.355>you <00:10:49.457>know, <00:10:49.559>you <00:10:49.661>so <00:10:49.762>the 00:10:49.910 --> 00:10:49.920 align:start position:0% <00:10:49.910>important. <00:10:49.911>Like, <00:10:49.913>you <00:10:49.914>know, <00:10:49.915>you <00:10:49.917>so <00:10:49.919>the 00:10:49.920 --> 00:10:51.950 align:start position:0% <00:10:49.920>important. <00:10:50.020>Like, <00:10:50.120>you <00:10:50.219>know, <00:10:50.319>you <00:10:50.420>so <00:10:50.520>the <00:10:50.620>agents <00:10:50.719>do <00:10:50.819>things <00:10:50.920>that <00:10:51.020>you <00:10:51.120>want <00:10:51.219>them <00:10:51.319>to 00:10:51.950 --> 00:10:51.960 align:start position:0% <00:10:51.950>agents <00:10:51.951>do <00:10:51.952>things <00:10:51.953>that <00:10:51.955>you <00:10:51.956>want <00:10:51.957>them <00:10:51.959>to 00:10:51.960 --> 00:10:53.670 align:start position:0% <00:10:51.960>agents <00:10:52.053>do <00:10:52.146>things <00:10:52.240>that <00:10:52.333>you <00:10:52.426>want <00:10:52.520>them <00:10:52.613>to <00:10:52.706>do. <00:10:52.800>But, <00:10:52.893>context <00:10:52.986>is <00:10:53.080>not <00:10:53.173>going <00:10:53.266>to <00:10:53.360>fully 00:10:53.670 --> 00:10:53.680 align:start position:0% <00:10:53.670>do. <00:10:53.671>But, <00:10:53.672>context <00:10:53.673>is <00:10:53.675>not <00:10:53.676>going <00:10:53.677>to <00:10:53.679>fully 00:10:53.680 --> 00:10:55.110 align:start position:0% <00:10:53.680>do. <00:10:53.779>But, <00:10:53.877>context <00:10:53.977>is <00:10:54.076>not <00:10:54.175>going <00:10:54.274>to <00:10:54.372>fully <00:10:54.472>guarantee <00:10:54.571>the <00:10:54.670>security. <00:10:54.769>Like, <00:10:54.868>so <00:10:54.967>that's 00:10:55.110 --> 00:10:55.120 align:start position:0% <00:10:55.110>guarantee <00:10:55.111>the <00:10:55.113>security. <00:10:55.115>Like, <00:10:55.117>so <00:10:55.119>that's 00:10:55.120 --> 00:10:57.310 align:start position:0% <00:10:55.120>guarantee <00:10:55.207>the <00:10:55.295>security. <00:10:55.382>Like, <00:10:55.470>so <00:10:55.557>that's <00:10:55.645>where <00:10:55.732>we <00:10:55.820>put <00:10:55.907>a <00:10:55.995>But, <00:10:56.082>we <00:10:56.170>do <00:10:56.257>put <00:10:56.345>a <00:10:56.432>lot <00:10:56.520>of 00:10:57.310 --> 00:10:57.320 align:start position:0% <00:10:57.310>where <00:10:57.310>we <00:10:57.311>put <00:10:57.312>a <00:10:57.313>But, <00:10:57.314>we <00:10:57.315>do <00:10:57.316>put <00:10:57.317>a <00:10:57.318>lot <00:10:57.319>of 00:10:57.320 --> 00:10:58.590 align:start position:0% <00:10:57.320>where <00:10:57.383>we <00:10:57.447>put <00:10:57.510>a <00:10:57.574>But, <00:10:57.637>we <00:10:57.701>do <00:10:57.764>put <00:10:57.828>a <00:10:57.891>lot <00:10:57.955>of <00:10:58.018>focus <00:10:58.082>on <00:10:58.145>like, <00:10:58.209>you <00:10:58.272>know, <00:10:58.336>how 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<00:11:01.632>graph <00:11:01.760>that 00:11:02.190 --> 00:11:02.200 align:start position:0% <00:11:02.190>knowledge <00:11:02.191>graph. <00:11:02.193>A <00:11:02.195>knowledge <00:11:02.197>graph <00:11:02.199>that 00:11:02.200 --> 00:11:04.750 align:start position:0% <00:11:02.200>knowledge <00:11:02.316>graph. <00:11:02.433>A <00:11:02.550>knowledge <00:11:02.666>graph <00:11:02.783>that <00:11:02.900>has <00:11:03.016>a <00:11:03.133>deeper <00:11:03.250>understanding <00:11:03.366>of <00:11:03.483>what <00:11:03.600>the 00:11:04.750 --> 00:11:04.760 align:start position:0% <00:11:04.750>has <00:11:04.751>a <00:11:04.753>deeper <00:11:04.754>understanding <00:11:04.756>of <00:11:04.757>what <00:11:04.759>the 00:11:04.760 --> 00:11:06.710 align:start position:0% <00:11:04.760>has <00:11:04.867>a <00:11:04.975>deeper <00:11:05.083>understanding <00:11:05.190>of <00:11:05.298>what <00:11:05.406>the <00:11:05.513>user, <00:11:05.621>the <00:11:05.729>consumer, <00:11:05.836>what <00:11:05.944>you <00:11:06.052>what <00:11:06.160>you're 00:11:06.710 --> 00:11:06.720 align:start position:0% <00:11:06.710>user, <00:11:06.711>the <00:11:06.713>consumer, <00:11:06.714>what <00:11:06.716>you <00:11:06.717>what <00:11:06.719>you're 00:11:06.720 --> 00:11:08.590 align:start position:0% <00:11:06.720>user, <00:11:06.813>the <00:11:06.906>consumer, <00:11:07.000>what <00:11:07.093>you <00:11:07.186>what <00:11:07.280>you're <00:11:07.373>trying <00:11:07.466>to <00:11:07.560>do. <00:11:07.653>Uh <00:11:07.746>so, <00:11:07.840>it's <00:11:07.933>not <00:11:08.026>it's <00:11:08.120>not 00:11:08.590 --> 00:11:08.600 align:start position:0% <00:11:08.590>trying <00:11:08.591>to <00:11:08.592>do. <00:11:08.593>Uh <00:11:08.594>so, <00:11:08.595>it's <00:11:08.596>not <00:11:08.597>it's <00:11:08.599>not 00:11:08.600 --> 00:11:10.550 align:start position:0% <00:11:08.600>trying <00:11:08.693>to <00:11:08.786>do. <00:11:08.880>Uh <00:11:08.973>so, <00:11:09.066>it's <00:11:09.160>not <00:11:09.253>it's <00:11:09.346>not <00:11:09.440>just <00:11:09.533>like, <00:11:09.626>you <00:11:09.720>know, <00:11:09.813>generic <00:11:09.906>things, <00:11:10.000>but 00:11:10.550 --> 00:11:10.560 align:start position:0% <00:11:10.550>just <00:11:10.551>like, <00:11:10.553>you <00:11:10.554>know, <00:11:10.555>generic <00:11:10.557>things, <00:11:10.559>but 00:11:10.560 --> 00:11:12.150 align:start position:0% <00:11:10.560>just <00:11:10.715>like, <00:11:10.871>you <00:11:11.026>know, <00:11:11.182>generic <00:11:11.337>things, <00:11:11.493>but <00:11:11.648>very <00:11:11.804>contextual <00:11:11.959>things. 00:11:12.150 --> 00:11:12.160 align:start position:0% <00:11:12.150>very <00:11:12.154>contextual <00:11:12.159>things. 00:11:12.160 --> 00:11:14.870 align:start position:0% <00:11:12.160>very <00:11:12.315>contextual <00:11:12.471>things. <00:11:12.626>>> <00:11:12.782>Yeah. <00:11:12.937>That's <00:11:13.093>crucial. <00:11:13.248>So, <00:11:13.404>if <00:11:13.560>we're 00:11:14.870 --> 00:11:14.880 align:start position:0% <00:11:14.870>>> <00:11:14.871>Yeah. <00:11:14.873>That's <00:11:14.874>crucial. <00:11:14.876>So, <00:11:14.877>if <00:11:14.879>we're 00:11:14.880 --> 00:11:17.230 align:start position:0% <00:11:14.880>>> <00:11:15.007>Yeah. <00:11:15.134>That's <00:11:15.261>crucial. <00:11:15.389>So, <00:11:15.516>if <00:11:15.643>we're <00:11:15.770>talking <00:11:15.898>about <00:11:16.025>software <00:11:16.152>development, <00:11:16.280>uh 00:11:17.230 --> 00:11:17.240 align:start position:0% <00:11:17.230>talking <00:11:17.232>about <00:11:17.234>software <00:11:17.236>development, <00:11:17.239>uh 00:11:17.240 --> 00:11:20.110 align:start position:0% <00:11:17.240>talking <00:11:17.380>about <00:11:17.520>software <00:11:17.660>development, <00:11:17.800>uh <00:11:17.940>Milind, <00:11:18.080>and <00:11:18.220>Sentry's <00:11:18.360>big <00:11:18.500>focus <00:11:18.640>is 00:11:20.110 --> 00:11:20.120 align:start position:0% <00:11:20.110>Milind, <00:11:20.111>and <00:11:20.113>Sentry's <00:11:20.115>big <00:11:20.117>focus <00:11:20.119>is 00:11:20.120 --> 00:11:22.070 align:start position:0% <00:11:20.120>Milind, <00:11:20.247>and <00:11:20.374>Sentry's <00:11:20.501>big <00:11:20.629>focus <00:11:20.756>is <00:11:20.883>obviously <00:11:21.010>on <00:11:21.138>self-healing <00:11:21.265>software <00:11:21.392>as <00:11:21.520>we 00:11:22.070 --> 00:11:22.080 align:start position:0% <00:11:22.070>obviously <00:11:22.071>on <00:11:22.073>self-healing <00:11:22.075>software <00:11:22.077>as <00:11:22.079>we 00:11:22.080 --> 00:11:23.550 align:start position:0% <00:11:22.080>obviously <00:11:22.245>on <00:11:22.410>self-healing <00:11:22.576>software <00:11:22.741>as <00:11:22.906>we <00:11:23.072>can <00:11:23.237>call <00:11:23.403>it. 00:11:23.550 --> 00:11:23.560 align:start position:0% <00:11:23.550>can <00:11:23.554>call <00:11:23.559>it. 00:11:23.560 --> 00:11:24.270 align:start position:0% <00:11:23.560>can <00:11:23.772>call <00:11:23.986>it. <00:11:24.199>Um 00:11:24.270 --> 00:11:24.280 align:start position:0% Um 00:11:24.280 --> 00:11:25.350 align:start position:0% <00:11:24.280>Um <00:11:25.243>so, 00:11:25.350 --> 00:11:25.360 align:start position:0% so, 00:11:25.360 --> 00:11:27.390 align:start position:0% <00:11:25.360>so, <00:11:25.593>the <00:11:25.826>attack <00:11:26.060>surface <00:11:26.293>actually <00:11:26.526>changes <00:11:26.760>with 00:11:27.390 --> 00:11:27.400 align:start position:0% <00:11:27.390>the <00:11:27.391>attack <00:11:27.393>surface <00:11:27.395>actually <00:11:27.397>changes <00:11:27.399>with 00:11:27.400 --> 00:11:29.390 align:start position:0% <00:11:27.400>the <00:11:27.500>attack <00:11:27.600>surface <00:11:27.699>actually <00:11:27.800>changes <00:11:27.900>with <00:11:28.000>all <00:11:28.100>of <00:11:28.199>the <00:11:28.300>stuff <00:11:28.400>that <00:11:28.500>we <00:11:28.600>are <00:11:28.699>doing. <00:11:28.800>So, 00:11:29.390 --> 00:11:29.400 align:start position:0% <00:11:29.390>all <00:11:29.391>of <00:11:29.392>the <00:11:29.393>stuff <00:11:29.394>that <00:11:29.395>we <00:11:29.396>are <00:11:29.397>doing. <00:11:29.399>So, 00:11:29.400 --> 00:11:31.630 align:start position:0% <00:11:29.400>all <00:11:29.516>of <00:11:29.633>the <00:11:29.750>stuff <00:11:29.866>that <00:11:29.983>we <00:11:30.100>are <00:11:30.216>doing. <00:11:30.333>So, <00:11:30.449>machine <00:11:30.566>basically <00:11:30.683>automatically <00:11:30.800>writes 00:11:31.630 --> 00:11:31.640 align:start position:0% <00:11:31.630>machine <00:11:31.633>basically <00:11:31.636>automatically <00:11:31.639>writes 00:11:31.640 --> 00:11:34.070 align:start position:0% <00:11:31.640>machine <00:11:31.780>basically <00:11:31.920>automatically <00:11:32.060>writes <00:11:32.199>code <00:11:32.340>fixes. <00:11:32.480>So, <00:11:32.620>that's <00:11:32.760>something <00:11:32.900>that <00:11:33.040>we 00:11:34.070 --> 00:11:34.080 align:start position:0% <00:11:34.070>code <00:11:34.071>fixes. <00:11:34.073>So, <00:11:34.074>that's <00:11:34.076>something <00:11:34.077>that <00:11:34.079>we 00:11:34.080 --> 00:11:35.830 align:start position:0% <00:11:34.080>code <00:11:34.187>fixes. <00:11:34.295>So, <00:11:34.403>that's <00:11:34.510>something <00:11:34.618>that <00:11:34.726>we <00:11:34.833>dreamed <00:11:34.941>of, <00:11:35.049>you <00:11:35.156>know, <00:11:35.264>that <00:11:35.372>that <00:11:35.480>the 00:11:35.830 --> 00:11:35.840 align:start position:0% <00:11:35.830>dreamed <00:11:35.831>of, <00:11:35.833>you <00:11:35.834>know, <00:11:35.836>that <00:11:35.837>that <00:11:35.839>the 00:11:35.840 --> 00:11:37.430 align:start position:0% <00:11:35.840>dreamed <00:11:35.956>of, <00:11:36.073>you <00:11:36.190>know, <00:11:36.306>that <00:11:36.423>that <00:11:36.540>the <00:11:36.656>software <00:11:36.773>actually <00:11:36.890>fixes <00:11:37.006>itself. <00:11:37.123>We <00:11:37.240>don't 00:11:37.430 --> 00:11:37.440 align:start position:0% <00:11:37.430>software <00:11:37.431>actually <00:11:37.433>fixes <00:11:37.435>itself. <00:11:37.437>We <00:11:37.439>don't 00:11:37.440 --> 00:11:38.950 align:start position:0% <00:11:37.440>software <00:11:37.537>actually <00:11:37.634>fixes <00:11:37.731>itself. <00:11:37.828>We <00:11:37.925>don't <00:11:38.022>have <00:11:38.119>to <00:11:38.216>do <00:11:38.313>anything, <00:11:38.410>you <00:11:38.507>know. <00:11:38.604>We <00:11:38.701>We <00:11:38.799>can 00:11:38.950 --> 00:11:38.960 align:start position:0% <00:11:38.950>have <00:11:38.951>to <00:11:38.952>do <00:11:38.953>anything, <00:11:38.954>you <00:11:38.955>know. <00:11:38.956>We <00:11:38.957>We <00:11:38.959>can 00:11:38.960 --> 00:11:40.990 align:start position:0% <00:11:38.960>have <00:11:39.053>to <00:11:39.146>do <00:11:39.240>anything, <00:11:39.333>you <00:11:39.426>know. <00:11:39.520>We <00:11:39.613>We <00:11:39.706>can <00:11:39.800>stop <00:11:39.893>producing <00:11:39.986>those <00:11:40.080>bugs <00:11:40.173>that <00:11:40.266>they <00:11:40.360>are 00:11:40.990 --> 00:11:41.000 align:start position:0% <00:11:40.990>stop <00:11:40.991>producing <00:11:40.993>those <00:11:40.994>bugs <00:11:40.996>that <00:11:40.997>they <00:11:40.999>are 00:11:41.000 --> 00:11:42.710 align:start position:0% <00:11:41.000>stop <00:11:41.116>producing <00:11:41.233>those <00:11:41.350>bugs <00:11:41.466>that <00:11:41.583>they <00:11:41.700>are <00:11:41.816>telling <00:11:41.933>us <00:11:42.050>to <00:11:42.166>that <00:11:42.283>we <00:11:42.400>are 00:11:42.710 --> 00:11:42.720 align:start position:0% <00:11:42.710>telling <00:11:42.711>us <00:11:42.713>to <00:11:42.715>that <00:11:42.717>we <00:11:42.719>are 00:11:42.720 --> 00:11:45.790 align:start position:0% <00:11:42.720>telling <00:11:42.827>us <00:11:42.935>to <00:11:43.043>that <00:11:43.150>we <00:11:43.258>are <00:11:43.366>So, <00:11:43.473>what <00:11:43.581>needs <00:11:43.689>to <00:11:43.796>be <00:11:43.904>in <00:11:44.012>place? <00:11:44.120>What 00:11:45.790 --> 00:11:45.800 align:start position:0% <00:11:45.790>So, <00:11:45.791>what <00:11:45.792>needs <00:11:45.793>to <00:11:45.795>be <00:11:45.796>in <00:11:45.797>place? <00:11:45.799>What 00:11:45.800 --> 00:11:47.870 align:start position:0% <00:11:45.800>So, <00:11:45.900>what <00:11:46.000>needs <00:11:46.099>to <00:11:46.199>be <00:11:46.300>in <00:11:46.400>place? <00:11:46.500>What <00:11:46.599>guardrails <00:11:46.699>need <00:11:46.800>to <00:11:46.900>be <00:11:47.000>in <00:11:47.099>place <00:11:47.199>to 00:11:47.870 --> 00:11:47.880 align:start position:0% <00:11:47.870>guardrails <00:11:47.871>need <00:11:47.873>to <00:11:47.874>be <00:11:47.876>in <00:11:47.877>place <00:11:47.879>to 00:11:47.880 --> 00:11:48.990 align:start position:0% <00:11:47.880>guardrails <00:11:48.022>need <00:11:48.165>to <00:11:48.308>be <00:11:48.450>in <00:11:48.593>place <00:11:48.736>to <00:11:48.879>actually 00:11:48.990 --> 00:11:49.000 align:start position:0% actually 00:11:49.000 --> 00:11:51.390 align:start position:0% <00:11:49.000>actually <00:11:49.200>protect <00:11:49.400>this <00:11:49.600>automated <00:11:49.800>loop <00:11:50.000>so <00:11:50.200>that <00:11:50.400>the 00:11:51.390 --> 00:11:51.400 align:start position:0% <00:11:51.390>protect <00:11:51.391>this <00:11:51.393>automated <00:11:51.394>loop <00:11:51.396>so <00:11:51.397>that <00:11:51.399>the 00:11:51.400 --> 00:11:53.830 align:start position:0% <00:11:51.400>protect <00:11:51.516>this <00:11:51.633>automated <00:11:51.750>loop <00:11:51.866>so <00:11:51.983>that <00:11:52.100>the <00:11:52.216>software <00:11:52.333>doesn't <00:11:52.449>rewrite <00:11:52.566>a <00:11:52.683>new <00:11:52.800>security 00:11:53.830 --> 00:11:53.840 align:start position:0% <00:11:53.830>software <00:11:53.831>doesn't <00:11:53.833>rewrite <00:11:53.835>a <00:11:53.837>new <00:11:53.839>security 00:11:53.840 --> 00:11:56.150 align:start position:0% <00:11:53.840>software <00:11:53.956>doesn't <00:11:54.073>rewrite <00:11:54.190>a <00:11:54.306>new <00:11:54.423>security <00:11:54.540>even <00:11:54.656>bigger <00:11:54.773>even <00:11:54.890>bigger <00:11:55.006>security <00:11:55.123>flaw <00:11:55.240>in 00:11:56.150 --> 00:11:56.160 align:start position:0% <00:11:56.150>even <00:11:56.151>bigger <00:11:56.153>even <00:11:56.154>bigger <00:11:56.156>security <00:11:56.157>flaw <00:11:56.159>in 00:11:56.160 --> 00:11:57.510 align:start position:0% <00:11:56.160>even <00:11:56.311>bigger <00:11:56.463>even <00:11:56.615>bigger <00:11:56.767>security <00:11:56.919>flaw <00:11:57.071>in <00:11:57.223>the <00:11:57.375>process. 00:11:57.510 --> 00:11:57.520 align:start position:0% <00:11:57.510>the <00:11:57.519>process. 00:11:57.520 --> 00:11:58.950 align:start position:0% <00:11:57.520>the <00:11:57.663>process. <00:11:57.806>>> <00:11:57.949>Yeah, <00:11:58.092>so <00:11:58.235>to <00:11:58.378>answer <00:11:58.521>the <00:11:58.664>question, <00:11:58.807>maybe 00:11:58.950 --> 00:11:58.960 align:start position:0% <00:11:58.950>>> <00:11:58.951>Yeah, <00:11:58.952>so <00:11:58.953>to <00:11:58.955>answer <00:11:58.956>the <00:11:58.957>question, <00:11:58.959>maybe 00:11:58.960 --> 00:12:01.870 align:start position:0% <00:11:58.960>>> <00:11:59.047>Yeah, <00:11:59.135>so <00:11:59.222>to <00:11:59.310>answer <00:11:59.397>the <00:11:59.485>question, <00:11:59.572>maybe <00:11:59.660>I'll <00:11:59.747>take <00:11:59.835>a <00:11:59.922>step <00:12:00.010>back. <00:12:00.097>And, <00:12:00.185>you <00:12:00.272>know, <00:12:00.360>if 00:12:01.870 --> 00:12:01.880 align:start position:0% <00:12:01.870>I'll <00:12:01.871>take <00:12:01.872>a <00:12:01.873>step <00:12:01.874>back. <00:12:01.875>And, <00:12:01.876>you <00:12:01.877>know, <00:12:01.879>if 00:12:01.880 --> 00:12:04.430 align:start position:0% <00:12:01.880>I'll <00:12:01.962>take <00:12:02.044>a <00:12:02.127>step <00:12:02.209>back. <00:12:02.291>And, <00:12:02.374>you <00:12:02.456>know, <00:12:02.538>if <00:12:02.621>you <00:12:02.703>think <00:12:02.785>about <00:12:02.868>uh <00:12:02.950>the <00:12:03.032>use <00:12:03.115>of <00:12:03.197>AI <00:12:03.280>right 00:12:04.430 --> 00:12:04.440 align:start position:0% <00:12:04.430>you <00:12:04.431>think <00:12:04.432>about <00:12:04.433>uh <00:12:04.434>the <00:12:04.435>use <00:12:04.436>of <00:12:04.437>AI <00:12:04.439>right 00:12:04.440 --> 00:12:06.430 align:start position:0% <00:12:04.440>you <00:12:04.567>think <00:12:04.694>about <00:12:04.821>uh <00:12:04.949>the <00:12:05.076>use <00:12:05.203>of <00:12:05.330>AI <00:12:05.458>right <00:12:05.585>now <00:12:05.712>in <00:12:05.840>organizations, 00:12:06.430 --> 00:12:06.440 align:start position:0% <00:12:06.430>now <00:12:06.434>in <00:12:06.439>organizations, 00:12:06.440 --> 00:12:09.230 align:start position:0% <00:12:06.440>now <00:12:06.556>in <00:12:06.673>organizations, <00:12:06.790>uh <00:12:06.906>I <00:12:07.023>think <00:12:07.140>we <00:12:07.256>are <00:12:07.373>in <00:12:07.490>the <00:12:07.606>kind <00:12:07.723>of <00:12:07.840>early 00:12:09.230 --> 00:12:09.240 align:start position:0% <00:12:09.230>uh <00:12:09.231>I <00:12:09.232>think <00:12:09.233>we <00:12:09.234>are <00:12:09.235>in <00:12:09.236>the <00:12:09.237>kind <00:12:09.238>of <00:12:09.239>early 00:12:09.240 --> 00:12:10.830 align:start position:0% <00:12:09.240>uh <00:12:09.327>I <00:12:09.415>think <00:12:09.502>we <00:12:09.590>are <00:12:09.677>in <00:12:09.765>the <00:12:09.852>kind <00:12:09.940>of <00:12:10.027>early <00:12:10.115>innings. <00:12:10.202>I'm <00:12:10.290>calling <00:12:10.377>it <00:12:10.465>the <00:12:10.552>innings <00:12:10.640>of 00:12:10.830 --> 00:12:10.840 align:start position:0% <00:12:10.830>innings. <00:12:10.831>I'm <00:12:10.833>calling <00:12:10.834>it <00:12:10.836>the <00:12:10.837>innings <00:12:10.839>of 00:12:10.840 --> 00:12:12.390 align:start position:0% <00:12:10.840>innings. <00:12:11.039>I'm <00:12:11.238>calling <00:12:11.437>it <00:12:11.637>the <00:12:11.836>innings <00:12:12.035>of <00:12:12.235>experimentation. 00:12:12.390 --> 00:12:12.400 align:start position:0% experimentation. 00:12:12.400 --> 00:12:14.670 align:start position:0% <00:12:12.400>experimentation. <00:12:12.574>And, <00:12:12.750>as <00:12:12.925>a <00:12:13.100>result, <00:12:13.275>you've <00:12:13.449>seen <00:12:13.625>terms <00:12:13.800>like 00:12:14.670 --> 00:12:14.680 align:start position:0% <00:12:14.670>And, <00:12:14.671>as <00:12:14.672>a <00:12:14.673>result, <00:12:14.675>you've <00:12:14.676>seen <00:12:14.677>terms <00:12:14.679>like 00:12:14.680 --> 00:12:17.030 align:start position:0% <00:12:14.680>And, <00:12:14.780>as <00:12:14.880>a <00:12:14.979>result, <00:12:15.079>you've <00:12:15.180>seen <00:12:15.280>terms <00:12:15.380>like <00:12:15.479>token <00:12:15.579>maxing <00:12:15.680>where <00:12:15.780>people <00:12:15.880>are <00:12:15.979>uh <00:12:16.079>taking 00:12:17.030 --> 00:12:17.040 align:start position:0% <00:12:17.030>token <00:12:17.031>maxing <00:12:17.033>where <00:12:17.034>people <00:12:17.036>are <00:12:17.037>uh <00:12:17.039>taking 00:12:17.040 --> 00:12:19.110 align:start position:0% <00:12:17.040>token <00:12:17.140>maxing <00:12:17.240>where <00:12:17.339>people <00:12:17.439>are <00:12:17.540>uh <00:12:17.640>taking <00:12:17.740>a <00:12:17.839>problem, <00:12:17.939>just <00:12:18.040>throwing <00:12:18.140>AI <00:12:18.240>at <00:12:18.339>it, <00:12:18.439>and 00:12:19.110 --> 00:12:19.120 align:start position:0% <00:12:19.110>a <00:12:19.111>problem, <00:12:19.112>just <00:12:19.113>throwing <00:12:19.115>AI <00:12:19.116>at <00:12:19.117>it, <00:12:19.119>and 00:12:19.120 --> 00:12:21.510 align:start position:0% <00:12:19.120>a <00:12:19.213>problem, <00:12:19.306>just <00:12:19.400>throwing <00:12:19.493>AI <00:12:19.586>at <00:12:19.680>it, <00:12:19.773>and <00:12:19.866>saying <00:12:19.960>go <00:12:20.053>figure <00:12:20.146>it <00:12:20.240>out, <00:12:20.333>right? <00:12:20.426>Uh <00:12:20.520>Jyoti 00:12:21.510 --> 00:12:21.520 align:start position:0% <00:12:21.510>saying <00:12:21.511>go <00:12:21.512>figure <00:12:21.513>it <00:12:21.515>out, <00:12:21.516>right? <00:12:21.517>Uh <00:12:21.519>Jyoti 00:12:21.520 --> 00:12:22.910 align:start position:0% <00:12:21.520>saying <00:12:21.633>go <00:12:21.747>figure <00:12:21.861>it <00:12:21.974>out, <00:12:22.088>right? <00:12:22.202>Uh <00:12:22.316>Jyoti <00:12:22.429>mentioned <00:12:22.543>an <00:12:22.657>interesting <00:12:22.771>point, 00:12:22.910 --> 00:12:22.920 align:start position:0% <00:12:22.910>mentioned <00:12:22.913>an <00:12:22.915>interesting <00:12:22.919>point, 00:12:22.920 --> 00:12:24.830 align:start position:0% <00:12:22.920>mentioned <00:12:23.075>an <00:12:23.231>interesting <00:12:23.386>point, <00:12:23.542>enterprise <00:12:23.697>SDLC. <00:12:23.853>If <00:12:24.008>you <00:12:24.164>take <00:12:24.319>the 00:12:24.830 --> 00:12:24.840 align:start position:0% <00:12:24.830>enterprise <00:12:24.831>SDLC. <00:12:24.833>If <00:12:24.835>you <00:12:24.837>take <00:12:24.839>the 00:12:24.840 --> 00:12:27.230 align:start position:0% <00:12:24.840>enterprise <00:12:24.980>SDLC. <00:12:25.120>If <00:12:25.260>you <00:12:25.400>take <00:12:25.540>the <00:12:25.680>software <00:12:25.820>development <00:12:25.960>life <00:12:26.100>cycle, <00:12:26.240>there 00:12:27.230 --> 00:12:27.240 align:start position:0% <00:12:27.230>software <00:12:27.232>development <00:12:27.234>life <00:12:27.236>cycle, <00:12:27.239>there 00:12:27.240 --> 00:12:29.030 align:start position:0% <00:12:27.240>software <00:12:27.380>development <00:12:27.520>life <00:12:27.660>cycle, <00:12:27.800>there <00:12:27.940>are <00:12:28.080>varying <00:12:28.220>parts <00:12:28.360>of <00:12:28.500>the <00:12:28.640>software 00:12:29.030 --> 00:12:29.040 align:start position:0% <00:12:29.030>are <00:12:29.031>varying <00:12:29.033>parts <00:12:29.035>of <00:12:29.037>the <00:12:29.039>software 00:12:29.040 --> 00:12:30.990 align:start position:0% <00:12:29.040>are <00:12:29.180>varying <00:12:29.319>parts <00:12:29.459>of <00:12:29.599>the <00:12:29.740>software <00:12:29.880>development <00:12:30.020>life <00:12:30.160>cycle. <00:12:30.300>There's <00:12:30.439>writing 00:12:30.990 --> 00:12:31.000 align:start position:0% <00:12:30.990>development <00:12:30.992>life <00:12:30.994>cycle. <00:12:30.996>There's <00:12:30.999>writing 00:12:31.000 --> 00:12:33.670 align:start position:0% <00:12:31.000>development <00:12:31.127>life <00:12:31.254>cycle. <00:12:31.381>There's <00:12:31.509>writing <00:12:31.636>the <00:12:31.763>code, <00:12:31.890>there <00:12:32.018>is <00:12:32.145>securing <00:12:32.272>the <00:12:32.400>code, 00:12:33.670 --> 00:12:33.680 align:start position:0% <00:12:33.670>the <00:12:33.671>code, <00:12:33.673>there <00:12:33.674>is <00:12:33.675>securing <00:12:33.677>the <00:12:33.679>code, 00:12:33.680 --> 00:12:35.630 align:start position:0% <00:12:33.680>the <00:12:33.780>code, <00:12:33.880>there <00:12:33.979>is <00:12:34.079>securing <00:12:34.180>the <00:12:34.280>code, <00:12:34.380>there <00:12:34.479>is <00:12:34.579>then, <00:12:34.680>you <00:12:34.780>know, <00:12:34.880>running <00:12:34.979>it <00:12:35.079>uh 00:12:35.630 --> 00:12:35.640 align:start position:0% <00:12:35.630>there <00:12:35.631>is <00:12:35.632>then, <00:12:35.633>you <00:12:35.635>know, <00:12:35.636>running <00:12:35.637>it <00:12:35.639>uh 00:12:35.640 --> 00:12:38.310 align:start position:0% <00:12:35.640>there <00:12:35.740>is <00:12:35.840>then, <00:12:35.939>you <00:12:36.040>know, <00:12:36.140>running <00:12:36.240>it <00:12:36.340>uh <00:12:36.439>testing <00:12:36.540>it, <00:12:36.640>building <00:12:36.740>it. <00:12:36.840>It <00:12:36.939>goes <00:12:37.040>into 00:12:38.310 --> 00:12:38.320 align:start position:0% <00:12:38.310>testing <00:12:38.311>it, <00:12:38.313>building <00:12:38.314>it. <00:12:38.316>It <00:12:38.317>goes <00:12:38.319>into 00:12:38.320 --> 00:12:40.550 align:start position:0% <00:12:38.320>testing <00:12:38.436>it, <00:12:38.553>building <00:12:38.670>it. <00:12:38.786>It <00:12:38.903>goes <00:12:39.020>into <00:12:39.136>production. <00:12:39.253>So, <00:12:39.370>at <00:12:39.486>Sentry, <00:12:39.603>we <00:12:39.720>are 00:12:40.550 --> 00:12:40.560 align:start position:0% <00:12:40.550>production. <00:12:40.551>So, <00:12:40.553>at <00:12:40.555>Sentry, <00:12:40.557>we <00:12:40.559>are 00:12:40.560 --> 00:12:42.990 align:start position:0% <00:12:40.560>production. <00:12:40.699>So, <00:12:40.839>at <00:12:40.979>Sentry, <00:12:41.119>we <00:12:41.260>are <00:12:41.400>focusing <00:12:41.540>on <00:12:41.680>the <00:12:41.819>production <00:12:41.959>self-healing 00:12:42.990 --> 00:12:43.000 align:start position:0% <00:12:42.990>focusing <00:12:42.992>on <00:12:42.994>the <00:12:42.996>production <00:12:42.999>self-healing 00:12:43.000 --> 00:12:44.150 align:start position:0% <00:12:43.000>focusing <00:12:43.207>on <00:12:43.414>the <00:12:43.621>production <00:12:43.828>self-healing <00:12:44.035>loop. 00:12:44.150 --> 00:12:44.160 align:start position:0% loop. 00:12:44.160 --> 00:12:45.470 align:start position:0% <00:12:44.160>loop. <00:12:44.356>When <00:12:44.553>you <00:12:44.749>ship <00:12:44.946>your <00:12:45.142>software <00:12:45.339>in 00:12:45.470 --> 00:12:45.480 align:start position:0% <00:12:45.470>When <00:12:45.471>you <00:12:45.473>ship <00:12:45.475>your <00:12:45.477>software <00:12:45.479>in 00:12:45.480 --> 00:12:47.230 align:start position:0% <00:12:45.480>When <00:12:45.713>you <00:12:45.946>ship <00:12:46.180>your <00:12:46.413>software <00:12:46.646>in <00:12:46.880>production, 00:12:47.230 --> 00:12:47.240 align:start position:0% production, 00:12:47.240 --> 00:12:50.190 align:start position:0% <00:12:47.240>production, <00:12:47.415>X <00:12:47.590>users <00:12:47.765>access <00:12:47.940>it, <00:12:48.115>they <00:12:48.290>find, <00:12:48.465>you <00:12:48.640>know, 00:12:50.190 --> 00:12:50.200 align:start position:0% <00:12:50.190>X <00:12:50.191>users <00:12:50.192>access <00:12:50.193>it, <00:12:50.195>they <00:12:50.196>find, <00:12:50.197>you <00:12:50.199>know, 00:12:50.200 --> 00:12:52.070 align:start position:0% <00:12:50.200>X <00:12:50.300>users <00:12:50.400>access <00:12:50.500>it, <00:12:50.600>they <00:12:50.700>find, <00:12:50.800>you <00:12:50.900>know, <00:12:51.000>the <00:12:51.100>page <00:12:51.200>is <00:12:51.300>slow <00:12:51.400>or <00:12:51.500>something's <00:12:51.600>not 00:12:52.070 --> 00:12:52.080 align:start position:0% <00:12:52.070>the <00:12:52.071>page <00:12:52.073>is <00:12:52.074>slow <00:12:52.076>or <00:12:52.077>something's <00:12:52.079>not 00:12:52.080 --> 00:12:53.630 align:start position:0% <00:12:52.080>the <00:12:52.279>page <00:12:52.478>is <00:12:52.677>slow <00:12:52.877>or <00:12:53.076>something's <00:12:53.275>not <00:12:53.475>working. 00:12:53.630 --> 00:12:53.640 align:start position:0% working. 00:12:53.640 --> 00:12:55.590 align:start position:0% <00:12:53.640>working. <00:12:53.840>We <00:12:54.040>find <00:12:54.240>the <00:12:54.439>issue, <00:12:54.640>we <00:12:54.840>collect <00:12:55.040>the 00:12:55.590 --> 00:12:55.600 align:start position:0% <00:12:55.590>We <00:12:55.591>find <00:12:55.593>the <00:12:55.594>issue, <00:12:55.596>we <00:12:55.597>collect <00:12:55.599>the 00:12:55.600 --> 00:12:57.030 align:start position:0% <00:12:55.600>We <00:12:55.783>find <00:12:55.967>the <00:12:56.151>issue, <00:12:56.335>we <00:12:56.519>collect <00:12:56.703>the <00:12:56.887>context, 00:12:57.030 --> 00:12:57.040 align:start position:0% context, 00:12:57.040 --> 00:12:59.870 align:start position:0% <00:12:57.040>context, <00:12:57.240>we <00:12:57.439>provide <00:12:57.640>the <00:12:57.839>draft <00:12:58.040>PR, <00:12:58.240>right? <00:12:58.439>That's 00:12:59.870 --> 00:12:59.880 align:start position:0% <00:12:59.870>we <00:12:59.871>provide <00:12:59.873>the <00:12:59.874>draft <00:12:59.876>PR, <00:12:59.877>right? <00:12:59.879>That's 00:12:59.880 --> 00:13:03.150 align:start position:0% <00:12:59.880>we <00:12:59.987>provide <00:13:00.095>the <00:13:00.203>draft <00:13:00.310>PR, <00:13:00.418>right? <00:13:00.526>That's <00:13:00.633>one <00:13:00.741>self-healing <00:13:00.849>loop. <00:13:00.956>Once <00:13:01.064>you <00:13:01.172>have <00:13:01.280>the 00:13:03.150 --> 00:13:03.160 align:start position:0% <00:13:03.150>one <00:13:03.151>self-healing <00:13:03.153>loop. <00:13:03.154>Once <00:13:03.156>you <00:13:03.157>have <00:13:03.159>the 00:13:03.160 --> 00:13:05.110 align:start position:0% <00:13:03.160>one <00:13:03.260>self-healing <00:13:03.360>loop. <00:13:03.459>Once <00:13:03.560>you <00:13:03.660>have <00:13:03.760>the <00:13:03.860>draft <00:13:03.959>PR <00:13:04.060>though, <00:13:04.160>you <00:13:04.260>go <00:13:04.360>back <00:13:04.459>to <00:13:04.560>your 00:13:05.110 --> 00:13:05.120 align:start position:0% <00:13:05.110>draft <00:13:05.111>PR <00:13:05.112>though, <00:13:05.113>you <00:13:05.115>go <00:13:05.116>back <00:13:05.117>to <00:13:05.119>your 00:13:05.120 --> 00:13:08.750 align:start position:0% <00:13:05.120>draft <00:13:05.220>PR <00:13:05.320>though, <00:13:05.420>you <00:13:05.520>go <00:13:05.620>back <00:13:05.720>to <00:13:05.820>your <00:13:05.920>enterprise <00:13:06.020>SDLC, <00:13:06.120>and <00:13:06.220>then <00:13:06.320>you <00:13:06.420>run <00:13:06.520>your 00:13:08.750 --> 00:13:08.760 align:start position:0% <00:13:08.750>enterprise <00:13:08.751>SDLC, <00:13:08.753>and <00:13:08.754>then <00:13:08.756>you <00:13:08.757>run <00:13:08.759>your 00:13:08.760 --> 00:13:10.990 align:start position:0% <00:13:08.760>enterprise <00:13:08.860>SDLC, <00:13:08.960>and <00:13:09.060>then <00:13:09.160>you <00:13:09.260>run <00:13:09.360>your <00:13:09.460>Hey, <00:13:09.560>scan <00:13:09.660>it <00:13:09.760>with <00:13:09.860>your <00:13:09.960>best <00:13:10.060>practices <00:13:10.160>to 00:13:10.990 --> 00:13:11.000 align:start position:0% <00:13:10.990>Hey, <00:13:10.991>scan <00:13:10.992>it <00:13:10.993>with <00:13:10.995>your <00:13:10.996>best <00:13:10.997>practices <00:13:10.999>to 00:13:11.000 --> 00:13:13.550 align:start position:0% <00:13:11.000>Hey, <00:13:11.093>scan <00:13:11.186>it <00:13:11.280>with <00:13:11.373>your <00:13:11.466>best <00:13:11.560>practices <00:13:11.653>to <00:13:11.746>make <00:13:11.840>sure <00:13:11.933>is <00:13:12.026>it, <00:13:12.120>you <00:13:12.213>know, <00:13:12.306>following <00:13:12.400>the 00:13:13.550 --> 00:13:13.560 align:start position:0% <00:13:13.550>make <00:13:13.551>sure <00:13:13.552>is <00:13:13.553>it, <00:13:13.555>you <00:13:13.556>know, <00:13:13.557>following <00:13:13.559>the 00:13:13.560 --> 00:13:15.310 align:start position:0% <00:13:13.560>make <00:13:13.687>sure <00:13:13.814>is <00:13:13.941>it, <00:13:14.069>you <00:13:14.196>know, <00:13:14.323>following <00:13:14.450>the <00:13:14.578>best <00:13:14.705>practices <00:13:14.832>and <00:13:14.959>standards, 00:13:15.310 --> 00:13:15.320 align:start position:0% <00:13:15.310>best <00:13:15.313>practices <00:13:15.316>and <00:13:15.319>standards, 00:13:15.320 --> 00:13:17.030 align:start position:0% <00:13:15.320>best <00:13:15.475>practices <00:13:15.631>and <00:13:15.786>standards, <00:13:15.942>vulnerability <00:13:16.097>scanning, <00:13:16.253>and <00:13:16.408>all <00:13:16.564>of <00:13:16.720>those 00:13:17.030 --> 00:13:17.040 align:start position:0% <00:13:17.030>vulnerability <00:13:17.031>scanning, <00:13:17.033>and <00:13:17.035>all <00:13:17.037>of <00:13:17.039>those 00:13:17.040 --> 00:13:18.510 align:start position:0% <00:13:17.040>vulnerability <00:13:17.150>scanning, <00:13:17.260>and <00:13:17.370>all <00:13:17.481>of <00:13:17.591>those <00:13:17.701>things. <00:13:17.811>It <00:13:17.922>will <00:13:18.032>go <00:13:18.142>through <00:13:18.252>your <00:13:18.363>testing 00:13:18.510 --> 00:13:18.520 align:start position:0% <00:13:18.510>things. <00:13:18.511>It <00:13:18.513>will <00:13:18.514>go <00:13:18.516>through <00:13:18.517>your <00:13:18.519>testing 00:13:18.520 --> 00:13:20.110 align:start position:0% <00:13:18.520>things. <00:13:18.694>It <00:13:18.870>will <00:13:19.045>go <00:13:19.220>through <00:13:19.395>your <00:13:19.569>testing <00:13:19.745>framework. <00:13:19.920>So, 00:13:20.110 --> 00:13:20.120 align:start position:0% <00:13:20.110>framework. <00:13:20.119>So, 00:13:20.120 --> 00:13:22.750 align:start position:0% <00:13:20.120>framework. <00:13:20.353>So, <00:13:20.586>when <00:13:20.820>you <00:13:21.053>think <00:13:21.286>about <00:13:21.520>deterministic 00:13:22.750 --> 00:13:22.760 align:start position:0% <00:13:22.750>when <00:13:22.752>you <00:13:22.754>think <00:13:22.756>about <00:13:22.759>deterministic 00:13:22.760 --> 00:13:25.310 align:start position:0% <00:13:22.760>when <00:13:22.915>you <00:13:23.071>think <00:13:23.226>about <00:13:23.382>deterministic <00:13:23.537>outcomes <00:13:23.693>with <00:13:23.848>self-healing, <00:13:24.004>you're <00:13:24.160>going 00:13:25.310 --> 00:13:25.320 align:start position:0% <00:13:25.310>outcomes <00:13:25.312>with <00:13:25.314>self-healing, <00:13:25.316>you're <00:13:25.319>going 00:13:25.320 --> 00:13:27.230 align:start position:0% <00:13:25.320>outcomes <00:13:25.460>with <00:13:25.600>self-healing, <00:13:25.740>you're <00:13:25.880>going <00:13:26.020>to <00:13:26.160>do <00:13:26.300>it <00:13:26.440>across <00:13:26.580>these <00:13:26.720>different 00:13:27.230 --> 00:13:27.240 align:start position:0% <00:13:27.230>to <00:13:27.231>do <00:13:27.233>it <00:13:27.235>across <00:13:27.237>these <00:13:27.239>different 00:13:27.240 --> 00:13:30.070 align:start position:0% <00:13:27.240>to <00:13:27.367>do <00:13:27.494>it <00:13:27.621>across <00:13:27.749>these <00:13:27.876>different <00:13:28.003>enterprise <00:13:28.130>SDLC <00:13:28.258>agents, <00:13:28.385>and <00:13:28.512>then <00:13:28.640>each 00:13:30.070 --> 00:13:30.080 align:start position:0% <00:13:30.070>enterprise <00:13:30.071>SDLC <00:13:30.073>agents, <00:13:30.075>and <00:13:30.077>then <00:13:30.079>each 00:13:30.080 --> 00:13:32.630 align:start position:0% <00:13:30.080>enterprise <00:13:30.196>SDLC <00:13:30.313>agents, <00:13:30.430>and <00:13:30.546>then <00:13:30.663>each <00:13:30.780>agent <00:13:30.896>is <00:13:31.013>its <00:13:31.130>own <00:13:31.246>best <00:13:31.363>practice <00:13:31.480>around 00:13:32.630 --> 00:13:32.640 align:start position:0% <00:13:32.630>agent <00:13:32.631>is <00:13:32.633>its <00:13:32.634>own <00:13:32.636>best <00:13:32.637>practice <00:13:32.639>around 00:13:32.640 --> 00:13:34.470 align:start position:0% <00:13:32.640>agent <00:13:32.756>is <00:13:32.873>its <00:13:32.990>own <00:13:33.106>best <00:13:33.223>practice <00:13:33.340>around <00:13:33.456>security, <00:13:33.573>which <00:13:33.689>the <00:13:33.806>team <00:13:33.923>has <00:13:34.040>already 00:13:34.470 --> 00:13:34.480 align:start position:0% <00:13:34.470>security, <00:13:34.471>which <00:13:34.473>the <00:13:34.475>team <00:13:34.477>has <00:13:34.479>already 00:13:34.480 --> 00:13:36.190 align:start position:0% <00:13:34.480>security, <00:13:34.596>which <00:13:34.713>the <00:13:34.830>team <00:13:34.946>has <00:13:35.063>already <00:13:35.180>mentioned <00:13:35.296>over <00:13:35.413>here. <00:13:35.530>So, <00:13:35.646>so <00:13:35.763>you <00:13:35.880>should 00:13:36.190 --> 00:13:36.200 align:start position:0% <00:13:36.190>mentioned <00:13:36.191>over <00:13:36.193>here. <00:13:36.194>So, <00:13:36.196>so <00:13:36.197>you <00:13:36.199>should 00:13:36.200 --> 00:13:38.110 align:start position:0% <00:13:36.200>mentioned <00:13:36.340>over <00:13:36.480>here. <00:13:36.620>So, <00:13:36.760>so <00:13:36.900>you <00:13:37.040>should <00:13:37.180>think <00:13:37.320>about <00:13:37.460>it <00:13:37.600>as 00:13:38.110 --> 00:13:38.120 align:start position:0% <00:13:38.110>think <00:13:38.113>about <00:13:38.116>it <00:13:38.119>as 00:13:38.120 --> 00:13:39.910 align:start position:0% <00:13:38.120>think <00:13:38.295>about <00:13:38.470>it <00:13:38.645>as <00:13:38.820>getting <00:13:38.995>to <00:13:39.170>deterministic <00:13:39.345>outcomes <00:13:39.520>with 00:13:39.910 --> 00:13:39.920 align:start position:0% <00:13:39.910>getting <00:13:39.912>to <00:13:39.914>deterministic <00:13:39.916>outcomes <00:13:39.919>with 00:13:39.920 --> 00:13:42.910 align:start position:0% <00:13:39.920>getting <00:13:40.060>to <00:13:40.199>deterministic <00:13:40.339>outcomes <00:13:40.479>with <00:13:40.620>self-healing <00:13:40.760>software <00:13:40.900>is <00:13:41.040>not <00:13:41.180>one <00:13:41.319>thing, 00:13:42.910 --> 00:13:42.920 align:start position:0% <00:13:42.910>self-healing <00:13:42.911>software <00:13:42.913>is <00:13:42.915>not <00:13:42.917>one <00:13:42.919>thing, 00:13:42.920 --> 00:13:45.550 align:start position:0% <00:13:42.920>self-healing <00:13:43.027>software <00:13:43.135>is <00:13:43.243>not <00:13:43.350>one <00:13:43.458>thing, <00:13:43.566>one <00:13:43.673>vendor. <00:13:43.781>It's <00:13:43.889>a <00:13:43.996>series <00:13:44.104>of <00:13:44.212>agents <00:13:44.319>that 00:13:45.550 --> 00:13:45.560 align:start position:0% <00:13:45.550>one <00:13:45.551>vendor. <00:13:45.552>It's <00:13:45.553>a <00:13:45.555>series <00:13:45.556>of <00:13:45.557>agents <00:13:45.559>that 00:13:45.560 --> 00:13:48.310 align:start position:0% <00:13:45.560>one <00:13:45.667>vendor. <00:13:45.775>It's <00:13:45.883>a <00:13:45.990>series <00:13:46.098>of <00:13:46.206>agents <00:13:46.313>that <00:13:46.421>work <00:13:46.529>synchronously, <00:13:46.636>and <00:13:46.744>then <00:13:46.852>you <00:13:46.959>apply 00:13:48.310 --> 00:13:48.320 align:start position:0% <00:13:48.310>work <00:13:48.311>synchronously, <00:13:48.313>and <00:13:48.315>then <00:13:48.317>you <00:13:48.319>apply 00:13:48.320 --> 00:13:50.230 align:start position:0% <00:13:48.320>work <00:13:48.447>synchronously, <00:13:48.574>and <00:13:48.701>then <00:13:48.829>you <00:13:48.956>apply <00:13:49.083>your <00:13:49.210>best <00:13:49.338>practices <00:13:49.465>of <00:13:49.592>security <00:13:49.720>around 00:13:50.230 --> 00:13:50.240 align:start position:0% <00:13:50.230>your <00:13:50.231>best <00:13:50.233>practices <00:13:50.235>of <00:13:50.237>security <00:13:50.239>around 00:13:50.240 --> 00:13:51.230 align:start position:0% <00:13:50.240>your <00:13:50.367>best <00:13:50.494>practices <00:13:50.621>of <00:13:50.749>security <00:13:50.876>around <00:13:51.003>it. <00:13:51.131>So, 00:13:51.230 --> 00:13:51.240 align:start position:0% <00:13:51.230>it. <00:13:51.239>So, 00:13:51.240 --> 00:13:54.590 align:start position:0% <00:13:51.240>it. <00:13:51.395>So, <00:13:51.551>a <00:13:51.706>concrete <00:13:51.862>example <00:13:52.017>of <00:13:52.173>this <00:13:52.328>is <00:13:52.484>um <00:13:52.640>our 00:13:54.590 --> 00:13:54.600 align:start position:0% <00:13:54.590>a <00:13:54.591>concrete <00:13:54.592>example <00:13:54.593>of <00:13:54.595>this <00:13:54.596>is <00:13:54.597>um <00:13:54.599>our 00:13:54.600 --> 00:13:55.910 align:start position:0% <00:13:54.600>a <00:13:54.747>concrete <00:13:54.894>example <00:13:55.042>of <00:13:55.189>this <00:13:55.336>is <00:13:55.484>um <00:13:55.631>our <00:13:55.779>founder 00:13:55.910 --> 00:13:55.920 align:start position:0% founder 00:13:55.920 --> 00:14:00.070 align:start position:0% <00:13:55.920>founder <00:13:56.120>to <00:13:56.319>solve <00:13:56.520>our <00:13:56.719>security <00:13:56.920>issues <00:13:57.120>related <00:13:57.319>to 00:14:00.070 --> 00:14:00.080 align:start position:0% <00:14:00.070>to <00:14:00.071>solve <00:14:00.073>our <00:14:00.074>security <00:14:00.076>issues <00:14:00.077>related <00:14:00.079>to 00:14:00.080 --> 00:14:02.750 align:start position:0% <00:14:00.080>to <00:14:00.187>solve <00:14:00.295>our <00:14:00.403>security <00:14:00.510>issues <00:14:00.618>related <00:14:00.726>to <00:14:00.833>finding <00:14:00.941>it <00:14:01.049>before <00:14:01.156>we <00:14:01.264>ship, <00:14:01.372>created <00:14:01.480>a 00:14:02.750 --> 00:14:02.760 align:start position:0% <00:14:02.750>finding <00:14:02.751>it <00:14:02.753>before <00:14:02.754>we <00:14:02.756>ship, <00:14:02.757>created <00:14:02.759>a 00:14:02.760 --> 00:14:04.790 align:start position:0% <00:14:02.760>finding <00:14:02.915>it <00:14:03.071>before <00:14:03.226>we <00:14:03.382>ship, <00:14:03.537>created <00:14:03.693>a <00:14:03.848>framework <00:14:04.004>called <00:14:04.160>Warden. 00:14:04.790 --> 00:14:04.800 align:start position:0% <00:14:04.790>framework <00:14:04.794>called <00:14:04.799>Warden. 00:14:04.800 --> 00:14:07.470 align:start position:0% <00:14:04.800>framework <00:14:04.927>called <00:14:05.054>Warden. <00:14:05.181>Uh <00:14:05.309>it's <00:14:05.436>basically <00:14:05.563>a <00:14:05.690>way <00:14:05.818>before <00:14:05.945>a <00:14:06.072>PR <00:14:06.199>to 00:14:07.470 --> 00:14:07.480 align:start position:0% <00:14:07.470>Uh <00:14:07.471>it's <00:14:07.472>basically <00:14:07.473>a <00:14:07.474>way <00:14:07.475>before <00:14:07.476>a <00:14:07.477>PR <00:14:07.479>to 00:14:07.480 --> 00:14:09.590 align:start position:0% <00:14:07.480>Uh <00:14:07.573>it's <00:14:07.666>basically <00:14:07.760>a <00:14:07.853>way <00:14:07.946>before <00:14:08.040>a <00:14:08.133>PR <00:14:08.226>to <00:14:08.320>run <00:14:08.413>a <00:14:08.506>series <00:14:08.600>of <00:14:08.693>security <00:14:08.786>checks, <00:14:08.880>a 00:14:09.590 --> 00:14:09.600 align:start position:0% <00:14:09.590>run <00:14:09.591>a <00:14:09.593>series <00:14:09.594>of <00:14:09.596>security <00:14:09.597>checks, <00:14:09.599>a 00:14:09.600 --> 00:14:11.870 align:start position:0% <00:14:09.600>run <00:14:09.716>a <00:14:09.833>series <00:14:09.950>of <00:14:10.066>security <00:14:10.183>checks, <00:14:10.300>a <00:14:10.416>series <00:14:10.533>of <00:14:10.650>security <00:14:10.766>skills <00:14:10.883>that <00:14:11.000>are 00:14:11.870 --> 00:14:11.880 align:start position:0% <00:14:11.870>series <00:14:11.871>of <00:14:11.873>security <00:14:11.875>skills <00:14:11.877>that <00:14:11.879>are 00:14:11.880 --> 00:14:14.430 align:start position:0% <00:14:11.880>series <00:14:12.007>of <00:14:12.134>security <00:14:12.261>skills <00:14:12.389>that <00:14:12.516>are <00:14:12.643>sentry <00:14:12.770>specific. <00:14:12.898>So, <00:14:13.025>it's <00:14:13.152>open <00:14:13.280>source, 00:14:14.430 --> 00:14:14.440 align:start position:0% <00:14:14.430>sentry <00:14:14.431>specific. <00:14:14.433>So, <00:14:14.435>it's <00:14:14.437>open <00:14:14.439>source, 00:14:14.440 --> 00:14:16.670 align:start position:0% <00:14:14.440>sentry <00:14:14.540>specific. <00:14:14.640>So, <00:14:14.740>it's <00:14:14.840>open <00:14:14.940>source, <00:14:15.040>and <00:14:15.140>you <00:14:15.240>can <00:14:15.340>run <00:14:15.440>it <00:14:15.540>in <00:14:15.640>your <00:14:15.740>company. <00:14:15.840>Um 00:14:16.670 --> 00:14:16.680 align:start position:0% <00:14:16.670>and <00:14:16.671>you <00:14:16.672>can <00:14:16.673>run <00:14:16.674>it <00:14:16.675>in <00:14:16.676>your <00:14:16.677>company. <00:14:16.679>Um 00:14:16.680 --> 00:14:19.150 align:start position:0% <00:14:16.680>and <00:14:16.757>you <00:14:16.835>can <00:14:16.913>run <00:14:16.991>it <00:14:17.068>in <00:14:17.146>your <00:14:17.224>company. <00:14:17.302>Um <00:14:17.380>and <00:14:17.457>so <00:14:17.535>that <00:14:17.613>is <00:14:17.691>just <00:14:17.768>one <00:14:17.846>way <00:14:17.924>that <00:14:18.002>we <00:14:18.079>are 00:14:19.150 --> 00:14:19.160 align:start position:0% <00:14:19.150>and <00:14:19.151>so <00:14:19.151>that <00:14:19.153>is <00:14:19.154>just <00:14:19.155>one <00:14:19.156>way <00:14:19.156>that <00:14:19.158>we <00:14:19.159>are 00:14:19.160 --> 00:14:21.430 align:start position:0% <00:14:19.160>and <00:14:19.242>so <00:14:19.324>that <00:14:19.407>is <00:14:19.489>just <00:14:19.571>one <00:14:19.654>way <00:14:19.736>that <00:14:19.818>we <00:14:19.901>are <00:14:19.983>starting <00:14:20.065>to <00:14:20.148>think <00:14:20.230>about <00:14:20.312>how <00:14:20.395>to <00:14:20.477>kind <00:14:20.560>of 00:14:21.430 --> 00:14:21.440 align:start position:0% <00:14:21.430>starting <00:14:21.431>to <00:14:21.432>think <00:14:21.433>about <00:14:21.435>how <00:14:21.436>to <00:14:21.437>kind <00:14:21.439>of 00:14:21.440 --> 00:14:24.390 align:start position:0% <00:14:21.440>starting <00:14:21.540>to <00:14:21.640>think <00:14:21.740>about <00:14:21.840>how <00:14:21.940>to <00:14:22.040>kind <00:14:22.140>of <00:14:22.240>secure <00:14:22.340>your <00:14:22.440>agent <00:14:22.540>or <00:14:22.640>secure <00:14:22.740>your <00:14:22.840>SDLC. 00:14:24.390 --> 00:14:24.400 align:start position:0% <00:14:24.390>secure <00:14:24.391>your <00:14:24.393>agent <00:14:24.394>or <00:14:24.396>secure <00:14:24.397>your <00:14:24.399>SDLC. 00:14:24.400 --> 00:14:26.950 align:start position:0% <00:14:24.400>secure <00:14:24.500>your <00:14:24.600>agent <00:14:24.699>or <00:14:24.800>secure <00:14:24.900>your <00:14:25.000>SDLC. <00:14:25.100>It's <00:14:25.199>a <00:14:25.300>framework <00:14:25.400>that <00:14:25.500>is <00:14:25.600>helpful <00:14:25.699>to <00:14:25.800>us, 00:14:26.950 --> 00:14:26.960 align:start position:0% <00:14:26.950>It's <00:14:26.951>a <00:14:26.952>framework <00:14:26.953>that <00:14:26.955>is <00:14:26.956>helpful <00:14:26.957>to <00:14:26.959>us, 00:14:26.960 --> 00:14:29.510 align:start position:0% <00:14:26.960>It's <00:14:27.067>a <00:14:27.175>framework <00:14:27.283>that <00:14:27.390>is <00:14:27.498>helpful <00:14:27.606>to <00:14:27.713>us, <00:14:27.821>but <00:14:27.929>it's <00:14:28.036>using <00:14:28.144>industry <00:14:28.252>best <00:14:28.360>practices 00:14:29.510 --> 00:14:29.520 align:start position:0% <00:14:29.510>but <00:14:29.511>it's <00:14:29.513>using <00:14:29.515>industry <00:14:29.517>best <00:14:29.519>practices 00:14:29.520 --> 00:14:31.550 align:start position:0% <00:14:29.520>but <00:14:29.660>it's <00:14:29.800>using <00:14:29.939>industry <00:14:30.079>best <00:14:30.220>practices <00:14:30.360>in <00:14:30.500>conjunction <00:14:30.640>with <00:14:30.780>the <00:14:30.920>framework. 00:14:31.550 --> 00:14:31.560 align:start position:0% <00:14:31.550>in <00:14:31.552>conjunction <00:14:31.554>with <00:14:31.556>the <00:14:31.559>framework. 00:14:31.560 --> 00:14:33.790 align:start position:0% <00:14:31.560>in <00:14:31.699>conjunction <00:14:31.839>with <00:14:31.979>the <00:14:32.119>framework. <00:14:32.260>>> <00:14:32.400>That's <00:14:32.540>really, <00:14:32.680>really <00:14:32.819>important <00:14:32.959>and 00:14:33.790 --> 00:14:33.800 align:start position:0% <00:14:33.790>>> <00:14:33.791>That's <00:14:33.793>really, <00:14:33.795>really <00:14:33.797>important <00:14:33.799>and 00:14:33.800 --> 00:14:36.430 align:start position:0% <00:14:33.800>>> <00:14:33.939>That's <00:14:34.079>really, <00:14:34.219>really <00:14:34.359>important <00:14:34.500>and <00:14:34.640>really, <00:14:34.780>really <00:14:34.920>a <00:14:35.060>smart <00:14:35.199>choice. 00:14:36.430 --> 00:14:36.440 align:start position:0% <00:14:36.430>really, <00:14:36.432>really <00:14:36.434>a <00:14:36.436>smart <00:14:36.439>choice. 00:14:36.440 --> 00:14:38.670 align:start position:0% <00:14:36.440>really, <00:14:36.673>really <00:14:36.906>a <00:14:37.140>smart <00:14:37.373>choice. <00:14:37.606>Uh <00:14:37.840>Christian, 00:14:38.670 --> 00:14:38.680 align:start position:0% <00:14:38.670>Uh <00:14:38.679>Christian, 00:14:38.680 --> 00:14:40.550 align:start position:0% <00:14:38.680>Uh <00:14:38.835>Christian, <00:14:38.991>this <00:14:39.146>is <00:14:39.302>all <00:14:39.457>very, <00:14:39.613>very <00:14:39.768>nice, <00:14:39.924>you <00:14:40.079>know, 00:14:40.550 --> 00:14:40.560 align:start position:0% <00:14:40.550>this <00:14:40.551>is <00:14:40.552>all <00:14:40.553>very, <00:14:40.555>very <00:14:40.556>nice, <00:14:40.557>you <00:14:40.559>know, 00:14:40.560 --> 00:14:43.310 align:start position:0% <00:14:40.560>this <00:14:40.687>is <00:14:40.814>all <00:14:40.941>very, <00:14:41.069>very <00:14:41.196>nice, <00:14:41.323>you <00:14:41.450>know, <00:14:41.578>agent <00:14:41.705>self-healing, <00:14:41.832>checking <00:14:41.959>security 00:14:43.310 --> 00:14:43.320 align:start position:0% <00:14:43.310>agent <00:14:43.313>self-healing, <00:14:43.316>checking <00:14:43.319>security 00:14:43.320 --> 00:14:45.990 align:start position:0% <00:14:43.320>agent <00:14:43.475>self-healing, <00:14:43.631>checking <00:14:43.786>security <00:14:43.942>automatically, <00:14:44.097>but <00:14:44.253>we <00:14:44.408>are <00:14:44.564>in <00:14:44.720>Europe. 00:14:45.990 --> 00:14:46.000 align:start position:0% <00:14:45.990>automatically, <00:14:45.991>but <00:14:45.993>we <00:14:45.995>are <00:14:45.997>in <00:14:45.999>Europe. 00:14:46.000 --> 00:14:48.790 align:start position:0% <00:14:46.000>automatically, <00:14:46.140>but <00:14:46.280>we <00:14:46.420>are <00:14:46.560>in <00:14:46.700>Europe. <00:14:46.840>So, <00:14:46.980>Europe <00:14:47.120>means <00:14:47.260>regulation, <00:14:47.400>period. 00:14:48.790 --> 00:14:48.800 align:start position:0% <00:14:48.790>So, <00:14:48.792>Europe <00:14:48.794>means <00:14:48.796>regulation, <00:14:48.799>period. 00:14:48.800 --> 00:14:49.490 align:start position:0% <00:14:48.800>So, <00:14:48.903>Europe <00:14:49.007>means <00:14:49.110>regulation, <00:14:49.214>period. <00:14:49.317>Uh <00:14:49.421>so, 00:14:49.490 --> 00:14:49.500 align:start position:0% <00:14:49.490>Uh <00:14:49.499>so, 00:14:49.500 --> 00:14:50.030 align:start position:0% <00:14:49.500>Uh <00:14:49.659>so, <00:14:49.818>>> <00:14:49.977>[laughter] 00:14:50.030 --> 00:14:50.040 align:start position:0% <00:14:50.030>>> <00:14:50.039>[laughter] 00:14:50.040 --> 00:14:51.790 align:start position:0% <00:14:50.040>>> <00:14:50.195>[laughter] <00:14:50.351>>> <00:14:50.506>when <00:14:50.662>we <00:14:50.817>look <00:14:50.973>at <00:14:51.128>the <00:14:51.284>European <00:14:51.439>regulatory 00:14:51.790 --> 00:14:51.800 align:start position:0% <00:14:51.790>>> <00:14:51.791>when <00:14:51.792>we <00:14:51.793>look <00:14:51.795>at <00:14:51.796>the <00:14:51.797>European <00:14:51.799>regulatory 00:14:51.800 --> 00:14:52.910 align:start position:0% <00:14:51.800>>> <00:14:51.876>when <00:14:51.953>we <00:14:52.030>look <00:14:52.107>at <00:14:52.184>the <00:14:52.261>European <00:14:52.337>regulatory <00:14:52.414>framework, <00:14:52.491>there <00:14:52.568>are <00:14:52.645>certain <00:14:52.722>There <00:14:52.799>are 00:14:52.910 --> 00:14:52.920 align:start position:0% <00:14:52.910>framework, <00:14:52.911>there <00:14:52.913>are <00:14:52.915>certain <00:14:52.917>There <00:14:52.919>are 00:14:52.920 --> 00:14:54.670 align:start position:0% <00:14:52.920>framework, <00:14:53.047>there <00:14:53.174>are <00:14:53.301>certain <00:14:53.429>There <00:14:53.556>are <00:14:53.683>many <00:14:53.810>situations <00:14:53.938>in <00:14:54.065>which <00:14:54.192>you <00:14:54.319>actually 00:14:54.670 --> 00:14:54.680 align:start position:0% <00:14:54.670>many <00:14:54.671>situations <00:14:54.673>in <00:14:54.675>which <00:14:54.677>you <00:14:54.679>actually 00:14:54.680 --> 00:14:55.829 align:start position:0% <00:14:54.680>many <00:14:54.852>situations <00:14:55.024>in <00:14:55.197>which <00:14:55.369>you <00:14:55.541>actually <00:14:55.714>have 00:14:55.829 --> 00:14:55.839 align:start position:0% have 00:14:55.839 --> 00:14:57.790 align:start position:0% <00:14:55.839>have <00:14:56.072>uh <00:14:56.305>written <00:14:56.539>down <00:14:56.772>strict <00:14:57.005>rules, <00:14:57.238>like 00:14:57.790 --> 00:14:57.800 align:start position:0% <00:14:57.790>uh <00:14:57.791>written <00:14:57.793>down <00:14:57.795>strict <00:14:57.797>rules, <00:14:57.799>like 00:14:57.800 --> 00:14:59.510 align:start position:0% <00:14:57.800>uh <00:14:57.927>written <00:14:58.054>down <00:14:58.181>strict <00:14:58.309>rules, <00:14:58.436>like <00:14:58.563>four-eye <00:14:58.690>principles. <00:14:58.818>Two <00:14:58.945>people <00:14:59.072>need <00:14:59.199>to 00:14:59.510 --> 00:14:59.520 align:start position:0% <00:14:59.510>four-eye <00:14:59.511>principles. <00:14:59.513>Two <00:14:59.515>people <00:14:59.517>need <00:14:59.519>to 00:14:59.520 --> 00:15:01.590 align:start position:0% <00:14:59.520>four-eye <00:14:59.647>principles. <00:14:59.774>Two <00:14:59.901>people <00:15:00.029>need <00:15:00.156>to <00:15:00.283>review <00:15:00.410>the <00:15:00.538>code <00:15:00.665>base <00:15:00.792>manually <00:15:00.920>before 00:15:01.590 --> 00:15:01.600 align:start position:0% <00:15:01.590>review <00:15:01.591>the <00:15:01.593>code <00:15:01.595>base <00:15:01.597>manually <00:15:01.599>before 00:15:01.600 --> 00:15:04.750 align:start position:0% <00:15:01.600>review <00:15:01.716>the <00:15:01.833>code <00:15:01.950>base <00:15:02.066>manually <00:15:02.183>before <00:15:02.300>something <00:15:02.416>gets <00:15:02.533>shipped. <00:15:02.650>So, <00:15:02.766>how <00:15:02.883>can <00:15:03.000>we 00:15:04.750 --> 00:15:04.760 align:start position:0% <00:15:04.750>something <00:15:04.751>gets <00:15:04.753>shipped. <00:15:04.754>So, <00:15:04.756>how <00:15:04.757>can <00:15:04.759>we 00:15:04.760 --> 00:15:08.630 align:start position:0% <00:15:04.760>something <00:15:04.876>gets <00:15:04.993>shipped. <00:15:05.110>So, <00:15:05.226>how <00:15:05.343>can <00:15:05.460>we <00:15:05.576>leverage <00:15:05.693>AI <00:15:05.810>to <00:15:05.926>help <00:15:06.043>us <00:15:06.160>there, 00:15:08.630 --> 00:15:08.640 align:start position:0% <00:15:08.630>leverage <00:15:08.631>AI <00:15:08.633>to <00:15:08.635>help <00:15:08.637>us <00:15:08.639>there, 00:15:08.640 --> 00:15:11.070 align:start position:0% <00:15:08.640>leverage <00:15:08.756>AI <00:15:08.873>to <00:15:08.990>help <00:15:09.106>us <00:15:09.223>there, <00:15:09.340>uh <00:15:09.456>to <00:15:09.573>help <00:15:09.689>us <00:15:09.806>automate <00:15:09.923>those <00:15:10.040>pipelines, 00:15:11.070 --> 00:15:11.080 align:start position:0% <00:15:11.070>uh <00:15:11.071>to <00:15:11.073>help <00:15:11.074>us <00:15:11.076>automate <00:15:11.077>those <00:15:11.079>pipelines, 00:15:11.080 --> 00:15:13.950 align:start position:0% <00:15:11.080>uh <00:15:11.180>to <00:15:11.280>help <00:15:11.380>us <00:15:11.480>automate <00:15:11.580>those <00:15:11.680>pipelines, <00:15:11.780>but <00:15:11.880>we <00:15:11.980>are <00:15:12.080>while <00:15:12.180>still <00:15:12.280>adhering <00:15:12.380>to <00:15:12.480>all 00:15:13.950 --> 00:15:13.960 align:start position:0% <00:15:13.950>but <00:15:13.951>we <00:15:13.952>are <00:15:13.953>while <00:15:13.955>still <00:15:13.956>adhering <00:15:13.957>to <00:15:13.959>all 00:15:13.960 --> 00:15:16.790 align:start position:0% <00:15:13.960>but <00:15:14.053>we <00:15:14.146>are <00:15:14.240>while <00:15:14.333>still <00:15:14.426>adhering <00:15:14.520>to <00:15:14.613>all <00:15:14.706>the <00:15:14.800>uh <00:15:14.893>compliance <00:15:14.986>checks <00:15:15.080>that <00:15:15.173>we <00:15:15.266>have <00:15:15.360>to 00:15:16.790 --> 00:15:16.800 align:start position:0% <00:15:16.790>the <00:15:16.791>uh <00:15:16.792>compliance <00:15:16.793>checks <00:15:16.795>that <00:15:16.796>we <00:15:16.797>have <00:15:16.799>to 00:15:16.800 --> 00:15:17.390 align:start position:0% <00:15:16.800>the <00:15:16.858>uh <00:15:16.918>compliance <00:15:16.977>checks <00:15:17.036>that <00:15:17.095>we <00:15:17.154>have <00:15:17.213>to <00:15:17.271>adhere <00:15:17.331>to? 00:15:17.390 --> 00:15:17.400 align:start position:0% <00:15:17.390>adhere <00:15:17.399>to? 00:15:17.400 --> 00:15:19.150 align:start position:0% <00:15:17.400>adhere <00:15:17.540>to? <00:15:17.680>>> <00:15:17.819>Yeah. <00:15:17.959>Yeah, <00:15:18.100>that <00:15:18.240>that <00:15:18.380>that's <00:15:18.520>a <00:15:18.660>very <00:15:18.800>good 00:15:19.150 --> 00:15:19.160 align:start position:0% <00:15:19.150>>> <00:15:19.151>Yeah. <00:15:19.152>Yeah, <00:15:19.153>that <00:15:19.154>that <00:15:19.155>that's <00:15:19.156>a <00:15:19.157>very <00:15:19.159>good 00:15:19.160 --> 00:15:21.230 align:start position:0% <00:15:19.160>>> <00:15:19.253>Yeah. <00:15:19.346>Yeah, <00:15:19.439>that <00:15:19.533>that <00:15:19.626>that's <00:15:19.719>a <00:15:19.813>very <00:15:19.906>good <00:15:20.000>question, <00:15:20.093>I <00:15:20.186>believe, <00:15:20.280>because <00:15:20.373>um <00:15:20.466>I <00:15:20.560>mean, 00:15:21.230 --> 00:15:21.240 align:start position:0% <00:15:21.230>question, <00:15:21.231>I <00:15:21.233>believe, <00:15:21.234>because <00:15:21.236>um <00:15:21.237>I <00:15:21.239>mean, 00:15:21.240 --> 00:15:23.070 align:start position:0% <00:15:21.240>question, <00:15:21.347>I <00:15:21.455>believe, <00:15:21.563>because <00:15:21.670>um <00:15:21.778>I <00:15:21.886>mean, <00:15:21.993>we <00:15:22.101>are <00:15:22.209>in <00:15:22.316>a <00:15:22.424>financial <00:15:22.532>service <00:15:22.640>industry 00:15:23.070 --> 00:15:23.080 align:start position:0% <00:15:23.070>we <00:15:23.071>are <00:15:23.073>in <00:15:23.074>a <00:15:23.076>financial <00:15:23.077>service <00:15:23.079>industry 00:15:23.080 --> 00:15:25.430 align:start position:0% <00:15:23.080>we <00:15:23.187>are <00:15:23.295>in <00:15:23.403>a <00:15:23.510>financial <00:15:23.618>service <00:15:23.726>industry <00:15:23.833>basically <00:15:23.941>and <00:15:24.049>we <00:15:24.156>are <00:15:24.264>regulated <00:15:24.372>by <00:15:24.480>the 00:15:25.430 --> 00:15:25.440 align:start position:0% <00:15:25.430>basically <00:15:25.431>and <00:15:25.433>we <00:15:25.434>are <00:15:25.436>regulated <00:15:25.437>by <00:15:25.439>the 00:15:25.440 --> 00:15:27.590 align:start position:0% <00:15:25.440>basically <00:15:25.540>and <00:15:25.640>we <00:15:25.740>are <00:15:25.840>regulated <00:15:25.940>by <00:15:26.040>the <00:15:26.140>FMA <00:15:26.240>in <00:15:26.340>Austria <00:15:26.440>and <00:15:26.540>the <00:15:26.640>BaFin <00:15:26.740>in <00:15:26.840>in 00:15:27.590 --> 00:15:27.600 align:start position:0% <00:15:27.590>FMA <00:15:27.591>in <00:15:27.592>Austria <00:15:27.593>and <00:15:27.595>the <00:15:27.596>BaFin <00:15:27.597>in <00:15:27.599>in 00:15:27.600 --> 00:15:31.590 align:start position:0% <00:15:27.600>FMA <00:15:27.716>in <00:15:27.833>Austria <00:15:27.950>and <00:15:28.066>the <00:15:28.183>BaFin <00:15:28.300>in <00:15:28.416>in <00:15:28.533>Germany. <00:15:28.650>And <00:15:28.766>they <00:15:28.883>definitely <00:15:29.000>require 00:15:31.590 --> 00:15:31.600 align:start position:0% <00:15:31.590>Germany. <00:15:31.592>And <00:15:31.594>they <00:15:31.596>definitely <00:15:31.599>require 00:15:31.600 --> 00:15:33.470 align:start position:0% <00:15:31.600>Germany. <00:15:31.755>And <00:15:31.911>they <00:15:32.066>definitely <00:15:32.222>require <00:15:32.377>a <00:15:32.533>four-eye <00:15:32.688>principle <00:15:32.844>basically <00:15:33.000>for 00:15:33.470 --> 00:15:33.480 align:start position:0% <00:15:33.470>a <00:15:33.472>four-eye <00:15:33.474>principle <00:15:33.476>basically <00:15:33.479>for 00:15:33.480 --> 00:15:35.430 align:start position:0% <00:15:33.480>a <00:15:33.635>four-eye <00:15:33.791>principle <00:15:33.946>basically <00:15:34.102>for <00:15:34.257>everything <00:15:34.413>which <00:15:34.568>enters <00:15:34.724>a <00:15:34.880>critically 00:15:35.430 --> 00:15:35.440 align:start position:0% <00:15:35.430>everything <00:15:35.432>which <00:15:35.434>enters <00:15:35.436>a <00:15:35.439>critically 00:15:35.440 --> 00:15:38.590 align:start position:0% <00:15:35.440>everything <00:15:35.567>which <00:15:35.694>enters <00:15:35.821>a <00:15:35.949>critically <00:15:36.076>production <00:15:36.203>system. <00:15:36.330>And <00:15:36.458>I <00:15:36.585>would <00:15:36.712>say <00:15:36.840>in 00:15:38.590 --> 00:15:38.600 align:start position:0% <00:15:38.590>production <00:15:38.591>system. <00:15:38.593>And <00:15:38.594>I <00:15:38.596>would <00:15:38.597>say <00:15:38.599>in 00:15:38.600 --> 00:15:40.230 align:start position:0% <00:15:38.600>production <00:15:38.707>system. <00:15:38.815>And <00:15:38.923>I <00:15:39.030>would <00:15:39.138>say <00:15:39.246>in <00:15:39.353>the <00:15:39.461>last <00:15:39.569>few <00:15:39.676>years <00:15:39.784>I <00:15:39.892>thought <00:15:40.000>that's 00:15:40.230 --> 00:15:40.240 align:start position:0% <00:15:40.230>the <00:15:40.231>last <00:15:40.233>few <00:15:40.234>years <00:15:40.236>I <00:15:40.237>thought <00:15:40.239>that's 00:15:40.240 --> 00:15:41.390 align:start position:0% <00:15:40.240>the <00:15:40.387>last <00:15:40.535>few <00:15:40.683>years <00:15:40.831>I <00:15:40.979>thought <00:15:41.127>that's <00:15:41.275>really 00:15:41.390 --> 00:15:41.400 align:start position:0% really 00:15:41.400 --> 00:15:43.430 align:start position:0% <00:15:41.400>really <00:15:41.574>bad <00:15:41.750>for <00:15:41.925>us <00:15:42.100>basically <00:15:42.275>because <00:15:42.449>it <00:15:42.625>slows <00:15:42.800>us 00:15:43.430 --> 00:15:43.440 align:start position:0% <00:15:43.430>bad <00:15:43.431>for <00:15:43.432>us <00:15:43.433>basically <00:15:43.435>because <00:15:43.436>it <00:15:43.437>slows <00:15:43.439>us 00:15:43.440 --> 00:15:44.470 align:start position:0% <00:15:43.440>bad <00:15:43.555>for <00:15:43.671>us <00:15:43.787>basically <00:15:43.903>because <00:15:44.019>it <00:15:44.135>slows <00:15:44.251>us <00:15:44.367>down. 00:15:44.470 --> 00:15:44.480 align:start position:0% down. 00:15:44.480 --> 00:15:46.070 align:start position:0% <00:15:44.480>down. <00:15:44.680>But <00:15:44.880>on <00:15:45.080>the <00:15:45.280>other <00:15:45.480>side, <00:15:45.680>that's <00:15:45.880>actually 00:15:46.070 --> 00:15:46.080 align:start position:0% <00:15:46.070>But <00:15:46.071>on <00:15:46.073>the <00:15:46.074>other <00:15:46.076>side, <00:15:46.077>that's <00:15:46.079>actually 00:15:46.080 --> 00:15:48.230 align:start position:0% <00:15:46.080>But <00:15:46.196>on <00:15:46.313>the <00:15:46.430>other <00:15:46.546>side, <00:15:46.663>that's <00:15:46.780>actually <00:15:46.896>also <00:15:47.013>one <00:15:47.130>of <00:15:47.246>the <00:15:47.363>security <00:15:47.480>principles 00:15:48.230 --> 00:15:48.240 align:start position:0% <00:15:48.230>also <00:15:48.231>one <00:15:48.233>of <00:15:48.235>the <00:15:48.237>security <00:15:48.239>principles 00:15:48.240 --> 00:15:50.670 align:start position:0% <00:15:48.240>also <00:15:48.347>one <00:15:48.455>of <00:15:48.563>the <00:15:48.670>security <00:15:48.778>principles <00:15:48.886>which <00:15:48.993>we <00:15:49.101>always <00:15:49.209>had <00:15:49.316>in <00:15:49.424>our <00:15:49.532>company <00:15:49.640>for 00:15:50.670 --> 00:15:50.680 align:start position:0% <00:15:50.670>which <00:15:50.671>we <00:15:50.672>always <00:15:50.673>had <00:15:50.675>in <00:15:50.676>our <00:15:50.677>company <00:15:50.679>for 00:15:50.680 --> 00:15:54.110 align:start position:0% <00:15:50.680>which <00:15:50.773>we <00:15:50.866>always <00:15:50.959>had <00:15:51.053>in <00:15:51.146>our <00:15:51.239>company <00:15:51.333>for <00:15:51.426>the <00:15:51.520>last <00:15:51.613>years <00:15:51.706>I <00:15:51.800>would <00:15:51.893>say. <00:15:51.986>Because <00:15:52.079>I 00:15:54.110 --> 00:15:54.120 align:start position:0% <00:15:54.110>the <00:15:54.111>last <00:15:54.112>years <00:15:54.113>I <00:15:54.115>would <00:15:54.116>say. <00:15:54.117>Because <00:15:54.119>I 00:15:54.120 --> 00:15:55.390 align:start position:0% <00:15:54.120>the <00:15:54.262>last <00:15:54.405>years <00:15:54.548>I <00:15:54.691>would <00:15:54.834>say. <00:15:54.977>Because <00:15:55.120>I <00:15:55.263>believe 00:15:55.390 --> 00:15:55.400 align:start position:0% believe 00:15:55.400 --> 00:15:57.910 align:start position:0% <00:15:55.400>believe <00:15:55.633>internal <00:15:55.866>threat <00:15:56.100>is <00:15:56.333>actually <00:15:56.566>a <00:15:56.800>real 00:15:57.910 --> 00:15:57.920 align:start position:0% <00:15:57.910>internal <00:15:57.911>threat <00:15:57.913>is <00:15:57.915>actually <00:15:57.917>a <00:15:57.919>real 00:15:57.920 --> 00:15:59.870 align:start position:0% <00:15:57.920>internal <00:15:58.047>threat <00:15:58.174>is <00:15:58.301>actually <00:15:58.429>a <00:15:58.556>real <00:15:58.683>problem <00:15:58.810>one <00:15:58.938>of <00:15:59.065>the <00:15:59.192>biggest <00:15:59.319>problems 00:15:59.870 --> 00:15:59.880 align:start position:0% <00:15:59.870>problem <00:15:59.871>one <00:15:59.873>of <00:15:59.875>the <00:15:59.877>biggest <00:15:59.879>problems 00:15:59.880 --> 00:16:01.910 align:start position:0% <00:15:59.880>problem <00:16:00.020>one <00:16:00.160>of <00:16:00.300>the <00:16:00.439>biggest <00:16:00.580>problems <00:16:00.720>actually <00:16:00.860>because <00:16:01.000>like <00:16:01.140>technology <00:16:01.280>and 00:16:01.910 --> 00:16:01.920 align:start position:0% <00:16:01.910>actually <00:16:01.912>because <00:16:01.914>like <00:16:01.916>technology <00:16:01.919>and 00:16:01.920 --> 00:16:03.070 align:start position:0% <00:16:01.920>actually <00:16:02.127>because <00:16:02.334>like <00:16:02.541>technology <00:16:02.748>and <00:16:02.955>software 00:16:03.070 --> 00:16:03.080 align:start position:0% software 00:16:03.080 --> 00:16:05.310 align:start position:0% <00:16:03.080>software <00:16:03.313>or <00:16:03.546>technological <00:16:03.780>problems <00:16:04.013>you <00:16:04.246>can <00:16:04.480>solve 00:16:05.310 --> 00:16:05.320 align:start position:0% <00:16:05.310>or <00:16:05.311>technological <00:16:05.313>problems <00:16:05.315>you <00:16:05.317>can <00:16:05.319>solve 00:16:05.320 --> 00:16:07.470 align:start position:0% <00:16:05.320>or <00:16:05.447>technological <00:16:05.574>problems <00:16:05.701>you <00:16:05.829>can <00:16:05.956>solve <00:16:06.083>with <00:16:06.210>software. <00:16:06.338>But <00:16:06.465>you <00:16:06.592>always <00:16:06.720>have 00:16:07.470 --> 00:16:07.480 align:start position:0% <00:16:07.470>with <00:16:07.471>software. <00:16:07.473>But <00:16:07.475>you <00:16:07.477>always <00:16:07.479>have 00:16:07.480 --> 00:16:08.790 align:start position:0% <00:16:07.480>with <00:16:07.676>software. <00:16:07.873>But <00:16:08.069>you <00:16:08.266>always <00:16:08.462>have <00:16:08.659>humans 00:16:08.790 --> 00:16:08.800 align:start position:0% humans 00:16:08.800 --> 00:16:11.270 align:start position:0% <00:16:08.800>humans <00:16:08.974>basically <00:16:09.150>in <00:16:09.324>in <00:16:09.500>the <00:16:09.675>company <00:16:09.849>and <00:16:10.025>now <00:16:10.199>also 00:16:11.270 --> 00:16:11.280 align:start position:0% <00:16:11.270>basically <00:16:11.271>in <00:16:11.272>in <00:16:11.273>the <00:16:11.275>company <00:16:11.276>and <00:16:11.277>now <00:16:11.279>also 00:16:11.280 --> 00:16:13.910 align:start position:0% <00:16:11.280>basically <00:16:11.380>in <00:16:11.480>in <00:16:11.579>the <00:16:11.680>company <00:16:11.780>and <00:16:11.880>now <00:16:11.980>also <00:16:12.079>agents <00:16:12.180>which <00:16:12.280>are <00:16:12.380>also <00:16:12.480>acting <00:16:12.579>like <00:16:12.680>humans 00:16:13.910 --> 00:16:13.920 align:start position:0% <00:16:13.910>agents <00:16:13.911>which <00:16:13.913>are <00:16:13.914>also <00:16:13.915>acting <00:16:13.917>like <00:16:13.919>humans 00:16:13.920 --> 00:16:15.790 align:start position:0% <00:16:13.920>agents <00:16:14.027>which <00:16:14.135>are <00:16:14.243>also <00:16:14.350>acting <00:16:14.458>like <00:16:14.566>humans <00:16:14.673>humans <00:16:14.781>which <00:16:14.889>you <00:16:14.996>which <00:16:15.104>are <00:16:15.212>also <00:16:15.319>not 00:16:15.790 --> 00:16:15.800 align:start position:0% <00:16:15.790>humans <00:16:15.791>which <00:16:15.793>you <00:16:15.794>which <00:16:15.795>are <00:16:15.797>also <00:16:15.799>not 00:16:15.800 --> 00:16:18.990 align:start position:0% <00:16:15.800>humans <00:16:15.927>which <00:16:16.054>you <00:16:16.181>which <00:16:16.309>are <00:16:16.436>also <00:16:16.563>not <00:16:16.690>always <00:16:16.818>fully <00:16:16.945>trustworthy <00:16:17.072>basically. <00:16:17.199>So 00:16:18.990 --> 00:16:19.000 align:start position:0% <00:16:18.990>always <00:16:18.992>fully <00:16:18.994>trustworthy <00:16:18.996>basically. <00:16:18.999>So 00:16:19.000 --> 00:16:20.870 align:start position:0% <00:16:19.000>always <00:16:19.140>fully <00:16:19.280>trustworthy <00:16:19.420>basically. <00:16:19.560>So <00:16:19.700>for <00:16:19.840>me <00:16:19.980>four-eye <00:16:20.120>principle <00:16:20.260>was <00:16:20.400>actually 00:16:20.870 --> 00:16:20.880 align:start position:0% <00:16:20.870>for <00:16:20.871>me <00:16:20.873>four-eye <00:16:20.875>principle <00:16:20.877>was <00:16:20.879>actually 00:16:20.880 --> 00:16:22.950 align:start position:0% <00:16:20.880>for <00:16:20.996>me <00:16:21.113>four-eye <00:16:21.230>principle <00:16:21.346>was <00:16:21.463>actually <00:16:21.580>not <00:16:21.696>something <00:16:21.813>which <00:16:21.930>was <00:16:22.046>a <00:16:22.163>burden <00:16:22.280>from 00:16:22.950 --> 00:16:22.960 align:start position:0% <00:16:22.950>not <00:16:22.951>something <00:16:22.953>which <00:16:22.954>was <00:16:22.956>a <00:16:22.957>burden <00:16:22.959>from 00:16:22.960 --> 00:16:24.310 align:start position:0% <00:16:22.960>not <00:16:23.111>something <00:16:23.263>which <00:16:23.415>was <00:16:23.567>a <00:16:23.719>burden <00:16:23.871>from <00:16:24.023>the <00:16:24.175>regulator 00:16:24.310 --> 00:16:24.320 align:start position:0% <00:16:24.310>the <00:16:24.319>regulator 00:16:24.320 --> 00:16:27.350 align:start position:0% <00:16:24.320>the <00:16:24.553>regulator <00:16:24.786>but <00:16:25.020>something <00:16:25.253>actually <00:16:25.486>pretty <00:16:25.720>nice 00:16:27.350 --> 00:16:27.360 align:start position:0% <00:16:27.350>but <00:16:27.352>something <00:16:27.354>actually <00:16:27.356>pretty <00:16:27.359>nice 00:16:27.360 --> 00:16:30.590 align:start position:0% <00:16:27.360>but <00:16:27.515>something <00:16:27.671>actually <00:16:27.826>pretty <00:16:27.982>nice <00:16:28.137>to <00:16:28.293>avoid <00:16:28.448>that <00:16:28.604>something <00:16:28.760>goes 00:16:30.590 --> 00:16:30.600 align:start position:0% <00:16:30.590>to <00:16:30.592>avoid <00:16:30.594>that <00:16:30.596>something <00:16:30.599>goes 00:16:30.600 --> 00:16:32.430 align:start position:0% <00:16:30.600>to <00:16:30.755>avoid <00:16:30.911>that <00:16:31.066>something <00:16:31.222>goes <00:16:31.377>into <00:16:31.533>a <00:16:31.688>critical <00:16:31.844>system <00:16:32.000>basically 00:16:32.430 --> 00:16:32.440 align:start position:0% <00:16:32.430>into <00:16:32.432>a <00:16:32.434>critical <00:16:32.436>system <00:16:32.439>basically 00:16:32.440 --> 00:16:34.670 align:start position:0% <00:16:32.440>into <00:16:32.673>a <00:16:32.906>critical <00:16:33.140>system <00:16:33.373>basically <00:16:33.606>unilateral <00:16:33.840>without 00:16:34.670 --> 00:16:34.680 align:start position:0% <00:16:34.670>unilateral <00:16:34.679>without 00:16:34.680 --> 00:16:37.790 align:start position:0% <00:16:34.680>unilateral <00:16:34.880>without <00:16:35.079>anybody <00:16:35.280>else <00:16:35.479>seeing <00:16:35.680>it <00:16:35.880>basically. <00:16:36.079>And 00:16:37.790 --> 00:16:37.800 align:start position:0% <00:16:37.790>anybody <00:16:37.791>else <00:16:37.793>seeing <00:16:37.795>it <00:16:37.797>basically. <00:16:37.799>And 00:16:37.800 --> 00:16:40.590 align:start position:0% <00:16:37.800>anybody <00:16:37.900>else <00:16:38.000>seeing <00:16:38.099>it <00:16:38.199>basically. <00:16:38.300>And <00:16:38.400>I <00:16:38.500>would <00:16:38.599>say <00:16:38.699>it <00:16:38.800>it <00:16:38.900>should <00:16:39.000>stay <00:16:39.099>like <00:16:39.199>this 00:16:40.590 --> 00:16:40.600 align:start position:0% <00:16:40.590>I <00:16:40.591>would <00:16:40.592>say <00:16:40.593>it <00:16:40.594>it <00:16:40.595>should <00:16:40.596>stay <00:16:40.597>like <00:16:40.599>this 00:16:40.600 --> 00:16:42.030 align:start position:0% <00:16:40.600>I <00:16:40.675>would <00:16:40.751>say <00:16:40.827>it <00:16:40.902>it <00:16:40.978>should <00:16:41.054>stay <00:16:41.129>like <00:16:41.205>this <00:16:41.281>and <00:16:41.357>that <00:16:41.432>actually <00:16:41.508>I <00:16:41.584>think <00:16:41.659>a <00:16:41.735>lot <00:16:41.811>of <00:16:41.887>other 00:16:42.030 --> 00:16:42.040 align:start position:0% <00:16:42.030>and <00:16:42.031>that <00:16:42.032>actually <00:16:42.033>I <00:16:42.034>think <00:16:42.035>a <00:16:42.036>lot <00:16:42.037>of <00:16:42.039>other 00:16:42.040 --> 00:16:44.710 align:start position:0% <00:16:42.040>and <00:16:42.127>that <00:16:42.214>actually <00:16:42.302>I <00:16:42.390>think <00:16:42.477>a 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00:16:49.240 align:start position:0% <00:16:49.230>universe <00:16:49.231>right <00:16:49.233>now <00:16:49.234>as <00:16:49.236>well <00:16:49.237>because <00:16:49.239>now 00:16:49.240 --> 00:16:50.790 align:start position:0% <00:16:49.240>universe <00:16:49.333>right <00:16:49.426>now <00:16:49.519>as <00:16:49.612>well <00:16:49.705>because <00:16:49.798>now <00:16:49.891>all <00:16:49.984>of <00:16:50.077>a <00:16:50.170>sudden <00:16:50.263>you <00:16:50.356>have <00:16:50.449>a <00:16:50.541>player <00:16:50.635>which 00:16:50.790 --> 00:16:50.800 align:start position:0% <00:16:50.790>all <00:16:50.791>of <00:16:50.792>a <00:16:50.793>sudden <00:16:50.794>you <00:16:50.795>have <00:16:50.796>a <00:16:50.797>player <00:16:50.799>which 00:16:50.800 --> 00:16:53.230 align:start position:0% <00:16:50.800>all <00:16:50.893>of <00:16:50.986>a <00:16:51.079>sudden <00:16:51.173>you <00:16:51.266>have <00:16:51.359>a <00:16:51.453>player <00:16:51.546>which <00:16:51.640>contributes 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<00:16:56.046>AI <00:16:56.153>agent <00:16:56.261>for <00:16:56.369>example. <00:16:56.476>And <00:16:56.584>you <00:16:56.692>even <00:16:56.800>don't 00:16:58.190 --> 00:16:58.200 align:start position:0% <00:16:58.190>agent <00:16:58.191>for <00:16:58.193>example. <00:16:58.194>And <00:16:58.196>you <00:16:58.197>even <00:16:58.199>don't 00:16:58.200 --> 00:16:59.990 align:start position:0% <00:16:58.200>agent <00:16:58.307>for <00:16:58.415>example. <00:16:58.523>And <00:16:58.630>you <00:16:58.738>even <00:16:58.846>don't <00:16:58.953>know <00:16:59.061>where <00:16:59.169>this <00:16:59.276>model <00:16:59.384>comes <00:16:59.492>from <00:16:59.600>maybe 00:16:59.990 --> 00:17:00.000 align:start position:0% <00:16:59.990>know <00:16:59.991>where <00:16:59.993>this <00:16:59.994>model <00:16:59.996>comes <00:16:59.997>from <00:16:59.999>maybe 00:17:00.000 --> 00:17:01.470 align:start position:0% <00:17:00.000>know <00:17:00.094>where <00:17:00.189>this <00:17:00.283>model <00:17:00.378>comes <00:17:00.472>from <00:17:00.567>maybe <00:17:00.661>you <00:17:00.756>don't <00:17:00.850>even <00:17:00.945>know <00:17:01.039>how <00:17:01.134>the <00:17:01.228>model <00:17:01.323>was 00:17:01.470 --> 00:17:01.480 align:start position:0% <00:17:01.470>you <00:17:01.471>don't <00:17:01.472>even <00:17:01.473>know <00:17:01.475>how <00:17:01.476>the <00:17:01.477>model <00:17:01.479>was 00:17:01.480 --> 00:17:03.190 align:start position:0% <00:17:01.480>you <00:17:01.587>don't <00:17:01.695>even <00:17:01.803>know <00:17:01.910>how <00:17:02.018>the <00:17:02.126>model <00:17:02.233>was <00:17:02.341>trained. <00:17:02.449>Maybe <00:17:02.556>they <00:17:02.664>have <00:17:02.772>a <00:17:02.880>completely 00:17:03.190 --> 00:17:03.200 align:start position:0% <00:17:03.190>trained. <00:17:03.191>Maybe <00:17:03.193>they <00:17:03.195>have <00:17:03.197>a <00:17:03.199>completely 00:17:03.200 --> 00:17:06.270 align:start position:0% <00:17:03.200>trained. <00:17:03.316>Maybe <00:17:03.433>they <00:17:03.550>have <00:17:03.666>a <00:17:03.783>completely <00:17:03.900>different <00:17:04.016>set <00:17:04.133>of <00:17:04.250>ethics <00:17:04.366>in <00:17:04.483>the <00:17:04.600>end 00:17:06.270 --> 00:17:06.280 align:start position:0% <00:17:06.270>different <00:17:06.271>set <00:17:06.272>of <00:17:06.274>ethics <00:17:06.276>in <00:17:06.277>the <00:17:06.279>end 00:17:06.280 --> 00:17:07.990 align:start position:0% <00:17:06.280>different <00:17:06.373>set <00:17:06.466>of <00:17:06.560>ethics <00:17:06.653>in <00:17:06.746>the <00:17:06.839>end <00:17:06.933>or <00:17:07.026>what <00:17:07.119>they <00:17:07.213>think <00:17:07.306>is <00:17:07.399>allowed <00:17:07.493>or <00:17:07.586>what <00:17:07.680>is 00:17:07.990 --> 00:17:08.000 align:start position:0% <00:17:07.990>or <00:17:07.991>what <00:17:07.992>they <00:17:07.993>think <00:17:07.994>is <00:17:07.995>allowed <00:17:07.996>or <00:17:07.997>what <00:17:07.999>is 00:17:08.000 --> 00:17:11.150 align:start position:0% <00:17:08.000>or <00:17:08.087>what <00:17:08.175>they <00:17:08.262>think <00:17:08.349>is <00:17:08.437>allowed <00:17:08.525>or <00:17:08.612>what <00:17:08.700>is <00:17:08.787>good <00:17:08.875>for <00:17:08.962>the <00:17:09.050>customer. <00:17:09.137>But <00:17:09.224>of <00:17:09.312>course <00:17:09.400>I 00:17:11.150 --> 00:17:11.160 align:start position:0% <00:17:11.150>good <00:17:11.151>for <00:17:11.152>the <00:17:11.153>customer. <00:17:11.155>But <00:17:11.156>of <00:17:11.157>course <00:17:11.159>I 00:17:11.160 --> 00:17:14.670 align:start position:0% <00:17:11.160>good <00:17:11.260>for <00:17:11.360>the <00:17:11.460>customer. <00:17:11.560>But <00:17:11.660>of <00:17:11.760>course <00:17:11.860>I <00:17:11.960>mean <00:17:12.060>now <00:17:12.160>you <00:17:12.260>have <00:17:12.360>much <00:17:12.460>more <00:17:12.560>code. 00:17:14.670 --> 00:17:14.680 align:start position:0% <00:17:14.670>mean <00:17:14.671>now <00:17:14.673>you <00:17:14.674>have <00:17:14.676>much <00:17:14.677>more <00:17:14.679>code. 00:17:14.680 --> 00:17:16.550 align:start position:0% <00:17:14.680>mean <00:17:14.773>now <00:17:14.866>you <00:17:14.960>have <00:17:15.053>much <00:17:15.146>more <00:17:15.240>code. <00:17:15.333>On <00:17:15.426>the <00:17:15.520>other <00:17:15.613>side <00:17:15.706>you <00:17:15.800>don't <00:17:15.893>want <00:17:15.986>to <00:17:16.080>get 00:17:16.550 --> 00:17:16.560 align:start position:0% <00:17:16.550>On <00:17:16.551>the <00:17:16.552>other <00:17:16.553>side <00:17:16.554>you <00:17:16.555>don't <00:17:16.556>want <00:17:16.557>to <00:17:16.559>get 00:17:16.560 --> 00:17:18.270 align:start position:0% <00:17:16.560>On <00:17:16.659>the <00:17:16.760>other <00:17:16.859>side <00:17:16.960>you <00:17:17.060>don't <00:17:17.159>want <00:17:17.260>to <00:17:17.359>get <00:17:17.460>slowed <00:17:17.560>down <00:17:17.659>by <00:17:17.760>four <00:17:17.859>eye <00:17:17.960>principle 00:17:18.270 --> 00:17:18.280 align:start position:0% <00:17:18.270>slowed <00:17:18.271>down <00:17:18.273>by <00:17:18.275>four <00:17:18.277>eye <00:17:18.279>principle 00:17:18.280 --> 00:17:20.189 align:start position:0% <00:17:18.280>slowed <00:17:18.396>down <00:17:18.513>by <00:17:18.629>four <00:17:18.746>eye <00:17:18.863>principle <00:17:18.980>basically. <00:17:19.096>And <00:17:19.213>by <00:17:19.329>the <00:17:19.446>way, <00:17:19.563>this <00:17:19.680>was 00:17:20.189 --> 00:17:20.199 align:start position:0% <00:17:20.189>basically. <00:17:20.190>And <00:17:20.192>by <00:17:20.193>the <00:17:20.195>way, <00:17:20.196>this <00:17:20.198>was 00:17:20.199 --> 00:17:22.630 align:start position:0% <00:17:20.199>basically. <00:17:20.306>And <00:17:20.414>by <00:17:20.522>the <00:17:20.629>way, <00:17:20.737>this <00:17:20.845>was <00:17:20.952>always <00:17:21.060>a <00:17:21.168>discussion <00:17:21.275>not <00:17:21.383>even <00:17:21.491>before 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<00:17:27.675>annoyed <00:17:27.677>when <00:17:27.679>you 00:17:27.680 --> 00:17:29.110 align:start position:0% <00:17:27.680>engineers <00:17:27.787>were <00:17:27.894>always <00:17:28.001>annoyed <00:17:28.108>when <00:17:28.216>you <00:17:28.323>need <00:17:28.430>to <00:17:28.538>ask, <00:17:28.645>I <00:17:28.752>don't <00:17:28.859>know, <00:17:28.966>principal 00:17:29.110 --> 00:17:29.120 align:start position:0% <00:17:29.110>need <00:17:29.111>to <00:17:29.112>ask, <00:17:29.114>I <00:17:29.116>don't <00:17:29.117>know, <00:17:29.119>principal 00:17:29.120 --> 00:17:31.510 align:start position:0% <00:17:29.120>need <00:17:29.219>to <00:17:29.320>ask, <00:17:29.419>I <00:17:29.520>don't <00:17:29.620>know, <00:17:29.719>principal <00:17:29.820>engineer <00:17:29.919>if <00:17:30.020>this <00:17:30.120>is <00:17:30.219>okay, <00:17:30.320>or <00:17:30.419>ask <00:17:30.520>the 00:17:31.510 --> 00:17:31.520 align:start position:0% <00:17:31.510>engineer <00:17:31.511>if 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<00:17:35.870>basically. <00:17:35.871>But <00:17:35.872>but <00:17:35.873>this <00:17:35.875>is <00:17:35.876>how <00:17:35.877>it <00:17:35.879>should 00:17:35.880 --> 00:17:37.030 align:start position:0% <00:17:35.880>basically. <00:17:35.995>But <00:17:36.110>but <00:17:36.225>this <00:17:36.340>is <00:17:36.455>how <00:17:36.570>it <00:17:36.685>should <00:17:36.800>should <00:17:36.915>work. 00:17:37.030 --> 00:17:37.040 align:start position:0% <00:17:37.030>should <00:17:37.039>work. 00:17:37.040 --> 00:17:39.430 align:start position:0% <00:17:37.040>should <00:17:37.167>work. <00:17:37.294>We <00:17:37.421>solve <00:17:37.549>it <00:17:37.676>in <00:17:37.803>a <00:17:37.930>way <00:17:38.058>to <00:17:38.185>split <00:17:38.312>it <00:17:38.440>into 00:17:39.430 --> 00:17:39.440 align:start position:0% <00:17:39.430>We <00:17:39.431>solve <00:17:39.432>it <00:17:39.433>in <00:17:39.434>a <00:17:39.435>way <00:17:39.436>to <00:17:39.437>split <00:17:39.438>it <00:17:39.439>into 00:17:39.440 --> 00:17:40.910 align:start position:0% <00:17:39.440>We <00:17:39.534>solve <00:17:39.629>it <00:17:39.723>in <00:17:39.818>a <00:17:39.912>way <00:17:40.007>to <00:17:40.101>split <00:17:40.196>it <00:17:40.290>into <00:17:40.385>parts. <00:17:40.479>One <00:17:40.574>thing <00:17:40.668>is <00:17:40.763>actually 00:17:40.910 --> 00:17:40.920 align:start position:0% <00:17:40.910>parts. <00:17:40.912>One <00:17:40.914>thing <00:17:40.916>is <00:17:40.919>actually 00:17:40.920 --> 00:17:42.310 align:start position:0% <00:17:40.920>parts. <00:17:41.045>One <00:17:41.170>thing <00:17:41.295>is <00:17:41.420>actually <00:17:41.545>verification <00:17:41.670>and <00:17:41.795>the <00:17:41.920>other <00:17:42.045>thing <00:17:42.171>is 00:17:42.310 --> 00:17:42.320 align:start position:0% <00:17:42.310>verification <00:17:42.311>and <00:17:42.313>the <00:17:42.315>other <00:17:42.317>thing <00:17:42.319>is 00:17:42.320 --> 00:17:45.430 align:start position:0% <00:17:42.320>verification <00:17:42.436>and <00:17:42.553>the <00:17:42.669>other <00:17:42.786>thing <00:17:42.903>is <00:17:43.020>accountability. <00:17:43.136>So, <00:17:43.253>we <00:17:43.370>try <00:17:43.486>to <00:17:43.603>verify <00:17:43.720>the 00:17:45.430 --> 00:17:45.440 align:start position:0% <00:17:45.430>accountability. <00:17:45.431>So, <00:17:45.433>we <00:17:45.434>try <00:17:45.436>to <00:17:45.437>verify <00:17:45.439>the 00:17:45.440 --> 00:17:47.350 align:start position:0% <00:17:45.440>accountability. <00:17:45.556>So, <00:17:45.673>we <00:17:45.790>try <00:17:45.906>to <00:17:46.023>verify <00:17:46.140>the <00:17:46.256>source <00:17:46.373>codes <00:17:46.490>automatically <00:17:46.606>as <00:17:46.723>much <00:17:46.840>as 00:17:47.350 --> 00:17:47.360 align:start position:0% <00:17:47.350>source <00:17:47.351>codes <00:17:47.353>automatically <00:17:47.355>as <00:17:47.357>much <00:17:47.359>as 00:17:47.360 --> 00:17:49.430 align:start position:0% <00:17:47.360>source <00:17:47.487>codes <00:17:47.614>automatically <00:17:47.741>as <00:17:47.869>much <00:17:47.996>as <00:17:48.123>possible. <00:17:48.250>We <00:17:48.378>have <00:17:48.505>our <00:17:48.632>own <00:17:48.760>bots. 00:17:49.430 --> 00:17:49.440 align:start position:0% <00:17:49.430>possible. <00:17:49.431>We <00:17:49.433>have <00:17:49.435>our <00:17:49.437>own <00:17:49.439>bots. 00:17:49.440 --> 00:17:50.550 align:start position:0% <00:17:49.440>possible. <00:17:49.523>We <00:17:49.606>have <00:17:49.689>our <00:17:49.773>own <00:17:49.856>bots. <00:17:49.939>So, <00:17:50.022>every <00:17:50.106>time <00:17:50.189>when <00:17:50.272>there's <00:17:50.355>a <00:17:50.438>merge 00:17:50.550 --> 00:17:50.560 align:start position:0% <00:17:50.550>So, <00:17:50.551>every <00:17:50.553>time <00:17:50.554>when <00:17:50.556>there's <00:17:50.557>a <00:17:50.559>merge 00:17:50.560 --> 00:17:53.030 align:start position:0% <00:17:50.560>So, <00:17:50.659>every <00:17:50.760>time <00:17:50.860>when <00:17:50.960>there's <00:17:51.060>a <00:17:51.159>merge <00:17:51.260>request <00:17:51.360>coming <00:17:51.460>in, <00:17:51.560>we <00:17:51.659>try <00:17:51.760>to <00:17:51.860>reduce <00:17:51.960>the 00:17:53.030 --> 00:17:53.040 align:start position:0% <00:17:53.030>request <00:17:53.031>coming <00:17:53.032>in, <00:17:53.033>we <00:17:53.035>try <00:17:53.036>to <00:17:53.037>reduce <00:17:53.039>the 00:17:53.040 --> 00:17:54.950 align:start position:0% <00:17:53.040>request <00:17:53.127>coming <00:17:53.215>in, <00:17:53.302>we <00:17:53.389>try <00:17:53.477>to <00:17:53.565>reduce <00:17:53.652>the <00:17:53.740>amount <00:17:53.827>a <00:17:53.915>human <00:17:54.002>needs <00:17:54.090>to <00:17:54.177>do <00:17:54.264>as <00:17:54.352>much <00:17:54.440>as 00:17:54.950 --> 00:17:54.960 align:start position:0% <00:17:54.950>amount <00:17:54.951>a <00:17:54.952>human <00:17:54.953>needs <00:17:54.954>to <00:17:54.955>do <00:17:54.956>as <00:17:54.957>much <00:17:54.959>as 00:17:54.960 --> 00:17:56.390 align:start position:0% <00:17:54.960>amount <00:17:55.067>a <00:17:55.174>human <00:17:55.281>needs <00:17:55.389>to <00:17:55.496>do <00:17:55.603>as <00:17:55.710>much <00:17:55.818>as <00:17:55.925>possible <00:17:56.032>basically <00:17:56.139>to <00:17:56.247>prepare 00:17:56.390 --> 00:17:56.400 align:start position:0% <00:17:56.390>possible <00:17:56.393>basically <00:17:56.396>to <00:17:56.399>prepare 00:17:56.400 --> 00:17:58.750 align:start position:0% <00:17:56.400>possible <00:17:56.575>basically <00:17:56.750>to <00:17:56.925>prepare <00:17:57.100>everything. <00:17:57.275>But <00:17:57.450>the <00:17:57.625>accountability <00:17:57.800>still 00:17:58.750 --> 00:17:58.760 align:start position:0% <00:17:58.750>everything. <00:17:58.752>But <00:17:58.754>the <00:17:58.756>accountability <00:17:58.759>still 00:17:58.760 --> 00:18:00.870 align:start position:0% <00:17:58.760>everything. <00:17:58.900>But <00:17:59.040>the <00:17:59.180>accountability <00:17:59.320>still <00:17:59.460>needs <00:17:59.600>to <00:17:59.740>be <00:17:59.879>with <00:18:00.020>a <00:18:00.160>human. 00:18:00.870 --> 00:18:00.880 align:start position:0% <00:18:00.870>needs <00:18:00.871>to <00:18:00.873>be <00:18:00.875>with <00:18:00.877>a <00:18:00.879>human. 00:18:00.880 --> 00:18:03.190 align:start position:0% <00:18:00.880>needs <00:18:01.020>to <00:18:01.160>be <00:18:01.300>with <00:18:01.440>a <00:18:01.580>human. <00:18:01.720>And <00:18:01.860>I <00:18:02.000>think <00:18:02.140>it's <00:18:02.280>good. 00:18:03.190 --> 00:18:03.200 align:start position:0% <00:18:03.190>And <00:18:03.192>I <00:18:03.194>think <00:18:03.196>it's <00:18:03.199>good. 00:18:03.200 --> 00:18:05.630 align:start position:0% <00:18:03.200>And <00:18:03.307>I <00:18:03.415>think <00:18:03.523>it's <00:18:03.630>good. <00:18:03.738>Maybe <00:18:03.846>we <00:18:03.953>just <00:18:04.061>need <00:18:04.169>to <00:18:04.276>put <00:18:04.384>this <00:18:04.492>on <00:18:04.600>one 00:18:05.630 --> 00:18:05.640 align:start position:0% <00:18:05.630>Maybe <00:18:05.631>we <00:18:05.632>just <00:18:05.633>need <00:18:05.634>to <00:18:05.635>put <00:18:05.636>this <00:18:05.637>on <00:18:05.639>one 00:18:05.640 --> 00:18:08.190 align:start position:0% <00:18:05.640>Maybe <00:18:05.747>we <00:18:05.855>just <00:18:05.963>need <00:18:06.070>to <00:18:06.178>put <00:18:06.286>this <00:18:06.393>on <00:18:06.501>one <00:18:06.609>level <00:18:06.716>higher <00:18:06.824>basically <00:18:06.932>to <00:18:07.040>not 00:18:08.190 --> 00:18:08.200 align:start position:0% <00:18:08.190>level <00:18:08.192>higher <00:18:08.194>basically <00:18:08.196>to <00:18:08.199>not 00:18:08.200 --> 00:18:10.070 align:start position:0% <00:18:08.200>level <00:18:08.327>higher <00:18:08.454>basically <00:18:08.581>to <00:18:08.709>not <00:18:08.836>look <00:18:08.963>at <00:18:09.090>every <00:18:09.218>single <00:18:09.345>line <00:18:09.472>of <00:18:09.600>code 00:18:10.070 --> 00:18:10.080 align:start position:0% <00:18:10.070>look <00:18:10.071>at <00:18:10.072>every <00:18:10.074>single <00:18:10.076>line <00:18:10.077>of <00:18:10.079>code 00:18:10.080 --> 00:18:11.550 align:start position:0% <00:18:10.080>look <00:18:10.174>at <00:18:10.269>every <00:18:10.363>single <00:18:10.457>line <00:18:10.552>of <00:18:10.647>code <00:18:10.741>anymore. <00:18:10.836>And <00:18:10.930>And <00:18:11.024>by <00:18:11.119>the <00:18:11.214>way, <00:18:11.308>this <00:18:11.403>was 00:18:11.550 --> 00:18:11.560 align:start position:0% <00:18:11.550>anymore. <00:18:11.551>And <00:18:11.552>And <00:18:11.553>by <00:18:11.555>the <00:18:11.556>way, <00:18:11.557>this <00:18:11.559>was 00:18:11.560 --> 00:18:13.950 align:start position:0% <00:18:11.560>anymore. <00:18:11.659>And <00:18:11.760>And <00:18:11.860>by <00:18:11.960>the <00:18:12.060>way, <00:18:12.159>this <00:18:12.260>was <00:18:12.360>actually <00:18:12.460>also <00:18:12.560>not <00:18:12.659>a <00:18:12.760>requirement <00:18:12.860>from <00:18:12.960>the 00:18:13.950 --> 00:18:13.960 align:start position:0% <00:18:13.950>actually <00:18:13.951>also <00:18:13.953>not <00:18:13.954>a <00:18:13.956>requirement <00:18:13.957>from <00:18:13.959>the 00:18:13.960 --> 00:18:15.870 align:start position:0% <00:18:13.960>actually <00:18:14.067>also <00:18:14.175>not <00:18:14.283>a <00:18:14.390>requirement <00:18:14.498>from <00:18:14.606>the <00:18:14.713>regulator <00:18:14.821>to <00:18:14.929>look <00:18:15.036>at <00:18:15.144>every <00:18:15.252>single <00:18:15.360>line 00:18:15.870 --> 00:18:15.880 align:start position:0% <00:18:15.870>regulator <00:18:15.871>to <00:18:15.873>look <00:18:15.874>at <00:18:15.876>every <00:18:15.877>single <00:18:15.879>line 00:18:15.880 --> 00:18:17.790 align:start position:0% <00:18:15.880>regulator <00:18:15.980>to <00:18:16.080>look <00:18:16.180>at <00:18:16.280>every <00:18:16.380>single <00:18:16.480>line <00:18:16.580>of <00:18:16.680>code <00:18:16.780>and <00:18:16.880>sign <00:18:16.980>it <00:18:17.080>off. <00:18:17.180>But <00:18:17.280>the 00:18:17.790 --> 00:18:17.800 align:start position:0% <00:18:17.790>of <00:18:17.791>code <00:18:17.792>and <00:18:17.793>sign <00:18:17.795>it <00:18:17.796>off. <00:18:17.797>But <00:18:17.799>the 00:18:17.800 --> 00:18:21.230 align:start position:0% <00:18:17.800>of <00:18:17.907>code <00:18:18.015>and <00:18:18.123>sign <00:18:18.230>it <00:18:18.338>off. <00:18:18.446>But <00:18:18.553>the <00:18:18.661>requirement <00:18:18.769>from <00:18:18.876>a <00:18:18.984>regulator <00:18:19.092>is <00:18:19.200>that 00:18:21.230 --> 00:18:21.240 align:start position:0% <00:18:21.230>requirement <00:18:21.231>from <00:18:21.233>a <00:18:21.235>regulator <00:18:21.237>is <00:18:21.239>that 00:18:21.240 --> 00:18:23.390 align:start position:0% <00:18:21.240>requirement <00:18:21.356>from <00:18:21.473>a <00:18:21.590>regulator <00:18:21.706>is <00:18:21.823>that <00:18:21.940>a <00:18:22.056>customer <00:18:22.173>can <00:18:22.290>trust <00:18:22.406>the <00:18:22.523>company <00:18:22.640>that 00:18:23.390 --> 00:18:23.400 align:start position:0% <00:18:23.390>a <00:18:23.391>customer <00:18:23.393>can <00:18:23.394>trust <00:18:23.396>the <00:18:23.397>company <00:18:23.399>that 00:18:23.400 --> 00:18:26.270 align:start position:0% <00:18:23.400>a <00:18:23.507>customer <00:18:23.615>can <00:18:23.723>trust <00:18:23.830>the <00:18:23.938>company <00:18:24.046>that <00:18:24.153>not <00:18:24.261>one <00:18:24.369>single <00:18:24.476>person <00:18:24.584>in <00:18:24.692>this <00:18:24.800>company 00:18:26.270 --> 00:18:26.280 align:start position:0% <00:18:26.270>not <00:18:26.271>one <00:18:26.273>single <00:18:26.274>person <00:18:26.276>in <00:18:26.277>this <00:18:26.279>company 00:18:26.280 --> 00:18:29.190 align:start position:0% <00:18:26.280>not <00:18:26.379>one <00:18:26.480>single <00:18:26.580>person <00:18:26.680>in <00:18:26.780>this <00:18:26.879>company <00:18:26.980>can <00:18:27.080>decide <00:18:27.180>to <00:18:27.280>do <00:18:27.379>a <00:18:27.480>fraudulent <00:18:27.580>action <00:18:27.680>and 00:18:29.190 --> 00:18:29.200 align:start position:0% <00:18:29.190>can <00:18:29.191>decide <00:18:29.192>to <00:18:29.193>do <00:18:29.195>a <00:18:29.196>fraudulent <00:18:29.197>action <00:18:29.199>and 00:18:29.200 --> 00:18:31.230 align:start position:0% <00:18:29.200>can <00:18:29.307>decide <00:18:29.415>to <00:18:29.523>do <00:18:29.630>a <00:18:29.738>fraudulent <00:18:29.846>action <00:18:29.953>and <00:18:30.061>push <00:18:30.169>something <00:18:30.276>to <00:18:30.384>the <00:18:30.492>critical <00:18:30.600>system 00:18:31.230 --> 00:18:31.240 align:start position:0% <00:18:31.230>push <00:18:31.231>something <00:18:31.233>to <00:18:31.235>the <00:18:31.237>critical <00:18:31.239>system 00:18:31.240 --> 00:18:34.070 align:start position:0% <00:18:31.240>push <00:18:31.347>something <00:18:31.455>to <00:18:31.563>the <00:18:31.670>critical <00:18:31.778>system <00:18:31.886>basically. <00:18:31.993>So, <00:18:32.101>yeah, <00:18:32.209>we <00:18:32.316>we <00:18:32.424>take <00:18:32.532>care <00:18:32.640>in 00:18:34.070 --> 00:18:34.080 align:start position:0% <00:18:34.070>basically. <00:18:34.071>So, <00:18:34.072>yeah, <00:18:34.073>we <00:18:34.075>we <00:18:34.076>take <00:18:34.077>care <00:18:34.079>in 00:18:34.080 --> 00:18:36.110 align:start position:0% <00:18:34.080>basically. <00:18:34.173>So, <00:18:34.266>yeah, <00:18:34.360>we <00:18:34.453>we <00:18:34.546>take <00:18:34.639>care <00:18:34.733>in <00:18:34.826>this <00:18:34.919>direction <00:18:35.013>to <00:18:35.106>say <00:18:35.199>we <00:18:35.293>still <00:18:35.386>have <00:18:35.480>four 00:18:36.110 --> 00:18:36.120 align:start position:0% <00:18:36.110>this <00:18:36.111>direction <00:18:36.112>to <00:18:36.113>say <00:18:36.115>we <00:18:36.116>still <00:18:36.117>have <00:18:36.119>four 00:18:36.120 --> 00:18:37.710 align:start position:0% <00:18:36.120>this <00:18:36.227>direction <00:18:36.335>to <00:18:36.443>say <00:18:36.550>we <00:18:36.658>still <00:18:36.766>have <00:18:36.873>four <00:18:36.981>eye <00:18:37.089>principle, <00:18:37.196>but <00:18:37.304>the <00:18:37.412>important <00:18:37.520>thing 00:18:37.710 --> 00:18:37.720 align:start position:0% <00:18:37.710>eye <00:18:37.711>principle, <00:18:37.713>but <00:18:37.715>the <00:18:37.717>important <00:18:37.719>thing 00:18:37.720 --> 00:18:39.870 align:start position:0% <00:18:37.720>eye <00:18:37.860>principle, <00:18:38.000>but <00:18:38.140>the <00:18:38.280>important <00:18:38.420>thing <00:18:38.560>is <00:18:38.700>to <00:18:38.840>make <00:18:38.980>sure <00:18:39.120>that 00:18:39.870 --> 00:18:39.880 align:start position:0% <00:18:39.870>is <00:18:39.872>to <00:18:39.874>make <00:18:39.876>sure <00:18:39.879>that 00:18:39.880 --> 00:18:41.350 align:start position:0% <00:18:39.880>is <00:18:40.012>to <00:18:40.144>make <00:18:40.276>sure <00:18:40.409>that <00:18:40.541>the <00:18:40.673>critical <00:18:40.806>systems <00:18:40.938>are <00:18:41.070>still <00:18:41.203>safe 00:18:41.350 --> 00:18:41.360 align:start position:0% <00:18:41.350>the <00:18:41.351>critical <00:18:41.353>systems <00:18:41.355>are <00:18:41.357>still <00:18:41.359>safe 00:18:41.360 --> 00:18:42.190 align:start position:0% <00:18:41.360>the <00:18:41.466>critical <00:18:41.573>systems <00:18:41.680>are <00:18:41.786>still <00:18:41.893>safe <00:18:42.000>basically. <00:18:42.107>Yeah. 00:18:42.190 --> 00:18:42.200 align:start position:0% <00:18:42.190>basically. <00:18:42.199>Yeah. 00:18:42.200 --> 00:18:43.710 align:start position:0% <00:18:42.200>basically. <00:18:42.471>Yeah. <00:18:42.743>>> <00:18:43.015>Cool. <00:18:43.287>Thank <00:18:43.559>you. 00:18:43.710 --> 00:18:43.720 align:start position:0% <00:18:43.710>>> <00:18:43.713>Cool. <00:18:43.716>Thank <00:18:43.719>you. 00:18:43.720 --> 00:18:45.270 align:start position:0% <00:18:43.720>>> <00:18:43.919>Cool. <00:18:44.118>Thank <00:18:44.317>you. <00:18:44.517>Yossi, <00:18:44.716>I <00:18:44.915>mean <00:18:45.115>even 00:18:45.270 --> 00:18:45.280 align:start position:0% <00:18:45.270>Yossi, <00:18:45.273>I <00:18:45.276>mean <00:18:45.279>even 00:18:45.280 --> 00:18:46.710 align:start position:0% <00:18:45.280>Yossi, <00:18:45.440>I <00:18:45.601>mean <00:18:45.762>even <00:18:45.923>Christian <00:18:46.084>actually <00:18:46.245>just <00:18:46.406>mentioned <00:18:46.567>those 00:18:46.710 --> 00:18:46.720 align:start position:0% <00:18:46.710>Christian <00:18:46.712>actually <00:18:46.714>just <00:18:46.716>mentioned <00:18:46.719>those 00:18:46.720 --> 00:18:48.550 align:start position:0% <00:18:46.720>Christian <00:18:46.860>actually <00:18:47.000>just <00:18:47.140>mentioned <00:18:47.280>those <00:18:47.420>models <00:18:47.560>that <00:18:47.700>are <00:18:47.840>coming <00:18:47.980>from <00:18:48.120>somewhere 00:18:48.550 --> 00:18:48.560 align:start position:0% <00:18:48.550>models <00:18:48.551>that <00:18:48.553>are <00:18:48.555>coming <00:18:48.557>from <00:18:48.559>somewhere 00:18:48.560 --> 00:18:50.230 align:start position:0% <00:18:48.560>models <00:18:48.676>that <00:18:48.793>are <00:18:48.909>coming <00:18:49.026>from <00:18:49.143>somewhere <00:18:49.260>from <00:18:49.376>here <00:18:49.493>and <00:18:49.610>there. <00:18:49.726>So, <00:18:49.843>basically <00:18:49.960>we 00:18:50.230 --> 00:18:50.240 align:start position:0% <00:18:50.230>from <00:18:50.231>here <00:18:50.233>and <00:18:50.234>there. <00:18:50.236>So, <00:18:50.237>basically <00:18:50.239>we 00:18:50.240 --> 00:18:52.790 align:start position:0% <00:18:50.240>from <00:18:50.380>here <00:18:50.520>and <00:18:50.660>there. <00:18:50.800>So, <00:18:50.940>basically <00:18:51.080>we <00:18:51.220>have <00:18:51.360>we <00:18:51.500>talked <00:18:51.640>about 00:18:52.790 --> 00:18:52.800 align:start position:0% <00:18:52.790>have <00:18:52.793>we <00:18:52.796>talked <00:18:52.799>about 00:18:52.800 --> 00:18:54.670 align:start position:0% <00:18:52.800>have <00:18:52.955>we <00:18:53.111>talked <00:18:53.266>about <00:18:53.422>AI <00:18:53.577>for <00:18:53.733>security <00:18:53.888>and <00:18:54.044>that's <00:18:54.200>something 00:18:54.670 --> 00:18:54.680 align:start position:0% <00:18:54.670>AI <00:18:54.671>for <00:18:54.673>security <00:18:54.675>and <00:18:54.677>that's <00:18:54.679>something 00:18:54.680 --> 00:18:56.470 align:start position:0% <00:18:54.680>AI <00:18:54.807>for <00:18:54.934>security <00:18:55.061>and <00:18:55.189>that's <00:18:55.316>something <00:18:55.443>that <00:18:55.570>we <00:18:55.698>mentioned. <00:18:55.825>What <00:18:55.952>about <00:18:56.080>security 00:18:56.470 --> 00:18:56.480 align:start position:0% <00:18:56.470>that <00:18:56.471>we <00:18:56.473>mentioned. <00:18:56.475>What <00:18:56.477>about <00:18:56.479>security 00:18:56.480 --> 00:18:58.590 align:start position:0% <00:18:56.480>that <00:18:56.655>we <00:18:56.830>mentioned. <00:18:57.005>What <00:18:57.180>about <00:18:57.355>security <00:18:57.530>for <00:18:57.705>AI? <00:18:57.880>So, 00:18:58.590 --> 00:18:58.600 align:start position:0% <00:18:58.590>for <00:18:58.594>AI? <00:18:58.599>So, 00:18:58.600 --> 00:18:59.990 align:start position:0% <00:18:58.600>for <00:18:58.739>AI? <00:18:58.878>So, <00:18:59.016>what <00:18:59.156>about <00:18:59.295>the <00:18:59.434>situation <00:18:59.572>how <00:18:59.712>we <00:18:59.851>are 00:18:59.990 --> 00:19:00.000 align:start position:0% <00:18:59.990>what <00:18:59.991>about <00:18:59.993>the <00:18:59.994>situation <00:18:59.996>how <00:18:59.997>we <00:18:59.999>are 00:19:00.000 --> 00:19:02.110 align:start position:0% <00:19:00.000>what <00:19:00.116>about <00:19:00.233>the <00:19:00.350>situation <00:19:00.466>how <00:19:00.583>we <00:19:00.700>are <00:19:00.816>protecting <00:19:00.933>the <00:19:01.050>models, <00:19:01.166>the <00:19:01.283>data <00:19:01.400>from 00:19:02.110 --> 00:19:02.120 align:start position:0% <00:19:02.110>protecting <00:19:02.111>the <00:19:02.113>models, <00:19:02.115>the <00:19:02.117>data <00:19:02.119>from 00:19:02.120 --> 00:19:04.190 align:start position:0% <00:19:02.120>protecting <00:19:02.320>the <00:19:02.520>models, <00:19:02.719>the <00:19:02.919>data <00:19:03.120>from <00:19:03.320>being <00:19:03.520>poisoned 00:19:04.190 --> 00:19:04.200 align:start position:0% <00:19:04.190>being <00:19:04.199>poisoned 00:19:04.200 --> 00:19:05.990 align:start position:0% <00:19:04.200>being <00:19:04.400>poisoned <00:19:04.600>along <00:19:04.800>the <00:19:05.000>process <00:19:05.200>or <00:19:05.400>hijacking <00:19:05.600>the 00:19:05.990 --> 00:19:06.000 align:start position:0% <00:19:05.990>along <00:19:05.991>the <00:19:05.993>process <00:19:05.995>or <00:19:05.997>hijacking <00:19:05.999>the 00:19:06.000 --> 00:19:07.710 align:start position:0% <00:19:06.000>along <00:19:06.127>the <00:19:06.254>process <00:19:06.381>or <00:19:06.509>hijacking <00:19:06.636>the <00:19:06.763>models? <00:19:06.890>So, <00:19:07.018>those <00:19:07.145>are <00:19:07.272>all <00:19:07.400>important 00:19:07.710 --> 00:19:07.720 align:start position:0% <00:19:07.710>models? <00:19:07.711>So, <00:19:07.713>those <00:19:07.715>are <00:19:07.717>all <00:19:07.719>important 00:19:07.720 --> 00:19:10.270 align:start position:0% <00:19:07.720>models? <00:19:07.860>So, <00:19:08.000>those <00:19:08.140>are <00:19:08.280>all <00:19:08.420>important <00:19:08.560>topics. <00:19:08.700>So, <00:19:08.840>where <00:19:08.980>are <00:19:09.120>enterprises 00:19:10.270 --> 00:19:10.280 align:start position:0% <00:19:10.270>topics. <00:19:10.272>So, <00:19:10.274>where <00:19:10.276>are <00:19:10.279>enterprises 00:19:10.280 --> 00:19:12.670 align:start position:0% <00:19:10.280>topics. <00:19:10.480>So, <00:19:10.680>where <00:19:10.879>are <00:19:11.080>enterprises <00:19:11.280>actually <00:19:11.480>currently <00:19:11.680>failing 00:19:12.670 --> 00:19:12.680 align:start position:0% <00:19:12.670>actually <00:19:12.674>currently <00:19:12.679>failing 00:19:12.680 --> 00:19:14.470 align:start position:0% <00:19:12.680>actually <00:19:12.835>currently <00:19:12.991>failing <00:19:13.146>and <00:19:13.302>side <00:19:13.457>of <00:19:13.613>this <00:19:13.768>coin <00:19:13.924>needs <00:19:14.080>actually 00:19:14.470 --> 00:19:14.480 align:start position:0% <00:19:14.470>and <00:19:14.471>side <00:19:14.473>of <00:19:14.474>this <00:19:14.476>coin <00:19:14.477>needs <00:19:14.479>actually 00:19:14.480 --> 00:19:16.830 align:start position:0% <00:19:14.480>and <00:19:14.635>side <00:19:14.791>of <00:19:14.946>this <00:19:15.102>coin <00:19:15.257>needs <00:19:15.413>actually <00:19:15.568>more <00:19:15.724>immediate <00:19:15.880>attention? 00:19:16.830 --> 00:19:16.840 align:start position:0% <00:19:16.830>more <00:19:16.834>immediate <00:19:16.839>attention? 00:19:16.840 --> 00:19:19.710 align:start position:0% <00:19:16.840>more <00:19:16.967>immediate <00:19:17.094>attention? <00:19:17.221>>> <00:19:17.349>You <00:19:17.476>know, <00:19:17.603>I <00:19:17.730>think <00:19:17.858>the <00:19:17.985>models <00:19:18.112>are <00:19:18.240>very 00:19:19.710 --> 00:19:19.720 align:start position:0% <00:19:19.710>>> <00:19:19.711>You <00:19:19.712>know, <00:19:19.713>I <00:19:19.714>think <00:19:19.715>the <00:19:19.716>models <00:19:19.717>are <00:19:19.719>very 00:19:19.720 --> 00:19:21.790 align:start position:0% <00:19:19.720>>> <00:19:19.813>You <00:19:19.906>know, <00:19:20.000>I <00:19:20.093>think <00:19:20.186>the <00:19:20.280>models <00:19:20.373>are <00:19:20.466>very <00:19:20.560>quickly <00:19:20.653>getting <00:19:20.746>to <00:19:20.840>a <00:19:20.933>point <00:19:21.026>that <00:19:21.120>that 00:19:21.790 --> 00:19:21.800 align:start position:0% <00:19:21.790>quickly <00:19:21.791>getting <00:19:21.793>to <00:19:21.794>a <00:19:21.796>point <00:19:21.797>that <00:19:21.799>that 00:19:21.800 --> 00:19:23.110 align:start position:0% <00:19:21.800>quickly <00:19:21.898>getting <00:19:21.996>to <00:19:22.094>a <00:19:22.193>point <00:19:22.291>that <00:19:22.389>that <00:19:22.487>lots <00:19:22.586>of <00:19:22.684>models, <00:19:22.782>you <00:19:22.880>know, <00:19:22.978>they're 00:19:23.110 --> 00:19:23.120 align:start position:0% <00:19:23.110>lots <00:19:23.111>of <00:19:23.113>models, <00:19:23.115>you <00:19:23.117>know, <00:19:23.119>they're 00:19:23.120 --> 00:19:25.030 align:start position:0% <00:19:23.120>lots <00:19:23.236>of <00:19:23.353>models, <00:19:23.469>you <00:19:23.586>know, <00:19:23.703>they're <00:19:23.820>starting <00:19:23.936>to <00:19:24.053>become <00:19:24.169>very <00:19:24.286>similar <00:19:24.403>in <00:19:24.520>many 00:19:25.030 --> 00:19:25.040 align:start position:0% <00:19:25.030>starting <00:19:25.031>to <00:19:25.033>become <00:19:25.034>very <00:19:25.036>similar <00:19:25.037>in <00:19:25.039>many 00:19:25.040 --> 00:19:26.150 align:start position:0% <00:19:25.040>starting <00:19:25.182>to <00:19:25.325>become <00:19:25.468>very <00:19:25.610>similar <00:19:25.753>in <00:19:25.896>many <00:19:26.039>ways. 00:19:26.150 --> 00:19:26.160 align:start position:0% ways. 00:19:26.160 --> 00:19:26.790 align:start position:0% <00:19:26.160>ways. <00:19:26.726>A 00:19:26.790 --> 00:19:26.800 align:start position:0% A 00:19:26.800 --> 00:19:29.070 align:start position:0% <00:19:26.800>A <00:19:26.975>a <00:19:27.149>lot <00:19:27.325>of <00:19:27.500>the <00:19:27.675>work <00:19:27.850>that <00:19:28.024>enterprises <00:19:28.200>have 00:19:29.070 --> 00:19:29.080 align:start position:0% <00:19:29.070>a <00:19:29.071>lot <00:19:29.072>of <00:19:29.073>the <00:19:29.075>work <00:19:29.076>that <00:19:29.077>enterprises <00:19:29.079>have 00:19:29.080 --> 00:19:31.630 align:start position:0% <00:19:29.080>a <00:19:29.167>lot <00:19:29.254>of <00:19:29.342>the <00:19:29.429>work <00:19:29.517>that <00:19:29.605>enterprises <00:19:29.692>have <00:19:29.780>to <00:19:29.867>do <00:19:29.955>is <00:19:30.042>around <00:19:30.129>the <00:19:30.217>model. <00:19:30.304>How <00:19:30.392>do <00:19:30.480>you 00:19:31.630 --> 00:19:31.640 align:start position:0% <00:19:31.630>to <00:19:31.631>do <00:19:31.632>is <00:19:31.633>around <00:19:31.634>the <00:19:31.635>model. <00:19:31.636>How <00:19:31.637>do <00:19:31.639>you 00:19:31.640 --> 00:19:34.270 align:start position:0% <00:19:31.640>to <00:19:31.733>do <00:19:31.826>is <00:19:31.920>around <00:19:32.013>the <00:19:32.106>model. <00:19:32.200>How <00:19:32.293>do <00:19:32.386>you <00:19:32.480>put <00:19:32.573>the <00:19:32.666>checks <00:19:32.760>and <00:19:32.853>balances <00:19:32.946>and <00:19:33.040>the 00:19:34.270 --> 00:19:34.280 align:start position:0% <00:19:34.270>put <00:19:34.271>the <00:19:34.273>checks <00:19:34.274>and <00:19:34.276>balances <00:19:34.277>and <00:19:34.279>the 00:19:34.280 --> 00:19:36.550 align:start position:0% <00:19:34.280>put <00:19:34.387>the <00:19:34.495>checks <00:19:34.603>and <00:19:34.710>balances <00:19:34.818>and <00:19:34.926>the <00:19:35.033>safety <00:19:35.141>nets <00:19:35.249>or <00:19:35.356>the <00:19:35.464>harnesses <00:19:35.572>around <00:19:35.680>the 00:19:36.550 --> 00:19:36.560 align:start position:0% <00:19:36.550>safety <00:19:36.551>nets <00:19:36.553>or <00:19:36.554>the <00:19:36.556>harnesses <00:19:36.557>around <00:19:36.559>the 00:19:36.560 --> 00:19:38.390 align:start position:0% <00:19:36.560>safety <00:19:36.676>nets <00:19:36.793>or <00:19:36.909>the <00:19:37.026>harnesses <00:19:37.143>around <00:19:37.260>the <00:19:37.376>around <00:19:37.493>the <00:19:37.610>models? <00:19:37.726>That's <00:19:37.843>where <00:19:37.960>the 00:19:38.390 --> 00:19:38.400 align:start position:0% <00:19:38.390>around <00:19:38.391>the <00:19:38.393>models? <00:19:38.395>That's <00:19:38.397>where <00:19:38.399>the 00:19:38.400 --> 00:19:40.550 align:start position:0% <00:19:38.400>around <00:19:38.516>the <00:19:38.633>models? <00:19:38.750>That's <00:19:38.866>where <00:19:38.983>the <00:19:39.100>enterprises <00:19:39.216>have <00:19:39.333>to <00:19:39.450>to <00:19:39.566>put <00:19:39.683>almost <00:19:39.800>all 00:19:40.550 --> 00:19:40.560 align:start position:0% <00:19:40.550>enterprises <00:19:40.551>have <00:19:40.553>to <00:19:40.554>to <00:19:40.556>put <00:19:40.557>almost <00:19:40.559>all 00:19:40.560 --> 00:19:42.750 align:start position:0% <00:19:40.560>enterprises <00:19:40.659>have <00:19:40.760>to <00:19:40.860>to <00:19:40.960>put <00:19:41.060>almost <00:19:41.159>all <00:19:41.260>their <00:19:41.360>energy <00:19:41.460>on. <00:19:41.560>You <00:19:41.659>know, <00:19:41.760>at <00:19:41.860>at <00:19:41.960>Harness 00:19:42.750 --> 00:19:42.760 align:start position:0% <00:19:42.750>their <00:19:42.751>energy <00:19:42.752>on. <00:19:42.753>You <00:19:42.755>know, <00:19:42.756>at <00:19:42.757>at <00:19:42.759>Harness 00:19:42.760 --> 00:19:44.150 align:start position:0% <00:19:42.760>their <00:19:42.856>energy <00:19:42.952>on. <00:19:43.048>You <00:19:43.144>know, <00:19:43.241>at <00:19:43.337>at <00:19:43.433>Harness <00:19:43.529>we <00:19:43.626>believe <00:19:43.722>in <00:19:43.818>a <00:19:43.914>concept <00:19:44.011>called 00:19:44.150 --> 00:19:44.160 align:start position:0% <00:19:44.150>we <00:19:44.151>believe <00:19:44.153>in <00:19:44.155>a <00:19:44.157>concept <00:19:44.159>called 00:19:44.160 --> 00:19:45.830 align:start position:0% <00:19:44.160>we <00:19:44.287>believe <00:19:44.414>in <00:19:44.541>a <00:19:44.669>concept <00:19:44.796>called <00:19:44.923>risk-based <00:19:45.050>autonomy <00:19:45.178>of <00:19:45.305>it. <00:19:45.432>Like <00:19:45.560>you 00:19:45.830 --> 00:19:45.840 align:start position:0% <00:19:45.830>risk-based <00:19:45.831>autonomy <00:19:45.833>of <00:19:45.835>it. <00:19:45.837>Like <00:19:45.839>you 00:19:45.840 --> 00:19:47.430 align:start position:0% <00:19:45.840>risk-based <00:19:45.947>autonomy <00:19:46.055>of <00:19:46.163>it. <00:19:46.270>Like <00:19:46.378>you <00:19:46.486>know, <00:19:46.593>something <00:19:46.701>say <00:19:46.809>you <00:19:46.916>use <00:19:47.024>a <00:19:47.132>model <00:19:47.240>to 00:19:47.430 --> 00:19:47.440 align:start position:0% <00:19:47.430>know, <00:19:47.431>something <00:19:47.432>say <00:19:47.433>you <00:19:47.435>use <00:19:47.436>a <00:19:47.437>model <00:19:47.439>to 00:19:47.440 --> 00:19:49.630 align:start position:0% <00:19:47.440>know, <00:19:47.533>something <00:19:47.626>say <00:19:47.720>you <00:19:47.813>use <00:19:47.906>a <00:19:48.000>model <00:19:48.093>to <00:19:48.186>write <00:19:48.280>code. <00:19:48.373>You <00:19:48.466>know, <00:19:48.560>what <00:19:48.653>do <00:19:48.746>you <00:19:48.840>does 00:19:49.630 --> 00:19:49.640 align:start position:0% <00:19:49.630>write <00:19:49.631>code. <00:19:49.632>You <00:19:49.633>know, <00:19:49.635>what <00:19:49.636>do <00:19:49.637>you <00:19:49.639>does 00:19:49.640 --> 00:19:51.150 align:start position:0% <00:19:49.640>write <00:19:49.737>code. <00:19:49.834>You <00:19:49.931>know, <00:19:50.028>what <00:19:50.125>do <00:19:50.222>you <00:19:50.319>does <00:19:50.416>the <00:19:50.513>code <00:19:50.610>go <00:19:50.707>to <00:19:50.804>production <00:19:50.901>without <00:19:50.999>any 00:19:51.150 --> 00:19:51.160 align:start position:0% <00:19:51.150>the <00:19:51.151>code <00:19:51.153>go <00:19:51.154>to <00:19:51.156>production <00:19:51.157>without <00:19:51.159>any 00:19:51.160 --> 00:19:53.150 align:start position:0% <00:19:51.160>the <00:19:51.267>code <00:19:51.375>go <00:19:51.483>to <00:19:51.590>production <00:19:51.698>without <00:19:51.806>any <00:19:51.913>human <00:19:52.021>in <00:19:52.129>the <00:19:52.236>loop? <00:19:52.344>That <00:19:52.452>really <00:19:52.560>depends 00:19:53.150 --> 00:19:53.160 align:start position:0% <00:19:53.150>human <00:19:53.151>in <00:19:53.153>the <00:19:53.154>loop? <00:19:53.156>That <00:19:53.157>really <00:19:53.159>depends 00:19:53.160 --> 00:19:54.670 align:start position:0% <00:19:53.160>human <00:19:53.257>in <00:19:53.354>the <00:19:53.451>loop? <00:19:53.548>That <00:19:53.645>really <00:19:53.742>depends <00:19:53.839>on <00:19:53.936>the <00:19:54.033>risk <00:19:54.130>and <00:19:54.227>you <00:19:54.324>and <00:19:54.421>that <00:19:54.519>every 00:19:54.670 --> 00:19:54.680 align:start position:0% <00:19:54.670>on <00:19:54.671>the <00:19:54.672>risk <00:19:54.673>and <00:19:54.675>you <00:19:54.676>and <00:19:54.677>that <00:19:54.679>every 00:19:54.680 --> 00:19:56.430 align:start position:0% <00:19:54.680>on <00:19:54.767>the <00:19:54.855>risk <00:19:54.942>and <00:19:55.030>you <00:19:55.117>and <00:19:55.205>that <00:19:55.292>every <00:19:55.380>change <00:19:55.467>you <00:19:55.555>can <00:19:55.642>give <00:19:55.730>a <00:19:55.817>score <00:19:55.905>of <00:19:55.992>the <00:19:56.080>risk 00:19:56.430 --> 00:19:56.440 align:start position:0% <00:19:56.430>change <00:19:56.431>you <00:19:56.432>can <00:19:56.433>give <00:19:56.434>a <00:19:56.435>score <00:19:56.436>of <00:19:56.437>the <00:19:56.439>risk 00:19:56.440 --> 00:19:58.150 align:start position:0% <00:19:56.440>change <00:19:56.527>you <00:19:56.615>can <00:19:56.702>give <00:19:56.790>a <00:19:56.877>score <00:19:56.965>of <00:19:57.052>the <00:19:57.140>risk <00:19:57.227>like <00:19:57.315>you <00:19:57.402>know, <00:19:57.490>what <00:19:57.577>is <00:19:57.665>the <00:19:57.752>the <00:19:57.840>the 00:19:58.150 --> 00:19:58.160 align:start position:0% <00:19:58.150>like <00:19:58.151>you <00:19:58.152>know, <00:19:58.153>what <00:19:58.155>is <00:19:58.156>the <00:19:58.157>the <00:19:58.159>the 00:19:58.160 --> 00:20:00.510 align:start position:0% <00:19:58.160>like <00:19:58.260>you <00:19:58.360>know, <00:19:58.460>what <00:19:58.560>is <00:19:58.660>the <00:19:58.760>the <00:19:58.860>the <00:19:58.960>magnitude <00:19:59.060>of <00:19:59.160>the <00:19:59.260>change <00:19:59.360>itself? <00:19:59.460>What <00:19:59.560>was 00:20:00.510 --> 00:20:00.520 align:start position:0% <00:20:00.510>magnitude <00:20:00.511>of <00:20:00.513>the <00:20:00.514>change <00:20:00.516>itself? <00:20:00.517>What <00:20:00.519>was 00:20:00.520 --> 00:20:02.230 align:start position:0% <00:20:00.520>magnitude <00:20:00.607>of <00:20:00.695>the <00:20:00.782>change <00:20:00.870>itself? <00:20:00.957>What <00:20:01.045>was <00:20:01.132>the <00:20:01.220>the <00:20:01.307>you <00:20:01.395>know, <00:20:01.482>the <00:20:01.570>was <00:20:01.657>it <00:20:01.745>a <00:20:01.832>small <00:20:01.920>bug 00:20:02.230 --> 00:20:02.240 align:start position:0% <00:20:02.230>the <00:20:02.231>the <00:20:02.232>you <00:20:02.233>know, <00:20:02.234>the <00:20:02.235>was <00:20:02.236>it <00:20:02.237>a <00:20:02.238>small <00:20:02.239>bug 00:20:02.240 --> 00:20:04.510 align:start position:0% <00:20:02.240>the <00:20:02.322>the <00:20:02.404>you <00:20:02.487>know, <00:20:02.569>the <00:20:02.651>was <00:20:02.734>it <00:20:02.816>a <00:20:02.898>small <00:20:02.981>bug <00:20:03.063>fix <00:20:03.145>or <00:20:03.228>was <00:20:03.310>it <00:20:03.392>a <00:20:03.475>you <00:20:03.557>know, <00:20:03.640>critical 00:20:04.510 --> 00:20:04.520 align:start position:0% <00:20:04.510>fix <00:20:04.511>or <00:20:04.512>was <00:20:04.513>it <00:20:04.515>a <00:20:04.516>you <00:20:04.517>know, <00:20:04.519>critical 00:20:04.520 --> 00:20:06.110 align:start position:0% <00:20:04.520>fix <00:20:04.613>or <00:20:04.706>was <00:20:04.800>it <00:20:04.893>a <00:20:04.986>you <00:20:05.080>know, <00:20:05.173>critical <00:20:05.266>feature <00:20:05.360>for <00:20:05.453>a <00:20:05.546>you <00:20:05.639>know, <00:20:05.733>for <00:20:05.826>a <00:20:05.920>financial 00:20:06.110 --> 00:20:06.120 align:start position:0% <00:20:06.110>feature <00:20:06.111>for <00:20:06.112>a <00:20:06.113>you <00:20:06.115>know, <00:20:06.116>for <00:20:06.117>a <00:20:06.119>financial 00:20:06.120 --> 00:20:07.950 align:start position:0% <00:20:06.120>feature <00:20:06.227>for <00:20:06.335>a <00:20:06.443>you <00:20:06.550>know, <00:20:06.658>for <00:20:06.766>a <00:20:06.873>financial <00:20:06.981>services <00:20:07.089>customer? <00:20:07.196>You <00:20:07.304>know, <00:20:07.412>what <00:20:07.520>was 00:20:07.950 --> 00:20:07.960 align:start position:0% <00:20:07.950>services <00:20:07.951>customer? <00:20:07.953>You <00:20:07.955>know, <00:20:07.957>what <00:20:07.959>was 00:20:07.960 --> 00:20:09.670 align:start position:0% <00:20:07.960>services <00:20:08.067>customer? <00:20:08.175>You <00:20:08.283>know, <00:20:08.390>what <00:20:08.498>was <00:20:08.606>the <00:20:08.713>the <00:20:08.821>level <00:20:08.929>of <00:20:09.036>testing <00:20:09.144>that <00:20:09.252>was <00:20:09.360>done 00:20:09.670 --> 00:20:09.680 align:start position:0% <00:20:09.670>the <00:20:09.671>the <00:20:09.672>level <00:20:09.673>of <00:20:09.675>testing <00:20:09.676>that <00:20:09.677>was <00:20:09.679>done 00:20:09.680 --> 00:20:11.630 align:start position:0% <00:20:09.680>the <00:20:09.780>the <00:20:09.880>level <00:20:09.980>of <00:20:10.080>testing <00:20:10.180>that <00:20:10.280>was <00:20:10.380>done <00:20:10.480>could <00:20:10.580>be <00:20:10.680>a <00:20:10.780>risk <00:20:10.880>indicator. <00:20:10.980>What <00:20:11.080>model 00:20:11.630 --> 00:20:11.640 align:start position:0% <00:20:11.630>could <00:20:11.631>be <00:20:11.633>a <00:20:11.634>risk <00:20:11.636>indicator. <00:20:11.637>What <00:20:11.639>model 00:20:11.640 --> 00:20:13.110 align:start position:0% <00:20:11.640>could <00:20:11.734>be <00:20:11.829>a <00:20:11.923>risk <00:20:12.018>indicator. <00:20:12.112>What <00:20:12.207>model <00:20:12.301>was <00:20:12.396>used <00:20:12.490>could <00:20:12.585>be <00:20:12.679>a <00:20:12.774>risk <00:20:12.868>indicator <00:20:12.963>as 00:20:13.110 --> 00:20:13.120 align:start position:0% <00:20:13.110>was <00:20:13.111>used <00:20:13.112>could <00:20:13.113>be <00:20:13.115>a <00:20:13.116>risk <00:20:13.117>indicator <00:20:13.119>as 00:20:13.120 --> 00:20:15.030 align:start position:0% <00:20:13.120>was <00:20:13.219>used <00:20:13.320>could <00:20:13.419>be <00:20:13.520>a <00:20:13.620>risk <00:20:13.719>indicator <00:20:13.820>as <00:20:13.919>well. <00:20:14.020>What <00:20:14.120>your <00:20:14.219>regulators <00:20:14.320>require <00:20:14.419>is <00:20:14.520>a 00:20:15.030 --> 00:20:15.040 align:start position:0% <00:20:15.030>well. <00:20:15.031>What <00:20:15.033>your <00:20:15.034>regulators <00:20:15.036>require <00:20:15.037>is <00:20:15.039>a 00:20:15.040 --> 00:20:17.110 align:start position:0% <00:20:15.040>well. <00:20:15.147>What <00:20:15.255>your <00:20:15.363>regulators <00:20:15.470>require <00:20:15.578>is <00:20:15.686>a <00:20:15.793>risk <00:20:15.901>indicator. <00:20:16.009>You <00:20:16.116>know, <00:20:16.224>did <00:20:16.332>you <00:20:16.440>have 00:20:17.110 --> 00:20:17.120 align:start position:0% <00:20:17.110>risk <00:20:17.111>indicator. <00:20:17.112>You <00:20:17.114>know, <00:20:17.116>did <00:20:17.117>you <00:20:17.119>have 00:20:17.120 --> 00:20:19.350 align:start position:0% <00:20:17.120>risk <00:20:17.227>indicator. <00:20:17.335>You <00:20:17.443>know, <00:20:17.550>did <00:20:17.658>you <00:20:17.766>have <00:20:17.873>outages <00:20:17.981>and <00:20:18.089>security <00:20:18.196>attacks <00:20:18.304>on <00:20:18.412>on <00:20:18.520>that 00:20:19.350 --> 00:20:19.360 align:start position:0% <00:20:19.350>outages <00:20:19.351>and <00:20:19.352>security <00:20:19.354>attacks <00:20:19.356>on <00:20:19.357>on <00:20:19.359>that 00:20:19.360 --> 00:20:21.390 align:start position:0% <00:20:19.360>outages <00:20:19.476>and <00:20:19.593>security <00:20:19.709>attacks <00:20:19.826>on <00:20:19.943>on <00:20:20.060>that <00:20:20.176>particular <00:20:20.293>thing <00:20:20.409>before? <00:20:20.526>So, <00:20:20.643>based <00:20:20.760>on 00:20:21.390 --> 00:20:21.400 align:start position:0% <00:20:21.390>particular <00:20:21.391>thing <00:20:21.393>before? <00:20:21.395>So, <00:20:21.397>based <00:20:21.399>on 00:20:21.400 --> 00:20:22.910 align:start position:0% <00:20:21.400>particular <00:20:21.504>thing <00:20:21.609>before? <00:20:21.713>So, <00:20:21.818>based <00:20:21.922>on <00:20:22.027>that <00:20:22.131>if <00:20:22.236>if <00:20:22.340>everything <00:20:22.445>is <00:20:22.549>low <00:20:22.654>risk <00:20:22.759>at 00:20:22.910 --> 00:20:22.920 align:start position:0% <00:20:22.910>that <00:20:22.911>if <00:20:22.912>if <00:20:22.913>everything <00:20:22.915>is <00:20:22.916>low <00:20:22.917>risk <00:20:22.919>at 00:20:22.920 --> 00:20:25.150 align:start position:0% <00:20:22.920>that <00:20:23.007>if <00:20:23.095>if <00:20:23.182>everything <00:20:23.270>is <00:20:23.357>low <00:20:23.445>risk <00:20:23.532>at <00:20:23.620>every <00:20:23.707>step, <00:20:23.795>you <00:20:23.882>can <00:20:23.970>go <00:20:24.057>all <00:20:24.145>the <00:20:24.232>way <00:20:24.320>down 00:20:25.150 --> 00:20:25.160 align:start position:0% <00:20:25.150>every <00:20:25.151>step, <00:20:25.152>you <00:20:25.153>can <00:20:25.154>go <00:20:25.155>all <00:20:25.156>the <00:20:25.157>way <00:20:25.159>down 00:20:25.160 --> 00:20:26.590 align:start position:0% <00:20:25.160>every <00:20:25.240>step, <00:20:25.320>you <00:20:25.401>can <00:20:25.481>go <00:20:25.562>all <00:20:25.642>the <00:20:25.723>way <00:20:25.803>down <00:20:25.883>to <00:20:25.964>to <00:20:26.044>production <00:20:26.125>and <00:20:26.205>you <00:20:26.286>know, <00:20:26.366>you <00:20:26.447>have 00:20:26.590 --> 00:20:26.600 align:start position:0% <00:20:26.590>to <00:20:26.591>to <00:20:26.592>production <00:20:26.593>and <00:20:26.595>you <00:20:26.596>know, <00:20:26.597>you <00:20:26.599>have 00:20:26.600 --> 00:20:28.110 align:start position:0% <00:20:26.600>to <00:20:26.697>to <00:20:26.794>production <00:20:26.891>and <00:20:26.988>you <00:20:27.085>know, <00:20:27.182>you <00:20:27.279>have <00:20:27.376>these <00:20:27.473>are <00:20:27.570>the <00:20:27.667>your <00:20:27.764>safety <00:20:27.861>checks <00:20:27.958>based 00:20:28.110 --> 00:20:28.120 align:start position:0% <00:20:28.110>these <00:20:28.111>are <00:20:28.112>the <00:20:28.114>your <00:20:28.116>safety <00:20:28.117>checks <00:20:28.119>based 00:20:28.120 --> 00:20:30.190 align:start position:0% <00:20:28.120>these <00:20:28.213>are <00:20:28.306>the <00:20:28.399>your <00:20:28.493>safety <00:20:28.586>checks <00:20:28.679>based <00:20:28.773>on <00:20:28.866>the <00:20:28.959>degree <00:20:29.053>of <00:20:29.146>autonomy <00:20:29.239>you <00:20:29.333>give <00:20:29.426>to <00:20:29.520>AI 00:20:30.190 --> 00:20:30.200 align:start position:0% <00:20:30.190>on <00:20:30.191>the <00:20:30.192>degree <00:20:30.193>of <00:20:30.194>autonomy <00:20:30.195>you <00:20:30.196>give <00:20:30.197>to <00:20:30.199>AI 00:20:30.200 --> 00:20:32.390 align:start position:0% <00:20:30.200>on <00:20:30.287>the <00:20:30.375>degree <00:20:30.462>of <00:20:30.550>autonomy <00:20:30.637>you <00:20:30.725>give <00:20:30.812>to <00:20:30.900>AI <00:20:30.987>is <00:20:31.075>based <00:20:31.162>on <00:20:31.250>how <00:20:31.337>much <00:20:31.425>risk <00:20:31.512>somewhere <00:20:31.600>is. 00:20:32.390 --> 00:20:32.400 align:start position:0% <00:20:32.390>is <00:20:32.391>based <00:20:32.392>on <00:20:32.393>how <00:20:32.395>much <00:20:32.396>risk <00:20:32.397>somewhere <00:20:32.399>is. 00:20:32.400 --> 00:20:33.710 align:start position:0% <00:20:32.400>is <00:20:32.469>based <00:20:32.538>on <00:20:32.608>how <00:20:32.677>much <00:20:32.746>risk <00:20:32.816>somewhere <00:20:32.885>is. <00:20:32.954>You <00:20:33.024>know, <00:20:33.093>if <00:20:33.162>if <00:20:33.232>the <00:20:33.301>risk <00:20:33.370>is <00:20:33.440>high <00:20:33.509>at <00:20:33.579>any 00:20:33.710 --> 00:20:33.720 align:start position:0% <00:20:33.710>You <00:20:33.711>know, <00:20:33.712>if <00:20:33.713>if <00:20:33.714>the <00:20:33.715>risk <00:20:33.716>is <00:20:33.717>high <00:20:33.718>at <00:20:33.719>any 00:20:33.720 --> 00:20:35.630 align:start position:0% <00:20:33.720>You <00:20:33.797>know, <00:20:33.875>if <00:20:33.953>if <00:20:34.031>the <00:20:34.108>risk <00:20:34.186>is <00:20:34.264>high <00:20:34.342>at <00:20:34.420>any <00:20:34.497>level <00:20:34.575>that <00:20:34.653>you <00:20:34.731>have <00:20:34.808>a <00:20:34.886>human <00:20:34.964>comes <00:20:35.042>in <00:20:35.120>and 00:20:35.630 --> 00:20:35.640 align:start position:0% <00:20:35.630>level <00:20:35.631>that <00:20:35.632>you <00:20:35.633>have <00:20:35.634>a <00:20:35.635>human <00:20:35.636>comes <00:20:35.637>in <00:20:35.639>and 00:20:35.640 --> 00:20:37.070 align:start position:0% <00:20:35.640>level <00:20:35.725>that <00:20:35.811>you <00:20:35.897>have <00:20:35.983>a <00:20:36.069>human <00:20:36.154>comes <00:20:36.240>in <00:20:36.326>and <00:20:36.412>human <00:20:36.498>can <00:20:36.583>approve, <00:20:36.669>you <00:20:36.755>know, <00:20:36.841>human <00:20:36.927>can 00:20:37.070 --> 00:20:37.080 align:start position:0% <00:20:37.070>human <00:20:37.071>can <00:20:37.072>approve, <00:20:37.074>you <00:20:37.076>know, <00:20:37.077>human <00:20:37.079>can 00:20:37.080 --> 00:20:38.910 align:start position:0% <00:20:37.080>human <00:20:37.173>can <00:20:37.266>approve, <00:20:37.360>you <00:20:37.453>know, <00:20:37.546>human <00:20:37.639>can <00:20:37.733>review. <00:20:37.826>So, <00:20:37.919>you <00:20:38.013>you <00:20:38.106>don't <00:20:38.199>need <00:20:38.293>to <00:20:38.386>have <00:20:38.480>a 00:20:38.910 --> 00:20:38.920 align:start position:0% <00:20:38.910>review. <00:20:38.911>So, <00:20:38.912>you <00:20:38.913>you <00:20:38.914>don't <00:20:38.915>need <00:20:38.916>to <00:20:38.917>have <00:20:38.919>a 00:20:38.920 --> 00:20:40.430 align:start position:0% <00:20:38.920>review. <00:20:39.017>So, <00:20:39.114>you <00:20:39.211>you <00:20:39.308>don't <00:20:39.405>need <00:20:39.502>to <00:20:39.599>have <00:20:39.696>a <00:20:39.793>one-size <00:20:39.890>thing <00:20:39.987>that <00:20:40.084>you <00:20:40.181>know, <00:20:40.279>either 00:20:40.430 --> 00:20:40.440 align:start position:0% <00:20:40.430>one-size <00:20:40.431>thing <00:20:40.433>that <00:20:40.435>you <00:20:40.437>know, <00:20:40.439>either 00:20:40.440 --> 00:20:42.550 align:start position:0% <00:20:40.440>one-size <00:20:40.556>thing <00:20:40.673>that <00:20:40.790>you <00:20:40.906>know, <00:20:41.023>either <00:20:41.140>either <00:20:41.256>AI <00:20:41.373>takes <00:20:41.490>does <00:20:41.606>everything <00:20:41.723>and <00:20:41.840>how 00:20:42.550 --> 00:20:42.560 align:start position:0% <00:20:42.550>either <00:20:42.551>AI <00:20:42.553>takes <00:20:42.554>does <00:20:42.556>everything <00:20:42.557>and <00:20:42.559>how 00:20:42.560 --> 00:20:44.630 align:start position:0% <00:20:42.560>either <00:20:42.659>AI <00:20:42.760>takes <00:20:42.860>does <00:20:42.960>everything <00:20:43.060>and <00:20:43.159>how <00:20:43.260>much <00:20:43.360>you <00:20:43.460>trust <00:20:43.560>versus <00:20:43.659>you <00:20:43.760>know, <00:20:43.860>you <00:20:43.960>have 00:20:44.630 --> 00:20:44.640 align:start position:0% <00:20:44.630>much <00:20:44.631>you <00:20:44.632>trust <00:20:44.633>versus <00:20:44.635>you <00:20:44.636>know, 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<00:20:49.396>change <00:20:49.397>it <00:20:49.399>based 00:20:49.400 --> 00:20:51.750 align:start position:0% <00:20:49.400>modulate <00:20:49.500>and <00:20:49.600>adjust <00:20:49.700>and <00:20:49.800>change <00:20:49.900>it <00:20:50.000>based <00:20:50.100>on <00:20:50.200>the <00:20:50.300>the <00:20:50.400>risk <00:20:50.500>of <00:20:50.600>something. <00:20:50.700>And <00:20:50.800>that's 00:20:51.750 --> 00:20:51.760 align:start position:0% <00:20:51.750>on <00:20:51.751>the <00:20:51.752>the <00:20:51.753>risk <00:20:51.755>of <00:20:51.756>something. <00:20:51.757>And <00:20:51.759>that's 00:20:51.760 --> 00:20:53.230 align:start position:0% <00:20:51.760>on <00:20:51.842>the <00:20:51.925>the <00:20:52.008>risk <00:20:52.090>of <00:20:52.173>something. <00:20:52.256>And <00:20:52.338>that's <00:20:52.421>what <00:20:52.504>you <00:20:52.586>know, <00:20:52.669>the <00:20:52.752>core <00:20:52.834>of <00:20:52.917>what <00:20:53.000>we <00:20:53.083>are 00:20:53.230 --> 00:20:53.240 align:start position:0% <00:20:53.230>what <00:20:53.231>you <00:20:53.232>know, <00:20:53.233>the <00:20:53.234>core <00:20:53.235>of <00:20:53.236>what <00:20:53.237>we <00:20:53.239>are 00:20:53.240 --> 00:20:54.710 align:start position:0% <00:20:53.240>what <00:20:53.328>you <00:20:53.416>know, <00:20:53.504>the <00:20:53.592>core <00:20:53.681>of <00:20:53.769>what <00:20:53.857>we <00:20:53.945>are <00:20:54.033>building <00:20:54.122>at <00:20:54.210>Harness. <00:20:54.298>Like <00:20:54.386>you <00:20:54.474>know, <00:20:54.563>the 00:20:54.710 --> 00:20:54.720 align:start position:0% <00:20:54.710>building <00:20:54.711>at <00:20:54.713>Harness. <00:20:54.714>Like <00:20:54.716>you <00:20:54.717>know, <00:20:54.719>the 00:20:54.720 --> 00:20:55.630 align:start position:0% <00:20:54.720>building <00:20:54.788>at <00:20:54.856>Harness. <00:20:54.924>Like <00:20:54.993>you <00:20:55.061>know, <00:20:55.129>the <00:20:55.197>your <00:20:55.266>entire <00:20:55.334>like <00:20:55.402>you <00:20:55.470>know, <00:20:55.539>your 00:20:55.630 --> 00:20:55.640 align:start position:0% <00:20:55.630>your <00:20:55.631>entire <00:20:55.633>like <00:20:55.635>you <00:20:55.637>know, <00:20:55.639>your 00:20:55.640 --> 00:20:57.630 align:start position:0% <00:20:55.640>your <00:20:55.780>entire <00:20:55.920>like <00:20:56.060>you <00:20:56.200>know, <00:20:56.340>your <00:20:56.480>traditional <00:20:56.620>CI/CD <00:20:56.760>pipelines <00:20:56.900>are <00:20:57.040>very 00:20:57.630 --> 00:20:57.640 align:start position:0% <00:20:57.630>traditional <00:20:57.632>CI/CD <00:20:57.634>pipelines <00:20:57.636>are <00:20:57.639>very 00:20:57.640 --> 00:20:59.270 align:start position:0% <00:20:57.640>traditional <00:20:57.767>CI/CD <00:20:57.894>pipelines <00:20:58.021>are <00:20:58.149>very <00:20:58.276>kind <00:20:58.403>of <00:20:58.530>very <00:20:58.658>dumb <00:20:58.785>pipelines. <00:20:58.912>So, <00:20:59.040>you 00:20:59.270 --> 00:20:59.280 align:start position:0% <00:20:59.270>kind <00:20:59.271>of <00:20:59.273>very <00:20:59.274>dumb <00:20:59.276>pipelines. <00:20:59.277>So, <00:20:59.279>you 00:20:59.280 --> 00:21:01.230 align:start position:0% <00:20:59.280>kind <00:20:59.387>of <00:20:59.495>very <00:20:59.603>dumb <00:20:59.710>pipelines. <00:20:59.818>So, <00:20:59.926>you <00:21:00.033>kind <00:21:00.141>of <00:21:00.249>reduce <00:21:00.356>the <00:21:00.464>the <00:21:00.572>traditional <00:21:00.680>CI/CD 00:21:01.230 --> 00:21:01.240 align:start position:0% <00:21:01.230>kind <00:21:01.231>of <00:21:01.233>reduce <00:21:01.234>the <00:21:01.236>the <00:21:01.237>traditional <00:21:01.239>CI/CD 00:21:01.240 --> 00:21:03.110 align:start position:0% <00:21:01.240>kind <00:21:01.340>of <00:21:01.440>reduce <00:21:01.540>the <00:21:01.640>the <00:21:01.740>traditional <00:21:01.840>CI/CD <00:21:01.940>pipelines <00:21:02.040>and <00:21:02.140>you <00:21:02.240>create <00:21:02.340>this <00:21:02.440>kind <00:21:02.540>of <00:21:02.640>a 00:21:03.110 --> 00:21:03.120 align:start position:0% <00:21:03.110>pipelines <00:21:03.111>and <00:21:03.112>you <00:21:03.113>create <00:21:03.115>this <00:21:03.116>kind <00:21:03.117>of <00:21:03.119>a 00:21:03.120 --> 00:21:05.350 align:start position:0% <00:21:03.120>pipelines <00:21:03.227>and <00:21:03.335>you <00:21:03.443>create <00:21:03.550>this <00:21:03.658>kind <00:21:03.766>of <00:21:03.873>a <00:21:03.981>risk-based <00:21:04.089>autonomy <00:21:04.196>process <00:21:04.304>of <00:21:04.412>like <00:21:04.520>you 00:21:05.350 --> 00:21:05.360 align:start position:0% <00:21:05.350>risk-based <00:21:05.351>autonomy <00:21:05.353>process <00:21:05.355>of <00:21:05.357>like <00:21:05.359>you 00:21:05.360 --> 00:21:07.110 align:start position:0% <00:21:05.360>risk-based <00:21:05.467>autonomy <00:21:05.575>process <00:21:05.683>of <00:21:05.790>like <00:21:05.898>you <00:21:06.006>know, <00:21:06.113>what 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<00:21:09.747>goes <00:21:09.821>out <00:21:09.895>all <00:21:09.968>the <00:21:10.042>way <00:21:10.116>into <00:21:10.190>into <00:21:10.264>production <00:21:10.338>when <00:21:10.411>say <00:21:10.485>when <00:21:10.559>it <00:21:10.633>comes <00:21:10.706>to 00:21:10.830 --> 00:21:10.840 align:start position:0% <00:21:10.830>production <00:21:10.831>when <00:21:10.832>say <00:21:10.834>when <00:21:10.836>it <00:21:10.837>comes <00:21:10.839>to 00:21:10.840 --> 00:21:12.750 align:start position:0% <00:21:10.840>production <00:21:10.947>when <00:21:11.055>say <00:21:11.163>when <00:21:11.270>it <00:21:11.378>comes <00:21:11.486>to <00:21:11.593>code. <00:21:11.701>When <00:21:11.809>you're <00:21:11.916>using <00:21:12.024>AI <00:21:12.132>for <00:21:12.240>your 00:21:12.750 --> 00:21:12.760 align:start position:0% <00:21:12.750>code. <00:21:12.751>When <00:21:12.753>you're <00:21:12.754>using <00:21:12.756>AI <00:21:12.757>for <00:21:12.759>your 00:21:12.760 --> 00:21:14.190 align:start position:0% <00:21:12.760>code. <00:21:12.859>When <00:21:12.958>you're <00:21:13.057>using <00:21:13.156>AI <00:21:13.255>for <00:21:13.354>your <00:21:13.453>consumers <00:21:13.552>like <00:21:13.651>you <00:21:13.750>know, <00:21:13.849>for <00:21:13.948>like <00:21:14.047>a 00:21:14.190 --> 00:21:14.200 align:start position:0% <00:21:14.190>consumers <00:21:14.191>like <00:21:14.193>you <00:21:14.194>know, <00:21:14.196>for <00:21:14.197>like <00:21:14.199>a 00:21:14.200 --> 00:21:15.910 align:start position:0% <00:21:14.200>consumers <00:21:14.307>like <00:21:14.415>you <00:21:14.523>know, <00:21:14.630>for <00:21:14.738>like <00:21:14.846>a <00:21:14.953>making <00:21:15.061>a <00:21:15.169>financial <00:21:15.276>decision <00:21:15.384>and <00:21:15.492>all <00:21:15.600>kind 00:21:15.910 --> 00:21:15.920 align:start position:0% <00:21:15.910>making <00:21:15.911>a <00:21:15.913>financial <00:21:15.914>decision <00:21:15.916>and <00:21:15.917>all <00:21:15.919>kind 00:21:15.920 --> 00:21:18.350 align:start position:0% <00:21:15.920>making <00:21:16.020>a <00:21:16.120>financial <00:21:16.220>decision <00:21:16.320>and <00:21:16.420>all <00:21:16.520>kind <00:21:16.620>of <00:21:16.720>other <00:21:16.820>other <00:21:16.920>things, <00:21:17.020>you <00:21:17.120>need <00:21:17.220>to <00:21:17.320>bring 00:21:18.350 --> 00:21:18.360 align:start position:0% <00:21:18.350>of <00:21:18.351>other <00:21:18.352>other <00:21:18.353>things, <00:21:18.355>you <00:21:18.356>need <00:21:18.357>to <00:21:18.359>bring 00:21:18.360 --> 00:21:20.510 align:start position:0% <00:21:18.360>of <00:21:18.453>other <00:21:18.546>other <00:21:18.639>things, <00:21:18.733>you <00:21:18.826>need <00:21:18.919>to <00:21:19.013>bring <00:21:19.106>a <00:21:19.199>same <00:21:19.293>same <00:21:19.386>kind <00:21:19.479>of <00:21:19.573>mindset <00:21:19.666>like <00:21:19.760>you 00:21:20.510 --> 00:21:20.520 align:start position:0% <00:21:20.510>a <00:21:20.511>same <00:21:20.512>same <00:21:20.513>kind <00:21:20.515>of <00:21:20.516>mindset <00:21:20.517>like <00:21:20.519>you 00:21:20.520 --> 00:21:22.230 align:start position:0% <00:21:20.520>a <00:21:20.607>same <00:21:20.695>same <00:21:20.782>kind <00:21:20.870>of <00:21:20.957>mindset <00:21:21.045>like <00:21:21.132>you <00:21:21.220>know, <00:21:21.307>it's <00:21:21.395>like <00:21:21.482>how <00:21:21.570>do <00:21:21.657>you <00:21:21.745>put <00:21:21.832>the <00:21:21.920>the 00:21:22.230 --> 00:21:22.240 align:start position:0% <00:21:22.230>know, <00:21:22.231>it's <00:21:22.232>like <00:21:22.233>how <00:21:22.234>do <00:21:22.235>you <00:21:22.236>put <00:21:22.237>the <00:21:22.239>the 00:21:22.240 --> 00:21:24.830 align:start position:0% <00:21:22.240>know, <00:21:22.340>it's <00:21:22.440>like <00:21:22.540>how <00:21:22.640>do <00:21:22.740>you <00:21:22.840>put <00:21:22.940>the <00:21:23.040>the <00:21:23.140>safety <00:21:23.240>harnesses <00:21:23.340>around <00:21:23.440>the <00:21:23.540>what <00:21:23.640>output 00:21:24.830 --> 00:21:24.840 align:start position:0% <00:21:24.830>safety <00:21:24.831>harnesses <00:21:24.833>around <00:21:24.835>the <00:21:24.837>what <00:21:24.839>output 00:21:24.840 --> 00:21:26.710 align:start position:0% <00:21:24.840>safety <00:21:24.956>harnesses <00:21:25.073>around <00:21:25.189>the <00:21:25.306>what <00:21:25.423>output <00:21:25.540>comes <00:21:25.656>out <00:21:25.773>the <00:21:25.889>model, <00:21:26.006>you <00:21:26.123>know, <00:21:26.240>relying 00:21:26.710 --> 00:21:26.720 align:start position:0% <00:21:26.710>comes <00:21:26.711>out <00:21:26.713>the <00:21:26.714>model, <00:21:26.716>you <00:21:26.717>know, <00:21:26.719>relying 00:21:26.720 --> 00:21:28.870 align:start position:0% <00:21:26.720>comes <00:21:26.836>out <00:21:26.953>the <00:21:27.070>model, <00:21:27.186>you <00:21:27.303>know, <00:21:27.420>relying <00:21:27.536>on <00:21:27.653>like <00:21:27.770>is <00:21:27.886>the <00:21:28.003>model <00:21:28.120>accurate? 00:21:28.870 --> 00:21:28.880 align:start position:0% <00:21:28.870>on <00:21:28.871>like <00:21:28.873>is <00:21:28.875>the <00:21:28.877>model <00:21:28.879>accurate? 00:21:28.880 --> 00:21:30.430 align:start position:0% <00:21:28.880>on <00:21:28.987>like <00:21:29.094>is <00:21:29.201>the <00:21:29.309>model <00:21:29.416>accurate? <00:21:29.523>And <00:21:29.631>just <00:21:29.738>being <00:21:29.845>on <00:21:29.953>that <00:21:30.060>like <00:21:30.167>you <00:21:30.275>know, 00:21:30.430 --> 00:21:30.440 align:start position:0% <00:21:30.430>And <00:21:30.431>just <00:21:30.432>being <00:21:30.433>on <00:21:30.435>that <00:21:30.436>like <00:21:30.437>you <00:21:30.439>know, 00:21:30.440 --> 00:21:31.950 align:start position:0% <00:21:30.440>And <00:21:30.524>just <00:21:30.609>being <00:21:30.694>on <00:21:30.779>that <00:21:30.864>like <00:21:30.949>you <00:21:31.034>know, <00:21:31.119>how <00:21:31.204>good <00:21:31.289>a <00:21:31.374>model <00:21:31.459>is, <00:21:31.544>was <00:21:31.629>it <00:21:31.714>poisoned <00:21:31.799>or 00:21:31.950 --> 00:21:31.960 align:start position:0% <00:21:31.950>how <00:21:31.951>good <00:21:31.952>a <00:21:31.953>model <00:21:31.954>is, <00:21:31.955>was <00:21:31.956>it <00:21:31.957>poisoned <00:21:31.959>or 00:21:31.960 --> 00:21:34.310 align:start position:0% <00:21:31.960>how <00:21:32.060>good <00:21:32.160>a <00:21:32.260>model <00:21:32.360>is, <00:21:32.460>was <00:21:32.560>it <00:21:32.660>poisoned <00:21:32.760>or <00:21:32.860>not? <00:21:32.960>That's <00:21:33.060>we'll <00:21:33.160>always <00:21:33.260>have <00:21:33.360>those 00:21:34.310 --> 00:21:34.320 align:start position:0% <00:21:34.310>not? <00:21:34.311>That's <00:21:34.313>we'll <00:21:34.315>always <00:21:34.317>have <00:21:34.319>those 00:21:34.320 --> 00:21:36.190 align:start position:0% <00:21:34.320>not? <00:21:34.427>That's <00:21:34.535>we'll <00:21:34.643>always <00:21:34.750>have <00:21:34.858>those <00:21:34.966>issues. <00:21:35.073>We <00:21:35.181>have <00:21:35.289>to <00:21:35.396>just <00:21:35.504>bring <00:21:35.612>the <00:21:35.720>layers 00:21:36.190 --> 00:21:36.200 align:start position:0% <00:21:36.190>issues. <00:21:36.191>We <00:21:36.192>have <00:21:36.193>to <00:21:36.195>just <00:21:36.196>bring <00:21:36.197>the <00:21:36.199>layers 00:21:36.200 --> 00:21:36.910 align:start position:0% <00:21:36.200>issues. <00:21:36.271>We <00:21:36.342>have <00:21:36.413>to <00:21:36.484>just <00:21:36.555>bring <00:21:36.626>the <00:21:36.697>layers <00:21:36.768>around <00:21:36.839>it. 00:21:36.910 --> 00:21:36.920 align:start position:0% <00:21:36.910>around <00:21:36.919>it. 00:21:36.920 --> 00:21:39.070 align:start position:0% <00:21:36.920>around <00:21:37.047>it. <00:21:37.174>>> <00:21:37.301>Mhm. <00:21:37.429>Cool. <00:21:37.556>Can <00:21:37.683>can <00:21:37.810>I <00:21:37.938>add <00:21:38.065>to <00:21:38.192>your <00:21:38.320>side 00:21:39.070 --> 00:21:39.080 align:start position:0% <00:21:39.070>>> <00:21:39.071>Mhm. <00:21:39.072>Cool. <00:21:39.072>Can <00:21:39.073>can <00:21:39.074>I <00:21:39.076>add <00:21:39.077>to <00:21:39.078>your <00:21:39.079>side 00:21:39.080 --> 00:21:40.910 align:start position:0% <00:21:39.080>>> <00:21:39.173>Mhm. <00:21:39.266>Cool. <00:21:39.360>Can <00:21:39.453>can <00:21:39.546>I <00:21:39.639>add <00:21:39.733>to <00:21:39.826>your <00:21:39.919>side <00:21:40.013>because <00:21:40.106>I <00:21:40.199>I <00:21:40.293>think <00:21:40.386>that's <00:21:40.480>really 00:21:40.910 --> 00:21:40.920 align:start position:0% <00:21:40.910>because <00:21:40.911>I <00:21:40.913>I <00:21:40.915>think <00:21:40.917>that's <00:21:40.919>really 00:21:40.920 --> 00:21:42.910 align:start position:0% <00:21:40.920>because <00:21:41.036>I <00:21:41.153>I <00:21:41.270>think <00:21:41.386>that's <00:21:41.503>really <00:21:41.620>an <00:21:41.736>interesting 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<00:21:46.046>via <00:21:46.153>developers <00:21:46.261>where <00:21:46.369>it's <00:21:46.476>a <00:21:46.584>developer <00:21:46.692>conference. <00:21:46.800>It's 00:21:47.110 --> 00:21:47.120 align:start position:0% <00:21:47.110>where <00:21:47.111>it's <00:21:47.113>a <00:21:47.115>developer <00:21:47.117>conference. <00:21:47.119>It's 00:21:47.120 --> 00:21:49.670 align:start position:0% <00:21:47.120>where <00:21:47.236>it's <00:21:47.353>a <00:21:47.469>developer <00:21:47.586>conference. <00:21:47.703>It's <00:21:47.820>it's <00:21:47.936>engineering <00:21:48.053>focused <00:21:48.169>but <00:21:48.286>in <00:21:48.403>terms <00:21:48.520>of 00:21:49.670 --> 00:21:49.680 align:start position:0% <00:21:49.670>it's <00:21:49.671>engineering <00:21:49.673>focused <00:21:49.674>but <00:21:49.676>in <00:21:49.677>terms <00:21:49.679>of 00:21:49.680 --> 00:21:52.590 align:start position:0% <00:21:49.680>it's <00:21:49.780>engineering <00:21:49.880>focused <00:21:49.980>but 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<00:21:54.815>We <00:21:54.990>we <00:21:55.165>focus <00:21:55.340>on <00:21:55.515>the <00:21:55.690>security <00:21:55.865>topics <00:21:56.040>with 00:21:57.670 --> 00:21:57.680 align:start position:0% <00:21:57.670>We <00:21:57.671>we <00:21:57.672>focus <00:21:57.673>on <00:21:57.675>the <00:21:57.676>security <00:21:57.677>topics <00:21:57.679>with 00:21:57.680 --> 00:21:59.870 align:start position:0% <00:21:57.680>We <00:21:57.780>we <00:21:57.880>focus <00:21:57.980>on <00:21:58.080>the <00:21:58.180>security <00:21:58.280>topics <00:21:58.380>with <00:21:58.480>AI <00:21:58.580>in <00:21:58.680>the <00:21:58.780>engineering <00:21:58.880>department <00:21:58.980>and <00:21:59.080>of 00:21:59.870 --> 00:21:59.880 align:start position:0% <00:21:59.870>AI <00:21:59.871>in <00:21:59.873>the <00:21:59.874>engineering <00:21:59.876>department <00:21:59.877>and <00:21:59.879>of 00:21:59.880 --> 00:22:02.590 align:start position:0% <00:21:59.880>AI <00:21:59.987>in <00:22:00.095>the 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--> 00:22:25.910 align:start position:0% <00:22:24.120>and <00:22:24.236>the <00:22:24.353>stakes <00:22:24.469>there <00:22:24.586>are <00:22:24.703>also <00:22:24.820>high <00:22:24.936>because <00:22:25.053>for <00:22:25.169>example <00:22:25.286>I <00:22:25.403>randomly <00:22:25.520>get 00:22:25.910 --> 00:22:25.920 align:start position:0% <00:22:25.910>because <00:22:25.911>for <00:22:25.913>example <00:22:25.915>I <00:22:25.917>randomly <00:22:25.919>get 00:22:25.920 --> 00:22:28.910 align:start position:0% <00:22:25.920>because <00:22:26.027>for <00:22:26.135>example <00:22:26.243>I <00:22:26.350>randomly <00:22:26.458>get <00:22:26.566>questions <00:22:26.673>like <00:22:26.781>why <00:22:26.889>can <00:22:26.996>I <00:22:27.104>not <00:22:27.212>connect <00:22:27.320>my 00:22:28.910 --> 00:22:28.920 align:start position:0% <00:22:28.910>questions <00:22:28.911>like <00:22:28.912>why <00:22:28.913>can <00:22:28.915>I <00:22:28.916>not <00:22:28.917>connect <00:22:28.919>my 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position:0% <00:22:42.630>basically <00:22:42.631>and <00:22:42.633>and <00:22:42.634>what <00:22:42.636>the <00:22:42.637>agent <00:22:42.639>could 00:22:42.640 --> 00:22:45.710 align:start position:0% <00:22:42.640>basically <00:22:42.733>and <00:22:42.826>and <00:22:42.920>what <00:22:43.013>the <00:22:43.106>agent <00:22:43.200>could <00:22:43.293>do <00:22:43.386>in <00:22:43.480>the <00:22:43.573>end <00:22:43.666>when <00:22:43.760>you <00:22:43.853>take <00:22:43.946>this <00:22:44.040>risk. 00:22:45.710 --> 00:22:45.720 align:start position:0% <00:22:45.710>do <00:22:45.711>in <00:22:45.712>the <00:22:45.713>end <00:22:45.714>when <00:22:45.715>you <00:22:45.716>take <00:22:45.717>this <00:22:45.719>risk. 00:22:45.720 --> 00:22:47.910 align:start position:0% <00:22:45.720>do <00:22:45.813>in <00:22:45.906>the <00:22:46.000>end <00:22:46.093>when <00:22:46.186>you <00:22:46.280>take <00:22:46.373>this <00:22:46.466>risk. <00:22:46.560>Lots <00:22:46.653>of <00:22:46.746>not <00:22:46.840>tech-savvy <00:22:46.933>people <00:22:47.026>don't <00:22:47.120>even 00:22:47.910 --> 00:22:47.920 align:start position:0% <00:22:47.910>Lots <00:22:47.911>of <00:22:47.913>not <00:22:47.914>tech-savvy <00:22:47.916>people <00:22:47.917>don't <00:22:47.919>even 00:22:47.920 --> 00:22:50.750 align:start position:0% <00:22:47.920>Lots <00:22:48.013>of <00:22:48.106>not <00:22:48.200>tech-savvy <00:22:48.293>people <00:22:48.386>don't <00:22:48.480>even <00:22:48.573>know <00:22:48.666>this <00:22:48.760>risk <00:22:48.853>in <00:22:48.946>the <00:22:49.040>end <00:22:49.133>and <00:22:49.226>and <00:22:49.320>there 00:22:50.750 --> 00:22:50.760 align:start position:0% <00:22:50.750>know <00:22:50.751>this <00:22:50.752>risk <00:22:50.753>in <00:22:50.754>the <00:22:50.755>end <00:22:50.756>and <00:22:50.757>and <00:22:50.759>there 00:22:50.760 --> 00:22:52.390 align:start position:0% <00:22:50.760>know <00:22:50.847>this <00:22:50.935>risk <00:22:51.022>in 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<00:22:59.316>you. <00:22:59.317>The <00:22:59.318>risk <00:22:59.319>on 00:22:59.320 --> 00:23:01.150 align:start position:0% <00:22:59.320>>> <00:22:59.413>I <00:22:59.506>would <00:22:59.600>100% <00:22:59.693>agree <00:22:59.786>with <00:22:59.879>you. <00:22:59.973>The <00:23:00.066>risk <00:23:00.159>on <00:23:00.253>non-tech <00:23:00.346>users <00:23:00.439>is <00:23:00.533>very <00:23:00.626>high <00:23:00.720>because 00:23:01.150 --> 00:23:01.160 align:start position:0% <00:23:01.150>non-tech <00:23:01.151>users <00:23:01.153>is <00:23:01.155>very <00:23:01.157>high <00:23:01.159>because 00:23:01.160 --> 00:23:02.870 align:start position:0% <00:23:01.160>non-tech <00:23:01.267>users <00:23:01.375>is <00:23:01.483>very <00:23:01.590>high <00:23:01.698>because <00:23:01.806>awareness <00:23:01.913>is <00:23:02.021>low. <00:23:02.129>Even <00:23:02.236>if <00:23:02.344>you <00:23:02.452>look <00:23:02.560>at 00:23:02.870 --> 00:23:02.880 align:start position:0% <00:23:02.870>awareness <00:23:02.871>is <00:23:02.872>low. <00:23:02.873>Even <00:23:02.875>if <00:23:02.876>you <00:23:02.877>look <00:23:02.879>at 00:23:02.880 --> 00:23:04.310 align:start position:0% <00:23:02.880>awareness <00:23:02.987>is <00:23:03.094>low. <00:23:03.201>Even <00:23:03.309>if <00:23:03.416>you <00:23:03.523>look <00:23:03.630>at <00:23:03.738>traditional <00:23:03.845>cybersecurity, <00:23:03.952>some <00:23:04.059>of <00:23:04.167>the 00:23:04.310 --> 00:23:04.320 align:start position:0% <00:23:04.310>traditional <00:23:04.312>cybersecurity, <00:23:04.314>some <00:23:04.316>of <00:23:04.319>the 00:23:04.320 --> 00:23:06.110 align:start position:0% <00:23:04.320>traditional <00:23:04.447>cybersecurity, <00:23:04.574>some <00:23:04.701>of <00:23:04.829>the <00:23:04.956>biggest <00:23:05.083>attacks <00:23:05.210>are <00:23:05.338>hap- <00:23:05.465>happen <00:23:05.592>on <00:23:05.720>the 00:23:06.110 --> 00:23:06.120 align:start position:0% 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<00:23:09.592>you <00:23:09.593>called <00:23:09.595>someone <00:23:09.596>and <00:23:09.597>got <00:23:09.599>the 00:23:09.600 --> 00:23:11.670 align:start position:0% <00:23:09.600>know, <00:23:09.699>you <00:23:09.800>you <00:23:09.899>called <00:23:10.000>someone <00:23:10.100>and <00:23:10.199>got <00:23:10.300>the <00:23:10.399>password <00:23:10.500>or <00:23:10.600>did <00:23:10.699>the <00:23:10.800>reset <00:23:10.899>the <00:23:11.000>password. 00:23:11.670 --> 00:23:11.680 align:start position:0% <00:23:11.670>password <00:23:11.671>or <00:23:11.673>did <00:23:11.674>the <00:23:11.676>reset <00:23:11.677>the <00:23:11.679>password. 00:23:11.680 --> 00:23:13.510 align:start position:0% <00:23:11.680>password <00:23:11.767>or <00:23:11.855>did <00:23:11.942>the <00:23:12.030>reset <00:23:12.117>the <00:23:12.205>password. <00:23:12.292>Now, <00:23:12.380>when <00:23:12.467>you <00:23:12.555>go <00:23:12.642>to <00:23:12.730>AI <00:23:12.817>and <00:23:12.905>these <00:23:12.992>all <00:23:13.080>the 00:23:13.510 --> 00:23:13.520 align:start position:0% <00:23:13.510>Now, <00:23:13.511>when <00:23:13.512>you <00:23:13.513>go <00:23:13.514>to <00:23:13.514>AI <00:23:13.516>and <00:23:13.517>these <00:23:13.518>all <00:23:13.519>the 00:23:13.520 --> 00:23:16.190 align:start position:0% <00:23:13.520>Now, <00:23:13.602>when <00:23:13.684>you <00:23:13.767>go <00:23:13.849>to <00:23:13.931>AI <00:23:14.014>and <00:23:14.096>these <00:23:14.178>all <00:23:14.261>the <00:23:14.343>business <00:23:14.425>users <00:23:14.508>are <00:23:14.590>new <00:23:14.672>to <00:23:14.755>AI <00:23:14.837>and <00:23:14.920>not 00:23:16.190 --> 00:23:16.200 align:start position:0% <00:23:16.190>business <00:23:16.191>users <00:23:16.192>are <00:23:16.193>new <00:23:16.195>to <00:23:16.196>AI <00:23:16.197>and <00:23:16.199>not 00:23:16.200 --> 00:23:17.550 align:start position:0% <00:23:16.200>business <00:23:16.281>users <00:23:16.362>are <00:23:16.443>new <00:23:16.524>to <00:23:16.605>AI <00:23:16.686>and <00:23:16.767>not <00:23:16.848>really <00:23:16.929>that <00:23:17.010>aware <00:23:17.091>of <00:23:17.172>like <00:23:17.253>how <00:23:17.334>do <00:23:17.415>you 00:23:17.550 --> 00:23:17.560 align:start position:0% <00:23:17.550>really <00:23:17.551>that <00:23:17.552>aware <00:23:17.553>of <00:23:17.555>like <00:23:17.556>how <00:23:17.557>do <00:23:17.559>you 00:23:17.560 --> 00:23:19.470 align:start position:0% <00:23:17.560>really <00:23:17.659>that <00:23:17.760>aware <00:23:17.860>of <00:23:17.960>like <00:23:18.060>how <00:23:18.159>do <00:23:18.260>you <00:23:18.360>think <00:23:18.460>about <00:23:18.560>security? <00:23:18.659>And, <00:23:18.760>you <00:23:18.860>know, <00:23:18.960>one 00:23:19.470 --> 00:23:19.480 align:start position:0% <00:23:19.470>think <00:23:19.471>about <00:23:19.473>security? <00:23:19.474>And, <00:23:19.476>you <00:23:19.477>know, <00:23:19.479>one 00:23:19.480 --> 00:23:20.550 align:start position:0% <00:23:19.480>think <00:23:19.548>about <00:23:19.617>security? <00:23:19.686>And, <00:23:19.755>you <00:23:19.823>know, <00:23:19.892>one <00:23:19.961>of <00:23:20.030>the <00:23:20.099>things <00:23:20.167>that <00:23:20.236>we <00:23:20.305>have <00:23:20.374>been <00:23:20.443>building 00:23:20.550 --> 00:23:20.560 align:start position:0% <00:23:20.550>of <00:23:20.551>the <00:23:20.552>things <00:23:20.553>that <00:23:20.555>we <00:23:20.556>have <00:23:20.557>been <00:23:20.559>building 00:23:20.560 --> 00:23:22.630 align:start position:0% <00:23:20.560>of <00:23:20.659>the <00:23:20.760>things <00:23:20.860>that <00:23:20.960>we <00:23:21.060>have <00:23:21.159>been <00:23:21.260>building <00:23:21.360>in <00:23:21.460>Harness <00:23:21.560>is <00:23:21.659>the <00:23:21.760>the <00:23:21.860>AI <00:23:21.960>firewalls 00:23:22.630 --> 00:23:22.640 align:start position:0% <00:23:22.630>in <00:23:22.631>Harness <00:23:22.633>is <00:23:22.634>the <00:23:22.636>the <00:23:22.637>AI <00:23:22.639>firewalls 00:23:22.640 --> 00:23:24.070 align:start position:0% <00:23:22.640>in <00:23:22.731>Harness <00:23:22.823>is <00:23:22.915>the <00:23:23.007>the <00:23:23.099>AI <00:23:23.191>firewalls <00:23:23.283>around <00:23:23.375>it. <00:23:23.467>So, <00:23:23.559>like, <00:23:23.651>you <00:23:23.743>know, <00:23:23.835>it's <00:23:23.927>like 00:23:24.070 --> 00:23:24.080 align:start position:0% <00:23:24.070>around <00:23:24.071>it. <00:23:24.072>So, <00:23:24.073>like, <00:23:24.075>you <00:23:24.076>know, <00:23:24.077>it's <00:23:24.079>like 00:23:24.080 --> 00:23:26.270 align:start position:0% <00:23:24.080>around <00:23:24.173>it. <00:23:24.266>So, <00:23:24.360>like, <00:23:24.453>you <00:23:24.546>know, <00:23:24.639>it's <00:23:24.733>like <00:23:24.826>if <00:23:24.919>you <00:23:25.013>do <00:23:25.106>something <00:23:25.199>and <00:23:25.293>you <00:23:25.386>call <00:23:25.480>some 00:23:26.270 --> 00:23:26.280 align:start position:0% <00:23:26.270>if <00:23:26.271>you <00:23:26.272>do <00:23:26.273>something <00:23:26.275>and <00:23:26.276>you <00:23:26.277>call <00:23:26.279>some 00:23:26.280 --> 00:23:27.790 align:start position:0% <00:23:26.280>if <00:23:26.377>you <00:23:26.474>do <00:23:26.571>something <00:23:26.668>and <00:23:26.765>you <00:23:26.862>call <00:23:26.959>some <00:23:27.056>prompt <00:23:27.153>and <00:23:27.250>someone <00:23:27.347>did <00:23:27.444>an <00:23:27.541>injection, <00:23:27.639>can 00:23:27.790 --> 00:23:27.800 align:start position:0% <00:23:27.790>prompt <00:23:27.791>and <00:23:27.793>someone <00:23:27.794>did <00:23:27.796>an <00:23:27.797>injection, <00:23:27.799>can 00:23:27.800 --> 00:23:30.590 align:start position:0% <00:23:27.800>prompt <00:23:27.887>and <00:23:27.975>someone <00:23:28.062>did <00:23:28.149>an <00:23:28.237>injection, <00:23:28.325>can <00:23:28.412>we <00:23:28.500>detect <00:23:28.587>it? <00:23:28.675>Can <00:23:28.762>we <00:23:28.850>have <00:23:28.937>a <00:23:29.024>AI <00:23:29.112>model <00:23:29.200>to 00:23:30.590 --> 00:23:30.600 align:start position:0% <00:23:30.590>we <00:23:30.591>detect <00:23:30.591>it? <00:23:30.592>Can <00:23:30.593>we <00:23:30.594>have <00:23:30.596>a <00:23:30.597>AI <00:23:30.598>model <00:23:30.599>to 00:23:30.600 --> 00:23:32.510 align:start position:0% <00:23:30.600>we <00:23:30.682>detect <00:23:30.764>it? <00:23:30.847>Can <00:23:30.929>we <00:23:31.011>have <00:23:31.094>a <00:23:31.176>AI <00:23:31.258>model <00:23:31.341>to <00:23:31.423>learn <00:23:31.505>if <00:23:31.588>there <00:23:31.670>is <00:23:31.752>a <00:23:31.835>data <00:23:31.917>some <00:23:32.000>sensitive 00:23:32.510 --> 00:23:32.520 align:start position:0% <00:23:32.510>learn <00:23:32.511>if <00:23:32.512>there <00:23:32.513>is <00:23:32.515>a <00:23:32.516>data <00:23:32.517>some <00:23:32.519>sensitive 00:23:32.520 --> 00:23:34.430 align:start position:0% <00:23:32.520>learn <00:23:32.636>if <00:23:32.753>there <00:23:32.870>is <00:23:32.986>a <00:23:33.103>data <00:23:33.220>some <00:23:33.336>sensitive <00:23:33.453>data <00:23:33.570>going <00:23:33.686>somewhere, <00:23:33.803>some <00:23:33.920>confidential 00:23:34.430 --> 00:23:34.440 align:start position:0% <00:23:34.430>data <00:23:34.432>going <00:23:34.434>somewhere, <00:23:34.436>some <00:23:34.439>confidential 00:23:34.440 --> 00:23:36.070 align:start position:0% <00:23:34.440>data <00:23:34.556>going <00:23:34.673>somewhere, <00:23:34.790>some <00:23:34.906>confidential <00:23:35.023>data <00:23:35.140>going <00:23:35.256>somewhere <00:23:35.373>and <00:23:35.490>can <00:23:35.606>the <00:23:35.723>can <00:23:35.840>we 00:23:36.070 --> 00:23:36.080 align:start position:0% <00:23:36.070>data <00:23:36.071>going <00:23:36.072>somewhere <00:23:36.073>and <00:23:36.075>can <00:23:36.076>the <00:23:36.077>can <00:23:36.079>we 00:23:36.080 --> 00:23:38.430 align:start position:0% <00:23:36.080>data <00:23:36.167>going <00:23:36.254>somewhere <00:23:36.342>and <00:23:36.429>can <00:23:36.517>the <00:23:36.605>can <00:23:36.692>we <00:23:36.780>flag <00:23:36.867>it? <00:23:36.955>And <00:23:37.042>can <00:23:37.129>we <00:23:37.217>stop <00:23:37.304>it? <00:23:37.392>There's <00:23:37.480>no 00:23:38.430 --> 00:23:38.440 align:start position:0% <00:23:38.430>flag <00:23:38.431>it? <00:23:38.432>And <00:23:38.433>can <00:23:38.434>we <00:23:38.435>stop <00:23:38.436>it? <00:23:38.437>There's <00:23:38.439>no 00:23:38.440 --> 00:23:39.790 align:start position:0% <00:23:38.440>flag <00:23:38.550>it? <00:23:38.660>And <00:23:38.771>can <00:23:38.881>we <00:23:38.992>stop <00:23:39.102>it? <00:23:39.213>There's <00:23:39.323>no <00:23:39.434>way <00:23:39.544>we <00:23:39.655>can 00:23:39.790 --> 00:23:39.800 align:start position:0% <00:23:39.790>way <00:23:39.794>we <00:23:39.799>can 00:23:39.800 --> 00:23:41.550 align:start position:0% <00:23:39.800>way <00:23:39.955>we <00:23:40.111>can <00:23:40.266>create <00:23:40.422>the <00:23:40.577>protection, <00:23:40.733>you <00:23:40.888>know, <00:23:41.044>you <00:23:41.200>can 00:23:41.550 --> 00:23:41.560 align:start position:0% <00:23:41.550>create <00:23:41.551>the <00:23:41.553>protection, <00:23:41.554>you <00:23:41.556>know, <00:23:41.557>you <00:23:41.559>can 00:23:41.560 --> 00:23:43.110 align:start position:0% <00:23:41.560>create <00:23:41.659>the <00:23:41.759>protection, <00:23:41.858>you <00:23:41.958>know, <00:23:42.058>you <00:23:42.157>can <00:23:42.257>teach <00:23:42.357>the <00:23:42.456>business <00:23:42.556>users <00:23:42.656>quite <00:23:42.755>a <00:23:42.855>lot. <00:23:42.955>We 00:23:43.110 --> 00:23:43.120 align:start position:0% <00:23:43.110>teach <00:23:43.111>the <00:23:43.112>business <00:23:43.113>users <00:23:43.115>quite <00:23:43.116>a <00:23:43.117>lot. <00:23:43.119>We 00:23:43.120 --> 00:23:44.790 align:start position:0% <00:23:43.120>teach <00:23:43.213>the <00:23:43.306>business <00:23:43.399>users <00:23:43.493>quite <00:23:43.586>a <00:23:43.679>lot. <00:23:43.773>We <00:23:43.866>will <00:23:43.959>teach. <00:23:44.053>I'm <00:23:44.146>sure <00:23:44.239>they <00:23:44.333>will <00:23:44.426>all <00:23:44.520>learn 00:23:44.790 --> 00:23:44.800 align:start position:0% <00:23:44.790>will <00:23:44.791>teach. <00:23:44.792>I'm <00:23:44.793>sure <00:23:44.795>they <00:23:44.796>will <00:23:44.797>all <00:23:44.799>learn 00:23:44.800 --> 00:23:46.630 align:start position:0% <00:23:44.800>will <00:23:44.882>teach. <00:23:44.964>I'm <00:23:45.047>sure <00:23:45.129>they <00:23:45.211>will <00:23:45.294>all <00:23:45.376>learn <00:23:45.458>a <00:23:45.541>quite <00:23:45.623>a <00:23:45.705>lot, <00:23:45.788>but <00:23:45.870>we <00:23:45.952>are <00:23:46.035>in <00:23:46.117>that <00:23:46.200>era 00:23:46.630 --> 00:23:46.640 align:start position:0% <00:23:46.630>a <00:23:46.631>quite <00:23:46.632>a <00:23:46.633>lot, <00:23:46.634>but <00:23:46.635>we <00:23:46.636>are <00:23:46.637>in <00:23:46.638>that <00:23:46.639>era 00:23:46.640 --> 00:23:47.870 align:start position:0% <00:23:46.640>a <00:23:46.705>quite <00:23:46.770>a <00:23:46.835>lot, <00:23:46.900>but <00:23:46.965>we <00:23:47.030>are <00:23:47.095>in <00:23:47.160>that <00:23:47.226>era <00:23:47.291>that <00:23:47.356>we <00:23:47.421>need <00:23:47.486>to <00:23:47.551>observe <00:23:47.616>it <00:23:47.681>and, <00:23:47.746>you 00:23:47.870 --> 00:23:47.880 align:start position:0% <00:23:47.870>that <00:23:47.871>we <00:23:47.872>need <00:23:47.873>to <00:23:47.875>observe <00:23:47.876>it <00:23:47.877>and, <00:23:47.879>you 00:23:47.880 --> 00:23:49.790 align:start position:0% <00:23:47.880>that <00:23:47.980>we <00:23:48.080>need <00:23:48.180>to <00:23:48.280>observe <00:23:48.380>it <00:23:48.480>and, <00:23:48.580>you <00:23:48.680>know, <00:23:48.780>block <00:23:48.880>it <00:23:48.980>if <00:23:49.080>there's <00:23:49.180>something <00:23:49.280>by 00:23:49.790 --> 00:23:49.800 align:start position:0% <00:23:49.790>know, <00:23:49.791>block <00:23:49.793>it <00:23:49.794>if <00:23:49.796>there's <00:23:49.797>something <00:23:49.799>by 00:23:49.800 --> 00:23:50.830 align:start position:0% <00:23:49.800>know, <00:23:49.903>block <00:23:50.005>it <00:23:50.109>if <00:23:50.212>there's <00:23:50.315>something <00:23:50.418>by <00:23:50.521>mistake <00:23:50.624>they're <00:23:50.726>doing. 00:23:50.830 --> 00:23:50.840 align:start position:0% <00:23:50.830>mistake <00:23:50.834>they're <00:23:50.839>doing. 00:23:50.840 --> 00:23:52.270 align:start position:0% <00:23:50.840>mistake <00:23:50.938>they're <00:23:51.038>doing. <00:23:51.137>>> <00:23:51.235>Yeah. <00:23:51.335>I <00:23:51.434>mean, <00:23:51.533>in <00:23:51.632>the <00:23:51.731>end, <00:23:51.830>you <00:23:51.928>need <00:23:52.028>to <00:23:52.127>do 00:23:52.270 --> 00:23:52.280 align:start position:0% <00:23:52.270>>> <00:23:52.270>Yeah. <00:23:52.271>I <00:23:52.272>mean, <00:23:52.273>in <00:23:52.274>the <00:23:52.275>end, <00:23:52.276>you <00:23:52.277>need <00:23:52.278>to <00:23:52.279>do 00:23:52.280 --> 00:23:53.950 align:start position:0% <00:23:52.280>>> <00:23:52.367>Yeah. <00:23:52.455>I <00:23:52.542>mean, <00:23:52.629>in <00:23:52.717>the <00:23:52.805>end, <00:23:52.892>you <00:23:52.980>need <00:23:53.067>to <00:23:53.155>do <00:23:53.242>exactly <00:23:53.330>the <00:23:53.417>same <00:23:53.504>restrictions <00:23:53.592>like <00:23:53.680>you 00:23:53.950 --> 00:23:53.960 align:start position:0% <00:23:53.950>exactly <00:23:53.951>the <00:23:53.953>same <00:23:53.955>restrictions <00:23:53.957>like <00:23:53.959>you 00:23:53.960 --> 00:23:56.190 align:start position:0% <00:23:53.960>exactly <00:23:54.087>the <00:23:54.214>same <00:23:54.341>restrictions <00:23:54.469>like <00:23:54.596>you <00:23:54.723>would <00:23:54.850>do <00:23:54.978>with <00:23:55.105>new <00:23:55.232>employee <00:23:55.360>or 00:23:56.190 --> 00:23:56.200 align:start position:0% <00:23:56.190>would <00:23:56.191>do <00:23:56.193>with <00:23:56.195>new <00:23:56.197>employee <00:23:56.199>or 00:23:56.200 --> 00:23:56.630 align:start position:0% <00:23:56.200>would <00:23:56.248>do <00:23:56.296>with <00:23:56.345>new <00:23:56.393>employee <00:23:56.441>or <00:23:56.490>>> <00:23:56.538>Yeah. <00:23:56.587>Yes. 00:23:56.630 --> 00:23:56.640 align:start position:0% <00:23:56.630>>> <00:23:56.634>Yeah. <00:23:56.639>Yes. 00:23:56.640 --> 00:23:59.110 align:start position:0% <00:23:56.640>>> <00:23:56.780>Yeah. <00:23:56.920>Yes. <00:23:57.060>>> <00:23:57.200>if <00:23:57.340>there <00:23:57.480>is <00:23:57.620>a <00:23:57.760>new <00:23:57.900>employee <00:23:58.040>joining, 00:23:59.110 --> 00:23:59.120 align:start position:0% <00:23:59.110>>> <00:23:59.111>if <00:23:59.112>there <00:23:59.113>is <00:23:59.115>a <00:23:59.116>new <00:23:59.117>employee <00:23:59.119>joining, 00:23:59.120 --> 00:24:01.150 align:start position:0% <00:23:59.120>>> <00:23:59.227>if <00:23:59.335>there <00:23:59.443>is <00:23:59.550>a <00:23:59.658>new <00:23:59.766>employee <00:23:59.873>joining, <00:23:59.981>there's <00:24:00.089>no <00:24:00.196>trust <00:24:00.304>building <00:24:00.412>up, <00:24:00.520>basically. 00:24:01.150 --> 00:24:01.160 align:start position:0% <00:24:01.150>there's <00:24:01.151>no <00:24:01.153>trust <00:24:01.155>building <00:24:01.157>up, <00:24:01.159>basically. 00:24:01.160 --> 00:24:02.750 align:start position:0% <00:24:01.160>there's <00:24:01.276>no <00:24:01.393>trust <00:24:01.510>building <00:24:01.626>up, <00:24:01.743>basically. <00:24:01.860>So, <00:24:01.976>you <00:24:02.093>need <00:24:02.210>to <00:24:02.326>restrict <00:24:02.443>this <00:24:02.560>employee 00:24:02.750 --> 00:24:02.760 align:start position:0% <00:24:02.750>So, <00:24:02.751>you <00:24:02.753>need <00:24:02.754>to <00:24:02.756>restrict <00:24:02.757>this <00:24:02.759>employee 00:24:02.760 --> 00:24:04.150 align:start position:0% <00:24:02.760>So, <00:24:02.849>you <00:24:02.938>need <00:24:03.028>to <00:24:03.117>restrict <00:24:03.206>this <00:24:03.296>employee <00:24:03.385>as <00:24:03.474>much <00:24:03.564>as <00:24:03.653>possible <00:24:03.742>in <00:24:03.832>the <00:24:03.921>beginning <00:24:04.011>and 00:24:04.150 --> 00:24:04.160 align:start position:0% <00:24:04.150>as <00:24:04.151>much <00:24:04.152>as <00:24:04.153>possible <00:24:04.155>in <00:24:04.156>the <00:24:04.157>beginning <00:24:04.159>and 00:24:04.160 --> 00:24:06.390 align:start position:0% <00:24:04.160>as <00:24:04.260>much <00:24:04.360>as <00:24:04.460>possible <00:24:04.560>in <00:24:04.660>the <00:24:04.760>beginning <00:24:04.860>and <00:24:04.960>that's <00:24:05.060>also <00:24:05.160>how <00:24:05.260>you <00:24:05.360>can <00:24:05.460>restrict <00:24:05.560>the 00:24:06.390 --> 00:24:06.400 align:start position:0% <00:24:06.390>that's <00:24:06.391>also <00:24:06.393>how <00:24:06.394>you <00:24:06.396>can <00:24:06.397>restrict <00:24:06.399>the 00:24:06.400 --> 00:24:07.350 align:start position:0% <00:24:06.400>that's <00:24:06.485>also <00:24:06.571>how <00:24:06.656>you <00:24:06.742>can <00:24:06.827>restrict <00:24:06.913>the <00:24:06.998>agent, <00:24:07.084>in <00:24:07.169>my <00:24:07.254>opinion. 00:24:07.350 --> 00:24:07.360 align:start position:0% <00:24:07.350>agent, <00:24:07.352>in <00:24:07.356>my <00:24:07.359>opinion. 00:24:07.360 --> 00:24:08.150 align:start position:0% <00:24:07.360>agent, <00:24:07.502>in <00:24:07.644>my <00:24:07.786>opinion. <00:24:07.928>>> <00:24:08.071>Totally. 00:24:08.150 --> 00:24:08.160 align:start position:0% <00:24:08.150>>> <00:24:08.159>Totally. 00:24:08.160 --> 00:24:11.390 align:start position:0% <00:24:08.160>>> <00:24:08.300>Totally. <00:24:08.440>>> <00:24:08.580>On <00:24:08.720>that <00:24:08.860>note, <00:24:09.000>Milan. <00:24:09.140>So, <00:24:09.280>if <00:24:09.420>let's <00:24:09.560>say, 00:24:11.390 --> 00:24:11.400 align:start position:0% <00:24:11.390>>> <00:24:11.391>On <00:24:11.392>that <00:24:11.393>note, <00:24:11.394>Milan. <00:24:11.395>So, <00:24:11.396>if <00:24:11.397>let's <00:24:11.399>say, 00:24:11.400 --> 00:24:13.910 align:start position:0% <00:24:11.400>>> <00:24:11.487>On <00:24:11.575>that <00:24:11.662>note, <00:24:11.750>Milan. <00:24:11.837>So, <00:24:11.925>if <00:24:12.012>let's <00:24:12.100>say, <00:24:12.187>for <00:24:12.275>example, <00:24:12.362>we <00:24:12.450>have <00:24:12.537>an <00:24:12.625>agent <00:24:12.712>that <00:24:12.800>we 00:24:13.910 --> 00:24:13.920 align:start position:0% <00:24:13.910>for <00:24:13.911>example, <00:24:13.912>we <00:24:13.913>have <00:24:13.915>an <00:24:13.916>agent <00:24:13.917>that <00:24:13.919>we 00:24:13.920 --> 00:24:16.830 align:start position:0% <00:24:13.920>for <00:24:14.013>example, <00:24:14.106>we <00:24:14.200>have <00:24:14.293>an <00:24:14.386>agent <00:24:14.480>that <00:24:14.573>we <00:24:14.666>built <00:24:14.760>here, <00:24:14.853>all <00:24:14.946>is <00:24:15.040>good, <00:24:15.133>and <00:24:15.226>that <00:24:15.320>agent 00:24:16.830 --> 00:24:16.840 align:start position:0% <00:24:16.830>built <00:24:16.831>here, <00:24:16.832>all <00:24:16.833>is <00:24:16.835>good, <00:24:16.836>and <00:24:16.837>that <00:24:16.839>agent 00:24:16.840 --> 00:24:18.910 align:start position:0% <00:24:16.840>built <00:24:16.939>here, <00:24:17.040>all <00:24:17.139>is <00:24:17.240>good, <00:24:17.340>and <00:24:17.439>that <00:24:17.540>agent <00:24:17.639>is <00:24:17.740>looking <00:24:17.840>for <00:24:17.939>different <00:24:18.040>kinds <00:24:18.139>and <00:24:18.240>all 00:24:18.910 --> 00:24:18.920 align:start position:0% <00:24:18.910>is <00:24:18.911>looking <00:24:18.913>for <00:24:18.914>different <00:24:18.916>kinds <00:24:18.917>and <00:24:18.919>all 00:24:18.920 --> 00:24:21.550 align:start position:0% <00:24:18.920>is <00:24:19.020>looking <00:24:19.120>for <00:24:19.220>different <00:24:19.320>kinds <00:24:19.420>and <00:24:19.520>all <00:24:19.620>of <00:24:19.720>anomalies <00:24:19.820>all <00:24:19.920>the <00:24:20.020>time, <00:24:20.120>and <00:24:20.220>at <00:24:20.320>2:00 00:24:21.550 --> 00:24:21.560 align:start position:0% <00:24:21.550>of <00:24:21.551>anomalies <00:24:21.552>all <00:24:21.553>the <00:24:21.555>time, <00:24:21.556>and <00:24:21.557>at <00:24:21.559>2:00 00:24:21.560 --> 00:24:25.470 align:start position:0% <00:24:21.560>of <00:24:21.659>anomalies <00:24:21.760>all <00:24:21.860>the <00:24:21.960>time, <00:24:22.060>and <00:24:22.159>at <00:24:22.260>2:00 <00:24:22.360>a.m. <00:24:22.460>it <00:24:22.560>detects <00:24:22.659>a <00:24:22.760>really <00:24:22.860>crucial <00:24:22.960>anomaly 00:24:25.470 --> 00:24:25.480 align:start position:0% <00:24:25.470>a.m. <00:24:25.471>it <00:24:25.473>detects <00:24:25.474>a <00:24:25.476>really <00:24:25.477>crucial <00:24:25.479>anomaly 00:24:25.480 --> 00:24:28.630 align:start position:0% <00:24:25.480>a.m. <00:24:25.580>it <00:24:25.680>detects <00:24:25.780>a <00:24:25.880>really <00:24:25.980>crucial <00:24:26.080>anomaly <00:24:26.180>or <00:24:26.280>either <00:24:26.380>some <00:24:26.480>API <00:24:26.580>to <00:24:26.680>API <00:24:26.780>call <00:24:26.880>that's 00:24:28.630 --> 00:24:28.640 align:start position:0% <00:24:28.630>or <00:24:28.631>either <00:24:28.632>some <00:24:28.633>API <00:24:28.635>to <00:24:28.636>API <00:24:28.637>call <00:24:28.639>that's 00:24:28.640 --> 00:24:30.590 align:start position:0% <00:24:28.640>or <00:24:28.795>either <00:24:28.951>some <00:24:29.106>API <00:24:29.262>to <00:24:29.417>API <00:24:29.573>call <00:24:29.728>that's <00:24:29.884>really <00:24:30.040>problematic. 00:24:30.590 --> 00:24:30.600 align:start position:0% <00:24:30.590>really <00:24:30.599>problematic. 00:24:30.600 --> 00:24:33.070 align:start position:0% <00:24:30.600>really <00:24:30.774>problematic. <00:24:30.949>Can <00:24:31.125>we <00:24:31.300>allow <00:24:31.475>the <00:24:31.649>agent <00:24:31.824>to <00:24:32.000>automatically 00:24:33.070 --> 00:24:33.080 align:start position:0% <00:24:33.070>Can <00:24:33.071>we <00:24:33.072>allow <00:24:33.074>the <00:24:33.076>agent <00:24:33.077>to <00:24:33.079>automatically 00:24:33.080 --> 00:24:35.550 align:start position:0% <00:24:33.080>Can <00:24:33.196>we <00:24:33.313>allow <00:24:33.429>the <00:24:33.546>agent <00:24:33.663>to <00:24:33.780>automatically <00:24:33.896>isolate <00:24:34.013>that <00:24:34.129>process, <00:24:34.246>that <00:24:34.363>system, <00:24:34.480>block 00:24:35.550 --> 00:24:35.560 align:start position:0% <00:24:35.550>isolate <00:24:35.551>that <00:24:35.553>process, <00:24:35.555>that <00:24:35.557>system, <00:24:35.559>block 00:24:35.560 --> 00:24:36.910 align:start position:0% <00:24:35.560>isolate <00:24:35.733>that <00:24:35.907>process, <00:24:36.080>that <00:24:36.254>system, <00:24:36.427>block <00:24:36.601>the <00:24:36.775>action? 00:24:36.910 --> 00:24:36.920 align:start position:0% <00:24:36.910>the <00:24:36.919>action? 00:24:36.920 --> 00:24:40.230 align:start position:0% <00:24:36.920>the <00:24:37.095>action? <00:24:37.270>Or <00:24:37.445>should <00:24:37.620>we <00:24:37.795>alert <00:24:37.970>the <00:24:38.145>human <00:24:38.320>because 00:24:40.230 --> 00:24:40.240 align:start position:0% <00:24:40.230>Or <00:24:40.231>should <00:24:40.233>we <00:24:40.234>alert <00:24:40.236>the <00:24:40.237>human <00:24:40.239>because 00:24:40.240 --> 00:24:41.990 align:start position:0% <00:24:40.240>Or <00:24:40.367>should <00:24:40.494>we <00:24:40.621>alert <00:24:40.749>the <00:24:40.876>human <00:24:41.003>because <00:24:41.130>blocking <00:24:41.258>that <00:24:41.385>action <00:24:41.512>potentially <00:24:41.640>means 00:24:41.990 --> 00:24:42.000 align:start position:0% <00:24:41.990>blocking <00:24:41.992>that <00:24:41.994>action <00:24:41.996>potentially <00:24:41.999>means 00:24:42.000 --> 00:24:44.950 align:start position:0% <00:24:42.000>blocking <00:24:42.116>that <00:24:42.233>action <00:24:42.350>potentially <00:24:42.466>means <00:24:42.583>that <00:24:42.700>our <00:24:42.816>system <00:24:42.933>is <00:24:43.050>going <00:24:43.166>to <00:24:43.283>be <00:24:43.400>down. 00:24:44.950 --> 00:24:44.960 align:start position:0% <00:24:44.950>that <00:24:44.951>our <00:24:44.952>system <00:24:44.953>is <00:24:44.955>going <00:24:44.956>to <00:24:44.957>be <00:24:44.959>down. 00:24:44.960 --> 00:24:46.830 align:start position:0% <00:24:44.960>that <00:24:45.076>our <00:24:45.193>system <00:24:45.310>is <00:24:45.426>going <00:24:45.543>to <00:24:45.660>be <00:24:45.776>down. <00:24:45.893>How <00:24:46.010>to <00:24:46.126>make <00:24:46.243>that <00:24:46.360>decision? 00:24:46.830 --> 00:24:46.840 align:start position:0% <00:24:46.830>How <00:24:46.832>to <00:24:46.834>make <00:24:46.836>that <00:24:46.839>decision? 00:24:46.840 --> 00:24:47.830 align:start position:0% <00:24:46.840>How <00:24:46.988>to <00:24:47.137>make <00:24:47.285>that <00:24:47.434>decision? <00:24:47.582>>> <00:24:47.731>Means 00:24:47.830 --> 00:24:47.840 align:start position:0% <00:24:47.830>>> <00:24:47.839>Means 00:24:47.840 --> 00:24:49.310 align:start position:0% <00:24:47.840>>> <00:24:47.960>Means <00:24:48.080>>> <00:24:48.200>I <00:24:48.321>I'm <00:24:48.441>again <00:24:48.561>going <00:24:48.681>to <00:24:48.802>zoom <00:24:48.922>out <00:24:49.042>a <00:24:49.163>little 00:24:49.310 --> 00:24:49.320 align:start position:0% <00:24:49.310>>> <00:24:49.311>I <00:24:49.312>I'm <00:24:49.312>again <00:24:49.313>going <00:24:49.315>to <00:24:49.316>zoom <00:24:49.317>out <00:24:49.318>a <00:24:49.319>little 00:24:49.320 --> 00:24:53.310 align:start position:0% <00:24:49.320>>> <00:24:49.407>I <00:24:49.495>I'm <00:24:49.582>again <00:24:49.669>going <00:24:49.757>to <00:24:49.845>zoom <00:24:49.932>out <00:24:50.020>a <00:24:50.107>little <00:24:50.195>bit. <00:24:50.282>I <00:24:50.370>think <00:24:50.457>the <00:24:50.544>the <00:24:50.632>idea <00:24:50.720>of 00:24:53.310 --> 00:24:53.320 align:start position:0% <00:24:53.310>bit. <00:24:53.311>I <00:24:53.312>think <00:24:53.314>the <00:24:53.316>the <00:24:53.317>idea <00:24:53.319>of 00:24:53.320 --> 00:24:57.110 align:start position:0% <00:24:53.320>bit. <00:24:53.413>I <00:24:53.506>think <00:24:53.600>the <00:24:53.693>the <00:24:53.786>idea <00:24:53.879>of <00:24:53.973>essentially <00:24:54.066>a <00:24:54.159>agent <00:24:54.253>that <00:24:54.346>is <00:24:54.439>or <00:24:54.533>a <00:24:54.626>set <00:24:54.720>of 00:24:57.110 --> 00:24:57.120 align:start position:0% <00:24:57.110>essentially <00:24:57.111>a <00:24:57.112>agent <00:24:57.113>that <00:24:57.114>is <00:24:57.115>or <00:24:57.116>a <00:24:57.117>set <00:24:57.119>of 00:24:57.120 --> 00:24:58.750 align:start position:0% <00:24:57.120>essentially <00:24:57.227>a <00:24:57.335>agent <00:24:57.443>that <00:24:57.550>is <00:24:57.658>or <00:24:57.766>a <00:24:57.873>set <00:24:57.981>of <00:24:58.089>agents <00:24:58.196>that <00:24:58.304>are <00:24:58.412>constantly <00:24:58.520>monitoring 00:24:58.750 --> 00:24:58.760 align:start position:0% <00:24:58.750>agents <00:24:58.752>that <00:24:58.754>are <00:24:58.756>constantly <00:24:58.759>monitoring 00:24:58.760 --> 00:25:02.150 align:start position:0% <00:24:58.760>agents <00:24:58.887>that <00:24:59.014>are <00:24:59.141>constantly <00:24:59.269>monitoring <00:24:59.396>systems <00:24:59.523>uh <00:24:59.650>for <00:24:59.778>you <00:24:59.905>know <00:25:00.032>a <00:25:00.160>different 00:25:02.150 --> 00:25:02.160 align:start position:0% <00:25:02.150>systems <00:25:02.151>uh <00:25:02.153>for <00:25:02.154>you <00:25:02.156>know <00:25:02.157>a <00:25:02.159>different 00:25:02.160 --> 00:25:04.950 align:start position:0% <00:25:02.160>systems <00:25:02.267>uh <00:25:02.375>for <00:25:02.483>you <00:25:02.590>know <00:25:02.698>a <00:25:02.806>different <00:25:02.913>attack <00:25:03.021>vectors <00:25:03.129>is <00:25:03.236>the <00:25:03.344>future <00:25:03.452>we'll <00:25:03.560>be 00:25:04.950 --> 00:25:04.960 align:start position:0% <00:25:04.950>attack <00:25:04.951>vectors <00:25:04.953>is <00:25:04.954>the <00:25:04.956>future <00:25:04.957>we'll <00:25:04.959>be 00:25:04.960 --> 00:25:06.950 align:start position:0% <00:25:04.960>attack <00:25:05.067>vectors <00:25:05.175>is <00:25:05.283>the <00:25:05.390>future <00:25:05.498>we'll <00:25:05.606>be <00:25:05.713>kind <00:25:05.821>of <00:25:05.929>entering <00:25:06.036>into. <00:25:06.144>Before <00:25:06.252>agents, <00:25:06.360>it 00:25:06.950 --> 00:25:06.960 align:start position:0% <00:25:06.950>kind <00:25:06.951>of <00:25:06.953>entering <00:25:06.954>into. <00:25:06.956>Before <00:25:06.957>agents, <00:25:06.959>it 00:25:06.960 --> 00:25:09.030 align:start position:0% <00:25:06.960>kind <00:25:07.087>of <00:25:07.214>entering <00:25:07.341>into. <00:25:07.469>Before <00:25:07.596>agents, <00:25:07.723>it <00:25:07.850>was <00:25:07.978>network <00:25:08.105>firewalls <00:25:08.232>or <00:25:08.360>network 00:25:09.030 --> 00:25:09.040 align:start position:0% <00:25:09.030>was <00:25:09.032>network <00:25:09.034>firewalls <00:25:09.036>or <00:25:09.039>network 00:25:09.040 --> 00:25:10.550 align:start position:0% <00:25:09.040>was <00:25:09.266>network <00:25:09.493>firewalls <00:25:09.719>or <00:25:09.946>network <00:25:10.172>monitoring <00:25:10.399>tools. 00:25:10.550 --> 00:25:10.560 align:start position:0% <00:25:10.550>monitoring <00:25:10.559>tools. 00:25:10.560 --> 00:25:12.790 align:start position:0% <00:25:10.560>monitoring <00:25:10.735>tools. <00:25:10.909>Agents <00:25:11.085>allow <00:25:11.260>you <00:25:11.435>to <00:25:11.610>be <00:25:11.784>more <00:25:11.960>proactive, 00:25:12.790 --> 00:25:12.800 align:start position:0% <00:25:12.790>Agents <00:25:12.791>allow <00:25:12.793>you <00:25:12.794>to <00:25:12.796>be <00:25:12.797>more <00:25:12.799>proactive, 00:25:12.800 --> 00:25:14.990 align:start position:0% <00:25:12.800>Agents <00:25:12.916>allow <00:25:13.033>you <00:25:13.149>to <00:25:13.266>be <00:25:13.383>more <00:25:13.500>proactive, <00:25:13.616>can <00:25:13.733>have <00:25:13.850>more <00:25:13.966>intelligence <00:25:14.083>to <00:25:14.200>connect 00:25:14.990 --> 00:25:15.000 align:start position:0% <00:25:14.990>can <00:25:14.991>have <00:25:14.993>more <00:25:14.995>intelligence <00:25:14.997>to <00:25:14.999>connect 00:25:15.000 --> 00:25:16.030 align:start position:0% <00:25:15.000>can <00:25:15.154>have <00:25:15.309>more <00:25:15.463>intelligence <00:25:15.618>to <00:25:15.772>connect <00:25:15.927>dots. 00:25:16.030 --> 00:25:16.040 align:start position:0% dots. 00:25:16.040 --> 00:25:18.230 align:start position:0% <00:25:16.040>dots. <00:25:16.240>So <00:25:16.440>this <00:25:16.639>will <00:25:16.840>be <00:25:17.040>a <00:25:17.240>common <00:25:17.440>scenario. 00:25:18.230 --> 00:25:18.240 align:start position:0% <00:25:18.230>So <00:25:18.231>this <00:25:18.233>will <00:25:18.234>be <00:25:18.236>a <00:25:18.237>common <00:25:18.239>scenario. 00:25:18.240 --> 00:25:21.550 align:start position:0% <00:25:18.240>So <00:25:18.356>this <00:25:18.473>will <00:25:18.590>be <00:25:18.706>a <00:25:18.823>common <00:25:18.940>scenario. <00:25:19.056>And <00:25:19.173>just <00:25:19.290>like <00:25:19.406>all <00:25:19.523>incident <00:25:19.640>analysis, 00:25:21.550 --> 00:25:21.560 align:start position:0% <00:25:21.550>And <00:25:21.551>just <00:25:21.553>like <00:25:21.555>all <00:25:21.557>incident <00:25:21.559>analysis, 00:25:21.560 --> 00:25:22.790 align:start position:0% <00:25:21.560>And <00:25:21.645>just <00:25:21.730>like <00:25:21.815>all <00:25:21.900>incident <00:25:21.985>analysis, <00:25:22.070>you <00:25:22.156>know, <00:25:22.241>when <00:25:22.326>you <00:25:22.411>build <00:25:22.496>this <00:25:22.581>kind <00:25:22.667>of 00:25:22.790 --> 00:25:22.800 align:start position:0% <00:25:22.790>you <00:25:22.791>know, <00:25:22.792>when <00:25:22.793>you <00:25:22.795>build <00:25:22.796>this <00:25:22.797>kind <00:25:22.799>of 00:25:22.800 --> 00:25:24.310 align:start position:0% <00:25:22.800>you <00:25:22.897>know, <00:25:22.994>when <00:25:23.091>you <00:25:23.188>build <00:25:23.285>this <00:25:23.382>kind <00:25:23.479>of <00:25:23.576>framework, <00:25:23.673>you <00:25:23.770>will <00:25:23.867>have <00:25:23.964>a <00:25:24.061>set <00:25:24.158>of 00:25:24.310 --> 00:25:24.320 align:start position:0% <00:25:24.310>framework, <00:25:24.311>you <00:25:24.312>will <00:25:24.314>have <00:25:24.316>a <00:25:24.317>set <00:25:24.319>of 00:25:24.320 --> 00:25:27.990 align:start position:0% <00:25:24.320>framework, <00:25:24.427>you <00:25:24.535>will <00:25:24.643>have <00:25:24.750>a <00:25:24.858>set <00:25:24.966>of <00:25:25.073>priority <00:25:25.181>orders <00:25:25.289>in <00:25:25.396>which <00:25:25.504>some <00:25:25.612>will <00:25:25.720>be 00:25:27.990 --> 00:25:28.000 align:start position:0% <00:25:27.990>priority <00:25:27.991>orders <00:25:27.993>in <00:25:27.994>which <00:25:27.996>some <00:25:27.997>will <00:25:27.999>be 00:25:28.000 --> 00:25:30.070 align:start position:0% <00:25:28.000>priority <00:25:28.107>orders <00:25:28.215>in <00:25:28.323>which <00:25:28.430>some <00:25:28.538>will <00:25:28.646>be <00:25:28.753>self-healing <00:25:28.861>in <00:25:28.969>which <00:25:29.076>there <00:25:29.184>will <00:25:29.292>be <00:25:29.400>no 00:25:30.070 --> 00:25:30.080 align:start position:0% <00:25:30.070>self-healing <00:25:30.071>in <00:25:30.072>which <00:25:30.074>there <00:25:30.076>will <00:25:30.077>be <00:25:30.079>no 00:25:30.080 --> 00:25:31.950 align:start position:0% <00:25:30.080>self-healing <00:25:30.254>in <00:25:30.429>which <00:25:30.605>there <00:25:30.780>will <00:25:30.955>be <00:25:31.129>no <00:25:31.304>humans <00:25:31.480>involved. 00:25:31.950 --> 00:25:31.960 align:start position:0% <00:25:31.950>humans <00:25:31.959>involved. 00:25:31.960 --> 00:25:34.110 align:start position:0% <00:25:31.960>humans <00:25:32.240>involved. <00:25:32.520>And <00:25:32.800>some <00:25:33.080>will <00:25:33.360>be 00:25:34.110 --> 00:25:34.120 align:start position:0% <00:25:34.110>And <00:25:34.112>some <00:25:34.116>will <00:25:34.119>be 00:25:34.120 --> 00:25:37.030 align:start position:0% <00:25:34.120>And <00:25:34.275>some <00:25:34.431>will <00:25:34.586>be <00:25:34.742>agent <00:25:34.897>led <00:25:35.053>with <00:25:35.208>human <00:25:35.364>intervention <00:25:35.520>and 00:25:37.030 --> 00:25:37.040 align:start position:0% <00:25:37.030>agent <00:25:37.031>led <00:25:37.033>with <00:25:37.035>human <00:25:37.037>intervention <00:25:37.039>and 00:25:37.040 --> 00:25:39.710 align:start position:0% <00:25:37.040>agent <00:25:37.167>led <00:25:37.294>with <00:25:37.421>human <00:25:37.549>intervention <00:25:37.676>and <00:25:37.803>some <00:25:37.930>will <00:25:38.058>start <00:25:38.185>with <00:25:38.312>the <00:25:38.440>human. 00:25:39.710 --> 00:25:39.720 align:start position:0% <00:25:39.710>some <00:25:39.711>will <00:25:39.713>start <00:25:39.715>with <00:25:39.717>the <00:25:39.719>human. 00:25:39.720 --> 00:25:41.910 align:start position:0% <00:25:39.720>some <00:25:39.820>will <00:25:39.920>start <00:25:40.020>with <00:25:40.120>the <00:25:40.220>human. <00:25:40.320>So <00:25:40.420>I <00:25:40.520>think <00:25:40.620>it <00:25:40.720>will <00:25:40.820>be <00:25:40.920>graded <00:25:41.020>based <00:25:41.120>on 00:25:41.910 --> 00:25:41.920 align:start position:0% <00:25:41.910>So <00:25:41.911>I <00:25:41.912>think <00:25:41.913>it <00:25:41.914>will <00:25:41.915>be <00:25:41.916>graded <00:25:41.917>based <00:25:41.919>on 00:25:41.920 --> 00:25:43.510 align:start position:0% <00:25:41.920>So <00:25:42.060>I <00:25:42.200>think <00:25:42.340>it <00:25:42.480>will <00:25:42.620>be <00:25:42.760>graded <00:25:42.900>based <00:25:43.040>on <00:25:43.180>the <00:25:43.320>severity 00:25:43.510 --> 00:25:43.520 align:start position:0% <00:25:43.510>the <00:25:43.519>severity 00:25:43.520 --> 00:25:44.870 align:start position:0% <00:25:43.520>the <00:25:43.693>severity <00:25:43.867>and <00:25:44.040>that <00:25:44.214>is <00:25:44.387>something <00:25:44.561>you <00:25:44.735>will 00:25:44.870 --> 00:25:44.880 align:start position:0% <00:25:44.870>and <00:25:44.871>that <00:25:44.873>is <00:25:44.875>something <00:25:44.877>you <00:25:44.879>will 00:25:44.880 --> 00:25:48.110 align:start position:0% <00:25:44.880>and <00:25:45.035>that <00:25:45.191>is <00:25:45.346>something <00:25:45.502>you <00:25:45.657>will <00:25:45.813>institutionalize <00:25:45.968>in <00:25:46.124>your <00:25:46.280>definitions, 00:25:48.110 --> 00:25:48.120 align:start position:0% <00:25:48.110>institutionalize <00:25:48.112>in <00:25:48.116>your <00:25:48.119>definitions, 00:25:48.120 --> 00:25:50.590 align:start position:0% <00:25:48.120>institutionalize <00:25:48.275>in <00:25:48.431>your <00:25:48.586>definitions, <00:25:48.742>your <00:25:48.897>skills, <00:25:49.053>the <00:25:49.208>framework <00:25:49.364>you <00:25:49.520>put 00:25:50.590 --> 00:25:50.600 align:start position:0% <00:25:50.590>your <00:25:50.591>skills, <00:25:50.593>the <00:25:50.595>framework <00:25:50.597>you <00:25:50.599>put 00:25:50.600 --> 00:25:52.750 align:start position:0% <00:25:50.600>your <00:25:50.716>skills, <00:25:50.833>the <00:25:50.949>framework <00:25:51.066>you <00:25:51.183>put <00:25:51.300>around <00:25:51.416>that. <00:25:51.533>And <00:25:51.649>that's <00:25:51.766>how <00:25:51.883>the <00:25:52.000>world 00:25:52.750 --> 00:25:52.760 align:start position:0% <00:25:52.750>around <00:25:52.751>that. <00:25:52.753>And <00:25:52.754>that's <00:25:52.756>how <00:25:52.757>the <00:25:52.759>world 00:25:52.760 --> 00:25:55.030 align:start position:0% <00:25:52.760>around <00:25:52.860>that. <00:25:52.960>And <00:25:53.060>that's <00:25:53.160>how <00:25:53.260>the <00:25:53.360>world <00:25:53.460>will <00:25:53.560>operate. <00:25:53.660>And <00:25:53.760>the <00:25:53.860>reason <00:25:53.960>I <00:25:54.060>say <00:25:54.160>this 00:25:55.030 --> 00:25:55.040 align:start position:0% <00:25:55.030>will <00:25:55.031>operate. <00:25:55.032>And <00:25:55.033>the <00:25:55.035>reason <00:25:55.036>I <00:25:55.037>say <00:25:55.039>this 00:25:55.040 --> 00:25:57.830 align:start position:0% <00:25:55.040>will <00:25:55.133>operate. <00:25:55.226>And <00:25:55.320>the <00:25:55.413>reason <00:25:55.506>I <00:25:55.600>say <00:25:55.693>this <00:25:55.786>with <00:25:55.879>confidence <00:25:55.973>is <00:25:56.066>even <00:25:56.159>in <00:25:56.253>our <00:25:56.346>world <00:25:56.440>of 00:25:57.830 --> 00:25:57.840 align:start position:0% <00:25:57.830>with <00:25:57.831>confidence <00:25:57.832>is <00:25:57.833>even <00:25:57.835>in <00:25:57.836>our <00:25:57.837>world <00:25:57.839>of 00:25:57.840 --> 00:26:00.150 align:start position:0% <00:25:57.840>with <00:25:57.967>confidence <00:25:58.094>is <00:25:58.221>even <00:25:58.349>in <00:25:58.476>our <00:25:58.603>world <00:25:58.730>of <00:25:58.858>self-healing <00:25:58.985>software <00:25:59.112>without <00:25:59.240>the 00:26:00.150 --> 00:26:00.160 align:start position:0% <00:26:00.150>self-healing <00:26:00.153>software <00:26:00.156>without <00:26:00.159>the 00:26:00.160 --> 00:26:03.350 align:start position:0% <00:26:00.160>self-healing <00:26:00.300>software <00:26:00.440>without <00:26:00.580>the <00:26:00.720>security <00:26:00.860>aspects, <00:26:01.000>what <00:26:01.140>we <00:26:01.280>are <00:26:01.420>seeing <00:26:01.560>is 00:26:03.350 --> 00:26:03.360 align:start position:0% <00:26:03.350>security <00:26:03.351>aspects, <00:26:03.352>what <00:26:03.354>we <00:26:03.356>are <00:26:03.357>seeing <00:26:03.359>is 00:26:03.360 --> 00:26:05.670 align:start position:0% <00:26:03.360>security <00:26:03.500>aspects, <00:26:03.639>what <00:26:03.780>we <00:26:03.919>are <00:26:04.060>seeing <00:26:04.199>is <00:26:04.340>in <00:26:04.479>production <00:26:04.620>right <00:26:04.760>now 00:26:05.670 --> 00:26:05.680 align:start position:0% <00:26:05.670>in <00:26:05.673>production <00:26:05.676>right <00:26:05.679>now 00:26:05.680 --> 00:26:09.790 align:start position:0% <00:26:05.680>in <00:26:05.807>production <00:26:05.934>right <00:26:06.061>now <00:26:06.189>30 <00:26:06.316>to <00:26:06.443>40% <00:26:06.570>of <00:26:06.698>issues <00:26:06.825>that <00:26:06.952>we <00:26:07.080>find 00:26:09.790 --> 00:26:09.800 align:start position:0% <00:26:09.790>30 <00:26:09.791>to <00:26:09.792>40% <00:26:09.793>of <00:26:09.795>issues <00:26:09.796>that <00:26:09.797>we <00:26:09.799>find 00:26:09.800 --> 00:26:11.510 align:start position:0% <00:26:09.800>30 <00:26:09.907>to <00:26:10.015>40% <00:26:10.123>of <00:26:10.230>issues <00:26:10.338>that <00:26:10.446>we <00:26:10.553>find <00:26:10.661>can <00:26:10.769>be <00:26:10.876>fully <00:26:10.984>automated <00:26:11.092>without <00:26:11.200>human 00:26:11.510 --> 00:26:11.520 align:start position:0% <00:26:11.510>can <00:26:11.511>be <00:26:11.513>fully <00:26:11.515>automated <00:26:11.517>without <00:26:11.519>human 00:26:11.520 --> 00:26:12.990 align:start position:0% <00:26:11.520>can <00:26:11.740>be <00:26:11.961>fully <00:26:12.181>automated <00:26:12.402>without <00:26:12.622>human <00:26:12.843>intervention. 00:26:12.990 --> 00:26:13.000 align:start position:0% intervention. 00:26:13.000 --> 00:26:15.510 align:start position:0% <00:26:13.000>intervention. <00:26:13.350>Another <00:26:13.700>30 <00:26:14.050>to <00:26:14.400>40% 00:26:15.510 --> 00:26:15.520 align:start position:0% <00:26:15.510>Another <00:26:15.513>30 <00:26:15.516>to <00:26:15.519>40% 00:26:15.520 --> 00:26:18.390 align:start position:0% <00:26:15.520>Another <00:26:15.660>30 <00:26:15.800>to <00:26:15.940>40% <00:26:16.080>are <00:26:16.220>starting <00:26:16.360>with <00:26:16.500>agents <00:26:16.639>or <00:26:16.780>healing <00:26:16.920>with 00:26:18.390 --> 00:26:18.400 align:start position:0% <00:26:18.390>are <00:26:18.391>starting <00:26:18.393>with <00:26:18.394>agents <00:26:18.396>or <00:26:18.397>healing <00:26:18.399>with 00:26:18.400 --> 00:26:20.710 align:start position:0% <00:26:18.400>are <00:26:18.493>starting <00:26:18.586>with <00:26:18.680>agents <00:26:18.773>or <00:26:18.866>healing <00:26:18.960>with <00:26:19.053>you <00:26:19.146>know <00:26:19.240>with <00:26:19.333>a <00:26:19.426>draft <00:26:19.520>PR, <00:26:19.613>then <00:26:19.706>the <00:26:19.800>human 00:26:20.710 --> 00:26:20.720 align:start position:0% <00:26:20.710>you <00:26:20.711>know <00:26:20.712>with <00:26:20.713>a <00:26:20.714>draft <00:26:20.715>PR, <00:26:20.716>then <00:26:20.717>the <00:26:20.719>human 00:26:20.720 --> 00:26:22.630 align:start position:0% <00:26:20.720>you <00:26:20.813>know <00:26:20.906>with <00:26:21.000>a <00:26:21.093>draft <00:26:21.186>PR, <00:26:21.280>then <00:26:21.373>the <00:26:21.466>human <00:26:21.560>intervenes <00:26:21.653>and <00:26:21.746>you <00:26:21.840>know <00:26:21.933>kind <00:26:22.026>of <00:26:22.120>says, 00:26:22.630 --> 00:26:22.640 align:start position:0% <00:26:22.630>intervenes <00:26:22.631>and <00:26:22.633>you <00:26:22.634>know <00:26:22.636>kind <00:26:22.637>of <00:26:22.639>says, 00:26:22.640 --> 00:26:24.190 align:start position:0% <00:26:22.640>intervenes <00:26:22.747>and <00:26:22.854>you <00:26:22.961>know <00:26:23.069>kind <00:26:23.176>of <00:26:23.283>says, <00:26:23.391>"Oh, <00:26:23.498>you <00:26:23.605>need <00:26:23.713>to <00:26:23.820>make <00:26:23.927>certain <00:26:24.035>changes. 00:26:24.190 --> 00:26:24.200 align:start position:0% <00:26:24.190>"Oh, <00:26:24.191>you <00:26:24.193>need <00:26:24.194>to <00:26:24.196>make <00:26:24.197>certain <00:26:24.199>changes. 00:26:24.200 --> 00:26:25.870 align:start position:0% <00:26:24.200>"Oh, <00:26:24.340>you <00:26:24.480>need <00:26:24.620>to <00:26:24.760>make <00:26:24.900>certain <00:26:25.040>changes. <00:26:25.180>This <00:26:25.320>is <00:26:25.460>not <00:26:25.600>correct." 00:26:25.870 --> 00:26:25.880 align:start position:0% <00:26:25.870>This <00:26:25.873>is <00:26:25.876>not <00:26:25.879>correct." 00:26:25.880 --> 00:26:28.110 align:start position:0% <00:26:25.880>This <00:26:26.007>is <00:26:26.134>not <00:26:26.261>correct." <00:26:26.389>And <00:26:26.516>then <00:26:26.643>10% <00:26:26.770>always <00:26:26.898>start <00:26:27.025>with <00:26:27.152>a <00:26:27.280>human. 00:26:28.110 --> 00:26:28.120 align:start position:0% <00:26:28.110>And <00:26:28.111>then <00:26:28.112>10% <00:26:28.113>always <00:26:28.115>start <00:26:28.116>with <00:26:28.117>a <00:26:28.119>human. 00:26:28.120 --> 00:26:30.390 align:start position:0% <00:26:28.120>And <00:26:28.213>then <00:26:28.306>10% <00:26:28.399>always <00:26:28.493>start <00:26:28.586>with <00:26:28.679>a <00:26:28.773>human. <00:26:28.866>So <00:26:28.959>the <00:26:29.053>same <00:26:29.146>principles <00:26:29.239>I <00:26:29.333>think <00:26:29.426>you <00:26:29.520>will 00:26:30.390 --> 00:26:30.400 align:start position:0% <00:26:30.390>So <00:26:30.391>the <00:26:30.392>same <00:26:30.393>principles <00:26:30.395>I <00:26:30.396>think <00:26:30.397>you <00:26:30.399>will 00:26:30.400 --> 00:26:32.790 align:start position:0% <00:26:30.400>So <00:26:30.493>the <00:26:30.586>same <00:26:30.680>principles <00:26:30.773>I <00:26:30.866>think <00:26:30.960>you <00:26:31.053>will <00:26:31.146>see <00:26:31.240>on <00:26:31.333>the <00:26:31.426>security <00:26:31.520>side. <00:26:31.613>You <00:26:31.706>will <00:26:31.800>have 00:26:32.790 --> 00:26:32.800 align:start position:0% <00:26:32.790>see <00:26:32.791>on <00:26:32.792>the <00:26:32.793>security <00:26:32.795>side. <00:26:32.796>You <00:26:32.797>will <00:26:32.799>have 00:26:32.800 --> 00:26:36.070 align:start position:0% <00:26:32.800>see <00:26:32.887>on <00:26:32.975>the <00:26:33.062>security <00:26:33.149>side. <00:26:33.237>You <00:26:33.325>will <00:26:33.412>have <00:26:33.500>a <00:26:33.587>gradation. <00:26:33.675>And <00:26:33.762>if <00:26:33.850>it's <00:26:33.937>a <00:26:34.024>P0, <00:26:34.112>yes, <00:26:34.200>you 00:26:36.070 --> 00:26:36.080 align:start position:0% <00:26:36.070>a <00:26:36.071>gradation. <00:26:36.072>And <00:26:36.073>if <00:26:36.074>it's <00:26:36.075>a <00:26:36.076>P0, <00:26:36.077>yes, <00:26:36.079>you 00:26:36.080 --> 00:26:38.270 align:start position:0% <00:26:36.080>a <00:26:36.162>gradation. <00:26:36.244>And <00:26:36.327>if <00:26:36.409>it's <00:26:36.491>a <00:26:36.574>P0, <00:26:36.656>yes, <00:26:36.738>you <00:26:36.821>will <00:26:36.903>have <00:26:36.985>to <00:26:37.068>wake <00:26:37.150>up <00:26:37.232>a <00:26:37.315>human. <00:26:37.397>In <00:26:37.480>other 00:26:38.270 --> 00:26:38.280 align:start position:0% <00:26:38.270>will <00:26:38.271>have <00:26:38.272>to <00:26:38.273>wake <00:26:38.274>up <00:26:38.275>a <00:26:38.276>human. <00:26:38.277>In <00:26:38.279>other 00:26:38.280 --> 00:26:41.110 align:start position:0% <00:26:38.280>will <00:26:38.373>have <00:26:38.466>to <00:26:38.560>wake <00:26:38.653>up <00:26:38.746>a <00:26:38.840>human. <00:26:38.933>In <00:26:39.026>other <00:26:39.120>cases, <00:26:39.213>you <00:26:39.306>will <00:26:39.399>fully <00:26:39.493>automate <00:26:39.586>it <00:26:39.680>and 00:26:41.110 --> 00:26:41.120 align:start position:0% <00:26:41.110>cases, <00:26:41.111>you <00:26:41.112>will <00:26:41.114>fully <00:26:41.116>automate <00:26:41.117>it <00:26:41.119>and 00:26:41.120 --> 00:26:43.070 align:start position:0% <00:26:41.120>cases, <00:26:41.227>you <00:26:41.335>will <00:26:41.443>fully <00:26:41.550>automate <00:26:41.658>it <00:26:41.766>and <00:26:41.873>and <00:26:41.981>it's <00:26:42.089>in <00:26:42.196>production. <00:26:42.304>So <00:26:42.412>you <00:26:42.520>should 00:26:43.070 --> 00:26:43.080 align:start position:0% <00:26:43.070>and <00:26:43.071>it's <00:26:43.072>in <00:26:43.074>production. <00:26:43.076>So <00:26:43.077>you <00:26:43.079>should 00:26:43.080 --> 00:26:45.470 align:start position:0% <00:26:43.080>and <00:26:43.187>it's <00:26:43.295>in <00:26:43.403>production. <00:26:43.510>So <00:26:43.618>you <00:26:43.726>should <00:26:43.833>see <00:26:43.941>this <00:26:44.049>level <00:26:44.156>of <00:26:44.264>kind <00:26:44.372>of <00:26:44.480>automation 00:26:45.470 --> 00:26:45.480 align:start position:0% <00:26:45.470>see <00:26:45.471>this <00:26:45.473>level <00:26:45.474>of <00:26:45.476>kind <00:26:45.477>of <00:26:45.479>automation 00:26:45.480 --> 00:26:47.790 align:start position:0% <00:26:45.480>see <00:26:45.635>this <00:26:45.791>level <00:26:45.946>of <00:26:46.102>kind <00:26:46.257>of <00:26:46.413>automation <00:26:46.568>based <00:26:46.724>on <00:26:46.880>severity. 00:26:47.790 --> 00:26:47.800 align:start position:0% <00:26:47.790>based <00:26:47.794>on <00:26:47.799>severity. 00:26:47.800 --> 00:26:50.390 align:start position:0% <00:26:47.800>based <00:26:47.955>on <00:26:48.111>severity. <00:26:48.266>The <00:26:48.422>definition <00:26:48.577>of <00:26:48.733>severity <00:26:48.888>will <00:26:49.044>be <00:26:49.200>by 00:26:50.390 --> 00:26:50.400 align:start position:0% <00:26:50.390>The <00:26:50.391>definition <00:26:50.393>of <00:26:50.394>severity <00:26:50.396>will <00:26:50.397>be <00:26:50.399>by 00:26:50.400 --> 00:26:51.990 align:start position:0% <00:26:50.400>The <00:26:50.600>definition <00:26:50.800>of <00:26:51.000>severity <00:26:51.200>will <00:26:51.400>be <00:26:51.600>by <00:26:51.800>humans. 00:26:51.990 --> 00:26:52.000 align:start position:0% humans. 00:26:52.000 --> 00:26:54.390 align:start position:0% <00:26:52.000>humans. <00:26:52.175>It <00:26:52.350>will <00:26:52.525>be <00:26:52.700>based <00:26:52.875>on <00:26:53.050>impact <00:26:53.225>analysis <00:26:53.400>and 00:26:54.390 --> 00:26:54.400 align:start position:0% <00:26:54.390>It <00:26:54.391>will <00:26:54.392>be <00:26:54.393>based <00:26:54.395>on <00:26:54.396>impact <00:26:54.397>analysis <00:26:54.399>and 00:26:54.400 --> 00:26:57.270 align:start position:0% <00:26:54.400>It <00:26:54.493>will <00:26:54.586>be <00:26:54.680>based <00:26:54.773>on <00:26:54.866>impact <00:26:54.960>analysis <00:26:55.053>and <00:26:55.146>that's <00:26:55.240>the <00:26:55.333>beauty <00:26:55.426>of <00:26:55.520>AI <00:26:55.613>with <00:26:55.706>humans. <00:26:55.800>I 00:26:57.270 --> 00:26:57.280 align:start position:0% <00:26:57.270>that's <00:26:57.271>the <00:26:57.272>beauty <00:26:57.273>of <00:26:57.275>AI <00:26:57.276>with <00:26:57.277>humans. <00:26:57.279>I 00:26:57.280 --> 00:26:58.910 align:start position:0% <00:26:57.280>that's <00:26:57.379>the <00:26:57.480>beauty <00:26:57.580>of <00:26:57.680>AI <00:26:57.780>with <00:26:57.879>humans. <00:26:57.980>I <00:26:58.080>think <00:26:58.180>the <00:26:58.280>role <00:26:58.379>of <00:26:58.480>humans <00:26:58.580>doesn't <00:26:58.680>go 00:26:58.910 --> 00:26:58.920 align:start position:0% <00:26:58.910>think <00:26:58.911>the <00:26:58.913>role <00:26:58.914>of <00:26:58.916>humans <00:26:58.917>doesn't <00:26:58.919>go 00:26:58.920 --> 00:27:01.190 align:start position:0% <00:26:58.920>think <00:26:59.020>the <00:26:59.120>role <00:26:59.220>of <00:26:59.320>humans <00:26:59.420>doesn't <00:26:59.520>go <00:26:59.620>away. <00:26:59.720>It <00:26:59.820>becomes <00:26:59.920>a <00:27:00.020>higher <00:27:00.120>order <00:27:00.220>in <00:27:00.320>terms 00:27:01.190 --> 00:27:01.200 align:start position:0% <00:27:01.190>away. <00:27:01.191>It <00:27:01.192>becomes <00:27:01.193>a <00:27:01.195>higher <00:27:01.196>order <00:27:01.197>in <00:27:01.199>terms 00:27:01.200 --> 00:27:03.990 align:start position:0% <00:27:01.200>away. <00:27:01.316>It <00:27:01.433>becomes <00:27:01.550>a <00:27:01.666>higher <00:27:01.783>order <00:27:01.900>in <00:27:02.016>terms <00:27:02.133>of <00:27:02.250>setting <00:27:02.366>principles, <00:27:02.483>setting <00:27:02.600>direction 00:27:03.990 --> 00:27:04.000 align:start position:0% <00:27:03.990>of <00:27:03.992>setting <00:27:03.994>principles, <00:27:03.996>setting <00:27:03.999>direction 00:27:04.000 --> 00:27:06.750 align:start position:0% <00:27:04.000>of <00:27:04.116>setting <00:27:04.233>principles, <00:27:04.350>setting <00:27:04.466>direction <00:27:04.583>for <00:27:04.700>these <00:27:04.816>robots <00:27:04.933>to <00:27:05.050>go <00:27:05.166>do <00:27:05.283>their <00:27:05.400>job. 00:27:06.750 --> 00:27:06.760 align:start position:0% <00:27:06.750>for <00:27:06.751>these <00:27:06.752>robots <00:27:06.753>to <00:27:06.755>go <00:27:06.756>do <00:27:06.757>their <00:27:06.759>job. 00:27:06.760 --> 00:27:08.870 align:start position:0% <00:27:06.760>for <00:27:06.847>these <00:27:06.935>robots <00:27:07.022>to <00:27:07.110>go <00:27:07.197>do <00:27:07.285>their <00:27:07.372>job. <00:27:07.460>>> <00:27:07.547>On <00:27:07.635>on <00:27:07.722>the <00:27:07.810>the <00:27:07.897>security <00:27:07.985>side, <00:27:08.072>like <00:27:08.160>you 00:27:08.870 --> 00:27:08.880 align:start position:0% <00:27:08.870>>> <00:27:08.871>On <00:27:08.872>on <00:27:08.873>the <00:27:08.874>the <00:27:08.875>security <00:27:08.876>side, <00:27:08.877>like <00:27:08.879>you 00:27:08.880 --> 00:27:10.710 align:start position:0% <00:27:08.880>>> <00:27:08.962>On <00:27:09.044>on <00:27:09.127>the <00:27:09.209>the <00:27:09.291>security <00:27:09.374>side, <00:27:09.456>like <00:27:09.538>you <00:27:09.621>know, <00:27:09.703>if <00:27:09.785>you <00:27:09.868>if <00:27:09.950>you <00:27:10.032>if <00:27:10.115>an <00:27:10.197>agent <00:27:10.280>detects 00:27:10.710 --> 00:27:10.720 align:start position:0% <00:27:10.710>know, <00:27:10.711>if <00:27:10.712>you <00:27:10.713>if <00:27:10.714>you <00:27:10.715>if <00:27:10.716>an <00:27:10.717>agent <00:27:10.719>detects 00:27:10.720 --> 00:27:13.030 align:start position:0% <00:27:10.720>know, <00:27:10.827>if <00:27:10.935>you <00:27:11.043>if <00:27:11.150>you <00:27:11.258>if <00:27:11.366>an <00:27:11.473>agent <00:27:11.581>detects <00:27:11.689>something <00:27:11.796>bad <00:27:11.904>happening, <00:27:12.012>normally <00:27:12.120>when 00:27:13.030 --> 00:27:13.040 align:start position:0% <00:27:13.030>something <00:27:13.032>bad <00:27:13.034>happening, <00:27:13.036>normally <00:27:13.039>when 00:27:13.040 --> 00:27:14.990 align:start position:0% <00:27:13.040>something <00:27:13.167>bad <00:27:13.294>happening, <00:27:13.421>normally <00:27:13.549>when <00:27:13.676>you're <00:27:13.803>blocking, <00:27:13.930>you <00:27:14.058>don't <00:27:14.185>want <00:27:14.312>to <00:27:14.440>build 00:27:14.990 --> 00:27:15.000 align:start position:0% <00:27:14.990>you're <00:27:14.991>blocking, <00:27:14.993>you <00:27:14.994>don't <00:27:14.996>want <00:27:14.997>to <00:27:14.999>build 00:27:15.000 --> 00:27:17.190 align:start position:0% <00:27:15.000>you're <00:27:15.107>blocking, <00:27:15.215>you <00:27:15.323>don't <00:27:15.430>want <00:27:15.538>to <00:27:15.646>build <00:27:15.753>an <00:27:15.861>agent <00:27:15.969>that <00:27:16.076>is <00:27:16.184>blocks <00:27:16.292>everyone. <00:27:16.400>You 00:27:17.190 --> 00:27:17.200 align:start position:0% <00:27:17.190>an <00:27:17.191>agent <00:27:17.193>that <00:27:17.194>is <00:27:17.196>blocks <00:27:17.197>everyone. <00:27:17.199>You 00:27:17.200 --> 00:27:19.150 align:start position:0% <00:27:17.200>an <00:27:17.307>agent <00:27:17.415>that <00:27:17.523>is <00:27:17.630>blocks <00:27:17.738>everyone. <00:27:17.846>You <00:27:17.953>know, <00:27:18.061>because <00:27:18.169>in <00:27:18.276>in <00:27:18.384>cybersecurity <00:27:18.492>is <00:27:18.600>is 00:27:19.150 --> 00:27:19.160 align:start position:0% <00:27:19.150>know, <00:27:19.151>because <00:27:19.153>in <00:27:19.154>in <00:27:19.156>cybersecurity <00:27:19.157>is <00:27:19.159>is 00:27:19.160 --> 00:27:21.590 align:start position:0% <00:27:19.160>know, <00:27:19.260>because <00:27:19.360>in <00:27:19.460>in <00:27:19.560>cybersecurity <00:27:19.660>is <00:27:19.760>is <00:27:19.860>one <00:27:19.960>bad <00:27:20.060>actor <00:27:20.160>or <00:27:20.260>group <00:27:20.360>of <00:27:20.460>bad <00:27:20.560>actors. 00:27:21.590 --> 00:27:21.600 align:start position:0% <00:27:21.590>one <00:27:21.591>bad <00:27:21.592>actor <00:27:21.593>or <00:27:21.595>group <00:27:21.596>of <00:27:21.597>bad <00:27:21.599>actors. 00:27:21.600 --> 00:27:23.550 align:start position:0% <00:27:21.600>one <00:27:21.693>bad <00:27:21.786>actor <00:27:21.879>or <00:27:21.973>group <00:27:22.066>of <00:27:22.159>bad <00:27:22.253>actors. <00:27:22.346>So, <00:27:22.439>you <00:27:22.533>ideally <00:27:22.626>want <00:27:22.719>to <00:27:22.813>detect <00:27:22.906>who <00:27:23.000>the 00:27:23.550 --> 00:27:23.560 align:start position:0% <00:27:23.550>So, <00:27:23.551>you <00:27:23.552>ideally <00:27:23.553>want <00:27:23.555>to <00:27:23.556>detect <00:27:23.557>who <00:27:23.559>the 00:27:23.560 --> 00:27:26.510 align:start position:0% <00:27:23.560>So, <00:27:23.647>you <00:27:23.735>ideally <00:27:23.822>want <00:27:23.909>to <00:27:23.997>detect <00:27:24.085>who <00:27:24.172>the <00:27:24.260>bad <00:27:24.347>actor <00:27:24.435>is <00:27:24.522>and <00:27:24.610>block <00:27:24.697>that <00:27:24.784>bad <00:27:24.872>actor <00:27:24.960>in 00:27:26.510 --> 00:27:26.520 align:start position:0% <00:27:26.510>bad <00:27:26.511>actor <00:27:26.512>is <00:27:26.513>and <00:27:26.514>block <00:27:26.515>that <00:27:26.516>bad <00:27:26.517>actor <00:27:26.519>in 00:27:26.520 --> 00:27:28.430 align:start position:0% <00:27:26.520>bad <00:27:26.613>actor <00:27:26.706>is <00:27:26.800>and <00:27:26.893>block <00:27:26.986>that <00:27:27.080>bad <00:27:27.173>actor <00:27:27.266>in <00:27:27.360>the <00:27:27.453>session. <00:27:27.546>So, <00:27:27.639>you <00:27:27.733>know, <00:27:27.826>that's <00:27:27.920>what 00:27:28.430 --> 00:27:28.440 align:start position:0% <00:27:28.430>the <00:27:28.431>session. <00:27:28.433>So, <00:27:28.434>you <00:27:28.436>know, <00:27:28.437>that's <00:27:28.439>what 00:27:28.440 --> 00:27:30.510 align:start position:0% <00:27:28.440>the <00:27:28.540>session. <00:27:28.640>So, <00:27:28.740>you <00:27:28.840>know, <00:27:28.940>that's <00:27:29.040>what <00:27:29.140>we <00:27:29.240>do <00:27:29.340>at <00:27:29.440>at <00:27:29.540>Harness <00:27:29.640>with <00:27:29.740>our <00:27:29.840>runtime 00:27:30.510 --> 00:27:30.520 align:start position:0% <00:27:30.510>we <00:27:30.511>do <00:27:30.512>at <00:27:30.513>at <00:27:30.515>Harness <00:27:30.516>with <00:27:30.517>our <00:27:30.519>runtime 00:27:30.520 --> 00:27:32.150 align:start position:0% <00:27:30.520>we <00:27:30.627>do <00:27:30.735>at <00:27:30.843>at <00:27:30.950>Harness <00:27:31.058>with <00:27:31.166>our <00:27:31.273>runtime <00:27:31.381>protection <00:27:31.489>rules. <00:27:31.596>So, <00:27:31.704>you <00:27:31.812>know, <00:27:31.920>because 00:27:32.150 --> 00:27:32.160 align:start position:0% <00:27:32.150>protection <00:27:32.151>rules. <00:27:32.153>So, <00:27:32.155>you <00:27:32.157>know, <00:27:32.159>because 00:27:32.160 --> 00:27:33.590 align:start position:0% <00:27:32.160>protection <00:27:32.267>rules. <00:27:32.374>So, <00:27:32.481>you <00:27:32.589>know, <00:27:32.696>because <00:27:32.803>it's <00:27:32.910>it's <00:27:33.018>very <00:27:33.125>hard <00:27:33.232>to <00:27:33.339>like <00:27:33.447>your 00:27:33.590 --> 00:27:33.600 align:start position:0% <00:27:33.590>it's <00:27:33.591>it's <00:27:33.592>very <00:27:33.594>hard <00:27:33.596>to <00:27:33.597>like <00:27:33.599>your 00:27:33.600 --> 00:27:35.110 align:start position:0% <00:27:33.600>it's <00:27:33.704>it's <00:27:33.809>very <00:27:33.913>hard <00:27:34.018>to <00:27:34.122>like <00:27:34.227>your <00:27:34.331>business <00:27:34.436>can <00:27:34.540>suffer <00:27:34.645>if <00:27:34.749>you <00:27:34.854>just <00:27:34.958>block 00:27:35.110 --> 00:27:35.120 align:start position:0% <00:27:35.110>business <00:27:35.111>can <00:27:35.112>suffer <00:27:35.114>if <00:27:35.116>you <00:27:35.117>just <00:27:35.119>block 00:27:35.120 --> 00:27:37.230 align:start position:0% <00:27:35.120>business <00:27:35.227>can <00:27:35.335>suffer <00:27:35.443>if <00:27:35.550>you <00:27:35.658>just <00:27:35.766>block <00:27:35.873>everyone. <00:27:35.981>So, <00:27:36.089>how <00:27:36.196>do <00:27:36.304>you <00:27:36.412>identify <00:27:36.520>like 00:27:37.230 --> 00:27:37.240 align:start position:0% <00:27:37.230>everyone. <00:27:37.231>So, <00:27:37.233>how <00:27:37.234>do <00:27:37.236>you <00:27:37.237>identify <00:27:37.239>like 00:27:37.240 --> 00:27:39.190 align:start position:0% <00:27:37.240>everyone. <00:27:37.347>So, <00:27:37.455>how <00:27:37.563>do <00:27:37.670>you <00:27:37.778>identify <00:27:37.886>like <00:27:37.993>who <00:27:38.101>is <00:27:38.209>trying <00:27:38.316>to <00:27:38.424>do <00:27:38.532>something <00:27:38.640>malicious, 00:27:39.190 --> 00:27:39.200 align:start position:0% <00:27:39.190>who <00:27:39.191>is <00:27:39.193>trying <00:27:39.194>to <00:27:39.196>do <00:27:39.197>something <00:27:39.199>malicious, 00:27:39.200 --> 00:27:41.030 align:start position:0% <00:27:39.200>who <00:27:39.300>is <00:27:39.400>trying <00:27:39.500>to <00:27:39.600>do <00:27:39.700>something <00:27:39.800>malicious, <00:27:39.900>who <00:27:40.000>is <00:27:40.100>trying <00:27:40.200>to <00:27:40.300>do <00:27:40.400>something <00:27:40.500>bad? <00:27:40.600>And 00:27:41.030 --> 00:27:41.040 align:start position:0% <00:27:41.030>who <00:27:41.031>is <00:27:41.032>trying <00:27:41.033>to <00:27:41.035>do <00:27:41.036>something <00:27:41.037>bad? <00:27:41.039>And 00:27:41.040 --> 00:27:42.630 align:start position:0% <00:27:41.040>who <00:27:41.139>is <00:27:41.240>trying <00:27:41.340>to <00:27:41.440>do <00:27:41.540>something <00:27:41.639>bad? <00:27:41.740>And <00:27:41.840>that's <00:27:41.940>when <00:27:42.040>you <00:27:42.139>would <00:27:42.240>normally <00:27:42.340>say <00:27:42.440>like, 00:27:42.630 --> 00:27:42.640 align:start position:0% <00:27:42.630>that's <00:27:42.631>when <00:27:42.633>you <00:27:42.634>would <00:27:42.636>normally <00:27:42.637>say <00:27:42.639>like, 00:27:42.640 --> 00:27:44.550 align:start position:0% <00:27:42.640>that's <00:27:42.747>when <00:27:42.855>you <00:27:42.963>would <00:27:43.070>normally <00:27:43.178>say <00:27:43.286>like, <00:27:43.393>you <00:27:43.501>know, <00:27:43.609>block <00:27:43.716>this <00:27:43.824>IP <00:27:43.932>address, <00:27:44.040>this 00:27:44.550 --> 00:27:44.560 align:start position:0% <00:27:44.550>you <00:27:44.551>know, <00:27:44.553>block <00:27:44.554>this <00:27:44.556>IP <00:27:44.557>address, <00:27:44.559>this 00:27:44.560 --> 00:27:45.790 align:start position:0% <00:27:44.560>you <00:27:44.645>know, <00:27:44.730>block <00:27:44.815>this <00:27:44.900>IP <00:27:44.985>address, <00:27:45.070>this <00:27:45.156>session, <00:27:45.241>this <00:27:45.326>like, <00:27:45.411>you <00:27:45.496>know, <00:27:45.581>so <00:27:45.667>the 00:27:45.790 --> 00:27:45.800 align:start position:0% <00:27:45.790>session, <00:27:45.791>this <00:27:45.793>like, <00:27:45.794>you <00:27:45.796>know, <00:27:45.797>so <00:27:45.799>the 00:27:45.800 --> 00:27:48.110 align:start position:0% <00:27:45.800>session, <00:27:45.916>this <00:27:46.033>like, <00:27:46.149>you <00:27:46.266>know, <00:27:46.383>so <00:27:46.500>the <00:27:46.616>identification <00:27:46.733>of <00:27:46.850>where <00:27:46.966>is <00:27:47.083>this <00:27:47.200>coming 00:27:48.110 --> 00:27:48.120 align:start position:0% <00:27:48.110>identification <00:27:48.111>of <00:27:48.113>where <00:27:48.115>is <00:27:48.117>this <00:27:48.119>coming 00:27:48.120 --> 00:27:50.150 align:start position:0% <00:27:48.120>identification <00:27:48.227>of <00:27:48.335>where <00:27:48.443>is <00:27:48.550>this <00:27:48.658>coming <00:27:48.766>from <00:27:48.873>and <00:27:48.981>how <00:27:49.089>do <00:27:49.196>you <00:27:49.304>block <00:27:49.412>and <00:27:49.520>create 00:27:50.150 --> 00:27:50.160 align:start position:0% <00:27:50.150>from <00:27:50.151>and <00:27:50.152>how <00:27:50.153>do <00:27:50.155>you <00:27:50.156>block <00:27:50.157>and <00:27:50.159>create 00:27:50.160 --> 00:27:51.990 align:start position:0% <00:27:50.160>from <00:27:50.276>and <00:27:50.393>how <00:27:50.510>do <00:27:50.626>you <00:27:50.743>block <00:27:50.860>and <00:27:50.976>create <00:27:51.093>dynamic <00:27:51.210>rules <00:27:51.326>around <00:27:51.443>blocking, <00:27:51.560>those 00:27:51.990 --> 00:27:52.000 align:start position:0% <00:27:51.990>dynamic <00:27:51.992>rules <00:27:51.994>around <00:27:51.996>blocking, <00:27:51.999>those 00:27:52.000 --> 00:27:53.670 align:start position:0% <00:27:52.000>dynamic <00:27:52.116>rules <00:27:52.233>around <00:27:52.350>blocking, <00:27:52.466>those <00:27:52.583>become, <00:27:52.700>you <00:27:52.816>know, <00:27:52.933>kind <00:27:53.050>of <00:27:53.166>the <00:27:53.283>the <00:27:53.400>next 00:27:53.670 --> 00:27:53.680 align:start position:0% <00:27:53.670>become, <00:27:53.671>you <00:27:53.672>know, <00:27:53.673>kind <00:27:53.675>of <00:27:53.676>the <00:27:53.677>the <00:27:53.679>next 00:27:53.680 --> 00:27:55.470 align:start position:0% <00:27:53.680>become, <00:27:53.780>you <00:27:53.880>know, <00:27:53.980>kind <00:27:54.080>of <00:27:54.180>the <00:27:54.280>the <00:27:54.380>next <00:27:54.480>level <00:27:54.580>of <00:27:54.680>granularity <00:27:54.780>around <00:27:54.880>how <00:27:54.980>how <00:27:55.080>you 00:27:55.470 --> 00:27:55.480 align:start position:0% <00:27:55.470>level <00:27:55.471>of <00:27:55.473>granularity <00:27:55.474>around <00:27:55.476>how <00:27:55.477>how <00:27:55.479>you 00:27:55.480 --> 00:27:57.710 align:start position:0% <00:27:55.480>level <00:27:55.580>of <00:27:55.680>granularity <00:27:55.780>around <00:27:55.880>how <00:27:55.980>how <00:27:56.080>you <00:27:56.180>do <00:27:56.280>how <00:27:56.380>you <00:27:56.480>have <00:27:56.580>to <00:27:56.680>think <00:27:56.780>about <00:27:56.880>blocking 00:27:57.710 --> 00:27:57.720 align:start position:0% <00:27:57.710>do <00:27:57.711>how <00:27:57.712>you <00:27:57.713>have <00:27:57.715>to <00:27:57.716>think <00:27:57.717>about <00:27:57.719>blocking 00:27:57.720 --> 00:28:00.070 align:start position:0% <00:27:57.720>do <00:27:57.820>how <00:27:57.920>you <00:27:58.020>have <00:27:58.120>to <00:27:58.220>think <00:27:58.320>about <00:27:58.420>blocking <00:27:58.520>in <00:27:58.620>runtime <00:27:58.720>at <00:27:58.820>2:00 <00:27:58.920>a.m. <00:27:59.020>like <00:27:59.120>that. 00:28:00.070 --> 00:28:00.080 align:start position:0% <00:28:00.070>in <00:28:00.071>runtime <00:28:00.072>at <00:28:00.074>2:00 <00:28:00.076>a.m. <00:28:00.077>like <00:28:00.079>that. 00:28:00.080 --> 00:28:01.590 align:start position:0% <00:28:00.080>in <00:28:00.177>runtime <00:28:00.274>at <00:28:00.371>2:00 <00:28:00.468>a.m. <00:28:00.565>like <00:28:00.662>that. <00:28:00.759>>> <00:28:00.856>We're <00:28:00.953>coming <00:28:01.050>to <00:28:01.147>the <00:28:01.244>end <00:28:01.341>of <00:28:01.438>our 00:28:01.590 --> 00:28:01.600 align:start position:0% <00:28:01.590>>> <00:28:01.591>We're <00:28:01.592>coming <00:28:01.593>to <00:28:01.595>the <00:28:01.596>end <00:28:01.597>of <00:28:01.599>our 00:28:01.600 --> 00:28:03.710 align:start position:0% <00:28:01.600>>> <00:28:01.727>We're <00:28:01.854>coming <00:28:01.981>to <00:28:02.109>the <00:28:02.236>end <00:28:02.363>of <00:28:02.490>our <00:28:02.618>>> <00:28:02.745>the <00:28:02.872>agent <00:28:03.000>firewall. 00:28:03.710 --> 00:28:03.720 align:start position:0% <00:28:03.710>>> <00:28:03.713>the <00:28:03.716>agent <00:28:03.719>firewall. 00:28:03.720 --> 00:28:05.110 align:start position:0% <00:28:03.720>>> <00:28:03.845>the <00:28:03.970>agent <00:28:04.095>firewall. <00:28:04.220>>> <00:28:04.345>The <00:28:04.470>agent <00:28:04.595>firewall. <00:28:04.720>Yeah, <00:28:04.845>that's <00:28:04.971>that's 00:28:05.110 --> 00:28:05.120 align:start position:0% <00:28:05.110>>> <00:28:05.111>The <00:28:05.112>agent <00:28:05.114>firewall. <00:28:05.116>Yeah, <00:28:05.117>that's <00:28:05.119>that's 00:28:05.120 --> 00:28:08.070 align:start position:0% <00:28:05.120>>> <00:28:05.219>The <00:28:05.320>agent <00:28:05.419>firewall. <00:28:05.520>Yeah, <00:28:05.620>that's <00:28:05.719>that's <00:28:05.820>a <00:28:05.919>cool <00:28:06.020>topic. <00:28:06.120>But <00:28:06.219>about <00:28:06.320>the <00:28:06.419>future, <00:28:06.520>so 00:28:08.070 --> 00:28:08.080 align:start position:0% <00:28:08.070>a <00:28:08.071>cool <00:28:08.072>topic. <00:28:08.073>But <00:28:08.075>about <00:28:08.076>the <00:28:08.077>future, <00:28:08.079>so 00:28:08.080 --> 00:28:09.750 align:start position:0% <00:28:08.080>a <00:28:08.173>cool <00:28:08.266>topic. <00:28:08.360>But <00:28:08.453>about <00:28:08.546>the <00:28:08.639>future, <00:28:08.733>so <00:28:08.826>what <00:28:08.919>would <00:28:09.013>be <00:28:09.106>the <00:28:09.199>one <00:28:09.293>thing, <00:28:09.386>one <00:28:09.480>advice 00:28:09.750 --> 00:28:09.760 align:start position:0% <00:28:09.750>what <00:28:09.751>would <00:28:09.752>be <00:28:09.753>the <00:28:09.755>one <00:28:09.756>thing, <00:28:09.757>one <00:28:09.759>advice 00:28:09.760 --> 00:28:11.830 align:start position:0% <00:28:09.760>what <00:28:09.860>would <00:28:09.960>be <00:28:10.060>the <00:28:10.160>one <00:28:10.260>thing, <00:28:10.360>one <00:28:10.460>advice <00:28:10.560>that <00:28:10.660>you <00:28:10.760>would <00:28:10.860>give <00:28:10.960>to <00:28:11.060>development <00:28:11.160>leads 00:28:11.830 --> 00:28:11.840 align:start position:0% <00:28:11.830>that <00:28:11.831>you <00:28:11.832>would <00:28:11.834>give <00:28:11.836>to <00:28:11.837>development <00:28:11.839>leads 00:28:11.840 --> 00:28:14.510 align:start position:0% <00:28:11.840>that <00:28:11.939>you <00:28:12.040>would <00:28:12.139>give <00:28:12.240>to <00:28:12.340>development <00:28:12.439>leads <00:28:12.540>or <00:28:12.639>CTOs <00:28:12.740>that <00:28:12.840>are <00:28:12.939>sitting <00:28:13.040>in <00:28:13.139>the <00:28:13.240>audience 00:28:14.510 --> 00:28:14.520 align:start position:0% <00:28:14.510>or <00:28:14.511>CTOs <00:28:14.512>that <00:28:14.513>are <00:28:14.515>sitting <00:28:14.516>in <00:28:14.517>the <00:28:14.519>audience 00:28:14.520 --> 00:28:17.190 align:start position:0% <00:28:14.520>or <00:28:14.647>CTOs <00:28:14.774>that <00:28:14.901>are <00:28:15.029>sitting <00:28:15.156>in <00:28:15.283>the <00:28:15.410>audience <00:28:15.538>to <00:28:15.665>do <00:28:15.792>next <00:28:15.920>Monday? 00:28:17.190 --> 00:28:17.200 align:start position:0% <00:28:17.190>to <00:28:17.193>do <00:28:17.196>next <00:28:17.199>Monday? 00:28:17.200 --> 00:28:18.630 align:start position:0% <00:28:17.200>to <00:28:17.360>do <00:28:17.521>next <00:28:17.682>Monday? <00:28:17.843>>> <00:28:18.004>Do <00:28:18.165>next <00:28:18.326>Monday? <00:28:18.487>[laughter] 00:28:18.630 --> 00:28:18.640 align:start position:0% <00:28:18.630>>> <00:28:18.632>Do <00:28:18.634>next <00:28:18.636>Monday? <00:28:18.639>[laughter] 00:28:18.640 --> 00:28:19.990 align:start position:0% <00:28:18.640>>> <00:28:18.813>Do <00:28:18.987>next <00:28:19.160>Monday? <00:28:19.334>[laughter] <00:28:19.507>>> <00:28:19.681>Next <00:28:19.855>week. 00:28:19.990 --> 00:28:20.000 align:start position:0% <00:28:19.990>>> <00:28:19.994>Next <00:28:19.999>week. 00:28:20.000 --> 00:28:21.470 align:start position:0% <00:28:20.000>>> <00:28:20.189>Next <00:28:20.378>week. <00:28:20.567>>> <00:28:20.756>Yeah, <00:28:20.945>well, <00:28:21.134>you <00:28:21.323>know, 00:28:21.470 --> 00:28:21.480 align:start position:0% <00:28:21.470>>> <00:28:21.472>Yeah, <00:28:21.474>well, <00:28:21.476>you <00:28:21.479>know, 00:28:21.480 --> 00:28:22.870 align:start position:0% <00:28:21.480>>> <00:28:21.658>Yeah, <00:28:21.837>well, <00:28:22.016>you <00:28:22.194>know, <00:28:22.373>I <00:28:22.552>would <00:28:22.731>say 00:28:22.870 --> 00:28:22.880 align:start position:0% <00:28:22.870>I <00:28:22.874>would <00:28:22.879>say 00:28:22.880 --> 00:28:24.710 align:start position:0% <00:28:22.880>I <00:28:23.007>would <00:28:23.134>say <00:28:23.261>if <00:28:23.389>you <00:28:23.516>look <00:28:23.643>at <00:28:23.770>the <00:28:23.898>the <00:28:24.025>future <00:28:24.152>of <00:28:24.280>cyber 00:28:24.710 --> 00:28:24.720 align:start position:0% <00:28:24.710>if <00:28:24.711>you <00:28:24.712>look <00:28:24.713>at <00:28:24.714>the <00:28:24.715>the <00:28:24.716>future <00:28:24.717>of <00:28:24.719>cyber 00:28:24.720 --> 00:28:26.630 align:start position:0% <00:28:24.720>if <00:28:24.802>you <00:28:24.884>look <00:28:24.967>at <00:28:25.049>the <00:28:25.131>the <00:28:25.214>future <00:28:25.296>of <00:28:25.378>cyber <00:28:25.461>if <00:28:25.543>you <00:28:25.625>have <00:28:25.708>this <00:28:25.790>is <00:28:25.872>security <00:28:25.955>and <00:28:26.037>and <00:28:26.120>in 00:28:26.630 --> 00:28:26.640 align:start position:0% <00:28:26.630>if <00:28:26.631>you <00:28:26.632>have <00:28:26.633>this <00:28:26.634>is <00:28:26.635>security <00:28:26.636>and <00:28:26.637>and <00:28:26.639>in 00:28:26.640 --> 00:28:27.870 align:start position:0% <00:28:26.640>if <00:28:26.763>you <00:28:26.886>have <00:28:27.009>this <00:28:27.132>is <00:28:27.255>security <00:28:27.378>and <00:28:27.501>and <00:28:27.624>in <00:28:27.746>AI, 00:28:27.870 --> 00:28:27.880 align:start position:0% AI, 00:28:27.880 --> 00:28:29.710 align:start position:0% <00:28:27.880>AI, <00:28:28.346>we <00:28:28.813>should <00:28:29.280>almost 00:28:29.710 --> 00:28:29.720 align:start position:0% <00:28:29.710>we <00:28:29.714>should <00:28:29.719>almost 00:28:29.720 --> 00:28:32.150 align:start position:0% <00:28:29.720>we <00:28:29.875>should <00:28:30.031>almost <00:28:30.186>assume <00:28:30.342>that <00:28:30.497>like <00:28:30.653>the <00:28:30.808>models <00:28:30.964>will <00:28:31.120>get 00:28:32.150 --> 00:28:32.160 align:start position:0% <00:28:32.150>assume <00:28:32.151>that <00:28:32.153>like <00:28:32.154>the <00:28:32.156>models <00:28:32.157>will <00:28:32.159>get 00:28:32.160 --> 00:28:34.150 align:start position:0% <00:28:32.160>assume <00:28:32.276>that <00:28:32.393>like <00:28:32.510>the <00:28:32.626>models <00:28:32.743>will <00:28:32.860>get <00:28:32.976>smarter <00:28:33.093>and <00:28:33.210>smarter. <00:28:33.326>They'll <00:28:33.443>find <00:28:33.560>more 00:28:34.150 --> 00:28:34.160 align:start position:0% <00:28:34.150>smarter <00:28:34.151>and <00:28:34.153>smarter. <00:28:34.155>They'll <00:28:34.157>find <00:28:34.159>more 00:28:34.160 --> 00:28:35.830 align:start position:0% <00:28:34.160>smarter <00:28:34.300>and <00:28:34.440>smarter. <00:28:34.580>They'll <00:28:34.720>find <00:28:34.860>more <00:28:35.000>vulnerabilities, <00:28:35.140>you <00:28:35.280>know, <00:28:35.420>the <00:28:35.560>miters 00:28:35.830 --> 00:28:35.840 align:start position:0% <00:28:35.830>vulnerabilities, <00:28:35.832>you <00:28:35.834>know, <00:28:35.836>the <00:28:35.839>miters 00:28:35.840 --> 00:28:37.430 align:start position:0% <00:28:35.840>vulnerabilities, <00:28:35.967>you <00:28:36.094>know, <00:28:36.221>the <00:28:36.349>miters <00:28:36.476>kind <00:28:36.603>of <00:28:36.730>models <00:28:36.858>that <00:28:36.985>we <00:28:37.112>hear <00:28:37.240>about. 00:28:37.430 --> 00:28:37.440 align:start position:0% <00:28:37.430>kind <00:28:37.431>of <00:28:37.433>models <00:28:37.434>that <00:28:37.436>we <00:28:37.437>hear <00:28:37.439>about. 00:28:37.440 --> 00:28:38.830 align:start position:0% <00:28:37.440>kind <00:28:37.553>of <00:28:37.667>models <00:28:37.781>that <00:28:37.894>we <00:28:38.008>hear <00:28:38.122>about. <00:28:38.236>You'll <00:28:38.349>find <00:28:38.463>like, <00:28:38.577>you <00:28:38.691>know, 00:28:38.830 --> 00:28:38.840 align:start position:0% <00:28:38.830>You'll <00:28:38.832>find <00:28:38.834>like, <00:28:38.836>you <00:28:38.839>know, 00:28:38.840 --> 00:28:40.230 align:start position:0% <00:28:38.840>You'll <00:28:38.996>find <00:28:39.152>like, <00:28:39.309>you <00:28:39.465>know, <00:28:39.621>vulnerabilities <00:28:39.778>that <00:28:39.934>never <00:28:40.091>existed 00:28:40.230 --> 00:28:40.240 align:start position:0% <00:28:40.230>vulnerabilities <00:28:40.233>that <00:28:40.236>never <00:28:40.239>existed 00:28:40.240 --> 00:28:42.670 align:start position:0% <00:28:40.240>vulnerabilities <00:28:40.380>that <00:28:40.520>never <00:28:40.660>existed <00:28:40.800>before <00:28:40.940>or <00:28:41.080>you <00:28:41.220>didn't <00:28:41.360>never <00:28:41.500>knew <00:28:41.640>about 00:28:42.670 --> 00:28:42.680 align:start position:0% <00:28:42.670>before <00:28:42.671>or <00:28:42.673>you <00:28:42.674>didn't <00:28:42.676>never <00:28:42.677>knew <00:28:42.679>about 00:28:42.680 --> 00:28:44.390 align:start position:0% <00:28:42.680>before <00:28:42.780>or <00:28:42.880>you <00:28:42.980>didn't <00:28:43.080>never <00:28:43.180>knew <00:28:43.280>about <00:28:43.380>how <00:28:43.480>to <00:28:43.580>exploit <00:28:43.680>them <00:28:43.780>and <00:28:43.880>all <00:28:43.980>of <00:28:44.080>those 00:28:44.390 --> 00:28:44.400 align:start position:0% <00:28:44.390>how <00:28:44.391>to <00:28:44.392>exploit <00:28:44.393>them <00:28:44.395>and <00:28:44.396>all <00:28:44.397>of <00:28:44.399>those 00:28:44.400 --> 00:28:46.950 align:start position:0% <00:28:44.400>how <00:28:44.493>to <00:28:44.586>exploit <00:28:44.680>them <00:28:44.773>and <00:28:44.866>all <00:28:44.960>of <00:28:45.053>those <00:28:45.146>will <00:28:45.240>just <00:28:45.333>increase <00:28:45.426>in <00:28:45.520>a <00:28:45.613>very <00:28:45.706>kind <00:28:45.800>of 00:28:46.950 --> 00:28:46.960 align:start position:0% <00:28:46.950>will <00:28:46.951>just <00:28:46.952>increase <00:28:46.953>in <00:28:46.955>a <00:28:46.956>very <00:28:46.957>kind <00:28:46.959>of 00:28:46.960 --> 00:28:49.270 align:start position:0% <00:28:46.960>will <00:28:47.053>just <00:28:47.146>increase <00:28:47.240>in <00:28:47.333>a <00:28:47.426>very <00:28:47.520>kind <00:28:47.613>of <00:28:47.706>significant <00:28:47.800>way. <00:28:47.893>So, <00:28:47.986>you <00:28:48.080>just <00:28:48.173>have <00:28:48.266>to <00:28:48.360>be 00:28:49.270 --> 00:28:49.280 align:start position:0% <00:28:49.270>significant <00:28:49.271>way. <00:28:49.272>So, <00:28:49.273>you <00:28:49.275>just <00:28:49.276>have <00:28:49.277>to <00:28:49.279>be 00:28:49.280 --> 00:28:51.110 align:start position:0% <00:28:49.280>significant <00:28:49.373>way. <00:28:49.466>So, <00:28:49.560>you <00:28:49.653>just <00:28:49.746>have <00:28:49.840>to <00:28:49.933>be <00:28:50.026>ready. <00:28:50.120>You <00:28:50.213>have <00:28:50.306>to <00:28:50.399>be <00:28:50.493>ready <00:28:50.586>when <00:28:50.680>that 00:28:51.110 --> 00:28:51.120 align:start position:0% <00:28:51.110>ready. <00:28:51.111>You <00:28:51.112>have <00:28:51.113>to <00:28:51.115>be <00:28:51.116>ready <00:28:51.117>when <00:28:51.119>that 00:28:51.120 --> 00:28:52.110 align:start position:0% <00:28:51.120>ready. <00:28:51.183>You <00:28:51.247>have <00:28:51.310>to <00:28:51.374>be <00:28:51.438>ready <00:28:51.501>when <00:28:51.565>that <00:28:51.629>happens. <00:28:51.692>Like, <00:28:51.756>you <00:28:51.820>know, <00:28:51.883>it's <00:28:51.947>like <00:28:52.011>we 00:28:52.110 --> 00:28:52.120 align:start position:0% <00:28:52.110>happens. <00:28:52.111>Like, <00:28:52.112>you <00:28:52.114>know, <00:28:52.116>it's <00:28:52.117>like <00:28:52.119>we 00:28:52.120 --> 00:28:54.110 align:start position:0% <00:28:52.120>happens. <00:28:52.213>Like, <00:28:52.306>you <00:28:52.399>know, <00:28:52.493>it's <00:28:52.586>like <00:28:52.679>we <00:28:52.773>used <00:28:52.866>to <00:28:52.959>have <00:28:53.053>like, <00:28:53.146>you <00:28:53.239>know, <00:28:53.333>one <00:28:53.426>big <00:28:53.520>log 00:28:54.110 --> 00:28:54.120 align:start position:0% <00:28:54.110>used <00:28:54.111>to <00:28:54.112>have <00:28:54.113>like, <00:28:54.114>you <00:28:54.115>know, <00:28:54.116>one <00:28:54.117>big <00:28:54.119>log 00:28:54.120 --> 00:28:55.830 align:start position:0% <00:28:54.120>used <00:28:54.202>to <00:28:54.284>have <00:28:54.367>like, <00:28:54.449>you <00:28:54.531>know, <00:28:54.614>one <00:28:54.696>big <00:28:54.778>log <00:28:54.861>for <00:28:54.943>J <00:28:55.025>kind <00:28:55.108>of <00:28:55.190>thing <00:28:55.272>every <00:28:55.355>2 <00:28:55.437>years, <00:28:55.520>3 00:28:55.830 --> 00:28:55.840 align:start position:0% <00:28:55.830>for <00:28:55.831>J <00:28:55.832>kind <00:28:55.833>of <00:28:55.834>thing <00:28:55.835>every <00:28:55.836>2 <00:28:55.837>years, <00:28:55.839>3 00:28:55.840 --> 00:28:58.150 align:start position:0% <00:28:55.840>for <00:28:55.922>J <00:28:56.004>kind <00:28:56.087>of <00:28:56.169>thing <00:28:56.251>every <00:28:56.334>2 <00:28:56.416>years, <00:28:56.498>3 <00:28:56.581>years, <00:28:56.663>4 <00:28:56.745>years. <00:28:56.828>You <00:28:56.910>know, <00:28:56.992>now <00:28:57.075>we <00:28:57.157>may <00:28:57.240>get 00:28:58.150 --> 00:28:58.160 align:start position:0% <00:28:58.150>years, <00:28:58.151>4 <00:28:58.152>years. <00:28:58.153>You <00:28:58.154>know, <00:28:58.155>now <00:28:58.156>we <00:28:58.157>may <00:28:58.159>get 00:28:58.160 --> 00:28:59.550 align:start position:0% <00:28:58.160>years, <00:28:58.243>4 <00:28:58.326>years. <00:28:58.410>You <00:28:58.493>know, <00:28:58.577>now <00:28:58.660>we <00:28:58.743>may <00:28:58.827>get <00:28:58.910>to <00:28:58.994>a <00:28:59.077>point <00:28:59.160>where <00:28:59.244>it's <00:28:59.327>these <00:28:59.411>are 00:28:59.550 --> 00:28:59.560 align:start position:0% <00:28:59.550>to <00:28:59.551>a <00:28:59.553>point <00:28:59.554>where <00:28:59.556>it's <00:28:59.557>these <00:28:59.559>are 00:28:59.560 --> 00:29:01.470 align:start position:0% <00:28:59.560>to <00:28:59.667>a <00:28:59.775>point <00:28:59.883>where <00:28:59.990>it's <00:29:00.098>these <00:29:00.206>are <00:29:00.313>happening <00:29:00.421>every <00:29:00.529>few <00:29:00.636>months. <00:29:00.744>And <00:29:00.852>so, <00:29:00.960>we 00:29:01.470 --> 00:29:01.480 align:start position:0% <00:29:01.470>happening <00:29:01.471>every <00:29:01.473>few <00:29:01.474>months. <00:29:01.476>And <00:29:01.477>so, <00:29:01.479>we 00:29:01.480 --> 00:29:03.150 align:start position:0% <00:29:01.480>happening <00:29:01.580>every <00:29:01.680>few <00:29:01.780>months. <00:29:01.880>And <00:29:01.980>so, <00:29:02.080>we <00:29:02.180>just <00:29:02.280>have <00:29:02.380>to <00:29:02.480>be <00:29:02.580>ready <00:29:02.680>as <00:29:02.780>a <00:29:02.880>software 00:29:03.150 --> 00:29:03.160 align:start position:0% <00:29:03.150>just <00:29:03.151>have <00:29:03.152>to <00:29:03.153>be <00:29:03.155>ready <00:29:03.156>as <00:29:03.157>a <00:29:03.159>software 00:29:03.160 --> 00:29:04.590 align:start position:0% <00:29:03.160>just <00:29:03.267>have <00:29:03.374>to <00:29:03.481>be <00:29:03.589>ready <00:29:03.696>as <00:29:03.803>a <00:29:03.910>software <00:29:04.018>engineering <00:29:04.125>team. <00:29:04.232>Like, <00:29:04.339>you <00:29:04.447>know, 00:29:04.590 --> 00:29:04.600 align:start position:0% <00:29:04.590>engineering <00:29:04.592>team. <00:29:04.594>Like, <00:29:04.596>you <00:29:04.599>know, 00:29:04.600 --> 00:29:06.190 align:start position:0% <00:29:04.600>engineering <00:29:04.716>team. <00:29:04.833>Like, <00:29:04.949>you <00:29:05.066>know, <00:29:05.183>something <00:29:05.300>happens <00:29:05.416>and <00:29:05.533>now <00:29:05.649>you <00:29:05.766>have <00:29:05.883>to <00:29:06.000>go 00:29:06.190 --> 00:29:06.200 align:start position:0% <00:29:06.190>something <00:29:06.191>happens <00:29:06.192>and <00:29:06.193>now <00:29:06.195>you <00:29:06.196>have <00:29:06.197>to <00:29:06.199>go 00:29:06.200 --> 00:29:07.910 align:start position:0% <00:29:06.200>something <00:29:06.287>happens <00:29:06.375>and <00:29:06.462>now <00:29:06.550>you <00:29:06.637>have <00:29:06.725>to <00:29:06.812>go <00:29:06.900>and <00:29:06.987>fix <00:29:07.075>a <00:29:07.162>lot <00:29:07.250>of <00:29:07.337>your <00:29:07.425>code <00:29:07.512>very, <00:29:07.600>very 00:29:07.910 --> 00:29:07.920 align:start position:0% <00:29:07.910>and <00:29:07.911>fix <00:29:07.912>a <00:29:07.913>lot <00:29:07.914>of <00:29:07.915>your <00:29:07.916>code <00:29:07.917>very, <00:29:07.919>very 00:29:07.920 --> 00:29:09.950 align:start position:0% <00:29:07.920>and <00:29:08.013>fix <00:29:08.106>a <00:29:08.200>lot <00:29:08.293>of <00:29:08.386>your <00:29:08.480>code <00:29:08.573>very, <00:29:08.666>very <00:29:08.760>quickly. <00:29:08.853>Are <00:29:08.946>you <00:29:09.040>there? <00:29:09.133>You <00:29:09.226>know, <00:29:09.320>can 00:29:09.950 --> 00:29:09.960 align:start position:0% <00:29:09.950>quickly. <00:29:09.951>Are <00:29:09.953>you <00:29:09.954>there? <00:29:09.956>You <00:29:09.957>know, <00:29:09.959>can 00:29:09.960 --> 00:29:11.790 align:start position:0% <00:29:09.960>quickly. <00:29:10.060>Are <00:29:10.160>you <00:29:10.260>there? <00:29:10.360>You <00:29:10.460>know, <00:29:10.560>can <00:29:10.660>you <00:29:10.760>ship <00:29:10.860>that <00:29:10.960>many <00:29:11.060>changes <00:29:11.160>fast? <00:29:11.260>Can <00:29:11.360>you 00:29:11.790 --> 00:29:11.800 align:start position:0% <00:29:11.790>you <00:29:11.791>ship <00:29:11.792>that <00:29:11.793>many <00:29:11.795>changes <00:29:11.796>fast? <00:29:11.797>Can <00:29:11.799>you 00:29:11.800 --> 00:29:13.550 align:start position:0% <00:29:11.800>you <00:29:11.887>ship <00:29:11.975>that <00:29:12.062>many <00:29:12.149>changes <00:29:12.237>fast? <00:29:12.325>Can <00:29:12.412>you <00:29:12.500>test <00:29:12.587>for <00:29:12.675>it? <00:29:12.762>Can <00:29:12.850>you <00:29:12.937>figure <00:29:13.024>it <00:29:13.112>out? <00:29:13.200>You 00:29:13.550 --> 00:29:13.560 align:start position:0% <00:29:13.550>test <00:29:13.551>for <00:29:13.552>it? <00:29:13.553>Can <00:29:13.554>you <00:29:13.555>figure <00:29:13.556>it <00:29:13.557>out? <00:29:13.559>You 00:29:13.560 --> 00:29:16.070 align:start position:0% <00:29:13.560>test <00:29:13.647>for <00:29:13.735>it? <00:29:13.822>Can <00:29:13.909>you <00:29:13.997>figure <00:29:14.085>it <00:29:14.172>out? <00:29:14.260>You <00:29:14.347>know, <00:29:14.435>so <00:29:14.522>just <00:29:14.610>be <00:29:14.697>ready <00:29:14.784>for, <00:29:14.872>you <00:29:14.960>know, 00:29:16.070 --> 00:29:16.080 align:start position:0% <00:29:16.070>know, <00:29:16.071>so <00:29:16.072>just <00:29:16.073>be <00:29:16.075>ready <00:29:16.076>for, <00:29:16.077>you <00:29:16.079>know, 00:29:16.080 --> 00:29:17.670 align:start position:0% <00:29:16.080>know, <00:29:16.196>so <00:29:16.313>just <00:29:16.429>be <00:29:16.546>ready <00:29:16.663>for, <00:29:16.780>you <00:29:16.896>know, <00:29:17.013>lot <00:29:17.129>of <00:29:17.246>security <00:29:17.363>issues <00:29:17.480>coming. 00:29:17.670 --> 00:29:17.680 align:start position:0% <00:29:17.670>lot <00:29:17.672>of <00:29:17.674>security <00:29:17.676>issues <00:29:17.679>coming. 00:29:17.680 --> 00:29:20.350 align:start position:0% <00:29:17.680>lot <00:29:17.796>of <00:29:17.913>security <00:29:18.030>issues <00:29:18.146>coming. <00:29:18.263>>> <00:29:18.380>Thank <00:29:18.496>you. <00:29:18.613>One <00:29:18.730>thing, <00:29:18.846>one <00:29:18.963>sentence, <00:29:19.080>and 00:29:20.350 --> 00:29:20.360 align:start position:0% <00:29:20.350>>> <00:29:20.351>Thank <00:29:20.352>you. <00:29:20.353>One <00:29:20.355>thing, <00:29:20.356>one <00:29:20.357>sentence, <00:29:20.359>and 00:29:20.360 --> 00:29:21.670 align:start position:0% <00:29:20.360>>> <00:29:20.458>Thank <00:29:20.556>you. <00:29:20.654>One <00:29:20.753>thing, <00:29:20.851>one <00:29:20.949>sentence, <00:29:21.047>and <00:29:21.146>another <00:29:21.244>one <00:29:21.342>sentence, <00:29:21.440>and <00:29:21.539>then 00:29:21.670 --> 00:29:21.680 align:start position:0% <00:29:21.670>another <00:29:21.672>one <00:29:21.674>sentence, <00:29:21.676>and <00:29:21.679>then 00:29:21.680 --> 00:29:23.710 align:start position:0% <00:29:21.680>another <00:29:21.787>one <00:29:21.895>sentence, <00:29:22.003>and <00:29:22.110>then <00:29:22.218>>> <00:29:22.326>10 <00:29:22.433>more <00:29:22.541>seconds. <00:29:22.649>Uh <00:29:22.756>10 <00:29:22.864>more <00:29:22.972>seconds. <00:29:23.080>No, 00:29:23.710 --> 00:29:23.720 align:start position:0% <00:29:23.710>>> <00:29:23.711>10 <00:29:23.712>more <00:29:23.713>seconds. <00:29:23.714>Uh <00:29:23.715>10 <00:29:23.716>more <00:29:23.717>seconds. <00:29:23.719>No, 00:29:23.720 --> 00:29:25.590 align:start position:0% <00:29:23.720>>> <00:29:23.793>10 <00:29:23.867>more <00:29:23.941>seconds. <00:29:24.014>Uh <00:29:24.088>10 <00:29:24.162>more <00:29:24.235>seconds. <00:29:24.309>No, <00:29:24.383>so <00:29:24.456>I <00:29:24.530>had <00:29:24.604>to <00:29:24.677>think <00:29:24.751>a <00:29:24.825>bit <00:29:24.898>more. <00:29:24.972>Uh <00:29:25.046>I <00:29:25.120>would 00:29:25.590 --> 00:29:25.600 align:start position:0% <00:29:25.590>so <00:29:25.590>I <00:29:25.591>had <00:29:25.592>to <00:29:25.593>think <00:29:25.594>a <00:29:25.595>bit <00:29:25.596>more. <00:29:25.597>Uh <00:29:25.598>I <00:29:25.599>would 00:29:25.600 --> 00:29:26.870 align:start position:0% <00:29:25.600>so <00:29:25.671>I <00:29:25.742>had <00:29:25.814>to <00:29:25.885>think <00:29:25.957>a <00:29:26.028>bit <00:29:26.100>more. <00:29:26.171>Uh <00:29:26.242>I <00:29:26.314>would <00:29:26.385>say <00:29:26.457>just <00:29:26.528>check <00:29:26.600>your <00:29:26.671>user <00:29:26.743>access 00:29:26.870 --> 00:29:26.880 align:start position:0% <00:29:26.870>say <00:29:26.871>just <00:29:26.873>check <00:29:26.875>your <00:29:26.877>user <00:29:26.879>access 00:29:26.880 --> 00:29:29.230 align:start position:0% <00:29:26.880>say <00:29:26.996>just <00:29:27.113>check <00:29:27.230>your <00:29:27.346>user <00:29:27.463>access <00:29:27.580>management <00:29:27.696>uh <00:29:27.813>and <00:29:27.930>check <00:29:28.046>if <00:29:28.163>the <00:29:28.280>least 00:29:29.230 --> 00:29:29.240 align:start position:0% <00:29:29.230>management <00:29:29.231>uh <00:29:29.233>and <00:29:29.234>check <00:29:29.236>if <00:29:29.237>the <00:29:29.239>least 00:29:29.240 --> 00:29:31.310 align:start position:0% <00:29:29.240>management <00:29:29.347>uh <00:29:29.455>and <00:29:29.563>check <00:29:29.670>if <00:29:29.778>the <00:29:29.886>least <00:29:29.993>privilege <00:29:30.101>is <00:29:30.209>still <00:29:30.316>there. <00:29:30.424>Not <00:29:30.532>only <00:29:30.640>for 00:29:31.310 --> 00:29:31.320 align:start position:0% <00:29:31.310>privilege <00:29:31.311>is <00:29:31.312>still <00:29:31.314>there. <00:29:31.316>Not <00:29:31.317>only <00:29:31.319>for 00:29:31.320 --> 00:29:32.790 align:start position:0% <00:29:31.320>privilege <00:29:31.440>is <00:29:31.560>still <00:29:31.680>there. <00:29:31.801>Not <00:29:31.921>only <00:29:32.041>for <00:29:32.161>humans, <00:29:32.282>but <00:29:32.402>also <00:29:32.522>for <00:29:32.643>agents. 00:29:32.790 --> 00:29:32.800 align:start position:0% <00:29:32.790>humans, <00:29:32.792>but <00:29:32.794>also <00:29:32.796>for <00:29:32.799>agents. 00:29:32.800 --> 00:29:33.430 align:start position:0% <00:29:32.800>humans, <00:29:32.880>but <00:29:32.962>also <00:29:33.043>for <00:29:33.124>agents. <00:29:33.205>>> <00:29:33.286>Yeah, <00:29:33.367>cool. 00:29:33.430 --> 00:29:33.440 align:start position:0% <00:29:33.430>>> <00:29:33.434>Yeah, <00:29:33.439>cool. 00:29:33.440 --> 00:29:34.110 align:start position:0% <00:29:33.440>>> <00:29:33.560>Yeah, <00:29:33.681>cool. <00:29:33.801>>> <00:29:33.922>And <00:29:34.043>Milan? 00:29:34.110 --> 00:29:34.120 align:start position:0% <00:29:34.110>>> <00:29:34.114>And <00:29:34.119>Milan? 00:29:34.120 --> 00:29:35.190 align:start position:0% <00:29:34.120>>> <00:29:34.360>And <00:29:34.601>Milan? <00:29:34.842>>> <00:29:35.083>Um 00:29:35.190 --> 00:29:35.200 align:start position:0% <00:29:35.190>>> <00:29:35.199>Um 00:29:35.200 --> 00:29:36.790 align:start position:0% <00:29:35.200>>> <00:29:35.355>Um <00:29:35.511>I <00:29:35.666>would <00:29:35.822>say <00:29:35.977>you <00:29:36.133>need <00:29:36.288>to <00:29:36.444>start <00:29:36.600>thinking 00:29:36.790 --> 00:29:36.800 align:start position:0% <00:29:36.790>I <00:29:36.791>would <00:29:36.792>say <00:29:36.793>you <00:29:36.795>need <00:29:36.796>to <00:29:36.797>start <00:29:36.799>thinking 00:29:36.800 --> 00:29:39.350 align:start position:0% <00:29:36.800>I <00:29:36.899>would <00:29:37.000>say <00:29:37.100>you <00:29:37.200>need <00:29:37.300>to <00:29:37.399>start <00:29:37.500>thinking <00:29:37.600>of <00:29:37.700>security <00:29:37.800>as <00:29:37.899>a <00:29:38.000>almost <00:29:38.100>like <00:29:38.200>an 00:29:39.350 --> 00:29:39.360 align:start position:0% <00:29:39.350>of <00:29:39.351>security <00:29:39.352>as <00:29:39.354>a <00:29:39.356>almost <00:29:39.357>like <00:29:39.359>an 00:29:39.360 --> 00:29:41.950 align:start position:0% <00:29:39.360>of <00:29:39.515>security <00:29:39.671>as <00:29:39.826>a <00:29:39.982>almost <00:29:40.137>like <00:29:40.293>an <00:29:40.448>engineering <00:29:40.604>practice <00:29:40.760>organization-wide. 00:29:41.950 --> 00:29:41.960 align:start position:0% <00:29:41.950>engineering <00:29:41.954>practice <00:29:41.959>organization-wide. 00:29:41.960 --> 00:29:43.990 align:start position:0% <00:29:41.960>engineering <00:29:42.076>practice <00:29:42.193>organization-wide. <00:29:42.310>Uh <00:29:42.426>and <00:29:42.543>it <00:29:42.660>it <00:29:42.776>is <00:29:42.893>not <00:29:43.010>like <00:29:43.126>a <00:29:43.243>CISO <00:29:43.360>or 00:29:43.990 --> 00:29:44.000 align:start position:0% <00:29:43.990>Uh <00:29:43.991>and <00:29:43.992>it <00:29:43.993>it <00:29:43.994>is <00:29:43.995>not <00:29:43.996>like <00:29:43.997>a <00:29:43.998>CISO <00:29:43.999>or 00:29:44.000 --> 00:29:45.150 align:start position:0% <00:29:44.000>Uh <00:29:44.073>and <00:29:44.147>it <00:29:44.221>it <00:29:44.295>is <00:29:44.369>not <00:29:44.443>like <00:29:44.517>a <00:29:44.591>CISO <00:29:44.665>or <00:29:44.739>something <00:29:44.813>like <00:29:44.887>that. <00:29:44.961>It's <00:29:45.035>actually 00:29:45.150 --> 00:29:45.160 align:start position:0% <00:29:45.150>something <00:29:45.152>like <00:29:45.154>that. <00:29:45.156>It's <00:29:45.159>actually 00:29:45.160 --> 00:29:47.070 align:start position:0% <00:29:45.160>something <00:29:45.335>like <00:29:45.510>that. <00:29:45.685>It's <00:29:45.860>actually <00:29:46.035>ingrained <00:29:46.210>in <00:29:46.385>your <00:29:46.560>organization 00:29:47.070 --> 00:29:47.080 align:start position:0% <00:29:47.070>ingrained <00:29:47.072>in <00:29:47.076>your <00:29:47.079>organization 00:29:47.080 --> 00:29:49.510 align:start position:0% <00:29:47.080>ingrained <00:29:47.254>in <00:29:47.429>your <00:29:47.605>organization <00:29:47.780>principles <00:29:47.955>because <00:29:48.129>that <00:29:48.304>agility <00:29:48.480>you're 00:29:49.510 --> 00:29:49.520 align:start position:0% <00:29:49.510>principles <00:29:49.512>because <00:29:49.514>that <00:29:49.516>agility <00:29:49.519>you're 00:29:49.520 --> 00:29:50.990 align:start position:0% <00:29:49.520>principles <00:29:49.630>because <00:29:49.740>that <00:29:49.850>agility <00:29:49.961>you're <00:29:50.071>going <00:29:50.181>to <00:29:50.291>something <00:29:50.402>is <00:29:50.512>going <00:29:50.622>to <00:29:50.732>happen <00:29:50.843>at 00:29:50.990 --> 00:29:51.000 align:start position:0% <00:29:50.990>going <00:29:50.991>to <00:29:50.992>something <00:29:50.993>is <00:29:50.995>going <00:29:50.996>to <00:29:50.997>happen <00:29:50.999>at 00:29:51.000 --> 00:29:52.590 align:start position:0% <00:29:51.000>going <00:29:51.093>to <00:29:51.186>something <00:29:51.280>is <00:29:51.373>going <00:29:51.466>to <00:29:51.560>happen <00:29:51.653>at <00:29:51.746>any <00:29:51.840>given <00:29:51.933>point <00:29:52.026>in <00:29:52.120>time. <00:29:52.213>You're <00:29:52.306>going <00:29:52.400>to 00:29:52.590 --> 00:29:52.600 align:start position:0% <00:29:52.590>any <00:29:52.591>given <00:29:52.592>point <00:29:52.593>in <00:29:52.595>time. <00:29:52.596>You're <00:29:52.597>going <00:29:52.599>to 00:29:52.600 --> 00:29:55.110 align:start position:0% <00:29:52.600>any <00:29:52.693>given <00:29:52.786>point <00:29:52.879>in <00:29:52.973>time. <00:29:53.066>You're <00:29:53.159>going <00:29:53.253>to <00:29:53.346>have <00:29:53.439>to <00:29:53.533>react <00:29:53.626>faster, <00:29:53.719>and <00:29:53.813>it's <00:29:53.906>not <00:29:54.000>two 00:29:55.110 --> 00:29:55.120 align:start position:0% <00:29:55.110>have <00:29:55.111>to <00:29:55.112>react <00:29:55.113>faster, <00:29:55.115>and <00:29:55.116>it's <00:29:55.117>not <00:29:55.119>two 00:29:55.120 --> 00:29:56.270 align:start position:0% <00:29:55.120>have <00:29:55.199>to <00:29:55.279>react <00:29:55.358>faster, <00:29:55.438>and <00:29:55.518>it's <00:29:55.597>not <00:29:55.677>two <00:29:55.756>or <00:29:55.836>three <00:29:55.916>individuals. <00:29:55.995>It's <00:29:56.075>going <00:29:56.155>to 00:29:56.270 --> 00:29:56.280 align:start position:0% <00:29:56.270>or <00:29:56.271>three <00:29:56.273>individuals. <00:29:56.275>It's <00:29:56.277>going <00:29:56.279>to 00:29:56.280 --> 00:29:58.230 align:start position:0% <00:29:56.280>or <00:29:56.420>three <00:29:56.560>individuals. <00:29:56.700>It's <00:29:56.840>going <00:29:56.980>to <00:29:57.120>become <00:29:57.260>a <00:29:57.399>group <00:29:57.540>responsibility. <00:29:57.680>So, 00:29:58.230 --> 00:29:58.240 align:start position:0% <00:29:58.230>become <00:29:58.232>a <00:29:58.234>group <00:29:58.236>responsibility. <00:29:58.239>So, 00:29:58.240 --> 00:30:00.910 align:start position:0% <00:29:58.240>become <00:29:58.367>a <00:29:58.494>group <00:29:58.621>responsibility. <00:29:58.749>So, <00:29:58.876>security <00:29:59.003>becomes <00:29:59.130>almost <00:29:59.258>like <00:29:59.385>baked <00:29:59.512>in <00:29:59.640>to 00:30:00.910 --> 00:30:00.920 align:start position:0% <00:30:00.910>security <00:30:00.911>becomes <00:30:00.913>almost <00:30:00.914>like <00:30:00.916>baked <00:30:00.917>in <00:30:00.919>to 00:30:00.920 --> 00:30:02.230 align:start position:0% <00:30:00.920>security <00:30:01.027>becomes <00:30:01.134>almost <00:30:01.241>like <00:30:01.348>baked <00:30:01.455>in <00:30:01.563>to <00:30:01.670>everything <00:30:01.777>the <00:30:01.884>company <00:30:01.991>does <00:30:02.099>going 00:30:02.230 --> 00:30:02.240 align:start position:0% <00:30:02.230>everything <00:30:02.232>the <00:30:02.234>company <00:30:02.236>does <00:30:02.239>going 00:30:02.240 --> 00:30:03.790 align:start position:0% <00:30:02.240>everything <00:30:02.519>the <00:30:02.798>company <00:30:03.077>does <00:30:03.356>going <00:30:03.635>forward. 00:30:03.790 --> 00:30:03.800 align:start position:0% forward. 00:30:03.800 --> 00:30:05.230 align:start position:0% <00:30:03.800>forward. <00:30:03.960>>> <00:30:04.121>Thank <00:30:04.282>you, <00:30:04.443>gentlemen. <00:30:04.604>Thank <00:30:04.765>you <00:30:04.926>for <00:30:05.087>this 00:30:05.230 --> 00:30:05.240 align:start position:0% <00:30:05.230>>> <00:30:05.231>Thank <00:30:05.232>you, <00:30:05.233>gentlemen. <00:30:05.235>Thank <00:30:05.236>you <00:30:05.237>for <00:30:05.239>this 00:30:05.240 --> 00:30:08.310 align:start position:0% <00:30:05.240>>> <00:30:05.340>Thank <00:30:05.440>you, <00:30:05.540>gentlemen. <00:30:05.640>Thank <00:30:05.740>you <00:30:05.840>for <00:30:05.940>this <00:30:06.040>panel, <00:30:06.140>and <00:30:06.240>welcome <00:30:06.340>to <00:30:06.440>the <00:30:06.540>brave <00:30:06.640>new 00:30:08.310 --> 00:30:08.320 align:start position:0% <00:30:08.310>panel, <00:30:08.311>and <00:30:08.312>welcome <00:30:08.314>to <00:30:08.316>the <00:30:08.317>brave <00:30:08.319>new 00:30:08.320 --> 00:30:11.310 align:start position:0% <00:30:08.320>panel, <00:30:08.436>and <00:30:08.553>welcome <00:30:08.669>to <00:30:08.786>the <00:30:08.903>brave <00:30:09.020>new <00:30:09.136>world <00:30:09.253>of <00:30:09.370>AI-powered <00:30:09.486>security. <00:30:09.603>Thank <00:30:09.720>you. 00:30:11.310 --> 00:30:11.320 align:start position:0% <00:30:11.310>world <00:30:11.311>of <00:30:11.313>AI-powered <00:30:11.315>security. <00:30:11.317>Thank <00:30:11.319>you. 00:30:11.320 --> 00:30:12.030 align:start position:0% <00:30:11.320>world <00:30:11.411>of <00:30:11.502>AI-powered <00:30:11.593>security. <00:30:11.685>Thank <00:30:11.776>you. <00:30:11.867>Thank <00:30:11.959>you. 00:30:12.030 --> 00:30:12.040 align:start position:0% <00:30:12.030>Thank <00:30:12.039>you. 00:30:12.040 --> 00:30:12.395 align:start position:0% <00:30:12.040>Thank <00:30:12.119>you. <00:30:12.199>>> <00:30:12.279>Thank <00:30:12.359>you. 00:30:12.395 --> 00:30:12.405 align:start position:0% <00:30:12.395>>> <00:30:12.399>Thank <00:30:12.404>you. 00:30:12.405 --> 00:30:13.630 align:start position:0% <00:30:12.405>>> <00:30:12.680>Thank <00:30:12.956>you. <00:30:13.231>>> <00:30:13.507>[applause] 00:30:13.630 --> 00:30:13.640 align:start position:0% <00:30:13.630>>> <00:30:13.639>[applause] 00:30:13.640 --> 00:30:16.400 align:start position:0% <00:30:13.640>>> <00:30:13.920>[applause] <00:30:14.200>>> <00:30:14.480>Great. <00:30:14.760>All <00:30:15.040>right.