WEBVTT

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<00:00:02.800>And <00:00:02.974>we're <00:00:03.150>back <00:00:03.324>and <00:00:03.500>we're <00:00:03.675>going <00:00:03.849>to <00:00:04.024>be <00:00:04.199>on

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<00:00:05.350>And <00:00:05.351>we're <00:00:05.352>back <00:00:05.353>and <00:00:05.354>we're <00:00:05.355>going <00:00:05.356>to <00:00:05.357>be <00:00:05.359>on

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<00:00:05.360>And <00:00:05.447>we're <00:00:05.535>back <00:00:05.622>and <00:00:05.710>we're <00:00:05.797>going <00:00:05.885>to <00:00:05.972>be <00:00:06.060>on <00:00:06.147>the <00:00:06.235>seats <00:00:06.322>because <00:00:06.410>now <00:00:06.497>we <00:00:06.585>got <00:00:06.672>a <00:00:06.760>panel

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<00:00:07.590>the <00:00:07.591>seats <00:00:07.592>because <00:00:07.593>now <00:00:07.595>we <00:00:07.596>got <00:00:07.597>a <00:00:07.598>panel

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<00:00:07.600>the <00:00:07.693>seats <00:00:07.786>because <00:00:07.880>now <00:00:07.973>we <00:00:08.066>got <00:00:08.160>a <00:00:08.253>panel <00:00:08.346>that <00:00:08.440>I <00:00:08.533>can <00:00:08.626>grill <00:00:08.719>those <00:00:08.813>people <00:00:08.906>on <00:00:09.000>which

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<00:00:09.750>that <00:00:09.751>I <00:00:09.752>can <00:00:09.753>grill <00:00:09.755>those <00:00:09.756>people <00:00:09.757>on <00:00:09.759>which

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<00:00:09.760>that <00:00:09.875>I <00:00:09.990>can <00:00:10.105>grill <00:00:10.220>those <00:00:10.335>people <00:00:10.450>on <00:00:10.565>which <00:00:10.680>is <00:00:10.795>fun.

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<00:00:10.910>is <00:00:10.919>fun.

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<00:00:10.920>is <00:00:11.120>fun. <00:00:11.320>Uh <00:00:11.520>so <00:00:11.720>it's <00:00:11.920>shipping <00:00:12.120>with <00:00:12.320>confidence,

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<00:00:13.430>Uh <00:00:13.431>so <00:00:13.433>it's <00:00:13.435>shipping <00:00:13.437>with <00:00:13.439>confidence,

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<00:00:13.440>Uh <00:00:13.567>so <00:00:13.694>it's <00:00:13.821>shipping <00:00:13.949>with <00:00:14.076>confidence, <00:00:14.203>observability <00:00:14.330>and <00:00:14.458>quality <00:00:14.585>at <00:00:14.712>scale. <00:00:14.840>So

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<00:00:15.590>observability <00:00:15.591>and <00:00:15.593>quality <00:00:15.595>at <00:00:15.597>scale. <00:00:15.599>So

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<00:00:15.600>observability <00:00:15.707>and <00:00:15.815>quality <00:00:15.923>at <00:00:16.030>scale. <00:00:16.138>So <00:00:16.246>I'm <00:00:16.353>going <00:00:16.461>to <00:00:16.569>place <00:00:16.676>myself <00:00:16.784>as <00:00:16.892>the <00:00:17.000>first

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<00:00:17.510>I'm <00:00:17.511>going <00:00:17.512>to <00:00:17.513>place <00:00:17.515>myself <00:00:17.516>as <00:00:17.517>the <00:00:17.519>first

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<00:00:17.520>I'm <00:00:17.694>going <00:00:17.868>to <00:00:18.043>place <00:00:18.217>myself <00:00:18.391>as <00:00:18.566>the <00:00:18.740>first <00:00:18.915>person.

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person.

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<00:00:19.080>person. <00:00:19.255>Feels <00:00:19.430>so <00:00:19.604>good <00:00:19.779>to <00:00:19.955>be <00:00:20.130>pampered, <00:00:20.305>get <00:00:20.479>like

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<00:00:20.830>Feels <00:00:20.831>so <00:00:20.832>good <00:00:20.833>to <00:00:20.835>be <00:00:20.836>pampered, <00:00:20.837>get <00:00:20.839>like

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<00:00:20.840>Feels <00:00:21.005>so <00:00:21.170>good <00:00:21.336>to <00:00:21.501>be <00:00:21.666>pampered, <00:00:21.832>get <00:00:21.997>like <00:00:22.163>water.

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water.

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<00:00:22.320>water. <00:00:23.720>Um

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Um

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<00:00:24.600>Um <00:00:24.800>So <00:00:25.000>the <00:00:25.200>first <00:00:25.400>person <00:00:25.600>I <00:00:25.800>want <00:00:26.000>to

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<00:00:26.430>So <00:00:26.431>the <00:00:26.433>first <00:00:26.434>person <00:00:26.436>I <00:00:26.437>want <00:00:26.439>to

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<00:00:26.440>So <00:00:26.533>the <00:00:26.626>first <00:00:26.720>person <00:00:26.813>I <00:00:26.906>want <00:00:27.000>to <00:00:27.093>Well, <00:00:27.186>I <00:00:27.280>mean <00:00:27.373>let's <00:00:27.466>get <00:00:27.560>them <00:00:27.653>all <00:00:27.746>three <00:00:27.840>up

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<00:00:28.150>Well, <00:00:28.151>I <00:00:28.152>mean <00:00:28.153>let's <00:00:28.154>get <00:00:28.155>them <00:00:28.156>all <00:00:28.157>three <00:00:28.159>up

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<00:00:28.160>Well, <00:00:28.253>I <00:00:28.346>mean <00:00:28.440>let's <00:00:28.533>get <00:00:28.626>them <00:00:28.720>all <00:00:28.813>three <00:00:28.906>up <00:00:29.000>here <00:00:29.093>and <00:00:29.186>give <00:00:29.280>them <00:00:29.373>a <00:00:29.466>big <00:00:29.560>hand.

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<00:00:36.680>&gt;&gt; <00:00:38.080>[music]

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[music]

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[music]

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<00:00:44.540>[music] <00:00:45.940>[applause]

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<00:00:50.640>&gt;&gt; <00:00:51.340>Welcome. <00:00:52.040>Welcome.

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<00:00:52.830>&gt;&gt; <00:00:52.834>Welcome. <00:00:52.839>Welcome.

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<00:00:52.840>&gt;&gt; <00:00:52.965>Welcome. <00:00:53.090>Welcome. <00:00:53.215>I <00:00:53.340>see <00:00:53.465>that <00:00:53.590>Prince, <00:00:53.715>you're <00:00:53.840>the <00:00:53.965>only <00:00:54.090>one

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<00:00:54.230>I <00:00:54.231>see <00:00:54.232>that <00:00:54.233>Prince, <00:00:54.235>you're <00:00:54.236>the <00:00:54.237>only <00:00:54.239>one

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<00:00:54.240>I <00:00:54.347>see <00:00:54.455>that <00:00:54.563>Prince, <00:00:54.670>you're <00:00:54.778>the <00:00:54.886>only <00:00:54.993>one <00:00:55.101>that <00:00:55.209>dressed <00:00:55.316>up <00:00:55.424>for <00:00:55.532>the <00:00:55.640>occasion.

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<00:00:56.510>that <00:00:56.511>dressed <00:00:56.513>up <00:00:56.515>for <00:00:56.517>the <00:00:56.519>occasion.

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<00:00:56.520>that <00:00:56.604>dressed <00:00:56.689>up <00:00:56.774>for <00:00:56.859>the <00:00:56.944>occasion. <00:00:57.029>&gt;&gt; <00:00:57.114>Yes, <00:00:57.199>I <00:00:57.284>did. <00:00:57.369>I <00:00:57.454>thought <00:00:57.539>it <00:00:57.624>was <00:00:57.709>going <00:00:57.794>to <00:00:57.879>be

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<00:00:58.030>&gt;&gt; <00:00:58.030>Yes, <00:00:58.031>I <00:00:58.032>did. <00:00:58.033>I <00:00:58.034>thought <00:00:58.035>it <00:00:58.036>was <00:00:58.037>going <00:00:58.038>to <00:00:58.039>be

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<00:00:58.040>&gt;&gt; <00:00:58.117>Yes, <00:00:58.195>I <00:00:58.273>did. <00:00:58.351>I <00:00:58.428>thought <00:00:58.506>it <00:00:58.584>was <00:00:58.662>going <00:00:58.740>to <00:00:58.817>be <00:00:58.895>cold, <00:00:58.973>but <00:00:59.051>you <00:00:59.128>know <00:00:59.206>it <00:00:59.284>is <00:00:59.362>very <00:00:59.440>hot.

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<00:01:00.790>cold, <00:01:00.791>but <00:01:00.792>you <00:01:00.793>know <00:01:00.795>it <00:01:00.796>is <00:01:00.797>very <00:01:00.799>hot.

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<00:01:00.800>cold, <00:01:00.882>but <00:01:00.964>you <00:01:01.047>know <00:01:01.129>it <00:01:01.211>is <00:01:01.294>very <00:01:01.376>hot. <00:01:01.458>&gt;&gt; <00:01:01.541>It's <00:01:01.623>It's <00:01:01.705>fun <00:01:01.788>cuz <00:01:01.870>all <00:01:01.952>three <00:01:02.035>of <00:01:02.117>them <00:01:02.199>were

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<00:01:02.710>&gt;&gt; <00:01:02.711>It's <00:01:02.712>It's <00:01:02.713>fun <00:01:02.714>cuz <00:01:02.715>all <00:01:02.716>three <00:01:02.717>of <00:01:02.718>them <00:01:02.719>were

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<00:01:02.720>&gt;&gt; <00:01:02.802>It's <00:01:02.884>It's <00:01:02.967>fun <00:01:03.049>cuz <00:01:03.131>all <00:01:03.214>three <00:01:03.296>of <00:01:03.378>them <00:01:03.461>were <00:01:03.543>emailing <00:01:03.625>me <00:01:03.708>the <00:01:03.790>last <00:01:03.872>3 <00:01:03.955>days <00:01:04.037>like <00:01:04.120>what

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<00:01:04.670>emailing <00:01:04.671>me <00:01:04.672>the <00:01:04.673>last <00:01:04.675>3 <00:01:04.676>days <00:01:04.677>like <00:01:04.679>what

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<00:01:04.680>emailing <00:01:04.746>me <00:01:04.813>the <00:01:04.879>last <00:01:04.946>3 <00:01:05.013>days <00:01:05.079>like <00:01:05.146>what <00:01:05.212>are <00:01:05.279>we <00:01:05.346>going <00:01:05.412>to <00:01:05.479>talk <00:01:05.545>about? <00:01:05.612>And <00:01:05.679>here's

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<00:01:05.790>are <00:01:05.791>we <00:01:05.792>going <00:01:05.793>to <00:01:05.795>talk <00:01:05.796>about? <00:01:05.797>And <00:01:05.798>here's

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<00:01:05.800>are <00:01:05.893>we <00:01:05.986>going <00:01:06.080>to <00:01:06.173>talk <00:01:06.266>about? <00:01:06.360>And <00:01:06.453>here's <00:01:06.546>some <00:01:06.640>things <00:01:06.733>that <00:01:06.826>you <00:01:06.920>want <00:01:07.013>to <00:01:07.106>talk <00:01:07.200>about.

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<00:01:07.430>some <00:01:07.431>things <00:01:07.432>that <00:01:07.433>you <00:01:07.435>want <00:01:07.436>to <00:01:07.437>talk <00:01:07.439>about.

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<00:01:07.440>some <00:01:07.520>things <00:01:07.600>that <00:01:07.681>you <00:01:07.761>want <00:01:07.842>to <00:01:07.922>talk <00:01:08.003>about. <00:01:08.083>Do <00:01:08.163>we <00:01:08.244>have <00:01:08.324>some <00:01:08.405>time <00:01:08.485>to <00:01:08.566>meet <00:01:08.646>them? <00:01:08.727>Like

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<00:01:08.870>Do <00:01:08.871>we <00:01:08.872>have <00:01:08.873>some <00:01:08.874>time <00:01:08.875>to <00:01:08.876>meet <00:01:08.877>them? <00:01:08.878>Like

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<00:01:08.880>Do <00:01:08.967>we <00:01:09.054>have <00:01:09.142>some <00:01:09.229>time <00:01:09.317>to <00:01:09.405>meet <00:01:09.492>them? <00:01:09.580>Like <00:01:09.667>no, <00:01:09.755>I'm <00:01:09.842>busy <00:01:09.929>on <00:01:10.017>the <00:01:10.104>main <00:01:10.192>stage. <00:01:10.280>Talk

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<00:01:11.630>no, <00:01:11.631>I'm <00:01:11.632>busy <00:01:11.633>on <00:01:11.635>the <00:01:11.636>main <00:01:11.637>stage. <00:01:11.639>Talk

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<00:01:11.640>no, <00:01:11.740>I'm <00:01:11.840>busy <00:01:11.940>on <00:01:12.040>the <00:01:12.140>main <00:01:12.240>stage. <00:01:12.340>Talk <00:01:12.440>amongst <00:01:12.540>yourself, <00:01:12.640>but <00:01:12.740>I <00:01:12.840>think <00:01:12.940>we <00:01:13.040>managed

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<00:01:14.230>amongst <00:01:14.231>yourself, <00:01:14.233>but <00:01:14.234>I <00:01:14.236>think <00:01:14.237>we <00:01:14.238>managed

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<00:01:14.240>amongst <00:01:14.347>yourself, <00:01:14.455>but <00:01:14.563>I <00:01:14.670>think <00:01:14.778>we <00:01:14.886>managed <00:01:14.993>to <00:01:15.101>ship <00:01:15.209>it <00:01:15.316>in <00:01:15.424>the <00:01:15.532>end. <00:01:15.640>So

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<00:01:17.230>to <00:01:17.231>ship <00:01:17.233>it <00:01:17.234>in <00:01:17.236>the <00:01:17.237>end. <00:01:17.238>So

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<00:01:17.240>to <00:01:17.333>ship <00:01:17.426>it <00:01:17.520>in <00:01:17.613>the <00:01:17.706>end. <00:01:17.800>So <00:01:17.893>who <00:01:17.986>do <00:01:18.080>we <00:01:18.173>have <00:01:18.266>here? <00:01:18.360>We <00:01:18.453>have <00:01:18.546>got <00:01:18.640>Prince

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<00:01:19.030>who <00:01:19.031>do <00:01:19.032>we <00:01:19.033>have <00:01:19.034>here? <00:01:19.035>We <00:01:19.036>have <00:01:19.037>got <00:01:19.038>Prince

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<00:01:19.039>who <00:01:19.127>do <00:01:19.214>we <00:01:19.302>have <00:01:19.389>here? <00:01:19.477>We <00:01:19.565>have <00:01:19.652>got <00:01:19.740>Prince <00:01:19.827>Kohli. <00:01:19.914>He <00:01:20.002>is <00:01:20.089>president <00:01:20.177>and <00:01:20.264>CEO <00:01:20.352>of <00:01:20.440>Sauce

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<00:01:21.430>Kohli. <00:01:21.431>He <00:01:21.432>is <00:01:21.433>president <00:01:21.435>and <00:01:21.436>CEO <00:01:21.437>of <00:01:21.439>Sauce

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<00:01:21.440>Kohli. <00:01:21.596>He <00:01:21.752>is <00:01:21.909>president <00:01:22.065>and <00:01:22.221>CEO <00:01:22.378>of <00:01:22.534>Sauce <00:01:22.691>Labs.

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Labs.

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<00:01:22.840>Labs. <00:01:23.767>Mhm.

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Mhm.

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<00:01:23.880>Mhm. <00:01:24.054>We <00:01:24.229>got <00:01:24.405>Daniel <00:01:24.580>Gebler, <00:01:24.755>CTO <00:01:24.929>of <00:01:25.104>Picnic, <00:01:25.280>the

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<00:01:26.190>We <00:01:26.191>got <00:01:26.192>Daniel <00:01:26.193>Gebler, <00:01:26.195>CTO <00:01:26.196>of <00:01:26.197>Picnic, <00:01:26.199>the

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<00:01:26.200>We <00:01:26.300>got <00:01:26.400>Daniel <00:01:26.500>Gebler, <00:01:26.600>CTO <00:01:26.700>of <00:01:26.800>Picnic, <00:01:26.900>the <00:01:27.000>company <00:01:27.100>that <00:01:27.200>brings <00:01:27.300>sauces <00:01:27.400>to <00:01:27.500>your <00:01:27.600>house

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<00:01:28.230>company <00:01:28.231>that <00:01:28.233>brings <00:01:28.234>sauces <00:01:28.236>to <00:01:28.237>your <00:01:28.238>house

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<00:01:28.240>company <00:01:28.327>that <00:01:28.414>brings <00:01:28.502>sauces <00:01:28.589>to <00:01:28.677>your <00:01:28.765>house <00:01:28.852>that <00:01:28.940>you <00:01:29.027>can <00:01:29.115>do <00:01:29.202>it <00:01:29.289>on <00:01:29.377>your <00:01:29.464>lap <00:01:29.552>if <00:01:29.640>you

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<00:01:29.830>that <00:01:29.831>you <00:01:29.832>can <00:01:29.833>do <00:01:29.834>it <00:01:29.835>on <00:01:29.836>your <00:01:29.837>lap <00:01:29.838>if <00:01:29.839>you

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<00:01:29.840>that <00:01:29.924>you <00:01:30.008>can <00:01:30.092>do <00:01:30.177>it <00:01:30.261>on <00:01:30.345>your <00:01:30.429>lap <00:01:30.514>if <00:01:30.598>you <00:01:30.682>want <00:01:30.767>to.

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<00:01:30.870>want <00:01:30.878>to.

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<00:01:30.880>want <00:01:31.174>to. <00:01:31.469>And <00:01:31.764>many <00:01:32.059>more.

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<00:01:32.190>And <00:01:32.194>many <00:01:32.199>more.

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<00:01:32.200>And <00:01:32.355>many <00:01:32.511>more. <00:01:32.666>And <00:01:32.822>enough. <00:01:32.977>And <00:01:33.133>we <00:01:33.288>got <00:01:33.444>Mirko <00:01:33.600>Novakovic.

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<00:01:36.390>And <00:01:36.391>enough. <00:01:36.393>And <00:01:36.394>we <00:01:36.396>got <00:01:36.397>Mirko <00:01:36.399>Novakovic.

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<00:01:36.400>And <00:01:36.543>enough. <00:01:36.686>And <00:01:36.829>we <00:01:36.972>got <00:01:37.115>Mirko <00:01:37.258>Novakovic. <00:01:37.401>Well <00:01:37.544>done, <00:01:37.687>huh?

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<00:01:37.830>Well <00:01:37.834>done, <00:01:37.839>huh?

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<00:01:37.840>Well <00:01:37.980>done, <00:01:38.120>huh? <00:01:38.260>CEO <00:01:38.400>and <00:01:38.540>co-founder <00:01:38.680>of <00:01:38.820>Dash <00:01:38.960>Zero. <00:01:39.100>So <00:01:39.240>we

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<00:01:40.550>CEO <00:01:40.551>and <00:01:40.552>co-founder <00:01:40.553>of <00:01:40.555>Dash <00:01:40.556>Zero. <00:01:40.557>So <00:01:40.559>we

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<00:01:40.560>CEO <00:01:40.667>and <00:01:40.775>co-founder <00:01:40.883>of <00:01:40.990>Dash <00:01:41.098>Zero. <00:01:41.206>So <00:01:41.313>we <00:01:41.421>got <00:01:41.529>two <00:01:41.636>observability <00:01:41.744>companies <00:01:41.852>and <00:01:41.960>one

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<00:01:43.229>got <00:01:43.231>two <00:01:43.233>observability <00:01:43.235>companies <00:01:43.237>and <00:01:43.239>one

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<00:01:43.240>got <00:01:43.356>two <00:01:43.473>observability <00:01:43.590>companies <00:01:43.706>and <00:01:43.823>one <00:01:43.940>company <00:01:44.056>that <00:01:44.173>really <00:01:44.290>ships <00:01:44.406>things <00:01:44.523>to <00:01:44.640>your

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<00:01:45.670>company <00:01:45.671>that <00:01:45.673>really <00:01:45.674>ships <00:01:45.676>things <00:01:45.677>to <00:01:45.679>your

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<00:01:45.680>company <00:01:45.796>that <00:01:45.913>really <00:01:46.030>ships <00:01:46.146>things <00:01:46.263>to <00:01:46.380>your <00:01:46.496>house. <00:01:46.613>So <00:01:46.730>talking <00:01:46.846>about <00:01:46.963>shipping <00:01:47.080>with

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<00:01:47.910>house. <00:01:47.911>So <00:01:47.913>talking <00:01:47.915>about <00:01:47.917>shipping <00:01:47.919>with

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<00:01:47.920>house. <00:01:48.018>So <00:01:48.116>talking <00:01:48.214>about <00:01:48.313>shipping <00:01:48.411>with <00:01:48.509>confidence, <00:01:48.607>like <00:01:48.705>how <00:01:48.804>do <00:01:48.902>you <00:01:49.000>make <00:01:49.098>sure

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<00:01:49.229>confidence, <00:01:49.231>like <00:01:49.232>how <00:01:49.234>do <00:01:49.236>you <00:01:49.237>make <00:01:49.239>sure

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<00:01:49.240>confidence, <00:01:49.356>like <00:01:49.473>how <00:01:49.590>do <00:01:49.706>you <00:01:49.823>make <00:01:49.940>sure <00:01:50.056>that <00:01:50.173>things <00:01:50.290>stay <00:01:50.406>safe <00:01:50.523>like <00:01:50.640>vegetables

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<00:01:51.990>that <00:01:51.991>things <00:01:51.993>stay <00:01:51.995>safe <00:01:51.997>like <00:01:51.999>vegetables

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<00:01:52.000>that <00:01:52.116>things <00:01:52.233>stay <00:01:52.350>safe <00:01:52.466>like <00:01:52.583>vegetables <00:01:52.700>stay <00:01:52.816>safe <00:01:52.933>and <00:01:53.050>frozen <00:01:53.166>food <00:01:53.283>stay <00:01:53.400>safe.

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<00:01:55.750>stay <00:01:55.751>safe <00:01:55.753>and <00:01:55.754>frozen <00:01:55.756>food <00:01:55.757>stay <00:01:55.758>safe.

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<00:01:55.759>stay <00:01:55.876>safe <00:01:55.993>and <00:01:56.109>frozen <00:01:56.226>food <00:01:56.343>stay <00:01:56.460>safe. <00:01:56.576>&gt;&gt; <00:01:56.693>So <00:01:56.809>So <00:01:56.926>I'm <00:01:57.043>Daniel <00:01:57.160>Picnic

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<00:01:58.270>&gt;&gt; <00:01:58.271>So <00:01:58.273>So <00:01:58.275>I'm <00:01:58.277>Daniel <00:01:58.279>Picnic

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<00:01:58.280>&gt;&gt; <00:01:58.396>So <00:01:58.513>So <00:01:58.630>I'm <00:01:58.746>Daniel <00:01:58.863>Picnic <00:01:58.980>CTO <00:01:59.096>Picnic, <00:01:59.213>and <00:01:59.330>Picnic <00:01:59.446>is <00:01:59.563>an <00:01:59.680>online

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<00:02:00.030>CTO <00:02:00.031>Picnic, <00:02:00.033>and <00:02:00.034>Picnic <00:02:00.036>is <00:02:00.037>an <00:02:00.039>online

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<00:02:00.040>CTO <00:02:00.156>Picnic, <00:02:00.273>and <00:02:00.390>Picnic <00:02:00.506>is <00:02:00.623>an <00:02:00.740>online <00:02:00.856>supermarket, <00:02:00.973>which <00:02:01.090>means <00:02:01.206>that <00:02:01.323>you <00:02:01.440>have

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<00:02:02.030>supermarket, <00:02:02.031>which <00:02:02.033>means <00:02:02.035>that <00:02:02.037>you <00:02:02.039>have

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<00:02:02.040>supermarket, <00:02:02.156>which <00:02:02.273>means <00:02:02.390>that <00:02:02.506>you <00:02:02.623>have <00:02:02.740>basically <00:02:02.856>an <00:02:02.973>online <00:02:03.090>app <00:02:03.206>where <00:02:03.323>you <00:02:03.440>can

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<00:02:03.830>basically <00:02:03.831>an <00:02:03.833>online <00:02:03.834>app <00:02:03.836>where <00:02:03.837>you <00:02:03.839>can

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<00:02:03.840>basically <00:02:03.956>an <00:02:04.073>online <00:02:04.190>app <00:02:04.306>where <00:02:04.423>you <00:02:04.540>can <00:02:04.656>buy <00:02:04.773>all <00:02:04.890>the <00:02:05.006>groceries. <00:02:05.123>This <00:02:05.240>is

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<00:02:05.790>buy <00:02:05.791>all <00:02:05.793>the <00:02:05.795>groceries. <00:02:05.797>This <00:02:05.798>is

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<00:02:05.800>buy <00:02:05.955>all <00:02:06.111>the <00:02:06.266>groceries. <00:02:06.422>This <00:02:06.577>is <00:02:06.733>e-commerce. <00:02:06.888>There's <00:02:07.044>nothing <00:02:07.200>very

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<00:02:07.630>e-commerce. <00:02:07.633>There's <00:02:07.636>nothing <00:02:07.639>very

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<00:02:07.640>e-commerce. <00:02:07.795>There's <00:02:07.951>nothing <00:02:08.106>very <00:02:08.262>specific <00:02:08.417>around <00:02:08.573>it. <00:02:08.728>It <00:02:08.884>becomes <00:02:09.039>actually

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<00:02:10.469>specific <00:02:10.470>around <00:02:10.472>it. <00:02:10.474>It <00:02:10.476>becomes <00:02:10.477>actually

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<00:02:10.478>specific <00:02:10.606>around <00:02:10.733>it. <00:02:10.860>It <00:02:10.988>becomes <00:02:11.115>actually <00:02:11.242>magic <00:02:11.369>if <00:02:11.497>you <00:02:11.624>combine <00:02:11.751>an <00:02:11.879>e-commerce

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<00:02:13.070>magic <00:02:13.071>if <00:02:13.073>you <00:02:13.075>combine <00:02:13.077>an <00:02:13.079>e-commerce

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<00:02:13.080>magic <00:02:13.235>if <00:02:13.391>you <00:02:13.546>combine <00:02:13.702>an <00:02:13.857>e-commerce <00:02:14.013>online <00:02:14.168>proposition <00:02:14.324>with <00:02:14.480>physical

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<00:02:14.790>online <00:02:14.793>proposition <00:02:14.796>with <00:02:14.799>physical

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<00:02:14.800>online <00:02:15.000>proposition <00:02:15.200>with <00:02:15.400>physical <00:02:15.600>logistics, <00:02:15.800>physical <00:02:16.000>supply <00:02:16.200>chain.

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<00:02:17.150>logistics, <00:02:17.153>physical <00:02:17.156>supply <00:02:17.159>chain.

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<00:02:17.160>logistics, <00:02:17.315>physical <00:02:17.471>supply <00:02:17.626>chain. <00:02:17.782>And <00:02:17.937>for <00:02:18.093>warehouses, <00:02:18.248>we <00:02:18.404>have <00:02:18.560>automated

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<00:02:19.150>And <00:02:19.151>for <00:02:19.153>warehouses, <00:02:19.155>we <00:02:19.157>have <00:02:19.159>automated

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<00:02:19.160>And <00:02:19.260>for <00:02:19.361>warehouses, <00:02:19.461>we <00:02:19.562>have <00:02:19.663>automated <00:02:19.763>warehouses <00:02:19.864>where <00:02:19.965>we <00:02:20.065>have <00:02:20.166>built <00:02:20.267>a

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<00:02:20.390>warehouses <00:02:20.391>where <00:02:20.393>we <00:02:20.395>have <00:02:20.397>built <00:02:20.399>a

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<00:02:20.400>warehouses <00:02:20.532>where <00:02:20.664>we <00:02:20.796>have <00:02:20.929>built <00:02:21.061>a <00:02:21.193>software <00:02:21.326>stack <00:02:21.458>that <00:02:21.590>is <00:02:21.723>controlling

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<00:02:21.870>software <00:02:21.872>stack <00:02:21.874>that <00:02:21.876>is <00:02:21.879>controlling

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<00:02:21.880>software <00:02:22.007>stack <00:02:22.134>that <00:02:22.261>is <00:02:22.389>controlling <00:02:22.516>robots <00:02:22.643>and <00:02:22.770>drones <00:02:22.898>and <00:02:23.025>many <00:02:23.152>other <00:02:23.280>things

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<00:02:24.270>robots <00:02:24.271>and <00:02:24.273>drones <00:02:24.274>and <00:02:24.276>many <00:02:24.277>other <00:02:24.279>things

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<00:02:24.280>robots <00:02:24.396>and <00:02:24.513>drones <00:02:24.630>and <00:02:24.746>many <00:02:24.863>other <00:02:24.980>things <00:02:25.096>that <00:02:25.213>need <00:02:25.330>to <00:02:25.446>go <00:02:25.563>basically <00:02:25.680>hand-in-hand

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<00:02:25.870>that <00:02:25.871>need <00:02:25.873>to <00:02:25.875>go <00:02:25.877>basically <00:02:25.879>hand-in-hand

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<00:02:25.880>that <00:02:25.978>need <00:02:26.076>to <00:02:26.174>go <00:02:26.273>basically <00:02:26.371>hand-in-hand <00:02:26.469>with <00:02:26.567>a <00:02:26.666>software <00:02:26.764>stack <00:02:26.862>and <00:02:26.960>the <00:02:27.059>hardware

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<00:02:27.190>with <00:02:27.191>a <00:02:27.192>software <00:02:27.194>stack <00:02:27.196>and <00:02:27.197>the <00:02:27.198>hardware

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<00:02:27.200>with <00:02:27.316>a <00:02:27.433>software <00:02:27.549>stack <00:02:27.666>and <00:02:27.783>the <00:02:27.899>hardware <00:02:28.016>stack. <00:02:28.133>And <00:02:28.250>then <00:02:28.366>shipping <00:02:28.483>with <00:02:28.600>confidence

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<00:02:29.590>stack. <00:02:29.591>And <00:02:29.593>then <00:02:29.595>shipping <00:02:29.597>with <00:02:29.599>confidence

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<00:02:29.600>stack. <00:02:29.700>And <00:02:29.799>then <00:02:29.900>shipping <00:02:30.000>with <00:02:30.100>confidence <00:02:30.200>means <00:02:30.299>that <00:02:30.400>on <00:02:30.500>the <00:02:30.600>one <00:02:30.700>hand <00:02:30.799>you <00:02:30.900>need <00:02:31.000>to

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<00:02:31.790>means <00:02:31.791>that <00:02:31.792>on <00:02:31.793>the <00:02:31.794>one <00:02:31.795>hand <00:02:31.796>you <00:02:31.797>need <00:02:31.799>to

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<00:02:31.800>means <00:02:31.893>that <00:02:31.986>on <00:02:32.080>the <00:02:32.173>one <00:02:32.266>hand <00:02:32.360>you <00:02:32.453>need <00:02:32.546>to <00:02:32.640>have <00:02:32.733>a <00:02:32.826>kind <00:02:32.920>of <00:02:33.013>a <00:02:33.106>testing <00:02:33.200>environment,

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<00:02:33.550>have <00:02:33.551>a <00:02:33.553>kind <00:02:33.554>of <00:02:33.556>a <00:02:33.557>testing <00:02:33.559>environment,

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<00:02:33.560>have <00:02:33.687>a <00:02:33.814>kind <00:02:33.941>of <00:02:34.069>a <00:02:34.196>testing <00:02:34.323>environment, <00:02:34.450>simulation, <00:02:34.578>emulation <00:02:34.705>to <00:02:34.832>get <00:02:34.960>confidence

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<00:02:35.670>simulation, <00:02:35.672>emulation <00:02:35.674>to <00:02:35.676>get <00:02:35.679>confidence

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<00:02:35.680>simulation, <00:02:35.787>emulation <00:02:35.895>to <00:02:36.003>get <00:02:36.110>confidence <00:02:36.218>on <00:02:36.326>what <00:02:36.433>you <00:02:36.541>build <00:02:36.649>will <00:02:36.756>really <00:02:36.864>work <00:02:36.972>in <00:02:37.080>a

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<00:02:37.829>on <00:02:37.831>what <00:02:37.832>you <00:02:37.833>build <00:02:37.834>will <00:02:37.835>really <00:02:37.836>work <00:02:37.837>in <00:02:37.839>a

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<00:02:37.840>on <00:02:37.933>what <00:02:38.026>you <00:02:38.120>build <00:02:38.213>will <00:02:38.306>really <00:02:38.400>work <00:02:38.493>in <00:02:38.586>a <00:02:38.680>in <00:02:38.773>the <00:02:38.866>actual <00:02:38.960>world, <00:02:39.053>but <00:02:39.146>actually <00:02:39.240>also

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<00:02:39.910>in <00:02:39.911>the <00:02:39.913>actual <00:02:39.914>world, <00:02:39.916>but <00:02:39.917>actually <00:02:39.919>also

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<00:02:39.920>in <00:02:40.036>the <00:02:40.153>actual <00:02:40.270>world, <00:02:40.386>but <00:02:40.503>actually <00:02:40.620>also <00:02:40.736>having <00:02:40.853>the <00:02:40.970>ability <00:02:41.086>to <00:02:41.203>observe <00:02:41.320>what

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<00:02:42.910>having <00:02:42.911>the <00:02:42.913>ability <00:02:42.915>to <00:02:42.917>observe <00:02:42.919>what

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<00:02:42.920>having <00:02:43.024>the <00:02:43.128>ability <00:02:43.232>to <00:02:43.337>observe <00:02:43.441>what <00:02:43.545>works, <00:02:43.649>what <00:02:43.754>doesn't <00:02:43.858>work, <00:02:43.962>and <00:02:44.066>have <00:02:44.171>a

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<00:02:44.310>works, <00:02:44.311>what <00:02:44.313>doesn't <00:02:44.314>work, <00:02:44.316>and <00:02:44.317>have <00:02:44.319>a

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<00:02:44.320>works, <00:02:44.457>what <00:02:44.595>doesn't <00:02:44.732>work, <00:02:44.870>and <00:02:45.007>have <00:02:45.145>a <00:02:45.283>rollback

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rollback

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<00:02:45.400>rollback <00:02:45.676>functionality, <00:02:45.953>a <00:02:46.230>quick <00:02:46.507>rollback

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<00:02:46.630>functionality, <00:02:46.632>a <00:02:46.636>quick <00:02:46.638>rollback

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<00:02:46.640>functionality, <00:02:46.795>a <00:02:46.951>quick <00:02:47.106>rollback <00:02:47.262>functionality. <00:02:47.417>And <00:02:47.573>the <00:02:47.728>real <00:02:47.884>challenge <00:02:48.040>of

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<00:02:48.590>functionality. <00:02:48.591>And <00:02:48.593>the <00:02:48.595>real <00:02:48.597>challenge <00:02:48.599>of

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<00:02:48.600>functionality. <00:02:48.707>And <00:02:48.815>the <00:02:48.923>real <00:02:49.030>challenge <00:02:49.138>of <00:02:49.246>rollback <00:02:49.353>in <00:02:49.461>the <00:02:49.569>world <00:02:49.676>where <00:02:49.784>you <00:02:49.892>have <00:02:50.000>a

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<00:02:50.630>rollback <00:02:50.631>in <00:02:50.632>the <00:02:50.633>world <00:02:50.635>where <00:02:50.636>you <00:02:50.637>have <00:02:50.638>a

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<00:02:50.640>rollback <00:02:50.747>in <00:02:50.855>the <00:02:50.963>world <00:02:51.070>where <00:02:51.178>you <00:02:51.286>have <00:02:51.393>a <00:02:51.501>physical <00:02:51.609>and <00:02:51.716>digital <00:02:51.824>the <00:02:51.932>stack <00:02:52.040>is

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<00:02:52.790>physical <00:02:52.791>and <00:02:52.793>digital <00:02:52.795>the <00:02:52.797>stack <00:02:52.799>is

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<00:02:52.800>physical <00:02:52.922>and <00:02:53.044>digital <00:02:53.166>the <00:02:53.288>stack <00:02:53.410>is <00:02:53.532>that <00:02:53.655>you

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<00:02:53.750>that <00:02:53.759>you

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<00:02:53.760>that <00:02:53.915>you <00:02:54.071>uh <00:02:54.226>state <00:02:54.382>of <00:02:54.537>the <00:02:54.693>world <00:02:54.848>and <00:02:55.004>the <00:02:55.160>digital

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<00:02:55.870>uh <00:02:55.871>state <00:02:55.872>of <00:02:55.873>the <00:02:55.875>world <00:02:55.876>and <00:02:55.877>the <00:02:55.879>digital

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<00:02:55.880>uh <00:02:55.980>state <00:02:56.079>of <00:02:56.180>the <00:02:56.280>world <00:02:56.380>and <00:02:56.480>the <00:02:56.579>digital <00:02:56.680>system <00:02:56.780>uh <00:02:56.880>diverges <00:02:56.980>from <00:02:57.079>the <00:02:57.180>physical <00:02:57.280>uh

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<00:02:58.070>system <00:02:58.071>uh <00:02:58.072>diverges <00:02:58.074>from <00:02:58.076>the <00:02:58.077>physical <00:02:58.078>uh

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<00:02:58.079>system <00:02:58.173>uh <00:02:58.266>diverges <00:02:58.359>from <00:02:58.453>the <00:02:58.546>physical <00:02:58.640>uh <00:02:58.733>world <00:02:58.826>as <00:02:58.920>you <00:02:59.013>uh <00:02:59.106>basically <00:02:59.200>have <00:02:59.293>to <00:02:59.386>do <00:02:59.480>a

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<00:03:00.470>world <00:03:00.471>as <00:03:00.472>you <00:03:00.473>uh <00:03:00.474>basically <00:03:00.475>have <00:03:00.476>to <00:03:00.477>do <00:03:00.478>a

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<00:03:00.480>world <00:03:00.567>as <00:03:00.655>you <00:03:00.742>uh <00:03:00.829>basically <00:03:00.917>have <00:03:01.005>to <00:03:01.092>do <00:03:01.179>a <00:03:01.267>rollback. <00:03:01.355>And <00:03:01.442>that <00:03:01.530>is <00:03:01.617>one <00:03:01.704>of <00:03:01.792>the <00:03:01.880>really

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<00:03:02.150>rollback. <00:03:02.151>And <00:03:02.152>that <00:03:02.153>is <00:03:02.155>one <00:03:02.156>of <00:03:02.157>the <00:03:02.159>really

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<00:03:02.160>rollback. <00:03:02.267>And <00:03:02.375>that <00:03:02.483>is <00:03:02.590>one <00:03:02.698>of <00:03:02.806>the <00:03:02.913>really <00:03:03.021>interesting <00:03:03.129>challenges <00:03:03.236>I <00:03:03.344>can <00:03:03.452>elaborate <00:03:03.560>a

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<00:03:04.070>interesting <00:03:04.071>challenges <00:03:04.073>I <00:03:04.075>can <00:03:04.077>elaborate <00:03:04.079>a

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<00:03:04.080>interesting <00:03:04.249>challenges <00:03:04.419>I <00:03:04.589>can <00:03:04.759>elaborate <00:03:04.929>a <00:03:05.099>bit <00:03:05.269>later <00:03:05.439>on.

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<00:03:05.590>bit <00:03:05.594>later <00:03:05.599>on.

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<00:03:05.600>bit <00:03:05.950>later <00:03:06.299>on. <00:03:06.650>&gt;&gt; <00:03:07.000>Mhm.

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<00:03:08.239>I <00:03:08.471>think <00:03:08.704>the <00:03:08.936>bigger <00:03:09.169>problem <00:03:09.402>nowadays <00:03:09.634>is

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<00:03:09.790>I <00:03:09.791>think <00:03:09.793>the <00:03:09.794>bigger <00:03:09.796>problem <00:03:09.797>nowadays <00:03:09.799>is

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<00:03:09.800>I <00:03:09.893>think <00:03:09.986>the <00:03:10.080>bigger <00:03:10.173>problem <00:03:10.266>nowadays <00:03:10.360>is <00:03:10.453>that <00:03:10.546>we <00:03:10.640>just <00:03:10.733>ship <00:03:10.826>far <00:03:10.920>much <00:03:11.013>code <00:03:11.106>than <00:03:11.200>we

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<00:03:12.070>that <00:03:12.071>we <00:03:12.072>just <00:03:12.073>ship <00:03:12.074>far <00:03:12.075>much <00:03:12.076>code <00:03:12.077>than <00:03:12.079>we

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<00:03:12.080>that <00:03:12.167>we <00:03:12.255>just <00:03:12.342>ship <00:03:12.430>far <00:03:12.517>much <00:03:12.605>code <00:03:12.692>than <00:03:12.780>we <00:03:12.867>actually <00:03:12.955>can <00:03:13.042>review. <00:03:13.130>Like <00:03:13.217>we <00:03:13.305>we <00:03:13.392>I <00:03:13.480>mean

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<00:03:15.070>actually <00:03:15.071>can <00:03:15.072>review. <00:03:15.073>Like <00:03:15.075>we <00:03:15.076>we <00:03:15.077>I <00:03:15.079>mean

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<00:03:15.080>actually <00:03:15.177>can <00:03:15.274>review. <00:03:15.371>Like <00:03:15.468>we <00:03:15.565>we <00:03:15.662>I <00:03:15.759>mean <00:03:15.856>everything <00:03:15.953>that <00:03:16.050>seems <00:03:16.147>to <00:03:16.244>be <00:03:16.341>in <00:03:16.439>the

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<00:03:16.590>everything <00:03:16.591>that <00:03:16.593>seems <00:03:16.594>to <00:03:16.596>be <00:03:16.597>in <00:03:16.599>the

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<00:03:16.600>everything <00:03:16.707>that <00:03:16.815>seems <00:03:16.923>to <00:03:17.030>be <00:03:17.138>in <00:03:17.246>the <00:03:17.353>agentic <00:03:17.461>space <00:03:17.569>or <00:03:17.676>even <00:03:17.784>in <00:03:17.892>the <00:03:18.000>generative

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<00:03:19.070>agentic <00:03:19.071>space <00:03:19.072>or <00:03:19.074>even <00:03:19.076>in <00:03:19.077>the <00:03:19.078>generative

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<00:03:19.079>agentic <00:03:19.179>space <00:03:19.279>or <00:03:19.380>even <00:03:19.480>in <00:03:19.579>the <00:03:19.679>generative <00:03:19.779>space <00:03:19.880>is <00:03:19.980>just <00:03:20.079>lots <00:03:20.179>of <00:03:20.279>code <00:03:20.380>that <00:03:20.480>nobody

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<00:03:21.990>space <00:03:21.991>is <00:03:21.992>just <00:03:21.993>lots <00:03:21.995>of <00:03:21.996>code <00:03:21.997>that <00:03:21.999>nobody

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<00:03:22.000>space <00:03:22.107>is <00:03:22.215>just <00:03:22.323>lots <00:03:22.430>of <00:03:22.538>code <00:03:22.646>that <00:03:22.753>nobody <00:03:22.861>ever <00:03:22.969>looks <00:03:23.076>at, <00:03:23.184>and <00:03:23.292>our <00:03:23.400>infrastructure

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<00:03:24.150>ever <00:03:24.151>looks <00:03:24.153>at, <00:03:24.155>and <00:03:24.157>our <00:03:24.159>infrastructure

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<00:03:24.160>ever <00:03:24.267>looks <00:03:24.375>at, <00:03:24.483>and <00:03:24.590>our <00:03:24.698>infrastructure <00:03:24.806>was <00:03:24.913>not <00:03:25.021>made <00:03:25.129>for <00:03:25.236>that. <00:03:25.344>Prince, <00:03:25.452>do <00:03:25.560>you

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<00:03:25.910>was <00:03:25.911>not <00:03:25.912>made <00:03:25.913>for <00:03:25.915>that. <00:03:25.916>Prince, <00:03:25.917>do <00:03:25.919>you

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<00:03:25.920>was <00:03:26.007>not <00:03:26.095>made <00:03:26.182>for <00:03:26.270>that. <00:03:26.357>Prince, <00:03:26.445>do <00:03:26.532>you <00:03:26.620>see <00:03:26.707>this <00:03:26.795>as <00:03:26.882>a <00:03:26.970>problem <00:03:27.057>as <00:03:27.145>well? <00:03:27.232>What <00:03:27.320>can

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<00:03:27.829>see <00:03:27.831>this <00:03:27.832>as <00:03:27.833>a <00:03:27.834>problem <00:03:27.835>as <00:03:27.836>well? <00:03:27.837>What <00:03:27.839>can

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<00:03:27.840>see <00:03:27.917>this <00:03:27.994>as <00:03:28.071>a <00:03:28.149>problem <00:03:28.226>as <00:03:28.303>well? <00:03:28.380>What <00:03:28.458>can <00:03:28.535>we <00:03:28.612>do <00:03:28.689>about <00:03:28.767>it?

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<00:03:28.870>we <00:03:28.873>do <00:03:28.876>about <00:03:28.879>it?

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<00:03:28.880>we <00:03:28.987>do <00:03:29.095>about <00:03:29.203>it? <00:03:29.310>&gt;&gt; <00:03:29.418>Uh <00:03:29.526>yes, <00:03:29.633>we <00:03:29.741>do, <00:03:29.849>Chris. <00:03:29.956>Uh <00:03:30.064>so <00:03:30.172>first, <00:03:30.280>nice

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<00:03:30.949>&gt;&gt; <00:03:30.950>Uh <00:03:30.951>yes, <00:03:30.952>we <00:03:30.953>do, <00:03:30.954>Chris. <00:03:30.955>Uh <00:03:30.956>so <00:03:30.957>first, <00:03:30.958>nice

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<00:03:30.959>&gt;&gt; <00:03:31.046>Uh <00:03:31.134>yes, <00:03:31.221>we <00:03:31.309>do, <00:03:31.396>Chris. <00:03:31.484>Uh <00:03:31.571>so <00:03:31.659>first, <00:03:31.746>nice <00:03:31.834>being <00:03:31.921>here. <00:03:32.009>Thank <00:03:32.096>you <00:03:32.184>for <00:03:32.271>inviting <00:03:32.359>me.

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<00:03:32.949>being <00:03:32.950>here. <00:03:32.952>Thank <00:03:32.953>you <00:03:32.955>for <00:03:32.956>inviting <00:03:32.958>me.

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<00:03:32.959>being <00:03:33.059>here. <00:03:33.159>Thank <00:03:33.259>you <00:03:33.359>for <00:03:33.459>inviting <00:03:33.559>me. <00:03:33.659>Uh <00:03:33.759>one <00:03:33.859>of <00:03:33.959>the <00:03:34.059>biggest <00:03:34.159>problems <00:03:34.259>today <00:03:34.359>in

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<00:03:35.509>Uh <00:03:35.510>one <00:03:35.511>of <00:03:35.512>the <00:03:35.514>biggest <00:03:35.515>problems <00:03:35.516>today <00:03:35.518>in

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<00:03:35.519>Uh <00:03:35.612>one <00:03:35.705>of <00:03:35.799>the <00:03:35.892>biggest <00:03:35.985>problems <00:03:36.079>today <00:03:36.172>in <00:03:36.265>the <00:03:36.359>last <00:03:36.452>couple <00:03:36.545>of <00:03:36.639>years <00:03:36.732>uh <00:03:36.825>for <00:03:36.919>sure

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<00:03:38.550>the <00:03:38.551>last <00:03:38.552>couple <00:03:38.553>of <00:03:38.555>years <00:03:38.556>uh <00:03:38.557>for <00:03:38.559>sure

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<00:03:38.560>the <00:03:38.653>last <00:03:38.746>couple <00:03:38.840>of <00:03:38.933>years <00:03:39.026>uh <00:03:39.120>for <00:03:39.213>sure <00:03:39.306>was <00:03:39.400>that <00:03:39.493>if <00:03:39.586>you <00:03:39.680>go <00:03:39.773>back <00:03:39.866>in <00:03:39.960>software

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<00:03:40.270>was <00:03:40.271>that <00:03:40.272>if <00:03:40.273>you <00:03:40.275>go <00:03:40.276>back <00:03:40.277>in <00:03:40.279>software

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<00:03:40.280>was <00:03:40.373>that <00:03:40.466>if <00:03:40.560>you <00:03:40.653>go <00:03:40.746>back <00:03:40.840>in <00:03:40.933>software <00:03:41.026>world, <00:03:41.120>uh <00:03:41.213>you <00:03:41.306>know, <00:03:41.400>there <00:03:41.493>was <00:03:41.586>always <00:03:41.680>a

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<00:03:42.150>world, <00:03:42.151>uh <00:03:42.152>you <00:03:42.153>know, <00:03:42.155>there <00:03:42.156>was <00:03:42.157>always <00:03:42.159>a

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<00:03:42.160>world, <00:03:42.281>uh <00:03:42.402>you <00:03:42.524>know, <00:03:42.645>there <00:03:42.767>was <00:03:42.888>always <00:03:43.009>a <00:03:43.131>bit <00:03:43.252>of <00:03:43.374>a

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<00:03:43.509>bit <00:03:43.513>of <00:03:43.518>a

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<00:03:43.519>bit <00:03:43.694>of <00:03:43.869>a <00:03:44.044>mismatch <00:03:44.219>between <00:03:44.394>speed <00:03:44.569>in <00:03:44.744>speed <00:03:44.919>on

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<00:03:46.750>mismatch <00:03:46.751>between <00:03:46.753>speed <00:03:46.755>in <00:03:46.757>speed <00:03:46.759>on

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<00:03:46.760>mismatch <00:03:46.959>between <00:03:47.160>speed <00:03:47.359>in <00:03:47.560>speed <00:03:47.760>on <00:03:47.959>testing, <00:03:48.160>verification,

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<00:03:48.750>testing, <00:03:48.759>verification,

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<00:03:48.760>testing, <00:03:49.109>verification, <00:03:49.459>and <00:03:49.810>software <00:03:50.160>creation.

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<00:03:50.750>and <00:03:50.754>software <00:03:50.759>creation.

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<00:03:50.760>and <00:03:50.915>software <00:03:51.070>creation. <00:03:51.225>But <00:03:51.380>But <00:03:51.535>was <00:03:51.690>managed. <00:03:51.845>You <00:03:52.000>know, <00:03:52.155>you

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<00:03:52.310>But <00:03:52.311>But <00:03:52.313>was <00:03:52.314>managed. <00:03:52.316>You <00:03:52.317>know, <00:03:52.319>you

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<00:03:52.320>But <00:03:52.409>But <00:03:52.498>was <00:03:52.588>managed. <00:03:52.677>You <00:03:52.766>know, <00:03:52.856>you <00:03:52.945>always <00:03:53.034>knew <00:03:53.124>it <00:03:53.213>was <00:03:53.302>the <00:03:53.392>same <00:03:53.481>delta, <00:03:53.571>the

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<00:03:53.710>always <00:03:53.711>knew <00:03:53.712>it <00:03:53.713>was <00:03:53.715>the <00:03:53.716>same <00:03:53.717>delta, <00:03:53.719>the

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<00:03:53.720>always <00:03:53.827>knew <00:03:53.935>it <00:03:54.043>was <00:03:54.150>the <00:03:54.258>same <00:03:54.366>delta, <00:03:54.473>the <00:03:54.581>same <00:03:54.689>amount, <00:03:54.796>and <00:03:54.904>you <00:03:55.012>were <00:03:55.120>okay.

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<00:03:56.030>same <00:03:56.031>amount, <00:03:56.033>and <00:03:56.035>you <00:03:56.037>were <00:03:56.039>okay.

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<00:03:56.040>same <00:03:56.147>amount, <00:03:56.255>and <00:03:56.363>you <00:03:56.470>were <00:03:56.578>okay. <00:03:56.686>But <00:03:56.793>with <00:03:56.901>GenAI, <00:03:57.009>right, <00:03:57.116>with <00:03:57.224>all <00:03:57.332>the <00:03:57.440>new

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<00:03:58.829>But <00:03:58.831>with <00:03:58.832>GenAI, <00:03:58.833>right, <00:03:58.835>with <00:03:58.836>all <00:03:58.837>the <00:03:58.839>new

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<00:03:58.840>But <00:03:58.947>with <00:03:59.055>GenAI, <00:03:59.163>right, <00:03:59.270>with <00:03:59.378>all <00:03:59.486>the <00:03:59.593>new <00:03:59.701>code <00:03:59.809>creators, <00:03:59.916>the <00:04:00.024>speed <00:04:00.132>of <00:04:00.240>code

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<00:04:01.030>code <00:04:01.031>creators, <00:04:01.033>the <00:04:01.035>speed <00:04:01.037>of <00:04:01.039>code

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<00:04:01.040>code <00:04:01.167>creators, <00:04:01.294>the <00:04:01.421>speed <00:04:01.549>of <00:04:01.676>code <00:04:01.803>creation <00:04:01.930>is <00:04:02.058>now <00:04:02.185>exponentially <00:04:02.312>more <00:04:02.440>than

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<00:04:03.390>creation <00:04:03.391>is <00:04:03.393>now <00:04:03.395>exponentially <00:04:03.397>more <00:04:03.399>than

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<00:04:03.400>creation <00:04:03.551>is <00:04:03.703>now <00:04:03.855>exponentially <00:04:04.007>more <00:04:04.159>than <00:04:04.311>what <00:04:04.463>it <00:04:04.615>was.

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<00:04:04.750>what <00:04:04.754>it <00:04:04.759>was.

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<00:04:04.760>what <00:04:05.109>it <00:04:05.459>was. <00:04:05.810>So, <00:04:06.160>that

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<00:04:06.670>So, <00:04:06.679>that

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<00:04:06.680>So, <00:04:06.835>that <00:04:06.991>delta <00:04:07.146>is <00:04:07.302>now <00:04:07.457>so <00:04:07.613>much <00:04:07.768>more <00:04:07.924>that <00:04:08.080>the

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<00:04:09.030>delta <00:04:09.031>is <00:04:09.032>now <00:04:09.033>so <00:04:09.035>much <00:04:09.036>more <00:04:09.037>that <00:04:09.039>the

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<00:04:09.040>delta <00:04:09.133>is <00:04:09.226>now <00:04:09.320>so <00:04:09.413>much <00:04:09.506>more <00:04:09.600>that <00:04:09.693>the <00:04:09.786>spotlight <00:04:09.880>is <00:04:09.973>on <00:04:10.066>it. <00:04:10.160>It <00:04:10.253>is <00:04:10.346>slowing <00:04:10.440>things

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<00:04:10.910>spotlight <00:04:10.911>is <00:04:10.912>on <00:04:10.913>it. <00:04:10.915>It <00:04:10.916>is <00:04:10.917>slowing <00:04:10.918>things

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<00:04:10.920>spotlight <00:04:11.013>is <00:04:11.106>on <00:04:11.200>it. <00:04:11.293>It <00:04:11.386>is <00:04:11.480>slowing <00:04:11.573>things <00:04:11.666>down. <00:04:11.760>And, <00:04:11.853>you <00:04:11.946>know, <00:04:12.040>like <00:04:12.133>you <00:04:12.226>heard <00:04:12.320>from

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<00:04:12.990>down. <00:04:12.991>And, <00:04:12.992>you <00:04:12.993>know, <00:04:12.995>like <00:04:12.996>you <00:04:12.997>heard <00:04:12.999>from

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<00:04:13.000>down. <00:04:13.080>And, <00:04:13.160>you <00:04:13.240>know, <00:04:13.321>like <00:04:13.401>you <00:04:13.481>heard <00:04:13.561>from <00:04:13.642>one <00:04:13.722>of <00:04:13.802>the <00:04:13.882>presenters <00:04:13.963>earlier,

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<00:04:14.070>one <00:04:14.072>of <00:04:14.074>the <00:04:14.076>presenters <00:04:14.079>earlier,

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<00:04:14.080>one <00:04:14.207>of <00:04:14.334>the <00:04:14.461>presenters <00:04:14.589>earlier, <00:04:14.716>developers <00:04:14.843>are <00:04:14.970>in <00:04:15.098>the, <00:04:15.225>you <00:04:15.352>know, <00:04:15.480>you

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<00:04:16.029>developers <00:04:16.031>are <00:04:16.033>in <00:04:16.034>the, <00:04:16.036>you <00:04:16.037>know, <00:04:16.039>you

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<00:04:16.040>developers <00:04:16.180>are <00:04:16.320>in <00:04:16.460>the, <00:04:16.600>you <00:04:16.740>know, <00:04:16.880>you <00:04:17.020>only <00:04:17.160>live <00:04:17.300>once <00:04:17.440>mode.

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<00:04:18.029>only <00:04:18.033>live <00:04:18.036>once <00:04:18.039>mode.

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<00:04:18.040>only <00:04:18.215>live <00:04:18.390>once <00:04:18.565>mode. <00:04:18.740>Ship <00:04:18.915>now, <00:04:19.090>self-review, <00:04:19.265>and <00:04:19.440>ship.

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<00:04:21.029>Ship <00:04:21.032>now, <00:04:21.034>self-review, <00:04:21.036>and <00:04:21.039>ship.

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<00:04:21.040>Ship <00:04:21.156>now, <00:04:21.273>self-review, <00:04:21.390>and <00:04:21.506>ship. <00:04:21.623>So, <00:04:21.740>the <00:04:21.856>quality <00:04:21.973>is <00:04:22.090>going <00:04:22.206>down <00:04:22.323>of <00:04:22.440>code,

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<00:04:23.590>So, <00:04:23.591>the <00:04:23.592>quality <00:04:23.593>is <00:04:23.595>going <00:04:23.596>down <00:04:23.597>of <00:04:23.599>code,

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<00:04:23.600>So, <00:04:23.700>the <00:04:23.800>quality <00:04:23.900>is <00:04:24.000>going <00:04:24.100>down <00:04:24.200>of <00:04:24.300>code, <00:04:24.400>whereas <00:04:24.500>while <00:04:24.600>the <00:04:24.700>speed <00:04:24.800>is <00:04:24.900>going <00:04:25.000>up.

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<00:04:26.030>whereas <00:04:26.031>while <00:04:26.033>the <00:04:26.034>speed <00:04:26.036>is <00:04:26.037>going <00:04:26.039>up.

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<00:04:26.040>whereas <00:04:26.147>while <00:04:26.255>the <00:04:26.363>speed <00:04:26.470>is <00:04:26.578>going <00:04:26.686>up. <00:04:26.793>So, <00:04:26.901>now, <00:04:27.009>this <00:04:27.116>every <00:04:27.224>large <00:04:27.332>company <00:04:27.440>that

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<00:04:29.070>So, <00:04:29.071>now, <00:04:29.073>this <00:04:29.074>every <00:04:29.075>large <00:04:29.077>company <00:04:29.079>that

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<00:04:29.080>So, <00:04:29.173>now, <00:04:29.266>this <00:04:29.359>every <00:04:29.453>large <00:04:29.546>company <00:04:29.640>that <00:04:29.733>we <00:04:29.826>are <00:04:29.919>in, <00:04:30.013>this <00:04:30.106>is <00:04:30.200>one <00:04:30.293>of <00:04:30.386>their, <00:04:30.479>you

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<00:04:30.909>we <00:04:30.910>are <00:04:30.911>in, <00:04:30.912>this <00:04:30.913>is <00:04:30.914>one <00:04:30.915>of <00:04:30.916>their, <00:04:30.918>you

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<00:04:30.919>we <00:04:30.979>are <00:04:31.039>in, <00:04:31.099>this <00:04:31.159>is <00:04:31.220>one <00:04:31.280>of <00:04:31.340>their, <00:04:31.400>you <00:04:31.461>know, <00:04:31.521>if <00:04:31.581>you <00:04:31.641>ask <00:04:31.702>them <00:04:31.762>the <00:04:31.822>two <00:04:31.882>main

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<00:04:31.990>know, <00:04:31.991>if <00:04:31.992>you <00:04:31.993>ask <00:04:31.995>them <00:04:31.996>the <00:04:31.997>two <00:04:31.999>main

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<00:04:32.000>know, <00:04:32.100>if <00:04:32.200>you <00:04:32.300>ask <00:04:32.400>them <00:04:32.500>the <00:04:32.600>two <00:04:32.700>main <00:04:32.800>problems <00:04:32.900>they <00:04:33.000>have, <00:04:33.100>one <00:04:33.200>is <00:04:33.300>they <00:04:33.400>can't

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<00:04:33.909>problems <00:04:33.910>they <00:04:33.912>have, <00:04:33.913>one <00:04:33.914>is <00:04:33.916>they <00:04:33.918>can't

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<00:04:33.919>problems <00:04:34.035>they <00:04:34.152>have, <00:04:34.269>one <00:04:34.385>is <00:04:34.502>they <00:04:34.619>can't <00:04:34.735>keep <00:04:34.852>up, <00:04:34.969>and <00:04:35.085>second, <00:04:35.202>the <00:04:35.318>developer

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<00:04:35.830>keep <00:04:35.831>up, <00:04:35.833>and <00:04:35.835>second, <00:04:35.837>the <00:04:35.839>developer

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<00:04:35.840>keep <00:04:35.980>up, <00:04:36.120>and <00:04:36.260>second, <00:04:36.400>the <00:04:36.540>developer <00:04:36.680>productivity <00:04:36.820>actually <00:04:36.960>is <00:04:37.100>therefore <00:04:37.240>not

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<00:04:38.510>productivity <00:04:38.512>actually <00:04:38.514>is <00:04:38.516>therefore <00:04:38.519>not

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<00:04:38.520>productivity <00:04:38.659>actually <00:04:38.799>is <00:04:38.940>therefore <00:04:39.080>not <00:04:39.219>going <00:04:39.359>up, <00:04:39.500>but <00:04:39.640>actually <00:04:39.780>possibly <00:04:39.919>going

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<00:04:40.909>going <00:04:40.910>up, <00:04:40.912>but <00:04:40.914>actually <00:04:40.916>possibly <00:04:40.918>going

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<00:04:40.919>going <00:04:41.026>up, <00:04:41.134>but <00:04:41.242>actually <00:04:41.349>possibly <00:04:41.457>going <00:04:41.565>down <00:04:41.672>because <00:04:41.780>you <00:04:41.888>have <00:04:41.995>to <00:04:42.103>test <00:04:42.211>so <00:04:42.318>much

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<00:04:44.520>down <00:04:44.602>because <00:04:44.684>you <00:04:44.767>have <00:04:44.849>to <00:04:44.931>test <00:04:45.014>so <00:04:45.096>much <00:04:45.178>more <00:04:45.261>or <00:04:45.343>fix <00:04:45.425>so <00:04:45.508>much <00:04:45.590>more. <00:04:45.672>I <00:04:45.755>can, <00:04:45.837>I <00:04:45.919>can

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<00:04:46.830>more <00:04:46.831>or <00:04:46.832>fix <00:04:46.832>so <00:04:46.834>much <00:04:46.835>more. <00:04:46.836>I <00:04:46.837>can, <00:04:46.838>I <00:04:46.839>can

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<00:04:46.840>more <00:04:46.898>or <00:04:46.957>fix <00:04:47.016>so <00:04:47.075>much <00:04:47.133>more. <00:04:47.192>I <00:04:47.251>can, <00:04:47.310>I <00:04:47.368>can <00:04:47.427>talk <00:04:47.486>about <00:04:47.545>that, <00:04:47.603>you <00:04:47.662>know, <00:04:47.721>how <00:04:47.780>they <00:04:47.839>how

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<00:04:47.950>talk <00:04:47.951>about <00:04:47.952>that, <00:04:47.953>you <00:04:47.955>know, <00:04:47.956>how <00:04:47.957>they <00:04:47.959>how

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<00:04:47.960>talk <00:04:48.047>about <00:04:48.135>that, <00:04:48.222>you <00:04:48.310>know, <00:04:48.397>how <00:04:48.484>they <00:04:48.572>how <00:04:48.659>you <00:04:48.747>do <00:04:48.835>that <00:04:48.922>today, <00:04:49.010>but <00:04:49.097>you <00:04:49.185>have <00:04:49.272>to <00:04:49.359>bring

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<00:04:49.750>you <00:04:49.751>do <00:04:49.752>that <00:04:49.753>today, <00:04:49.754>but <00:04:49.755>you <00:04:49.756>have <00:04:49.757>to <00:04:49.759>bring

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<00:04:49.760>you <00:04:49.915>do <00:04:50.071>that <00:04:50.226>today, <00:04:50.382>but <00:04:50.537>you <00:04:50.693>have <00:04:50.848>to <00:04:51.004>bring <00:04:51.159>AI

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AI

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<00:04:51.760>AI <00:04:52.110>intent-based <00:04:52.460>testing, <00:04:52.810>AI-based <00:04:53.159>testing,

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<00:04:55.110>intent-based <00:04:55.113>testing, <00:04:55.116>AI-based <00:04:55.119>testing,

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<00:04:55.120>intent-based <00:04:55.295>testing, <00:04:55.470>AI-based <00:04:55.645>testing, <00:04:55.820>to <00:04:55.995>match <00:04:56.170>intent-based <00:04:56.345>code <00:04:56.520>creation.

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<00:04:59.840>&gt;&gt; <00:05:00.015>And <00:05:00.190>the <00:05:00.365>other <00:05:00.540>problem <00:05:00.715>that <00:05:00.890>I <00:05:01.065>find <00:05:01.240>is

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<00:05:01.550>&gt;&gt; <00:05:01.551>And <00:05:01.552>the <00:05:01.553>other <00:05:01.554>problem <00:05:01.555>that <00:05:01.556>I <00:05:01.557>find <00:05:01.559>is

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<00:05:01.560>&gt;&gt; <00:05:01.647>And <00:05:01.735>the <00:05:01.822>other <00:05:01.910>problem <00:05:01.997>that <00:05:02.085>I <00:05:02.172>find <00:05:02.260>is <00:05:02.347>that <00:05:02.435>we <00:05:02.522>are <00:05:02.610>supposed <00:05:02.697>to <00:05:02.785>be <00:05:02.872>with <00:05:02.960>AI

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<00:05:03.710>that <00:05:03.711>we <00:05:03.712>are <00:05:03.713>supposed <00:05:03.715>to <00:05:03.716>be <00:05:03.717>with <00:05:03.719>AI

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<00:05:03.720>that <00:05:03.846>we <00:05:03.973>are <00:05:04.100>supposed <00:05:04.227>to <00:05:04.354>be <00:05:04.480>with <00:05:04.607>AI <00:05:04.734>superpower <00:05:04.861>developers. <00:05:04.988>So, <00:05:05.115>we're

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<00:05:05.270>superpower <00:05:05.272>developers. <00:05:05.275>So, <00:05:05.279>we're

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<00:05:05.280>superpower <00:05:05.407>developers. <00:05:05.534>So, <00:05:05.661>we're <00:05:05.789>supposed <00:05:05.916>to <00:05:06.043>to <00:05:06.170>own <00:05:06.298>the <00:05:06.425>whole <00:05:06.552>stack <00:05:06.679>out

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<00:05:07.390>supposed <00:05:07.391>to <00:05:07.392>to <00:05:07.393>own <00:05:07.395>the <00:05:07.396>whole <00:05:07.397>stack <00:05:07.399>out

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<00:05:07.400>supposed <00:05:07.487>to <00:05:07.575>to <00:05:07.662>own <00:05:07.750>the <00:05:07.837>whole <00:05:07.924>stack <00:05:08.012>out <00:05:08.099>of <00:05:08.187>a <00:05:08.275>sudden. <00:05:08.362>I <00:05:08.450>mean, <00:05:08.537>I <00:05:08.625>loved <00:05:08.712>being <00:05:08.799>a

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<00:05:09.470>of <00:05:09.471>a <00:05:09.472>sudden. <00:05:09.473>I <00:05:09.474>mean, <00:05:09.475>I <00:05:09.476>loved <00:05:09.477>being <00:05:09.479>a

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<00:05:09.480>of <00:05:09.573>a <00:05:09.666>sudden. <00:05:09.760>I <00:05:09.853>mean, <00:05:09.946>I <00:05:10.040>loved <00:05:10.133>being <00:05:10.226>a <00:05:10.320>developer <00:05:10.413>that <00:05:10.506>had <00:05:10.600>a <00:05:10.693>QA <00:05:10.786>department <00:05:10.880>that

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<00:05:11.390>developer <00:05:11.391>that <00:05:11.393>had <00:05:11.394>a <00:05:11.395>QA <00:05:11.397>department <00:05:11.399>that

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<00:05:11.400>developer <00:05:11.498>that <00:05:11.597>had <00:05:11.697>a <00:05:11.796>QA <00:05:11.895>department <00:05:11.994>that <00:05:12.092>actually <00:05:12.192>would <00:05:12.291>just <00:05:12.390>do <00:05:12.489>the <00:05:12.587>thing, <00:05:12.687>a

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<00:05:12.830>actually <00:05:12.831>would <00:05:12.832>just <00:05:12.834>do <00:05:12.835>the <00:05:12.837>thing, <00:05:12.839>a

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<00:05:12.840>actually <00:05:12.967>would <00:05:13.094>just <00:05:13.221>do <00:05:13.349>the <00:05:13.476>thing, <00:05:13.603>a <00:05:13.730>performance <00:05:13.858>department <00:05:13.985>that <00:05:14.112>do <00:05:14.239>these

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<00:05:14.590>performance <00:05:14.592>department <00:05:14.594>that <00:05:14.596>do <00:05:14.599>these

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<00:05:14.600>performance <00:05:14.758>department <00:05:14.916>that <00:05:15.074>do <00:05:15.232>these <00:05:15.390>things <00:05:15.548>for <00:05:15.707>us.

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<00:05:15.830>things <00:05:15.834>for <00:05:15.839>us.

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<00:05:15.840>things <00:05:15.956>for <00:05:16.073>us. <00:05:16.190>How <00:05:16.306>can <00:05:16.423>as <00:05:16.539>can <00:05:16.656>how <00:05:16.773>can <00:05:16.890>as <00:05:17.006>a <00:05:17.123>developer <00:05:17.239>we

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<00:05:18.350>How <00:05:18.351>can <00:05:18.352>as <00:05:18.353>can <00:05:18.354>how <00:05:18.355>can <00:05:18.356>as <00:05:18.357>a <00:05:18.358>developer <00:05:18.359>we

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<00:05:18.360>How <00:05:18.442>can <00:05:18.524>as <00:05:18.607>can <00:05:18.689>how <00:05:18.771>can <00:05:18.854>as <00:05:18.936>a <00:05:19.018>developer <00:05:19.101>we <00:05:19.183>can <00:05:19.265>actually <00:05:19.348>go <00:05:19.430>back <00:05:19.512>to <00:05:19.595>our <00:05:19.677>managers <00:05:19.760>to

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<00:05:20.030>can <00:05:20.031>actually <00:05:20.032>go <00:05:20.033>back <00:05:20.035>to <00:05:20.036>our <00:05:20.037>managers <00:05:20.039>to

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<00:05:20.040>can <00:05:20.133>actually <00:05:20.226>go <00:05:20.320>back <00:05:20.413>to <00:05:20.506>our <00:05:20.600>managers <00:05:20.693>to <00:05:20.786>say <00:05:20.880>like, <00:05:20.973>"Yeah, <00:05:21.066>it's <00:05:21.160>great <00:05:21.253>that <00:05:21.346>we <00:05:21.440>can

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<00:05:21.830>say <00:05:21.831>like, <00:05:21.832>"Yeah, <00:05:21.833>it's <00:05:21.835>great <00:05:21.836>that <00:05:21.837>we <00:05:21.839>can

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<00:05:21.840>say <00:05:21.940>like, <00:05:22.039>"Yeah, <00:05:22.140>it's <00:05:22.239>great <00:05:22.340>that <00:05:22.440>we <00:05:22.539>can <00:05:22.640>that <00:05:22.739>we're <00:05:22.840>overpowered <00:05:22.940>right <00:05:23.039>now, <00:05:23.140>but <00:05:23.239>QA

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<00:05:24.870>that <00:05:24.871>we're <00:05:24.873>overpowered <00:05:24.874>right <00:05:24.876>now, <00:05:24.877>but <00:05:24.879>QA

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<00:05:24.880>that <00:05:25.007>we're <00:05:25.134>overpowered <00:05:25.261>right <00:05:25.389>now, <00:05:25.516>but <00:05:25.643>QA <00:05:25.770>is <00:05:25.898>still <00:05:26.025>a <00:05:26.152>good <00:05:26.280>thing."

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<00:05:26.830>is <00:05:26.832>still <00:05:26.834>a <00:05:26.836>good <00:05:26.839>thing."

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<00:05:26.840>is <00:05:26.941>still <00:05:27.043>a <00:05:27.145>good <00:05:27.247>thing." <00:05:27.348>&gt;&gt; <00:05:27.450>Yeah, <00:05:27.552>that <00:05:27.654>is <00:05:27.755>not <00:05:27.857>the <00:05:27.959>done <00:05:28.061>thing <00:05:28.163>now,

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<00:05:28.310>&gt;&gt; <00:05:28.311>Yeah, <00:05:28.312>that <00:05:28.313>is <00:05:28.314>not <00:05:28.315>the <00:05:28.316>done <00:05:28.317>thing <00:05:28.319>now,

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<00:05:28.320>&gt;&gt; <00:05:28.407>Yeah, <00:05:28.495>that <00:05:28.582>is <00:05:28.670>not <00:05:28.757>the <00:05:28.844>done <00:05:28.932>thing <00:05:29.020>now, <00:05:29.107>right? <00:05:29.195>No <00:05:29.282>one <00:05:29.370>says <00:05:29.457>that. <00:05:29.545>I <00:05:29.632>mean, <00:05:29.719>QA

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<00:05:30.030>right? <00:05:30.031>No <00:05:30.032>one <00:05:30.033>says <00:05:30.035>that. <00:05:30.036>I <00:05:30.037>mean, <00:05:30.039>QA

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<00:05:30.040>right? <00:05:30.180>No <00:05:30.320>one <00:05:30.460>says <00:05:30.600>that. <00:05:30.740>I <00:05:30.880>mean, <00:05:31.020>QA <00:05:31.160>departments <00:05:31.300>are <00:05:31.440>disappearing.

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<00:05:32.190>departments <00:05:32.194>are <00:05:32.199>disappearing.

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<00:05:32.200>departments <00:05:32.666>are <00:05:33.133>disappearing. <00:05:33.599>QA

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QA

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<00:05:34.200>QA <00:05:34.355>as <00:05:34.511>it <00:05:34.666>was <00:05:34.822>meant <00:05:34.977>to <00:05:35.133>be, <00:05:35.288>as <00:05:35.444>it <00:05:35.599>was

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<00:05:36.430>as <00:05:36.431>it <00:05:36.432>was <00:05:36.433>meant <00:05:36.434>to <00:05:36.435>be, <00:05:36.436>as <00:05:36.437>it <00:05:36.439>was

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<00:05:36.440>as <00:05:36.567>it <00:05:36.694>was <00:05:36.821>meant <00:05:36.949>to <00:05:37.076>be, <00:05:37.203>as <00:05:37.330>it <00:05:37.458>was <00:05:37.585>understood <00:05:37.712>to <00:05:37.840>be,

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<00:05:38.110>understood <00:05:38.114>to <00:05:38.119>be,

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<00:05:38.120>understood <00:05:38.353>to <00:05:38.586>be, <00:05:38.820>is <00:05:39.053>really <00:05:39.286>no <00:05:39.520>longer

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<00:05:40.590>is <00:05:40.593>really <00:05:40.596>no <00:05:40.599>longer

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<00:05:40.600>is <00:05:40.727>really <00:05:40.854>no <00:05:40.981>longer <00:05:41.109>you <00:05:41.236>know, <00:05:41.363>a <00:05:41.490>center <00:05:41.618>in <00:05:41.745>most <00:05:41.872>companies. <00:05:42.000>It

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<00:05:43.190>you <00:05:43.191>know, <00:05:43.192>a <00:05:43.193>center <00:05:43.195>in <00:05:43.196>most <00:05:43.197>companies. <00:05:43.199>It

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<00:05:43.200>you <00:05:43.290>know, <00:05:43.381>a <00:05:43.471>center <00:05:43.562>in <00:05:43.652>most <00:05:43.743>companies. <00:05:43.834>It <00:05:43.924>It <00:05:44.015>used <00:05:44.106>to <00:05:44.196>be <00:05:44.287>a <00:05:44.377>shared <00:05:44.468>service, <00:05:44.558>you

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<00:05:44.710>It <00:05:44.711>used <00:05:44.712>to <00:05:44.713>be <00:05:44.715>a <00:05:44.716>shared <00:05:44.717>service, <00:05:44.719>you

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<00:05:44.720>It <00:05:44.860>used <00:05:45.000>to <00:05:45.140>be <00:05:45.280>a <00:05:45.420>shared <00:05:45.560>service, <00:05:45.700>you <00:05:45.840>know, <00:05:45.980>that's <00:05:46.120>disappeared.

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<00:05:46.350>know, <00:05:46.354>that's <00:05:46.359>disappeared.

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<00:05:46.360>know, <00:05:46.500>that's <00:05:46.640>disappeared. <00:05:46.780>So, <00:05:46.920>now <00:05:47.060>the <00:05:47.200>talk <00:05:47.340>is <00:05:47.480>about <00:05:47.620>shifting <00:05:47.760>all

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<00:05:48.430>So, <00:05:48.431>now <00:05:48.432>the <00:05:48.433>talk <00:05:48.435>is <00:05:48.436>about <00:05:48.437>shifting <00:05:48.439>all

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<00:05:48.440>So, <00:05:48.533>now <00:05:48.626>the <00:05:48.719>talk <00:05:48.813>is <00:05:48.906>about <00:05:49.000>shifting <00:05:49.093>all <00:05:49.186>of <00:05:49.280>this, <00:05:49.373>which <00:05:49.466>in <00:05:49.560>principle <00:05:49.653>is <00:05:49.746>the <00:05:49.840>right

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<00:05:50.630>of <00:05:50.631>this, <00:05:50.632>which <00:05:50.633>in <00:05:50.635>principle <00:05:50.636>is <00:05:50.637>the <00:05:50.639>right

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<00:05:50.640>of <00:05:50.729>this, <00:05:50.818>which <00:05:50.907>in <00:05:50.996>principle <00:05:51.085>is <00:05:51.174>the <00:05:51.263>right <00:05:51.352>thing <00:05:51.441>to <00:05:51.531>do.

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<00:05:51.630>thing <00:05:51.634>to <00:05:51.639>do.

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<00:05:51.640>thing <00:05:51.755>to <00:05:51.871>do. <00:05:51.987>Quality <00:05:52.103>should <00:05:52.219>be <00:05:52.335>owned <00:05:52.451>by <00:05:52.567>the

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<00:05:52.670>Quality <00:05:52.671>should <00:05:52.673>be <00:05:52.675>owned <00:05:52.677>by <00:05:52.679>the

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<00:05:52.680>Quality <00:05:52.879>should <00:05:53.078>be <00:05:53.277>owned <00:05:53.477>by <00:05:53.676>the <00:05:53.875>development <00:05:54.075>team.

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<00:05:54.230>development <00:05:54.239>team.

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<00:05:54.240>development <00:05:54.380>team. <00:05:54.520>But, <00:05:54.660>quality <00:05:54.800>there <00:05:54.940>has <00:05:55.080>to <00:05:55.220>be <00:05:55.360>an <00:05:55.500>owner <00:05:55.640>of

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<00:05:56.830>But, <00:05:56.831>quality <00:05:56.832>there <00:05:56.833>has <00:05:56.834>to <00:05:56.835>be <00:05:56.836>an <00:05:56.837>owner <00:05:56.839>of

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<00:05:56.840>But, <00:05:56.951>quality <00:05:57.062>there <00:05:57.173>has <00:05:57.284>to <00:05:57.395>be <00:05:57.506>an <00:05:57.617>owner <00:05:57.728>of <00:05:57.839>quality.

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quality.

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<00:05:57.960>quality. <00:05:58.193>And <00:05:58.426>that <00:05:58.659>ownership <00:05:58.893>has <00:05:59.126>over <00:05:59.359>time

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<00:06:01.110>And <00:06:01.111>that <00:06:01.113>ownership <00:06:01.115>has <00:06:01.117>over <00:06:01.119>time

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<00:06:01.120>And <00:06:01.275>that <00:06:01.431>ownership <00:06:01.586>has <00:06:01.742>over <00:06:01.897>time <00:06:02.053>sublimated, <00:06:02.208>disappeared. <00:06:02.364>But, <00:06:02.520>now

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<00:06:03.630>sublimated, <00:06:03.633>disappeared. <00:06:03.635>But, <00:06:03.639>now

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<00:06:03.640>sublimated, <00:06:03.780>disappeared. <00:06:03.919>But, <00:06:04.060>now <00:06:04.200>because <00:06:04.340>of <00:06:04.479>AI <00:06:04.620>and <00:06:04.760>the <00:06:04.900>trust <00:06:05.039>gap,

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<00:06:07.270>because <00:06:07.271>of <00:06:07.272>AI <00:06:07.274>and <00:06:07.275>the <00:06:07.277>trust <00:06:07.279>gap,

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<00:06:07.280>because <00:06:07.368>of <00:06:07.456>AI <00:06:07.544>and <00:06:07.632>the <00:06:07.721>trust <00:06:07.809>gap, <00:06:07.897>I <00:06:07.985>think <00:06:08.073>the <00:06:08.162>focus <00:06:08.250>is <00:06:08.338>coming <00:06:08.426>back. <00:06:08.514>We <00:06:08.603>see

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<00:06:08.750>I <00:06:08.751>think <00:06:08.752>the <00:06:08.753>focus <00:06:08.754>is <00:06:08.755>coming <00:06:08.756>back. <00:06:08.757>We <00:06:08.759>see

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<00:06:08.760>I <00:06:08.853>think <00:06:08.946>the <00:06:09.039>focus <00:06:09.133>is <00:06:09.226>coming <00:06:09.320>back. <00:06:09.413>We <00:06:09.506>see <00:06:09.599>the <00:06:09.693>focus <00:06:09.786>coming <00:06:09.880>back <00:06:09.973>on <00:06:10.066>trust <00:06:10.159>again.

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<00:06:11.070>the <00:06:11.071>focus <00:06:11.073>coming <00:06:11.074>back <00:06:11.075>on <00:06:11.077>trust <00:06:11.079>again.

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<00:06:11.080>the <00:06:11.212>focus <00:06:11.344>coming <00:06:11.476>back <00:06:11.609>on <00:06:11.741>trust <00:06:11.873>again. <00:06:12.006>What <00:06:12.138>does <00:06:12.270>trust <00:06:12.403>mean?

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<00:06:12.550>What <00:06:12.553>does <00:06:12.556>trust <00:06:12.559>mean?

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<00:06:12.560>What <00:06:12.687>does <00:06:12.814>trust <00:06:12.941>mean? <00:06:13.069>Um <00:06:13.196>and <00:06:13.323>the <00:06:13.450>developers <00:06:13.578>now <00:06:13.705>are <00:06:13.832>asking <00:06:13.960>for

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<00:06:14.670>Um <00:06:14.671>and <00:06:14.672>the <00:06:14.673>developers <00:06:14.675>now <00:06:14.676>are <00:06:14.677>asking <00:06:14.679>for

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<00:06:14.680>Um <00:06:14.780>and <00:06:14.880>the <00:06:14.980>developers <00:06:15.080>now <00:06:15.180>are <00:06:15.280>asking <00:06:15.380>for <00:06:15.480>help. <00:06:15.580>Uh <00:06:15.680>and <00:06:15.780>now <00:06:15.880>you're <00:06:15.980>asking, <00:06:16.080>you

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<00:06:16.430>help. <00:06:16.431>Uh <00:06:16.433>and <00:06:16.434>now <00:06:16.436>you're <00:06:16.437>asking, <00:06:16.439>you

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<00:06:16.440>help. <00:06:16.527>Uh <00:06:16.615>and <00:06:16.702>now <00:06:16.790>you're <00:06:16.877>asking, <00:06:16.965>you <00:06:17.052>know, <00:06:17.140>me <00:06:17.227>to <00:06:17.315>do <00:06:17.402>so <00:06:17.490>much <00:06:17.577>more. <00:06:17.665>Uh <00:06:17.752>and <00:06:17.840>what

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<00:06:19.390>know, <00:06:19.390>me <00:06:19.392>to <00:06:19.393>do <00:06:19.394>so <00:06:19.395>much <00:06:19.395>more. <00:06:19.397>Uh <00:06:19.397>and <00:06:19.399>what

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<00:06:19.400>know, <00:06:19.482>me <00:06:19.564>to <00:06:19.647>do <00:06:19.729>so <00:06:19.811>much <00:06:19.894>more. <00:06:19.976>Uh <00:06:20.058>and <00:06:20.141>what <00:06:20.223>capabilities <00:06:20.305>do <00:06:20.388>I <00:06:20.470>need? <00:06:20.552>What <00:06:20.635>tools <00:06:20.717>do <00:06:20.799>I

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<00:06:21.990>capabilities <00:06:21.991>do <00:06:21.992>I <00:06:21.993>need? <00:06:21.995>What <00:06:21.996>tools <00:06:21.997>do <00:06:21.999>I

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<00:06:22.000>capabilities <00:06:22.082>do <00:06:22.164>I <00:06:22.247>need? <00:06:22.329>What <00:06:22.411>tools <00:06:22.494>do <00:06:22.576>I <00:06:22.658>need <00:06:22.741>now <00:06:22.823>to <00:06:22.905>get <00:06:22.988>to <00:06:23.070>the <00:06:23.152>level <00:06:23.235>uh <00:06:23.317>that <00:06:23.400>I

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<00:06:25.390>need <00:06:25.390>now <00:06:25.392>to <00:06:25.393>get <00:06:25.394>to <00:06:25.395>the <00:06:25.395>level <00:06:25.397>uh <00:06:25.397>that <00:06:25.399>I

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<00:06:25.400>need <00:06:25.486>now <00:06:25.572>to <00:06:25.658>get <00:06:25.745>to <00:06:25.831>the <00:06:25.917>level <00:06:26.003>uh <00:06:26.090>that <00:06:26.176>I <00:06:26.262>must <00:06:26.348>be <00:06:26.435>at?

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<00:06:26.550>must <00:06:26.554>be <00:06:26.559>at?

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<00:06:26.560>must <00:06:26.764>be <00:06:26.969>at? <00:06:27.174>&gt;&gt; <00:06:27.379>Mhm.

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<00:06:27.470>&gt;&gt; <00:06:27.479>Mhm.

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<00:06:27.480>&gt;&gt; <00:06:27.635>Mhm. <00:06:27.791>Now, <00:06:27.946>America, <00:06:28.102>one <00:06:28.257>thing <00:06:28.413>I <00:06:28.568>see <00:06:28.724>is <00:06:28.880>that

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<00:06:29.590>Now, <00:06:29.591>America, <00:06:29.592>one <00:06:29.593>thing <00:06:29.595>I <00:06:29.596>see <00:06:29.597>is <00:06:29.599>that

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<00:06:29.600>Now, <00:06:29.707>America, <00:06:29.815>one <00:06:29.923>thing <00:06:30.030>I <00:06:30.138>see <00:06:30.246>is <00:06:30.353>that <00:06:30.461>we're <00:06:30.569>we're <00:06:30.676>doing <00:06:30.784>away <00:06:30.892>with <00:06:31.000>testing

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<00:06:31.430>we're <00:06:31.431>we're <00:06:31.433>doing <00:06:31.435>away <00:06:31.437>with <00:06:31.439>testing

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<00:06:31.440>we're <00:06:31.580>we're <00:06:31.719>doing <00:06:31.860>away <00:06:32.000>with <00:06:32.140>testing <00:06:32.280>environments. <00:06:32.420>It <00:06:32.560>seems <00:06:32.700>like <00:06:32.840>spicy

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<00:06:33.590>environments. <00:06:33.592>It <00:06:33.594>seems <00:06:33.596>like <00:06:33.599>spicy

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<00:06:33.600>environments. <00:06:33.716>It <00:06:33.833>seems <00:06:33.950>like <00:06:34.066>spicy <00:06:34.183>testing <00:06:34.300>or <00:06:34.416>production, <00:06:34.533>as <00:06:34.650>we <00:06:34.766>call <00:06:34.883>it, <00:06:35.000>it

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<00:06:36.150>testing <00:06:36.151>or <00:06:36.152>production, <00:06:36.153>as <00:06:36.155>we <00:06:36.156>call <00:06:36.157>it, <00:06:36.159>it

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<00:06:36.159>testing <00:06:36.253>or <00:06:36.346>production, <00:06:36.439>as <00:06:36.533>we <00:06:36.626>call <00:06:36.719>it, <00:06:36.813>it <00:06:36.906>seems <00:06:36.999>to <00:06:37.093>be <00:06:37.186>the <00:06:37.280>thing. <00:06:37.373>There <00:06:37.466>seems <00:06:37.559>there

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<00:06:38.310>seems <00:06:38.311>to <00:06:38.312>be <00:06:38.313>the <00:06:38.315>thing. <00:06:38.316>There <00:06:38.317>seems <00:06:38.319>there

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<00:06:38.320>seems <00:06:38.420>to <00:06:38.520>be <00:06:38.620>the <00:06:38.719>thing. <00:06:38.820>There <00:06:38.920>seems <00:06:39.020>there <00:06:39.120>there's <00:06:39.219>a <00:06:39.320>lot <00:06:39.420>more <00:06:39.520>apps <00:06:39.620>are <00:06:39.719>breaking

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<00:06:40.550>there's <00:06:40.551>a <00:06:40.553>lot <00:06:40.554>more <00:06:40.556>apps <00:06:40.557>are <00:06:40.559>breaking

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<00:06:40.560>there's <00:06:40.676>a <00:06:40.793>lot <00:06:40.910>more <00:06:41.026>apps <00:06:41.143>are <00:06:41.260>breaking <00:06:41.376>these <00:06:41.493>days. <00:06:41.610>There's <00:06:41.726>a <00:06:41.843>there's <00:06:41.960>an

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<00:06:42.150>these <00:06:42.151>days. <00:06:42.153>There's <00:06:42.155>a <00:06:42.157>there's <00:06:42.159>an

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<00:06:42.159>these <00:06:42.287>days. <00:06:42.414>There's <00:06:42.541>a <00:06:42.669>there's <00:06:42.796>an <00:06:42.923>increase <00:06:43.050>in <00:06:43.178>production <00:06:43.305>bugs. <00:06:43.432>Is <00:06:43.559>this

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<00:06:45.310>increase <00:06:45.311>in <00:06:45.313>production <00:06:45.315>bugs. <00:06:45.317>Is <00:06:45.319>this

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<00:06:45.320>increase <00:06:45.427>in <00:06:45.535>production <00:06:45.643>bugs. <00:06:45.750>Is <00:06:45.858>this <00:06:45.966>something <00:06:46.073>we <00:06:46.181>just <00:06:46.289>need <00:06:46.396>to <00:06:46.504>deal <00:06:46.612>with <00:06:46.719>to

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<00:06:47.150>something <00:06:47.151>we <00:06:47.152>just <00:06:47.153>need <00:06:47.155>to <00:06:47.156>deal <00:06:47.157>with <00:06:47.159>to

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<00:06:47.159>something <00:06:47.302>we <00:06:47.445>just <00:06:47.588>need <00:06:47.731>to <00:06:47.874>deal <00:06:48.017>with <00:06:48.160>to <00:06:48.303>be

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be

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<00:06:48.440>be <00:06:48.640>agile <00:06:48.840>and <00:06:49.040>fast? <00:06:49.240>Or <00:06:49.440>what's <00:06:49.640>what's <00:06:49.840>the

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<00:06:50.950>agile <00:06:50.951>and <00:06:50.953>fast? <00:06:50.954>Or <00:06:50.955>what's <00:06:50.957>what's <00:06:50.959>the

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<00:06:50.960>agile <00:06:51.099>and <00:06:51.239>fast? <00:06:51.380>Or <00:06:51.520>what's <00:06:51.659>what's <00:06:51.799>the <00:06:51.940>what's <00:06:52.080>the <00:06:52.219>solution <00:06:52.359>there?

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<00:06:52.790>what's <00:06:52.793>the <00:06:52.796>solution <00:06:52.799>there?

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<00:06:52.800>what's <00:06:52.916>the <00:06:53.032>solution <00:06:53.148>there? <00:06:53.265>&gt;&gt; <00:06:53.381>I <00:06:53.497>mean, <00:06:53.613>it <00:06:53.730>really <00:06:53.846>depends <00:06:53.962>how <00:06:54.078>brave <00:06:54.195>you

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<00:06:54.350>&gt;&gt; <00:06:54.351>I <00:06:54.352>mean, <00:06:54.353>it <00:06:54.354>really <00:06:54.355>depends <00:06:54.356>how <00:06:54.357>brave <00:06:54.359>you

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<00:06:54.360>&gt;&gt; <00:06:54.442>I <00:06:54.524>mean, <00:06:54.607>it <00:06:54.689>really <00:06:54.771>depends <00:06:54.854>how <00:06:54.936>brave <00:06:55.018>you <00:06:55.101>are, <00:06:55.183>right? <00:06:55.265>At <00:06:55.348>the <00:06:55.430>end <00:06:55.512>of <00:06:55.595>the <00:06:55.677>day. <00:06:55.760>But,

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<00:06:56.670>are, <00:06:56.671>right? <00:06:56.672>At <00:06:56.673>the <00:06:56.674>end <00:06:56.675>of <00:06:56.676>the <00:06:56.677>day. <00:06:56.679>But,

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<00:06:56.680>are, <00:06:56.762>right? <00:06:56.844>At <00:06:56.927>the <00:06:57.009>end <00:06:57.091>of <00:06:57.174>the <00:06:57.256>day. <00:06:57.338>But, <00:06:57.421>um <00:06:57.503>I <00:06:57.585>do <00:06:57.668>think <00:06:57.750>there <00:06:57.832>is <00:06:57.915>a <00:06:57.997>recent <00:06:58.080>study

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<00:06:59.230>um <00:06:59.231>I <00:06:59.232>do <00:06:59.233>think <00:06:59.234>there <00:06:59.235>is <00:06:59.236>a <00:06:59.237>recent <00:06:59.239>study

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<00:06:59.240>um <00:06:59.327>I <00:06:59.415>do <00:06:59.502>think <00:06:59.590>there <00:06:59.677>is <00:06:59.765>a <00:06:59.852>recent <00:06:59.940>study <00:07:00.027>from <00:07:00.115>Faros <00:07:00.202>I <00:07:00.290>read <00:07:00.377>that <00:07:00.465>the <00:07:00.552>number <00:07:00.640>of

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<00:07:01.590>from <00:07:01.591>Faros <00:07:01.592>I <00:07:01.593>read <00:07:01.595>that <00:07:01.596>the <00:07:01.597>number <00:07:01.599>of

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<00:07:01.600>from <00:07:01.693>Faros <00:07:01.786>I <00:07:01.880>read <00:07:01.973>that <00:07:02.066>the <00:07:02.160>number <00:07:02.253>of <00:07:02.346>incident <00:07:02.440>per <00:07:02.533>PR <00:07:02.626>has <00:07:02.720>increased <00:07:02.813>by <00:07:02.906>243% <00:07:03.000>in

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<00:07:05.510>incident <00:07:05.511>per <00:07:05.512>PR <00:07:05.513>has <00:07:05.515>increased <00:07:05.516>by <00:07:05.517>243% <00:07:05.519>in

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<00:07:05.520>incident <00:07:05.613>per <00:07:05.706>PR <00:07:05.799>has <00:07:05.893>increased <00:07:05.986>by <00:07:06.080>243% <00:07:06.173>in <00:07:06.266>the <00:07:06.359>last <00:07:06.453>6 <00:07:06.546>months, <00:07:06.640>right? <00:07:06.733>So, <00:07:06.826>the <00:07:06.919>the

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<00:07:07.430>the <00:07:07.431>last <00:07:07.432>6 <00:07:07.433>months, <00:07:07.435>right? <00:07:07.436>So, <00:07:07.437>the <00:07:07.439>the

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<00:07:07.440>the <00:07:07.547>last <00:07:07.655>6 <00:07:07.763>months, <00:07:07.870>right? <00:07:07.978>So, <00:07:08.086>the <00:07:08.193>the <00:07:08.301>number <00:07:08.409>of <00:07:08.516>incidents <00:07:08.624>are <00:07:08.732>increasing <00:07:08.840>and

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<00:07:10.270>number <00:07:10.271>of <00:07:10.273>incidents <00:07:10.275>are <00:07:10.277>increasing <00:07:10.279>and

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<00:07:10.280>number <00:07:10.396>of <00:07:10.513>incidents <00:07:10.630>are <00:07:10.746>increasing <00:07:10.863>and <00:07:10.979>there <00:07:11.096>are <00:07:11.213>multiple <00:07:11.330>reasons <00:07:11.446>for <00:07:11.563>it. <00:07:11.679>But,

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<00:07:12.150>there <00:07:12.151>are <00:07:12.153>multiple <00:07:12.154>reasons <00:07:12.156>for <00:07:12.157>it. <00:07:12.159>But,

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<00:07:12.160>there <00:07:12.261>are <00:07:12.363>multiple <00:07:12.464>reasons <00:07:12.566>for <00:07:12.667>it. <00:07:12.769>But, <00:07:12.871>um

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um

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<00:07:12.960>um <00:07:13.115>one <00:07:13.271>thing <00:07:13.426>that <00:07:13.582>we <00:07:13.737>are <00:07:13.893>seeing <00:07:14.048>is <00:07:14.204>I <00:07:14.359>mean,

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<00:07:15.070>one <00:07:15.071>thing <00:07:15.072>that <00:07:15.073>we <00:07:15.074>are <00:07:15.075>seeing <00:07:15.076>is <00:07:15.077>I <00:07:15.079>mean,

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<00:07:15.080>one <00:07:15.173>thing <00:07:15.266>that <00:07:15.359>we <00:07:15.453>are <00:07:15.546>seeing <00:07:15.640>is <00:07:15.733>I <00:07:15.826>mean, <00:07:15.919>we <00:07:16.013>were <00:07:16.106>talking <00:07:16.200>about <00:07:16.293>where <00:07:16.386>is <00:07:16.479>quality?

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<00:07:17.110>we <00:07:17.111>were <00:07:17.113>talking <00:07:17.114>about <00:07:17.116>where <00:07:17.117>is <00:07:17.119>quality?

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<00:07:17.120>we <00:07:17.220>were <00:07:17.320>talking <00:07:17.420>about <00:07:17.520>where <00:07:17.620>is <00:07:17.720>quality? <00:07:17.820>We <00:07:17.920>had <00:07:18.020>this <00:07:18.120>shift <00:07:18.220>left <00:07:18.320>over <00:07:18.420>the <00:07:18.520>past

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<00:07:18.990>We <00:07:18.991>had <00:07:18.992>this <00:07:18.993>shift <00:07:18.995>left <00:07:18.996>over <00:07:18.997>the <00:07:18.999>past

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<00:07:19.000>We <00:07:19.107>had <00:07:19.215>this <00:07:19.323>shift <00:07:19.430>left <00:07:19.538>over <00:07:19.646>the <00:07:19.753>past <00:07:19.861>years, <00:07:19.969>right? <00:07:20.076>So, <00:07:20.184>every <00:07:20.292>functionality <00:07:20.400>we

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<00:07:21.430>years, <00:07:21.431>right? <00:07:21.433>So, <00:07:21.435>every <00:07:21.437>functionality <00:07:21.439>we

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<00:07:21.440>years, <00:07:21.567>right? <00:07:21.694>So, <00:07:21.821>every <00:07:21.949>functionality <00:07:22.076>we <00:07:22.203>had <00:07:22.330>in <00:07:22.458>the <00:07:22.585>process <00:07:22.712>were <00:07:22.840>basically

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<00:07:23.030>had <00:07:23.031>in <00:07:23.033>the <00:07:23.035>process <00:07:23.037>were <00:07:23.039>basically

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<00:07:23.040>had <00:07:23.180>in <00:07:23.320>the <00:07:23.460>process <00:07:23.600>were <00:07:23.740>basically <00:07:23.880>shifted <00:07:24.020>towards <00:07:24.160>the <00:07:24.300>developer, <00:07:24.440>right?

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<00:07:25.030>shifted <00:07:25.032>towards <00:07:25.034>the <00:07:25.036>developer, <00:07:25.039>right?

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<00:07:25.040>shifted <00:07:25.147>towards <00:07:25.255>the <00:07:25.363>developer, <00:07:25.470>right? <00:07:25.578>Oh, <00:07:25.686>we <00:07:25.793>want <00:07:25.901>to <00:07:26.009>get <00:07:26.116>rid <00:07:26.224>of <00:07:26.332>QA, <00:07:26.440>shift

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<00:07:27.350>Oh, <00:07:27.351>we <00:07:27.352>want <00:07:27.353>to <00:07:27.354>get <00:07:27.355>rid <00:07:27.356>of <00:07:27.357>QA, <00:07:27.359>shift

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<00:07:27.360>Oh, <00:07:27.460>we <00:07:27.560>want <00:07:27.660>to <00:07:27.760>get <00:07:27.860>rid <00:07:27.960>of <00:07:28.060>QA, <00:07:28.160>shift <00:07:28.260>testing <00:07:28.360>to <00:07:28.460>the <00:07:28.560>developer. <00:07:28.660>And <00:07:28.760>what's

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<00:07:29.350>testing <00:07:29.351>to <00:07:29.353>the <00:07:29.355>developer. <00:07:29.357>And <00:07:29.359>what's

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<00:07:29.360>testing <00:07:29.476>to <00:07:29.593>the <00:07:29.710>developer. <00:07:29.826>And <00:07:29.943>what's <00:07:30.060>happening <00:07:30.176>right <00:07:30.293>now, <00:07:30.410>we <00:07:30.526>see <00:07:30.643>a <00:07:30.760>shift

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<00:07:31.270>happening <00:07:31.271>right <00:07:31.272>now, <00:07:31.274>we <00:07:31.275>see <00:07:31.277>a <00:07:31.279>shift

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<00:07:31.280>happening <00:07:31.355>right <00:07:31.431>now, <00:07:31.507>we <00:07:31.583>see <00:07:31.659>a <00:07:31.735>shift <00:07:31.811>right.

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right.

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<00:07:31.880>right. <00:07:32.127>&gt;&gt; <00:07:32.375>Yes.

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<00:07:32.430>&gt;&gt; <00:07:32.439>Yes.

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<00:07:32.440>&gt;&gt; <00:07:32.640>Yes. <00:07:32.840>&gt;&gt; <00:07:33.040>Yeah? <00:07:33.240>You <00:07:33.440>have <00:07:33.640>the <00:07:33.840>front

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<00:07:34.390>&gt;&gt; <00:07:34.391>Yeah? <00:07:34.393>You <00:07:34.395>have <00:07:34.397>the <00:07:34.399>front

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<00:07:34.400>&gt;&gt; <00:07:34.507>Yeah? <00:07:34.615>You <00:07:34.723>have <00:07:34.830>the <00:07:34.938>front <00:07:35.046>uh <00:07:35.153>development, <00:07:35.261>the <00:07:35.369>coding <00:07:35.476>part <00:07:35.584>is <00:07:35.692>is <00:07:35.799>is

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<00:07:37.190>uh <00:07:37.191>development, <00:07:37.192>the <00:07:37.193>coding <00:07:37.195>part <00:07:37.196>is <00:07:37.197>is <00:07:37.199>is

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<00:07:37.200>uh <00:07:37.293>development, <00:07:37.386>the <00:07:37.479>coding <00:07:37.573>part <00:07:37.666>is <00:07:37.760>is <00:07:37.853>is <00:07:37.946>now <00:07:38.039>taken <00:07:38.133>over <00:07:38.226>by <00:07:38.320>AI. <00:07:38.413>It's <00:07:38.506>much <00:07:38.599>faster.

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<00:07:40.190>now <00:07:40.191>taken <00:07:40.192>over <00:07:40.193>by <00:07:40.195>AI. <00:07:40.196>It's <00:07:40.197>much <00:07:40.199>faster.

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<00:07:40.200>now <00:07:40.293>taken <00:07:40.386>over <00:07:40.479>by <00:07:40.573>AI. <00:07:40.666>It's <00:07:40.760>much <00:07:40.853>faster. <00:07:40.946>And <00:07:41.039>then <00:07:41.133>you <00:07:41.226>shift <00:07:41.320>the <00:07:41.413>task <00:07:41.506>to <00:07:41.599>the

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<00:07:42.190>And <00:07:42.191>then <00:07:42.192>you <00:07:42.193>shift <00:07:42.195>the <00:07:42.196>task <00:07:42.197>to <00:07:42.199>the

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<00:07:42.200>And <00:07:42.307>then <00:07:42.415>you <00:07:42.523>shift <00:07:42.630>the <00:07:42.738>task <00:07:42.846>to <00:07:42.953>the <00:07:43.061>right, <00:07:43.169>right? <00:07:43.276>So, <00:07:43.384>you <00:07:43.492>have <00:07:43.599>more

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<00:07:43.909>right, <00:07:43.911>right? <00:07:43.913>So, <00:07:43.915>you <00:07:43.917>have <00:07:43.919>more

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<00:07:43.920>right, <00:07:44.047>right? <00:07:44.174>So, <00:07:44.301>you <00:07:44.429>have <00:07:44.556>more <00:07:44.683>reviewing <00:07:44.810>task <00:07:44.938>that's <00:07:45.065>queuing. <00:07:45.192>You <00:07:45.320>have

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<00:07:45.830>reviewing <00:07:45.831>task <00:07:45.833>that's <00:07:45.835>queuing. <00:07:45.837>You <00:07:45.839>have

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<00:07:45.840>reviewing <00:07:45.956>task <00:07:46.073>that's <00:07:46.190>queuing. <00:07:46.306>You <00:07:46.423>have <00:07:46.540>more <00:07:46.656>PR <00:07:46.773>things <00:07:46.890>and <00:07:47.006>you <00:07:47.123>have <00:07:47.240>more

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<00:07:48.030>more <00:07:48.031>PR <00:07:48.033>things <00:07:48.034>and <00:07:48.036>you <00:07:48.037>have <00:07:48.039>more

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<00:07:48.040>more <00:07:48.147>PR <00:07:48.255>things <00:07:48.363>and <00:07:48.470>you <00:07:48.578>have <00:07:48.686>more <00:07:48.793>problems <00:07:48.901>in <00:07:49.009>production <00:07:49.116>which <00:07:49.224>you <00:07:49.332>have <00:07:49.440>to

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<00:07:49.830>problems <00:07:49.831>in <00:07:49.832>production <00:07:49.834>which <00:07:49.836>you <00:07:49.837>have <00:07:49.839>to

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<00:07:49.840>problems <00:07:49.947>in <00:07:50.055>production <00:07:50.163>which <00:07:50.270>you <00:07:50.378>have <00:07:50.486>to <00:07:50.593>deal <00:07:50.701>with. <00:07:50.809>So, <00:07:50.916>you <00:07:51.024>are <00:07:51.132>generating <00:07:51.240>stuff

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<00:07:51.909>deal <00:07:51.911>with. <00:07:51.913>So, <00:07:51.914>you <00:07:51.916>are <00:07:51.917>generating <00:07:51.919>stuff

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<00:07:51.920>deal <00:07:52.075>with. <00:07:52.231>So, <00:07:52.386>you <00:07:52.542>are <00:07:52.697>generating <00:07:52.853>stuff <00:07:53.008>in <00:07:53.164>machine <00:07:53.320>speed

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<00:07:53.510>in <00:07:53.514>machine <00:07:53.519>speed

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<00:07:53.520>in <00:07:53.647>machine <00:07:53.774>speed <00:07:53.901>on <00:07:54.029>code, <00:07:54.156>but <00:07:54.283>you <00:07:54.410>you <00:07:54.538>have <00:07:54.665>human <00:07:54.792>speed <00:07:54.919>on

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<00:07:56.510>on <00:07:56.511>code, <00:07:56.512>but <00:07:56.513>you <00:07:56.514>you <00:07:56.515>have <00:07:56.516>human <00:07:56.517>speed <00:07:56.519>on

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<00:07:56.520>on <00:07:56.600>code, <00:07:56.680>but <00:07:56.761>you <00:07:56.841>you <00:07:56.922>have <00:07:57.002>human <00:07:57.083>speed <00:07:57.163>on <00:07:57.243>the <00:07:57.324>right, <00:07:57.404>right? <00:07:57.485>And <00:07:57.565>so, <00:07:57.646>what <00:07:57.726>we <00:07:57.807>are

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<00:07:57.950>the <00:07:57.951>right, <00:07:57.952>right? <00:07:57.953>And <00:07:57.955>so, <00:07:57.956>what <00:07:57.957>we <00:07:57.959>are

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<00:07:57.960>the <00:07:58.039>right, <00:07:58.119>right? <00:07:58.198>And <00:07:58.278>so, <00:07:58.358>what <00:07:58.437>we <00:07:58.517>are <00:07:58.596>seeing <00:07:58.676>with <00:07:58.756>customers, <00:07:58.835>there <00:07:58.915>are <00:07:58.995>two

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<00:07:59.110>seeing <00:07:59.111>with <00:07:59.113>customers, <00:07:59.115>there <00:07:59.117>are <00:07:59.119>two

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<00:07:59.120>seeing <00:07:59.227>with <00:07:59.334>customers, <00:07:59.441>there <00:07:59.549>are <00:07:59.656>two <00:07:59.763>ways <00:07:59.870>to <00:07:59.978>approach <00:08:00.085>it. <00:08:00.192>Either <00:08:00.299>you <00:08:00.407>are

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<00:08:00.550>ways <00:08:00.551>to <00:08:00.553>approach <00:08:00.554>it. <00:08:00.556>Either <00:08:00.557>you <00:08:00.559>are

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<00:08:00.560>ways <00:08:00.735>to <00:08:00.910>approach <00:08:01.085>it. <00:08:01.260>Either <00:08:01.435>you <00:08:01.610>are <00:08:01.785>really <00:08:01.960>brave

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<00:08:02.150>really <00:08:02.159>brave

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<00:08:02.160>really <00:08:02.335>brave <00:08:02.510>and <00:08:02.685>you <00:08:02.860>just <00:08:03.035>rubber <00:08:03.210>stamp, <00:08:03.385>right? <00:08:03.560>And

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<00:08:04.350>and <00:08:04.351>you <00:08:04.353>just <00:08:04.354>rubber <00:08:04.356>stamp, <00:08:04.357>right? <00:08:04.359>And

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<00:08:04.360>and <00:08:04.467>you <00:08:04.575>just <00:08:04.683>rubber <00:08:04.790>stamp, <00:08:04.898>right? <00:08:05.006>And <00:08:05.113>and <00:08:05.221>you <00:08:05.329>figure <00:08:05.436>out <00:08:05.544>what's <00:08:05.652>happening <00:08:05.760>or

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<00:08:05.950>and <00:08:05.951>you <00:08:05.953>figure <00:08:05.954>out <00:08:05.955>what's <00:08:05.957>happening <00:08:05.959>or

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<00:08:05.960>and <00:08:06.087>you <00:08:06.214>figure <00:08:06.341>out <00:08:06.469>what's <00:08:06.596>happening <00:08:06.723>or <00:08:06.850>you <00:08:06.978>have <00:08:07.105>to <00:08:07.232>implement <00:08:07.359>ways

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<00:08:07.910>you <00:08:07.912>have <00:08:07.914>to <00:08:07.916>implement <00:08:07.919>ways

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<00:08:07.920>you <00:08:08.036>have <00:08:08.153>to <00:08:08.270>implement <00:08:08.386>ways <00:08:08.503>to <00:08:08.620>measure <00:08:08.736>and <00:08:08.853>qualify <00:08:08.970>the <00:08:09.086>risk. <00:08:09.203>And <00:08:09.320>uh

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<00:08:11.630>to <00:08:11.631>measure <00:08:11.632>and <00:08:11.633>qualify <00:08:11.635>the <00:08:11.636>risk. <00:08:11.637>And <00:08:11.639>uh

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<00:08:11.640>to <00:08:11.733>measure <00:08:11.826>and <00:08:11.919>qualify <00:08:12.013>the <00:08:12.106>risk. <00:08:12.200>And <00:08:12.293>uh <00:08:12.386>uh <00:08:12.479>make <00:08:12.573>sure <00:08:12.666>that <00:08:12.760>you <00:08:12.853>only <00:08:12.946>let <00:08:13.039>things

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<00:08:14.350>uh <00:08:14.351>make <00:08:14.352>sure <00:08:14.353>that <00:08:14.355>you <00:08:14.356>only <00:08:14.357>let <00:08:14.359>things

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<00:08:14.360>uh <00:08:14.467>make <00:08:14.575>sure <00:08:14.683>that <00:08:14.790>you <00:08:14.898>only <00:08:15.006>let <00:08:15.113>things <00:08:15.221>through <00:08:15.329>when <00:08:15.436>you <00:08:15.544>have <00:08:15.652>some <00:08:15.760>confidence

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<00:08:16.990>through <00:08:16.991>when <00:08:16.993>you <00:08:16.995>have <00:08:16.997>some <00:08:16.999>confidence

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<00:08:17.000>through <00:08:17.116>when <00:08:17.233>you <00:08:17.350>have <00:08:17.466>some <00:08:17.583>confidence <00:08:17.700>that <00:08:17.816>it's <00:08:17.933>okay, <00:08:18.050>right? <00:08:18.166>For <00:08:18.283>example, <00:08:18.400>you

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<00:08:18.630>that <00:08:18.631>it's <00:08:18.633>okay, <00:08:18.634>right? <00:08:18.635>For <00:08:18.637>example, <00:08:18.639>you

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<00:08:18.640>that <00:08:18.757>it's <00:08:18.873>okay, <00:08:18.991>right? <00:08:19.108>For <00:08:19.224>example, <00:08:19.342>you <00:08:19.459>understand <00:08:19.575>the <00:08:19.693>blast <00:08:19.810>radius, <00:08:19.927>you

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<00:08:20.070>understand <00:08:20.072>the <00:08:20.074>blast <00:08:20.076>radius, <00:08:20.079>you

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<00:08:20.080>understand <00:08:20.207>the <00:08:20.334>blast <00:08:20.461>radius, <00:08:20.589>you <00:08:20.716>understand <00:08:20.843>the <00:08:20.970>risk <00:08:21.098>of <00:08:21.225>the <00:08:21.352>PR, <00:08:21.479>you

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<00:08:22.150>understand <00:08:22.151>the <00:08:22.153>risk <00:08:22.154>of <00:08:22.156>the <00:08:22.157>PR, <00:08:22.159>you

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<00:08:22.160>understand <00:08:22.267>the <00:08:22.374>risk <00:08:22.481>of <00:08:22.589>the <00:08:22.696>PR, <00:08:22.803>you <00:08:22.910>understand <00:08:23.018>how <00:08:23.125>much <00:08:23.232>you <00:08:23.339>trust <00:08:23.447>the

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<00:08:23.590>understand <00:08:23.591>how <00:08:23.593>much <00:08:23.595>you <00:08:23.597>trust <00:08:23.599>the

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<00:08:23.600>understand <00:08:23.789>how <00:08:23.978>much <00:08:24.167>you <00:08:24.356>trust <00:08:24.545>the <00:08:24.734>developer, <00:08:24.923>right?

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<00:08:25.070>developer, <00:08:25.079>right?

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<00:08:25.080>developer, <00:08:25.245>right? <00:08:25.410>You're <00:08:25.576>a <00:08:25.741>back-end <00:08:25.906>developer, <00:08:26.072>you <00:08:26.237>did <00:08:26.403>a

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<00:08:26.550>You're <00:08:26.551>a <00:08:26.553>back-end <00:08:26.554>developer, <00:08:26.556>you <00:08:26.557>did <00:08:26.559>a

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<00:08:26.560>You're <00:08:26.660>a <00:08:26.760>back-end <00:08:26.860>developer, <00:08:26.960>you <00:08:27.060>did <00:08:27.160>a <00:08:27.260>PR <00:08:27.360>for <00:08:27.460>UI, <00:08:27.560>maybe <00:08:27.660>not <00:08:27.760>that <00:08:27.860>trustworthy <00:08:27.960>at

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<00:08:29.430>PR <00:08:29.431>for <00:08:29.432>UI, <00:08:29.433>maybe <00:08:29.435>not <00:08:29.436>that <00:08:29.437>trustworthy <00:08:29.439>at

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<00:08:29.440>PR <00:08:29.547>for <00:08:29.655>UI, <00:08:29.763>maybe <00:08:29.870>not <00:08:29.978>that <00:08:30.086>trustworthy <00:08:30.193>at <00:08:30.301>at <00:08:30.409>at <00:08:30.516>the <00:08:30.624>moment, <00:08:30.732>right? <00:08:30.840>So,

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<00:08:31.670>at <00:08:31.671>at <00:08:31.673>the <00:08:31.675>moment, <00:08:31.677>right? <00:08:31.679>So,

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<00:08:31.680>at <00:08:31.787>at <00:08:31.895>the <00:08:32.003>moment, <00:08:32.110>right? <00:08:32.218>So, <00:08:32.326>there <00:08:32.433>there <00:08:32.541>should <00:08:32.649>be <00:08:32.756>kind <00:08:32.864>of <00:08:32.972>a <00:08:33.080>scoring

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<00:08:33.429>there <00:08:33.431>there <00:08:33.432>should <00:08:33.433>be <00:08:33.435>kind <00:08:33.436>of <00:08:33.437>a <00:08:33.439>scoring

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<00:08:33.440>there <00:08:33.556>there <00:08:33.673>should <00:08:33.790>be <00:08:33.906>kind <00:08:34.023>of <00:08:34.140>a <00:08:34.256>scoring <00:08:34.373>and <00:08:34.490>more <00:08:34.606>confidence <00:08:34.723>when <00:08:34.840>you

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<00:08:35.750>and <00:08:35.752>more <00:08:35.754>confidence <00:08:35.756>when <00:08:35.759>you

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<00:08:35.760>and <00:08:35.870>more <00:08:35.980>confidence <00:08:36.091>when <00:08:36.201>you <00:08:36.312>&gt;&gt; <00:08:36.422>This <00:08:36.533>is <00:08:36.643>actually <00:08:36.754>a <00:08:36.864>very <00:08:36.975>interesting

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<00:08:37.110>&gt;&gt; <00:08:37.111>This <00:08:37.113>is <00:08:37.114>actually <00:08:37.116>a <00:08:37.117>very <00:08:37.119>interesting

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<00:08:37.120>&gt;&gt; <00:08:37.247>This <00:08:37.374>is <00:08:37.501>actually <00:08:37.629>a <00:08:37.756>very <00:08:37.883>interesting <00:08:38.010>observation <00:08:38.138>because <00:08:38.265>we <00:08:38.392>see <00:08:38.520>actually

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<00:08:39.070>observation <00:08:39.072>because <00:08:39.074>we <00:08:39.076>see <00:08:39.079>actually

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<00:08:39.080>observation <00:08:39.207>because <00:08:39.334>we <00:08:39.461>see <00:08:39.589>actually <00:08:39.716>exactly <00:08:39.843>the <00:08:39.970>opposite. <00:08:40.098>Um <00:08:40.225>so, <00:08:40.352>we <00:08:40.480>see

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<00:08:42.070>exactly <00:08:42.071>the <00:08:42.073>opposite. <00:08:42.074>Um <00:08:42.076>so, <00:08:42.077>we <00:08:42.079>see

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<00:08:42.080>exactly <00:08:42.187>the <00:08:42.295>opposite. <00:08:42.403>Um <00:08:42.510>so, <00:08:42.618>we <00:08:42.726>see <00:08:42.833>actually <00:08:42.941>that's <00:08:43.049>even <00:08:43.156>a <00:08:43.264>more <00:08:43.372>shift <00:08:43.480>left

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<00:08:44.870>actually <00:08:44.871>that's <00:08:44.873>even <00:08:44.874>a <00:08:44.876>more <00:08:44.877>shift <00:08:44.879>left

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<00:08:44.880>actually <00:08:44.987>that's <00:08:45.094>even <00:08:45.201>a <00:08:45.309>more <00:08:45.416>shift <00:08:45.523>left <00:08:45.631>happening. <00:08:45.738>So, <00:08:45.845>maybe <00:08:45.953>to <00:08:46.060>answer <00:08:46.167>a <00:08:46.275>little

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<00:08:46.430>happening. <00:08:46.431>So, <00:08:46.433>maybe <00:08:46.434>to <00:08:46.436>answer <00:08:46.437>a <00:08:46.439>little

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<00:08:46.440>happening. <00:08:46.540>So, <00:08:46.640>maybe <00:08:46.740>to <00:08:46.840>answer <00:08:46.940>a <00:08:47.040>little <00:08:47.140>bit <00:08:47.240>of <00:08:47.340>what <00:08:47.440>you <00:08:47.540>mentioned <00:08:47.640>about <00:08:47.740>QA, <00:08:47.840>the

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<00:08:48.510>bit <00:08:48.511>of <00:08:48.512>what <00:08:48.513>you <00:08:48.515>mentioned <00:08:48.516>about <00:08:48.517>QA, <00:08:48.519>the

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<00:08:48.520>bit <00:08:48.627>of <00:08:48.735>what <00:08:48.843>you <00:08:48.950>mentioned <00:08:49.058>about <00:08:49.166>QA, <00:08:49.273>the <00:08:49.381>classical <00:08:49.489>function <00:08:49.596>of <00:08:49.704>QA <00:08:49.812>was <00:08:49.920>somebody

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<00:08:50.950>classical <00:08:50.951>function <00:08:50.953>of <00:08:50.955>QA <00:08:50.957>was <00:08:50.959>somebody

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<00:08:50.960>classical <00:08:51.100>function <00:08:51.240>of <00:08:51.380>QA <00:08:51.520>was <00:08:51.660>somebody <00:08:51.800>specifies <00:08:51.940>it <00:08:52.080>or <00:08:52.220>defines <00:08:52.360>some

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<00:08:52.590>specifies <00:08:52.592>it <00:08:52.594>or <00:08:52.596>defines <00:08:52.599>some

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<00:08:52.600>specifies <00:08:52.755>it <00:08:52.911>or <00:08:53.066>defines <00:08:53.222>some <00:08:53.377>requirements <00:08:53.533>and <00:08:53.688>develop <00:08:53.844>human <00:08:54.000>develop

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<00:08:54.310>requirements <00:08:54.312>and <00:08:54.314>develop <00:08:54.316>human <00:08:54.319>develop

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<00:08:54.320>requirements <00:08:54.447>and <00:08:54.574>develop <00:08:54.701>human <00:08:54.829>develop <00:08:54.956>implements <00:08:55.083>something, <00:08:55.210>a <00:08:55.338>QA <00:08:55.465>checks <00:08:55.592>if <00:08:55.720>the

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<00:08:56.910>implements <00:08:56.911>something, <00:08:56.913>a <00:08:56.914>QA <00:08:56.915>checks <00:08:56.917>if <00:08:56.919>the

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<00:08:56.920>implements <00:08:57.047>something, <00:08:57.174>a <00:08:57.301>QA <00:08:57.429>checks <00:08:57.556>if <00:08:57.683>the <00:08:57.810>actual <00:08:57.938>implementation <00:08:58.065>matches <00:08:58.192>the <00:08:58.319>spec

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<00:08:58.910>actual <00:08:58.912>implementation <00:08:58.914>matches <00:08:58.916>the <00:08:58.919>spec

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<00:08:58.920>actual <00:08:59.108>implementation <00:08:59.298>matches <00:08:59.487>the <00:08:59.675>spec <00:08:59.865>or <00:09:00.054>the <00:09:00.242>requirements.

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<00:09:00.390>or <00:09:00.394>the <00:09:00.399>requirements.

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<00:09:00.400>or <00:09:00.555>the <00:09:00.711>requirements. <00:09:00.866>Assuming <00:09:01.022>that <00:09:01.177>you <00:09:01.333>have <00:09:01.488>proper <00:09:01.644>AI <00:09:01.800>coding

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<00:09:02.270>Assuming <00:09:02.271>that <00:09:02.273>you <00:09:02.274>have <00:09:02.276>proper <00:09:02.277>AI <00:09:02.279>coding

00:09:02.280 --> 00:09:04.150 align:start position:0%
<00:09:02.280>Assuming <00:09:02.396>that <00:09:02.513>you <00:09:02.630>have <00:09:02.746>proper <00:09:02.863>AI <00:09:02.980>coding <00:09:03.096>tools, <00:09:03.213>the <00:09:03.329>translation <00:09:03.446>of <00:09:03.563>a <00:09:03.680>requirement

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<00:09:04.150>tools, <00:09:04.151>the <00:09:04.153>translation <00:09:04.155>of <00:09:04.157>a <00:09:04.159>requirement

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<00:09:04.160>tools, <00:09:04.267>the <00:09:04.375>translation <00:09:04.483>of <00:09:04.590>a <00:09:04.698>requirement <00:09:04.806>and <00:09:04.913>spec <00:09:05.021>to <00:09:05.129>the <00:09:05.236>code <00:09:05.344>that <00:09:05.452>fulfills <00:09:05.560>the

00:09:06.550 --> 00:09:06.560 align:start position:0%
<00:09:06.550>and <00:09:06.551>spec <00:09:06.552>to <00:09:06.553>the <00:09:06.555>code <00:09:06.556>that <00:09:06.557>fulfills <00:09:06.559>the

00:09:06.560 --> 00:09:08.430 align:start position:0%
<00:09:06.560>and <00:09:06.653>spec <00:09:06.746>to <00:09:06.839>the <00:09:06.933>code <00:09:07.026>that <00:09:07.119>fulfills <00:09:07.213>the <00:09:07.306>requirement <00:09:07.400>and <00:09:07.493>spec <00:09:07.586>at <00:09:07.680>some <00:09:07.773>point <00:09:07.866>is <00:09:07.959>a

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<00:09:08.430>requirement <00:09:08.431>and <00:09:08.432>spec <00:09:08.433>at <00:09:08.435>some <00:09:08.436>point <00:09:08.437>is <00:09:08.439>a

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<00:09:08.440>requirement <00:09:08.547>and <00:09:08.655>spec <00:09:08.763>at <00:09:08.870>some <00:09:08.978>point <00:09:09.086>is <00:09:09.193>a <00:09:09.301>solved <00:09:09.409>thing. <00:09:09.516>Probably <00:09:09.624>now <00:09:09.732>already <00:09:09.840>to

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<00:09:10.310>solved <00:09:10.311>thing. <00:09:10.313>Probably <00:09:10.315>now <00:09:10.317>already <00:09:10.319>to

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<00:09:10.320>solved <00:09:10.436>thing. <00:09:10.553>Probably <00:09:10.670>now <00:09:10.786>already <00:09:10.903>to <00:09:11.020>some <00:09:11.136>extent, <00:09:11.253>but <00:09:11.370>it's <00:09:11.486>certainly <00:09:11.603>in <00:09:11.720>the

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<00:09:12.310>some <00:09:12.311>extent, <00:09:12.313>but <00:09:12.314>it's <00:09:12.316>certainly <00:09:12.317>in <00:09:12.319>the

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<00:09:12.320>some <00:09:12.420>extent, <00:09:12.520>but <00:09:12.620>it's <00:09:12.720>certainly <00:09:12.820>in <00:09:12.920>the <00:09:13.020>near <00:09:13.120>future <00:09:13.220>it <00:09:13.320>will <00:09:13.420>be <00:09:13.520>solved. <00:09:13.620>What <00:09:13.720>is

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<00:09:14.470>near <00:09:14.471>future <00:09:14.472>it <00:09:14.473>will <00:09:14.475>be <00:09:14.476>solved. <00:09:14.477>What <00:09:14.479>is

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<00:09:14.480>near <00:09:14.580>future <00:09:14.680>it <00:09:14.780>will <00:09:14.880>be <00:09:14.980>solved. <00:09:15.080>What <00:09:15.180>is <00:09:15.280>not <00:09:15.380>solved, <00:09:15.480>and <00:09:15.580>this <00:09:15.680>is <00:09:15.780>the <00:09:15.880>actual

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<00:09:16.070>not <00:09:16.071>solved, <00:09:16.073>and <00:09:16.074>this <00:09:16.076>is <00:09:16.077>the <00:09:16.079>actual

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<00:09:16.080>not <00:09:16.187>solved, <00:09:16.295>and <00:09:16.403>this <00:09:16.510>is <00:09:16.618>the <00:09:16.726>actual <00:09:16.833>problem <00:09:16.941>why <00:09:17.049>we <00:09:17.156>see <00:09:17.264>indeed <00:09:17.372>many <00:09:17.480>more

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<00:09:18.150>problem <00:09:18.151>why <00:09:18.153>we <00:09:18.154>see <00:09:18.156>indeed <00:09:18.157>many <00:09:18.159>more

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<00:09:18.160>problem <00:09:18.267>why <00:09:18.375>we <00:09:18.483>see <00:09:18.590>indeed <00:09:18.698>many <00:09:18.806>more <00:09:18.913>incidents, <00:09:19.021>also <00:09:19.129>we, <00:09:19.236>is <00:09:19.344>that <00:09:19.452>it <00:09:19.560>is

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<00:09:20.390>incidents, <00:09:20.391>also <00:09:20.393>we, <00:09:20.394>is <00:09:20.396>that <00:09:20.397>it <00:09:20.399>is

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<00:09:20.400>incidents, <00:09:20.527>also <00:09:20.654>we, <00:09:20.781>is <00:09:20.909>that <00:09:21.036>it <00:09:21.163>is <00:09:21.290>actually <00:09:21.418>pretty <00:09:21.545>hard <00:09:21.672>to <00:09:21.800>write

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<00:09:22.070>actually <00:09:22.072>pretty <00:09:22.074>hard <00:09:22.076>to <00:09:22.079>write

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<00:09:22.080>actually <00:09:22.196>pretty <00:09:22.313>hard <00:09:22.430>to <00:09:22.546>write <00:09:22.663>requirements <00:09:22.780>and <00:09:22.896>specs <00:09:23.013>in <00:09:23.130>a <00:09:23.246>way <00:09:23.363>that <00:09:23.480>it

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<00:09:24.950>requirements <00:09:24.951>and <00:09:24.952>specs <00:09:24.953>in <00:09:24.955>a <00:09:24.956>way <00:09:24.957>that <00:09:24.959>it

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<00:09:24.960>requirements <00:09:25.076>and <00:09:25.193>specs <00:09:25.310>in <00:09:25.426>a <00:09:25.543>way <00:09:25.660>that <00:09:25.776>it <00:09:25.893>can <00:09:26.010>be <00:09:26.126>translated <00:09:26.243>without <00:09:26.360>ambiguity

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<00:09:28.430>can <00:09:28.432>be <00:09:28.434>translated <00:09:28.436>without <00:09:28.439>ambiguity

00:09:28.440 --> 00:09:30.710 align:start position:0%
<00:09:28.440>can <00:09:28.580>be <00:09:28.720>translated <00:09:28.860>without <00:09:29.000>ambiguity <00:09:29.140>in <00:09:29.280>an <00:09:29.420>actual <00:09:29.560>working <00:09:29.700>implementation. <00:09:29.840>So,

00:09:30.710 --> 00:09:30.720 align:start position:0%
<00:09:30.710>in <00:09:30.711>an <00:09:30.713>actual <00:09:30.715>working <00:09:30.717>implementation. <00:09:30.719>So,

00:09:30.720 --> 00:09:32.590 align:start position:0%
<00:09:30.720>in <00:09:30.847>an <00:09:30.974>actual <00:09:31.101>working <00:09:31.229>implementation. <00:09:31.356>So, <00:09:31.483>we <00:09:31.610>as <00:09:31.738>humans, <00:09:31.865>and <00:09:31.992>especially <00:09:32.120>developers,

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<00:09:32.590>we <00:09:32.591>as <00:09:32.593>humans, <00:09:32.595>and <00:09:32.597>especially <00:09:32.599>developers,

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<00:09:32.600>we <00:09:32.727>as <00:09:32.854>humans, <00:09:32.981>and <00:09:33.109>especially <00:09:33.236>developers, <00:09:33.363>are <00:09:33.490>actually <00:09:33.618>pretty <00:09:33.745>bad <00:09:33.872>in <00:09:34.000>describing

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<00:09:35.150>are <00:09:35.151>actually <00:09:35.153>pretty <00:09:35.155>bad <00:09:35.157>in <00:09:35.159>describing

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<00:09:35.160>are <00:09:35.300>actually <00:09:35.439>pretty <00:09:35.579>bad <00:09:35.719>in <00:09:35.860>describing <00:09:36.000>what <00:09:36.140>the <00:09:36.280>code <00:09:36.420>should <00:09:36.560>do.

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<00:09:36.790>what <00:09:36.792>the <00:09:36.794>code <00:09:36.796>should <00:09:36.799>do.

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<00:09:36.800>what <00:09:36.924>the <00:09:37.049>code <00:09:37.174>should <00:09:37.299>do. <00:09:37.424>If <00:09:37.549>you <00:09:37.674>look <00:09:37.799>to

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<00:09:37.910>If <00:09:37.913>you <00:09:37.915>look <00:09:37.919>to

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<00:09:37.920>If <00:09:38.075>you <00:09:38.231>look <00:09:38.386>to <00:09:38.542>and <00:09:38.697>super <00:09:38.853>repository, <00:09:39.008>you <00:09:39.164>will <00:09:39.319>realize

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<00:09:40.350>and <00:09:40.351>super <00:09:40.353>repository, <00:09:40.355>you <00:09:40.357>will <00:09:40.359>realize

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<00:09:40.360>and <00:09:40.476>super <00:09:40.593>repository, <00:09:40.710>you <00:09:40.826>will <00:09:40.943>realize <00:09:41.060>that <00:09:41.176>most <00:09:41.293>developers <00:09:41.410>are <00:09:41.526>not <00:09:41.643>so <00:09:41.760>strong

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<00:09:42.190>that <00:09:42.191>most <00:09:42.193>developers <00:09:42.194>are <00:09:42.196>not <00:09:42.197>so <00:09:42.199>strong

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<00:09:42.200>that <00:09:42.300>most <00:09:42.401>developers <00:09:42.501>are <00:09:42.602>not <00:09:42.703>so <00:09:42.803>strong <00:09:42.904>on <00:09:43.005>documenting <00:09:43.105>things <00:09:43.206>and <00:09:43.307>the

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<00:09:43.430>on <00:09:43.432>documenting <00:09:43.434>things <00:09:43.436>and <00:09:43.439>the

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<00:09:43.440>on <00:09:43.595>documenting <00:09:43.751>things <00:09:43.906>and <00:09:44.062>the <00:09:44.217>documenting <00:09:44.373>requirements. <00:09:44.528>I <00:09:44.684>think <00:09:44.840>the

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<00:09:45.190>documenting <00:09:45.192>requirements. <00:09:45.194>I <00:09:45.196>think <00:09:45.199>the

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<00:09:45.200>documenting <00:09:45.316>requirements. <00:09:45.433>I <00:09:45.550>think <00:09:45.666>the <00:09:45.783>real <00:09:45.900>skill <00:09:46.016>set, <00:09:46.133>and <00:09:46.250>this <00:09:46.366>is <00:09:46.483>even <00:09:46.600>more

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<00:09:46.870>real <00:09:46.871>skill <00:09:46.872>set, <00:09:46.873>and <00:09:46.875>this <00:09:46.876>is <00:09:46.877>even <00:09:46.879>more

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<00:09:46.880>real <00:09:47.015>skill <00:09:47.151>set, <00:09:47.287>and <00:09:47.423>this <00:09:47.559>is <00:09:47.695>even <00:09:47.831>more <00:09:47.967>shift <00:09:48.103>left, <00:09:48.239>is

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<00:09:48.390>shift <00:09:48.394>left, <00:09:48.399>is

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<00:09:48.400>shift <00:09:48.680>left, <00:09:48.959>is <00:09:49.240>in <00:09:49.520>a <00:09:49.800>more

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<00:09:50.190>in <00:09:50.194>a <00:09:50.199>more

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<00:09:50.200>in <00:09:50.400>a <00:09:50.600>more <00:09:50.800>in <00:09:51.000>more <00:09:51.200>explicit <00:09:51.400>terms <00:09:51.600>describe

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<00:09:52.030>in <00:09:52.032>more <00:09:52.034>explicit <00:09:52.036>terms <00:09:52.039>describe

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<00:09:52.040>in <00:09:52.180>more <00:09:52.319>explicit <00:09:52.459>terms <00:09:52.599>describe <00:09:52.740>requirements <00:09:52.880>such <00:09:53.020>that <00:09:53.160>an <00:09:53.300>AI <00:09:53.439>engineering

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<00:09:54.630>requirements <00:09:54.631>such <00:09:54.633>that <00:09:54.635>an <00:09:54.637>AI <00:09:54.639>engineering

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<00:09:54.640>requirements <00:09:54.767>such <00:09:54.894>that <00:09:55.021>an <00:09:55.149>AI <00:09:55.276>engineering <00:09:55.403>or <00:09:55.530>AI <00:09:55.658>coding <00:09:55.785>system <00:09:55.912>can <00:09:56.040>actually

00:09:56.270 --> 00:09:56.280 align:start position:0%
<00:09:56.270>or <00:09:56.271>AI <00:09:56.273>coding <00:09:56.275>system <00:09:56.277>can <00:09:56.279>actually

00:09:56.280 --> 00:09:58.390 align:start position:0%
<00:09:56.280>or <00:09:56.407>AI <00:09:56.534>coding <00:09:56.661>system <00:09:56.789>can <00:09:56.916>actually <00:09:57.043>correctly <00:09:57.170>translate <00:09:57.298>it <00:09:57.425>in <00:09:57.552>working <00:09:57.680>code.

00:09:58.390 --> 00:09:58.400 align:start position:0%
<00:09:58.390>correctly <00:09:58.391>translate <00:09:58.393>it <00:09:58.395>in <00:09:58.397>working <00:09:58.399>code.

00:09:58.400 --> 00:10:00.670 align:start position:0%
<00:09:58.400>correctly <00:09:58.493>translate <00:09:58.586>it <00:09:58.680>in <00:09:58.773>working <00:09:58.866>code. <00:09:58.959>And <00:09:59.053>then <00:09:59.146>QA <00:09:59.240>could <00:09:59.333>be <00:09:59.426>to <00:09:59.520>some <00:09:59.613>extent <00:09:59.706>be <00:09:59.800>a

00:10:00.670 --> 00:10:00.680 align:start position:0%
<00:10:00.670>And <00:10:00.670>then <00:10:00.671>QA <00:10:00.673>could <00:10:00.674>be <00:10:00.675>to <00:10:00.675>some <00:10:00.676>extent <00:10:00.678>be <00:10:00.679>a

00:10:00.680 --> 00:10:01.870 align:start position:0%
<00:10:00.680>And <00:10:00.787>then <00:10:00.894>QA <00:10:01.001>could <00:10:01.108>be <00:10:01.215>to <00:10:01.322>some <00:10:01.429>extent <00:10:01.536>be <00:10:01.643>a <00:10:01.751>solved.

00:10:01.870 --> 00:10:01.880 align:start position:0%
solved.

00:10:01.880 --> 00:10:03.190 align:start position:0%
<00:10:01.880>solved. <00:10:02.048>But <00:10:02.216>but <00:10:02.385>it <00:10:02.553>then <00:10:02.722>relies <00:10:02.890>on <00:10:03.059>your

00:10:03.190 --> 00:10:03.200 align:start position:0%
<00:10:03.190>But <00:10:03.191>but <00:10:03.193>it <00:10:03.194>then <00:10:03.196>relies <00:10:03.197>on <00:10:03.199>your

00:10:03.200 --> 00:10:05.070 align:start position:0%
<00:10:03.200>But <00:10:03.375>but <00:10:03.550>it <00:10:03.725>then <00:10:03.900>relies <00:10:04.075>on <00:10:04.250>your <00:10:04.425>confidence <00:10:04.600>that

00:10:05.070 --> 00:10:05.080 align:start position:0%
<00:10:05.070>confidence <00:10:05.079>that

00:10:05.080 --> 00:10:07.270 align:start position:0%
<00:10:05.080>confidence <00:10:05.220>that <00:10:05.360>&gt;&gt; <00:10:05.500>I <00:10:05.640>I <00:10:05.780>agree <00:10:05.920>with <00:10:06.060>you, <00:10:06.200>right? <00:10:06.340>It's <00:10:06.480>shifting

00:10:07.270 --> 00:10:07.280 align:start position:0%
<00:10:07.270>&gt;&gt; <00:10:07.271>I <00:10:07.272>I <00:10:07.273>agree <00:10:07.274>with <00:10:07.275>you, <00:10:07.276>right? <00:10:07.277>It's <00:10:07.279>shifting

00:10:07.280 --> 00:10:08.950 align:start position:0%
<00:10:07.280>&gt;&gt; <00:10:07.373>I <00:10:07.466>I <00:10:07.560>agree <00:10:07.653>with <00:10:07.746>you, <00:10:07.839>right? <00:10:07.933>It's <00:10:08.026>shifting <00:10:08.120>left <00:10:08.213>that <00:10:08.306>you <00:10:08.400>need <00:10:08.493>to <00:10:08.586>specify <00:10:08.680>better

00:10:08.950 --> 00:10:08.960 align:start position:0%
<00:10:08.950>left <00:10:08.951>that <00:10:08.953>you <00:10:08.954>need <00:10:08.956>to <00:10:08.957>specify <00:10:08.959>better

00:10:08.960 --> 00:10:10.630 align:start position:0%
<00:10:08.960>left <00:10:09.067>that <00:10:09.175>you <00:10:09.283>need <00:10:09.390>to <00:10:09.498>specify <00:10:09.606>better <00:10:09.713>requirements, <00:10:09.821>but <00:10:09.929>then <00:10:10.036>you <00:10:10.144>still <00:10:10.252>have <00:10:10.360>to

00:10:10.630 --> 00:10:10.640 align:start position:0%
<00:10:10.630>requirements, <00:10:10.631>but <00:10:10.633>then <00:10:10.634>you <00:10:10.636>still <00:10:10.637>have <00:10:10.639>to

00:10:10.640 --> 00:10:13.870 align:start position:0%
<00:10:10.640>requirements, <00:10:10.767>but <00:10:10.894>then <00:10:11.021>you <00:10:11.149>still <00:10:11.276>have <00:10:11.403>to <00:10:11.530>be <00:10:11.658>confident <00:10:11.785>that <00:10:11.912>what's <00:10:12.040>generated

00:10:13.870 --> 00:10:13.880 align:start position:0%
<00:10:13.870>be <00:10:13.872>confident <00:10:13.874>that <00:10:13.876>what's <00:10:13.879>generated

00:10:13.880 --> 00:10:15.630 align:start position:0%
<00:10:13.880>be <00:10:14.020>confident <00:10:14.160>that <00:10:14.300>what's <00:10:14.439>generated <00:10:14.580>actually <00:10:14.720>works, <00:10:14.860>right? <00:10:15.000>And <00:10:15.140>that's <00:10:15.280>kind

00:10:15.630 --> 00:10:15.640 align:start position:0%
<00:10:15.630>actually <00:10:15.631>works, <00:10:15.633>right? <00:10:15.635>And <00:10:15.637>that's <00:10:15.639>kind

00:10:15.640 --> 00:10:19.110 align:start position:0%
<00:10:15.640>actually <00:10:15.740>works, <00:10:15.840>right? <00:10:15.939>And <00:10:16.040>that's <00:10:16.140>kind <00:10:16.240>of <00:10:16.340>the <00:10:16.439>point <00:10:16.540>where <00:10:16.640>you <00:10:16.740>have <00:10:16.840>to <00:10:16.939>have <00:10:17.040>some

00:10:19.110 --> 00:10:19.120 align:start position:0%
<00:10:19.110>of <00:10:19.111>the <00:10:19.112>point <00:10:19.113>where <00:10:19.114>you <00:10:19.115>have <00:10:19.116>to <00:10:19.117>have <00:10:19.119>some

00:10:19.120 --> 00:10:20.030 align:start position:0%
<00:10:19.120>of <00:10:19.201>the <00:10:19.283>point <00:10:19.365>where <00:10:19.447>you <00:10:19.529>have <00:10:19.611>to <00:10:19.693>have <00:10:19.775>some <00:10:19.857>confidence, <00:10:19.939>right?

00:10:20.030 --> 00:10:20.040 align:start position:0%
<00:10:20.030>confidence, <00:10:20.039>right?

00:10:20.040 --> 00:10:22.750 align:start position:0%
<00:10:20.040>confidence, <00:10:20.156>right? <00:10:20.273>&gt;&gt; <00:10:20.390>The <00:10:20.506>real <00:10:20.623>QA <00:10:20.740>is <00:10:20.856>not <00:10:20.973>at <00:10:21.089>the <00:10:21.206>output, <00:10:21.323>the <00:10:21.439>QA

00:10:22.750 --> 00:10:22.760 align:start position:0%
<00:10:22.750>&gt;&gt; <00:10:22.750>The <00:10:22.751>real <00:10:22.752>QA <00:10:22.753>is <00:10:22.754>not <00:10:22.755>at <00:10:22.756>the <00:10:22.757>output, <00:10:22.758>the <00:10:22.759>QA

00:10:22.760 --> 00:10:24.110 align:start position:0%
<00:10:22.760>&gt;&gt; <00:10:22.823>The <00:10:22.887>real <00:10:22.951>QA <00:10:23.015>is <00:10:23.079>not <00:10:23.143>at <00:10:23.207>the <00:10:23.271>output, <00:10:23.335>the <00:10:23.399>QA <00:10:23.463>is <00:10:23.527>on <00:10:23.591>the <00:10:23.655>input. <00:10:23.719>I <00:10:23.783>think <00:10:23.847>this <00:10:23.911>is <00:10:23.975>the

00:10:24.110 --> 00:10:24.120 align:start position:0%
<00:10:24.110>is <00:10:24.111>on <00:10:24.112>the <00:10:24.113>input. <00:10:24.114>I <00:10:24.115>think <00:10:24.116>this <00:10:24.117>is <00:10:24.119>the

00:10:24.120 --> 00:10:25.550 align:start position:0%
<00:10:24.120>is <00:10:24.200>on <00:10:24.280>the <00:10:24.361>input. <00:10:24.441>I <00:10:24.522>think <00:10:24.602>this <00:10:24.683>is <00:10:24.763>the <00:10:24.843>shift <00:10:24.924>left <00:10:25.004>that <00:10:25.085>we <00:10:25.165>are <00:10:25.246>seeing <00:10:25.326>now <00:10:25.406>more

00:10:25.550 --> 00:10:25.560 align:start position:0%
<00:10:25.550>shift <00:10:25.551>left <00:10:25.552>that <00:10:25.553>we <00:10:25.555>are <00:10:25.556>seeing <00:10:25.557>now <00:10:25.559>more

00:10:25.560 --> 00:10:26.590 align:start position:0%
<00:10:25.560>shift <00:10:25.663>left <00:10:25.766>that <00:10:25.868>we <00:10:25.972>are <00:10:26.075>seeing <00:10:26.178>now <00:10:26.281>more <00:10:26.384>and <00:10:26.487>more.

00:10:26.590 --> 00:10:26.600 align:start position:0%
<00:10:26.590>and <00:10:26.599>more.

00:10:26.600 --> 00:10:29.470 align:start position:0%
<00:10:26.600>and <00:10:26.727>more. <00:10:26.854>&gt;&gt; <00:10:26.981>You <00:10:27.109>are <00:10:27.236>right <00:10:27.363>in <00:10:27.490>the <00:10:27.618>last <00:10:27.745>part, <00:10:27.872>but <00:10:28.000>the

00:10:29.470 --> 00:10:29.480 align:start position:0%
<00:10:29.470>&gt;&gt; <00:10:29.471>You <00:10:29.472>are <00:10:29.473>right <00:10:29.474>in <00:10:29.475>the <00:10:29.476>last <00:10:29.477>part, <00:10:29.478>but <00:10:29.479>the

00:10:29.480 --> 00:10:31.270 align:start position:0%
<00:10:29.480>&gt;&gt; <00:10:29.567>You <00:10:29.655>are <00:10:29.742>right <00:10:29.830>in <00:10:29.917>the <00:10:30.005>last <00:10:30.092>part, <00:10:30.180>but <00:10:30.267>the <00:10:30.355>the <00:10:30.442>original <00:10:30.530>intent <00:10:30.617>is <00:10:30.705>actually <00:10:30.792>not <00:10:30.880>the

00:10:31.270 --> 00:10:31.280 align:start position:0%
<00:10:31.270>the <00:10:31.271>original <00:10:31.273>intent <00:10:31.274>is <00:10:31.276>actually <00:10:31.277>not <00:10:31.279>the

00:10:31.280 --> 00:10:33.230 align:start position:0%
<00:10:31.280>the <00:10:31.380>original <00:10:31.480>intent <00:10:31.579>is <00:10:31.680>actually <00:10:31.780>not <00:10:31.880>the <00:10:31.980>same. <00:10:32.079>And <00:10:32.180>you <00:10:32.280>know <00:10:32.380>I'm <00:10:32.480>taking <00:10:32.579>it's <00:10:32.680>okay,

00:10:33.230 --> 00:10:33.240 align:start position:0%
<00:10:33.230>same. <00:10:33.231>And <00:10:33.232>you <00:10:33.233>know <00:10:33.235>I'm <00:10:33.236>taking <00:10:33.237>it's <00:10:33.239>okay,

00:10:33.240 --> 00:10:34.037 align:start position:0%
<00:10:33.240>same. <00:10:33.329>And <00:10:33.419>you <00:10:33.508>know <00:10:33.598>I'm <00:10:33.688>taking <00:10:33.777>it's <00:10:33.867>okay, <00:10:33.957>right?

00:10:34.037 --> 00:10:34.047 align:start position:0%
right?

00:10:34.047 --> 00:10:34.950 align:start position:0%
<00:10:34.047>right? <00:10:34.453>&gt;&gt; <00:10:34.859>[laughter]

00:10:34.950 --> 00:10:34.960 align:start position:0%
<00:10:34.950>&gt;&gt; <00:10:34.959>[laughter]

00:10:34.960 --> 00:10:36.750 align:start position:0%
<00:10:34.960>&gt;&gt; <00:10:35.135>[laughter] <00:10:35.310>&gt;&gt; <00:10:35.485>The <00:10:35.660>the <00:10:35.835>intent <00:10:36.010>that <00:10:36.185>the <00:10:36.360>software

00:10:36.750 --> 00:10:36.760 align:start position:0%
<00:10:36.750>&gt;&gt; <00:10:36.751>The <00:10:36.753>the <00:10:36.754>intent <00:10:36.756>that <00:10:36.757>the <00:10:36.759>software

00:10:36.760 --> 00:10:38.950 align:start position:0%
<00:10:36.760>&gt;&gt; <00:10:36.867>The <00:10:36.975>the <00:10:37.083>intent <00:10:37.190>that <00:10:37.298>the <00:10:37.406>software <00:10:37.513>developer <00:10:37.621>when <00:10:37.729>they <00:10:37.836>say <00:10:37.944>write <00:10:38.052>this, <00:10:38.160>you

00:10:38.950 --> 00:10:38.960 align:start position:0%
<00:10:38.950>developer <00:10:38.951>when <00:10:38.953>they <00:10:38.954>say <00:10:38.956>write <00:10:38.957>this, <00:10:38.959>you

00:10:38.960 --> 00:10:40.510 align:start position:0%
<00:10:38.960>developer <00:10:39.059>when <00:10:39.159>they <00:10:39.258>say <00:10:39.358>write <00:10:39.458>this, <00:10:39.557>you <00:10:39.657>know, <00:10:39.757>create <00:10:39.856>this <00:10:39.956>car <00:10:40.056>race <00:10:40.155>for <00:10:40.255>me <00:10:40.355>or

00:10:40.510 --> 00:10:40.520 align:start position:0%
<00:10:40.510>know, <00:10:40.511>create <00:10:40.512>this <00:10:40.513>car <00:10:40.515>race <00:10:40.516>for <00:10:40.517>me <00:10:40.519>or

00:10:40.520 --> 00:10:42.829 align:start position:0%
<00:10:40.520>know, <00:10:40.620>create <00:10:40.720>this <00:10:40.819>car <00:10:40.920>race <00:10:41.020>for <00:10:41.120>me <00:10:41.220>or <00:10:41.319>whatever <00:10:41.420>it <00:10:41.520>is, <00:10:41.620>right? <00:10:41.720>In <00:10:41.819>many <00:10:41.920>ways,

00:10:42.829 --> 00:10:42.839 align:start position:0%
<00:10:42.829>whatever <00:10:42.830>it <00:10:42.832>is, <00:10:42.833>right? <00:10:42.834>In <00:10:42.836>many <00:10:42.838>ways,

00:10:42.839 --> 00:10:45.110 align:start position:0%
<00:10:42.839>whatever <00:10:42.946>it <00:10:43.054>is, <00:10:43.162>right? <00:10:43.269>In <00:10:43.377>many <00:10:43.485>ways, <00:10:43.592>they <00:10:43.700>if <00:10:43.808>you <00:10:43.915>create <00:10:44.023>a <00:10:44.131>good <00:10:44.238>deep

00:10:45.110 --> 00:10:45.120 align:start position:0%
<00:10:45.110>they <00:10:45.111>if <00:10:45.113>you <00:10:45.114>create <00:10:45.116>a <00:10:45.117>good <00:10:45.119>deep

00:10:45.120 --> 00:10:46.790 align:start position:0%
<00:10:45.120>they <00:10:45.247>if <00:10:45.374>you <00:10:45.501>create <00:10:45.629>a <00:10:45.756>good <00:10:45.883>deep <00:10:46.010>production <00:10:46.138>deployment <00:10:46.265>of <00:10:46.392>something, <00:10:46.520>an

00:10:46.790 --> 00:10:46.800 align:start position:0%
<00:10:46.790>production <00:10:46.792>deployment <00:10:46.794>of <00:10:46.796>something, <00:10:46.799>an

00:10:46.800 --> 00:10:49.190 align:start position:0%
<00:10:46.800>production <00:10:46.927>deployment <00:10:47.054>of <00:10:47.181>something, <00:10:47.309>an <00:10:47.436>application, <00:10:47.563>they <00:10:47.690>have <00:10:47.818>to <00:10:47.945>go <00:10:48.072>deeper <00:10:48.199>into

00:10:49.190 --> 00:10:49.200 align:start position:0%
<00:10:49.190>application, <00:10:49.191>they <00:10:49.193>have <00:10:49.194>to <00:10:49.196>go <00:10:49.197>deeper <00:10:49.199>into

00:10:49.200 --> 00:10:50.590 align:start position:0%
<00:10:49.200>application, <00:10:49.313>they <00:10:49.427>have <00:10:49.541>to <00:10:49.654>go <00:10:49.768>deeper <00:10:49.882>into <00:10:49.996>implementation <00:10:50.109>details <00:10:50.223>even <00:10:50.337>in <00:10:50.451>the

00:10:50.590 --> 00:10:50.600 align:start position:0%
<00:10:50.590>implementation <00:10:50.592>details <00:10:50.594>even <00:10:50.596>in <00:10:50.599>the

00:10:50.600 --> 00:10:52.390 align:start position:0%
<00:10:50.600>implementation <00:10:50.707>details <00:10:50.815>even <00:10:50.923>in <00:10:51.030>the <00:10:51.138>intent. <00:10:51.246>I <00:10:51.353>want <00:10:51.461>it <00:10:51.569>to <00:10:51.676>be <00:10:51.784>scalable, <00:10:51.892>I <00:10:52.000>want

00:10:52.390 --> 00:10:52.400 align:start position:0%
<00:10:52.390>intent. <00:10:52.391>I <00:10:52.392>want <00:10:52.393>it <00:10:52.394>to <00:10:52.395>be <00:10:52.396>scalable, <00:10:52.397>I <00:10:52.399>want

00:10:52.400 --> 00:10:53.670 align:start position:0%
<00:10:52.400>intent. <00:10:52.476>I <00:10:52.552>want <00:10:52.628>it <00:10:52.704>to <00:10:52.781>be <00:10:52.857>scalable, <00:10:52.933>I <00:10:53.009>want <00:10:53.085>it <00:10:53.161>to <00:10:53.238>be <00:10:53.314>distributed, <00:10:53.390>you <00:10:53.466>know, <00:10:53.543>those

00:10:53.670 --> 00:10:53.680 align:start position:0%
<00:10:53.670>it <00:10:53.671>to <00:10:53.673>be <00:10:53.674>distributed, <00:10:53.675>you <00:10:53.677>know, <00:10:53.679>those

00:10:53.680 --> 00:10:54.829 align:start position:0%
<00:10:53.680>it <00:10:53.794>to <00:10:53.909>be <00:10:54.024>distributed, <00:10:54.139>you <00:10:54.254>know, <00:10:54.369>those <00:10:54.484>kind <00:10:54.599>of <00:10:54.714>things.

00:10:54.829 --> 00:10:54.839 align:start position:0%
<00:10:54.829>kind <00:10:54.833>of <00:10:54.838>things.

00:10:54.839 --> 00:10:57.510 align:start position:0%
<00:10:54.839>kind <00:10:55.013>of <00:10:55.189>things. <00:10:55.363>Whereas <00:10:55.539>from <00:10:55.714>an <00:10:55.888>intent <00:10:56.064>of <00:10:56.238>the

00:10:57.510 --> 00:10:57.520 align:start position:0%
<00:10:57.510>Whereas <00:10:57.511>from <00:10:57.513>an <00:10:57.515>intent <00:10:57.517>of <00:10:57.519>the

00:10:57.520 --> 00:11:00.150 align:start position:0%
<00:10:57.520>Whereas <00:10:57.675>from <00:10:57.831>an <00:10:57.986>intent <00:10:58.142>of <00:10:58.297>the <00:10:58.453>application <00:10:58.608>perspective, <00:10:58.764>those <00:10:58.920>things

00:11:00.150 --> 00:11:00.160 align:start position:0%
<00:11:00.150>application <00:11:00.153>perspective, <00:11:00.156>those <00:11:00.159>things

00:11:00.160 --> 00:11:02.430 align:start position:0%
<00:11:00.160>application <00:11:00.393>perspective, <00:11:00.626>those <00:11:00.860>things <00:11:01.093>have <00:11:01.326>to <00:11:01.560>be

00:11:02.430 --> 00:11:02.440 align:start position:0%
<00:11:02.430>have <00:11:02.434>to <00:11:02.439>be

00:11:02.440 --> 00:11:04.270 align:start position:0%
<00:11:02.440>have <00:11:02.790>to <00:11:03.140>be <00:11:03.490>conceptualized <00:11:03.840>differently.

00:11:04.270 --> 00:11:04.280 align:start position:0%
<00:11:04.270>conceptualized <00:11:04.279>differently.

00:11:04.280 --> 00:11:05.710 align:start position:0%
<00:11:04.280>conceptualized <00:11:04.440>differently. <00:11:04.601>At <00:11:04.762>the <00:11:04.923>principle <00:11:05.084>level, <00:11:05.245>you <00:11:05.406>are <00:11:05.567>right,

00:11:05.710 --> 00:11:05.720 align:start position:0%
<00:11:05.710>At <00:11:05.711>the <00:11:05.713>principle <00:11:05.714>level, <00:11:05.716>you <00:11:05.717>are <00:11:05.719>right,

00:11:05.720 --> 00:11:06.710 align:start position:0%
<00:11:05.720>At <00:11:05.788>the <00:11:05.857>principle <00:11:05.925>level, <00:11:05.994>you <00:11:06.062>are <00:11:06.131>right, <00:11:06.199>you <00:11:06.268>know, <00:11:06.336>at <00:11:06.405>some <00:11:06.473>point <00:11:06.542>those <00:11:06.611>things

00:11:06.710 --> 00:11:06.720 align:start position:0%
<00:11:06.710>you <00:11:06.711>know, <00:11:06.713>at <00:11:06.714>some <00:11:06.716>point <00:11:06.717>those <00:11:06.719>things

00:11:06.720 --> 00:11:09.190 align:start position:0%
<00:11:06.720>you <00:11:06.836>know, <00:11:06.953>at <00:11:07.070>some <00:11:07.186>point <00:11:07.303>those <00:11:07.420>things <00:11:07.536>will <00:11:07.653>become <00:11:07.770>the <00:11:07.886>same, <00:11:08.003>but <00:11:08.120>practically

00:11:09.190 --> 00:11:09.200 align:start position:0%
<00:11:09.190>will <00:11:09.191>become <00:11:09.193>the <00:11:09.195>same, <00:11:09.197>but <00:11:09.199>practically

00:11:09.200 --> 00:11:11.790 align:start position:0%
<00:11:09.200>will <00:11:09.327>become <00:11:09.454>the <00:11:09.581>same, <00:11:09.709>but <00:11:09.836>practically <00:11:09.963>they <00:11:10.090>are <00:11:10.218>defined <00:11:10.345>differently <00:11:10.472>today. <00:11:10.600>And

00:11:11.790 --> 00:11:11.800 align:start position:0%
<00:11:11.790>they <00:11:11.791>are <00:11:11.793>defined <00:11:11.795>differently <00:11:11.797>today. <00:11:11.799>And

00:11:11.800 --> 00:11:13.070 align:start position:0%
<00:11:11.800>they <00:11:11.881>are <00:11:11.963>defined <00:11:12.044>differently <00:11:12.126>today. <00:11:12.208>And <00:11:12.289>and <00:11:12.371>for <00:11:12.453>a <00:11:12.534>long <00:11:12.616>period <00:11:12.698>of <00:11:12.779>time <00:11:12.861>they'll <00:11:12.943>be

00:11:13.070 --> 00:11:13.080 align:start position:0%
<00:11:13.070>and <00:11:13.071>for <00:11:13.072>a <00:11:13.073>long <00:11:13.074>period <00:11:13.075>of <00:11:13.076>time <00:11:13.077>they'll <00:11:13.079>be

00:11:13.080 --> 00:11:14.790 align:start position:0%
<00:11:13.080>and <00:11:13.180>for <00:11:13.280>a <00:11:13.380>long <00:11:13.480>period <00:11:13.580>of <00:11:13.680>time <00:11:13.780>they'll <00:11:13.880>be <00:11:13.980>defined <00:11:14.080>kind <00:11:14.180>of, <00:11:14.280>you <00:11:14.380>know, <00:11:14.480>differently.

00:11:14.790 --> 00:11:14.800 align:start position:0%
<00:11:14.790>defined <00:11:14.791>kind <00:11:14.793>of, <00:11:14.795>you <00:11:14.797>know, <00:11:14.799>differently.

00:11:14.800 --> 00:11:16.430 align:start position:0%
<00:11:14.800>defined <00:11:14.916>kind <00:11:15.033>of, <00:11:15.150>you <00:11:15.266>know, <00:11:15.383>differently. <00:11:15.500>As <00:11:15.616>a <00:11:15.733>developer, <00:11:15.849>the <00:11:15.966>way <00:11:16.083>you <00:11:16.199>express

00:11:16.430 --> 00:11:16.440 align:start position:0%
<00:11:16.430>As <00:11:16.431>a <00:11:16.433>developer, <00:11:16.434>the <00:11:16.436>way <00:11:16.437>you <00:11:16.439>express

00:11:16.440 --> 00:11:19.430 align:start position:0%
<00:11:16.440>As <00:11:16.547>a <00:11:16.655>developer, <00:11:16.763>the <00:11:16.870>way <00:11:16.978>you <00:11:17.086>express <00:11:17.193>intent <00:11:17.301>is <00:11:17.409>quite <00:11:17.516>different <00:11:17.624>than <00:11:17.732>what <00:11:17.840>a

00:11:19.430 --> 00:11:19.440 align:start position:0%
<00:11:19.430>intent <00:11:19.431>is <00:11:19.433>quite <00:11:19.434>different <00:11:19.436>than <00:11:19.437>what <00:11:19.439>a

00:11:19.440 --> 00:11:21.470 align:start position:0%
<00:11:19.440>intent <00:11:19.580>is <00:11:19.720>quite <00:11:19.860>different <00:11:20.000>than <00:11:20.140>what <00:11:20.280>a <00:11:20.420>product <00:11:20.560>manager <00:11:20.700>will <00:11:20.840>say

00:11:21.470 --> 00:11:21.480 align:start position:0%
<00:11:21.470>product <00:11:21.473>manager <00:11:21.476>will <00:11:21.479>say

00:11:21.480 --> 00:11:23.630 align:start position:0%
<00:11:21.480>product <00:11:21.713>manager <00:11:21.946>will <00:11:22.180>say <00:11:22.413>today. <00:11:22.646>Right? <00:11:22.880>And

00:11:23.630 --> 00:11:23.640 align:start position:0%
<00:11:23.630>today. <00:11:23.634>Right? <00:11:23.639>And

00:11:23.640 --> 00:11:26.550 align:start position:0%
<00:11:23.640>today. <00:11:23.767>Right? <00:11:23.894>And <00:11:24.021>in <00:11:24.149>in <00:11:24.276>maybe <00:11:24.403>some <00:11:24.530>future <00:11:24.658>that <00:11:24.785>will <00:11:24.912>be <00:11:25.040>the

00:11:26.550 --> 00:11:26.560 align:start position:0%
<00:11:26.550>in <00:11:26.551>in <00:11:26.552>maybe <00:11:26.553>some <00:11:26.554>future <00:11:26.555>that <00:11:26.556>will <00:11:26.557>be <00:11:26.559>the

00:11:26.560 --> 00:11:28.790 align:start position:0%
<00:11:26.560>in <00:11:26.642>in <00:11:26.724>maybe <00:11:26.807>some <00:11:26.889>future <00:11:26.971>that <00:11:27.054>will <00:11:27.136>be <00:11:27.218>the <00:11:27.301>same, <00:11:27.383>but <00:11:27.465>I <00:11:27.548>think <00:11:27.630>you <00:11:27.712>know, <00:11:27.795>back <00:11:27.877>to <00:11:27.959>your

00:11:28.790 --> 00:11:28.800 align:start position:0%
<00:11:28.790>same, <00:11:28.791>but <00:11:28.792>I <00:11:28.793>think <00:11:28.794>you <00:11:28.795>know, <00:11:28.796>back <00:11:28.797>to <00:11:28.799>your

00:11:28.800 --> 00:11:29.870 align:start position:0%
<00:11:28.800>same, <00:11:28.906>but <00:11:29.014>I <00:11:29.121>think <00:11:29.228>you <00:11:29.335>know, <00:11:29.442>back <00:11:29.549>to <00:11:29.656>your <00:11:29.763>point,

00:11:29.870 --> 00:11:29.880 align:start position:0%
point,

00:11:29.880 --> 00:11:31.790 align:start position:0%
<00:11:29.880>point, <00:11:30.160>you <00:11:30.439>can't <00:11:30.720>do <00:11:31.000>trust-based <00:11:31.280>development.

00:11:31.790 --> 00:11:31.800 align:start position:0%
<00:11:31.790>you <00:11:31.792>can't <00:11:31.794>do <00:11:31.796>trust-based <00:11:31.799>development.

00:11:31.800 --> 00:11:32.590 align:start position:0%
<00:11:31.800>you <00:11:31.864>can't <00:11:31.929>do <00:11:31.993>trust-based <00:11:32.058>development. <00:11:32.123>You <00:11:32.187>also <00:11:32.252>have <00:11:32.317>to <00:11:32.381>[clears <00:11:32.446>throat] <00:11:32.511>make

00:11:32.590 --> 00:11:32.600 align:start position:0%
<00:11:32.590>You <00:11:32.591>also <00:11:32.593>have <00:11:32.594>to <00:11:32.596>[clears <00:11:32.597>throat] <00:11:32.599>make

00:11:32.600 --> 00:11:34.350 align:start position:0%
<00:11:32.600>You <00:11:32.700>also <00:11:32.800>have <00:11:32.900>to <00:11:33.000>[clears <00:11:33.100>throat] <00:11:33.200>make <00:11:33.300>sure <00:11:33.400>that <00:11:33.500>at <00:11:33.600>every <00:11:33.700>point <00:11:33.800>you <00:11:33.900>have <00:11:34.000>the

00:11:34.350 --> 00:11:34.360 align:start position:0%
<00:11:34.350>sure <00:11:34.351>that <00:11:34.352>at <00:11:34.353>every <00:11:34.355>point <00:11:34.356>you <00:11:34.357>have <00:11:34.359>the

00:11:34.360 --> 00:11:37.150 align:start position:0%
<00:11:34.360>sure <00:11:34.460>that <00:11:34.560>at <00:11:34.660>every <00:11:34.760>point <00:11:34.860>you <00:11:34.960>have <00:11:35.060>the <00:11:35.160>observability, <00:11:35.260>you <00:11:35.360>have <00:11:35.460>the <00:11:35.560>you <00:11:35.660>have <00:11:35.760>the

00:11:37.150 --> 00:11:37.160 align:start position:0%
<00:11:37.150>observability, <00:11:37.151>you <00:11:37.153>have <00:11:37.154>the <00:11:37.156>you <00:11:37.157>have <00:11:37.159>the

00:11:37.160 --> 00:11:39.430 align:start position:0%
<00:11:37.160>observability, <00:11:37.300>you <00:11:37.439>have <00:11:37.579>the <00:11:37.719>you <00:11:37.860>have <00:11:38.000>the <00:11:38.140>metrics <00:11:38.280>being <00:11:38.420>produced <00:11:38.560>that

00:11:39.430 --> 00:11:39.440 align:start position:0%
<00:11:39.430>metrics <00:11:39.433>being <00:11:39.436>produced <00:11:39.439>that

00:11:39.440 --> 00:11:41.310 align:start position:0%
<00:11:39.440>metrics <00:11:39.567>being <00:11:39.694>produced <00:11:39.821>that <00:11:39.949>is <00:11:40.076>this <00:11:40.203>working <00:11:40.330>as <00:11:40.458>designed? <00:11:40.585>Can <00:11:40.712>I <00:11:40.840>be

00:11:41.310 --> 00:11:41.320 align:start position:0%
<00:11:41.310>is <00:11:41.311>this <00:11:41.312>working <00:11:41.313>as <00:11:41.315>designed? <00:11:41.316>Can <00:11:41.317>I <00:11:41.319>be

00:11:41.320 --> 00:11:43.390 align:start position:0%
<00:11:41.320>is <00:11:41.407>this <00:11:41.495>working <00:11:41.582>as <00:11:41.670>designed? <00:11:41.757>Can <00:11:41.845>I <00:11:41.932>be <00:11:42.020>sure? <00:11:42.107>And <00:11:42.195>what <00:11:42.282>are <00:11:42.370>the <00:11:42.457>things <00:11:42.545>I <00:11:42.632>can <00:11:42.720>put

00:11:43.390 --> 00:11:43.400 align:start position:0%
<00:11:43.390>sure? <00:11:43.391>And <00:11:43.392>what <00:11:43.393>are <00:11:43.394>the <00:11:43.395>things <00:11:43.396>I <00:11:43.397>can <00:11:43.399>put

00:11:43.400 --> 00:11:45.390 align:start position:0%
<00:11:43.400>sure? <00:11:43.482>And <00:11:43.564>what <00:11:43.647>are <00:11:43.729>the <00:11:43.811>things <00:11:43.894>I <00:11:43.976>can <00:11:44.058>put <00:11:44.141>into <00:11:44.223>the <00:11:44.305>data <00:11:44.388>path <00:11:44.470>to <00:11:44.552>know <00:11:44.635>that <00:11:44.717>it <00:11:44.800>is

00:11:45.390 --> 00:11:45.400 align:start position:0%
<00:11:45.390>into <00:11:45.391>the <00:11:45.392>data <00:11:45.393>path <00:11:45.394>to <00:11:45.395>know <00:11:45.396>that <00:11:45.397>it <00:11:45.399>is

00:11:45.400 --> 00:11:47.070 align:start position:0%
<00:11:45.400>into <00:11:45.527>the <00:11:45.654>data <00:11:45.781>path <00:11:45.909>to <00:11:46.036>know <00:11:46.163>that <00:11:46.290>it <00:11:46.418>is <00:11:46.545>working <00:11:46.672>as <00:11:46.800>designed?

00:11:47.070 --> 00:11:47.080 align:start position:0%
<00:11:47.070>working <00:11:47.074>as <00:11:47.079>designed?

00:11:47.080 --> 00:11:49.590 align:start position:0%
<00:11:47.080>working <00:11:47.196>as <00:11:47.313>designed? <00:11:47.430>&gt;&gt; <00:11:47.546>I'm <00:11:47.663>also <00:11:47.780>I <00:11:47.896>think <00:11:48.013>I'm <00:11:48.130>too <00:11:48.246>old <00:11:48.363>to <00:11:48.480>think

00:11:49.590 --> 00:11:49.600 align:start position:0%
<00:11:49.590>&gt;&gt; <00:11:49.591>I'm <00:11:49.592>also <00:11:49.593>I <00:11:49.594>think <00:11:49.595>I'm <00:11:49.596>too <00:11:49.597>old <00:11:49.598>to <00:11:49.599>think

00:11:49.600 --> 00:11:51.310 align:start position:0%
<00:11:49.600>&gt;&gt; <00:11:49.693>I'm <00:11:49.786>also <00:11:49.880>I <00:11:49.973>think <00:11:50.066>I'm <00:11:50.160>too <00:11:50.253>old <00:11:50.346>to <00:11:50.440>think <00:11:50.533>that <00:11:50.626>we <00:11:50.720>will <00:11:50.813>have <00:11:50.906>perfect <00:11:51.000>requirements,

00:11:51.310 --> 00:11:51.320 align:start position:0%
<00:11:51.310>that <00:11:51.311>we <00:11:51.313>will <00:11:51.315>have <00:11:51.317>perfect <00:11:51.319>requirements,

00:11:51.320 --> 00:11:53.750 align:start position:0%
<00:11:51.320>that <00:11:51.427>we <00:11:51.535>will <00:11:51.643>have <00:11:51.750>perfect <00:11:51.858>requirements, <00:11:51.966>right? <00:11:52.073>I <00:11:52.181>mean, <00:11:52.289>we <00:11:52.396>tried <00:11:52.504>that <00:11:52.612>over <00:11:52.720>the

00:11:53.750 --> 00:11:53.760 align:start position:0%
<00:11:53.750>right? <00:11:53.751>I <00:11:53.752>mean, <00:11:53.753>we <00:11:53.755>tried <00:11:53.756>that <00:11:53.757>over <00:11:53.759>the

00:11:53.760 --> 00:11:57.150 align:start position:0%
<00:11:53.760>right? <00:11:53.847>I <00:11:53.935>mean, <00:11:54.022>we <00:11:54.110>tried <00:11:54.197>that <00:11:54.285>over <00:11:54.372>the <00:11:54.460>past <00:11:54.547>4GL <00:11:54.635>tools. <00:11:54.722>We <00:11:54.810>had <00:11:54.897>UML, <00:11:54.985>we <00:11:55.072>did <00:11:55.160>so

00:11:57.150 --> 00:11:57.160 align:start position:0%
<00:11:57.150>past <00:11:57.151>4GL <00:11:57.152>tools. <00:11:57.153>We <00:11:57.154>had <00:11:57.155>UML, <00:11:57.156>we <00:11:57.157>did <00:11:57.159>so

00:11:57.160 --> 00:11:59.030 align:start position:0%
<00:11:57.160>past <00:11:57.253>4GL <00:11:57.346>tools. <00:11:57.439>We <00:11:57.533>had <00:11:57.626>UML, <00:11:57.719>we <00:11:57.813>did <00:11:57.906>so <00:11:58.000>many <00:11:58.093>things <00:11:58.186>to <00:11:58.280>generate <00:11:58.373>code. <00:11:58.466>We <00:11:58.560>always

00:11:59.030 --> 00:11:59.040 align:start position:0%
<00:11:59.030>many <00:11:59.031>things <00:11:59.033>to <00:11:59.034>generate <00:11:59.036>code. <00:11:59.037>We <00:11:59.039>always

00:11:59.040 --> 00:12:01.030 align:start position:0%
<00:11:59.040>many <00:11:59.167>things <00:11:59.294>to <00:11:59.421>generate <00:11:59.549>code. <00:11:59.676>We <00:11:59.803>always <00:11:59.930>thought <00:12:00.058>we <00:12:00.185>can <00:12:00.312>generate <00:12:00.439>code

00:12:01.030 --> 00:12:01.040 align:start position:0%
<00:12:01.030>thought <00:12:01.032>we <00:12:01.034>can <00:12:01.036>generate <00:12:01.039>code

00:12:01.040 --> 00:12:03.470 align:start position:0%
<00:12:01.040>thought <00:12:01.180>we <00:12:01.319>can <00:12:01.459>generate <00:12:01.599>code <00:12:01.740>from <00:12:01.880>perfect <00:12:02.020>requirements, <00:12:02.160>but <00:12:02.300>over <00:12:02.439>the

00:12:03.470 --> 00:12:03.480 align:start position:0%
<00:12:03.470>from <00:12:03.471>perfect <00:12:03.473>requirements, <00:12:03.475>but <00:12:03.477>over <00:12:03.479>the

00:12:03.480 --> 00:12:05.670 align:start position:0%
<00:12:03.480>from <00:12:03.596>perfect <00:12:03.713>requirements, <00:12:03.830>but <00:12:03.946>over <00:12:04.063>the <00:12:04.180>time, <00:12:04.296>that's <00:12:04.413>why <00:12:04.530>Agile <00:12:04.646>happened, <00:12:04.763>etc. <00:12:04.880>We

00:12:05.670 --> 00:12:05.680 align:start position:0%
<00:12:05.670>time, <00:12:05.671>that's <00:12:05.673>why <00:12:05.674>Agile <00:12:05.675>happened, <00:12:05.677>etc. <00:12:05.679>We

00:12:05.680 --> 00:12:08.390 align:start position:0%
<00:12:05.680>time, <00:12:05.835>that's <00:12:05.991>why <00:12:06.146>Agile <00:12:06.302>happened, <00:12:06.457>etc. <00:12:06.613>We <00:12:06.768>basically <00:12:06.924>figured <00:12:07.079>out

00:12:08.390 --> 00:12:08.400 align:start position:0%
<00:12:08.390>basically <00:12:08.394>figured <00:12:08.399>out

00:12:08.400 --> 00:12:10.390 align:start position:0%
<00:12:08.400>basically <00:12:08.540>figured <00:12:08.680>out <00:12:08.819>that <00:12:08.959>can't <00:12:09.100>be <00:12:09.240>done, <00:12:09.380>right? <00:12:09.520>We <00:12:09.660>are <00:12:09.800>not

00:12:10.390 --> 00:12:10.400 align:start position:0%
<00:12:10.390>that <00:12:10.391>can't <00:12:10.392>be <00:12:10.393>done, <00:12:10.395>right? <00:12:10.396>We <00:12:10.397>are <00:12:10.399>not

00:12:10.400 --> 00:12:12.830 align:start position:0%
<00:12:10.400>that <00:12:10.507>can't <00:12:10.615>be <00:12:10.723>done, <00:12:10.830>right? <00:12:10.938>We <00:12:11.046>are <00:12:11.153>not <00:12:11.261>perfect <00:12:11.369>on <00:12:11.476>the <00:12:11.584>requirement <00:12:11.692>side. <00:12:11.800>So,

00:12:12.830 --> 00:12:12.840 align:start position:0%
<00:12:12.830>perfect <00:12:12.831>on <00:12:12.833>the <00:12:12.835>requirement <00:12:12.837>side. <00:12:12.839>So,

00:12:12.840 --> 00:12:14.430 align:start position:0%
<00:12:12.840>perfect <00:12:12.947>on <00:12:13.055>the <00:12:13.163>requirement <00:12:13.270>side. <00:12:13.378>So, <00:12:13.486>that's <00:12:13.593>kind <00:12:13.701>of <00:12:13.809>the <00:12:13.916>issue, <00:12:14.024>right? <00:12:14.132>If <00:12:14.240>we

00:12:14.430 --> 00:12:14.440 align:start position:0%
<00:12:14.430>that's <00:12:14.431>kind <00:12:14.432>of <00:12:14.433>the <00:12:14.435>issue, <00:12:14.436>right? <00:12:14.437>If <00:12:14.439>we

00:12:14.440 --> 00:12:17.190 align:start position:0%
<00:12:14.440>that's <00:12:14.540>kind <00:12:14.640>of <00:12:14.740>the <00:12:14.840>issue, <00:12:14.940>right? <00:12:15.040>If <00:12:15.140>we <00:12:15.240>get <00:12:15.340>there <00:12:15.440>that <00:12:15.540>we <00:12:15.640>can <00:12:15.740>perfectly <00:12:15.840>describe

00:12:17.190 --> 00:12:17.200 align:start position:0%
<00:12:17.190>get <00:12:17.191>there <00:12:17.193>that <00:12:17.194>we <00:12:17.196>can <00:12:17.197>perfectly <00:12:17.199>describe

00:12:17.200 --> 00:12:17.790 align:start position:0%
<00:12:17.200>get <00:12:17.275>there <00:12:17.351>that <00:12:17.427>we <00:12:17.503>can <00:12:17.579>perfectly <00:12:17.655>describe <00:12:17.731>something.

00:12:17.790 --> 00:12:17.800 align:start position:0%
something.

00:12:17.800 --> 00:12:18.630 align:start position:0%
<00:12:17.800>something. <00:12:17.924>&gt;&gt; <00:12:18.049>I'm <00:12:18.173>going <00:12:18.298>to <00:12:18.422>make <00:12:18.547>my

00:12:18.630 --> 00:12:18.640 align:start position:0%
<00:12:18.630>&gt;&gt; <00:12:18.631>I'm <00:12:18.633>going <00:12:18.635>to <00:12:18.637>make <00:12:18.639>my

00:12:18.640 --> 00:12:20.590 align:start position:0%
<00:12:18.640>&gt;&gt; <00:12:18.733>I'm <00:12:18.826>going <00:12:18.920>to <00:12:19.013>make <00:12:19.106>my <00:12:19.199>&gt;&gt; <00:12:19.293>it <00:12:19.386>would <00:12:19.480>it <00:12:19.573>would <00:12:19.666>work, <00:12:19.760>right? <00:12:19.853>I <00:12:19.946>I <00:12:20.040>agree

00:12:20.590 --> 00:12:20.600 align:start position:0%
<00:12:20.590>&gt;&gt; <00:12:20.591>it <00:12:20.592>would <00:12:20.593>it <00:12:20.594>would <00:12:20.595>work, <00:12:20.596>right? <00:12:20.597>I <00:12:20.598>I <00:12:20.599>agree

00:12:20.600 --> 00:12:22.790 align:start position:0%
<00:12:20.600>&gt;&gt; <00:12:20.687>it <00:12:20.775>would <00:12:20.862>it <00:12:20.950>would <00:12:21.037>work, <00:12:21.125>right? <00:12:21.212>I <00:12:21.300>I <00:12:21.387>agree <00:12:21.475>with <00:12:21.562>you, <00:12:21.650>but <00:12:21.737>it's <00:12:21.825>it's <00:12:21.912>very <00:12:22.000>hard.

00:12:22.790 --> 00:12:22.800 align:start position:0%
<00:12:22.790>with <00:12:22.791>you, <00:12:22.793>but <00:12:22.794>it's <00:12:22.795>it's <00:12:22.797>very <00:12:22.799>hard.

00:12:22.800 --> 00:12:25.310 align:start position:0%
<00:12:22.800>with <00:12:22.900>you, <00:12:23.000>but <00:12:23.099>it's <00:12:23.199>it's <00:12:23.300>very <00:12:23.400>hard. <00:12:23.500>&gt;&gt; <00:12:23.599>like <00:12:23.699>an <00:12:23.800>all-star, <00:12:23.900>and <00:12:24.000>I <00:12:24.099>would <00:12:24.199>actually

00:12:25.310 --> 00:12:25.320 align:start position:0%
<00:12:25.310>&gt;&gt; <00:12:25.311>like <00:12:25.312>an <00:12:25.313>all-star, <00:12:25.315>and <00:12:25.316>I <00:12:25.317>would <00:12:25.319>actually

00:12:25.320 --> 00:12:26.630 align:start position:0%
<00:12:25.320>&gt;&gt; <00:12:25.404>like <00:12:25.488>an <00:12:25.572>all-star, <00:12:25.656>and <00:12:25.741>I <00:12:25.825>would <00:12:25.909>actually <00:12:25.993>this <00:12:26.077>is <00:12:26.162>a <00:12:26.246>bit <00:12:26.330>more <00:12:26.414>philosophical. <00:12:26.499>I

00:12:26.630 --> 00:12:26.640 align:start position:0%
<00:12:26.630>this <00:12:26.631>is <00:12:26.633>a <00:12:26.634>bit <00:12:26.636>more <00:12:26.637>philosophical. <00:12:26.639>I

00:12:26.640 --> 00:12:28.630 align:start position:0%
<00:12:26.640>this <00:12:26.756>is <00:12:26.873>a <00:12:26.990>bit <00:12:27.106>more <00:12:27.223>philosophical. <00:12:27.340>I <00:12:27.456>wouldn't <00:12:27.573>I <00:12:27.689>wouldn't <00:12:27.806>separate <00:12:27.923>that <00:12:28.040>the

00:12:28.630 --> 00:12:28.640 align:start position:0%
<00:12:28.630>wouldn't <00:12:28.631>I <00:12:28.633>wouldn't <00:12:28.635>separate <00:12:28.637>that <00:12:28.639>the

00:12:28.640 --> 00:12:31.230 align:start position:0%
<00:12:28.640>wouldn't <00:12:28.756>I <00:12:28.873>wouldn't <00:12:28.990>separate <00:12:29.106>that <00:12:29.223>the <00:12:29.340>intent <00:12:29.456>of <00:12:29.573>an <00:12:29.689>product <00:12:29.806>manager <00:12:29.923>or <00:12:30.040>product

00:12:31.230 --> 00:12:31.240 align:start position:0%
<00:12:31.230>intent <00:12:31.231>of <00:12:31.233>an <00:12:31.234>product <00:12:31.236>manager <00:12:31.237>or <00:12:31.239>product

00:12:31.240 --> 00:12:32.910 align:start position:0%
<00:12:31.240>intent <00:12:31.347>of <00:12:31.455>an <00:12:31.563>product <00:12:31.670>manager <00:12:31.778>or <00:12:31.886>product <00:12:31.993>owner <00:12:32.101>and <00:12:32.209>the <00:12:32.316>intent <00:12:32.424>of <00:12:32.532>an <00:12:32.640>engineer.

00:12:32.910 --> 00:12:32.920 align:start position:0%
<00:12:32.910>owner <00:12:32.911>and <00:12:32.913>the <00:12:32.914>intent <00:12:32.915>of <00:12:32.917>an <00:12:32.919>engineer.

00:12:32.920 --> 00:12:34.710 align:start position:0%
<00:12:32.920>owner <00:12:33.013>and <00:12:33.106>the <00:12:33.199>intent <00:12:33.293>of <00:12:33.386>an <00:12:33.479>engineer. <00:12:33.573>They <00:12:33.666>need <00:12:33.760>to <00:12:33.853>be <00:12:33.946>two <00:12:34.040>sides <00:12:34.133>of <00:12:34.226>the <00:12:34.319>same

00:12:34.710 --> 00:12:34.720 align:start position:0%
<00:12:34.710>They <00:12:34.711>need <00:12:34.712>to <00:12:34.713>be <00:12:34.714>two <00:12:34.715>sides <00:12:34.716>of <00:12:34.717>the <00:12:34.719>same

00:12:34.720 --> 00:12:36.270 align:start position:0%
<00:12:34.720>They <00:12:34.807>need <00:12:34.894>to <00:12:34.981>be <00:12:35.068>two <00:12:35.155>sides <00:12:35.243>of <00:12:35.330>the <00:12:35.417>same <00:12:35.504>kind <00:12:35.591>of <00:12:35.679>coin. <00:12:35.766>If <00:12:35.853>you <00:12:35.940>separate <00:12:36.027>these <00:12:36.115>two

00:12:36.270 --> 00:12:36.280 align:start position:0%
<00:12:36.270>kind <00:12:36.271>of <00:12:36.272>coin. <00:12:36.273>If <00:12:36.275>you <00:12:36.276>separate <00:12:36.277>these <00:12:36.279>two

00:12:36.280 --> 00:12:38.390 align:start position:0%
<00:12:36.280>kind <00:12:36.380>of <00:12:36.480>coin. <00:12:36.579>If <00:12:36.680>you <00:12:36.780>separate <00:12:36.880>these <00:12:36.980>two <00:12:37.079>much, <00:12:37.180>then <00:12:37.280>you <00:12:37.380>build <00:12:37.480>basically <00:12:37.579>a <00:12:37.680>system

00:12:38.390 --> 00:12:38.400 align:start position:0%
<00:12:38.390>much, <00:12:38.391>then <00:12:38.393>you <00:12:38.394>build <00:12:38.396>basically <00:12:38.397>a <00:12:38.399>system

00:12:38.400 --> 00:12:40.230 align:start position:0%
<00:12:38.400>much, <00:12:38.516>then <00:12:38.633>you <00:12:38.750>build <00:12:38.866>basically <00:12:38.983>a <00:12:39.100>system <00:12:39.216>for <00:12:39.333>the <00:12:39.449>system <00:12:39.566>purpose <00:12:39.683>without <00:12:39.800>really

00:12:40.230 --> 00:12:40.240 align:start position:0%
<00:12:40.230>for <00:12:40.231>the <00:12:40.233>system <00:12:40.235>purpose <00:12:40.237>without <00:12:40.239>really

00:12:40.240 --> 00:12:41.430 align:start position:0%
<00:12:40.240>for <00:12:40.393>the <00:12:40.546>system <00:12:40.699>purpose <00:12:40.852>without <00:12:41.005>really <00:12:41.158>having <00:12:41.310>a

00:12:41.430 --> 00:12:41.440 align:start position:0%
<00:12:41.430>having <00:12:41.439>a

00:12:41.440 --> 00:12:43.230 align:start position:0%
<00:12:41.440>having <00:12:41.615>a <00:12:41.790>let's <00:12:41.965>say <00:12:42.140>a <00:12:42.315>use <00:12:42.490>case <00:12:42.665>in <00:12:42.840>mind.

00:12:43.230 --> 00:12:43.240 align:start position:0%
<00:12:43.230>let's <00:12:43.231>say <00:12:43.233>a <00:12:43.234>use <00:12:43.236>case <00:12:43.237>in <00:12:43.239>mind.

00:12:43.240 --> 00:12:45.590 align:start position:0%
<00:12:43.240>let's <00:12:43.333>say <00:12:43.426>a <00:12:43.520>use <00:12:43.613>case <00:12:43.706>in <00:12:43.800>mind. <00:12:43.893>&gt;&gt; <00:12:43.986>I <00:12:44.080>mean, <00:12:44.173>I <00:12:44.266>came <00:12:44.360>from <00:12:44.453>senior <00:12:44.546>engineer <00:12:44.640>into

00:12:45.590 --> 00:12:45.600 align:start position:0%
<00:12:45.590>&gt;&gt; <00:12:45.591>I <00:12:45.592>mean, <00:12:45.593>I <00:12:45.594>came <00:12:45.595>from <00:12:45.596>senior <00:12:45.597>engineer <00:12:45.599>into

00:12:45.600 --> 00:12:47.430 align:start position:0%
<00:12:45.600>&gt;&gt; <00:12:45.707>I <00:12:45.815>mean, <00:12:45.923>I <00:12:46.030>came <00:12:46.138>from <00:12:46.246>senior <00:12:46.353>engineer <00:12:46.461>into <00:12:46.569>technical <00:12:46.676>product <00:12:46.784>manager <00:12:46.892>in <00:12:47.000>Microsoft,

00:12:47.430 --> 00:12:47.440 align:start position:0%
<00:12:47.430>technical <00:12:47.432>product <00:12:47.434>manager <00:12:47.436>in <00:12:47.439>Microsoft,

00:12:47.440 --> 00:12:49.110 align:start position:0%
<00:12:47.440>technical <00:12:47.547>product <00:12:47.655>manager <00:12:47.763>in <00:12:47.870>Microsoft, <00:12:47.978>and <00:12:48.086>that <00:12:48.193>was <00:12:48.301>just <00:12:48.409>a <00:12:48.516>name <00:12:48.624>change <00:12:48.732>on <00:12:48.840>the

00:12:49.110 --> 00:12:49.120 align:start position:0%
<00:12:49.110>and <00:12:49.111>that <00:12:49.112>was <00:12:49.113>just <00:12:49.114>a <00:12:49.115>name <00:12:49.116>change <00:12:49.117>on <00:12:49.119>the

00:12:49.120 --> 00:12:51.550 align:start position:0%
<00:12:49.120>and <00:12:49.197>that <00:12:49.275>was <00:12:49.353>just <00:12:49.431>a <00:12:49.508>name <00:12:49.586>change <00:12:49.664>on <00:12:49.742>the <00:12:49.820>paper, <00:12:49.897>but <00:12:49.975>out <00:12:50.053>of <00:12:50.131>a <00:12:50.208>sudden <00:12:50.286>I <00:12:50.364>had <00:12:50.442>to <00:12:50.520>do

00:12:51.550 --> 00:12:51.560 align:start position:0%
<00:12:51.550>paper, <00:12:51.550>but <00:12:51.551>out <00:12:51.553>of <00:12:51.554>a <00:12:51.555>sudden <00:12:51.555>I <00:12:51.556>had <00:12:51.558>to <00:12:51.559>do

00:12:51.560 --> 00:12:54.230 align:start position:0%
<00:12:51.560>paper, <00:12:51.642>but <00:12:51.724>out <00:12:51.807>of <00:12:51.889>a <00:12:51.971>sudden <00:12:52.054>I <00:12:52.136>had <00:12:52.218>to <00:12:52.301>do <00:12:52.383>things <00:12:52.465>that <00:12:52.548>I <00:12:52.630>didn't <00:12:52.712>need <00:12:52.795>before <00:12:52.877>or <00:12:52.959>I

00:12:54.230 --> 00:12:54.240 align:start position:0%
<00:12:54.230>things <00:12:54.231>that <00:12:54.232>I <00:12:54.233>didn't <00:12:54.235>need <00:12:54.236>before <00:12:54.237>or <00:12:54.239>I

00:12:54.240 --> 00:12:56.030 align:start position:0%
<00:12:54.240>things <00:12:54.333>that <00:12:54.426>I <00:12:54.520>didn't <00:12:54.613>need <00:12:54.706>before <00:12:54.800>or <00:12:54.893>I <00:12:54.986>didn't <00:12:55.080>think <00:12:55.173>as <00:12:55.266>a <00:12:55.360>developer <00:12:55.453>to <00:12:55.546>before <00:12:55.640>to

00:12:56.030 --> 00:12:56.040 align:start position:0%
<00:12:56.030>didn't <00:12:56.031>think <00:12:56.032>as <00:12:56.033>a <00:12:56.035>developer <00:12:56.036>to <00:12:56.037>before <00:12:56.039>to

00:12:56.040 --> 00:12:57.910 align:start position:0%
<00:12:56.040>didn't <00:12:56.147>think <00:12:56.255>as <00:12:56.363>a <00:12:56.470>developer <00:12:56.578>to <00:12:56.686>before <00:12:56.793>to <00:12:56.901>the <00:12:57.009>product <00:12:57.116>ownership. <00:12:57.224>I <00:12:57.332>think <00:12:57.439>the

00:12:57.910 --> 00:12:57.920 align:start position:0%
<00:12:57.910>the <00:12:57.911>product <00:12:57.913>ownership. <00:12:57.915>I <00:12:57.917>think <00:12:57.919>the

00:12:57.920 --> 00:13:00.150 align:start position:0%
<00:12:57.920>the <00:12:58.047>product <00:12:58.174>ownership. <00:12:58.301>I <00:12:58.429>think <00:12:58.556>the <00:12:58.683>output <00:12:58.810>ownership. <00:12:58.938>That's <00:12:59.065>the <00:12:59.192>thing <00:12:59.319>we

00:13:00.150 --> 00:13:00.160 align:start position:0%
<00:13:00.150>output <00:13:00.151>ownership. <00:13:00.153>That's <00:13:00.155>the <00:13:00.157>thing <00:13:00.159>we

00:13:00.160 --> 00:13:03.110 align:start position:0%
<00:13:00.160>output <00:13:00.260>ownership. <00:13:00.360>That's <00:13:00.459>the <00:13:00.560>thing <00:13:00.660>we <00:13:00.760>want <00:13:00.860>people <00:13:00.959>to <00:13:01.060>to <00:13:01.160>do. <00:13:01.260>We <00:13:01.360>we <00:13:01.459>power <00:13:01.560>them

00:13:03.110 --> 00:13:03.120 align:start position:0%
<00:13:03.110>want <00:13:03.111>people <00:13:03.112>to <00:13:03.113>to <00:13:03.114>do. <00:13:03.115>We <00:13:03.116>we <00:13:03.117>power <00:13:03.119>them

00:13:03.120 --> 00:13:05.190 align:start position:0%
<00:13:03.120>want <00:13:03.207>people <00:13:03.295>to <00:13:03.382>to <00:13:03.470>do. <00:13:03.557>We <00:13:03.645>we <00:13:03.732>power <00:13:03.820>them <00:13:03.907>with <00:13:03.995>AI, <00:13:04.082>but <00:13:04.170>then <00:13:04.257>we <00:13:04.345>also <00:13:04.432>say <00:13:04.520>like,

00:13:05.190 --> 00:13:05.200 align:start position:0%
<00:13:05.190>with <00:13:05.191>AI, <00:13:05.192>but <00:13:05.193>then <00:13:05.195>we <00:13:05.196>also <00:13:05.197>say <00:13:05.199>like,

00:13:05.200 --> 00:13:06.950 align:start position:0%
<00:13:05.200>with <00:13:05.300>AI, <00:13:05.400>but <00:13:05.500>then <00:13:05.600>we <00:13:05.700>also <00:13:05.800>say <00:13:05.900>like, <00:13:06.000>"Well, <00:13:06.100>the <00:13:06.200>output <00:13:06.300>quality <00:13:06.400>is <00:13:06.500>also <00:13:06.600>your

00:13:06.950 --> 00:13:06.960 align:start position:0%
<00:13:06.950>"Well, <00:13:06.951>the <00:13:06.953>output <00:13:06.954>quality <00:13:06.956>is <00:13:06.957>also <00:13:06.959>your

00:13:06.960 --> 00:13:08.710 align:start position:0%
<00:13:06.960>"Well, <00:13:07.060>the <00:13:07.160>output <00:13:07.260>quality <00:13:07.360>is <00:13:07.460>also <00:13:07.560>your <00:13:07.660>thing." <00:13:07.760>But <00:13:07.860>at <00:13:07.960>the <00:13:08.060>same <00:13:08.160>time, <00:13:08.260>we <00:13:08.360>don't

00:13:08.710 --> 00:13:08.720 align:start position:0%
<00:13:08.710>thing." <00:13:08.711>But <00:13:08.712>at <00:13:08.713>the <00:13:08.715>same <00:13:08.716>time, <00:13:08.717>we <00:13:08.719>don't

00:13:08.720 --> 00:13:10.630 align:start position:0%
<00:13:08.720>thing." <00:13:08.813>But <00:13:08.906>at <00:13:09.000>the <00:13:09.093>same <00:13:09.186>time, <00:13:09.280>we <00:13:09.373>don't <00:13:09.466>give <00:13:09.560>you <00:13:09.653>any <00:13:09.746>QA <00:13:09.840>testers, <00:13:09.933>these <00:13:10.026>kind <00:13:10.120>of

00:13:10.630 --> 00:13:10.640 align:start position:0%
<00:13:10.630>give <00:13:10.631>you <00:13:10.632>any <00:13:10.633>QA <00:13:10.635>testers, <00:13:10.636>these <00:13:10.637>kind <00:13:10.639>of

00:13:10.640 --> 00:13:13.270 align:start position:0%
<00:13:10.640>give <00:13:10.733>you <00:13:10.826>any <00:13:10.920>QA <00:13:11.013>testers, <00:13:11.106>these <00:13:11.199>kind <00:13:11.293>of <00:13:11.386>things. <00:13:11.480>Now, <00:13:11.573>a <00:13:11.666>lot <00:13:11.760>of <00:13:11.853>people <00:13:11.946>start <00:13:12.040>using

00:13:13.270 --> 00:13:13.280 align:start position:0%
<00:13:13.270>things. <00:13:13.271>Now, <00:13:13.272>a <00:13:13.273>lot <00:13:13.275>of <00:13:13.276>people <00:13:13.277>start <00:13:13.279>using

00:13:13.280 --> 00:13:14.870 align:start position:0%
<00:13:13.280>things. <00:13:13.380>Now, <00:13:13.480>a <00:13:13.579>lot <00:13:13.680>of <00:13:13.780>people <00:13:13.880>start <00:13:13.980>using <00:13:14.079>agents <00:13:14.180>for <00:13:14.280>that, <00:13:14.380>of <00:13:14.480>course, <00:13:14.579>and <00:13:14.680>actually

00:13:14.870 --> 00:13:14.880 align:start position:0%
<00:13:14.870>agents <00:13:14.871>for <00:13:14.873>that, <00:13:14.874>of <00:13:14.876>course, <00:13:14.877>and <00:13:14.879>actually

00:13:14.880 --> 00:13:16.430 align:start position:0%
<00:13:14.880>agents <00:13:14.987>for <00:13:15.094>that, <00:13:15.201>of <00:13:15.309>course, <00:13:15.416>and <00:13:15.523>actually <00:13:15.631>say <00:13:15.738>like, <00:13:15.845>"Okay, <00:13:15.953>let's <00:13:16.060>do <00:13:16.167>a <00:13:16.275>testing

00:13:16.430 --> 00:13:16.440 align:start position:0%
<00:13:16.430>say <00:13:16.431>like, <00:13:16.433>"Okay, <00:13:16.434>let's <00:13:16.436>do <00:13:16.437>a <00:13:16.439>testing

00:13:16.440 --> 00:13:18.829 align:start position:0%
<00:13:16.440>say <00:13:16.547>like, <00:13:16.655>"Okay, <00:13:16.763>let's <00:13:16.870>do <00:13:16.978>a <00:13:17.086>testing <00:13:17.193>agent <00:13:17.301>then <00:13:17.409>and <00:13:17.516>do <00:13:17.624>a <00:13:17.732>development <00:13:17.840>agent."

00:13:18.829 --> 00:13:18.839 align:start position:0%
<00:13:18.829>agent <00:13:18.830>then <00:13:18.832>and <00:13:18.833>do <00:13:18.834>a <00:13:18.836>development <00:13:18.838>agent."

00:13:18.839 --> 00:13:20.310 align:start position:0%
<00:13:18.839>agent <00:13:18.933>then <00:13:19.028>and <00:13:19.122>do <00:13:19.217>a <00:13:19.311>development <00:13:19.406>agent." <00:13:19.500>And <00:13:19.595>then <00:13:19.690>they <00:13:19.784>use <00:13:19.879>the <00:13:19.973>same <00:13:20.068>model <00:13:20.162>for

00:13:20.310 --> 00:13:20.320 align:start position:0%
<00:13:20.310>And <00:13:20.311>then <00:13:20.312>they <00:13:20.313>use <00:13:20.315>the <00:13:20.316>same <00:13:20.317>model <00:13:20.319>for

00:13:20.320 --> 00:13:22.150 align:start position:0%
<00:13:20.320>And <00:13:20.436>then <00:13:20.553>they <00:13:20.670>use <00:13:20.786>the <00:13:20.903>same <00:13:21.020>model <00:13:21.136>for <00:13:21.253>testing <00:13:21.370>and <00:13:21.486>development, <00:13:21.603>which <00:13:21.720>is

00:13:22.150 --> 00:13:22.160 align:start position:0%
<00:13:22.150>testing <00:13:22.152>and <00:13:22.154>development, <00:13:22.156>which <00:13:22.159>is

00:13:22.160 --> 00:13:23.870 align:start position:0%
<00:13:22.160>testing <00:13:22.287>and <00:13:22.414>development, <00:13:22.541>which <00:13:22.669>is <00:13:22.796>probably <00:13:22.923>not <00:13:23.050>the <00:13:23.178>best <00:13:23.305>idea <00:13:23.432>because <00:13:23.560>it

00:13:23.870 --> 00:13:23.880 align:start position:0%
<00:13:23.870>probably <00:13:23.871>not <00:13:23.873>the <00:13:23.874>best <00:13:23.876>idea <00:13:23.877>because <00:13:23.879>it

00:13:23.880 --> 00:13:26.470 align:start position:0%
<00:13:23.880>probably <00:13:24.007>not <00:13:24.134>the <00:13:24.261>best <00:13:24.389>idea <00:13:24.516>because <00:13:24.643>it <00:13:24.770>will <00:13:24.898>be <00:13:25.025>a <00:13:25.152>self-fulfilling <00:13:25.280>prophecy.

00:13:26.470 --> 00:13:26.480 align:start position:0%
<00:13:26.470>will <00:13:26.472>be <00:13:26.474>a <00:13:26.476>self-fulfilling <00:13:26.479>prophecy.

00:13:26.480 --> 00:13:28.390 align:start position:0%
<00:13:26.480>will <00:13:26.607>be <00:13:26.734>a <00:13:26.861>self-fulfilling <00:13:26.989>prophecy. <00:13:27.116>But <00:13:27.243>all <00:13:27.370>of <00:13:27.498>that <00:13:27.625>burns <00:13:27.752>through <00:13:27.880>thousands

00:13:28.390 --> 00:13:28.400 align:start position:0%
<00:13:28.390>But <00:13:28.391>all <00:13:28.393>of <00:13:28.394>that <00:13:28.396>burns <00:13:28.397>through <00:13:28.399>thousands

00:13:28.400 --> 00:13:30.070 align:start position:0%
<00:13:28.400>But <00:13:28.516>all <00:13:28.633>of <00:13:28.750>that <00:13:28.866>burns <00:13:28.983>through <00:13:29.100>thousands <00:13:29.216>and <00:13:29.333>thousands <00:13:29.449>and <00:13:29.566>millions <00:13:29.683>of <00:13:29.800>tokens.

00:13:30.070 --> 00:13:30.080 align:start position:0%
<00:13:30.070>and <00:13:30.071>thousands <00:13:30.073>and <00:13:30.075>millions <00:13:30.077>of <00:13:30.079>tokens.

00:13:30.080 --> 00:13:31.950 align:start position:0%
<00:13:30.080>and <00:13:30.180>thousands <00:13:30.280>and <00:13:30.380>millions <00:13:30.480>of <00:13:30.580>tokens. <00:13:30.680>How <00:13:30.780>do <00:13:30.880>we <00:13:30.980>deal <00:13:31.080>with <00:13:31.180>that <00:13:31.280>in <00:13:31.380>terms <00:13:31.480>of

00:13:31.950 --> 00:13:31.960 align:start position:0%
<00:13:31.950>How <00:13:31.951>do <00:13:31.952>we <00:13:31.953>deal <00:13:31.954>with <00:13:31.955>that <00:13:31.956>in <00:13:31.957>terms <00:13:31.959>of

00:13:31.960 --> 00:13:33.790 align:start position:0%
<00:13:31.960>How <00:13:32.115>do <00:13:32.271>we <00:13:32.426>deal <00:13:32.582>with <00:13:32.737>that <00:13:32.893>in <00:13:33.048>terms <00:13:33.204>of <00:13:33.360>pricing?

00:13:33.790 --> 00:13:33.800 align:start position:0%
pricing?

00:13:33.800 --> 00:13:35.870 align:start position:0%
<00:13:33.800>pricing? <00:13:33.939>&gt;&gt; <00:13:34.079>So, <00:13:34.219>you <00:13:34.359>know, <00:13:34.500>I'm <00:13:34.640>happy <00:13:34.780>to <00:13:34.920>start. <00:13:35.060>So, <00:13:35.199>so

00:13:35.870 --> 00:13:35.880 align:start position:0%
<00:13:35.870>&gt;&gt; <00:13:35.871>So, <00:13:35.872>you <00:13:35.873>know, <00:13:35.874>I'm <00:13:35.875>happy <00:13:35.876>to <00:13:35.877>start. <00:13:35.878>So, <00:13:35.879>so

00:13:35.880 --> 00:13:37.310 align:start position:0%
<00:13:35.880>&gt;&gt; <00:13:35.960>So, <00:13:36.040>you <00:13:36.121>know, <00:13:36.201>I'm <00:13:36.282>happy <00:13:36.362>to <00:13:36.443>start. <00:13:36.523>So, <00:13:36.603>so <00:13:36.684>first <00:13:36.764>I <00:13:36.845>agree <00:13:36.925>with <00:13:37.006>you. <00:13:37.086>I <00:13:37.166>think

00:13:37.310 --> 00:13:37.320 align:start position:0%
<00:13:37.310>first <00:13:37.311>I <00:13:37.313>agree <00:13:37.314>with <00:13:37.316>you. <00:13:37.317>I <00:13:37.319>think

00:13:37.320 --> 00:13:39.350 align:start position:0%
<00:13:37.320>first <00:13:37.460>I <00:13:37.600>agree <00:13:37.740>with <00:13:37.880>you. <00:13:38.020>I <00:13:38.160>think <00:13:38.300>customers <00:13:38.440>are <00:13:38.580>deliberately <00:13:38.720>choosing

00:13:39.350 --> 00:13:39.360 align:start position:0%
<00:13:39.350>customers <00:13:39.353>are <00:13:39.356>deliberately <00:13:39.359>choosing

00:13:39.360 --> 00:13:41.830 align:start position:0%
<00:13:39.360>customers <00:13:39.535>are <00:13:39.710>deliberately <00:13:39.885>choosing <00:13:40.060>different <00:13:40.235>models <00:13:40.410>for <00:13:40.585>development <00:13:40.760>versus

00:13:41.830 --> 00:13:41.840 align:start position:0%
<00:13:41.830>different <00:13:41.832>models <00:13:41.834>for <00:13:41.836>development <00:13:41.839>versus

00:13:41.840 --> 00:13:43.750 align:start position:0%
<00:13:41.840>different <00:13:41.967>models <00:13:42.094>for <00:13:42.221>development <00:13:42.349>versus <00:13:42.476>test. <00:13:42.603>Because, <00:13:42.730>you <00:13:42.858>know, <00:13:42.985>you <00:13:43.112>don't <00:13:43.240>want

00:13:43.750 --> 00:13:43.760 align:start position:0%
<00:13:43.750>test. <00:13:43.751>Because, <00:13:43.753>you <00:13:43.754>know, <00:13:43.756>you <00:13:43.757>don't <00:13:43.759>want

00:13:43.760 --> 00:13:45.390 align:start position:0%
<00:13:43.760>test. <00:13:43.867>Because, <00:13:43.975>you <00:13:44.083>know, <00:13:44.190>you <00:13:44.298>don't <00:13:44.406>want <00:13:44.513>one <00:13:44.621>model <00:13:44.729>to <00:13:44.836>agree <00:13:44.944>with <00:13:45.052>itself <00:13:45.160>because

00:13:45.390 --> 00:13:45.400 align:start position:0%
<00:13:45.390>one <00:13:45.391>model <00:13:45.393>to <00:13:45.394>agree <00:13:45.396>with <00:13:45.397>itself <00:13:45.399>because

00:13:45.400 --> 00:13:48.670 align:start position:0%
<00:13:45.400>one <00:13:45.527>model <00:13:45.654>to <00:13:45.781>agree <00:13:45.909>with <00:13:46.036>itself <00:13:46.163>because <00:13:46.290>that <00:13:46.418>can <00:13:46.545>happen. <00:13:46.672>And <00:13:46.800>they

00:13:48.670 --> 00:13:48.680 align:start position:0%
<00:13:48.670>that <00:13:48.672>can <00:13:48.674>happen. <00:13:48.676>And <00:13:48.679>they

00:13:48.680 --> 00:13:50.030 align:start position:0%
<00:13:48.680>that <00:13:48.882>can <00:13:49.084>happen. <00:13:49.287>And <00:13:49.490>they <00:13:49.692>they <00:13:49.895>make

00:13:50.030 --> 00:13:50.040 align:start position:0%
<00:13:50.030>they <00:13:50.039>make

00:13:50.040 --> 00:13:52.230 align:start position:0%
<00:13:50.040>they <00:13:50.214>make <00:13:50.390>they <00:13:50.564>make <00:13:50.740>that <00:13:50.915>a <00:13:51.089>requirement <00:13:51.265>today <00:13:51.439>most

00:13:52.230 --> 00:13:52.240 align:start position:0%
<00:13:52.230>they <00:13:52.231>make <00:13:52.233>that <00:13:52.234>a <00:13:52.236>requirement <00:13:52.237>today <00:13:52.239>most

00:13:52.240 --> 00:13:53.870 align:start position:0%
<00:13:52.240>they <00:13:52.367>make <00:13:52.494>that <00:13:52.621>a <00:13:52.749>requirement <00:13:52.876>today <00:13:53.003>most <00:13:53.130>many <00:13:53.258>of <00:13:53.385>our <00:13:53.512>large <00:13:53.640>customers.

00:13:53.870 --> 00:13:53.880 align:start position:0%
<00:13:53.870>many <00:13:53.872>of <00:13:53.874>our <00:13:53.876>large <00:13:53.879>customers.

00:13:53.880 --> 00:13:56.150 align:start position:0%
<00:13:53.880>many <00:13:53.987>of <00:13:54.095>our <00:13:54.203>large <00:13:54.310>customers. <00:13:54.418>On <00:13:54.526>the <00:13:54.633>pricing <00:13:54.741>side, <00:13:54.849>I <00:13:54.956>think <00:13:55.064>at <00:13:55.172>least <00:13:55.280>we

00:13:56.150 --> 00:13:56.160 align:start position:0%
<00:13:56.150>On <00:13:56.151>the <00:13:56.152>pricing <00:13:56.153>side, <00:13:56.154>I <00:13:56.155>think <00:13:56.156>at <00:13:56.157>least <00:13:56.159>we

00:13:56.160 --> 00:13:57.310 align:start position:0%
<00:13:56.160>On <00:13:56.224>the <00:13:56.289>pricing <00:13:56.354>side, <00:13:56.418>I <00:13:56.483>think <00:13:56.548>at <00:13:56.612>least <00:13:56.677>we <00:13:56.742>see <00:13:56.806>two <00:13:56.871>things <00:13:56.936>going <00:13:57.000>on <00:13:57.065>at <00:13:57.130>the <00:13:57.194>same

00:13:57.310 --> 00:13:57.320 align:start position:0%
<00:13:57.310>see <00:13:57.311>two <00:13:57.312>things <00:13:57.313>going <00:13:57.315>on <00:13:57.316>at <00:13:57.317>the <00:13:57.319>same

00:13:57.320 --> 00:13:59.590 align:start position:0%
<00:13:57.320>see <00:13:57.407>two <00:13:57.495>things <00:13:57.582>going <00:13:57.670>on <00:13:57.757>at <00:13:57.845>the <00:13:57.932>same <00:13:58.020>time. <00:13:58.107>One <00:13:58.195>is <00:13:58.282>there <00:13:58.370>is <00:13:58.457>a <00:13:58.545>reaction <00:13:58.632>to <00:13:58.720>the

00:13:59.590 --> 00:13:59.600 align:start position:0%
<00:13:59.590>time. <00:13:59.591>One <00:13:59.592>is <00:13:59.593>there <00:13:59.594>is <00:13:59.595>a <00:13:59.596>reaction <00:13:59.597>to <00:13:59.599>the

00:13:59.600 --> 00:14:01.310 align:start position:0%
<00:13:59.600>time. <00:13:59.687>One <00:13:59.775>is <00:13:59.862>there <00:13:59.950>is <00:14:00.037>a <00:14:00.125>reaction <00:14:00.212>to <00:14:00.300>the <00:14:00.387>extreme <00:14:00.475>over <00:14:00.562>use <00:14:00.650>of <00:14:00.737>tokens <00:14:00.825>in <00:14:00.912>the <00:14:01.000>last

00:14:01.310 --> 00:14:01.320 align:start position:0%
<00:14:01.310>extreme <00:14:01.311>over <00:14:01.312>use <00:14:01.313>of <00:14:01.315>tokens <00:14:01.316>in <00:14:01.317>the <00:14:01.319>last

00:14:01.320 --> 00:14:03.470 align:start position:0%
<00:14:01.320>extreme <00:14:01.460>over <00:14:01.600>use <00:14:01.740>of <00:14:01.880>tokens <00:14:02.020>in <00:14:02.160>the <00:14:02.300>last <00:14:02.440>year, <00:14:02.580>right? <00:14:02.720>Because

00:14:03.470 --> 00:14:03.480 align:start position:0%
<00:14:03.470>year, <00:14:03.474>right? <00:14:03.479>Because

00:14:03.480 --> 00:14:05.790 align:start position:0%
<00:14:03.480>year, <00:14:03.635>right? <00:14:03.791>Because <00:14:03.946>for <00:14:04.102>the <00:14:04.257>right <00:14:04.413>reasons <00:14:04.568>everyone <00:14:04.724>said, <00:14:04.880>"Go

00:14:05.790 --> 00:14:05.800 align:start position:0%
<00:14:05.790>for <00:14:05.791>the <00:14:05.793>right <00:14:05.794>reasons <00:14:05.795>everyone <00:14:05.797>said, <00:14:05.799>"Go

00:14:05.800 --> 00:14:07.350 align:start position:0%
<00:14:05.800>for <00:14:05.954>the <00:14:06.110>right <00:14:06.265>reasons <00:14:06.420>everyone <00:14:06.575>said, <00:14:06.730>"Go <00:14:06.885>try <00:14:07.040>out <00:14:07.195>AI."

00:14:07.350 --> 00:14:07.360 align:start position:0%
<00:14:07.350>try <00:14:07.354>out <00:14:07.359>AI."

00:14:07.360 --> 00:14:08.590 align:start position:0%
<00:14:07.360>try <00:14:07.636>out <00:14:07.913>AI." <00:14:08.190>So, <00:14:08.467>developers

00:14:08.590 --> 00:14:08.600 align:start position:0%
<00:14:08.590>So, <00:14:08.599>developers

00:14:08.600 --> 00:14:10.350 align:start position:0%
<00:14:08.600>So, <00:14:08.775>developers <00:14:08.950>tried <00:14:09.125>out <00:14:09.300>AI. <00:14:09.475>And <00:14:09.650>developers <00:14:09.825>don't <00:14:10.000>do

00:14:10.350 --> 00:14:10.360 align:start position:0%
<00:14:10.350>tried <00:14:10.351>out <00:14:10.353>AI. <00:14:10.354>And <00:14:10.356>developers <00:14:10.357>don't <00:14:10.359>do

00:14:10.360 --> 00:14:11.710 align:start position:0%
<00:14:10.360>tried <00:14:10.461>out <00:14:10.562>AI. <00:14:10.663>And <00:14:10.765>developers <00:14:10.866>don't <00:14:10.967>do <00:14:11.068>anything <00:14:11.170>by <00:14:11.271>half <00:14:11.372>measures, <00:14:11.473>right? <00:14:11.575>They

00:14:11.710 --> 00:14:11.720 align:start position:0%
<00:14:11.710>anything <00:14:11.711>by <00:14:11.713>half <00:14:11.715>measures, <00:14:11.717>right? <00:14:11.719>They

00:14:11.720 --> 00:14:13.550 align:start position:0%
<00:14:11.720>anything <00:14:11.875>by <00:14:12.031>half <00:14:12.186>measures, <00:14:12.342>right? <00:14:12.497>They <00:14:12.653>really <00:14:12.808>tried <00:14:12.964>out <00:14:13.120>AI.

00:14:13.550 --> 00:14:13.560 align:start position:0%
<00:14:13.550>really <00:14:13.553>tried <00:14:13.555>out <00:14:13.559>AI.

00:14:13.560 --> 00:14:16.870 align:start position:0%
<00:14:13.560>really <00:14:13.715>tried <00:14:13.871>out <00:14:14.026>AI. <00:14:14.182>And <00:14:14.337>then <00:14:14.493>tokens <00:14:14.648>pricing <00:14:14.804>suddenly <00:14:14.959>became

00:14:16.870 --> 00:14:16.880 align:start position:0%
<00:14:16.870>And <00:14:16.871>then <00:14:16.873>tokens <00:14:16.875>pricing <00:14:16.877>suddenly <00:14:16.879>became

00:14:16.880 --> 00:14:19.550 align:start position:0%
<00:14:16.880>And <00:14:16.996>then <00:14:17.113>tokens <00:14:17.230>pricing <00:14:17.346>suddenly <00:14:17.463>became <00:14:17.580>a <00:14:17.696>thing. <00:14:17.813>No <00:14:17.930>one <00:14:18.046>thought <00:14:18.163>about <00:14:18.280>it.

00:14:19.550 --> 00:14:19.560 align:start position:0%
<00:14:19.550>a <00:14:19.551>thing. <00:14:19.553>No <00:14:19.554>one <00:14:19.555>thought <00:14:19.557>about <00:14:19.559>it.

00:14:19.560 --> 00:14:21.790 align:start position:0%
<00:14:19.560>a <00:14:19.734>thing. <00:14:19.910>No <00:14:20.084>one <00:14:20.260>thought <00:14:20.435>about <00:14:20.609>it. <00:14:20.785>So, <00:14:20.959>now

00:14:21.790 --> 00:14:21.800 align:start position:0%
<00:14:21.790>So, <00:14:21.799>now

00:14:21.800 --> 00:14:23.230 align:start position:0%
<00:14:21.800>So, <00:14:21.943>now <00:14:22.086>I <00:14:22.228>think <00:14:22.372>people <00:14:22.515>are <00:14:22.658>not <00:14:22.801>trying <00:14:22.944>to <00:14:23.087>meter

00:14:23.230 --> 00:14:23.240 align:start position:0%
<00:14:23.230>I <00:14:23.231>think <00:14:23.232>people <00:14:23.233>are <00:14:23.235>not <00:14:23.236>trying <00:14:23.237>to <00:14:23.239>meter

00:14:23.240 --> 00:14:24.990 align:start position:0%
<00:14:23.240>I <00:14:23.333>think <00:14:23.426>people <00:14:23.520>are <00:14:23.613>not <00:14:23.706>trying <00:14:23.800>to <00:14:23.893>meter <00:14:23.986>down <00:14:24.080>tokens <00:14:24.173>per <00:14:24.266>se, <00:14:24.360>but <00:14:24.453>they <00:14:24.546>are <00:14:24.640>saying,

00:14:24.990 --> 00:14:25.000 align:start position:0%
<00:14:24.990>down <00:14:24.991>tokens <00:14:24.992>per <00:14:24.993>se, <00:14:24.995>but <00:14:24.996>they <00:14:24.997>are <00:14:24.999>saying,

00:14:25.000 --> 00:14:26.590 align:start position:0%
<00:14:25.000>down <00:14:25.087>tokens <00:14:25.175>per <00:14:25.262>se, <00:14:25.350>but <00:14:25.437>they <00:14:25.525>are <00:14:25.612>saying, <00:14:25.700>"Give <00:14:25.787>me <00:14:25.875>make <00:14:25.962>sure <00:14:26.050>there <00:14:26.137>is <00:14:26.225>an <00:14:26.312>ROI <00:14:26.400>of

00:14:26.590 --> 00:14:26.600 align:start position:0%
<00:14:26.590>"Give <00:14:26.591>me <00:14:26.592>make <00:14:26.593>sure <00:14:26.594>there <00:14:26.595>is <00:14:26.596>an <00:14:26.597>ROI <00:14:26.599>of

00:14:26.600 --> 00:14:29.310 align:start position:0%
<00:14:26.600>"Give <00:14:26.700>me <00:14:26.800>make <00:14:26.900>sure <00:14:27.000>there <00:14:27.100>is <00:14:27.200>an <00:14:27.300>ROI <00:14:27.400>of <00:14:27.500>token <00:14:27.600>usage." <00:14:27.700>Right? <00:14:27.800>That's <00:14:27.900>number <00:14:28.000>one.

00:14:29.310 --> 00:14:29.320 align:start position:0%
<00:14:29.310>token <00:14:29.311>usage." <00:14:29.313>Right? <00:14:29.315>That's <00:14:29.317>number <00:14:29.319>one.

00:14:29.320 --> 00:14:32.110 align:start position:0%
<00:14:29.320>token <00:14:29.447>usage." <00:14:29.574>Right? <00:14:29.701>That's <00:14:29.829>number <00:14:29.956>one. <00:14:30.083>And <00:14:30.210>number <00:14:30.338>two, <00:14:30.465>they're <00:14:30.592>what <00:14:30.720>engineering

00:14:32.110 --> 00:14:32.120 align:start position:0%
<00:14:32.110>And <00:14:32.111>number <00:14:32.113>two, <00:14:32.115>they're <00:14:32.117>what <00:14:32.119>engineering

00:14:32.120 --> 00:14:33.790 align:start position:0%
<00:14:32.120>And <00:14:32.295>number <00:14:32.470>two, <00:14:32.645>they're <00:14:32.820>what <00:14:32.995>engineering <00:14:33.170>teams <00:14:33.345>are <00:14:33.520>doing

00:14:33.790 --> 00:14:33.800 align:start position:0%
<00:14:33.790>teams <00:14:33.794>are <00:14:33.799>doing

00:14:33.800 --> 00:14:35.230 align:start position:0%
<00:14:33.800>teams <00:14:34.057>are <00:14:34.314>doing <00:14:34.572>vendors <00:14:34.829>like <00:14:35.087>us

00:14:35.230 --> 00:14:35.240 align:start position:0%
<00:14:35.230>vendors <00:14:35.234>like <00:14:35.239>us

00:14:35.240 --> 00:14:37.990 align:start position:0%
<00:14:35.240>vendors <00:14:35.380>like <00:14:35.520>us <00:14:35.660>we <00:14:35.800>are <00:14:35.940>also <00:14:36.080>making <00:14:36.220>sure <00:14:36.360>that <00:14:36.500>we <00:14:36.640>optimize

00:14:37.990 --> 00:14:38.000 align:start position:0%
<00:14:37.990>we <00:14:37.991>are <00:14:37.992>also <00:14:37.993>making <00:14:37.995>sure <00:14:37.996>that <00:14:37.997>we <00:14:37.999>optimize

00:14:38.000 --> 00:14:39.470 align:start position:0%
<00:14:38.000>we <00:14:38.088>are <00:14:38.176>also <00:14:38.264>making <00:14:38.352>sure <00:14:38.441>that <00:14:38.529>we <00:14:38.617>optimize <00:14:38.705>token <00:14:38.793>usage <00:14:38.882>when <00:14:38.970>we <00:14:39.058>give <00:14:39.146>it <00:14:39.234>to <00:14:39.323>the

00:14:39.470 --> 00:14:39.480 align:start position:0%
<00:14:39.470>token <00:14:39.471>usage <00:14:39.472>when <00:14:39.473>we <00:14:39.475>give <00:14:39.476>it <00:14:39.477>to <00:14:39.479>the

00:14:39.480 --> 00:14:41.470 align:start position:0%
<00:14:39.480>token <00:14:39.587>usage <00:14:39.695>when <00:14:39.803>we <00:14:39.910>give <00:14:40.018>it <00:14:40.126>to <00:14:40.233>the <00:14:40.341>customers. <00:14:40.449>Because <00:14:40.556>there <00:14:40.664>are <00:14:40.772>many <00:14:40.880>ways,

00:14:41.470 --> 00:14:41.480 align:start position:0%
<00:14:41.470>customers. <00:14:41.471>Because <00:14:41.473>there <00:14:41.475>are <00:14:41.477>many <00:14:41.479>ways,

00:14:41.480 --> 00:14:42.990 align:start position:0%
<00:14:41.480>customers. <00:14:41.603>Because <00:14:41.727>there <00:14:41.850>are <00:14:41.974>many <00:14:42.097>ways, <00:14:42.221>just <00:14:42.344>like <00:14:42.468>any <00:14:42.591>other <00:14:42.715>engineering <00:14:42.839>problem,

00:14:42.990 --> 00:14:43.000 align:start position:0%
<00:14:42.990>just <00:14:42.991>like <00:14:42.993>any <00:14:42.995>other <00:14:42.997>engineering <00:14:42.999>problem,

00:14:43.000 --> 00:14:44.590 align:start position:0%
<00:14:43.000>just <00:14:43.107>like <00:14:43.215>any <00:14:43.323>other <00:14:43.430>engineering <00:14:43.538>problem, <00:14:43.646>there <00:14:43.753>are <00:14:43.861>things <00:14:43.969>you <00:14:44.076>can <00:14:44.184>do <00:14:44.292>that <00:14:44.400>can

00:14:44.590 --> 00:14:44.600 align:start position:0%
<00:14:44.590>there <00:14:44.591>are <00:14:44.592>things <00:14:44.593>you <00:14:44.595>can <00:14:44.596>do <00:14:44.597>that <00:14:44.599>can

00:14:44.600 --> 00:14:46.910 align:start position:0%
<00:14:44.600>there <00:14:44.693>are <00:14:44.786>things <00:14:44.880>you <00:14:44.973>can <00:14:45.066>do <00:14:45.160>that <00:14:45.253>can <00:14:45.346>optimize <00:14:45.440>it <00:14:45.533>much <00:14:45.626>more <00:14:45.720>than <00:14:45.813>what <00:14:45.906>used <00:14:46.000>to

00:14:46.910 --> 00:14:46.920 align:start position:0%
<00:14:46.910>optimize <00:14:46.911>it <00:14:46.912>much <00:14:46.913>more <00:14:46.915>than <00:14:46.916>what <00:14:46.917>used <00:14:46.919>to

00:14:46.920 --> 00:14:49.070 align:start position:0%
<00:14:46.920>optimize <00:14:47.013>it <00:14:47.106>much <00:14:47.199>more <00:14:47.293>than <00:14:47.386>what <00:14:47.479>used <00:14:47.573>to <00:14:47.666>be <00:14:47.760>the <00:14:47.853>case. <00:14:47.946>And <00:14:48.040>they <00:14:48.133>are <00:14:48.226>our <00:14:48.319>customers

00:14:49.070 --> 00:14:49.080 align:start position:0%
<00:14:49.070>be <00:14:49.071>the <00:14:49.072>case. <00:14:49.073>And <00:14:49.075>they <00:14:49.076>are <00:14:49.077>our <00:14:49.079>customers

00:14:49.080 --> 00:14:51.190 align:start position:0%
<00:14:49.080>be <00:14:49.187>the <00:14:49.295>case. <00:14:49.403>And <00:14:49.510>they <00:14:49.618>are <00:14:49.726>our <00:14:49.833>customers <00:14:49.941>are <00:14:50.049>saying, <00:14:50.156>"Do <00:14:50.264>this <00:14:50.372>for <00:14:50.480>me."

00:14:51.190 --> 00:14:51.200 align:start position:0%
<00:14:51.190>are <00:14:51.191>saying, <00:14:51.193>"Do <00:14:51.195>this <00:14:51.197>for <00:14:51.199>me."

00:14:51.200 --> 00:14:52.990 align:start position:0%
<00:14:51.200>are <00:14:51.300>saying, <00:14:51.400>"Do <00:14:51.500>this <00:14:51.600>for <00:14:51.700>me." <00:14:51.800>And <00:14:51.900>we <00:14:52.000>are <00:14:52.100>also <00:14:52.200>going <00:14:52.300>to <00:14:52.400>be <00:14:52.500>using <00:14:52.600>their

00:14:52.990 --> 00:14:53.000 align:start position:0%
<00:14:52.990>And <00:14:52.991>we <00:14:52.992>are <00:14:52.993>also <00:14:52.994>going <00:14:52.995>to <00:14:52.996>be <00:14:52.997>using <00:14:52.999>their

00:14:53.000 --> 00:14:54.710 align:start position:0%
<00:14:53.000>And <00:14:53.087>we <00:14:53.175>are <00:14:53.262>also <00:14:53.350>going <00:14:53.437>to <00:14:53.525>be <00:14:53.612>using <00:14:53.700>their <00:14:53.787>models <00:14:53.875>in <00:14:53.962>the <00:14:54.050>future <00:14:54.137>because <00:14:54.225>they <00:14:54.312>say <00:14:54.400>I

00:14:54.710 --> 00:14:54.720 align:start position:0%
<00:14:54.710>models <00:14:54.711>in <00:14:54.712>the <00:14:54.713>future <00:14:54.715>because <00:14:54.716>they <00:14:54.717>say <00:14:54.719>I

00:14:54.720 --> 00:14:56.070 align:start position:0%
<00:14:54.720>models <00:14:54.795>in <00:14:54.871>the <00:14:54.947>future <00:14:55.023>because <00:14:55.099>they <00:14:55.175>say <00:14:55.251>I <00:14:55.327>have <00:14:55.403>a <00:14:55.479>deal <00:14:55.555>with <00:14:55.631>someone <00:14:55.707>or <00:14:55.783>have <00:14:55.859>my <00:14:55.935>own

00:14:56.070 --> 00:14:56.080 align:start position:0%
<00:14:56.070>have <00:14:56.071>a <00:14:56.072>deal <00:14:56.073>with <00:14:56.074>someone <00:14:56.075>or <00:14:56.076>have <00:14:56.077>my <00:14:56.079>own

00:14:56.080 --> 00:14:58.030 align:start position:0%
<00:14:56.080>have <00:14:56.187>a <00:14:56.295>deal <00:14:56.403>with <00:14:56.510>someone <00:14:56.618>or <00:14:56.726>have <00:14:56.833>my <00:14:56.941>own <00:14:57.049>models <00:14:57.156>where <00:14:57.264>tokens <00:14:57.372>are <00:14:57.480>cheaper.

00:14:58.030 --> 00:14:58.040 align:start position:0%
<00:14:58.030>models <00:14:58.032>where <00:14:58.034>tokens <00:14:58.036>are <00:14:58.039>cheaper.

00:14:58.040 --> 00:14:59.310 align:start position:0%
<00:14:58.040>models <00:14:58.135>where <00:14:58.230>tokens <00:14:58.325>are <00:14:58.420>cheaper. <00:14:58.516>So, <00:14:58.611>we'll <00:14:58.706>have <00:14:58.801>to <00:14:58.897>use <00:14:58.992>their <00:14:59.087>LLMs <00:14:59.183>and

00:14:59.310 --> 00:14:59.320 align:start position:0%
<00:14:59.310>So, <00:14:59.311>we'll <00:14:59.312>have <00:14:59.313>to <00:14:59.315>use <00:14:59.316>their <00:14:59.317>LLMs <00:14:59.319>and

00:14:59.320 --> 00:15:00.790 align:start position:0%
<00:14:59.320>So, <00:14:59.440>we'll <00:14:59.560>have <00:14:59.680>to <00:14:59.801>use <00:14:59.921>their <00:15:00.041>LLMs <00:15:00.161>and <00:15:00.282>their <00:15:00.402>providers <00:15:00.522>as <00:15:00.643>well.

00:15:00.790 --> 00:15:00.800 align:start position:0%
<00:15:00.790>their <00:15:00.793>providers <00:15:00.795>as <00:15:00.799>well.

00:15:00.800 --> 00:15:02.630 align:start position:0%
<00:15:00.800>their <00:15:00.916>providers <00:15:01.033>as <00:15:01.150>well. <00:15:01.266>&gt;&gt; <00:15:01.383>Well, <00:15:01.500>you <00:15:01.616>said <00:15:01.733>earlier <00:15:01.849>how <00:15:01.966>brave <00:15:02.083>you <00:15:02.199>are

00:15:02.630 --> 00:15:02.640 align:start position:0%
<00:15:02.630>&gt;&gt; <00:15:02.631>Well, <00:15:02.632>you <00:15:02.633>said <00:15:02.634>earlier <00:15:02.635>how <00:15:02.636>brave <00:15:02.637>you <00:15:02.639>are

00:15:02.640 --> 00:15:04.750 align:start position:0%
<00:15:02.640>&gt;&gt; <00:15:02.727>Well, <00:15:02.814>you <00:15:02.902>said <00:15:02.990>earlier <00:15:03.077>how <00:15:03.165>brave <00:15:03.252>you <00:15:03.340>are <00:15:03.427>to <00:15:03.515>do <00:15:03.602>things <00:15:03.689>in <00:15:03.777>production. <00:15:03.865>One <00:15:03.952>of <00:15:04.040>the

00:15:04.750 --> 00:15:04.760 align:start position:0%
<00:15:04.750>to <00:15:04.751>do <00:15:04.752>things <00:15:04.753>in <00:15:04.755>production. <00:15:04.756>One <00:15:04.757>of <00:15:04.759>the

00:15:04.760 --> 00:15:06.950 align:start position:0%
<00:15:04.760>to <00:15:04.860>do <00:15:04.960>things <00:15:05.060>in <00:15:05.160>production. <00:15:05.260>One <00:15:05.360>of <00:15:05.460>the <00:15:05.560>weirdest <00:15:05.660>things <00:15:05.760>in <00:15:05.860>my <00:15:05.960>world <00:15:06.060>as <00:15:06.160>a

00:15:06.950 --> 00:15:06.960 align:start position:0%
<00:15:06.950>weirdest <00:15:06.951>things <00:15:06.953>in <00:15:06.954>my <00:15:06.956>world <00:15:06.957>as <00:15:06.959>a

00:15:06.960 --> 00:15:09.390 align:start position:0%
<00:15:06.960>weirdest <00:15:07.067>things <00:15:07.175>in <00:15:07.283>my <00:15:07.390>world <00:15:07.498>as <00:15:07.606>a <00:15:07.713>security <00:15:07.821>person <00:15:07.929>was <00:15:08.036>always <00:15:08.144>like, <00:15:08.252>I <00:15:08.360>told

00:15:09.390 --> 00:15:09.400 align:start position:0%
<00:15:09.390>security <00:15:09.391>person <00:15:09.393>was <00:15:09.394>always <00:15:09.396>like, <00:15:09.397>I <00:15:09.399>told

00:15:09.400 --> 00:15:11.430 align:start position:0%
<00:15:09.400>security <00:15:09.500>person <00:15:09.600>was <00:15:09.699>always <00:15:09.800>like, <00:15:09.900>I <00:15:10.000>told <00:15:10.100>people <00:15:10.199>update <00:15:10.300>all <00:15:10.400>the <00:15:10.500>time. <00:15:10.600>Now <00:15:10.699>I <00:15:10.800>have

00:15:11.430 --> 00:15:11.440 align:start position:0%
<00:15:11.430>people <00:15:11.431>update <00:15:11.432>all <00:15:11.433>the <00:15:11.435>time. <00:15:11.436>Now <00:15:11.437>I <00:15:11.439>have

00:15:11.440 --> 00:15:13.870 align:start position:0%
<00:15:11.440>people <00:15:11.540>update <00:15:11.640>all <00:15:11.740>the <00:15:11.840>time. <00:15:11.940>Now <00:15:12.040>I <00:15:12.140>have <00:15:12.240>to <00:15:12.340>tell <00:15:12.440>them <00:15:12.540>hold <00:15:12.640>back <00:15:12.740>on <00:15:12.840>updating

00:15:13.870 --> 00:15:13.880 align:start position:0%
<00:15:13.870>to <00:15:13.871>tell <00:15:13.873>them <00:15:13.874>hold <00:15:13.876>back <00:15:13.877>on <00:15:13.879>updating

00:15:13.880 --> 00:15:15.750 align:start position:0%
<00:15:13.880>to <00:15:13.987>tell <00:15:14.095>them <00:15:14.203>hold <00:15:14.310>back <00:15:14.418>on <00:15:14.526>updating <00:15:14.633>because <00:15:14.741>all <00:15:14.849>the <00:15:14.956>security <00:15:15.064>attacks <00:15:15.172>that <00:15:15.280>we

00:15:15.750 --> 00:15:15.760 align:start position:0%
<00:15:15.750>because <00:15:15.751>all <00:15:15.753>the <00:15:15.754>security <00:15:15.756>attacks <00:15:15.757>that <00:15:15.759>we

00:15:15.760 --> 00:15:17.790 align:start position:0%
<00:15:15.760>because <00:15:15.867>all <00:15:15.975>the <00:15:16.083>security <00:15:16.190>attacks <00:15:16.298>that <00:15:16.406>we <00:15:16.513>had <00:15:16.621>in <00:15:16.729>the <00:15:16.836>last <00:15:16.944>year <00:15:17.052>were <00:15:17.160>basically

00:15:17.790 --> 00:15:17.800 align:start position:0%
<00:15:17.790>had <00:15:17.791>in <00:15:17.793>the <00:15:17.794>last <00:15:17.795>year <00:15:17.797>were <00:15:17.799>basically

00:15:17.800 --> 00:15:21.030 align:start position:0%
<00:15:17.800>had <00:15:17.907>in <00:15:18.015>the <00:15:18.123>last <00:15:18.230>year <00:15:18.338>were <00:15:18.446>basically <00:15:18.553>chain <00:15:18.661>attacks <00:15:18.769>that <00:15:18.876>that <00:15:18.984>that <00:15:19.092>Okay, <00:15:19.199>wait

00:15:21.030 --> 00:15:21.040 align:start position:0%
<00:15:21.030>chain <00:15:21.031>attacks <00:15:21.033>that <00:15:21.034>that <00:15:21.036>that <00:15:21.037>Okay, <00:15:21.039>wait

00:15:21.040 --> 00:15:23.590 align:start position:0%
<00:15:21.040>chain <00:15:21.147>attacks <00:15:21.255>that <00:15:21.363>that <00:15:21.470>that <00:15:21.578>Okay, <00:15:21.686>wait <00:15:21.793>for <00:15:21.901>5 <00:15:22.009>a.m. <00:15:22.116>module <00:15:22.224>versions <00:15:22.332>before <00:15:22.439>you

00:15:23.590 --> 00:15:23.600 align:start position:0%
<00:15:23.590>for <00:15:23.591>5 <00:15:23.593>a.m. <00:15:23.594>module <00:15:23.596>versions <00:15:23.597>before <00:15:23.599>you

00:15:23.600 --> 00:15:25.750 align:start position:0%
<00:15:23.600>for <00:15:23.700>5 <00:15:23.800>a.m. <00:15:23.900>module <00:15:24.000>versions <00:15:24.100>before <00:15:24.200>you <00:15:24.300>update <00:15:24.400>that <00:15:24.500>one. <00:15:24.600>Do <00:15:24.700>you <00:15:24.800>think <00:15:24.900>this <00:15:25.000>is

00:15:25.750 --> 00:15:25.760 align:start position:0%
<00:15:25.750>update <00:15:25.751>that <00:15:25.752>one. <00:15:25.753>Do <00:15:25.755>you <00:15:25.756>think <00:15:25.757>this <00:15:25.759>is

00:15:25.760 --> 00:15:27.470 align:start position:0%
<00:15:25.760>update <00:15:25.853>that <00:15:25.946>one. <00:15:26.040>Do <00:15:26.133>you <00:15:26.226>think <00:15:26.319>this <00:15:26.413>is <00:15:26.506>something <00:15:26.600>that <00:15:26.693>will <00:15:26.786>go <00:15:26.880>away <00:15:26.973>or <00:15:27.066>this <00:15:27.160>is

00:15:27.470 --> 00:15:27.480 align:start position:0%
<00:15:27.470>something <00:15:27.471>that <00:15:27.472>will <00:15:27.473>go <00:15:27.475>away <00:15:27.476>or <00:15:27.477>this <00:15:27.479>is

00:15:27.480 --> 00:15:29.150 align:start position:0%
<00:15:27.480>something <00:15:27.580>that <00:15:27.680>will <00:15:27.780>go <00:15:27.880>away <00:15:27.980>or <00:15:28.080>this <00:15:28.180>is <00:15:28.280>something <00:15:28.380>that <00:15:28.480>we <00:15:28.580>have <00:15:28.680>to <00:15:28.780>worry <00:15:28.880>about

00:15:29.150 --> 00:15:29.160 align:start position:0%
<00:15:29.150>something <00:15:29.151>that <00:15:29.153>we <00:15:29.154>have <00:15:29.156>to <00:15:29.157>worry <00:15:29.159>about

00:15:29.160 --> 00:15:31.190 align:start position:0%
<00:15:29.160>something <00:15:29.260>that <00:15:29.360>we <00:15:29.459>have <00:15:29.560>to <00:15:29.660>worry <00:15:29.760>about <00:15:29.860>right <00:15:29.959>now? <00:15:30.060>Like <00:15:30.160>how <00:15:30.260>do <00:15:30.360>you <00:15:30.459>stop <00:15:30.560>people

00:15:31.190 --> 00:15:31.200 align:start position:0%
<00:15:31.190>right <00:15:31.191>now? <00:15:31.192>Like <00:15:31.193>how <00:15:31.195>do <00:15:31.196>you <00:15:31.197>stop <00:15:31.199>people

00:15:31.200 --> 00:15:34.510 align:start position:0%
<00:15:31.200>right <00:15:31.327>now? <00:15:31.454>Like <00:15:31.581>how <00:15:31.709>do <00:15:31.836>you <00:15:31.963>stop <00:15:32.090>people <00:15:32.218>from <00:15:32.345>updating <00:15:32.472>too <00:15:32.600>early?

00:15:34.510 --> 00:15:34.520 align:start position:0%
<00:15:34.510>from <00:15:34.513>updating <00:15:34.516>too <00:15:34.519>early?

00:15:34.520 --> 00:15:35.270 align:start position:0%
<00:15:34.520>from <00:15:34.632>updating <00:15:34.745>too <00:15:34.857>early? <00:15:34.970>&gt;&gt; <00:15:35.082>It's <00:15:35.194>a

00:15:35.270 --> 00:15:35.280 align:start position:0%
<00:15:35.270>&gt;&gt; <00:15:35.274>It's <00:15:35.279>a

00:15:35.280 --> 00:15:35.995 align:start position:0%
<00:15:35.280>&gt;&gt; <00:15:35.408>It's <00:15:35.537>a <00:15:35.666>How <00:15:35.794>do <00:15:35.923>you

00:15:35.995 --> 00:15:36.005 align:start position:0%
<00:15:35.995>How <00:15:35.999>do <00:15:36.004>you

00:15:36.005 --> 00:15:36.550 align:start position:0%
<00:15:36.005>How <00:15:36.127>do <00:15:36.250>you <00:15:36.372>&gt;&gt; <00:15:36.495>[laughter]

00:15:36.550 --> 00:15:36.560 align:start position:0%
<00:15:36.550>&gt;&gt; <00:15:36.559>[laughter]

00:15:36.560 --> 00:15:40.590 align:start position:0%
<00:15:36.560>&gt;&gt; <00:15:36.687>[laughter] <00:15:36.814>&gt;&gt; <00:15:36.941>I <00:15:37.069>I <00:15:37.196>I <00:15:37.323>think <00:15:37.450>if <00:15:37.578>they <00:15:37.705>ask <00:15:37.832>us <00:15:37.959>we

00:15:40.590 --> 00:15:40.600 align:start position:0%
<00:15:40.590>&gt;&gt; <00:15:40.591>I <00:15:40.592>I <00:15:40.593>I <00:15:40.594>think <00:15:40.595>if <00:15:40.596>they <00:15:40.597>ask <00:15:40.598>us <00:15:40.599>we

00:15:40.600 --> 00:15:41.750 align:start position:0%
<00:15:40.600>&gt;&gt; <00:15:40.660>I <00:15:40.721>I <00:15:40.782>I <00:15:40.843>think <00:15:40.904>if <00:15:40.965>they <00:15:41.026>ask <00:15:41.087>us <00:15:41.147>we <00:15:41.208>There <00:15:41.269>are <00:15:41.330>two <00:15:41.391>ways <00:15:41.452>of <00:15:41.513>doing <00:15:41.574>this. <00:15:41.635>It

00:15:41.750 --> 00:15:41.760 align:start position:0%
<00:15:41.750>There <00:15:41.751>are <00:15:41.752>two <00:15:41.753>ways <00:15:41.755>of <00:15:41.756>doing <00:15:41.757>this. <00:15:41.759>It

00:15:41.760 --> 00:15:43.630 align:start position:0%
<00:15:41.760>There <00:15:41.853>are <00:15:41.946>two <00:15:42.040>ways <00:15:42.133>of <00:15:42.226>doing <00:15:42.319>this. <00:15:42.413>It <00:15:42.506>used <00:15:42.600>to <00:15:42.693>be <00:15:42.786>that <00:15:42.880>like <00:15:42.973>Cisco <00:15:43.066>would <00:15:43.160>do

00:15:43.630 --> 00:15:43.640 align:start position:0%
<00:15:43.630>used <00:15:43.631>to <00:15:43.632>be <00:15:43.633>that <00:15:43.635>like <00:15:43.636>Cisco <00:15:43.637>would <00:15:43.639>do

00:15:43.640 --> 00:15:45.390 align:start position:0%
<00:15:43.640>used <00:15:43.740>to <00:15:43.840>be <00:15:43.939>that <00:15:44.040>like <00:15:44.140>Cisco <00:15:44.240>would <00:15:44.340>do <00:15:44.439>right? <00:15:44.540>They <00:15:44.640>would <00:15:44.740>have <00:15:44.840>every <00:15:44.939>X <00:15:45.040>release

00:15:45.390 --> 00:15:45.400 align:start position:0%
<00:15:45.390>right? <00:15:45.391>They <00:15:45.393>would <00:15:45.394>have <00:15:45.396>every <00:15:45.397>X <00:15:45.399>release

00:15:45.400 --> 00:15:47.470 align:start position:0%
<00:15:45.400>right? <00:15:45.500>They <00:15:45.600>would <00:15:45.699>have <00:15:45.800>every <00:15:45.900>X <00:15:46.000>release <00:15:46.100>they <00:15:46.199>would <00:15:46.300>say <00:15:46.400>this <00:15:46.500>is <00:15:46.600>the <00:15:46.699>certified <00:15:46.800>you

00:15:47.470 --> 00:15:47.480 align:start position:0%
<00:15:47.470>they <00:15:47.471>would <00:15:47.472>say <00:15:47.473>this <00:15:47.475>is <00:15:47.476>the <00:15:47.477>certified <00:15:47.479>you

00:15:47.480 --> 00:15:48.910 align:start position:0%
<00:15:47.480>they <00:15:47.565>would <00:15:47.651>say <00:15:47.737>this <00:15:47.823>is <00:15:47.909>the <00:15:47.994>certified <00:15:48.080>you <00:15:48.166>know <00:15:48.252>release <00:15:48.338>that <00:15:48.423>if <00:15:48.509>you're <00:15:48.595>a <00:15:48.681>telco <00:15:48.766>only

00:15:48.910 --> 00:15:48.920 align:start position:0%
<00:15:48.910>know <00:15:48.911>release <00:15:48.912>that <00:15:48.913>if <00:15:48.915>you're <00:15:48.916>a <00:15:48.917>telco <00:15:48.919>only

00:15:48.920 --> 00:15:50.910 align:start position:0%
<00:15:48.920>know <00:15:49.013>release <00:15:49.106>that <00:15:49.199>if <00:15:49.293>you're <00:15:49.386>a <00:15:49.479>telco <00:15:49.573>only <00:15:49.666>go <00:15:49.760>here. <00:15:49.853>And <00:15:49.946>that <00:15:50.040>model <00:15:50.133>I <00:15:50.226>think <00:15:50.319>doesn't

00:15:50.910 --> 00:15:50.920 align:start position:0%
<00:15:50.910>go <00:15:50.911>here. <00:15:50.912>And <00:15:50.913>that <00:15:50.915>model <00:15:50.916>I <00:15:50.917>think <00:15:50.919>doesn't

00:15:50.920 --> 00:15:52.590 align:start position:0%
<00:15:50.920>go <00:15:51.027>here. <00:15:51.135>And <00:15:51.243>that <00:15:51.350>model <00:15:51.458>I <00:15:51.566>think <00:15:51.673>doesn't <00:15:51.781>work <00:15:51.889>anymore. <00:15:51.996>Now <00:15:52.104>people <00:15:52.212>update <00:15:52.319>as

00:15:52.590 --> 00:15:52.600 align:start position:0%
<00:15:52.590>work <00:15:52.591>anymore. <00:15:52.593>Now <00:15:52.595>people <00:15:52.597>update <00:15:52.599>as

00:15:52.600 --> 00:15:53.990 align:start position:0%
<00:15:52.600>work <00:15:52.704>anymore. <00:15:52.808>Now <00:15:52.912>people <00:15:53.017>update <00:15:53.121>as <00:15:53.225>quickly <00:15:53.329>as <00:15:53.434>they <00:15:53.538>can. <00:15:53.642>They <00:15:53.746>have <00:15:53.851>been

00:15:53.990 --> 00:15:54.000 align:start position:0%
<00:15:53.990>quickly <00:15:53.991>as <00:15:53.993>they <00:15:53.994>can. <00:15:53.996>They <00:15:53.997>have <00:15:53.999>been

00:15:54.000 --> 00:15:55.230 align:start position:0%
<00:15:54.000>quickly <00:15:54.138>as <00:15:54.276>they <00:15:54.415>can. <00:15:54.553>They <00:15:54.691>have <00:15:54.830>been <00:15:54.968>taught <00:15:55.107>to.

00:15:55.230 --> 00:15:55.240 align:start position:0%
<00:15:55.230>taught <00:15:55.239>to.

00:15:55.240 --> 00:15:56.110 align:start position:0%
<00:15:55.240>taught <00:15:55.631>to. <00:15:56.023>So

00:15:56.110 --> 00:15:56.120 align:start position:0%
So

00:15:56.120 --> 00:15:58.950 align:start position:0%
<00:15:56.120>So <00:15:56.320>every <00:15:56.520>release <00:15:56.720>must <00:15:56.920>run <00:15:57.120>through <00:15:57.320>the <00:15:57.520>gamut

00:15:58.950 --> 00:15:58.960 align:start position:0%
<00:15:58.950>every <00:15:58.951>release <00:15:58.953>must <00:15:58.954>run <00:15:58.956>through <00:15:58.957>the <00:15:58.959>gamut

00:15:58.960 --> 00:16:01.150 align:start position:0%
<00:15:58.960>every <00:15:59.067>release <00:15:59.175>must <00:15:59.283>run <00:15:59.390>through <00:15:59.498>the <00:15:59.606>gamut <00:15:59.713>of <00:15:59.821>your <00:15:59.929>verification <00:16:00.036>of <00:16:00.144>your <00:16:00.252>sanity <00:16:00.360>that

00:16:01.150 --> 00:16:01.160 align:start position:0%
<00:16:01.150>of <00:16:01.151>your <00:16:01.153>verification <00:16:01.154>of <00:16:01.156>your <00:16:01.157>sanity <00:16:01.159>that

00:16:01.160 --> 00:16:03.590 align:start position:0%
<00:16:01.160>of <00:16:01.267>your <00:16:01.375>verification <00:16:01.483>of <00:16:01.590>your <00:16:01.698>sanity <00:16:01.806>that <00:16:01.913>of <00:16:02.021>your <00:16:02.129>security. <00:16:02.236>And <00:16:02.344>that <00:16:02.452>means <00:16:02.560>more

00:16:03.590 --> 00:16:03.600 align:start position:0%
<00:16:03.590>of <00:16:03.591>your <00:16:03.593>security. <00:16:03.594>And <00:16:03.596>that <00:16:03.597>means <00:16:03.599>more

00:16:03.600 --> 00:16:06.430 align:start position:0%
<00:16:03.600>of <00:16:03.727>your <00:16:03.854>security. <00:16:03.981>And <00:16:04.109>that <00:16:04.236>means <00:16:04.363>more <00:16:04.490>and <00:16:04.618>more <00:16:04.745>automation <00:16:04.872>that <00:16:05.000>means

00:16:06.430 --> 00:16:06.440 align:start position:0%
<00:16:06.430>and <00:16:06.432>more <00:16:06.434>automation <00:16:06.436>that <00:16:06.439>means

00:16:06.440 --> 00:16:08.630 align:start position:0%
<00:16:06.440>and <00:16:06.567>more <00:16:06.694>automation <00:16:06.821>that <00:16:06.949>means <00:16:07.076>making <00:16:07.203>sure <00:16:07.330>that <00:16:07.458>you <00:16:07.585>never <00:16:07.712>take <00:16:07.840>half

00:16:08.630 --> 00:16:08.640 align:start position:0%
<00:16:08.630>making <00:16:08.631>sure <00:16:08.633>that <00:16:08.634>you <00:16:08.636>never <00:16:08.637>take <00:16:08.639>half

00:16:08.640 --> 00:16:10.150 align:start position:0%
<00:16:08.640>making <00:16:08.834>sure <00:16:09.028>that <00:16:09.222>you <00:16:09.416>never <00:16:09.610>take <00:16:09.804>half <00:16:09.999>measures

00:16:10.150 --> 00:16:10.160 align:start position:0%
measures

00:16:10.160 --> 00:16:12.750 align:start position:0%
<00:16:10.160>measures <00:16:10.439>and <00:16:10.719>especially <00:16:11.000>in <00:16:11.280>regular <00:16:11.560>industries

00:16:12.750 --> 00:16:12.760 align:start position:0%
<00:16:12.750>and <00:16:12.752>especially <00:16:12.754>in <00:16:12.756>regular <00:16:12.759>industries

00:16:12.760 --> 00:16:14.670 align:start position:0%
<00:16:12.760>and <00:16:12.900>especially <00:16:13.040>in <00:16:13.180>regular <00:16:13.319>industries <00:16:13.460>they <00:16:13.600>will <00:16:13.740>never <00:16:13.880>ship <00:16:14.020>anything <00:16:14.160>unless

00:16:14.670 --> 00:16:14.680 align:start position:0%
<00:16:14.670>they <00:16:14.671>will <00:16:14.673>never <00:16:14.675>ship <00:16:14.677>anything <00:16:14.679>unless

00:16:14.680 --> 00:16:16.750 align:start position:0%
<00:16:14.680>they <00:16:14.796>will <00:16:14.913>never <00:16:15.030>ship <00:16:15.146>anything <00:16:15.263>unless <00:16:15.380>they <00:16:15.496>have <00:16:15.613>gone <00:16:15.729>through <00:16:15.846>the <00:16:15.963>entire <00:16:16.079>thing.

00:16:16.750 --> 00:16:16.760 align:start position:0%
<00:16:16.750>they <00:16:16.751>have <00:16:16.753>gone <00:16:16.754>through <00:16:16.756>the <00:16:16.757>entire <00:16:16.759>thing.

00:16:16.760 --> 00:16:18.190 align:start position:0%
<00:16:16.760>they <00:16:16.845>have <00:16:16.931>gone <00:16:17.017>through <00:16:17.103>the <00:16:17.189>entire <00:16:17.274>thing. <00:16:17.360>&gt;&gt; <00:16:17.446>I <00:16:17.532>think <00:16:17.618>the <00:16:17.703>reality <00:16:17.789>in <00:16:17.875>the <00:16:17.961>industry <00:16:18.047>is

00:16:18.190 --> 00:16:18.200 align:start position:0%
<00:16:18.190>&gt;&gt; <00:16:18.191>I <00:16:18.192>think <00:16:18.193>the <00:16:18.194>reality <00:16:18.195>in <00:16:18.196>the <00:16:18.197>industry <00:16:18.199>is

00:16:18.200 --> 00:16:20.190 align:start position:0%
<00:16:18.200>&gt;&gt; <00:16:18.293>I <00:16:18.386>think <00:16:18.480>the <00:16:18.573>reality <00:16:18.666>in <00:16:18.760>the <00:16:18.853>industry <00:16:18.946>is <00:16:19.040>there's <00:16:19.133>no <00:16:19.226>real <00:16:19.320>answer <00:16:19.413>for <00:16:19.506>this. <00:16:19.600>But

00:16:20.190 --> 00:16:20.200 align:start position:0%
<00:16:20.190>there's <00:16:20.191>no <00:16:20.193>real <00:16:20.194>answer <00:16:20.196>for <00:16:20.197>this. <00:16:20.199>But

00:16:20.200 --> 00:16:21.830 align:start position:0%
<00:16:20.200>there's <00:16:20.316>no <00:16:20.433>real <00:16:20.550>answer <00:16:20.666>for <00:16:20.783>this. <00:16:20.900>But <00:16:21.016>everybody <00:16:21.133>suggests <00:16:21.250>is <00:16:21.366>basically <00:16:21.483>that <00:16:21.600>you

00:16:21.830 --> 00:16:21.840 align:start position:0%
<00:16:21.830>everybody <00:16:21.831>suggests <00:16:21.833>is <00:16:21.835>basically <00:16:21.837>that <00:16:21.839>you

00:16:21.840 --> 00:16:24.070 align:start position:0%
<00:16:21.840>everybody <00:16:21.980>suggests <00:16:22.120>is <00:16:22.260>basically <00:16:22.400>that <00:16:22.540>you <00:16:22.680>have <00:16:22.820>a <00:16:22.960>cool <00:16:23.100>down <00:16:23.240>period

00:16:24.070 --> 00:16:24.080 align:start position:0%
<00:16:24.070>have <00:16:24.072>a <00:16:24.074>cool <00:16:24.076>down <00:16:24.079>period

00:16:24.080 --> 00:16:25.990 align:start position:0%
<00:16:24.080>have <00:16:24.220>a <00:16:24.360>cool <00:16:24.500>down <00:16:24.640>period <00:16:24.780>which <00:16:24.920>makes <00:16:25.060>the <00:16:25.200>implicit <00:16:25.340>assumption <00:16:25.480>you

00:16:25.990 --> 00:16:26.000 align:start position:0%
<00:16:25.990>which <00:16:25.991>makes <00:16:25.993>the <00:16:25.995>implicit <00:16:25.997>assumption <00:16:25.999>you

00:16:26.000 --> 00:16:27.790 align:start position:0%
<00:16:26.000>which <00:16:26.116>makes <00:16:26.233>the <00:16:26.350>implicit <00:16:26.466>assumption <00:16:26.583>you <00:16:26.700>find <00:16:26.816>somebody <00:16:26.933>else <00:16:27.050>who <00:16:27.166>uses <00:16:27.283>the <00:16:27.400>NPM

00:16:27.790 --> 00:16:27.800 align:start position:0%
<00:16:27.790>find <00:16:27.791>somebody <00:16:27.793>else <00:16:27.794>who <00:16:27.795>uses <00:16:27.797>the <00:16:27.799>NPM

00:16:27.800 --> 00:16:30.310 align:start position:0%
<00:16:27.800>find <00:16:27.927>somebody <00:16:28.054>else <00:16:28.181>who <00:16:28.309>uses <00:16:28.436>the <00:16:28.563>NPM <00:16:28.690>package <00:16:28.818>first, <00:16:28.945>gets <00:16:29.072>affected, <00:16:29.199>publishes

00:16:30.310 --> 00:16:30.320 align:start position:0%
<00:16:30.310>package <00:16:30.312>first, <00:16:30.314>gets <00:16:30.316>affected, <00:16:30.319>publishes

00:16:30.320 --> 00:16:31.990 align:start position:0%
<00:16:30.320>package <00:16:30.436>first, <00:16:30.553>gets <00:16:30.670>affected, <00:16:30.786>publishes <00:16:30.903>about <00:16:31.020>it <00:16:31.136>and <00:16:31.253>you <00:16:31.370>know <00:16:31.486>that <00:16:31.603>you <00:16:31.720>should

00:16:31.990 --> 00:16:32.000 align:start position:0%
<00:16:31.990>about <00:16:31.991>it <00:16:31.992>and <00:16:31.993>you <00:16:31.995>know <00:16:31.996>that <00:16:31.997>you <00:16:31.999>should

00:16:32.000 --> 00:16:33.790 align:start position:0%
<00:16:32.000>about <00:16:32.107>it <00:16:32.215>and <00:16:32.323>you <00:16:32.430>know <00:16:32.538>that <00:16:32.646>you <00:16:32.753>should <00:16:32.861>not <00:16:32.969>update. <00:16:33.076>That's <00:16:33.184>basically <00:16:33.292>the <00:16:33.400>idea

00:16:33.790 --> 00:16:33.800 align:start position:0%
<00:16:33.790>not <00:16:33.791>update. <00:16:33.793>That's <00:16:33.795>basically <00:16:33.797>the <00:16:33.799>idea

00:16:33.800 --> 00:16:34.950 align:start position:0%
<00:16:33.800>not <00:16:33.947>update. <00:16:34.095>That's <00:16:34.243>basically <00:16:34.391>the <00:16:34.539>idea <00:16:34.687>behind <00:16:34.835>it.

00:16:34.950 --> 00:16:34.960 align:start position:0%
<00:16:34.950>behind <00:16:34.959>it.

00:16:34.960 --> 00:16:36.350 align:start position:0%
<00:16:34.960>behind <00:16:35.116>it. <00:16:35.272>But <00:16:35.429>obviously <00:16:35.585>if <00:16:35.741>everybody <00:16:35.898>has <00:16:36.054>the <00:16:36.211>same

00:16:36.350 --> 00:16:36.360 align:start position:0%
<00:16:36.350>But <00:16:36.351>obviously <00:16:36.353>if <00:16:36.354>everybody <00:16:36.356>has <00:16:36.357>the <00:16:36.359>same

00:16:36.360 --> 00:16:36.430 align:start position:0%
<00:16:36.360>But <00:16:36.369>obviously <00:16:36.378>if <00:16:36.387>everybody <00:16:36.396>has <00:16:36.405>the <00:16:36.414>same <00:16:36.423>idea

00:16:36.430 --> 00:16:36.440 align:start position:0%
idea

00:16:36.440 --> 00:16:38.876 align:start position:0%
<00:16:36.440>idea <00:16:36.615>&gt;&gt; <00:16:36.790>RSS <00:16:36.965>driven <00:16:37.140>security <00:16:37.315>or <00:16:37.490>what <00:16:37.665>do <00:16:37.840>you

00:16:38.876 --> 00:16:38.886 align:start position:0%
<00:16:38.876>&gt;&gt; <00:16:38.877>RSS <00:16:38.878>driven <00:16:38.879>security <00:16:38.881>or <00:16:38.882>what <00:16:38.883>do <00:16:38.885>you

00:16:38.886 --> 00:16:39.750 align:start position:0%
<00:16:38.886>&gt;&gt; <00:16:38.972>RSS <00:16:39.058>driven <00:16:39.145>security <00:16:39.231>or <00:16:39.318>what <00:16:39.404>do <00:16:39.490>you <00:16:39.577>&gt;&gt; <00:16:39.663>[laughter]

00:16:39.750 --> 00:16:39.760 align:start position:0%
<00:16:39.750>&gt;&gt; <00:16:39.759>[laughter]

00:16:39.760 --> 00:16:41.670 align:start position:0%
<00:16:39.760>&gt;&gt; <00:16:39.900>[laughter] <00:16:40.040>&gt;&gt; <00:16:40.180>But <00:16:40.319>obviously <00:16:40.460>that <00:16:40.600>that <00:16:40.740>is <00:16:40.880>that <00:16:41.020>will <00:16:41.160>not

00:16:41.670 --> 00:16:41.680 align:start position:0%
<00:16:41.670>&gt;&gt; <00:16:41.671>But <00:16:41.672>obviously <00:16:41.673>that <00:16:41.674>that <00:16:41.675>is <00:16:41.676>that <00:16:41.677>will <00:16:41.679>not

00:16:41.680 --> 00:16:43.710 align:start position:0%
<00:16:41.680>&gt;&gt; <00:16:41.787>But <00:16:41.895>obviously <00:16:42.003>that <00:16:42.110>that <00:16:42.218>is <00:16:42.326>that <00:16:42.433>will <00:16:42.541>not <00:16:42.649>scale <00:16:42.756>because <00:16:42.864>this <00:16:42.972>cool <00:16:43.079>everybody

00:16:43.710 --> 00:16:43.720 align:start position:0%
<00:16:43.710>scale <00:16:43.712>because <00:16:43.714>this <00:16:43.716>cool <00:16:43.719>everybody

00:16:43.720 --> 00:16:45.310 align:start position:0%
<00:16:43.720>scale <00:16:43.847>because <00:16:43.974>this <00:16:44.101>cool <00:16:44.229>everybody <00:16:44.356>introduces <00:16:44.483>now <00:16:44.610>this <00:16:44.738>kind <00:16:44.865>of <00:16:44.992>cool <00:16:45.120>down

00:16:45.310 --> 00:16:45.320 align:start position:0%
<00:16:45.310>introduces <00:16:45.311>now <00:16:45.313>this <00:16:45.314>kind <00:16:45.316>of <00:16:45.317>cool <00:16:45.319>down

00:16:45.320 --> 00:16:47.590 align:start position:0%
<00:16:45.320>introduces <00:16:45.447>now <00:16:45.574>this <00:16:45.701>kind <00:16:45.829>of <00:16:45.956>cool <00:16:46.083>down <00:16:46.210>periods <00:16:46.338>nobody <00:16:46.465>is <00:16:46.592>immediately <00:16:46.720>upgrading

00:16:47.590 --> 00:16:47.600 align:start position:0%
<00:16:47.590>periods <00:16:47.592>nobody <00:16:47.594>is <00:16:47.596>immediately <00:16:47.599>upgrading

00:16:47.600 --> 00:16:50.150 align:start position:0%
<00:16:47.600>periods <00:16:47.716>nobody <00:16:47.833>is <00:16:47.950>immediately <00:16:48.066>upgrading <00:16:48.183>to <00:16:48.300>the <00:16:48.416>latest <00:16:48.533>NPM <00:16:48.650>packages <00:16:48.766>but <00:16:48.883>waits <00:16:49.000>for

00:16:50.150 --> 00:16:50.160 align:start position:0%
<00:16:50.150>to <00:16:50.151>the <00:16:50.152>latest <00:16:50.153>NPM <00:16:50.155>packages <00:16:50.156>but <00:16:50.157>waits <00:16:50.159>for

00:16:50.160 --> 00:16:51.870 align:start position:0%
<00:16:50.160>to <00:16:50.287>the <00:16:50.414>latest <00:16:50.541>NPM <00:16:50.669>packages <00:16:50.796>but <00:16:50.923>waits <00:16:51.050>for <00:16:51.178>three <00:16:51.305>to <00:16:51.432>five <00:16:51.560>days

00:16:51.870 --> 00:16:51.880 align:start position:0%
<00:16:51.870>three <00:16:51.873>to <00:16:51.876>five <00:16:51.879>days

00:16:51.880 --> 00:16:53.750 align:start position:0%
<00:16:51.880>three <00:16:52.020>to <00:16:52.160>five <00:16:52.300>days <00:16:52.439>hence <00:16:52.580>this <00:16:52.720>approach <00:16:52.860>will <00:16:53.000>not <00:16:53.140>scale. <00:16:53.280>I

00:16:53.750 --> 00:16:53.760 align:start position:0%
<00:16:53.750>hence <00:16:53.751>this <00:16:53.753>approach <00:16:53.754>will <00:16:53.756>not <00:16:53.757>scale. <00:16:53.759>I

00:16:53.760 --> 00:16:54.670 align:start position:0%
<00:16:53.760>hence <00:16:53.877>this <00:16:53.994>approach <00:16:54.111>will <00:16:54.228>not <00:16:54.345>scale. <00:16:54.462>I <00:16:54.579>think

00:16:54.670 --> 00:16:54.680 align:start position:0%
think

00:16:54.680 --> 00:16:56.030 align:start position:0%
<00:16:54.680>think <00:16:54.853>as <00:16:55.027>an <00:16:55.200>industry <00:16:55.374>we <00:16:55.547>are <00:16:55.721>really <00:16:55.895>really

00:16:56.030 --> 00:16:56.040 align:start position:0%
<00:16:56.030>as <00:16:56.031>an <00:16:56.033>industry <00:16:56.034>we <00:16:56.036>are <00:16:56.037>really <00:16:56.039>really

00:16:56.040 --> 00:16:58.190 align:start position:0%
<00:16:56.040>as <00:16:56.147>an <00:16:56.255>industry <00:16:56.363>we <00:16:56.470>are <00:16:56.578>really <00:16:56.686>really <00:16:56.793>challenged <00:16:56.901>here <00:16:57.009>to <00:16:57.116>find <00:16:57.224>a <00:16:57.332>solution <00:16:57.439>for

00:16:58.190 --> 00:16:58.200 align:start position:0%
<00:16:58.190>challenged <00:16:58.191>here <00:16:58.193>to <00:16:58.194>find <00:16:58.196>a <00:16:58.197>solution <00:16:58.199>for

00:16:58.200 --> 00:16:59.350 align:start position:0%
<00:16:58.200>challenged <00:16:58.329>here <00:16:58.458>to <00:16:58.588>find <00:16:58.717>a <00:16:58.846>solution <00:16:58.976>for <00:16:59.105>all <00:16:59.235>this

00:16:59.350 --> 00:16:59.360 align:start position:0%
<00:16:59.350>all <00:16:59.359>this

00:16:59.360 --> 00:17:00.670 align:start position:0%
<00:16:59.360>all <00:16:59.654>this <00:16:59.949>supply <00:17:00.244>chain <00:17:00.539>attacks.

00:17:00.670 --> 00:17:00.680 align:start position:0%
<00:17:00.670>supply <00:17:00.674>chain <00:17:00.679>attacks.

00:17:00.680 --> 00:17:02.510 align:start position:0%
<00:17:00.680>supply <00:17:00.796>chain <00:17:00.913>attacks. <00:17:01.030>&gt;&gt; <00:17:01.146>Well, <00:17:01.263>day <00:17:01.380>zero <00:17:01.496>is <00:17:01.613>one <00:17:01.729>thing <00:17:01.846>but <00:17:01.963>then <00:17:02.079>you

00:17:02.510 --> 00:17:02.520 align:start position:0%
<00:17:02.510>&gt;&gt; <00:17:02.511>Well, <00:17:02.512>day <00:17:02.513>zero <00:17:02.514>is <00:17:02.515>one <00:17:02.516>thing <00:17:02.516>but <00:17:02.518>then <00:17:02.519>you

00:17:02.520 --> 00:17:04.510 align:start position:0%
<00:17:02.520>&gt;&gt; <00:17:02.602>Well, <00:17:02.684>day <00:17:02.767>zero <00:17:02.849>is <00:17:02.931>one <00:17:03.014>thing <00:17:03.096>but <00:17:03.178>then <00:17:03.261>you <00:17:03.343>got <00:17:03.425>the <00:17:03.508>day <00:17:03.590>end <00:17:03.672>problem <00:17:03.755>as <00:17:03.837>well <00:17:03.920>that

00:17:04.510 --> 00:17:04.520 align:start position:0%
<00:17:04.510>got <00:17:04.511>the <00:17:04.512>day <00:17:04.513>end <00:17:04.515>problem <00:17:04.516>as <00:17:04.517>well <00:17:04.519>that

00:17:04.520 --> 00:17:06.350 align:start position:0%
<00:17:04.520>got <00:17:04.627>the <00:17:04.735>day <00:17:04.843>end <00:17:04.950>problem <00:17:05.058>as <00:17:05.166>well <00:17:05.273>that <00:17:05.381>there's <00:17:05.489>lots <00:17:05.596>of <00:17:05.704>outdated <00:17:05.812>materials <00:17:05.920>that

00:17:06.350 --> 00:17:06.360 align:start position:0%
<00:17:06.349>there's <00:17:06.351>lots <00:17:06.353>of <00:17:06.355>outdated <00:17:06.357>materials <00:17:06.358>that

00:17:06.360 --> 00:17:09.150 align:start position:0%
<00:17:06.359>there's <00:17:06.487>lots <00:17:06.614>of <00:17:06.741>outdated <00:17:06.869>materials <00:17:06.996>that <00:17:07.123>get <00:17:07.250>attacked <00:17:07.378>by <00:17:07.505>new <00:17:07.632>security <00:17:07.760>models

00:17:09.150 --> 00:17:09.160 align:start position:0%
<00:17:09.150>get <00:17:09.151>attacked <00:17:09.153>by <00:17:09.155>new <00:17:09.157>security <00:17:09.159>models

00:17:09.160 --> 00:17:11.710 align:start position:0%
<00:17:09.160>get <00:17:09.267>attacked <00:17:09.375>by <00:17:09.483>new <00:17:09.590>security <00:17:09.698>models <00:17:09.806>and <00:17:09.913>people <00:17:10.021>are <00:17:10.129>not <00:17:10.236>upgrading <00:17:10.344>it. <00:17:10.452>Now <00:17:10.560>one

00:17:11.710 --> 00:17:11.720 align:start position:0%
<00:17:11.710>and <00:17:11.711>people <00:17:11.712>are <00:17:11.713>not <00:17:11.715>upgrading <00:17:11.716>it. <00:17:11.717>Now <00:17:11.719>one

00:17:11.720 --> 00:17:13.590 align:start position:0%
<00:17:11.720>and <00:17:11.819>people <00:17:11.920>are <00:17:12.020>not <00:17:12.120>upgrading <00:17:12.220>it. <00:17:12.319>Now <00:17:12.420>one <00:17:12.520>thing <00:17:12.620>I <00:17:12.720>wondered <00:17:12.819>about <00:17:12.920>you <00:17:13.020>about <00:17:13.120>Daniel

00:17:13.590 --> 00:17:13.600 align:start position:0%
<00:17:13.589>thing <00:17:13.591>I <00:17:13.592>wondered <00:17:13.594>about <00:17:13.596>you <00:17:13.597>about <00:17:13.598>Daniel

00:17:13.600 --> 00:17:16.030 align:start position:0%
<00:17:13.599>thing <00:17:13.687>I <00:17:13.774>wondered <00:17:13.862>about <00:17:13.949>you <00:17:14.037>about <00:17:14.125>Daniel <00:17:14.212>is <00:17:14.300>like <00:17:14.387>one <00:17:14.474>of <00:17:14.562>the <00:17:14.649>big <00:17:14.737>things <00:17:14.824>we <00:17:14.912>sell <00:17:15.000>AI

00:17:16.030 --> 00:17:16.040 align:start position:0%
<00:17:16.030>is <00:17:16.031>like <00:17:16.031>one <00:17:16.032>of <00:17:16.033>the <00:17:16.034>big <00:17:16.036>things <00:17:16.037>we <00:17:16.038>sell <00:17:16.039>AI

00:17:16.040 --> 00:17:18.510 align:start position:0%
<00:17:16.040>is <00:17:16.117>like <00:17:16.195>one <00:17:16.273>of <00:17:16.351>the <00:17:16.428>big <00:17:16.506>things <00:17:16.584>we <00:17:16.662>sell <00:17:16.740>AI <00:17:16.817>for <00:17:16.895>is <00:17:16.973>that <00:17:17.051>you <00:17:17.128>can <00:17:17.206>ship <00:17:17.284>more <00:17:17.362>faster <00:17:17.440>all

00:17:18.510 --> 00:17:18.520 align:start position:0%
<00:17:18.510>for <00:17:18.511>is <00:17:18.512>that <00:17:18.513>you <00:17:18.514>can <00:17:18.515>ship <00:17:18.516>more <00:17:18.517>faster <00:17:18.519>all

00:17:18.520 --> 00:17:19.630 align:start position:0%
<00:17:18.520>for <00:17:18.619>is <00:17:18.719>that <00:17:18.819>you <00:17:18.919>can <00:17:19.019>ship <00:17:19.119>more <00:17:19.219>faster <00:17:19.319>all <00:17:19.419>the <00:17:19.519>time.

00:17:19.630 --> 00:17:19.640 align:start position:0%
<00:17:19.630>the <00:17:19.639>time.

00:17:19.640 --> 00:17:20.910 align:start position:0%
<00:17:19.640>the <00:17:19.782>time. <00:17:19.925>I <00:17:20.068>love <00:17:20.211>this <00:17:20.354>headline <00:17:20.497>where <00:17:20.640>it's <00:17:20.783>like

00:17:20.910 --> 00:17:20.920 align:start position:0%
<00:17:20.910>I <00:17:20.911>love <00:17:20.913>this <00:17:20.914>headline <00:17:20.916>where <00:17:20.917>it's <00:17:20.919>like

00:17:20.920 --> 00:17:22.949 align:start position:0%
<00:17:20.920>I <00:17:21.036>love <00:17:21.153>this <00:17:21.270>headline <00:17:21.386>where <00:17:21.503>it's <00:17:21.620>like <00:17:21.736>Anthropic <00:17:21.853>releases <00:17:21.970>five <00:17:22.086>times <00:17:22.203>a <00:17:22.320>day,

00:17:22.949 --> 00:17:22.959 align:start position:0%
<00:17:22.949>Anthropic <00:17:22.950>releases <00:17:22.952>five <00:17:22.954>times <00:17:22.956>a <00:17:22.958>day,

00:17:22.959 --> 00:17:24.829 align:start position:0%
<00:17:22.959>Anthropic <00:17:23.075>releases <00:17:23.192>five <00:17:23.309>times <00:17:23.425>a <00:17:23.542>day, <00:17:23.659>your <00:17:23.775>enterprise <00:17:23.892>company <00:17:24.009>can <00:17:24.125>do <00:17:24.242>that <00:17:24.359>as

00:17:24.829 --> 00:17:24.839 align:start position:0%
<00:17:24.829>your <00:17:24.830>enterprise <00:17:24.831>company <00:17:24.833>can <00:17:24.835>do <00:17:24.836>that <00:17:24.838>as

00:17:24.839 --> 00:17:26.750 align:start position:0%
<00:17:24.839>your <00:17:24.955>enterprise <00:17:25.072>company <00:17:25.188>can <00:17:25.305>do <00:17:25.422>that <00:17:25.539>as <00:17:25.655>well. <00:17:25.772>Why <00:17:25.888>would <00:17:26.005>an <00:17:26.122>enterprise <00:17:26.239>company

00:17:26.750 --> 00:17:26.760 align:start position:0%
<00:17:26.750>well. <00:17:26.751>Why <00:17:26.753>would <00:17:26.755>an <00:17:26.757>enterprise <00:17:26.759>company

00:17:26.760 --> 00:17:29.030 align:start position:0%
<00:17:26.760>well. <00:17:26.867>Why <00:17:26.975>would <00:17:27.083>an <00:17:27.190>enterprise <00:17:27.298>company <00:17:27.406>ship <00:17:27.513>five <00:17:27.621>times <00:17:27.729>a <00:17:27.836>day? <00:17:27.944>What <00:17:28.052>is <00:17:28.160>your

00:17:29.030 --> 00:17:29.040 align:start position:0%
<00:17:29.030>ship <00:17:29.031>five <00:17:29.032>times <00:17:29.033>a <00:17:29.035>day? <00:17:29.036>What <00:17:29.037>is <00:17:29.039>your

00:17:29.040 --> 00:17:31.190 align:start position:0%
<00:17:29.040>ship <00:17:29.133>five <00:17:29.226>times <00:17:29.320>a <00:17:29.413>day? <00:17:29.506>What <00:17:29.600>is <00:17:29.693>your <00:17:29.786>cadence? <00:17:29.879>Like <00:17:29.973>how <00:17:30.066>how <00:17:30.159>often <00:17:30.253>do <00:17:30.346>you <00:17:30.440>ship

00:17:31.190 --> 00:17:31.200 align:start position:0%
<00:17:31.190>cadence? <00:17:31.191>Like <00:17:31.192>how <00:17:31.193>how <00:17:31.195>often <00:17:31.196>do <00:17:31.197>you <00:17:31.199>ship

00:17:31.200 --> 00:17:32.310 align:start position:0%
<00:17:31.200>cadence? <00:17:31.324>Like <00:17:31.449>how <00:17:31.574>how <00:17:31.699>often <00:17:31.824>do <00:17:31.949>you <00:17:32.074>ship <00:17:32.199>and

00:17:32.310 --> 00:17:32.320 align:start position:0%
and

00:17:32.320 --> 00:17:33.150 align:start position:0%
<00:17:32.320>and <00:17:33.067>why?

00:17:33.150 --> 00:17:33.160 align:start position:0%
why?

00:17:33.160 --> 00:17:34.950 align:start position:0%
<00:17:33.160>why? <00:17:33.300>&gt;&gt; <00:17:33.440>So <00:17:33.580>first <00:17:33.720>of <00:17:33.860>all, <00:17:34.000>I <00:17:34.140>think <00:17:34.280>Anthropic <00:17:34.420>is <00:17:34.560>a

00:17:34.950 --> 00:17:34.960 align:start position:0%
<00:17:34.950>&gt;&gt; <00:17:34.951>So <00:17:34.952>first <00:17:34.953>of <00:17:34.954>all, <00:17:34.955>I <00:17:34.956>think <00:17:34.957>Anthropic <00:17:34.958>is <00:17:34.959>a

00:17:34.960 --> 00:17:37.670 align:start position:0%
<00:17:34.960>&gt;&gt; <00:17:35.042>So <00:17:35.124>first <00:17:35.207>of <00:17:35.289>all, <00:17:35.371>I <00:17:35.454>think <00:17:35.536>Anthropic <00:17:35.618>is <00:17:35.701>a <00:17:35.783>is <00:17:35.865>is <00:17:35.948>an <00:17:36.030>amazing <00:17:36.112>company <00:17:36.195>how <00:17:36.277>fast <00:17:36.360>and

00:17:37.670 --> 00:17:37.680 align:start position:0%
<00:17:37.670>is <00:17:37.671>is <00:17:37.672>an <00:17:37.673>amazing <00:17:37.675>company <00:17:37.676>how <00:17:37.677>fast <00:17:37.679>and

00:17:37.680 --> 00:17:40.350 align:start position:0%
<00:17:37.680>is <00:17:37.773>is <00:17:37.866>an <00:17:37.960>amazing <00:17:38.053>company <00:17:38.146>how <00:17:38.240>fast <00:17:38.333>and <00:17:38.426>how <00:17:38.520>often <00:17:38.613>they <00:17:38.706>ship. <00:17:38.800>Uh <00:17:38.893>there <00:17:38.986>is <00:17:39.080>a

00:17:40.350 --> 00:17:40.360 align:start position:0%
<00:17:40.350>how <00:17:40.351>often <00:17:40.352>they <00:17:40.353>ship. <00:17:40.355>Uh <00:17:40.356>there <00:17:40.357>is <00:17:40.359>a

00:17:40.360 --> 00:17:42.750 align:start position:0%
<00:17:40.360>how <00:17:40.459>often <00:17:40.560>they <00:17:40.659>ship. <00:17:40.760>Uh <00:17:40.860>there <00:17:40.959>is <00:17:41.060>a <00:17:41.159>couple <00:17:41.260>of <00:17:41.360>caveats <00:17:41.459>to <00:17:41.560>this, <00:17:41.659>but <00:17:41.760>um

00:17:42.750 --> 00:17:42.760 align:start position:0%
<00:17:42.750>couple <00:17:42.751>of <00:17:42.753>caveats <00:17:42.754>to <00:17:42.756>this, <00:17:42.757>but <00:17:42.759>um

00:17:42.760 --> 00:17:44.430 align:start position:0%
<00:17:42.760>couple <00:17:42.853>of <00:17:42.946>caveats <00:17:43.040>to <00:17:43.133>this, <00:17:43.226>but <00:17:43.320>um <00:17:43.413>let's <00:17:43.506>say <00:17:43.600>in <00:17:43.693>our <00:17:43.786>world <00:17:43.879>where <00:17:43.973>we <00:17:44.066>are <00:17:44.160>not

00:17:44.430 --> 00:17:44.440 align:start position:0%
<00:17:44.430>let's <00:17:44.431>say <00:17:44.432>in <00:17:44.433>our <00:17:44.434>world <00:17:44.435>where <00:17:44.436>we <00:17:44.437>are <00:17:44.439>not

00:17:44.440 --> 00:17:46.190 align:start position:0%
<00:17:44.440>let's <00:17:44.540>say <00:17:44.640>in <00:17:44.740>our <00:17:44.840>world <00:17:44.940>where <00:17:45.040>we <00:17:45.140>are <00:17:45.240>not <00:17:45.340>only <00:17:45.440>shipping <00:17:45.540>being <00:17:45.640>a <00:17:45.740>digital <00:17:45.840>software,

00:17:46.190 --> 00:17:46.200 align:start position:0%
<00:17:46.190>only <00:17:46.191>shipping <00:17:46.193>being <00:17:46.195>a <00:17:46.197>digital <00:17:46.199>software,

00:17:46.200 --> 00:17:47.510 align:start position:0%
<00:17:46.200>only <00:17:46.347>shipping <00:17:46.494>being <00:17:46.642>a <00:17:46.789>digital <00:17:46.936>software, <00:17:47.084>but <00:17:47.231>we <00:17:47.379>are

00:17:47.510 --> 00:17:47.520 align:start position:0%
<00:17:47.510>but <00:17:47.514>we <00:17:47.519>are

00:17:47.520 --> 00:17:49.430 align:start position:0%
<00:17:47.520>but <00:17:47.695>we <00:17:47.870>are <00:17:48.045>integrating <00:17:48.220>our <00:17:48.395>software <00:17:48.570>in <00:17:48.745>robots <00:17:48.920>that

00:17:49.430 --> 00:17:49.440 align:start position:0%
<00:17:49.430>integrating <00:17:49.431>our <00:17:49.433>software <00:17:49.435>in <00:17:49.437>robots <00:17:49.439>that

00:17:49.440 --> 00:17:51.030 align:start position:0%
<00:17:49.440>integrating <00:17:49.580>our <00:17:49.720>software <00:17:49.860>in <00:17:50.000>robots <00:17:50.140>that <00:17:50.280>we <00:17:50.420>have <00:17:50.560>in <00:17:50.700>warehouses, <00:17:50.840>in

00:17:51.030 --> 00:17:51.040 align:start position:0%
<00:17:51.030>we <00:17:51.032>have <00:17:51.034>in <00:17:51.036>warehouses, <00:17:51.039>in

00:17:51.040 --> 00:17:53.110 align:start position:0%
<00:17:51.040>we <00:17:51.180>have <00:17:51.320>in <00:17:51.460>warehouses, <00:17:51.600>in <00:17:51.740>semi-autonomous <00:17:51.879>cars <00:17:52.020>that <00:17:52.159>are <00:17:52.300>driving <00:17:52.440>on

00:17:53.110 --> 00:17:53.120 align:start position:0%
<00:17:53.110>semi-autonomous <00:17:53.111>cars <00:17:53.113>that <00:17:53.115>are <00:17:53.117>driving <00:17:53.119>on

00:17:53.120 --> 00:17:54.230 align:start position:0%
<00:17:53.120>semi-autonomous <00:17:53.262>cars <00:17:53.405>that <00:17:53.548>are <00:17:53.690>driving <00:17:53.833>on <00:17:53.976>the <00:17:54.119>streets.

00:17:54.230 --> 00:17:54.240 align:start position:0%
<00:17:54.230>the <00:17:54.239>streets.

00:17:54.240 --> 00:17:55.870 align:start position:0%
<00:17:54.240>the <00:17:54.380>streets. <00:17:54.520>Uh <00:17:54.660>the <00:17:54.800>kind <00:17:54.940>of <00:17:55.080>the <00:17:55.220>hardware <00:17:55.360>side <00:17:55.500>and <00:17:55.640>the

00:17:55.870 --> 00:17:55.880 align:start position:0%
<00:17:55.870>Uh <00:17:55.871>the <00:17:55.872>kind <00:17:55.873>of <00:17:55.874>the <00:17:55.875>hardware <00:17:55.876>side <00:17:55.877>and <00:17:55.879>the

00:17:55.880 --> 00:17:58.030 align:start position:0%
<00:17:55.880>Uh <00:17:55.967>the <00:17:56.055>kind <00:17:56.142>of <00:17:56.230>the <00:17:56.317>hardware <00:17:56.405>side <00:17:56.492>and <00:17:56.580>the <00:17:56.667>software <00:17:56.755>side <00:17:56.842>needs <00:17:56.930>to <00:17:57.017>always <00:17:57.105>go <00:17:57.192>side <00:17:57.280>by

00:17:58.030 --> 00:17:58.040 align:start position:0%
<00:17:58.030>software <00:17:58.031>side <00:17:58.032>needs <00:17:58.033>to <00:17:58.035>always <00:17:58.036>go <00:17:58.037>side <00:17:58.039>by

00:17:58.040 --> 00:18:00.430 align:start position:0%
<00:17:58.040>software <00:17:58.133>side <00:17:58.226>needs <00:17:58.320>to <00:17:58.413>always <00:17:58.506>go <00:17:58.600>side <00:17:58.693>by <00:17:58.786>side. <00:17:58.879>So <00:17:58.973>the <00:17:59.066>first <00:17:59.159>step <00:17:59.253>that <00:17:59.346>we <00:17:59.440>have

00:18:00.430 --> 00:18:00.440 align:start position:0%
<00:18:00.430>side. <00:18:00.431>So <00:18:00.432>the <00:18:00.433>first <00:18:00.435>step <00:18:00.436>that <00:18:00.437>we <00:18:00.439>have

00:18:00.440 --> 00:18:02.190 align:start position:0%
<00:18:00.440>side. <00:18:00.533>So <00:18:00.626>the <00:18:00.720>first <00:18:00.813>step <00:18:00.906>that <00:18:01.000>we <00:18:01.093>have <00:18:01.186>done <00:18:01.280>over <00:18:01.373>the <00:18:01.466>last <00:18:01.560>years <00:18:01.653>was <00:18:01.746>getting <00:18:01.840>a

00:18:02.190 --> 00:18:02.200 align:start position:0%
<00:18:02.190>done <00:18:02.191>over <00:18:02.192>the <00:18:02.193>last <00:18:02.195>years <00:18:02.196>was <00:18:02.197>getting <00:18:02.199>a

00:18:02.200 --> 00:18:03.870 align:start position:0%
<00:18:02.200>done <00:18:02.316>over <00:18:02.433>the <00:18:02.550>last <00:18:02.666>years <00:18:02.783>was <00:18:02.900>getting <00:18:03.016>a <00:18:03.133>kind <00:18:03.250>of <00:18:03.366>a <00:18:03.483>software-defined <00:18:03.600>hardware

00:18:03.870 --> 00:18:03.880 align:start position:0%
<00:18:03.870>kind <00:18:03.872>of <00:18:03.874>a <00:18:03.876>software-defined <00:18:03.879>hardware

00:18:03.880 --> 00:18:06.310 align:start position:0%
<00:18:03.880>kind <00:18:04.020>of <00:18:04.160>a <00:18:04.300>software-defined <00:18:04.440>hardware <00:18:04.580>architecture <00:18:04.720>that <00:18:04.860>allows <00:18:05.000>to <00:18:05.140>just <00:18:05.280>upgrade

00:18:06.310 --> 00:18:06.320 align:start position:0%
<00:18:06.310>architecture <00:18:06.311>that <00:18:06.313>allows <00:18:06.315>to <00:18:06.317>just <00:18:06.319>upgrade

00:18:06.320 --> 00:18:08.470 align:start position:0%
<00:18:06.320>architecture <00:18:06.447>that <00:18:06.574>allows <00:18:06.701>to <00:18:06.829>just <00:18:06.956>upgrade <00:18:07.083>the <00:18:07.210>software <00:18:07.338>similar <00:18:07.465>to <00:18:07.592>a <00:18:07.720>Tesla

00:18:08.470 --> 00:18:08.480 align:start position:0%
<00:18:08.470>the <00:18:08.471>software <00:18:08.473>similar <00:18:08.475>to <00:18:08.477>a <00:18:08.479>Tesla

00:18:08.480 --> 00:18:10.230 align:start position:0%
<00:18:08.480>the <00:18:08.620>software <00:18:08.760>similar <00:18:08.900>to <00:18:09.040>a <00:18:09.180>Tesla <00:18:09.320>that <00:18:09.460>basically <00:18:09.600>optimizes <00:18:09.740>the <00:18:09.880>entire

00:18:10.230 --> 00:18:10.240 align:start position:0%
<00:18:10.230>that <00:18:10.232>basically <00:18:10.234>optimizes <00:18:10.236>the <00:18:10.239>entire

00:18:10.240 --> 00:18:11.350 align:start position:0%
<00:18:10.240>that <00:18:10.439>basically <00:18:10.639>optimizes <00:18:10.839>the <00:18:11.039>entire <00:18:11.239>system.

00:18:11.350 --> 00:18:11.360 align:start position:0%
system.

00:18:11.360 --> 00:18:14.150 align:start position:0%
<00:18:11.360>system. <00:18:11.560>And <00:18:11.760>um <00:18:11.959>then <00:18:12.159>we <00:18:12.360>are <00:18:12.560>basically <00:18:12.760>having

00:18:14.150 --> 00:18:14.160 align:start position:0%
<00:18:14.150>And <00:18:14.151>um <00:18:14.153>then <00:18:14.154>we <00:18:14.156>are <00:18:14.157>basically <00:18:14.159>having

00:18:14.160 --> 00:18:15.870 align:start position:0%
<00:18:14.160>And <00:18:14.287>um <00:18:14.414>then <00:18:14.541>we <00:18:14.669>are <00:18:14.796>basically <00:18:14.923>having <00:18:15.050>different <00:18:15.178>updates <00:18:15.305>cycles <00:18:15.432>for <00:18:15.560>different

00:18:15.870 --> 00:18:15.880 align:start position:0%
<00:18:15.870>different <00:18:15.872>updates <00:18:15.874>cycles <00:18:15.876>for <00:18:15.879>different

00:18:15.880 --> 00:18:17.550 align:start position:0%
<00:18:15.880>different <00:18:16.007>updates <00:18:16.134>cycles <00:18:16.261>for <00:18:16.389>different <00:18:16.516>kind <00:18:16.643>of <00:18:16.770>environments. <00:18:16.898>So <00:18:17.025>there <00:18:17.152>are <00:18:17.280>kind

00:18:17.550 --> 00:18:17.560 align:start position:0%
<00:18:17.550>kind <00:18:17.551>of <00:18:17.553>environments. <00:18:17.554>So <00:18:17.556>there <00:18:17.557>are <00:18:17.559>kind

00:18:17.560 --> 00:18:19.590 align:start position:0%
<00:18:17.560>kind <00:18:17.659>of <00:18:17.760>environments. <00:18:17.860>So <00:18:17.960>there <00:18:18.060>are <00:18:18.159>kind <00:18:18.260>of <00:18:18.360>three <00:18:18.460>cycles <00:18:18.560>that <00:18:18.659>we <00:18:18.760>are <00:18:18.860>using. <00:18:18.960>One

00:18:19.590 --> 00:18:19.600 align:start position:0%
<00:18:19.590>of <00:18:19.591>three <00:18:19.592>cycles <00:18:19.593>that <00:18:19.595>we <00:18:19.596>are <00:18:19.597>using. <00:18:19.599>One

00:18:19.600 --> 00:18:21.710 align:start position:0%
<00:18:19.600>of <00:18:19.699>three <00:18:19.800>cycles <00:18:19.899>that <00:18:20.000>we <00:18:20.100>are <00:18:20.199>using. <00:18:20.300>One <00:18:20.399>thing <00:18:20.500>is <00:18:20.600>our <00:18:20.699>consumer <00:18:20.800>shopping <00:18:20.899>app, <00:18:21.000>so

00:18:21.710 --> 00:18:21.720 align:start position:0%
<00:18:21.710>thing <00:18:21.711>is <00:18:21.713>our <00:18:21.714>consumer <00:18:21.716>shopping <00:18:21.717>app, <00:18:21.719>so

00:18:21.720 --> 00:18:24.190 align:start position:0%
<00:18:21.720>thing <00:18:21.827>is <00:18:21.935>our <00:18:22.043>consumer <00:18:22.150>shopping <00:18:22.258>app, <00:18:22.366>so <00:18:22.473>purely <00:18:22.581>digital, <00:18:22.689>we <00:18:22.796>ship <00:18:22.904>many <00:18:23.012>times <00:18:23.120>every

00:18:24.190 --> 00:18:24.200 align:start position:0%
<00:18:24.190>purely <00:18:24.191>digital, <00:18:24.193>we <00:18:24.194>ship <00:18:24.196>many <00:18:24.197>times <00:18:24.199>every

00:18:24.200 --> 00:18:26.350 align:start position:0%
<00:18:24.200>purely <00:18:24.307>digital, <00:18:24.415>we <00:18:24.523>ship <00:18:24.630>many <00:18:24.738>times <00:18:24.846>every <00:18:24.953>single <00:18:25.061>day. <00:18:25.169>Then <00:18:25.276>we <00:18:25.384>have <00:18:25.492>a <00:18:25.600>basically

00:18:26.350 --> 00:18:26.360 align:start position:0%
<00:18:26.350>single <00:18:26.351>day. <00:18:26.352>Then <00:18:26.354>we <00:18:26.356>have <00:18:26.357>a <00:18:26.359>basically

00:18:26.360 --> 00:18:28.390 align:start position:0%
<00:18:26.360>single <00:18:26.534>day. <00:18:26.709>Then <00:18:26.885>we <00:18:27.060>have <00:18:27.235>a <00:18:27.409>basically <00:18:27.584>process-related <00:18:27.760>uh

00:18:28.390 --> 00:18:28.400 align:start position:0%
<00:18:28.390>process-related <00:18:28.399>uh

00:18:28.400 --> 00:18:30.590 align:start position:0%
<00:18:28.400>process-related <00:18:28.600>uh <00:18:28.800>software, <00:18:29.000>for <00:18:29.200>instance <00:18:29.400>for <00:18:29.600>our <00:18:29.800>people

00:18:30.590 --> 00:18:30.600 align:start position:0%
<00:18:30.590>software, <00:18:30.591>for <00:18:30.593>instance <00:18:30.595>for <00:18:30.597>our <00:18:30.599>people

00:18:30.600 --> 00:18:33.910 align:start position:0%
<00:18:30.600>software, <00:18:30.716>for <00:18:30.833>instance <00:18:30.949>for <00:18:31.066>our <00:18:31.183>people <00:18:31.300>management <00:18:31.416>etc. <00:18:31.533>To <00:18:31.649>we <00:18:31.766>do <00:18:31.883>this <00:18:32.000>typically

00:18:33.910 --> 00:18:33.920 align:start position:0%
<00:18:33.910>management <00:18:33.911>etc. <00:18:33.913>To <00:18:33.914>we <00:18:33.916>do <00:18:33.917>this <00:18:33.919>typically

00:18:33.920 --> 00:18:34.750 align:start position:0%
<00:18:33.920>management <00:18:34.026>etc. <00:18:34.133>To <00:18:34.240>we <00:18:34.346>do <00:18:34.453>this <00:18:34.560>typically <00:18:34.667>uh

00:18:34.750 --> 00:18:34.760 align:start position:0%
uh

00:18:34.760 --> 00:18:36.950 align:start position:0%
<00:18:34.760>uh <00:18:34.935>well, <00:18:35.110>once <00:18:35.285>per <00:18:35.460>week <00:18:35.635>or <00:18:35.810>so. <00:18:35.985>Reason <00:18:36.160>for

00:18:36.950 --> 00:18:36.960 align:start position:0%
<00:18:36.950>well, <00:18:36.951>once <00:18:36.952>per <00:18:36.953>week <00:18:36.955>or <00:18:36.956>so. <00:18:36.957>Reason <00:18:36.959>for

00:18:36.960 --> 00:18:38.790 align:start position:0%
<00:18:36.960>well, <00:18:37.053>once <00:18:37.146>per <00:18:37.240>week <00:18:37.333>or <00:18:37.426>so. <00:18:37.520>Reason <00:18:37.613>for <00:18:37.706>that <00:18:37.800>is <00:18:37.893>we <00:18:37.986>need <00:18:38.080>to <00:18:38.173>update <00:18:38.266>our <00:18:38.360>processes

00:18:38.790 --> 00:18:38.800 align:start position:0%
<00:18:38.790>that <00:18:38.791>is <00:18:38.792>we <00:18:38.793>need <00:18:38.795>to <00:18:38.796>update <00:18:38.797>our <00:18:38.799>processes

00:18:38.800 --> 00:18:40.790 align:start position:0%
<00:18:38.800>that <00:18:38.893>is <00:18:38.986>we <00:18:39.080>need <00:18:39.173>to <00:18:39.266>update <00:18:39.360>our <00:18:39.453>processes <00:18:39.546>in <00:18:39.639>the <00:18:39.733>organization <00:18:39.826>if <00:18:39.919>we <00:18:40.013>have <00:18:40.106>a <00:18:40.200>new

00:18:40.790 --> 00:18:40.800 align:start position:0%
<00:18:40.790>in <00:18:40.791>the <00:18:40.792>organization <00:18:40.793>if <00:18:40.795>we <00:18:40.796>have <00:18:40.797>a <00:18:40.799>new

00:18:40.800 --> 00:18:42.670 align:start position:0%
<00:18:40.800>in <00:18:40.907>the <00:18:41.015>organization <00:18:41.123>if <00:18:41.230>we <00:18:41.338>have <00:18:41.446>a <00:18:41.553>new <00:18:41.661>version <00:18:41.769>of <00:18:41.876>the <00:18:41.984>software. <00:18:42.092>And <00:18:42.200>then

00:18:42.670 --> 00:18:42.680 align:start position:0%
<00:18:42.670>version <00:18:42.671>of <00:18:42.673>the <00:18:42.675>software. <00:18:42.677>And <00:18:42.679>then

00:18:42.680 --> 00:18:45.030 align:start position:0%
<00:18:42.680>version <00:18:42.835>of <00:18:42.991>the <00:18:43.146>software. <00:18:43.302>And <00:18:43.457>then <00:18:43.613>hardware-related <00:18:43.768>releases <00:18:43.924>depends <00:18:44.080>always

00:18:45.030 --> 00:18:45.040 align:start position:0%
<00:18:45.030>hardware-related <00:18:45.033>releases <00:18:45.036>depends <00:18:45.039>always

00:18:45.040 --> 00:18:47.150 align:start position:0%
<00:18:45.040>hardware-related <00:18:45.167>releases <00:18:45.294>depends <00:18:45.421>always <00:18:45.549>on <00:18:45.676>how <00:18:45.803>fast <00:18:45.930>the <00:18:46.058>new <00:18:46.185>robot <00:18:46.312>or <00:18:46.440>something

00:18:47.150 --> 00:18:47.160 align:start position:0%
<00:18:47.150>on <00:18:47.151>how <00:18:47.152>fast <00:18:47.153>the <00:18:47.155>new <00:18:47.156>robot <00:18:47.157>or <00:18:47.159>something

00:18:47.160 --> 00:18:48.630 align:start position:0%
<00:18:47.160>on <00:18:47.248>how <00:18:47.336>fast <00:18:47.424>the <00:18:47.512>new <00:18:47.601>robot <00:18:47.689>or <00:18:47.777>something <00:18:47.865>like <00:18:47.953>that <00:18:48.042>can <00:18:48.130>be <00:18:48.218>integrated, <00:18:48.306>can <00:18:48.394>be <00:18:48.483>uh

00:18:48.630 --> 00:18:48.640 align:start position:0%
<00:18:48.630>like <00:18:48.631>that <00:18:48.632>can <00:18:48.633>be <00:18:48.635>integrated, <00:18:48.636>can <00:18:48.637>be <00:18:48.639>uh

00:18:48.640 --> 00:18:50.030 align:start position:0%
<00:18:48.640>like <00:18:48.796>that <00:18:48.952>can <00:18:49.109>be <00:18:49.265>integrated, <00:18:49.421>can <00:18:49.578>be <00:18:49.734>uh <00:18:49.891>sometimes

00:18:50.030 --> 00:18:50.040 align:start position:0%
sometimes

00:18:50.040 --> 00:18:51.430 align:start position:0%
<00:18:50.040>sometimes <00:18:50.218>every <00:18:50.397>month <00:18:50.576>or <00:18:50.754>every <00:18:50.933>[clears <00:18:51.112>throat] <00:18:51.291>two

00:18:51.430 --> 00:18:51.440 align:start position:0%
<00:18:51.430>every <00:18:51.431>month <00:18:51.433>or <00:18:51.434>every <00:18:51.436>[clears <00:18:51.437>throat] <00:18:51.439>two

00:18:51.440 --> 00:18:53.150 align:start position:0%
<00:18:51.440>every <00:18:51.547>month <00:18:51.655>or <00:18:51.763>every <00:18:51.870>[clears <00:18:51.978>throat] <00:18:52.086>two <00:18:52.193>or <00:18:52.301>three <00:18:52.409>months. <00:18:52.516>So <00:18:52.624>that <00:18:52.732>is <00:18:52.840>certainly

00:18:53.150 --> 00:18:53.160 align:start position:0%
<00:18:53.150>or <00:18:53.151>three <00:18:53.153>months. <00:18:53.154>So <00:18:53.156>that <00:18:53.157>is <00:18:53.159>certainly

00:18:53.160 --> 00:18:54.390 align:start position:0%
<00:18:53.160>or <00:18:53.283>three <00:18:53.406>months. <00:18:53.529>So <00:18:53.652>that <00:18:53.775>is <00:18:53.898>certainly <00:18:54.021>still <00:18:54.144>relatively <00:18:54.267>slow.

00:18:54.390 --> 00:18:54.400 align:start position:0%
<00:18:54.390>still <00:18:54.394>relatively <00:18:54.399>slow.

00:18:54.400 --> 00:18:55.350 align:start position:0%
<00:18:54.400>still <00:18:54.613>relatively <00:18:54.827>slow. <00:18:55.041>&gt;&gt; <00:18:55.254>Mhm.

00:18:55.350 --> 00:18:55.360 align:start position:0%
<00:18:55.350>&gt;&gt; <00:18:55.359>Mhm.

00:18:55.360 --> 00:18:57.350 align:start position:0%
<00:18:55.360>&gt;&gt; <00:18:55.500>Mhm. <00:18:55.639>&gt;&gt; <00:18:55.780>Mirko, <00:18:55.919>do <00:18:56.060>you <00:18:56.199>see <00:18:56.340>that <00:18:56.479>customers <00:18:56.620>come <00:18:56.760>to

00:18:57.350 --> 00:18:57.360 align:start position:0%
<00:18:57.350>&gt;&gt; <00:18:57.351>Mirko, <00:18:57.352>do <00:18:57.353>you <00:18:57.354>see <00:18:57.355>that <00:18:57.356>customers <00:18:57.357>come <00:18:57.359>to

00:18:57.360 --> 00:18:59.310 align:start position:0%
<00:18:57.360>&gt;&gt; <00:18:57.447>Mirko, <00:18:57.534>do <00:18:57.622>you <00:18:57.709>see <00:18:57.797>that <00:18:57.885>customers <00:18:57.972>come <00:18:58.060>to <00:18:58.147>you <00:18:58.235>with <00:18:58.322>new <00:18:58.409>requests <00:18:58.497>and <00:18:58.584>that <00:18:58.672>that <00:18:58.760>you

00:18:59.310 --> 00:18:59.320 align:start position:0%
<00:18:59.310>you <00:18:59.311>with <00:18:59.312>new <00:18:59.313>requests <00:18:59.315>and <00:18:59.316>that <00:18:59.317>that <00:18:59.319>you

00:18:59.320 --> 00:19:01.550 align:start position:0%
<00:18:59.320>you <00:18:59.413>with <00:18:59.506>new <00:18:59.600>requests <00:18:59.693>and <00:18:59.786>that <00:18:59.879>that <00:18:59.973>you <00:19:00.066>didn't <00:19:00.159>have <00:19:00.253>before? <00:19:00.346>It's <00:19:00.439>like <00:19:00.533>what <00:19:00.626>is <00:19:00.720>it

00:19:01.550 --> 00:19:01.560 align:start position:0%
<00:19:01.550>didn't <00:19:01.551>have <00:19:01.552>before? <00:19:01.553>It's <00:19:01.555>like <00:19:01.556>what <00:19:01.557>is <00:19:01.559>it

00:19:01.560 --> 00:19:03.310 align:start position:0%
<00:19:01.560>didn't <00:19:01.653>have <00:19:01.746>before? <00:19:01.840>It's <00:19:01.933>like <00:19:02.026>what <00:19:02.120>is <00:19:02.213>it <00:19:02.306>like <00:19:02.399>size <00:19:02.493>of <00:19:02.586>code <00:19:02.679>that <00:19:02.773>needs <00:19:02.866>to <00:19:02.960>be

00:19:03.310 --> 00:19:03.320 align:start position:0%
<00:19:03.310>like <00:19:03.311>size <00:19:03.312>of <00:19:03.313>code <00:19:03.315>that <00:19:03.316>needs <00:19:03.317>to <00:19:03.319>be

00:19:03.320 --> 00:19:06.230 align:start position:0%
<00:19:03.320>like <00:19:03.427>size <00:19:03.535>of <00:19:03.643>code <00:19:03.750>that <00:19:03.858>needs <00:19:03.966>to <00:19:04.073>be <00:19:04.181>observed <00:19:04.289>or <00:19:04.396>or <00:19:04.504>services <00:19:04.612>or <00:19:04.720>third-party

00:19:06.230 --> 00:19:06.240 align:start position:0%
<00:19:06.230>observed <00:19:06.231>or <00:19:06.233>or <00:19:06.235>services <00:19:06.237>or <00:19:06.239>third-party

00:19:06.240 --> 00:19:07.510 align:start position:0%
<00:19:06.240>observed <00:19:06.343>or <00:19:06.447>or <00:19:06.551>services <00:19:06.655>or <00:19:06.759>third-party <00:19:06.863>things <00:19:06.967>that <00:19:07.071>they <00:19:07.175>use <00:19:07.279>without <00:19:07.383>knowing

00:19:07.510 --> 00:19:07.520 align:start position:0%
<00:19:07.510>things <00:19:07.511>that <00:19:07.513>they <00:19:07.515>use <00:19:07.517>without <00:19:07.519>knowing

00:19:07.520 --> 00:19:08.270 align:start position:0%
<00:19:07.520>things <00:19:07.632>that <00:19:07.745>they <00:19:07.857>use <00:19:07.970>without <00:19:08.082>knowing <00:19:08.195>them?

00:19:08.270 --> 00:19:08.280 align:start position:0%
them?

00:19:08.280 --> 00:19:09.630 align:start position:0%
<00:19:08.280>them? <00:19:08.431>&gt;&gt; <00:19:08.583>I <00:19:08.735>mean <00:19:08.887>there <00:19:09.039>are <00:19:09.191>different <00:19:09.343>things <00:19:09.495>that

00:19:09.630 --> 00:19:09.640 align:start position:0%
<00:19:09.630>&gt;&gt; <00:19:09.631>I <00:19:09.632>mean <00:19:09.633>there <00:19:09.635>are <00:19:09.636>different <00:19:09.637>things <00:19:09.639>that

00:19:09.640 --> 00:19:11.430 align:start position:0%
<00:19:09.640>&gt;&gt; <00:19:09.740>I <00:19:09.840>mean <00:19:09.940>there <00:19:10.040>are <00:19:10.140>different <00:19:10.240>things <00:19:10.340>that <00:19:10.440>are <00:19:10.540>happening, <00:19:10.640>right? <00:19:10.740>One <00:19:10.840>of <00:19:10.940>the <00:19:11.040>big

00:19:11.430 --> 00:19:11.440 align:start position:0%
<00:19:11.430>are <00:19:11.431>happening, <00:19:11.433>right? <00:19:11.434>One <00:19:11.436>of <00:19:11.437>the <00:19:11.439>big

00:19:11.440 --> 00:19:13.590 align:start position:0%
<00:19:11.440>are <00:19:11.556>happening, <00:19:11.673>right? <00:19:11.790>One <00:19:11.906>of <00:19:12.023>the <00:19:12.140>big <00:19:12.256>requests <00:19:12.373>is <00:19:12.490>definitely <00:19:12.606>how <00:19:12.723>to <00:19:12.840>monitor

00:19:13.590 --> 00:19:13.600 align:start position:0%
<00:19:13.590>requests <00:19:13.591>is <00:19:13.593>definitely <00:19:13.595>how <00:19:13.597>to <00:19:13.599>monitor

00:19:13.600 --> 00:19:14.430 align:start position:0%
<00:19:13.600>requests <00:19:13.724>is <00:19:13.849>definitely <00:19:13.973>how <00:19:14.098>to <00:19:14.222>monitor <00:19:14.347>agents.

00:19:14.430 --> 00:19:14.440 align:start position:0%
agents.

00:19:14.440 --> 00:19:14.630 align:start position:0%
<00:19:14.440>agents. <00:19:14.525>&gt;&gt; <00:19:14.611>Yeah.

00:19:14.630 --> 00:19:14.640 align:start position:0%
<00:19:14.630>&gt;&gt; <00:19:14.639>Yeah.

00:19:14.640 --> 00:19:16.910 align:start position:0%
<00:19:14.640>&gt;&gt; <00:19:14.780>Yeah. <00:19:14.920>&gt;&gt; <00:19:15.060>Right? <00:19:15.200>When <00:19:15.340>you <00:19:15.480>deploy <00:19:15.620>your <00:19:15.760>own <00:19:15.900>agent, <00:19:16.040>I

00:19:16.910 --> 00:19:16.920 align:start position:0%
<00:19:16.910>&gt;&gt; <00:19:16.911>Right? <00:19:16.912>When <00:19:16.913>you <00:19:16.914>deploy <00:19:16.915>your <00:19:16.916>own <00:19:16.917>agent, <00:19:16.919>I

00:19:16.920 --> 00:19:18.950 align:start position:0%
<00:19:16.920>&gt;&gt; <00:19:17.013>Right? <00:19:17.106>When <00:19:17.200>you <00:19:17.293>deploy <00:19:17.386>your <00:19:17.480>own <00:19:17.573>agent, <00:19:17.666>I <00:19:17.760>mean, <00:19:17.853>application <00:19:17.946>used <00:19:18.040>to <00:19:18.133>be <00:19:18.226>more <00:19:18.320>or

00:19:18.950 --> 00:19:18.960 align:start position:0%
<00:19:18.950>mean, <00:19:18.951>application <00:19:18.953>used <00:19:18.954>to <00:19:18.956>be <00:19:18.957>more <00:19:18.959>or

00:19:18.960 --> 00:19:20.950 align:start position:0%
<00:19:18.960>mean, <00:19:19.076>application <00:19:19.193>used <00:19:19.310>to <00:19:19.426>be <00:19:19.543>more <00:19:19.660>or <00:19:19.776>less <00:19:19.893>request <00:19:20.010>response <00:19:20.126>based, <00:19:20.243>right? <00:19:20.360>Yes,

00:19:20.950 --> 00:19:20.960 align:start position:0%
<00:19:20.950>less <00:19:20.951>request <00:19:20.953>response <00:19:20.955>based, <00:19:20.957>right? <00:19:20.959>Yes,

00:19:20.960 --> 00:19:23.150 align:start position:0%
<00:19:20.960>less <00:19:21.076>request <00:19:21.193>response <00:19:21.310>based, <00:19:21.426>right? <00:19:21.543>Yes, <00:19:21.660>we <00:19:21.776>had <00:19:21.893>some <00:19:22.010>asynchronous <00:19:22.126>things, <00:19:22.243>but <00:19:22.360>we

00:19:23.150 --> 00:19:23.160 align:start position:0%
<00:19:23.150>we <00:19:23.151>had <00:19:23.153>some <00:19:23.154>asynchronous <00:19:23.156>things, <00:19:23.157>but <00:19:23.159>we

00:19:23.160 --> 00:19:25.510 align:start position:0%
<00:19:23.160>we <00:19:23.276>had <00:19:23.393>some <00:19:23.510>asynchronous <00:19:23.626>things, <00:19:23.743>but <00:19:23.860>we <00:19:23.976>were <00:19:24.093>talking <00:19:24.210>about <00:19:24.326>seconds. <00:19:24.443>Agents <00:19:24.560>now

00:19:25.510 --> 00:19:25.520 align:start position:0%
<00:19:25.510>were <00:19:25.511>talking <00:19:25.513>about <00:19:25.515>seconds. <00:19:25.517>Agents <00:19:25.519>now

00:19:25.520 --> 00:19:26.750 align:start position:0%
<00:19:25.520>were <00:19:25.678>talking <00:19:25.836>about <00:19:25.994>seconds. <00:19:26.152>Agents <00:19:26.310>now <00:19:26.468>can <00:19:26.627>run

00:19:26.750 --> 00:19:26.760 align:start position:0%
<00:19:26.750>can <00:19:26.759>run

00:19:26.760 --> 00:19:28.390 align:start position:0%
<00:19:26.760>can <00:19:27.460>run <00:19:28.160>minutes,

00:19:28.390 --> 00:19:28.400 align:start position:0%
minutes,

00:19:28.400 --> 00:19:30.870 align:start position:0%
<00:19:28.400>minutes, <00:19:28.600>hours, <00:19:28.800>right? <00:19:29.000>So, <00:19:29.200>the <00:19:29.400>way <00:19:29.600>you <00:19:29.800>monitor

00:19:30.870 --> 00:19:30.880 align:start position:0%
<00:19:30.870>hours, <00:19:30.871>right? <00:19:30.873>So, <00:19:30.874>the <00:19:30.876>way <00:19:30.877>you <00:19:30.879>monitor

00:19:30.880 --> 00:19:32.150 align:start position:0%
<00:19:30.880>hours, <00:19:30.983>right? <00:19:31.087>So, <00:19:31.191>the <00:19:31.295>way <00:19:31.399>you <00:19:31.503>monitor <00:19:31.607>these <00:19:31.711>things <00:19:31.815>is <00:19:31.919>totally <00:19:32.023>different,

00:19:32.150 --> 00:19:32.160 align:start position:0%
<00:19:32.150>these <00:19:32.152>things <00:19:32.154>is <00:19:32.156>totally <00:19:32.159>different,

00:19:32.160 --> 00:19:33.470 align:start position:0%
<00:19:32.160>these <00:19:32.277>things <00:19:32.395>is <00:19:32.513>totally <00:19:32.631>different, <00:19:32.749>right? <00:19:32.867>Because <00:19:32.985>it's <00:19:33.103>not <00:19:33.221>anymore <00:19:33.339>a

00:19:33.470 --> 00:19:33.480 align:start position:0%
<00:19:33.470>right? <00:19:33.471>Because <00:19:33.473>it's <00:19:33.475>not <00:19:33.477>anymore <00:19:33.479>a

00:19:33.480 --> 00:19:35.870 align:start position:0%
<00:19:33.480>right? <00:19:33.596>Because <00:19:33.713>it's <00:19:33.830>not <00:19:33.946>anymore <00:19:34.063>a <00:19:34.180>request <00:19:34.296>response <00:19:34.413>thing. <00:19:34.530>It <00:19:34.646>could <00:19:34.763>call <00:19:34.880>an

00:19:35.870 --> 00:19:35.880 align:start position:0%
<00:19:35.870>request <00:19:35.871>response <00:19:35.873>thing. <00:19:35.874>It <00:19:35.876>could <00:19:35.877>call <00:19:35.879>an

00:19:35.880 --> 00:19:38.870 align:start position:0%
<00:19:35.880>request <00:19:35.987>response <00:19:36.095>thing. <00:19:36.203>It <00:19:36.310>could <00:19:36.418>call <00:19:36.526>an <00:19:36.633>LLM <00:19:36.741>5,000 <00:19:36.849>times. <00:19:36.956>It's <00:19:37.064>It's <00:19:37.172>a <00:19:37.280>very

00:19:38.870 --> 00:19:38.880 align:start position:0%
<00:19:38.870>LLM <00:19:38.871>5,000 <00:19:38.873>times. <00:19:38.874>It's <00:19:38.876>It's <00:19:38.877>a <00:19:38.879>very

00:19:38.880 --> 00:19:41.590 align:start position:0%
<00:19:38.880>LLM <00:19:39.007>5,000 <00:19:39.134>times. <00:19:39.261>It's <00:19:39.389>It's <00:19:39.516>a <00:19:39.643>very <00:19:39.770>different <00:19:39.898>type <00:19:40.025>of <00:19:40.152>observing <00:19:40.280>things

00:19:41.590 --> 00:19:41.600 align:start position:0%
<00:19:41.590>different <00:19:41.592>type <00:19:41.594>of <00:19:41.596>observing <00:19:41.599>things

00:19:41.600 --> 00:19:42.750 align:start position:0%
<00:19:41.600>different <00:19:41.807>type <00:19:42.014>of <00:19:42.221>observing <00:19:42.428>things <00:19:42.635>for

00:19:42.750 --> 00:19:42.760 align:start position:0%
for

00:19:42.760 --> 00:19:44.350 align:start position:0%
<00:19:42.760>for <00:19:42.960>agentic. <00:19:43.160>And <00:19:43.360>then <00:19:43.560>also <00:19:43.760>you <00:19:43.960>want <00:19:44.160>to

00:19:44.350 --> 00:19:44.360 align:start position:0%
<00:19:44.350>agentic. <00:19:44.351>And <00:19:44.352>then <00:19:44.354>also <00:19:44.356>you <00:19:44.357>want <00:19:44.359>to

00:19:44.360 --> 00:19:46.230 align:start position:0%
<00:19:44.360>agentic. <00:19:44.487>And <00:19:44.614>then <00:19:44.741>also <00:19:44.869>you <00:19:44.996>want <00:19:45.123>to <00:19:45.250>understand <00:19:45.378>the <00:19:45.505>evaluations, <00:19:45.632>right? <00:19:45.760>Was

00:19:46.230 --> 00:19:46.240 align:start position:0%
<00:19:46.230>understand <00:19:46.232>the <00:19:46.234>evaluations, <00:19:46.236>right? <00:19:46.239>Was

00:19:46.240 --> 00:19:49.430 align:start position:0%
<00:19:46.240>understand <00:19:46.367>the <00:19:46.494>evaluations, <00:19:46.621>right? <00:19:46.749>Was <00:19:46.876>that <00:19:47.003>the <00:19:47.130>correct <00:19:47.258>answer <00:19:47.385>or <00:19:47.512>not, <00:19:47.640>right?

00:19:49.430 --> 00:19:49.440 align:start position:0%
<00:19:49.430>that <00:19:49.431>the <00:19:49.433>correct <00:19:49.434>answer <00:19:49.436>or <00:19:49.437>not, <00:19:49.439>right?

00:19:49.440 --> 00:19:51.790 align:start position:0%
<00:19:49.440>that <00:19:49.547>the <00:19:49.655>correct <00:19:49.763>answer <00:19:49.870>or <00:19:49.978>not, <00:19:50.086>right? <00:19:50.193>All <00:19:50.301>these <00:19:50.409>type <00:19:50.516>of <00:19:50.624>things. <00:19:50.732>Get <00:19:50.840>what

00:19:51.790 --> 00:19:51.800 align:start position:0%
<00:19:51.790>All <00:19:51.791>these <00:19:51.793>type <00:19:51.794>of <00:19:51.796>things. <00:19:51.797>Get <00:19:51.799>what

00:19:51.800 --> 00:19:54.470 align:start position:0%
<00:19:51.800>All <00:19:51.927>these <00:19:52.054>type <00:19:52.181>of <00:19:52.309>things. <00:19:52.436>Get <00:19:52.563>what <00:19:52.690>actually <00:19:52.818>was <00:19:52.945>asked, <00:19:53.072>categorizing <00:19:53.200>things.

00:19:54.470 --> 00:19:54.480 align:start position:0%
<00:19:54.470>actually <00:19:54.472>was <00:19:54.474>asked, <00:19:54.476>categorizing <00:19:54.479>things.

00:19:54.480 --> 00:19:55.550 align:start position:0%
<00:19:54.480>actually <00:19:54.672>was <00:19:54.865>asked, <00:19:55.057>categorizing <00:19:55.250>things. <00:19:55.443>So,

00:19:55.550 --> 00:19:55.560 align:start position:0%
So,

00:19:55.560 --> 00:19:57.910 align:start position:0%
<00:19:55.560>So, <00:19:55.760>definitely <00:19:55.960>a <00:19:56.159>big <00:19:56.360>ask. <00:19:56.560>Then, <00:19:56.760>of <00:19:56.960>course,

00:19:57.910 --> 00:19:57.920 align:start position:0%
<00:19:57.910>definitely <00:19:57.911>a <00:19:57.913>big <00:19:57.914>ask. <00:19:57.916>Then, <00:19:57.917>of <00:19:57.919>course,

00:19:57.920 --> 00:20:01.030 align:start position:0%
<00:19:57.920>definitely <00:19:58.027>a <00:19:58.135>big <00:19:58.243>ask. <00:19:58.350>Then, <00:19:58.458>of <00:19:58.566>course, <00:19:58.673>people <00:19:58.781>also <00:19:58.889>want <00:19:58.996>to <00:19:59.104>include <00:19:59.212>us <00:19:59.320>into

00:20:01.030 --> 00:20:01.040 align:start position:0%
<00:20:01.030>people <00:20:01.031>also <00:20:01.033>want <00:20:01.034>to <00:20:01.036>include <00:20:01.037>us <00:20:01.039>into

00:20:01.040 --> 00:20:03.670 align:start position:0%
<00:20:01.040>people <00:20:01.147>also <00:20:01.255>want <00:20:01.363>to <00:20:01.470>include <00:20:01.578>us <00:20:01.686>into <00:20:01.793>their <00:20:01.901>coding <00:20:02.009>stack. <00:20:02.116>So, <00:20:02.224>we <00:20:02.332>released <00:20:02.440>an

00:20:03.670 --> 00:20:03.680 align:start position:0%
<00:20:03.670>their <00:20:03.671>coding <00:20:03.673>stack. <00:20:03.674>So, <00:20:03.676>we <00:20:03.677>released <00:20:03.679>an

00:20:03.680 --> 00:20:06.070 align:start position:0%
<00:20:03.680>their <00:20:03.796>coding <00:20:03.913>stack. <00:20:04.030>So, <00:20:04.146>we <00:20:04.263>released <00:20:04.380>an <00:20:04.496>MCP <00:20:04.613>server, <00:20:04.730>and <00:20:04.846>that's <00:20:04.963>used <00:20:05.080>heavily,

00:20:06.070 --> 00:20:06.080 align:start position:0%
<00:20:06.070>MCP <00:20:06.071>server, <00:20:06.073>and <00:20:06.075>that's <00:20:06.077>used <00:20:06.079>heavily,

00:20:06.080 --> 00:20:08.350 align:start position:0%
<00:20:06.080>MCP <00:20:06.207>server, <00:20:06.334>and <00:20:06.461>that's <00:20:06.589>used <00:20:06.716>heavily, <00:20:06.843>right? <00:20:06.970>People <00:20:07.098>just <00:20:07.225>connect <00:20:07.352>to <00:20:07.480>MCPs,

00:20:08.350 --> 00:20:08.360 align:start position:0%
<00:20:08.350>right? <00:20:08.351>People <00:20:08.353>just <00:20:08.355>connect <00:20:08.357>to <00:20:08.359>MCPs,

00:20:08.360 --> 00:20:10.110 align:start position:0%
<00:20:08.360>right? <00:20:08.487>People <00:20:08.614>just <00:20:08.741>connect <00:20:08.869>to <00:20:08.996>MCPs, <00:20:09.123>connect <00:20:09.250>cloud <00:20:09.378>code, <00:20:09.505>code <00:20:09.632>X, <00:20:09.760>whatever,

00:20:10.110 --> 00:20:10.120 align:start position:0%
<00:20:10.110>connect <00:20:10.111>cloud <00:20:10.113>code, <00:20:10.115>code <00:20:10.117>X, <00:20:10.119>whatever,

00:20:10.120 --> 00:20:12.190 align:start position:0%
<00:20:10.120>connect <00:20:10.236>cloud <00:20:10.353>code, <00:20:10.469>code <00:20:10.586>X, <00:20:10.703>whatever, <00:20:10.820>and <00:20:10.936>then <00:20:11.053>ask <00:20:11.169>their <00:20:11.286>own <00:20:11.403>questions, <00:20:11.520>right?

00:20:12.190 --> 00:20:12.200 align:start position:0%
<00:20:12.190>and <00:20:12.191>then <00:20:12.193>ask <00:20:12.194>their <00:20:12.196>own <00:20:12.197>questions, <00:20:12.199>right?

00:20:12.200 --> 00:20:14.270 align:start position:0%
<00:20:12.200>and <00:20:12.316>then <00:20:12.433>ask <00:20:12.550>their <00:20:12.666>own <00:20:12.783>questions, <00:20:12.900>right? <00:20:13.016>So, <00:20:13.133>for <00:20:13.250>us, <00:20:13.366>that's <00:20:13.483>interesting <00:20:13.600>because

00:20:14.270 --> 00:20:14.280 align:start position:0%
<00:20:14.270>So, <00:20:14.271>for <00:20:14.273>us, <00:20:14.275>that's <00:20:14.277>interesting <00:20:14.279>because

00:20:14.280 --> 00:20:16.590 align:start position:0%
<00:20:14.280>So, <00:20:14.387>for <00:20:14.495>us, <00:20:14.603>that's <00:20:14.710>interesting <00:20:14.818>because <00:20:14.926>we <00:20:15.033>ask <00:20:15.141>ourselves, <00:20:15.249>"Okay, <00:20:15.356>how <00:20:15.464>much <00:20:15.572>is <00:20:15.680>our

00:20:16.590 --> 00:20:16.600 align:start position:0%
<00:20:16.590>we <00:20:16.591>ask <00:20:16.592>ourselves, <00:20:16.593>"Okay, <00:20:16.595>how <00:20:16.596>much <00:20:16.597>is <00:20:16.599>our

00:20:16.600 --> 00:20:19.190 align:start position:0%
<00:20:16.600>we <00:20:16.693>ask <00:20:16.786>ourselves, <00:20:16.879>"Okay, <00:20:16.973>how <00:20:17.066>much <00:20:17.159>is <00:20:17.253>our <00:20:17.346>UI <00:20:17.439>in <00:20:17.533>the <00:20:17.626>future <00:20:17.719>needed, <00:20:17.813>right?" <00:20:17.906>I <00:20:18.000>don't

00:20:19.190 --> 00:20:19.200 align:start position:0%
<00:20:19.190>UI <00:20:19.191>in <00:20:19.192>the <00:20:19.193>future <00:20:19.195>needed, <00:20:19.196>right?" <00:20:19.197>I <00:20:19.199>don't

00:20:19.200 --> 00:20:20.710 align:start position:0%
<00:20:19.200>UI <00:20:19.351>in <00:20:19.502>the <00:20:19.653>future <00:20:19.804>needed, <00:20:19.955>right?" <00:20:20.106>I <00:20:20.257>don't <00:20:20.408>know. <00:20:20.559>Maybe

00:20:20.710 --> 00:20:20.720 align:start position:0%
<00:20:20.710>know. <00:20:20.719>Maybe

00:20:20.720 --> 00:20:22.870 align:start position:0%
<00:20:20.720>know. <00:20:20.860>Maybe <00:20:21.000>not <00:20:21.140>at <00:20:21.280>all, <00:20:21.420>right? <00:20:21.560>We <00:20:21.700>We <00:20:21.840>We <00:20:21.980>don't <00:20:22.120>know

00:20:22.870 --> 00:20:22.880 align:start position:0%
<00:20:22.870>not <00:20:22.871>at <00:20:22.872>all, <00:20:22.873>right? <00:20:22.874>We <00:20:22.875>We <00:20:22.876>We <00:20:22.877>don't <00:20:22.879>know

00:20:22.880 --> 00:20:25.630 align:start position:0%
<00:20:22.880>not <00:20:22.962>at <00:20:23.044>all, <00:20:23.127>right? <00:20:23.209>We <00:20:23.291>We <00:20:23.374>We <00:20:23.456>don't <00:20:23.538>know <00:20:23.621>yet, <00:20:23.703>but <00:20:23.785>it <00:20:23.868>is <00:20:23.950>a <00:20:24.032>lot <00:20:24.115>of <00:20:24.197>new <00:20:24.280>requests

00:20:25.630 --> 00:20:25.640 align:start position:0%
<00:20:25.630>yet, <00:20:25.631>but <00:20:25.632>it <00:20:25.633>is <00:20:25.634>a <00:20:25.635>lot <00:20:25.636>of <00:20:25.637>new <00:20:25.639>requests

00:20:25.640 --> 00:20:27.790 align:start position:0%
<00:20:25.640>yet, <00:20:25.733>but <00:20:25.826>it <00:20:25.920>is <00:20:26.013>a <00:20:26.106>lot <00:20:26.200>of <00:20:26.293>new <00:20:26.386>requests <00:20:26.480>that <00:20:26.573>we <00:20:26.666>haven't <00:20:26.760>seen <00:20:26.853>a <00:20:26.946>year <00:20:27.040>ago.

00:20:27.790 --> 00:20:27.800 align:start position:0%
<00:20:27.790>that <00:20:27.791>we <00:20:27.793>haven't <00:20:27.794>seen <00:20:27.796>a <00:20:27.797>year <00:20:27.799>ago.

00:20:27.800 --> 00:20:28.310 align:start position:0%
<00:20:27.800>that <00:20:27.857>we <00:20:27.914>haven't <00:20:27.972>seen <00:20:28.029>a <00:20:28.086>year <00:20:28.144>ago. <00:20:28.201>&gt;&gt; <00:20:28.259>Mhm.

00:20:28.310 --> 00:20:28.320 align:start position:0%
<00:20:28.310>&gt;&gt; <00:20:28.319>Mhm.

00:20:28.320 --> 00:20:30.390 align:start position:0%
<00:20:28.320>&gt;&gt; <00:20:28.447>Mhm. <00:20:28.574>&gt;&gt; <00:20:28.701>I <00:20:28.829>mean, <00:20:28.956>we <00:20:29.083>we <00:20:29.210>we're <00:20:29.338>spreading <00:20:29.465>out <00:20:29.592>in <00:20:29.720>so

00:20:30.390 --> 00:20:30.400 align:start position:0%
<00:20:30.390>&gt;&gt; <00:20:30.391>I <00:20:30.392>mean, <00:20:30.393>we <00:20:30.394>we <00:20:30.395>we're <00:20:30.396>spreading <00:20:30.397>out <00:20:30.398>in <00:20:30.399>so

00:20:30.400 --> 00:20:32.110 align:start position:0%
<00:20:30.400>&gt;&gt; <00:20:30.493>I <00:20:30.586>mean, <00:20:30.680>we <00:20:30.773>we <00:20:30.866>we're <00:20:30.960>spreading <00:20:31.053>out <00:20:31.146>in <00:20:31.240>so <00:20:31.333>many <00:20:31.426>different <00:20:31.520>layers <00:20:31.613>of <00:20:31.706>our <00:20:31.800>software

00:20:32.110 --> 00:20:32.120 align:start position:0%
<00:20:32.110>many <00:20:32.111>different <00:20:32.113>layers <00:20:32.115>of <00:20:32.117>our <00:20:32.119>software

00:20:32.120 --> 00:20:34.190 align:start position:0%
<00:20:32.120>many <00:20:32.260>different <00:20:32.399>layers <00:20:32.540>of <00:20:32.679>our <00:20:32.820>software <00:20:32.959>with <00:20:33.100>agentic <00:20:33.239>environments <00:20:33.379>that <00:20:33.520>it's

00:20:34.190 --> 00:20:34.200 align:start position:0%
<00:20:34.190>with <00:20:34.192>agentic <00:20:34.194>environments <00:20:34.196>that <00:20:34.199>it's

00:20:34.200 --> 00:20:36.510 align:start position:0%
<00:20:34.200>with <00:20:34.327>agentic <00:20:34.454>environments <00:20:34.581>that <00:20:34.709>it's <00:20:34.836>really <00:20:34.963>hard <00:20:35.090>to <00:20:35.218>monitor <00:20:35.345>them <00:20:35.472>as <00:20:35.600>well.

00:20:36.510 --> 00:20:36.520 align:start position:0%
<00:20:36.510>really <00:20:36.511>hard <00:20:36.513>to <00:20:36.514>monitor <00:20:36.516>them <00:20:36.517>as <00:20:36.519>well.

00:20:36.520 --> 00:20:38.990 align:start position:0%
<00:20:36.520>really <00:20:36.647>hard <00:20:36.774>to <00:20:36.901>monitor <00:20:37.029>them <00:20:37.156>as <00:20:37.283>well. <00:20:37.410>So, <00:20:37.538>in <00:20:37.665>terms <00:20:37.792>of <00:20:37.920>um

00:20:38.990 --> 00:20:39.000 align:start position:0%
<00:20:38.990>So, <00:20:38.992>in <00:20:38.994>terms <00:20:38.996>of <00:20:38.999>um

00:20:39.000 --> 00:20:41.750 align:start position:0%
<00:20:39.000>So, <00:20:39.116>in <00:20:39.233>terms <00:20:39.350>of <00:20:39.466>um <00:20:39.583>in <00:20:39.700>terms <00:20:39.816>of <00:20:39.933>speed <00:20:40.050>of <00:20:40.166>of <00:20:40.283>conversion, <00:20:40.400>like

00:20:41.750 --> 00:20:41.760 align:start position:0%
<00:20:41.750>in <00:20:41.751>terms <00:20:41.752>of <00:20:41.753>speed <00:20:41.755>of <00:20:41.756>of <00:20:41.757>conversion, <00:20:41.759>like

00:20:41.760 --> 00:20:43.470 align:start position:0%
<00:20:41.760>in <00:20:41.867>terms <00:20:41.975>of <00:20:42.083>speed <00:20:42.190>of <00:20:42.298>of <00:20:42.406>conversion, <00:20:42.513>like <00:20:42.621>do <00:20:42.729>you <00:20:42.836>have <00:20:42.944>Do <00:20:43.052>you <00:20:43.160>find

00:20:43.470 --> 00:20:43.480 align:start position:0%
<00:20:43.470>do <00:20:43.471>you <00:20:43.473>have <00:20:43.475>Do <00:20:43.477>you <00:20:43.479>find

00:20:43.480 --> 00:20:45.590 align:start position:0%
<00:20:43.480>do <00:20:43.596>you <00:20:43.713>have <00:20:43.830>Do <00:20:43.946>you <00:20:44.063>find <00:20:44.180>Prince <00:20:44.296>Do <00:20:44.413>you <00:20:44.530>find <00:20:44.646>companies <00:20:44.763>that <00:20:44.880>have

00:20:45.590 --> 00:20:45.600 align:start position:0%
<00:20:45.590>Prince <00:20:45.591>Do <00:20:45.592>you <00:20:45.594>find <00:20:45.596>companies <00:20:45.597>that <00:20:45.599>have

00:20:45.600 --> 00:20:48.190 align:start position:0%
<00:20:45.600>Prince <00:20:45.716>Do <00:20:45.833>you <00:20:45.949>find <00:20:46.066>companies <00:20:46.183>that <00:20:46.300>have <00:20:46.416>been <00:20:46.533>adopting <00:20:46.649>slower, <00:20:46.766>now <00:20:46.883>adopting <00:20:47.000>much

00:20:48.190 --> 00:20:48.200 align:start position:0%
<00:20:48.190>been <00:20:48.191>adopting <00:20:48.193>slower, <00:20:48.195>now <00:20:48.197>adopting <00:20:48.199>much

00:20:48.200 --> 00:20:49.870 align:start position:0%
<00:20:48.200>been <00:20:48.327>adopting <00:20:48.454>slower, <00:20:48.581>now <00:20:48.709>adopting <00:20:48.836>much <00:20:48.963>faster, <00:20:49.090>and <00:20:49.218>having <00:20:49.345>different <00:20:49.472>needs <00:20:49.600>into

00:20:49.870 --> 00:20:49.880 align:start position:0%
<00:20:49.870>faster, <00:20:49.871>and <00:20:49.873>having <00:20:49.875>different <00:20:49.877>needs <00:20:49.879>into

00:20:49.880 --> 00:20:53.030 align:start position:0%
<00:20:49.880>faster, <00:20:50.080>and <00:20:50.280>having <00:20:50.480>different <00:20:50.680>needs <00:20:50.880>into <00:20:51.080>your <00:20:51.280>company?

00:20:53.040 --> 00:20:54.950 align:start position:0%
<00:20:53.040>&gt;&gt; <00:20:53.195>So, <00:20:53.351>I <00:20:53.506>would <00:20:53.662>say <00:20:53.817>that <00:20:53.973>there <00:20:54.128>is <00:20:54.284>a <00:20:54.440>trend

00:20:54.950 --> 00:20:54.960 align:start position:0%
<00:20:54.950>&gt;&gt; <00:20:54.951>So, <00:20:54.952>I <00:20:54.953>would <00:20:54.954>say <00:20:54.955>that <00:20:54.956>there <00:20:54.957>is <00:20:54.958>a <00:20:54.959>trend

00:20:54.960 --> 00:20:58.510 align:start position:0%
<00:20:54.960>&gt;&gt; <00:20:55.067>So, <00:20:55.175>I <00:20:55.283>would <00:20:55.390>say <00:20:55.498>that <00:20:55.606>there <00:20:55.713>is <00:20:55.821>a <00:20:55.929>trend <00:20:56.036>across <00:20:56.144>the <00:20:56.252>board <00:20:56.360>that

00:20:58.510 --> 00:20:58.520 align:start position:0%
<00:20:58.510>across <00:20:58.513>the <00:20:58.516>board <00:20:58.519>that

00:20:58.520 --> 00:21:00.430 align:start position:0%
<00:20:58.520>across <00:20:58.636>the <00:20:58.753>board <00:20:58.870>that <00:20:58.986>it's <00:20:59.103>because <00:20:59.220>of <00:20:59.336>the <00:20:59.453>the <00:20:59.570>So, <00:20:59.686>there <00:20:59.803>is <00:20:59.920>two

00:21:00.430 --> 00:21:00.440 align:start position:0%
<00:21:00.430>it's <00:21:00.431>because <00:21:00.432>of <00:21:00.433>the <00:21:00.434>the <00:21:00.435>So, <00:21:00.436>there <00:21:00.437>is <00:21:00.439>two

00:21:00.440 --> 00:21:02.030 align:start position:0%
<00:21:00.440>it's <00:21:00.533>because <00:21:00.626>of <00:21:00.720>the <00:21:00.813>the <00:21:00.906>So, <00:21:01.000>there <00:21:01.093>is <00:21:01.186>two <00:21:01.280>kinds <00:21:01.373>of <00:21:01.466>pressure <00:21:01.560>on <00:21:01.653>developers. <00:21:01.746>One <00:21:01.840>is

00:21:02.030 --> 00:21:02.040 align:start position:0%
<00:21:02.030>kinds <00:21:02.031>of <00:21:02.033>pressure <00:21:02.034>on <00:21:02.036>developers. <00:21:02.037>One <00:21:02.039>is

00:21:02.040 --> 00:21:03.670 align:start position:0%
<00:21:02.040>kinds <00:21:02.147>of <00:21:02.255>pressure <00:21:02.363>on <00:21:02.470>developers. <00:21:02.578>One <00:21:02.686>is <00:21:02.793>there <00:21:02.901>is <00:21:03.009>a <00:21:03.116>top-down <00:21:03.224>pressure <00:21:03.332>that <00:21:03.440>says

00:21:03.670 --> 00:21:03.680 align:start position:0%
<00:21:03.670>there <00:21:03.671>is <00:21:03.673>a <00:21:03.674>top-down <00:21:03.676>pressure <00:21:03.677>that <00:21:03.679>says

00:21:03.680 --> 00:21:05.710 align:start position:0%
<00:21:03.680>there <00:21:03.780>is <00:21:03.880>a <00:21:03.980>top-down <00:21:04.080>pressure <00:21:04.180>that <00:21:04.280>says <00:21:04.380>you <00:21:04.480>must <00:21:04.580>do <00:21:04.680>more, <00:21:04.780>and <00:21:04.880>that's <00:21:04.980>asking <00:21:05.080>them

00:21:05.710 --> 00:21:05.720 align:start position:0%
<00:21:05.710>you <00:21:05.711>must <00:21:05.712>do <00:21:05.713>more, <00:21:05.715>and <00:21:05.716>that's <00:21:05.717>asking <00:21:05.719>them

00:21:05.720 --> 00:21:08.070 align:start position:0%
<00:21:05.720>you <00:21:05.813>must <00:21:05.906>do <00:21:06.000>more, <00:21:06.093>and <00:21:06.186>that's <00:21:06.280>asking <00:21:06.373>them <00:21:06.466>to <00:21:06.560>go <00:21:06.653>into <00:21:06.746>more <00:21:06.840>and <00:21:06.933>more <00:21:07.026>AI <00:21:07.120>coding.

00:21:08.070 --> 00:21:08.080 align:start position:0%
<00:21:08.070>to <00:21:08.071>go <00:21:08.072>into <00:21:08.073>more <00:21:08.075>and <00:21:08.076>more <00:21:08.077>AI <00:21:08.079>coding.

00:21:08.080 --> 00:21:11.270 align:start position:0%
<00:21:08.080>to <00:21:08.173>go <00:21:08.266>into <00:21:08.360>more <00:21:08.453>and <00:21:08.546>more <00:21:08.639>AI <00:21:08.733>coding. <00:21:08.826>And <00:21:08.919>the <00:21:09.013>second <00:21:09.106>is <00:21:09.199>there <00:21:09.293>is <00:21:09.386>the <00:21:09.480>pressure

00:21:11.270 --> 00:21:11.280 align:start position:0%
<00:21:11.270>And <00:21:11.271>the <00:21:11.272>second <00:21:11.273>is <00:21:11.275>there <00:21:11.276>is <00:21:11.277>the <00:21:11.279>pressure

00:21:11.280 --> 00:21:13.230 align:start position:0%
<00:21:11.280>And <00:21:11.373>the <00:21:11.466>second <00:21:11.560>is <00:21:11.653>there <00:21:11.746>is <00:21:11.840>the <00:21:11.933>pressure <00:21:12.026>on <00:21:12.120>the <00:21:12.213>trust <00:21:12.306>side <00:21:12.399>that <00:21:12.493>says <00:21:12.586>you <00:21:12.680>must

00:21:13.230 --> 00:21:13.240 align:start position:0%
<00:21:13.230>on <00:21:13.231>the <00:21:13.232>trust <00:21:13.233>side <00:21:13.235>that <00:21:13.236>says <00:21:13.237>you <00:21:13.239>must

00:21:13.240 --> 00:21:14.510 align:start position:0%
<00:21:13.240>on <00:21:13.321>the <00:21:13.403>trust <00:21:13.484>side <00:21:13.566>that <00:21:13.648>says <00:21:13.729>you <00:21:13.811>must <00:21:13.893>make <00:21:13.974>sure <00:21:14.056>that <00:21:14.138>you <00:21:14.219>are <00:21:14.301>responsible <00:21:14.383>for

00:21:14.510 --> 00:21:14.520 align:start position:0%
<00:21:14.510>make <00:21:14.511>sure <00:21:14.513>that <00:21:14.514>you <00:21:14.516>are <00:21:14.517>responsible <00:21:14.519>for

00:21:14.520 --> 00:21:15.510 align:start position:0%
<00:21:14.520>make <00:21:14.594>sure <00:21:14.668>that <00:21:14.742>you <00:21:14.817>are <00:21:14.891>responsible <00:21:14.965>for <00:21:15.039>quality, <00:21:15.114>right? <00:21:15.188>Someone <00:21:15.262>has <00:21:15.336>to <00:21:15.411>be

00:21:15.510 --> 00:21:15.520 align:start position:0%
<00:21:15.510>quality, <00:21:15.511>right? <00:21:15.513>Someone <00:21:15.515>has <00:21:15.517>to <00:21:15.519>be

00:21:15.520 --> 00:21:16.830 align:start position:0%
<00:21:15.520>quality, <00:21:15.716>right? <00:21:15.913>Someone <00:21:16.109>has <00:21:16.306>to <00:21:16.502>be <00:21:16.698>responsible.

00:21:16.830 --> 00:21:16.840 align:start position:0%
responsible.

00:21:16.840 --> 00:21:19.750 align:start position:0%
<00:21:16.840>responsible. <00:21:16.995>Uh <00:21:17.151>but <00:21:17.306>the <00:21:17.462>net <00:21:17.617>of <00:21:17.773>it <00:21:17.928>is <00:21:18.084>you're <00:21:18.240>actually

00:21:19.750 --> 00:21:19.760 align:start position:0%
<00:21:19.750>Uh <00:21:19.751>but <00:21:19.752>the <00:21:19.753>net <00:21:19.754>of <00:21:19.755>it <00:21:19.756>is <00:21:19.757>you're <00:21:19.759>actually

00:21:19.760 --> 00:21:21.910 align:start position:0%
<00:21:19.760>Uh <00:21:19.860>but <00:21:19.960>the <00:21:20.060>net <00:21:20.160>of <00:21:20.260>it <00:21:20.360>is <00:21:20.460>you're <00:21:20.560>actually <00:21:20.660>releasing <00:21:20.760>more <00:21:20.860>code. <00:21:20.960>The <00:21:21.060>customers <00:21:21.160>are

00:21:21.910 --> 00:21:21.920 align:start position:0%
<00:21:21.910>releasing <00:21:21.911>more <00:21:21.913>code. <00:21:21.915>The <00:21:21.917>customers <00:21:21.919>are

00:21:21.920 --> 00:21:23.190 align:start position:0%
<00:21:21.920>releasing <00:21:22.023>more <00:21:22.127>code. <00:21:22.231>The <00:21:22.335>customers <00:21:22.439>are <00:21:22.543>releasing <00:21:22.647>more <00:21:22.751>code. <00:21:22.855>They <00:21:22.959>are <00:21:23.063>being

00:21:23.190 --> 00:21:23.200 align:start position:0%
<00:21:23.190>releasing <00:21:23.191>more <00:21:23.193>code. <00:21:23.195>They <00:21:23.197>are <00:21:23.199>being

00:21:23.200 --> 00:21:25.270 align:start position:0%
<00:21:23.200>releasing <00:21:23.307>more <00:21:23.415>code. <00:21:23.523>They <00:21:23.630>are <00:21:23.738>being <00:21:23.846>asked <00:21:23.953>to <00:21:24.061>release <00:21:24.169>more <00:21:24.276>code. <00:21:24.384>Uh <00:21:24.492>while <00:21:24.600>it

00:21:25.270 --> 00:21:25.280 align:start position:0%
<00:21:25.270>asked <00:21:25.271>to <00:21:25.272>release <00:21:25.273>more <00:21:25.275>code. <00:21:25.276>Uh <00:21:25.277>while <00:21:25.279>it

00:21:25.280 --> 00:21:27.310 align:start position:0%
<00:21:25.280>asked <00:21:25.373>to <00:21:25.466>release <00:21:25.560>more <00:21:25.653>code. <00:21:25.746>Uh <00:21:25.840>while <00:21:25.933>it <00:21:26.026>is <00:21:26.120>not <00:21:26.213>3x <00:21:26.306>faster, <00:21:26.399>um <00:21:26.493>you <00:21:26.586>know, <00:21:26.680>in

00:21:27.310 --> 00:21:27.320 align:start position:0%
<00:21:27.310>is <00:21:27.311>not <00:21:27.312>3x <00:21:27.313>faster, <00:21:27.315>um <00:21:27.316>you <00:21:27.317>know, <00:21:27.319>in

00:21:27.320 --> 00:21:28.950 align:start position:0%
<00:21:27.320>is <00:21:27.436>not <00:21:27.553>3x <00:21:27.669>faster, <00:21:27.786>um <00:21:27.903>you <00:21:28.020>know, <00:21:28.136>in <00:21:28.253>general, <00:21:28.370>some <00:21:28.486>companies, <00:21:28.603>if <00:21:28.720>they're

00:21:28.950 --> 00:21:28.960 align:start position:0%
<00:21:28.950>general, <00:21:28.952>some <00:21:28.954>companies, <00:21:28.956>if <00:21:28.959>they're

00:21:28.960 --> 00:21:30.390 align:start position:0%
<00:21:28.960>general, <00:21:29.067>some <00:21:29.174>companies, <00:21:29.281>if <00:21:29.389>they're <00:21:29.496>smaller, <00:21:29.603>they <00:21:29.710>can <00:21:29.818>go <00:21:29.925>very <00:21:30.032>fast, <00:21:30.139>but <00:21:30.247>the

00:21:30.390 --> 00:21:30.400 align:start position:0%
<00:21:30.390>smaller, <00:21:30.391>they <00:21:30.392>can <00:21:30.393>go <00:21:30.395>very <00:21:30.396>fast, <00:21:30.397>but <00:21:30.399>the

00:21:30.400 --> 00:21:33.270 align:start position:0%
<00:21:30.400>smaller, <00:21:30.493>they <00:21:30.586>can <00:21:30.680>go <00:21:30.773>very <00:21:30.866>fast, <00:21:30.960>but <00:21:31.053>the <00:21:31.146>large <00:21:31.240>ones <00:21:31.333>don't <00:21:31.426>go <00:21:31.520>that <00:21:31.613>fast. <00:21:31.706>Uh <00:21:31.800>but

00:21:33.270 --> 00:21:33.280 align:start position:0%
<00:21:33.270>large <00:21:33.271>ones <00:21:33.272>don't <00:21:33.273>go <00:21:33.275>that <00:21:33.276>fast. <00:21:33.277>Uh <00:21:33.279>but

00:21:33.280 --> 00:21:35.150 align:start position:0%
<00:21:33.280>large <00:21:33.373>ones <00:21:33.466>don't <00:21:33.560>go <00:21:33.653>that <00:21:33.746>fast. <00:21:33.840>Uh <00:21:33.933>but <00:21:34.026>they <00:21:34.120>are <00:21:34.213>figuring <00:21:34.306>out <00:21:34.399>how <00:21:34.493>to <00:21:34.586>scale. <00:21:34.680>Like

00:21:35.150 --> 00:21:35.160 align:start position:0%
<00:21:35.150>they <00:21:35.151>are <00:21:35.152>figuring <00:21:35.153>out <00:21:35.155>how <00:21:35.156>to <00:21:35.157>scale. <00:21:35.159>Like

00:21:35.160 --> 00:21:37.470 align:start position:0%
<00:21:35.160>they <00:21:35.267>are <00:21:35.375>figuring <00:21:35.483>out <00:21:35.590>how <00:21:35.698>to <00:21:35.806>scale. <00:21:35.913>Like <00:21:36.021>going <00:21:36.129>back <00:21:36.236>to <00:21:36.344>the <00:21:36.452>agentic <00:21:36.560>part.

00:21:37.470 --> 00:21:37.480 align:start position:0%
<00:21:37.470>going <00:21:37.471>back <00:21:37.473>to <00:21:37.475>the <00:21:37.477>agentic <00:21:37.479>part.

00:21:37.480 --> 00:21:39.430 align:start position:0%
<00:21:37.480>going <00:21:37.713>back <00:21:37.946>to <00:21:38.180>the <00:21:38.413>agentic <00:21:38.646>part. <00:21:38.880>Uh

00:21:39.430 --> 00:21:39.440 align:start position:0%
Uh

00:21:39.440 --> 00:21:41.230 align:start position:0%
<00:21:39.440>Uh <00:21:39.673>the <00:21:39.906>understanding <00:21:40.140>of <00:21:40.373>the <00:21:40.606>new <00:21:40.840>paradigm

00:21:41.230 --> 00:21:41.240 align:start position:0%
<00:21:41.230>the <00:21:41.231>understanding <00:21:41.233>of <00:21:41.235>the <00:21:41.237>new <00:21:41.239>paradigm

00:21:41.240 --> 00:21:43.670 align:start position:0%
<00:21:41.240>the <00:21:41.347>understanding <00:21:41.455>of <00:21:41.563>the <00:21:41.670>new <00:21:41.778>paradigm <00:21:41.886>that <00:21:41.993>a <00:21:42.101>human <00:21:42.209>is <00:21:42.316>a <00:21:42.424>supervisor <00:21:42.532>and <00:21:42.640>agents

00:21:43.670 --> 00:21:43.680 align:start position:0%
<00:21:43.670>that <00:21:43.671>a <00:21:43.672>human <00:21:43.673>is <00:21:43.675>a <00:21:43.676>supervisor <00:21:43.677>and <00:21:43.679>agents

00:21:43.680 --> 00:21:46.150 align:start position:0%
<00:21:43.680>that <00:21:43.767>a <00:21:43.855>human <00:21:43.942>is <00:21:44.030>a <00:21:44.117>supervisor <00:21:44.205>and <00:21:44.292>agents <00:21:44.380>work <00:21:44.467>for <00:21:44.555>him <00:21:44.642>or <00:21:44.730>her <00:21:44.817>and <00:21:44.905>they <00:21:44.992>do <00:21:45.080>things

00:21:46.150 --> 00:21:46.160 align:start position:0%
<00:21:46.150>work <00:21:46.151>for <00:21:46.152>him <00:21:46.153>or <00:21:46.154>her <00:21:46.155>and <00:21:46.156>they <00:21:46.157>do <00:21:46.159>things

00:21:46.160 --> 00:21:47.590 align:start position:0%
<00:21:46.160>work <00:21:46.235>for <00:21:46.311>him <00:21:46.387>or <00:21:46.462>her <00:21:46.538>and <00:21:46.614>they <00:21:46.689>do <00:21:46.765>things <00:21:46.841>and <00:21:46.917>you <00:21:46.992>come <00:21:47.068>in <00:21:47.144>the <00:21:47.219>middle <00:21:47.295>and <00:21:47.371>make <00:21:47.447>sure

00:21:47.590 --> 00:21:47.600 align:start position:0%
<00:21:47.590>and <00:21:47.591>you <00:21:47.592>come <00:21:47.593>in <00:21:47.594>the <00:21:47.595>middle <00:21:47.596>and <00:21:47.597>make <00:21:47.599>sure

00:21:47.600 --> 00:21:49.790 align:start position:0%
<00:21:47.600>and <00:21:47.693>you <00:21:47.786>come <00:21:47.879>in <00:21:47.973>the <00:21:48.066>middle <00:21:48.159>and <00:21:48.253>make <00:21:48.346>sure <00:21:48.439>that <00:21:48.533>the <00:21:48.626>orchestration <00:21:48.719>is <00:21:48.813>correct <00:21:48.906>and <00:21:49.000>at

00:21:49.790 --> 00:21:49.800 align:start position:0%
<00:21:49.790>that <00:21:49.791>the <00:21:49.793>orchestration <00:21:49.794>is <00:21:49.796>correct <00:21:49.797>and <00:21:49.799>at

00:21:49.800 --> 00:21:52.070 align:start position:0%
<00:21:49.800>that <00:21:49.916>the <00:21:50.033>orchestration <00:21:50.149>is <00:21:50.266>correct <00:21:50.383>and <00:21:50.500>at <00:21:50.616>some <00:21:50.733>point <00:21:50.850>there <00:21:50.966>is <00:21:51.083>human <00:21:51.200>governance.

00:21:52.070 --> 00:21:52.080 align:start position:0%
<00:21:52.070>some <00:21:52.071>point <00:21:52.073>there <00:21:52.075>is <00:21:52.077>human <00:21:52.079>governance.

00:21:52.080 --> 00:21:54.550 align:start position:0%
<00:21:52.080>some <00:21:52.207>point <00:21:52.334>there <00:21:52.461>is <00:21:52.589>human <00:21:52.716>governance. <00:21:52.843>That <00:21:52.970>level <00:21:53.098>of <00:21:53.225>maturity <00:21:53.352>is <00:21:53.480>actually

00:21:54.550 --> 00:21:54.560 align:start position:0%
<00:21:54.550>That <00:21:54.551>level <00:21:54.553>of <00:21:54.555>maturity <00:21:54.557>is <00:21:54.559>actually

00:21:54.560 --> 00:21:55.990 align:start position:0%
<00:21:54.560>That <00:21:54.658>level <00:21:54.758>of <00:21:54.857>maturity <00:21:54.956>is <00:21:55.055>actually <00:21:55.154>starting <00:21:55.253>to <00:21:55.352>come <00:21:55.451>in <00:21:55.550>into <00:21:55.649>some <00:21:55.748>of <00:21:55.847>the

00:21:55.990 --> 00:21:56.000 align:start position:0%
<00:21:55.990>starting <00:21:55.991>to <00:21:55.992>come <00:21:55.993>in <00:21:55.995>into <00:21:55.996>some <00:21:55.997>of <00:21:55.999>the

00:21:56.000 --> 00:21:57.470 align:start position:0%
<00:21:56.000>starting <00:21:56.094>to <00:21:56.189>come <00:21:56.283>in <00:21:56.378>into <00:21:56.472>some <00:21:56.567>of <00:21:56.661>the <00:21:56.756>largest <00:21:56.850>companies <00:21:56.945>in <00:21:57.039>the <00:21:57.134>world, <00:21:57.228>which <00:21:57.323>is

00:21:57.470 --> 00:21:57.480 align:start position:0%
<00:21:57.470>largest <00:21:57.471>companies <00:21:57.473>in <00:21:57.474>the <00:21:57.476>world, <00:21:57.477>which <00:21:57.479>is

00:21:57.480 --> 00:21:58.990 align:start position:0%
<00:21:57.480>largest <00:21:57.577>companies <00:21:57.674>in <00:21:57.771>the <00:21:57.868>world, <00:21:57.965>which <00:21:58.062>is <00:21:58.159>quite <00:21:58.256>amazing <00:21:58.353>to <00:21:58.450>see, <00:21:58.547>much <00:21:58.644>faster <00:21:58.741>than <00:21:58.839>I

00:21:58.990 --> 00:21:59.000 align:start position:0%
<00:21:58.990>quite <00:21:58.991>amazing <00:21:58.992>to <00:21:58.993>see, <00:21:58.995>much <00:21:58.996>faster <00:21:58.997>than <00:21:58.999>I

00:21:59.000 --> 00:22:00.990 align:start position:0%
<00:21:59.000>quite <00:21:59.100>amazing <00:21:59.200>to <00:21:59.300>see, <00:21:59.400>much <00:21:59.500>faster <00:21:59.600>than <00:21:59.700>I <00:21:59.800>would <00:21:59.900>have <00:22:00.000>expected. <00:22:00.100>Um <00:22:00.200>so <00:22:00.300>they <00:22:00.400>are

00:22:00.990 --> 00:22:01.000 align:start position:0%
<00:22:00.990>would <00:22:00.991>have <00:22:00.993>expected. <00:22:00.994>Um <00:22:00.996>so <00:22:00.997>they <00:22:00.999>are

00:22:01.000 --> 00:22:02.470 align:start position:0%
<00:22:01.000>would <00:22:01.165>have <00:22:01.330>expected. <00:22:01.496>Um <00:22:01.661>so <00:22:01.826>they <00:22:01.992>are <00:22:02.157>understanding <00:22:02.323>that

00:22:02.470 --> 00:22:02.480 align:start position:0%
<00:22:02.470>understanding <00:22:02.479>that

00:22:02.480 --> 00:22:04.190 align:start position:0%
<00:22:02.480>understanding <00:22:02.946>that <00:22:03.413>and <00:22:03.880>the

00:22:04.190 --> 00:22:04.200 align:start position:0%
<00:22:04.190>and <00:22:04.199>the

00:22:04.200 --> 00:22:05.230 align:start position:0%
<00:22:04.200>and <00:22:04.663>the <00:22:05.127>the

00:22:05.230 --> 00:22:05.240 align:start position:0%
the

00:22:05.240 --> 00:22:07.870 align:start position:0%
<00:22:05.240>the <00:22:05.440>depth <00:22:05.640>of <00:22:05.840>AI <00:22:06.040>that <00:22:06.240>they <00:22:06.440>understand <00:22:06.640>would

00:22:07.870 --> 00:22:07.880 align:start position:0%
<00:22:07.870>depth <00:22:07.871>of <00:22:07.873>AI <00:22:07.874>that <00:22:07.876>they <00:22:07.877>understand <00:22:07.879>would

00:22:07.880 --> 00:22:09.670 align:start position:0%
<00:22:07.880>depth <00:22:07.987>of <00:22:08.095>AI <00:22:08.203>that <00:22:08.310>they <00:22:08.418>understand <00:22:08.526>would <00:22:08.633>be, <00:22:08.741>you <00:22:08.849>know, <00:22:08.956>is <00:22:09.064>surprising <00:22:09.172>as <00:22:09.280>well.

00:22:09.670 --> 00:22:09.680 align:start position:0%
<00:22:09.670>be, <00:22:09.671>you <00:22:09.673>know, <00:22:09.674>is <00:22:09.676>surprising <00:22:09.677>as <00:22:09.679>well.

00:22:09.680 --> 00:22:10.870 align:start position:0%
<00:22:09.680>be, <00:22:09.769>you <00:22:09.858>know, <00:22:09.947>is <00:22:10.037>surprising <00:22:10.126>as <00:22:10.215>well. <00:22:10.304>Many <00:22:10.394>things <00:22:10.483>that <00:22:10.572>we're <00:22:10.661>discussing <00:22:10.751>here,

00:22:10.870 --> 00:22:10.880 align:start position:0%
<00:22:10.870>Many <00:22:10.871>things <00:22:10.873>that <00:22:10.875>we're <00:22:10.877>discussing <00:22:10.879>here,

00:22:10.880 --> 00:22:12.550 align:start position:0%
<00:22:10.880>Many <00:22:11.020>things <00:22:11.160>that <00:22:11.300>we're <00:22:11.440>discussing <00:22:11.580>here, <00:22:11.720>I <00:22:11.860>think <00:22:12.000>they <00:22:12.140>already <00:22:12.280>understand.

00:22:12.550 --> 00:22:12.560 align:start position:0%
<00:22:12.550>I <00:22:12.552>think <00:22:12.554>they <00:22:12.556>already <00:22:12.559>understand.

00:22:12.560 --> 00:22:13.590 align:start position:0%
<00:22:12.560>I <00:22:12.637>think <00:22:12.714>they <00:22:12.791>already <00:22:12.869>understand. <00:22:12.946>Uh <00:22:13.023>and <00:22:13.100>they <00:22:13.178>are <00:22:13.255>trying <00:22:13.332>to <00:22:13.409>figure <00:22:13.486>out

00:22:13.590 --> 00:22:13.600 align:start position:0%
<00:22:13.590>Uh <00:22:13.591>and <00:22:13.592>they <00:22:13.593>are <00:22:13.595>trying <00:22:13.596>to <00:22:13.597>figure <00:22:13.599>out

00:22:13.600 --> 00:22:15.390 align:start position:0%
<00:22:13.600>Uh <00:22:13.699>and <00:22:13.800>they <00:22:13.899>are <00:22:14.000>trying <00:22:14.100>to <00:22:14.199>figure <00:22:14.300>out <00:22:14.399>therefore <00:22:14.500>what <00:22:14.600>is <00:22:14.699>the <00:22:14.800>right <00:22:14.899>LLM, <00:22:15.000>what

00:22:15.390 --> 00:22:15.400 align:start position:0%
<00:22:15.390>therefore <00:22:15.391>what <00:22:15.393>is <00:22:15.394>the <00:22:15.396>right <00:22:15.397>LLM, <00:22:15.399>what

00:22:15.400 --> 00:22:17.470 align:start position:0%
<00:22:15.400>therefore <00:22:15.507>what <00:22:15.615>is <00:22:15.723>the <00:22:15.830>right <00:22:15.938>LLM, <00:22:16.046>what <00:22:16.153>the <00:22:16.261>security <00:22:16.369>parameters, <00:22:16.476>uh <00:22:16.584>what <00:22:16.692>is <00:22:16.800>the

00:22:17.470 --> 00:22:17.480 align:start position:0%
<00:22:17.470>the <00:22:17.471>security <00:22:17.473>parameters, <00:22:17.474>uh <00:22:17.476>what <00:22:17.477>is <00:22:17.479>the

00:22:17.480 --> 00:22:18.990 align:start position:0%
<00:22:17.480>the <00:22:17.649>security <00:22:17.819>parameters, <00:22:17.989>uh <00:22:18.159>what <00:22:18.329>is <00:22:18.499>the <00:22:18.669>right <00:22:18.839>prompts,

00:22:18.990 --> 00:22:19.000 align:start position:0%
<00:22:18.990>right <00:22:18.999>prompts,

00:22:19.000 --> 00:22:20.390 align:start position:0%
<00:22:19.000>right <00:22:19.156>prompts, <00:22:19.312>um <00:22:19.469>you <00:22:19.625>know, <00:22:19.781>how <00:22:19.938>to <00:22:20.094>put <00:22:20.251>guardrails

00:22:20.390 --> 00:22:20.400 align:start position:0%
<00:22:20.390>um <00:22:20.391>you <00:22:20.393>know, <00:22:20.394>how <00:22:20.396>to <00:22:20.397>put <00:22:20.399>guardrails

00:22:20.400 --> 00:22:22.150 align:start position:0%
<00:22:20.400>um <00:22:20.555>you <00:22:20.711>know, <00:22:20.866>how <00:22:21.022>to <00:22:21.177>put <00:22:21.333>guardrails <00:22:21.488>around <00:22:21.644>it. <00:22:21.800>Uh

00:22:22.150 --> 00:22:22.160 align:start position:0%
<00:22:22.150>around <00:22:22.154>it. <00:22:22.159>Uh

00:22:22.160 --> 00:22:23.950 align:start position:0%
<00:22:22.160>around <00:22:22.440>it. <00:22:22.720>Uh <00:22:23.000>it <00:22:23.280>is <00:22:23.560>uh

00:22:23.950 --> 00:22:23.960 align:start position:0%
<00:22:23.950>it <00:22:23.954>is <00:22:23.959>uh

00:22:23.960 --> 00:22:26.790 align:start position:0%
<00:22:23.960>it <00:22:24.115>is <00:22:24.271>uh <00:22:24.426>very <00:22:24.582>steady <00:22:24.737>progress <00:22:24.893>and <00:22:25.048>not <00:22:25.204>that <00:22:25.360>slow.

00:22:26.790 --> 00:22:26.800 align:start position:0%
<00:22:26.790>very <00:22:26.791>steady <00:22:26.793>progress <00:22:26.794>and <00:22:26.796>not <00:22:26.797>that <00:22:26.799>slow.

00:22:26.800 --> 00:22:27.710 align:start position:0%
<00:22:26.800>very <00:22:26.902>steady <00:22:27.004>progress <00:22:27.107>and <00:22:27.209>not <00:22:27.311>that <00:22:27.414>slow. <00:22:27.516>&gt;&gt; <00:22:27.619>Mhm.

00:22:27.710 --> 00:22:27.720 align:start position:0%
<00:22:27.710>&gt;&gt; <00:22:27.719>Mhm.

00:22:27.720 --> 00:22:29.790 align:start position:0%
<00:22:27.720>&gt;&gt; <00:22:27.875>Mhm. <00:22:28.031>You <00:22:28.186>talked <00:22:28.342>about <00:22:28.497>MCPs <00:22:28.653>one <00:22:28.808>of <00:22:28.964>the <00:22:29.120>tools

00:22:29.790 --> 00:22:29.800 align:start position:0%
<00:22:29.790>You <00:22:29.791>talked <00:22:29.792>about <00:22:29.793>MCPs <00:22:29.795>one <00:22:29.796>of <00:22:29.797>the <00:22:29.799>tools

00:22:29.800 --> 00:22:32.270 align:start position:0%
<00:22:29.800>You <00:22:29.893>talked <00:22:29.986>about <00:22:30.080>MCPs <00:22:30.173>one <00:22:30.266>of <00:22:30.360>the <00:22:30.453>tools <00:22:30.546>that <00:22:30.639>we're <00:22:30.733>using. <00:22:30.826>Daniel, <00:22:30.919>do <00:22:31.013>you <00:22:31.106>do <00:22:31.200>you

00:22:32.270 --> 00:22:32.280 align:start position:0%
<00:22:32.270>that <00:22:32.271>we're <00:22:32.272>using. <00:22:32.273>Daniel, <00:22:32.275>do <00:22:32.276>you <00:22:32.277>do <00:22:32.279>you

00:22:32.280 --> 00:22:34.870 align:start position:0%
<00:22:32.280>that <00:22:32.379>we're <00:22:32.480>using. <00:22:32.580>Daniel, <00:22:32.680>do <00:22:32.780>you <00:22:32.879>do <00:22:32.980>you <00:22:33.080>offer <00:22:33.180>an <00:22:33.280>MCP <00:22:33.379>for <00:22:33.480>your <00:22:33.580>for <00:22:33.680>your

00:22:34.870 --> 00:22:34.880 align:start position:0%
<00:22:34.870>offer <00:22:34.871>an <00:22:34.873>MCP <00:22:34.874>for <00:22:34.876>your <00:22:34.877>for <00:22:34.879>your

00:22:34.880 --> 00:22:36.830 align:start position:0%
<00:22:34.880>offer <00:22:34.987>an <00:22:35.095>MCP <00:22:35.203>for <00:22:35.310>your <00:22:35.418>for <00:22:35.526>your <00:22:35.633>your <00:22:35.741>companies <00:22:35.849>that <00:22:35.956>you <00:22:36.064>work <00:22:36.172>with? <00:22:36.280>Do

00:22:36.830 --> 00:22:36.840 align:start position:0%
<00:22:36.830>your <00:22:36.831>companies <00:22:36.832>that <00:22:36.834>you <00:22:36.836>work <00:22:36.837>with? <00:22:36.839>Do

00:22:36.840 --> 00:22:39.150 align:start position:0%
<00:22:36.840>your <00:22:36.927>companies <00:22:37.014>that <00:22:37.102>you <00:22:37.189>work <00:22:37.277>with? <00:22:37.365>Do <00:22:37.452>you <00:22:37.540>go <00:22:37.627>CLI? <00:22:37.715>Do <00:22:37.802>you <00:22:37.889>go <00:22:37.977>skills? <00:22:38.064>Do <00:22:38.152>you <00:22:38.240>go

00:22:39.150 --> 00:22:39.160 align:start position:0%
<00:22:39.150>you <00:22:39.151>go <00:22:39.152>CLI? <00:22:39.153>Do <00:22:39.154>you <00:22:39.155>go <00:22:39.156>skills? <00:22:39.157>Do <00:22:39.158>you <00:22:39.159>go

00:22:39.160 --> 00:22:40.750 align:start position:0%
<00:22:39.160>you <00:22:39.242>go <00:22:39.324>CLI? <00:22:39.407>Do <00:22:39.489>you <00:22:39.571>go <00:22:39.654>skills? <00:22:39.736>Do <00:22:39.818>you <00:22:39.901>go <00:22:39.983>prompts? <00:22:40.065>Like <00:22:40.148>we <00:22:40.230>have <00:22:40.312>a <00:22:40.395>new <00:22:40.477>thing <00:22:40.560>every

00:22:40.750 --> 00:22:40.760 align:start position:0%
<00:22:40.750>prompts? <00:22:40.751>Like <00:22:40.752>we <00:22:40.753>have <00:22:40.755>a <00:22:40.756>new <00:22:40.757>thing <00:22:40.759>every

00:22:40.760 --> 00:22:42.110 align:start position:0%
<00:22:40.760>prompts? <00:22:40.895>Like <00:22:41.030>we <00:22:41.165>have <00:22:41.300>a <00:22:41.435>new <00:22:41.570>thing <00:22:41.705>every <00:22:41.840>week, <00:22:41.975>right?

00:22:42.110 --> 00:22:42.120 align:start position:0%
<00:22:42.110>week, <00:22:42.119>right?

00:22:42.120 --> 00:22:43.510 align:start position:0%
<00:22:42.120>week, <00:22:42.370>right? <00:22:42.620>&gt;&gt; <00:22:42.870>So <00:22:43.120>we <00:22:43.371>are

00:22:43.510 --> 00:22:43.520 align:start position:0%
<00:22:43.510>&gt;&gt; <00:22:43.513>So <00:22:43.516>we <00:22:43.519>are

00:22:43.520 --> 00:22:45.630 align:start position:0%
<00:22:43.520>&gt;&gt; <00:22:43.660>So <00:22:43.800>we <00:22:43.940>are <00:22:44.080>we <00:22:44.220>we <00:22:44.360>have <00:22:44.500>built <00:22:44.639>a <00:22:44.780>couple <00:22:44.920>of

00:22:45.630 --> 00:22:45.640 align:start position:0%
<00:22:45.630>we <00:22:45.631>we <00:22:45.633>have <00:22:45.634>built <00:22:45.636>a <00:22:45.637>couple <00:22:45.639>of

00:22:45.640 --> 00:22:47.350 align:start position:0%
<00:22:45.640>we <00:22:45.780>we <00:22:45.920>have <00:22:46.060>built <00:22:46.200>a <00:22:46.340>couple <00:22:46.480>of <00:22:46.620>MCP <00:22:46.760>based <00:22:46.900>interfaces <00:22:47.040>especially

00:22:47.350 --> 00:22:47.360 align:start position:0%
<00:22:47.350>MCP <00:22:47.352>based <00:22:47.356>interfaces <00:22:47.359>especially

00:22:47.360 --> 00:22:50.470 align:start position:0%
<00:22:47.360>MCP <00:22:47.560>based <00:22:47.760>interfaces <00:22:47.959>especially <00:22:48.159>internally <00:22:48.360>for <00:22:48.560>our <00:22:48.760>internal

00:22:50.470 --> 00:22:50.480 align:start position:0%
<00:22:50.470>internally <00:22:50.473>for <00:22:50.476>our <00:22:50.479>internal

00:22:50.480 --> 00:22:52.830 align:start position:0%
<00:22:50.480>internally <00:22:50.620>for <00:22:50.760>our <00:22:50.900>internal <00:22:51.040>systems <00:22:51.180>and <00:22:51.320>also <00:22:51.460>for <00:22:51.600>our <00:22:51.740>partner <00:22:51.880>network

00:22:52.830 --> 00:22:52.840 align:start position:0%
<00:22:52.830>systems <00:22:52.831>and <00:22:52.832>also <00:22:52.834>for <00:22:52.836>our <00:22:52.837>partner <00:22:52.839>network

00:22:52.840 --> 00:22:54.950 align:start position:0%
<00:22:52.840>systems <00:22:52.947>and <00:22:53.055>also <00:22:53.163>for <00:22:53.270>our <00:22:53.378>partner <00:22:53.486>network <00:22:53.593>not <00:22:53.701>yet <00:22:53.809>made <00:22:53.916>public <00:22:54.024>towards <00:22:54.132>the <00:22:54.240>outside

00:22:54.950 --> 00:22:54.960 align:start position:0%
<00:22:54.950>not <00:22:54.951>yet <00:22:54.953>made <00:22:54.954>public <00:22:54.956>towards <00:22:54.957>the <00:22:54.959>outside

00:22:54.960 --> 00:22:57.070 align:start position:0%
<00:22:54.960>not <00:22:55.067>yet <00:22:55.175>made <00:22:55.283>public <00:22:55.390>towards <00:22:55.498>the <00:22:55.606>outside <00:22:55.713>world. <00:22:55.821>I <00:22:55.929>think <00:22:56.036>what <00:22:56.144>is <00:22:56.252>becoming <00:22:56.360>really

00:22:57.070 --> 00:22:57.080 align:start position:0%
<00:22:57.070>world. <00:22:57.071>I <00:22:57.072>think <00:22:57.074>what <00:22:57.076>is <00:22:57.077>becoming <00:22:57.079>really

00:22:57.080 --> 00:22:59.030 align:start position:0%
<00:22:57.080>world. <00:22:57.179>I <00:22:57.280>think <00:22:57.379>what <00:22:57.480>is <00:22:57.580>becoming <00:22:57.679>really <00:22:57.780>interesting <00:22:57.879>is <00:22:57.980>how <00:22:58.080>do <00:22:58.179>you <00:22:58.280>build <00:22:58.379>up <00:22:58.480>a

00:22:59.030 --> 00:22:59.040 align:start position:0%
<00:22:59.030>interesting <00:22:59.031>is <00:22:59.032>how <00:22:59.033>do <00:22:59.035>you <00:22:59.036>build <00:22:59.037>up <00:22:59.039>a

00:22:59.040 --> 00:23:00.870 align:start position:0%
<00:22:59.040>interesting <00:22:59.156>is <00:22:59.273>how <00:22:59.389>do <00:22:59.506>you <00:22:59.623>build <00:22:59.740>up <00:22:59.856>a <00:22:59.973>proper <00:23:00.090>security <00:23:00.206>and <00:23:00.323>also <00:23:00.440>for

00:23:00.870 --> 00:23:00.880 align:start position:0%
<00:23:00.870>proper <00:23:00.872>security <00:23:00.874>and <00:23:00.876>also <00:23:00.879>for

00:23:00.880 --> 00:23:02.950 align:start position:0%
<00:23:00.880>proper <00:23:01.007>security <00:23:01.134>and <00:23:01.261>also <00:23:01.389>for <00:23:01.516>for <00:23:01.643>MCPs. <00:23:01.770>I <00:23:01.898>think <00:23:02.025>there's <00:23:02.152>obviously <00:23:02.280>nice

00:23:02.950 --> 00:23:02.960 align:start position:0%
<00:23:02.950>for <00:23:02.951>MCPs. <00:23:02.953>I <00:23:02.954>think <00:23:02.956>there's <00:23:02.957>obviously <00:23:02.959>nice

00:23:02.960 --> 00:23:04.110 align:start position:0%
<00:23:02.960>for <00:23:03.089>MCPs. <00:23:03.218>I <00:23:03.348>think <00:23:03.477>there's <00:23:03.606>obviously <00:23:03.736>nice <00:23:03.865>tools <00:23:03.995>there.

00:23:04.110 --> 00:23:04.120 align:start position:0%
<00:23:04.110>tools <00:23:04.119>there.

00:23:04.120 --> 00:23:05.710 align:start position:0%
<00:23:04.120>tools <00:23:04.294>there. <00:23:04.469>But <00:23:04.645>uh <00:23:04.820>I <00:23:04.995>think <00:23:05.169>the <00:23:05.344>challenge <00:23:05.520>with

00:23:05.710 --> 00:23:05.720 align:start position:0%
<00:23:05.710>But <00:23:05.711>uh <00:23:05.713>I <00:23:05.714>think <00:23:05.716>the <00:23:05.717>challenge <00:23:05.719>with

00:23:05.720 --> 00:23:07.350 align:start position:0%
<00:23:05.720>But <00:23:05.827>uh <00:23:05.935>I <00:23:06.043>think <00:23:06.150>the <00:23:06.258>challenge <00:23:06.366>with <00:23:06.473>observability <00:23:06.581>it's <00:23:06.689>a <00:23:06.796>little <00:23:06.904>bit <00:23:07.012>of <00:23:07.120>kind

00:23:07.350 --> 00:23:07.360 align:start position:0%
<00:23:07.350>observability <00:23:07.351>it's <00:23:07.352>a <00:23:07.354>little <00:23:07.356>bit <00:23:07.357>of <00:23:07.359>kind

00:23:07.360 --> 00:23:09.710 align:start position:0%
<00:23:07.360>observability <00:23:07.487>it's <00:23:07.614>a <00:23:07.741>little <00:23:07.869>bit <00:23:07.996>of <00:23:08.123>kind <00:23:08.250>of <00:23:08.378>an <00:23:08.505>after <00:23:08.632>effect <00:23:08.760>uh

00:23:09.710 --> 00:23:09.720 align:start position:0%
<00:23:09.710>of <00:23:09.712>an <00:23:09.714>after <00:23:09.716>effect <00:23:09.719>uh

00:23:09.720 --> 00:23:11.230 align:start position:0%
<00:23:09.720>of <00:23:09.991>an <00:23:10.263>after <00:23:10.535>effect <00:23:10.807>uh <00:23:11.079>observation

00:23:11.230 --> 00:23:11.240 align:start position:0%
observation

00:23:11.240 --> 00:23:12.910 align:start position:0%
<00:23:11.240>observation <00:23:11.520>after <00:23:11.800>something <00:23:12.080>is <00:23:12.360>happening. <00:23:12.640>Obviously,

00:23:12.910 --> 00:23:12.920 align:start position:0%
<00:23:12.910>after <00:23:12.912>something <00:23:12.914>is <00:23:12.916>happening. <00:23:12.919>Obviously,

00:23:12.920 --> 00:23:15.150 align:start position:0%
<00:23:12.920>after <00:23:13.027>something <00:23:13.135>is <00:23:13.243>happening. <00:23:13.350>Obviously, <00:23:13.458>you <00:23:13.566>can <00:23:13.673>react <00:23:13.781>to <00:23:13.889>it. <00:23:13.996>But <00:23:14.104>what <00:23:14.212>we <00:23:14.320>are

00:23:15.150 --> 00:23:15.160 align:start position:0%
<00:23:15.150>you <00:23:15.151>can <00:23:15.152>react <00:23:15.153>to <00:23:15.154>it. <00:23:15.155>But <00:23:15.156>what <00:23:15.157>we <00:23:15.159>are

00:23:15.160 --> 00:23:17.230 align:start position:0%
<00:23:15.160>you <00:23:15.287>can <00:23:15.414>react <00:23:15.541>to <00:23:15.669>it. <00:23:15.796>But <00:23:15.923>what <00:23:16.050>we <00:23:16.178>are <00:23:16.305>seeing <00:23:16.432>is <00:23:16.560>especially

00:23:17.230 --> 00:23:17.240 align:start position:0%
<00:23:17.230>seeing <00:23:17.234>is <00:23:17.239>especially

00:23:17.240 --> 00:23:19.030 align:start position:0%
<00:23:17.240>seeing <00:23:17.440>is <00:23:17.640>especially <00:23:17.840>around <00:23:18.040>the <00:23:18.240>physical <00:23:18.440>infrastructure <00:23:18.640>and

00:23:19.030 --> 00:23:19.040 align:start position:0%
<00:23:19.030>around <00:23:19.032>the <00:23:19.034>physical <00:23:19.036>infrastructure <00:23:19.039>and

00:23:19.040 --> 00:23:22.590 align:start position:0%
<00:23:19.040>around <00:23:19.147>the <00:23:19.255>physical <00:23:19.363>infrastructure <00:23:19.470>and <00:23:19.578>robotics <00:23:19.686>uh <00:23:19.793>that <00:23:19.901>if <00:23:20.009>you're <00:23:20.116>in <00:23:20.224>a <00:23:20.332>world <00:23:20.440>of

00:23:22.590 --> 00:23:22.600 align:start position:0%
<00:23:22.590>robotics <00:23:22.591>uh <00:23:22.592>that <00:23:22.593>if <00:23:22.594>you're <00:23:22.595>in <00:23:22.596>a <00:23:22.597>world <00:23:22.599>of

00:23:22.600 --> 00:23:23.350 align:start position:0%
<00:23:22.600>robotics <00:23:22.675>uh <00:23:22.750>that <00:23:22.824>if <00:23:22.899>you're <00:23:22.975>in <00:23:23.050>a <00:23:23.125>world <00:23:23.199>of <00:23:23.274>uh

00:23:23.350 --> 00:23:23.360 align:start position:0%
uh

00:23:23.360 --> 00:23:25.270 align:start position:0%
<00:23:23.360>uh <00:23:23.709>agentic <00:23:24.060>engineering <00:23:24.409>and <00:23:24.760>agentic

00:23:25.270 --> 00:23:25.280 align:start position:0%
<00:23:25.270>agentic <00:23:25.273>engineering <00:23:25.276>and <00:23:25.279>agentic

00:23:25.280 --> 00:23:26.990 align:start position:0%
<00:23:25.280>agentic <00:23:25.435>engineering <00:23:25.591>and <00:23:25.746>agentic <00:23:25.902>observability, <00:23:26.057>you <00:23:26.213>need <00:23:26.368>to <00:23:26.524>rethink <00:23:26.680>all

00:23:26.990 --> 00:23:27.000 align:start position:0%
<00:23:26.990>observability, <00:23:26.991>you <00:23:26.993>need <00:23:26.995>to <00:23:26.997>rethink <00:23:26.999>all

00:23:27.000 --> 00:23:29.470 align:start position:0%
<00:23:27.000>observability, <00:23:27.107>you <00:23:27.215>need <00:23:27.323>to <00:23:27.430>rethink <00:23:27.538>all <00:23:27.646>the <00:23:27.753>things <00:23:27.861>like <00:23:27.969>what <00:23:28.076>is <00:23:28.184>a <00:23:28.292>digital <00:23:28.400>twin

00:23:29.470 --> 00:23:29.480 align:start position:0%
<00:23:29.470>the <00:23:29.471>things <00:23:29.472>like <00:23:29.473>what <00:23:29.475>is <00:23:29.476>a <00:23:29.477>digital <00:23:29.479>twin

00:23:29.480 --> 00:23:31.870 align:start position:0%
<00:23:29.480>the <00:23:29.567>things <00:23:29.655>like <00:23:29.742>what <00:23:29.830>is <00:23:29.917>a <00:23:30.005>digital <00:23:30.092>twin <00:23:30.180>or <00:23:30.267>what <00:23:30.355>is <00:23:30.442>a <00:23:30.530>dry <00:23:30.617>run <00:23:30.705>of <00:23:30.792>a <00:23:30.880>functionality

00:23:31.870 --> 00:23:31.880 align:start position:0%
<00:23:31.870>or <00:23:31.871>what <00:23:31.872>is <00:23:31.873>a <00:23:31.874>dry <00:23:31.875>run <00:23:31.876>of <00:23:31.877>a <00:23:31.879>functionality

00:23:31.880 --> 00:23:34.310 align:start position:0%
<00:23:31.880>or <00:23:31.967>what <00:23:32.055>is <00:23:32.142>a <00:23:32.230>dry <00:23:32.317>run <00:23:32.405>of <00:23:32.492>a <00:23:32.580>functionality <00:23:32.667>of <00:23:32.755>an <00:23:32.842>agent <00:23:32.930>uh <00:23:33.017>really <00:23:33.105>means. <00:23:33.192>And <00:23:33.280>these

00:23:34.310 --> 00:23:34.320 align:start position:0%
<00:23:34.310>of <00:23:34.311>an <00:23:34.312>agent <00:23:34.313>uh <00:23:34.315>really <00:23:34.316>means. <00:23:34.317>And <00:23:34.319>these

00:23:34.320 --> 00:23:35.870 align:start position:0%
<00:23:34.320>of <00:23:34.419>an <00:23:34.519>agent <00:23:34.618>uh <00:23:34.718>really <00:23:34.818>means. <00:23:34.917>And <00:23:35.017>these <00:23:35.117>are <00:23:35.216>kind <00:23:35.316>of <00:23:35.416>a <00:23:35.515>very <00:23:35.615>interesting <00:23:35.715>concepts

00:23:35.870 --> 00:23:35.880 align:start position:0%
<00:23:35.870>are <00:23:35.871>kind <00:23:35.873>of <00:23:35.874>a <00:23:35.876>very <00:23:35.877>interesting <00:23:35.879>concepts

00:23:35.880 --> 00:23:37.750 align:start position:0%
<00:23:35.880>are <00:23:36.007>kind <00:23:36.134>of <00:23:36.261>a <00:23:36.389>very <00:23:36.516>interesting <00:23:36.643>concepts <00:23:36.770>where <00:23:36.898>you <00:23:37.025>for <00:23:37.152>instance <00:23:37.280>say

00:23:37.750 --> 00:23:37.760 align:start position:0%
<00:23:37.750>where <00:23:37.752>you <00:23:37.754>for <00:23:37.756>instance <00:23:37.759>say

00:23:37.760 --> 00:23:40.430 align:start position:0%
<00:23:37.760>where <00:23:37.876>you <00:23:37.993>for <00:23:38.110>instance <00:23:38.226>say <00:23:38.343>that <00:23:38.460>uh <00:23:38.576>we <00:23:38.693>have <00:23:38.810>now <00:23:38.926>agents <00:23:39.043>are <00:23:39.160>running

00:23:40.430 --> 00:23:40.440 align:start position:0%
<00:23:40.430>that <00:23:40.431>uh <00:23:40.432>we <00:23:40.433>have <00:23:40.435>now <00:23:40.436>agents <00:23:40.437>are <00:23:40.439>running

00:23:40.440 --> 00:23:42.470 align:start position:0%
<00:23:40.440>that <00:23:40.547>uh <00:23:40.655>we <00:23:40.763>have <00:23:40.870>now <00:23:40.978>agents <00:23:41.086>are <00:23:41.193>running <00:23:41.301>in <00:23:41.409>our <00:23:41.516>warehouse <00:23:41.624>environment <00:23:41.732>that <00:23:41.840>are

00:23:42.470 --> 00:23:42.480 align:start position:0%
<00:23:42.470>in <00:23:42.471>our <00:23:42.473>warehouse <00:23:42.475>environment <00:23:42.477>that <00:23:42.479>are

00:23:42.480 --> 00:23:44.870 align:start position:0%
<00:23:42.480>in <00:23:42.596>our <00:23:42.713>warehouse <00:23:42.830>environment <00:23:42.946>that <00:23:43.063>are <00:23:43.180>first <00:23:43.296>kind <00:23:43.413>of <00:23:43.530>dry <00:23:43.646>running <00:23:43.763>and <00:23:43.880>basically

00:23:44.870 --> 00:23:44.880 align:start position:0%
<00:23:44.870>first <00:23:44.871>kind <00:23:44.873>of <00:23:44.874>dry <00:23:44.876>running <00:23:44.877>and <00:23:44.879>basically

00:23:44.880 --> 00:23:47.590 align:start position:0%
<00:23:44.880>first <00:23:44.973>kind <00:23:45.066>of <00:23:45.160>dry <00:23:45.253>running <00:23:45.346>and <00:23:45.440>basically <00:23:45.533>an <00:23:45.626>action <00:23:45.720>that <00:23:45.813>they <00:23:45.906>do, <00:23:46.000>come <00:23:46.093>back <00:23:46.186>with <00:23:46.280>a

00:23:47.590 --> 00:23:47.600 align:start position:0%
<00:23:47.590>an <00:23:47.591>action <00:23:47.592>that <00:23:47.593>they <00:23:47.594>do, <00:23:47.595>come <00:23:47.596>back <00:23:47.597>with <00:23:47.599>a

00:23:47.600 --> 00:23:49.070 align:start position:0%
<00:23:47.600>an <00:23:47.688>action <00:23:47.776>that <00:23:47.864>they <00:23:47.952>do, <00:23:48.041>come <00:23:48.129>back <00:23:48.217>with <00:23:48.305>a <00:23:48.393>kind <00:23:48.482>of <00:23:48.570>a <00:23:48.658>measurement <00:23:48.746>how <00:23:48.834>this <00:23:48.923>dry

00:23:49.070 --> 00:23:49.080 align:start position:0%
<00:23:49.070>kind <00:23:49.071>of <00:23:49.072>a <00:23:49.074>measurement <00:23:49.076>how <00:23:49.077>this <00:23:49.079>dry

00:23:49.080 --> 00:23:50.950 align:start position:0%
<00:23:49.080>kind <00:23:49.179>of <00:23:49.280>a <00:23:49.379>measurement <00:23:49.480>how <00:23:49.580>this <00:23:49.679>dry <00:23:49.780>action <00:23:49.879>dry <00:23:49.980>run <00:23:50.080>of <00:23:50.179>such <00:23:50.280>an <00:23:50.379>action <00:23:50.480>uh

00:23:50.950 --> 00:23:50.960 align:start position:0%
<00:23:50.950>action <00:23:50.951>dry <00:23:50.952>run <00:23:50.953>of <00:23:50.955>such <00:23:50.956>an <00:23:50.957>action <00:23:50.959>uh

00:23:50.960 --> 00:23:53.750 align:start position:0%
<00:23:50.960>action <00:23:51.060>dry <00:23:51.160>run <00:23:51.260>of <00:23:51.360>such <00:23:51.460>an <00:23:51.560>action <00:23:51.660>uh <00:23:51.760>would <00:23:51.860>perform, <00:23:51.960>and <00:23:52.060>then <00:23:52.160>let <00:23:52.260>an <00:23:52.360>operator

00:23:53.750 --> 00:23:53.760 align:start position:0%
<00:23:53.750>would <00:23:53.751>perform, <00:23:53.753>and <00:23:53.754>then <00:23:53.756>let <00:23:53.757>an <00:23:53.759>operator

00:23:53.760 --> 00:23:55.510 align:start position:0%
<00:23:53.760>would <00:23:53.876>perform, <00:23:53.993>and <00:23:54.110>then <00:23:54.226>let <00:23:54.343>an <00:23:54.460>operator <00:23:54.576>basically <00:23:54.693>approve <00:23:54.810>the <00:23:54.926>action <00:23:55.043>such <00:23:55.160>that

00:23:55.510 --> 00:23:55.520 align:start position:0%
<00:23:55.510>basically <00:23:55.511>approve <00:23:55.513>the <00:23:55.515>action <00:23:55.517>such <00:23:55.519>that

00:23:55.520 --> 00:23:57.310 align:start position:0%
<00:23:55.520>basically <00:23:55.620>approve <00:23:55.720>the <00:23:55.820>action <00:23:55.920>such <00:23:56.020>that <00:23:56.120>the <00:23:56.220>a <00:23:56.320>second <00:23:56.420>agent <00:23:56.520>can <00:23:56.620>perform <00:23:56.720>it <00:23:56.820>in <00:23:56.920>a

00:23:57.310 --> 00:23:57.320 align:start position:0%
<00:23:57.310>the <00:23:57.311>a <00:23:57.312>second <00:23:57.313>agent <00:23:57.314>can <00:23:57.315>perform <00:23:57.316>it <00:23:57.317>in <00:23:57.319>a

00:23:57.320 --> 00:23:59.830 align:start position:0%
<00:23:57.320>the <00:23:57.402>a <00:23:57.484>second <00:23:57.567>agent <00:23:57.649>can <00:23:57.731>perform <00:23:57.814>it <00:23:57.896>in <00:23:57.978>a <00:23:58.061>in <00:23:58.143>a <00:23:58.225>real <00:23:58.308>world <00:23:58.390>with <00:23:58.472>the <00:23:58.555>real <00:23:58.637>robot <00:23:58.720>arm.

00:23:59.830 --> 00:23:59.840 align:start position:0%
<00:23:59.830>in <00:23:59.831>a <00:23:59.832>real <00:23:59.833>world <00:23:59.834>with <00:23:59.835>the <00:23:59.836>real <00:23:59.837>robot <00:23:59.839>arm.

00:23:59.840 --> 00:24:01.110 align:start position:0%
<00:23:59.840>in <00:23:59.911>a <00:23:59.982>real <00:24:00.054>world <00:24:00.125>with <00:24:00.197>the <00:24:00.268>real <00:24:00.340>robot <00:24:00.411>arm. <00:24:00.482>And <00:24:00.554>that <00:24:00.625>is <00:24:00.697>basically <00:24:00.768>the <00:24:00.840>way <00:24:00.911>how <00:24:00.983>you

00:24:01.110 --> 00:24:01.120 align:start position:0%
<00:24:01.110>And <00:24:01.111>that <00:24:01.112>is <00:24:01.113>basically <00:24:01.115>the <00:24:01.116>way <00:24:01.117>how <00:24:01.119>you

00:24:01.120 --> 00:24:03.070 align:start position:0%
<00:24:01.120>And <00:24:01.227>that <00:24:01.335>is <00:24:01.443>basically <00:24:01.550>the <00:24:01.658>way <00:24:01.766>how <00:24:01.873>you <00:24:01.981>can <00:24:02.089>train <00:24:02.196>a <00:24:02.304>system, <00:24:02.412>uh <00:24:02.520>create

00:24:03.070 --> 00:24:03.080 align:start position:0%
<00:24:03.070>can <00:24:03.071>train <00:24:03.073>a <00:24:03.075>system, <00:24:03.077>uh <00:24:03.079>create

00:24:03.080 --> 00:24:05.430 align:start position:0%
<00:24:03.080>can <00:24:03.220>train <00:24:03.360>a <00:24:03.500>system, <00:24:03.639>uh <00:24:03.780>create <00:24:03.919>confidence, <00:24:04.060>and <00:24:04.199>you <00:24:04.340>define <00:24:04.480>confidence

00:24:05.430 --> 00:24:05.440 align:start position:0%
<00:24:05.430>confidence, <00:24:05.432>and <00:24:05.434>you <00:24:05.436>define <00:24:05.439>confidence

00:24:05.440 --> 00:24:07.510 align:start position:0%
<00:24:05.440>confidence, <00:24:05.567>and <00:24:05.694>you <00:24:05.821>define <00:24:05.949>confidence <00:24:06.076>level <00:24:06.203>until <00:24:06.330>it <00:24:06.458>increases <00:24:06.585>the <00:24:06.712>level <00:24:06.840>of

00:24:07.510 --> 00:24:07.520 align:start position:0%
<00:24:07.510>level <00:24:07.511>until <00:24:07.513>it <00:24:07.514>increases <00:24:07.516>the <00:24:07.517>level <00:24:07.519>of

00:24:07.520 --> 00:24:09.870 align:start position:0%
<00:24:07.520>level <00:24:07.660>until <00:24:07.800>it <00:24:07.940>increases <00:24:08.080>the <00:24:08.220>level <00:24:08.360>of <00:24:08.500>autonomy <00:24:08.639>in <00:24:08.780>the <00:24:08.920>warehouse.

00:24:09.870 --> 00:24:09.880 align:start position:0%
<00:24:09.870>autonomy <00:24:09.873>in <00:24:09.876>the <00:24:09.879>warehouse.

00:24:09.880 --> 00:24:11.830 align:start position:0%
<00:24:09.880>autonomy <00:24:09.996>in <00:24:10.113>the <00:24:10.230>warehouse. <00:24:10.346>&gt;&gt; <00:24:10.463>It's <00:24:10.580>fun <00:24:10.696>cuz <00:24:10.813>in <00:24:10.930>the <00:24:11.046>developer <00:24:11.163>space, <00:24:11.280>we

00:24:11.830 --> 00:24:11.840 align:start position:0%
<00:24:11.830>&gt;&gt; <00:24:11.831>It's <00:24:11.832>fun <00:24:11.833>cuz <00:24:11.834>in <00:24:11.835>the <00:24:11.836>developer <00:24:11.837>space, <00:24:11.839>we

00:24:11.840 --> 00:24:13.990 align:start position:0%
<00:24:11.840>&gt;&gt; <00:24:11.933>It's <00:24:12.026>fun <00:24:12.120>cuz <00:24:12.213>in <00:24:12.306>the <00:24:12.399>developer <00:24:12.493>space, <00:24:12.586>we <00:24:12.679>came <00:24:12.773>up <00:24:12.866>with <00:24:12.959>the <00:24:13.053>full <00:24:13.146>stack <00:24:13.240>developer,

00:24:13.990 --> 00:24:14.000 align:start position:0%
<00:24:13.990>came <00:24:13.991>up <00:24:13.993>with <00:24:13.994>the <00:24:13.996>full <00:24:13.997>stack <00:24:13.999>developer,

00:24:14.000 --> 00:24:15.710 align:start position:0%
<00:24:14.000>came <00:24:14.107>up <00:24:14.215>with <00:24:14.323>the <00:24:14.430>full <00:24:14.538>stack <00:24:14.646>developer, <00:24:14.753>which <00:24:14.861>I <00:24:14.969>still <00:24:15.076>think <00:24:15.184>is <00:24:15.292>a <00:24:15.400>misnomer

00:24:15.710 --> 00:24:15.720 align:start position:0%
<00:24:15.710>which <00:24:15.711>I <00:24:15.713>still <00:24:15.714>think <00:24:15.716>is <00:24:15.717>a <00:24:15.719>misnomer

00:24:15.720 --> 00:24:17.350 align:start position:0%
<00:24:15.720>which <00:24:15.827>I <00:24:15.935>still <00:24:16.043>think <00:24:16.150>is <00:24:16.258>a <00:24:16.366>misnomer <00:24:16.473>because <00:24:16.581>like <00:24:16.689>nobody <00:24:16.796>can <00:24:16.904>know <00:24:17.012>all <00:24:17.120>of

00:24:17.350 --> 00:24:17.360 align:start position:0%
<00:24:17.350>because <00:24:17.351>like <00:24:17.352>nobody <00:24:17.354>can <00:24:17.356>know <00:24:17.357>all <00:24:17.359>of

00:24:17.360 --> 00:24:19.430 align:start position:0%
<00:24:17.360>because <00:24:17.467>like <00:24:17.575>nobody <00:24:17.683>can <00:24:17.790>know <00:24:17.898>all <00:24:18.006>of <00:24:18.113>that. <00:24:18.221>But <00:24:18.329>in <00:24:18.436>the <00:24:18.544>agent <00:24:18.652>space, <00:24:18.760>we're

00:24:19.430 --> 00:24:19.440 align:start position:0%
<00:24:19.430>that. <00:24:19.431>But <00:24:19.433>in <00:24:19.434>the <00:24:19.436>agent <00:24:19.437>space, <00:24:19.439>we're

00:24:19.440 --> 00:24:21.830 align:start position:0%
<00:24:19.440>that. <00:24:19.556>But <00:24:19.673>in <00:24:19.790>the <00:24:19.906>agent <00:24:20.023>space, <00:24:20.140>we're <00:24:20.256>actually <00:24:20.373>getting <00:24:20.490>more <00:24:20.606>and <00:24:20.723>more <00:24:20.840>uh

00:24:21.830 --> 00:24:21.840 align:start position:0%
<00:24:21.830>actually <00:24:21.831>getting <00:24:21.833>more <00:24:21.835>and <00:24:21.837>more <00:24:21.839>uh

00:24:21.840 --> 00:24:23.590 align:start position:0%
<00:24:21.840>actually <00:24:21.995>getting <00:24:22.151>more <00:24:22.306>and <00:24:22.462>more <00:24:22.617>uh <00:24:22.773>distributed <00:24:22.928>amongst <00:24:23.084>different <00:24:23.240>system.

00:24:23.590 --> 00:24:23.600 align:start position:0%
<00:24:23.590>distributed <00:24:23.592>amongst <00:24:23.596>different <00:24:23.599>system.

00:24:23.600 --> 00:24:25.430 align:start position:0%
<00:24:23.600>distributed <00:24:23.740>amongst <00:24:23.879>different <00:24:24.020>system. <00:24:24.159>The <00:24:24.300>hierarchy <00:24:24.439>we <00:24:24.580>have <00:24:24.719>between <00:24:24.860>our <00:24:25.000>coding

00:24:25.430 --> 00:24:25.440 align:start position:0%
<00:24:25.430>The <00:24:25.431>hierarchy <00:24:25.433>we <00:24:25.434>have <00:24:25.436>between <00:24:25.437>our <00:24:25.439>coding

00:24:25.440 --> 00:24:27.510 align:start position:0%
<00:24:25.440>The <00:24:25.556>hierarchy <00:24:25.673>we <00:24:25.790>have <00:24:25.906>between <00:24:26.023>our <00:24:26.140>coding <00:24:26.256>agents <00:24:26.373>is <00:24:26.490>something <00:24:26.606>that <00:24:26.723>companies <00:24:26.840>cut

00:24:27.510 --> 00:24:27.520 align:start position:0%
<00:24:27.510>agents <00:24:27.511>is <00:24:27.513>something <00:24:27.515>that <00:24:27.517>companies <00:24:27.519>cut

00:24:27.520 --> 00:24:30.190 align:start position:0%
<00:24:27.520>agents <00:24:27.695>is <00:24:27.870>something <00:24:28.045>that <00:24:28.220>companies <00:24:28.395>cut <00:24:28.570>down <00:24:28.745>years <00:24:28.920>ago.

00:24:30.190 --> 00:24:30.200 align:start position:0%
<00:24:30.190>down <00:24:30.194>years <00:24:30.199>ago.

00:24:30.200 --> 00:24:31.550 align:start position:0%
<00:24:30.200>down <00:24:30.373>years <00:24:30.547>ago. <00:24:30.720>It <00:24:30.894>feels <00:24:31.067>we're <00:24:31.241>complicate <00:24:31.415>over

00:24:31.550 --> 00:24:31.560 align:start position:0%
<00:24:31.550>It <00:24:31.552>feels <00:24:31.554>we're <00:24:31.556>complicate <00:24:31.559>over

00:24:31.560 --> 00:24:34.630 align:start position:0%
<00:24:31.560>It <00:24:31.700>feels <00:24:31.840>we're <00:24:31.980>complicate <00:24:32.120>over <00:24:32.260>complicating <00:24:32.399>things <00:24:32.540>by <00:24:32.679>making <00:24:32.820>them <00:24:32.960>too

00:24:34.630 --> 00:24:34.640 align:start position:0%
<00:24:34.630>complicating <00:24:34.631>things <00:24:34.633>by <00:24:34.635>making <00:24:34.637>them <00:24:34.639>too

00:24:34.640 --> 00:24:36.830 align:start position:0%
<00:24:34.640>complicating <00:24:34.873>things <00:24:35.106>by <00:24:35.340>making <00:24:35.573>them <00:24:35.806>too <00:24:36.040>disenfranchised.

00:24:36.830 --> 00:24:36.840 align:start position:0%
disenfranchised.

00:24:36.840 --> 00:24:38.790 align:start position:0%
<00:24:36.840>disenfranchised. <00:24:37.014>&gt;&gt; <00:24:37.189>Like <00:24:37.365>we <00:24:37.540>have <00:24:37.715>we <00:24:37.889>have <00:24:38.064>adopted <00:24:38.240>more

00:24:38.790 --> 00:24:38.800 align:start position:0%
<00:24:38.790>&gt;&gt; <00:24:38.791>Like <00:24:38.792>we <00:24:38.793>have <00:24:38.795>we <00:24:38.796>have <00:24:38.797>adopted <00:24:38.799>more

00:24:38.800 --> 00:24:41.070 align:start position:0%
<00:24:38.800>&gt;&gt; <00:24:38.907>Like <00:24:39.015>we <00:24:39.123>have <00:24:39.230>we <00:24:39.338>have <00:24:39.446>adopted <00:24:39.553>more <00:24:39.661>recently <00:24:39.769>for <00:24:39.876>roughly <00:24:39.984>half <00:24:40.092>of <00:24:40.200>our

00:24:41.070 --> 00:24:41.080 align:start position:0%
<00:24:41.070>recently <00:24:41.071>for <00:24:41.073>roughly <00:24:41.075>half <00:24:41.077>of <00:24:41.079>our

00:24:41.080 --> 00:24:42.910 align:start position:0%
<00:24:41.080>recently <00:24:41.207>for <00:24:41.334>roughly <00:24:41.461>half <00:24:41.589>of <00:24:41.716>our <00:24:41.843>uh <00:24:41.970>engineering <00:24:42.098>team <00:24:42.225>this <00:24:42.352>around <00:24:42.480>400

00:24:42.910 --> 00:24:42.920 align:start position:0%
<00:24:42.910>uh <00:24:42.911>engineering <00:24:42.913>team <00:24:42.915>this <00:24:42.917>around <00:24:42.919>400

00:24:42.920 --> 00:24:45.390 align:start position:0%
<00:24:42.920>uh <00:24:43.027>engineering <00:24:43.135>team <00:24:43.243>this <00:24:43.350>around <00:24:43.458>400 <00:24:43.566>people <00:24:43.673>in <00:24:43.781>total, <00:24:43.889>so <00:24:43.996>around <00:24:44.104>200 <00:24:44.212>work <00:24:44.320>with

00:24:45.390 --> 00:24:45.400 align:start position:0%
<00:24:45.390>people <00:24:45.391>in <00:24:45.392>total, <00:24:45.393>so <00:24:45.395>around <00:24:45.396>200 <00:24:45.397>work <00:24:45.399>with

00:24:45.400 --> 00:24:47.630 align:start position:0%
<00:24:45.400>people <00:24:45.493>in <00:24:45.586>total, <00:24:45.680>so <00:24:45.773>around <00:24:45.866>200 <00:24:45.960>work <00:24:46.053>with <00:24:46.146>factories. <00:24:46.240>And <00:24:46.333>if <00:24:46.426>you <00:24:46.520>in <00:24:46.613>a <00:24:46.706>very <00:24:46.800>active

00:24:47.630 --> 00:24:47.640 align:start position:0%
<00:24:47.630>factories. <00:24:47.631>And <00:24:47.632>if <00:24:47.633>you <00:24:47.635>in <00:24:47.636>a <00:24:47.637>very <00:24:47.639>active

00:24:47.640 --> 00:24:49.710 align:start position:0%
<00:24:47.640>factories. <00:24:47.740>And <00:24:47.840>if <00:24:47.940>you <00:24:48.040>in <00:24:48.140>a <00:24:48.240>very <00:24:48.340>active <00:24:48.440>way <00:24:48.540>for <00:24:48.640>instance <00:24:48.740>do <00:24:48.840>a <00:24:48.940>loop <00:24:49.040>engineering

00:24:49.710 --> 00:24:49.720 align:start position:0%
<00:24:49.710>way <00:24:49.711>for <00:24:49.713>instance <00:24:49.714>do <00:24:49.716>a <00:24:49.717>loop <00:24:49.719>engineering

00:24:49.720 --> 00:24:50.990 align:start position:0%
<00:24:49.720>way <00:24:49.862>for <00:24:50.005>instance <00:24:50.148>do <00:24:50.291>a <00:24:50.434>loop <00:24:50.577>engineering <00:24:50.720>and <00:24:50.863>uh

00:24:50.990 --> 00:24:51.000 align:start position:0%
<00:24:50.990>and <00:24:50.999>uh

00:24:51.000 --> 00:24:52.790 align:start position:0%
<00:24:51.000>and <00:24:51.200>uh <00:24:51.400>a <00:24:51.600>context <00:24:51.800>engineering, <00:24:52.000>the <00:24:52.200>real <00:24:52.400>question

00:24:52.790 --> 00:24:52.800 align:start position:0%
<00:24:52.790>a <00:24:52.791>context <00:24:52.793>engineering, <00:24:52.795>the <00:24:52.797>real <00:24:52.799>question

00:24:52.800 --> 00:24:54.870 align:start position:0%
<00:24:52.800>a <00:24:52.899>context <00:24:53.000>engineering, <00:24:53.100>the <00:24:53.200>real <00:24:53.300>question <00:24:53.399>is <00:24:53.500>what <00:24:53.600>is <00:24:53.700>the <00:24:53.800>role <00:24:53.899>of <00:24:54.000>an <00:24:54.100>engineer <00:24:54.200>and

00:24:54.870 --> 00:24:54.880 align:start position:0%
<00:24:54.870>is <00:24:54.871>what <00:24:54.872>is <00:24:54.873>the <00:24:54.874>role <00:24:54.875>of <00:24:54.876>an <00:24:54.877>engineer <00:24:54.879>and

00:24:54.880 --> 00:24:56.390 align:start position:0%
<00:24:54.880>is <00:24:54.959>what <00:24:55.039>is <00:24:55.119>the <00:24:55.199>role <00:24:55.279>of <00:24:55.359>an <00:24:55.439>engineer <00:24:55.519>and <00:24:55.599>what <00:24:55.679>is <00:24:55.759>the <00:24:55.839>role <00:24:55.919>of <00:24:55.999>a <00:24:56.079>product <00:24:56.159>owner <00:24:56.239>and

00:24:56.390 --> 00:24:56.400 align:start position:0%
<00:24:56.390>what <00:24:56.391>is <00:24:56.392>the <00:24:56.393>role <00:24:56.394>of <00:24:56.395>a <00:24:56.396>product <00:24:56.397>owner <00:24:56.399>and

00:24:56.400 --> 00:24:58.550 align:start position:0%
<00:24:56.400>what <00:24:56.500>is <00:24:56.600>the <00:24:56.700>role <00:24:56.800>of <00:24:56.900>a <00:24:57.000>product <00:24:57.100>owner <00:24:57.200>and <00:24:57.300>engineering <00:24:57.400>manager, <00:24:57.500>and <00:24:57.600>you <00:24:57.700>clearly <00:24:57.800>see

00:24:58.550 --> 00:24:58.560 align:start position:0%
<00:24:58.550>engineering <00:24:58.551>manager, <00:24:58.553>and <00:24:58.555>you <00:24:58.557>clearly <00:24:58.559>see

00:24:58.560 --> 00:25:00.030 align:start position:0%
<00:24:58.560>engineering <00:24:58.692>manager, <00:24:58.824>and <00:24:58.956>you <00:24:59.089>clearly <00:24:59.221>see <00:24:59.353>is <00:24:59.486>that <00:24:59.618>actually <00:24:59.750>the <00:24:59.883>responsibilities

00:25:00.030 --> 00:25:00.040 align:start position:0%
<00:25:00.030>is <00:25:00.032>that <00:25:00.034>actually <00:25:00.036>the <00:25:00.039>responsibilities

00:25:00.040 --> 00:25:01.350 align:start position:0%
<00:25:00.040>is <00:25:00.236>that <00:25:00.433>actually <00:25:00.629>the <00:25:00.826>responsibilities <00:25:01.022>are <00:25:01.218>becoming

00:25:01.350 --> 00:25:01.360 align:start position:0%
<00:25:01.350>are <00:25:01.359>becoming

00:25:01.360 --> 00:25:03.870 align:start position:0%
<00:25:01.360>are <00:25:01.534>becoming <00:25:01.709>let's <00:25:01.885>say <00:25:02.060>very <00:25:02.235>fluffy. <00:25:02.409>Uh <00:25:02.584>fluffy <00:25:02.760>is

00:25:03.870 --> 00:25:03.880 align:start position:0%
<00:25:03.870>let's <00:25:03.871>say <00:25:03.873>very <00:25:03.874>fluffy. <00:25:03.876>Uh <00:25:03.877>fluffy <00:25:03.879>is

00:25:03.880 --> 00:25:05.790 align:start position:0%
<00:25:03.880>let's <00:25:03.987>say <00:25:04.095>very <00:25:04.203>fluffy. <00:25:04.310>Uh <00:25:04.418>fluffy <00:25:04.526>is <00:25:04.633>maybe <00:25:04.741>the <00:25:04.849>wrong <00:25:04.956>term, <00:25:05.064>but <00:25:05.172>it <00:25:05.280>certainly

00:25:05.790 --> 00:25:05.800 align:start position:0%
<00:25:05.790>maybe <00:25:05.791>the <00:25:05.793>wrong <00:25:05.794>term, <00:25:05.796>but <00:25:05.797>it <00:25:05.799>certainly

00:25:05.800 --> 00:25:07.270 align:start position:0%
<00:25:05.800>maybe <00:25:05.910>the <00:25:06.020>wrong <00:25:06.130>term, <00:25:06.241>but <00:25:06.351>it <00:25:06.461>certainly <00:25:06.571>certainly <00:25:06.682>moves <00:25:06.792>along <00:25:06.902>the <00:25:07.012>chain, <00:25:07.123>and

00:25:07.270 --> 00:25:07.280 align:start position:0%
<00:25:07.270>certainly <00:25:07.271>moves <00:25:07.273>along <00:25:07.275>the <00:25:07.277>chain, <00:25:07.279>and

00:25:07.280 --> 00:25:09.390 align:start position:0%
<00:25:07.280>certainly <00:25:07.396>moves <00:25:07.513>along <00:25:07.629>the <00:25:07.746>chain, <00:25:07.863>and <00:25:07.980>nobody <00:25:08.096>exactly <00:25:08.213>knows <00:25:08.330>yet <00:25:08.446>where <00:25:08.563>to <00:25:08.680>draw

00:25:09.390 --> 00:25:09.400 align:start position:0%
<00:25:09.390>nobody <00:25:09.391>exactly <00:25:09.393>knows <00:25:09.394>yet <00:25:09.396>where <00:25:09.397>to <00:25:09.399>draw

00:25:09.400 --> 00:25:10.550 align:start position:0%
<00:25:09.400>nobody <00:25:09.479>exactly <00:25:09.559>knows <00:25:09.638>yet <00:25:09.718>where <00:25:09.798>to <00:25:09.877>draw <00:25:09.957>the <00:25:10.036>line <00:25:10.116>and <00:25:10.196>what <00:25:10.275>is <00:25:10.355>really <00:25:10.435>the

00:25:10.550 --> 00:25:10.560 align:start position:0%
<00:25:10.550>the <00:25:10.551>line <00:25:10.553>and <00:25:10.554>what <00:25:10.556>is <00:25:10.557>really <00:25:10.559>the

00:25:10.560 --> 00:25:11.910 align:start position:0%
<00:25:10.560>the <00:25:10.661>line <00:25:10.762>and <00:25:10.863>what <00:25:10.965>is <00:25:11.066>really <00:25:11.167>the <00:25:11.268>ownership <00:25:11.370>of <00:25:11.471>a <00:25:11.572>product <00:25:11.673>owner, <00:25:11.775>product

00:25:11.910 --> 00:25:11.920 align:start position:0%
<00:25:11.910>ownership <00:25:11.911>of <00:25:11.913>a <00:25:11.915>product <00:25:11.917>owner, <00:25:11.919>product

00:25:11.920 --> 00:25:14.310 align:start position:0%
<00:25:11.920>ownership <00:25:12.095>of <00:25:12.270>a <00:25:12.445>product <00:25:12.620>owner, <00:25:12.795>product <00:25:12.970>manager, <00:25:13.145>engineering <00:25:13.320>manager.

00:25:14.310 --> 00:25:14.320 align:start position:0%
<00:25:14.310>manager, <00:25:14.314>engineering <00:25:14.319>manager.

00:25:14.320 --> 00:25:15.510 align:start position:0%
<00:25:14.320>manager, <00:25:14.417>engineering <00:25:14.514>manager. <00:25:14.612>&gt;&gt; <00:25:14.709>Yeah, <00:25:14.806>I <00:25:14.904>mean, <00:25:15.001>the <00:25:15.098>other <00:25:15.196>problem <00:25:15.293>is, <00:25:15.391>of

00:25:15.510 --> 00:25:15.520 align:start position:0%
<00:25:15.510>&gt;&gt; <00:25:15.511>Yeah, <00:25:15.512>I <00:25:15.513>mean, <00:25:15.514>the <00:25:15.515>other <00:25:15.516>problem <00:25:15.517>is, <00:25:15.519>of

00:25:15.520 --> 00:25:16.830 align:start position:0%
<00:25:15.520>&gt;&gt; <00:25:15.598>Yeah, <00:25:15.677>I <00:25:15.755>mean, <00:25:15.834>the <00:25:15.913>other <00:25:15.991>problem <00:25:16.070>is, <00:25:16.148>of <00:25:16.227>course, <00:25:16.306>like <00:25:16.384>as <00:25:16.463>a <00:25:16.541>developer, <00:25:16.620>you <00:25:16.698>will

00:25:16.830 --> 00:25:16.840 align:start position:0%
<00:25:16.830>course, <00:25:16.831>like <00:25:16.832>as <00:25:16.834>a <00:25:16.836>developer, <00:25:16.837>you <00:25:16.839>will

00:25:16.840 --> 00:25:18.910 align:start position:0%
<00:25:16.840>course, <00:25:16.939>like <00:25:17.040>as <00:25:17.139>a <00:25:17.240>developer, <00:25:17.340>you <00:25:17.439>will <00:25:17.540>have <00:25:17.639>a <00:25:17.740>product <00:25:17.840>manager <00:25:17.939>now <00:25:18.040>that <00:25:18.139>uses <00:25:18.240>an

00:25:18.910 --> 00:25:18.920 align:start position:0%
<00:25:18.910>have <00:25:18.911>a <00:25:18.912>product <00:25:18.913>manager <00:25:18.915>now <00:25:18.916>that <00:25:18.917>uses <00:25:18.919>an

00:25:18.920 --> 00:25:20.430 align:start position:0%
<00:25:18.920>have <00:25:19.010>a <00:25:19.101>product <00:25:19.191>manager <00:25:19.282>now <00:25:19.373>that <00:25:19.463>uses <00:25:19.554>an <00:25:19.644>AI <00:25:19.735>agent <00:25:19.826>and <00:25:19.916>say <00:25:20.007>like, <00:25:20.097>"I <00:25:20.188>coded <00:25:20.279>it

00:25:20.430 --> 00:25:20.440 align:start position:0%
<00:25:20.430>AI <00:25:20.431>agent <00:25:20.432>and <00:25:20.433>say <00:25:20.435>like, <00:25:20.436>"I <00:25:20.437>coded <00:25:20.439>it

00:25:20.440 --> 00:25:22.390 align:start position:0%
<00:25:20.440>AI <00:25:20.567>agent <00:25:20.694>and <00:25:20.821>say <00:25:20.949>like, <00:25:21.076>"I <00:25:21.203>coded <00:25:21.330>it <00:25:21.458>myself. <00:25:21.585>Now <00:25:21.712>fix <00:25:21.840>it."

00:25:22.390 --> 00:25:22.400 align:start position:0%
<00:25:22.390>myself. <00:25:22.393>Now <00:25:22.396>fix <00:25:22.399>it."

00:25:22.400 --> 00:25:23.950 align:start position:0%
<00:25:22.400>myself. <00:25:22.516>Now <00:25:22.632>fix <00:25:22.748>it." <00:25:22.865>Do <00:25:22.981>you <00:25:23.097>think <00:25:23.213>there <00:25:23.330>is <00:25:23.446>a <00:25:23.562>problem <00:25:23.678>that <00:25:23.795>we

00:25:23.950 --> 00:25:23.960 align:start position:0%
<00:25:23.950>Do <00:25:23.951>you <00:25:23.952>think <00:25:23.953>there <00:25:23.954>is <00:25:23.955>a <00:25:23.956>problem <00:25:23.957>that <00:25:23.959>we

00:25:23.960 --> 00:25:27.270 align:start position:0%
<00:25:23.960>Do <00:25:24.047>you <00:25:24.135>think <00:25:24.222>there <00:25:24.310>is <00:25:24.397>a <00:25:24.485>problem <00:25:24.572>that <00:25:24.660>we <00:25:24.747>become <00:25:24.835>as <00:25:24.922>the <00:25:25.010>developer <00:25:25.097>part <00:25:25.185>of <00:25:25.272>it, <00:25:25.360>do

00:25:27.270 --> 00:25:27.280 align:start position:0%
<00:25:27.270>become <00:25:27.271>as <00:25:27.272>the <00:25:27.273>developer <00:25:27.275>part <00:25:27.276>of <00:25:27.277>it, <00:25:27.279>do

00:25:27.280 --> 00:25:29.470 align:start position:0%
<00:25:27.280>become <00:25:27.387>as <00:25:27.495>the <00:25:27.603>developer <00:25:27.710>part <00:25:27.818>of <00:25:27.926>it, <00:25:28.033>do <00:25:28.141>we <00:25:28.249>become <00:25:28.356>just <00:25:28.464>reviewers <00:25:28.572>of <00:25:28.680>generated

00:25:29.470 --> 00:25:29.480 align:start position:0%
<00:25:29.470>we <00:25:29.471>become <00:25:29.473>just <00:25:29.475>reviewers <00:25:29.477>of <00:25:29.479>generated

00:25:29.480 --> 00:25:30.710 align:start position:0%
<00:25:29.480>we <00:25:29.559>become <00:25:29.638>just <00:25:29.717>reviewers <00:25:29.796>of <00:25:29.875>generated <00:25:29.954>code <00:25:30.033>that <00:25:30.112>we <00:25:30.191>didn't <00:25:30.270>want <00:25:30.349>to <00:25:30.428>do <00:25:30.507>in <00:25:30.587>the

00:25:30.710 --> 00:25:30.720 align:start position:0%
<00:25:30.710>code <00:25:30.711>that <00:25:30.712>we <00:25:30.713>didn't <00:25:30.714>want <00:25:30.715>to <00:25:30.716>do <00:25:30.717>in <00:25:30.719>the

00:25:30.720 --> 00:25:34.190 align:start position:0%
<00:25:30.720>code <00:25:30.860>that <00:25:31.000>we <00:25:31.140>didn't <00:25:31.280>want <00:25:31.420>to <00:25:31.560>do <00:25:31.700>in <00:25:31.840>the <00:25:31.980>first <00:25:32.120>place?

00:25:34.200 --> 00:25:35.310 align:start position:0%
<00:25:34.200>&gt;&gt; <00:25:34.449>You <00:25:34.699>asking <00:25:34.949>[laughter] <00:25:35.199>me?

00:25:35.310 --> 00:25:35.320 align:start position:0%
<00:25:35.310>&gt;&gt; <00:25:35.312>You <00:25:35.314>asking <00:25:35.316>[laughter] <00:25:35.319>me?

00:25:35.320 --> 00:25:35.590 align:start position:0%
<00:25:35.320>&gt;&gt; <00:25:35.360>You <00:25:35.400>asking <00:25:35.441>[laughter] <00:25:35.482>me? <00:25:35.522>&gt;&gt; <00:25:35.562>Yes.

00:25:35.590 --> 00:25:35.600 align:start position:0%
<00:25:35.590>&gt;&gt; <00:25:35.599>Yes.

00:25:35.600 --> 00:25:37.510 align:start position:0%
<00:25:35.600>&gt;&gt; <00:25:35.755>Yes. <00:25:35.911>&gt;&gt; <00:25:36.066>Yeah, <00:25:36.222>I <00:25:36.377>Yeah, <00:25:36.533>you're <00:25:36.688>the <00:25:36.844>most <00:25:37.000>angry

00:25:37.510 --> 00:25:37.520 align:start position:0%
<00:25:37.510>&gt;&gt; <00:25:37.511>Yeah, <00:25:37.512>I <00:25:37.513>Yeah, <00:25:37.515>you're <00:25:37.516>the <00:25:37.517>most <00:25:37.519>angry

00:25:37.520 --> 00:25:39.070 align:start position:0%
<00:25:37.520>&gt;&gt; <00:25:37.627>Yeah, <00:25:37.734>I <00:25:37.841>Yeah, <00:25:37.949>you're <00:25:38.056>the <00:25:38.163>most <00:25:38.271>angry <00:25:38.378>about <00:25:38.485>that <00:25:38.593>thing <00:25:38.700>in <00:25:38.807>our <00:25:38.915>conversations

00:25:39.070 --> 00:25:39.080 align:start position:0%
<00:25:39.070>about <00:25:39.071>that <00:25:39.073>thing <00:25:39.075>in <00:25:39.077>our <00:25:39.079>conversations

00:25:39.080 --> 00:25:40.567 align:start position:0%
<00:25:39.080>about <00:25:39.271>that <00:25:39.462>thing <00:25:39.653>in <00:25:39.844>our <00:25:40.035>conversations <00:25:40.227>before, <00:25:40.418>so

00:25:40.567 --> 00:25:40.577 align:start position:0%
<00:25:40.567>before, <00:25:40.576>so

00:25:40.577 --> 00:25:40.710 align:start position:0%
<00:25:40.577>before, <00:25:40.616>so <00:25:40.656>&gt;&gt; <00:25:40.696>[laughter]

00:25:40.710 --> 00:25:40.720 align:start position:0%
<00:25:40.710>&gt;&gt; <00:25:40.719>[laughter]

00:25:40.720 --> 00:25:43.550 align:start position:0%
<00:25:40.720>&gt;&gt; <00:25:40.953>[laughter] <00:25:41.186>&gt;&gt; <00:25:41.420>Yeah, <00:25:41.653>right. <00:25:41.886>So, <00:25:42.120>I

00:25:43.550 --> 00:25:43.560 align:start position:0%
<00:25:43.550>&gt;&gt; <00:25:43.552>Yeah, <00:25:43.554>right. <00:25:43.556>So, <00:25:43.559>I

00:25:43.560 --> 00:25:45.150 align:start position:0%
<00:25:43.560>&gt;&gt; <00:25:43.676>Yeah, <00:25:43.793>right. <00:25:43.909>So, <00:25:44.026>I <00:25:44.143>I <00:25:44.260>think <00:25:44.376>the <00:25:44.493>concept <00:25:44.610>of <00:25:44.726>ownership <00:25:44.843>has <00:25:44.960>to

00:25:45.150 --> 00:25:45.160 align:start position:0%
<00:25:45.150>I <00:25:45.151>think <00:25:45.152>the <00:25:45.153>concept <00:25:45.155>of <00:25:45.156>ownership <00:25:45.157>has <00:25:45.159>to

00:25:45.160 --> 00:25:47.230 align:start position:0%
<00:25:45.160>I <00:25:45.253>think <00:25:45.346>the <00:25:45.440>concept <00:25:45.533>of <00:25:45.626>ownership <00:25:45.720>has <00:25:45.813>to <00:25:45.906>be <00:25:46.000>clearly <00:25:46.093>defined. <00:25:46.186>Um <00:25:46.280>I <00:25:46.373>think <00:25:46.466>when <00:25:46.560>it

00:25:47.230 --> 00:25:47.240 align:start position:0%
<00:25:47.230>be <00:25:47.231>clearly <00:25:47.232>defined. <00:25:47.233>Um <00:25:47.235>I <00:25:47.236>think <00:25:47.237>when <00:25:47.239>it

00:25:47.240 --> 00:25:49.310 align:start position:0%
<00:25:47.240>be <00:25:47.347>clearly <00:25:47.455>defined. <00:25:47.563>Um <00:25:47.670>I <00:25:47.778>think <00:25:47.886>when <00:25:47.993>it <00:25:48.101>doesn't <00:25:48.209>matter <00:25:48.316>if <00:25:48.424>the <00:25:48.532>agent <00:25:48.640>works

00:25:49.310 --> 00:25:49.320 align:start position:0%
<00:25:49.310>doesn't <00:25:49.311>matter <00:25:49.313>if <00:25:49.315>the <00:25:49.317>agent <00:25:49.319>works

00:25:49.320 --> 00:25:50.870 align:start position:0%
<00:25:49.320>doesn't <00:25:49.494>matter <00:25:49.668>if <00:25:49.843>the <00:25:50.017>agent <00:25:50.191>works <00:25:50.366>on <00:25:50.540>its <00:25:50.715>own,

00:25:50.870 --> 00:25:50.880 align:start position:0%
<00:25:50.870>on <00:25:50.874>its <00:25:50.879>own,

00:25:50.880 --> 00:25:52.710 align:start position:0%
<00:25:50.880>on <00:25:51.113>its <00:25:51.346>own, <00:25:51.580>but <00:25:51.813>the <00:25:52.046>stamp <00:25:52.280>of

00:25:52.710 --> 00:25:52.720 align:start position:0%
<00:25:52.710>but <00:25:52.713>the <00:25:52.716>stamp <00:25:52.719>of

00:25:52.720 --> 00:25:54.190 align:start position:0%
<00:25:52.720>but <00:25:52.867>the <00:25:53.014>stamp <00:25:53.161>of <00:25:53.308>ownership <00:25:53.455>and <00:25:53.602>the <00:25:53.749>stamp <00:25:53.896>of <00:25:54.043>authority

00:25:54.190 --> 00:25:54.200 align:start position:0%
<00:25:54.190>ownership <00:25:54.191>and <00:25:54.193>the <00:25:54.195>stamp <00:25:54.197>of <00:25:54.199>authority

00:25:54.200 --> 00:25:56.350 align:start position:0%
<00:25:54.200>ownership <00:25:54.307>and <00:25:54.415>the <00:25:54.523>stamp <00:25:54.630>of <00:25:54.738>authority <00:25:54.846>that <00:25:54.953>says <00:25:55.061>this <00:25:55.169>is <00:25:55.276>this <00:25:55.384>works <00:25:55.492>is <00:25:55.600>a

00:25:56.350 --> 00:25:56.360 align:start position:0%
<00:25:56.350>that <00:25:56.351>says <00:25:56.352>this <00:25:56.353>is <00:25:56.355>this <00:25:56.356>works <00:25:56.357>is <00:25:56.359>a

00:25:56.360 --> 00:25:59.310 align:start position:0%
<00:25:56.360>that <00:25:56.453>says <00:25:56.546>this <00:25:56.639>is <00:25:56.733>this <00:25:56.826>works <00:25:56.919>is <00:25:57.013>a <00:25:57.106>developer's. <00:25:57.199>And <00:25:57.293>I <00:25:57.386>think <00:25:57.479>that <00:25:57.573>is <00:25:57.666>has <00:25:57.760>to

00:25:59.310 --> 00:25:59.320 align:start position:0%
<00:25:59.310>developer's. <00:25:59.311>And <00:25:59.312>I <00:25:59.313>think <00:25:59.315>that <00:25:59.316>is <00:25:59.317>has <00:25:59.319>to

00:25:59.320 --> 00:26:01.910 align:start position:0%
<00:25:59.320>developer's. <00:25:59.436>And <00:25:59.553>I <00:25:59.669>think <00:25:59.786>that <00:25:59.903>is <00:26:00.020>has <00:26:00.136>to <00:26:00.253>be <00:26:00.370>super <00:26:00.486>clear <00:26:00.603>because <00:26:00.720>philosophically,

00:26:01.910 --> 00:26:01.920 align:start position:0%
<00:26:01.910>be <00:26:01.912>super <00:26:01.914>clear <00:26:01.916>because <00:26:01.919>philosophically,

00:26:01.920 --> 00:26:03.710 align:start position:0%
<00:26:01.920>be <00:26:02.027>super <00:26:02.135>clear <00:26:02.243>because <00:26:02.350>philosophically, <00:26:02.458>it <00:26:02.566>is <00:26:02.673>not <00:26:02.781>a <00:26:02.889>third <00:26:02.996>party <00:26:03.104>that <00:26:03.212>is <00:26:03.320>doing

00:26:03.710 --> 00:26:03.720 align:start position:0%
<00:26:03.710>it <00:26:03.711>is <00:26:03.712>not <00:26:03.713>a <00:26:03.714>third <00:26:03.715>party <00:26:03.716>that <00:26:03.717>is <00:26:03.719>doing

00:26:03.720 --> 00:26:05.710 align:start position:0%
<00:26:03.720>it <00:26:03.793>is <00:26:03.867>not <00:26:03.941>a <00:26:04.014>third <00:26:04.088>party <00:26:04.162>that <00:26:04.235>is <00:26:04.309>doing <00:26:04.383>it, <00:26:04.456>and <00:26:04.530>you <00:26:04.604>just <00:26:04.677>kind <00:26:04.751>of <00:26:04.825>ship <00:26:04.898>it. <00:26:04.972>I <00:26:05.046>as <00:26:05.120>a

00:26:05.710 --> 00:26:05.720 align:start position:0%
<00:26:05.710>it, <00:26:05.710>and <00:26:05.711>you <00:26:05.712>just <00:26:05.713>kind <00:26:05.714>of <00:26:05.715>ship <00:26:05.716>it. <00:26:05.717>I <00:26:05.718>as <00:26:05.719>a

00:26:05.720 --> 00:26:07.310 align:start position:0%
<00:26:05.720>it, <00:26:05.847>and <00:26:05.974>you <00:26:06.101>just <00:26:06.229>kind <00:26:06.356>of <00:26:06.483>ship <00:26:06.610>it. <00:26:06.738>I <00:26:06.865>as <00:26:06.992>a <00:26:07.120>developer,

00:26:07.310 --> 00:26:07.320 align:start position:0%
developer,

00:26:07.320 --> 00:26:08.590 align:start position:0%
<00:26:07.320>developer, <00:26:07.483>these <00:26:07.646>are <00:26:07.809>my <00:26:07.973>agents. <00:26:08.136>These <00:26:08.299>are <00:26:08.463>my

00:26:08.590 --> 00:26:08.600 align:start position:0%
<00:26:08.590>these <00:26:08.591>are <00:26:08.592>my <00:26:08.594>agents. <00:26:08.596>These <00:26:08.597>are <00:26:08.599>my

00:26:08.600 --> 00:26:09.590 align:start position:0%
<00:26:08.600>these <00:26:08.698>are <00:26:08.798>my <00:26:08.897>agents. <00:26:08.995>These <00:26:09.095>are <00:26:09.194>my <00:26:09.293>people. <00:26:09.391>[clears <00:26:09.491>throat]

00:26:09.590 --> 00:26:09.600 align:start position:0%
<00:26:09.590>people. <00:26:09.594>[clears <00:26:09.599>throat]

00:26:09.600 --> 00:26:11.870 align:start position:0%
<00:26:09.600>people. <00:26:09.727>[clears <00:26:09.854>throat] <00:26:09.981>They <00:26:10.109>work <00:26:10.236>for <00:26:10.363>me. <00:26:10.490>So, <00:26:10.618>if <00:26:10.745>I'm <00:26:10.872>going <00:26:11.000>to

00:26:11.870 --> 00:26:11.880 align:start position:0%
<00:26:11.870>They <00:26:11.871>work <00:26:11.872>for <00:26:11.873>me. <00:26:11.874>So, <00:26:11.875>if <00:26:11.876>I'm <00:26:11.877>going <00:26:11.879>to

00:26:11.880 --> 00:26:13.790 align:start position:0%
<00:26:11.880>They <00:26:11.967>work <00:26:12.055>for <00:26:12.142>me. <00:26:12.230>So, <00:26:12.317>if <00:26:12.405>I'm <00:26:12.492>going <00:26:12.580>to <00:26:12.667>say, <00:26:12.755>"Yes, <00:26:12.842>ship <00:26:12.930>it," <00:26:13.017>then <00:26:13.105>I <00:26:13.192>better <00:26:13.280>be

00:26:13.790 --> 00:26:13.800 align:start position:0%
<00:26:13.790>say, <00:26:13.791>"Yes, <00:26:13.792>ship <00:26:13.793>it," <00:26:13.795>then <00:26:13.796>I <00:26:13.797>better <00:26:13.799>be

00:26:13.800 --> 00:26:15.430 align:start position:0%
<00:26:13.800>say, <00:26:13.893>"Yes, <00:26:13.986>ship <00:26:14.080>it," <00:26:14.173>then <00:26:14.266>I <00:26:14.360>better <00:26:14.453>be <00:26:14.546>sure <00:26:14.639>I <00:26:14.733>understand <00:26:14.826>what <00:26:14.919>they <00:26:15.013>do <00:26:15.106>and <00:26:15.200>why

00:26:15.430 --> 00:26:15.440 align:start position:0%
<00:26:15.430>sure <00:26:15.431>I <00:26:15.432>understand <00:26:15.433>what <00:26:15.435>they <00:26:15.436>do <00:26:15.437>and <00:26:15.439>why

00:26:15.440 --> 00:26:16.870 align:start position:0%
<00:26:15.440>sure <00:26:15.539>I <00:26:15.638>understand <00:26:15.737>what <00:26:15.836>they <00:26:15.935>do <00:26:16.033>and <00:26:16.133>why <00:26:16.232>they <00:26:16.331>do <00:26:16.429>it. <00:26:16.529>I <00:26:16.628>must <00:26:16.726>understand

00:26:16.870 --> 00:26:16.880 align:start position:0%
<00:26:16.870>they <00:26:16.871>do <00:26:16.873>it. <00:26:16.875>I <00:26:16.877>must <00:26:16.879>understand

00:26:16.880 --> 00:26:18.710 align:start position:0%
<00:26:16.880>they <00:26:17.020>do <00:26:17.160>it. <00:26:17.300>I <00:26:17.440>must <00:26:17.580>understand <00:26:17.720>architecture. <00:26:17.860>I <00:26:18.000>must <00:26:18.140>understand <00:26:18.280>design.

00:26:18.710 --> 00:26:18.720 align:start position:0%
<00:26:18.710>architecture. <00:26:18.712>I <00:26:18.714>must <00:26:18.716>understand <00:26:18.719>design.

00:26:18.720 --> 00:26:20.750 align:start position:0%
<00:26:18.720>architecture. <00:26:18.847>I <00:26:18.974>must <00:26:19.101>understand <00:26:19.229>design. <00:26:19.356>I <00:26:19.483>must <00:26:19.610>understand, <00:26:19.738>you <00:26:19.865>know, <00:26:19.992>the <00:26:20.120>code

00:26:20.750 --> 00:26:20.760 align:start position:0%
<00:26:20.750>I <00:26:20.751>must <00:26:20.753>understand, <00:26:20.754>you <00:26:20.756>know, <00:26:20.757>the <00:26:20.759>code

00:26:20.760 --> 00:26:23.150 align:start position:0%
<00:26:20.760>I <00:26:20.853>must <00:26:20.946>understand, <00:26:21.040>you <00:26:21.133>know, <00:26:21.226>the <00:26:21.320>code <00:26:21.413>paths. <00:26:21.506>And <00:26:21.600>if <00:26:21.693>I <00:26:21.786>don't, <00:26:21.879>I <00:26:21.973>better <00:26:22.066>not <00:26:22.160>ship

00:26:23.150 --> 00:26:23.160 align:start position:0%
<00:26:23.150>paths. <00:26:23.151>And <00:26:23.152>if <00:26:23.153>I <00:26:23.154>don't, <00:26:23.155>I <00:26:23.156>better <00:26:23.157>not <00:26:23.159>ship

00:26:23.160 --> 00:26:25.190 align:start position:0%
<00:26:23.160>paths. <00:26:23.253>And <00:26:23.346>if <00:26:23.440>I <00:26:23.533>don't, <00:26:23.626>I <00:26:23.720>better <00:26:23.813>not <00:26:23.906>ship <00:26:24.000>it. <00:26:24.093>And <00:26:24.186>therefore, <00:26:24.280>if <00:26:24.373>the <00:26:24.466>problem <00:26:24.560>occurs

00:26:25.190 --> 00:26:25.200 align:start position:0%
<00:26:25.190>it. <00:26:25.191>And <00:26:25.193>therefore, <00:26:25.194>if <00:26:25.196>the <00:26:25.197>problem <00:26:25.199>occurs

00:26:25.200 --> 00:26:27.710 align:start position:0%
<00:26:25.200>it. <00:26:25.300>And <00:26:25.400>therefore, <00:26:25.500>if <00:26:25.600>the <00:26:25.700>problem <00:26:25.800>occurs <00:26:25.900>later, <00:26:26.000>then <00:26:26.100>I <00:26:26.200>should <00:26:26.300>be <00:26:26.400>able <00:26:26.500>to <00:26:26.600>follow

00:26:27.710 --> 00:26:27.720 align:start position:0%
<00:26:27.710>later, <00:26:27.711>then <00:26:27.712>I <00:26:27.713>should <00:26:27.715>be <00:26:27.716>able <00:26:27.717>to <00:26:27.719>follow

00:26:27.720 --> 00:26:29.310 align:start position:0%
<00:26:27.720>later, <00:26:27.820>then <00:26:27.920>I <00:26:28.020>should <00:26:28.120>be <00:26:28.220>able <00:26:28.320>to <00:26:28.420>follow <00:26:28.520>the <00:26:28.620>data, <00:26:28.720>you <00:26:28.820>know, <00:26:28.920>follow <00:26:29.020>the <00:26:29.120>packet

00:26:29.310 --> 00:26:29.320 align:start position:0%
<00:26:29.310>the <00:26:29.311>data, <00:26:29.312>you <00:26:29.314>know, <00:26:29.316>follow <00:26:29.317>the <00:26:29.319>packet

00:26:29.320 --> 00:26:33.550 align:start position:0%
<00:26:29.320>the <00:26:29.427>data, <00:26:29.535>you <00:26:29.643>know, <00:26:29.750>follow <00:26:29.858>the <00:26:29.966>packet <00:26:30.073>and <00:26:30.181>say, <00:26:30.289>"This <00:26:30.396>is <00:26:30.504>the <00:26:30.612>problem." <00:26:30.720>Uh

00:26:33.560 --> 00:26:36.070 align:start position:0%
<00:26:33.560>the <00:26:33.840>quality <00:26:34.120>of <00:26:34.399>AI-generated <00:26:34.679>code <00:26:34.960>right

00:26:36.070 --> 00:26:36.080 align:start position:0%
<00:26:36.070>the <00:26:36.071>quality <00:26:36.073>of <00:26:36.075>AI-generated <00:26:36.077>code <00:26:36.079>right

00:26:36.080 --> 00:26:37.830 align:start position:0%
<00:26:36.080>the <00:26:36.179>quality <00:26:36.280>of <00:26:36.379>AI-generated <00:26:36.480>code <00:26:36.580>right <00:26:36.679>now <00:26:36.780>is <00:26:36.879>a <00:26:36.980>bit <00:26:37.080>messy <00:26:37.179>because <00:26:37.280>we <00:26:37.379>don't <00:26:37.480>know

00:26:37.830 --> 00:26:37.840 align:start position:0%
<00:26:37.830>now <00:26:37.831>is <00:26:37.832>a <00:26:37.833>bit <00:26:37.834>messy <00:26:37.835>because <00:26:37.836>we <00:26:37.837>don't <00:26:37.839>know

00:26:37.840 --> 00:26:39.630 align:start position:0%
<00:26:37.840>now <00:26:37.927>is <00:26:38.014>a <00:26:38.102>bit <00:26:38.189>messy <00:26:38.277>because <00:26:38.365>we <00:26:38.452>don't <00:26:38.540>know <00:26:38.627>how <00:26:38.715>to <00:26:38.802>generate <00:26:38.889>good <00:26:38.977>AI <00:26:39.064>code, <00:26:39.152>you <00:26:39.240>know,

00:26:39.630 --> 00:26:39.640 align:start position:0%
<00:26:39.630>how <00:26:39.631>to <00:26:39.632>generate <00:26:39.633>good <00:26:39.635>AI <00:26:39.636>code, <00:26:39.637>you <00:26:39.639>know,

00:26:39.640 --> 00:26:42.150 align:start position:0%
<00:26:39.640>how <00:26:39.733>to <00:26:39.826>generate <00:26:39.920>good <00:26:40.013>AI <00:26:40.106>code, <00:26:40.200>you <00:26:40.293>know, <00:26:40.386>AI <00:26:40.480>code <00:26:40.573>because <00:26:40.666>it's, <00:26:40.760>you <00:26:40.853>know, <00:26:40.946>uh <00:26:41.040>you

00:26:42.150 --> 00:26:42.160 align:start position:0%
<00:26:42.150>AI <00:26:42.151>code <00:26:42.152>because <00:26:42.153>it's, <00:26:42.155>you <00:26:42.156>know, <00:26:42.157>uh <00:26:42.159>you

00:26:42.160 --> 00:26:44.310 align:start position:0%
<00:26:42.160>AI <00:26:42.253>code <00:26:42.346>because <00:26:42.440>it's, <00:26:42.533>you <00:26:42.626>know, <00:26:42.720>uh <00:26:42.813>you <00:26:42.906>have <00:26:43.000>to <00:26:43.093>give <00:26:43.186>it <00:26:43.280>good <00:26:43.373>direction <00:26:43.466>as <00:26:43.560>well.

00:26:44.310 --> 00:26:44.320 align:start position:0%
<00:26:44.310>have <00:26:44.311>to <00:26:44.312>give <00:26:44.313>it <00:26:44.315>good <00:26:44.316>direction <00:26:44.317>as <00:26:44.319>well.

00:26:44.320 --> 00:26:46.030 align:start position:0%
<00:26:44.320>have <00:26:44.407>to <00:26:44.495>give <00:26:44.582>it <00:26:44.669>good <00:26:44.757>direction <00:26:44.845>as <00:26:44.932>well. <00:26:45.020>Uh <00:26:45.107>but <00:26:45.195>I <00:26:45.282>think <00:26:45.370>that <00:26:45.457>problem <00:26:45.544>has <00:26:45.632>to <00:26:45.720>be

00:26:46.030 --> 00:26:46.040 align:start position:0%
<00:26:46.030>Uh <00:26:46.031>but <00:26:46.032>I <00:26:46.033>think <00:26:46.034>that <00:26:46.035>problem <00:26:46.036>has <00:26:46.037>to <00:26:46.039>be

00:26:46.040 --> 00:26:47.230 align:start position:0%
<00:26:46.040>Uh <00:26:46.137>but <00:26:46.234>I <00:26:46.332>think <00:26:46.429>that <00:26:46.526>problem <00:26:46.624>has <00:26:46.721>to <00:26:46.818>be <00:26:46.916>solved <00:26:47.013>over <00:26:47.111>time.

00:26:47.230 --> 00:26:47.240 align:start position:0%
<00:26:47.230>solved <00:26:47.234>over <00:26:47.239>time.

00:26:47.240 --> 00:26:48.270 align:start position:0%
<00:26:47.240>solved <00:26:47.471>over <00:26:47.703>time. <00:26:47.935>&gt;&gt; <00:26:48.167>Mhm.

00:26:48.270 --> 00:26:48.280 align:start position:0%
<00:26:48.270>&gt;&gt; <00:26:48.279>Mhm.

00:26:48.280 --> 00:26:49.870 align:start position:0%
<00:26:48.280>&gt;&gt; <00:26:48.420>Mhm. <00:26:48.560>Now, <00:26:48.700>Marco, <00:26:48.840>to <00:26:48.980>follow <00:26:49.120>up, <00:26:49.260>we <00:26:49.399>got <00:26:49.540>like <00:26:49.680>2

00:26:49.870 --> 00:26:49.880 align:start position:0%
<00:26:49.870>Now, <00:26:49.871>Marco, <00:26:49.872>to <00:26:49.873>follow <00:26:49.874>up, <00:26:49.875>we <00:26:49.876>got <00:26:49.877>like <00:26:49.879>2

00:26:49.880 --> 00:26:51.830 align:start position:0%
<00:26:49.880>Now, <00:26:49.973>Marco, <00:26:50.066>to <00:26:50.160>follow <00:26:50.253>up, <00:26:50.346>we <00:26:50.440>got <00:26:50.533>like <00:26:50.626>2 <00:26:50.720>minutes <00:26:50.813>left. <00:26:50.906>Like, <00:26:51.000>what <00:26:51.093>is <00:26:51.186>one <00:26:51.280>thing

00:26:51.830 --> 00:26:51.840 align:start position:0%
<00:26:51.830>minutes <00:26:51.831>left. <00:26:51.832>Like, <00:26:51.834>what <00:26:51.836>is <00:26:51.837>one <00:26:51.839>thing

00:26:51.840 --> 00:26:53.310 align:start position:0%
<00:26:51.840>minutes <00:26:51.950>left. <00:26:52.060>Like, <00:26:52.170>what <00:26:52.281>is <00:26:52.391>one <00:26:52.501>thing <00:26:52.611>when <00:26:52.722>it <00:26:52.832>comes <00:26:52.942>to <00:26:53.052>shipping <00:26:53.163>with

00:26:53.310 --> 00:26:53.320 align:start position:0%
<00:26:53.310>when <00:26:53.311>it <00:26:53.313>comes <00:26:53.315>to <00:26:53.317>shipping <00:26:53.319>with

00:26:53.320 --> 00:26:55.430 align:start position:0%
<00:26:53.320>when <00:26:53.447>it <00:26:53.574>comes <00:26:53.701>to <00:26:53.829>shipping <00:26:53.956>with <00:26:54.083>confidence, <00:26:54.210>what <00:26:54.338>is <00:26:54.465>one <00:26:54.592>mistake <00:26:54.720>that

00:26:55.430 --> 00:26:55.440 align:start position:0%
<00:26:55.430>confidence, <00:26:55.431>what <00:26:55.433>is <00:26:55.435>one <00:26:55.437>mistake <00:26:55.439>that

00:26:55.440 --> 00:26:57.350 align:start position:0%
<00:26:55.440>confidence, <00:26:55.556>what <00:26:55.673>is <00:26:55.790>one <00:26:55.906>mistake <00:26:56.023>that <00:26:56.140>every <00:26:56.256>customer <00:26:56.373>that <00:26:56.490>comes <00:26:56.606>to <00:26:56.723>you <00:26:56.840>makes

00:26:57.350 --> 00:26:57.360 align:start position:0%
<00:26:57.350>every <00:26:57.351>customer <00:26:57.352>that <00:26:57.354>comes <00:26:57.356>to <00:26:57.357>you <00:26:57.359>makes

00:26:57.360 --> 00:27:02.430 align:start position:0%
<00:26:57.360>every <00:26:57.459>customer <00:26:57.560>that <00:26:57.659>comes <00:26:57.760>to <00:26:57.860>you <00:26:57.959>makes <00:26:58.060>that <00:26:58.159>you <00:26:58.260>would <00:26:58.360>love <00:26:58.459>them <00:26:58.560>to <00:26:58.659>stop <00:26:58.760>doing?

00:27:02.440 --> 00:27:04.030 align:start position:0%
<00:27:02.440>&gt;&gt; <00:27:02.790>That's <00:27:03.140>a <00:27:03.490>good <00:27:03.840>question.

00:27:04.030 --> 00:27:04.040 align:start position:0%
<00:27:04.030>&gt;&gt; <00:27:04.032>That's <00:27:04.034>a <00:27:04.036>good <00:27:04.039>question.

00:27:04.040 --> 00:27:05.750 align:start position:0%
<00:27:04.040>&gt;&gt; <00:27:04.215>That's <00:27:04.389>a <00:27:04.565>good <00:27:04.740>question. <00:27:04.915>Because <00:27:05.090>the <00:27:05.264>the <00:27:05.440>the

00:27:05.750 --> 00:27:05.760 align:start position:0%
<00:27:05.750>Because <00:27:05.753>the <00:27:05.756>the <00:27:05.759>the

00:27:05.760 --> 00:27:08.750 align:start position:0%
<00:27:05.760>Because <00:27:05.867>the <00:27:05.975>the <00:27:06.083>the <00:27:06.190>&gt;&gt; <00:27:06.298>There's <00:27:06.406>so <00:27:06.513>many <00:27:06.621>so <00:27:06.729>many <00:27:06.836>of <00:27:06.944>issues <00:27:07.052>is <00:27:07.160>is

00:27:08.750 --> 00:27:08.760 align:start position:0%
<00:27:08.750>&gt;&gt; <00:27:08.751>There's <00:27:08.752>so <00:27:08.753>many <00:27:08.754>so <00:27:08.755>many <00:27:08.756>of <00:27:08.757>issues <00:27:08.758>is <00:27:08.759>is

00:27:08.760 --> 00:27:10.630 align:start position:0%
<00:27:08.760>&gt;&gt; <00:27:08.842>There's <00:27:08.924>so <00:27:09.007>many <00:27:09.089>so <00:27:09.171>many <00:27:09.254>of <00:27:09.336>issues <00:27:09.418>is <00:27:09.501>is <00:27:09.583>so <00:27:09.665>wide. <00:27:09.748>Is <00:27:09.830>there <00:27:09.912>a <00:27:09.995>common <00:27:10.077>thing <00:27:10.160>that

00:27:10.630 --> 00:27:10.640 align:start position:0%
<00:27:10.630>so <00:27:10.631>wide. <00:27:10.632>Is <00:27:10.633>there <00:27:10.635>a <00:27:10.636>common <00:27:10.637>thing <00:27:10.639>that

00:27:10.640 --> 00:27:13.230 align:start position:0%
<00:27:10.640>so <00:27:10.733>wide. <00:27:10.826>Is <00:27:10.920>there <00:27:11.013>a <00:27:11.106>common <00:27:11.200>thing <00:27:11.293>that <00:27:11.386>everybody <00:27:11.480>has? <00:27:11.573>I <00:27:11.666>don't <00:27:11.760>know. <00:27:11.853>Um <00:27:11.946>I <00:27:12.040>think

00:27:13.230 --> 00:27:13.240 align:start position:0%
<00:27:13.230>everybody <00:27:13.231>has? <00:27:13.232>I <00:27:13.233>don't <00:27:13.235>know. <00:27:13.236>Um <00:27:13.237>I <00:27:13.239>think

00:27:13.240 --> 00:27:15.430 align:start position:0%
<00:27:13.240>everybody <00:27:13.340>has? <00:27:13.440>I <00:27:13.540>don't <00:27:13.640>know. <00:27:13.740>Um <00:27:13.840>I <00:27:13.940>think <00:27:14.040>what <00:27:14.140>we <00:27:14.240>have <00:27:14.340>to <00:27:14.440>learn <00:27:14.540>is <00:27:14.640>that

00:27:15.430 --> 00:27:15.440 align:start position:0%
<00:27:15.430>what <00:27:15.431>we <00:27:15.433>have <00:27:15.434>to <00:27:15.436>learn <00:27:15.437>is <00:27:15.439>that

00:27:15.440 --> 00:27:17.590 align:start position:0%
<00:27:15.440>what <00:27:15.547>we <00:27:15.655>have <00:27:15.763>to <00:27:15.870>learn <00:27:15.978>is <00:27:16.086>that <00:27:16.193>the <00:27:16.301>velocity <00:27:16.409>that <00:27:16.516>we <00:27:16.624>have <00:27:16.732>discussed <00:27:16.840>here

00:27:17.590 --> 00:27:17.600 align:start position:0%
<00:27:17.590>the <00:27:17.591>velocity <00:27:17.592>that <00:27:17.594>we <00:27:17.596>have <00:27:17.597>discussed <00:27:17.599>here

00:27:17.600 --> 00:27:18.950 align:start position:0%
<00:27:17.600>the <00:27:17.751>velocity <00:27:17.903>that <00:27:18.055>we <00:27:18.207>have <00:27:18.359>discussed <00:27:18.511>here <00:27:18.663>is <00:27:18.815>getting

00:27:18.950 --> 00:27:18.960 align:start position:0%
<00:27:18.950>is <00:27:18.959>getting

00:27:18.960 --> 00:27:20.710 align:start position:0%
<00:27:18.960>is <00:27:19.135>getting <00:27:19.310>way <00:27:19.485>faster <00:27:19.660>than <00:27:19.835>we <00:27:20.010>have <00:27:20.185>ever <00:27:20.360>seen,

00:27:20.710 --> 00:27:20.720 align:start position:0%
<00:27:20.710>way <00:27:20.711>faster <00:27:20.713>than <00:27:20.714>we <00:27:20.716>have <00:27:20.717>ever <00:27:20.719>seen,

00:27:20.720 --> 00:27:22.630 align:start position:0%
<00:27:20.720>way <00:27:20.813>faster <00:27:20.906>than <00:27:21.000>we <00:27:21.093>have <00:27:21.186>ever <00:27:21.280>seen, <00:27:21.373>right? <00:27:21.466>And <00:27:21.560>that <00:27:21.653>we <00:27:21.746>have <00:27:21.840>to <00:27:21.933>deal <00:27:22.026>with <00:27:22.120>it

00:27:22.630 --> 00:27:22.640 align:start position:0%
<00:27:22.630>right? <00:27:22.631>And <00:27:22.632>that <00:27:22.633>we <00:27:22.634>have <00:27:22.635>to <00:27:22.636>deal <00:27:22.637>with <00:27:22.639>it

00:27:22.640 --> 00:27:25.470 align:start position:0%
<00:27:22.640>right? <00:27:22.733>And <00:27:22.826>that <00:27:22.920>we <00:27:23.013>have <00:27:23.106>to <00:27:23.200>deal <00:27:23.293>with <00:27:23.386>it <00:27:23.480>in <00:27:23.573>every <00:27:23.666>stage, <00:27:23.760>right? <00:27:23.853>From <00:27:23.946>from <00:27:24.040>coding,

00:27:25.470 --> 00:27:25.480 align:start position:0%
<00:27:25.470>in <00:27:25.471>every <00:27:25.473>stage, <00:27:25.474>right? <00:27:25.476>From <00:27:25.477>from <00:27:25.479>coding,

00:27:25.480 --> 00:27:28.750 align:start position:0%
<00:27:25.480>in <00:27:25.596>every <00:27:25.713>stage, <00:27:25.830>right? <00:27:25.946>From <00:27:26.063>from <00:27:26.180>coding, <00:27:26.296>from <00:27:26.413>defining <00:27:26.530>and <00:27:26.646>specifying <00:27:26.763>the <00:27:26.880>product

00:27:28.750 --> 00:27:28.760 align:start position:0%
<00:27:28.750>from <00:27:28.751>defining <00:27:28.753>and <00:27:28.755>specifying <00:27:28.757>the <00:27:28.759>product

00:27:28.760 --> 00:27:31.230 align:start position:0%
<00:27:28.760>from <00:27:28.876>defining <00:27:28.993>and <00:27:29.110>specifying <00:27:29.226>the <00:27:29.343>product <00:27:29.460>to <00:27:29.576>observing <00:27:29.693>and <00:27:29.810>and <00:27:29.926>running <00:27:30.043>things <00:27:30.160>in

00:27:31.230 --> 00:27:31.240 align:start position:0%
<00:27:31.230>to <00:27:31.231>observing <00:27:31.233>and <00:27:31.234>and <00:27:31.236>running <00:27:31.237>things <00:27:31.239>in

00:27:31.240 --> 00:27:33.310 align:start position:0%
<00:27:31.240>to <00:27:31.347>observing <00:27:31.455>and <00:27:31.563>and <00:27:31.670>running <00:27:31.778>things <00:27:31.886>in <00:27:31.993>production, <00:27:32.101>right? <00:27:32.209>And <00:27:32.316>I <00:27:32.424>think <00:27:32.532>what <00:27:32.640>what

00:27:33.310 --> 00:27:33.320 align:start position:0%
<00:27:33.310>production, <00:27:33.311>right? <00:27:33.312>And <00:27:33.314>I <00:27:33.316>think <00:27:33.317>what <00:27:33.319>what

00:27:33.320 --> 00:27:35.470 align:start position:0%
<00:27:33.320>production, <00:27:33.413>right? <00:27:33.506>And <00:27:33.600>I <00:27:33.693>think <00:27:33.786>what <00:27:33.879>what <00:27:33.973>we <00:27:34.066>we <00:27:34.159>see <00:27:34.253>and <00:27:34.346>we <00:27:34.439>encourage <00:27:34.533>people <00:27:34.626>to <00:27:34.720>do

00:27:35.470 --> 00:27:35.480 align:start position:0%
<00:27:35.470>we <00:27:35.471>we <00:27:35.472>see <00:27:35.473>and <00:27:35.474>we <00:27:35.475>encourage <00:27:35.476>people <00:27:35.477>to <00:27:35.479>do

00:27:35.480 --> 00:27:38.710 align:start position:0%
<00:27:35.480>we <00:27:35.573>we <00:27:35.666>see <00:27:35.760>and <00:27:35.853>we <00:27:35.946>encourage <00:27:36.040>people <00:27:36.133>to <00:27:36.226>do <00:27:36.320>is <00:27:36.413>also <00:27:36.506>using <00:27:36.600>agentic <00:27:36.693>in <00:27:36.786>in <00:27:36.880>production

00:27:38.710 --> 00:27:38.720 align:start position:0%
<00:27:38.710>is <00:27:38.711>also <00:27:38.713>using <00:27:38.714>agentic <00:27:38.716>in <00:27:38.717>in <00:27:38.719>production

00:27:38.720 --> 00:27:40.550 align:start position:0%
<00:27:38.720>is <00:27:38.820>also <00:27:38.920>using <00:27:39.020>agentic <00:27:39.120>in <00:27:39.220>in <00:27:39.320>production <00:27:39.420>so <00:27:39.520>that <00:27:39.620>you <00:27:39.720>can <00:27:39.820>react <00:27:39.920>on <00:27:40.020>issues <00:27:40.120>and

00:27:40.550 --> 00:27:40.560 align:start position:0%
<00:27:40.550>so <00:27:40.551>that <00:27:40.552>you <00:27:40.553>can <00:27:40.555>react <00:27:40.556>on <00:27:40.557>issues <00:27:40.559>and

00:27:40.560 --> 00:27:42.390 align:start position:0%
<00:27:40.560>so <00:27:40.676>that <00:27:40.793>you <00:27:40.909>can <00:27:41.026>react <00:27:41.143>on <00:27:41.260>issues <00:27:41.376>and <00:27:41.493>problems <00:27:41.610>faster, <00:27:41.726>create <00:27:41.843>a <00:27:41.960>PR

00:27:42.390 --> 00:27:42.400 align:start position:0%
<00:27:42.390>problems <00:27:42.392>faster, <00:27:42.394>create <00:27:42.396>a <00:27:42.399>PR

00:27:42.400 --> 00:27:44.990 align:start position:0%
<00:27:42.400>problems <00:27:42.527>faster, <00:27:42.654>create <00:27:42.781>a <00:27:42.909>PR <00:27:43.036>automatically, <00:27:43.163>and <00:27:43.290>and <00:27:43.418>and <00:27:43.545>put <00:27:43.672>it <00:27:43.800>back

00:27:44.990 --> 00:27:45.000 align:start position:0%
<00:27:44.990>automatically, <00:27:44.991>and <00:27:44.993>and <00:27:44.994>and <00:27:44.996>put <00:27:44.997>it <00:27:44.999>back

00:27:45.000 --> 00:27:46.750 align:start position:0%
<00:27:45.000>automatically, <00:27:45.107>and <00:27:45.215>and <00:27:45.323>and <00:27:45.430>put <00:27:45.538>it <00:27:45.646>back <00:27:45.753>into <00:27:45.861>your <00:27:45.969>coding <00:27:46.076>chain, <00:27:46.184>right? <00:27:46.292>So, <00:27:46.400>I

00:27:46.750 --> 00:27:46.760 align:start position:0%
<00:27:46.750>into <00:27:46.751>your <00:27:46.753>coding <00:27:46.754>chain, <00:27:46.756>right? <00:27:46.757>So, <00:27:46.759>I

00:27:46.760 --> 00:27:48.310 align:start position:0%
<00:27:46.760>into <00:27:46.867>your <00:27:46.974>coding <00:27:47.081>chain, <00:27:47.189>right? <00:27:47.296>So, <00:27:47.403>I <00:27:47.511>think <00:27:47.618>that's <00:27:47.725>something <00:27:47.833>I <00:27:47.940>would <00:27:48.047>love <00:27:48.155>to

00:27:48.310 --> 00:27:48.320 align:start position:0%
<00:27:48.310>think <00:27:48.311>that's <00:27:48.312>something <00:27:48.314>I <00:27:48.316>would <00:27:48.317>love <00:27:48.319>to

00:27:48.320 --> 00:27:50.510 align:start position:0%
<00:27:48.320>think <00:27:48.427>that's <00:27:48.535>something <00:27:48.643>I <00:27:48.750>would <00:27:48.858>love <00:27:48.966>to <00:27:49.073>see <00:27:49.181>more <00:27:49.289>and <00:27:49.396>more. <00:27:49.504>This <00:27:49.612>adoption <00:27:49.720>of

00:27:50.510 --> 00:27:50.520 align:start position:0%
<00:27:50.510>see <00:27:50.511>more <00:27:50.513>and <00:27:50.514>more. <00:27:50.516>This <00:27:50.517>adoption <00:27:50.519>of

00:27:50.520 --> 00:27:53.350 align:start position:0%
<00:27:50.520>see <00:27:50.636>more <00:27:50.753>and <00:27:50.870>more. <00:27:50.986>This <00:27:51.103>adoption <00:27:51.220>of <00:27:51.336>agentic <00:27:51.453>throughout <00:27:51.570>the <00:27:51.686>whole <00:27:51.803>tool <00:27:51.920>chain,

00:27:53.350 --> 00:27:53.360 align:start position:0%
<00:27:53.350>agentic <00:27:53.351>throughout <00:27:53.353>the <00:27:53.355>whole <00:27:53.357>tool <00:27:53.359>chain,

00:27:53.360 --> 00:27:54.870 align:start position:0%
<00:27:53.360>agentic <00:27:53.464>throughout <00:27:53.569>the <00:27:53.673>whole <00:27:53.778>tool <00:27:53.882>chain, <00:27:53.987>right? <00:27:54.091>And <00:27:54.196>life <00:27:54.300>cycle. <00:27:54.405>So, <00:27:54.509>we <00:27:54.614>call <00:27:54.718>it

00:27:54.870 --> 00:27:54.880 align:start position:0%
<00:27:54.870>right? <00:27:54.871>And <00:27:54.872>life <00:27:54.873>cycle. <00:27:54.875>So, <00:27:54.876>we <00:27:54.877>call <00:27:54.879>it

00:27:54.880 --> 00:27:56.830 align:start position:0%
<00:27:54.880>right? <00:27:54.980>And <00:27:55.080>life <00:27:55.180>cycle. <00:27:55.280>So, <00:27:55.380>we <00:27:55.480>call <00:27:55.580>it <00:27:55.680>closing <00:27:55.780>the <00:27:55.880>loop, <00:27:55.980>right? <00:27:56.080>That <00:27:56.180>you <00:27:56.280>have

00:27:56.830 --> 00:27:56.840 align:start position:0%
<00:27:56.830>closing <00:27:56.831>the <00:27:56.832>loop, <00:27:56.834>right? <00:27:56.836>That <00:27:56.837>you <00:27:56.839>have

00:27:56.840 --> 00:27:58.390 align:start position:0%
<00:27:56.840>closing <00:27:57.014>the <00:27:57.188>loop, <00:27:57.363>right? <00:27:57.537>That <00:27:57.711>you <00:27:57.886>have <00:27:58.060>an <00:27:58.235>end-to-end

00:27:58.390 --> 00:27:58.400 align:start position:0%
<00:27:58.390>an <00:27:58.399>end-to-end

00:27:58.400 --> 00:28:00.270 align:start position:0%
<00:27:58.400>an <00:27:58.680>end-to-end <00:27:58.960>workflow <00:27:59.240>where <00:27:59.520>you <00:27:59.800>have

00:28:00.270 --> 00:28:00.280 align:start position:0%
<00:28:00.270>workflow <00:28:00.273>where <00:28:00.276>you <00:28:00.279>have

00:28:00.280 --> 00:28:03.270 align:start position:0%
<00:28:00.280>workflow <00:28:00.435>where <00:28:00.591>you <00:28:00.746>have <00:28:00.902>basically <00:28:01.057>machine <00:28:01.213>speed <00:28:01.368>and <00:28:01.524>not <00:28:01.680>anymore

00:28:03.270 --> 00:28:03.280 align:start position:0%
<00:28:03.270>basically <00:28:03.271>machine <00:28:03.273>speed <00:28:03.275>and <00:28:03.277>not <00:28:03.279>anymore

00:28:03.280 --> 00:28:04.830 align:start position:0%
<00:28:03.280>basically <00:28:03.406>machine <00:28:03.533>speed <00:28:03.660>and <00:28:03.787>not <00:28:03.914>anymore <00:28:04.040>uh <00:28:04.167>human <00:28:04.294>speed, <00:28:04.421>right? <00:28:04.548>In <00:28:04.675>between.

00:28:04.830 --> 00:28:04.840 align:start position:0%
<00:28:04.830>uh <00:28:04.831>human <00:28:04.833>speed, <00:28:04.835>right? <00:28:04.837>In <00:28:04.839>between.

00:28:04.840 --> 00:28:05.870 align:start position:0%
<00:28:04.840>uh <00:28:04.972>human <00:28:05.104>speed, <00:28:05.237>right? <00:28:05.369>In <00:28:05.502>between. <00:28:05.634>&gt;&gt; <00:28:05.766>Mhm.

00:28:05.870 --> 00:28:05.880 align:start position:0%
<00:28:05.870>&gt;&gt; <00:28:05.879>Mhm.

00:28:05.880 --> 00:28:08.070 align:start position:0%
<00:28:05.880>&gt;&gt; <00:28:06.035>Mhm. <00:28:06.191>Uh <00:28:06.346>uh <00:28:06.502>Daniel, <00:28:06.657>I <00:28:06.813>loved <00:28:06.968>your <00:28:07.124>lift <00:28:07.280>shifting

00:28:08.070 --> 00:28:08.080 align:start position:0%
<00:28:08.070>Uh <00:28:08.071>uh <00:28:08.072>Daniel, <00:28:08.073>I <00:28:08.075>loved <00:28:08.076>your <00:28:08.077>lift <00:28:08.079>shifting

00:28:08.080 --> 00:28:09.870 align:start position:0%
<00:28:08.080>Uh <00:28:08.207>uh <00:28:08.334>Daniel, <00:28:08.461>I <00:28:08.589>loved <00:28:08.716>your <00:28:08.843>lift <00:28:08.970>shifting <00:28:09.098>left <00:28:09.225>cuz <00:28:09.352>I <00:28:09.480>mean

00:28:09.870 --> 00:28:09.880 align:start position:0%
<00:28:09.870>left <00:28:09.873>cuz <00:28:09.876>I <00:28:09.879>mean

00:28:09.880 --> 00:28:12.230 align:start position:0%
<00:28:09.880>left <00:28:10.035>cuz <00:28:10.191>I <00:28:10.346>mean <00:28:10.502>I've <00:28:10.657>been <00:28:10.813>an <00:28:10.968>accessibility <00:28:11.124>person, <00:28:11.280>a

00:28:12.230 --> 00:28:12.240 align:start position:0%
<00:28:12.230>I've <00:28:12.231>been <00:28:12.233>an <00:28:12.235>accessibility <00:28:12.237>person, <00:28:12.239>a

00:28:12.240 --> 00:28:13.590 align:start position:0%
<00:28:12.240>I've <00:28:12.350>been <00:28:12.460>an <00:28:12.571>accessibility <00:28:12.681>person, <00:28:12.792>a <00:28:12.902>security <00:28:13.013>person, <00:28:13.123>and <00:28:13.234>of <00:28:13.344>course <00:28:13.455>a

00:28:13.590 --> 00:28:13.600 align:start position:0%
<00:28:13.590>security <00:28:13.591>person, <00:28:13.593>and <00:28:13.595>of <00:28:13.597>course <00:28:13.599>a

00:28:13.600 --> 00:28:16.630 align:start position:0%
<00:28:13.600>security <00:28:13.716>person, <00:28:13.833>and <00:28:13.949>of <00:28:14.066>course <00:28:14.183>a <00:28:14.300>developer <00:28:14.416>for <00:28:14.533>25 <00:28:14.649>years. <00:28:14.766>And <00:28:14.883>every <00:28:15.000>single

00:28:16.630 --> 00:28:16.640 align:start position:0%
<00:28:16.630>developer <00:28:16.631>for <00:28:16.633>25 <00:28:16.634>years. <00:28:16.636>And <00:28:16.637>every <00:28:16.639>single

00:28:16.640 --> 00:28:18.430 align:start position:0%
<00:28:16.640>developer <00:28:16.740>for <00:28:16.840>25 <00:28:16.940>years. <00:28:17.040>And <00:28:17.140>every <00:28:17.240>single <00:28:17.340>one <00:28:17.440>of <00:28:17.540>us <00:28:17.640>wants <00:28:17.740>to <00:28:17.840>be <00:28:17.940>shifted <00:28:18.040>left

00:28:18.430 --> 00:28:18.440 align:start position:0%
<00:28:18.430>one <00:28:18.431>of <00:28:18.432>us <00:28:18.433>wants <00:28:18.435>to <00:28:18.436>be <00:28:18.437>shifted <00:28:18.439>left

00:28:18.440 --> 00:28:20.190 align:start position:0%
<00:28:18.440>one <00:28:18.540>of <00:28:18.640>us <00:28:18.740>wants <00:28:18.840>to <00:28:18.940>be <00:28:19.040>shifted <00:28:19.140>left <00:28:19.240>first. <00:28:19.340>Everybody <00:28:19.440>says <00:28:19.540>like <00:28:19.640>if <00:28:19.740>you <00:28:19.840>think

00:28:20.190 --> 00:28:20.200 align:start position:0%
<00:28:20.190>first. <00:28:20.191>Everybody <00:28:20.193>says <00:28:20.194>like <00:28:20.196>if <00:28:20.197>you <00:28:20.199>think

00:28:20.200 --> 00:28:21.510 align:start position:0%
<00:28:20.200>first. <00:28:20.290>Everybody <00:28:20.381>says <00:28:20.472>like <00:28:20.562>if <00:28:20.653>you <00:28:20.744>think <00:28:20.834>about <00:28:20.925>security <00:28:21.016>first, <00:28:21.106>you <00:28:21.197>don't <00:28:21.288>have <00:28:21.379>a

00:28:21.510 --> 00:28:21.520 align:start position:0%
<00:28:21.510>about <00:28:21.511>security <00:28:21.513>first, <00:28:21.514>you <00:28:21.516>don't <00:28:21.517>have <00:28:21.519>a

00:28:21.520 --> 00:28:23.070 align:start position:0%
<00:28:21.520>about <00:28:21.636>security <00:28:21.752>first, <00:28:21.868>you <00:28:21.985>don't <00:28:22.101>have <00:28:22.217>a <00:28:22.333>problem <00:28:22.450>later. <00:28:22.566>If <00:28:22.682>you <00:28:22.798>think <00:28:22.915>about

00:28:23.070 --> 00:28:23.080 align:start position:0%
<00:28:23.070>problem <00:28:23.071>later. <00:28:23.073>If <00:28:23.075>you <00:28:23.077>think <00:28:23.079>about

00:28:23.080 --> 00:28:24.550 align:start position:0%
<00:28:23.080>problem <00:28:23.200>later. <00:28:23.320>If <00:28:23.440>you <00:28:23.561>think <00:28:23.681>about <00:28:23.801>accessibility <00:28:23.921>first, <00:28:24.042>it's <00:28:24.162>going <00:28:24.282>to <00:28:24.403>be

00:28:24.550 --> 00:28:24.560 align:start position:0%
<00:28:24.550>accessibility <00:28:24.551>first, <00:28:24.553>it's <00:28:24.555>going <00:28:24.557>to <00:28:24.559>be

00:28:24.560 --> 00:28:26.270 align:start position:0%
<00:28:24.560>accessibility <00:28:24.676>first, <00:28:24.793>it's <00:28:24.909>going <00:28:25.026>to <00:28:25.143>be <00:28:25.260>much <00:28:25.376>much <00:28:25.493>easier <00:28:25.610>later. <00:28:25.726>If <00:28:25.843>you <00:28:25.960>think

00:28:26.270 --> 00:28:26.280 align:start position:0%
<00:28:26.270>much <00:28:26.271>much <00:28:26.273>easier <00:28:26.274>later. <00:28:26.276>If <00:28:26.277>you <00:28:26.279>think

00:28:26.280 --> 00:28:28.390 align:start position:0%
<00:28:26.280>much <00:28:26.435>much <00:28:26.591>easier <00:28:26.746>later. <00:28:26.902>If <00:28:27.057>you <00:28:27.213>think <00:28:27.368>about <00:28:27.524>scalability <00:28:27.680>first,

00:28:28.390 --> 00:28:28.400 align:start position:0%
<00:28:28.390>about <00:28:28.394>scalability <00:28:28.399>first,

00:28:28.400 --> 00:28:30.750 align:start position:0%
<00:28:28.400>about <00:28:28.555>scalability <00:28:28.711>first, <00:28:28.866>we <00:28:29.022>cannot <00:28:29.177>think <00:28:29.333>about <00:28:29.488>all <00:28:29.644>things <00:28:29.800>first.

00:28:30.750 --> 00:28:30.760 align:start position:0%
<00:28:30.750>we <00:28:30.751>cannot <00:28:30.753>think <00:28:30.754>about <00:28:30.756>all <00:28:30.757>things <00:28:30.759>first.

00:28:30.760 --> 00:28:32.550 align:start position:0%
<00:28:30.760>we <00:28:30.860>cannot <00:28:30.960>think <00:28:31.060>about <00:28:31.160>all <00:28:31.260>things <00:28:31.360>first. <00:28:31.460>Where <00:28:31.560>do <00:28:31.660>you <00:28:31.760>think <00:28:31.860>we <00:28:31.960>we <00:28:32.060>have <00:28:32.160>to

00:28:32.550 --> 00:28:32.560 align:start position:0%
<00:28:32.550>Where <00:28:32.551>do <00:28:32.552>you <00:28:32.553>think <00:28:32.555>we <00:28:32.556>we <00:28:32.557>have <00:28:32.559>to

00:28:32.560 --> 00:28:34.350 align:start position:0%
<00:28:32.560>Where <00:28:32.667>do <00:28:32.775>you <00:28:32.883>think <00:28:32.990>we <00:28:33.098>we <00:28:33.206>have <00:28:33.313>to <00:28:33.421>understand <00:28:33.529>that <00:28:33.636>sometimes <00:28:33.744>you <00:28:33.852>have <00:28:33.960>to

00:28:34.350 --> 00:28:34.360 align:start position:0%
<00:28:34.350>understand <00:28:34.351>that <00:28:34.353>sometimes <00:28:34.355>you <00:28:34.357>have <00:28:34.359>to

00:28:34.360 --> 00:28:36.030 align:start position:0%
<00:28:34.360>understand <00:28:34.534>that <00:28:34.709>sometimes <00:28:34.885>you <00:28:35.060>have <00:28:35.235>to <00:28:35.409>jump <00:28:35.584>through <00:28:35.760>gates?

00:28:36.030 --> 00:28:36.040 align:start position:0%
<00:28:36.030>jump <00:28:36.034>through <00:28:36.039>gates?

00:28:36.040 --> 00:28:38.230 align:start position:0%
<00:28:36.040>jump <00:28:36.167>through <00:28:36.294>gates? <00:28:36.421>&gt;&gt; <00:28:36.549>So, <00:28:36.676>you <00:28:36.803>absolutely <00:28:36.930>spot <00:28:37.058>on. <00:28:37.185>So, <00:28:37.312>if <00:28:37.440>you

00:28:38.230 --> 00:28:38.240 align:start position:0%
<00:28:38.230>&gt;&gt; <00:28:38.231>So, <00:28:38.232>you <00:28:38.233>absolutely <00:28:38.234>spot <00:28:38.235>on. <00:28:38.236>So, <00:28:38.237>if <00:28:38.239>you

00:28:38.240 --> 00:28:40.630 align:start position:0%
<00:28:38.240>&gt;&gt; <00:28:38.340>So, <00:28:38.440>you <00:28:38.540>absolutely <00:28:38.640>spot <00:28:38.740>on. <00:28:38.840>So, <00:28:38.940>if <00:28:39.040>you <00:28:39.140>move <00:28:39.240>everything <00:28:39.340>left, <00:28:39.440>then <00:28:39.540>there <00:28:39.640>is

00:28:40.630 --> 00:28:40.640 align:start position:0%
<00:28:40.630>move <00:28:40.631>everything <00:28:40.633>left, <00:28:40.635>then <00:28:40.637>there <00:28:40.639>is

00:28:40.640 --> 00:28:42.510 align:start position:0%
<00:28:40.640>move <00:28:40.767>everything <00:28:40.894>left, <00:28:41.021>then <00:28:41.149>there <00:28:41.276>is <00:28:41.403>nothing <00:28:41.530>right. <00:28:41.658>So, <00:28:41.785>hence <00:28:41.912>everything <00:28:42.040>is

00:28:42.510 --> 00:28:42.520 align:start position:0%
<00:28:42.510>nothing <00:28:42.511>right. <00:28:42.513>So, <00:28:42.515>hence <00:28:42.517>everything <00:28:42.519>is

00:28:42.520 --> 00:28:44.110 align:start position:0%
<00:28:42.520>nothing <00:28:42.647>right. <00:28:42.774>So, <00:28:42.901>hence <00:28:43.029>everything <00:28:43.156>is <00:28:43.283>basically <00:28:43.410>in <00:28:43.538>the <00:28:43.665>middle <00:28:43.792>or <00:28:43.920>probably

00:28:44.110 --> 00:28:44.120 align:start position:0%
<00:28:44.110>basically <00:28:44.111>in <00:28:44.113>the <00:28:44.115>middle <00:28:44.117>or <00:28:44.119>probably

00:28:44.120 --> 00:28:45.070 align:start position:0%
<00:28:44.120>basically <00:28:44.242>in <00:28:44.364>the <00:28:44.486>middle <00:28:44.608>or <00:28:44.730>probably <00:28:44.852>kills <00:28:44.975>over.

00:28:45.070 --> 00:28:45.080 align:start position:0%
<00:28:45.070>kills <00:28:45.079>over.

00:28:45.080 --> 00:28:46.630 align:start position:0%
<00:28:45.080>kills <00:28:45.428>over. <00:28:45.777>&gt;&gt; <00:28:46.126>Exactly. <00:28:46.475>Exactly.

00:28:46.630 --> 00:28:46.640 align:start position:0%
<00:28:46.630>&gt;&gt; <00:28:46.634>Exactly. <00:28:46.639>Exactly.

00:28:46.640 --> 00:28:47.830 align:start position:0%
<00:28:46.640>&gt;&gt; <00:28:46.907>Exactly. <00:28:47.175>Exactly. <00:28:47.443>&gt;&gt; <00:28:47.711>Um

00:28:47.830 --> 00:28:47.840 align:start position:0%
<00:28:47.830>&gt;&gt; <00:28:47.839>Um

00:28:47.840 --> 00:28:48.910 align:start position:0%
<00:28:47.840>&gt;&gt; <00:28:48.321>Um <00:28:48.803>So,

00:28:48.910 --> 00:28:48.920 align:start position:0%
So,

00:28:48.920 --> 00:28:50.430 align:start position:0%
<00:28:48.920>So, <00:28:49.071>I <00:28:49.222>think <00:28:49.373>we <00:28:49.524>need <00:28:49.675>to <00:28:49.826>rethink <00:28:49.977>a <00:28:50.128>little <00:28:50.279>bit

00:28:50.430 --> 00:28:50.440 align:start position:0%
<00:28:50.430>I <00:28:50.431>think <00:28:50.432>we <00:28:50.433>need <00:28:50.434>to <00:28:50.435>rethink <00:28:50.436>a <00:28:50.437>little <00:28:50.439>bit

00:28:50.440 --> 00:28:52.630 align:start position:0%
<00:28:50.440>I <00:28:50.522>think <00:28:50.604>we <00:28:50.687>need <00:28:50.769>to <00:28:50.851>rethink <00:28:50.934>a <00:28:51.016>little <00:28:51.098>bit <00:28:51.181>of <00:28:51.263>what <00:28:51.345>what <00:28:51.428>do <00:28:51.510>you <00:28:51.592>want <00:28:51.675>to <00:28:51.757>shift <00:28:51.840>left

00:28:52.630 --> 00:28:52.640 align:start position:0%
<00:28:52.630>of <00:28:52.631>what <00:28:52.632>what <00:28:52.633>do <00:28:52.634>you <00:28:52.635>want <00:28:52.636>to <00:28:52.637>shift <00:28:52.639>left

00:28:52.640 --> 00:28:54.470 align:start position:0%
<00:28:52.640>of <00:28:52.722>what <00:28:52.804>what <00:28:52.887>do <00:28:52.969>you <00:28:53.051>want <00:28:53.134>to <00:28:53.216>shift <00:28:53.298>left <00:28:53.381>and <00:28:53.463>what <00:28:53.545>do <00:28:53.628>you <00:28:53.710>want <00:28:53.792>to <00:28:53.875>keep <00:28:53.957>on <00:28:54.040>the

00:28:54.470 --> 00:28:54.480 align:start position:0%
<00:28:54.470>and <00:28:54.471>what <00:28:54.472>do <00:28:54.473>you <00:28:54.474>want <00:28:54.475>to <00:28:54.476>keep <00:28:54.477>on <00:28:54.479>the

00:28:54.480 --> 00:28:56.190 align:start position:0%
<00:28:54.480>and <00:28:54.567>what <00:28:54.655>do <00:28:54.742>you <00:28:54.830>want <00:28:54.917>to <00:28:55.005>keep <00:28:55.092>on <00:28:55.180>the <00:28:55.267>right <00:28:55.355>hand <00:28:55.442>side? <00:28:55.530>And <00:28:55.617>let <00:28:55.705>me <00:28:55.792>give <00:28:55.880>you

00:28:56.190 --> 00:28:56.200 align:start position:0%
<00:28:56.190>right <00:28:56.191>hand <00:28:56.192>side? <00:28:56.193>And <00:28:56.195>let <00:28:56.196>me <00:28:56.197>give <00:28:56.199>you

00:28:56.200 --> 00:28:57.910 align:start position:0%
<00:28:56.200>right <00:28:56.327>hand <00:28:56.454>side? <00:28:56.581>And <00:28:56.709>let <00:28:56.836>me <00:28:56.963>give <00:28:57.090>you <00:28:57.218>more <00:28:57.345>a <00:28:57.472>meta <00:28:57.600>answer.

00:28:57.910 --> 00:28:57.920 align:start position:0%
<00:28:57.910>more <00:28:57.913>a <00:28:57.916>meta <00:28:57.919>answer.

00:28:57.920 --> 00:29:00.070 align:start position:0%
<00:28:57.920>more <00:28:58.047>a <00:28:58.174>meta <00:28:58.301>answer. <00:28:58.429>I <00:28:58.556>think <00:28:58.683>in <00:28:58.810>essence <00:28:58.938>when <00:28:59.065>we <00:28:59.192>are <00:28:59.320>thinking

00:29:00.070 --> 00:29:00.080 align:start position:0%
<00:29:00.070>I <00:29:00.071>think <00:29:00.072>in <00:29:00.073>essence <00:29:00.075>when <00:29:00.076>we <00:29:00.077>are <00:29:00.079>thinking

00:29:00.080 --> 00:29:02.030 align:start position:0%
<00:29:00.080>I <00:29:00.173>think <00:29:00.266>in <00:29:00.360>essence <00:29:00.453>when <00:29:00.546>we <00:29:00.639>are <00:29:00.733>thinking <00:29:00.826>about <00:29:00.919>what <00:29:01.013>do <00:29:01.106>we <00:29:01.199>shift <00:29:01.293>left <00:29:01.386>on <00:29:01.480>the

00:29:02.030 --> 00:29:02.040 align:start position:0%
<00:29:02.030>about <00:29:02.031>what <00:29:02.032>do <00:29:02.033>we <00:29:02.035>shift <00:29:02.036>left <00:29:02.037>on <00:29:02.039>the

00:29:02.040 --> 00:29:03.710 align:start position:0%
<00:29:02.040>about <00:29:02.139>what <00:29:02.240>do <00:29:02.340>we <00:29:02.440>shift <00:29:02.540>left <00:29:02.639>on <00:29:02.740>the <00:29:02.840>security <00:29:02.940>on <00:29:03.040>the <00:29:03.139>quality <00:29:03.240>side <00:29:03.340>or <00:29:03.440>on

00:29:03.710 --> 00:29:03.720 align:start position:0%
<00:29:03.710>security <00:29:03.711>on <00:29:03.713>the <00:29:03.714>quality <00:29:03.716>side <00:29:03.717>or <00:29:03.719>on

00:29:03.720 --> 00:29:06.390 align:start position:0%
<00:29:03.720>security <00:29:03.836>on <00:29:03.953>the <00:29:04.070>quality <00:29:04.186>side <00:29:04.303>or <00:29:04.420>on <00:29:04.536>whatever <00:29:04.653>kind <00:29:04.770>of <00:29:04.886>aspects, <00:29:05.003>we're <00:29:05.120>thinking

00:29:06.390 --> 00:29:06.400 align:start position:0%
<00:29:06.390>whatever <00:29:06.391>kind <00:29:06.393>of <00:29:06.395>aspects, <00:29:06.397>we're <00:29:06.399>thinking

00:29:06.400 --> 00:29:08.630 align:start position:0%
<00:29:06.400>whatever <00:29:06.516>kind <00:29:06.633>of <00:29:06.750>aspects, <00:29:06.866>we're <00:29:06.983>thinking <00:29:07.100>only <00:29:07.216>about <00:29:07.333>what <00:29:07.450>is <00:29:07.566>the <00:29:07.683>cost <00:29:07.800>of

00:29:08.630 --> 00:29:08.640 align:start position:0%
<00:29:08.630>only <00:29:08.631>about <00:29:08.633>what <00:29:08.634>is <00:29:08.636>the <00:29:08.637>cost <00:29:08.639>of

00:29:08.640 --> 00:29:10.590 align:start position:0%
<00:29:08.640>only <00:29:08.740>about <00:29:08.840>what <00:29:08.940>is <00:29:09.040>the <00:29:09.140>cost <00:29:09.240>of <00:29:09.340>correction <00:29:09.440>if <00:29:09.540>you <00:29:09.640>do <00:29:09.740>this <00:29:09.840>too <00:29:09.940>late <00:29:10.040>in

00:29:10.590 --> 00:29:10.600 align:start position:0%
<00:29:10.590>correction <00:29:10.591>if <00:29:10.592>you <00:29:10.593>do <00:29:10.595>this <00:29:10.596>too <00:29:10.597>late <00:29:10.599>in

00:29:10.600 --> 00:29:13.070 align:start position:0%
<00:29:10.600>correction <00:29:10.693>if <00:29:10.786>you <00:29:10.879>do <00:29:10.973>this <00:29:11.066>too <00:29:11.159>late <00:29:11.253>in <00:29:11.346>the <00:29:11.439>in <00:29:11.533>the <00:29:11.626>process. <00:29:11.719>So, <00:29:11.813>as <00:29:11.906>an <00:29:12.000>example,

00:29:13.070 --> 00:29:13.080 align:start position:0%
<00:29:13.070>the <00:29:13.071>in <00:29:13.072>the <00:29:13.073>process. <00:29:13.075>So, <00:29:13.076>as <00:29:13.077>an <00:29:13.079>example,

00:29:13.080 --> 00:29:15.390 align:start position:0%
<00:29:13.080>the <00:29:13.196>in <00:29:13.313>the <00:29:13.429>process. <00:29:13.546>So, <00:29:13.663>as <00:29:13.780>an <00:29:13.896>example, <00:29:14.013>if <00:29:14.129>you're <00:29:14.246>talking <00:29:14.363>about <00:29:14.480>uh

00:29:15.390 --> 00:29:15.400 align:start position:0%
<00:29:15.390>if <00:29:15.392>you're <00:29:15.394>talking <00:29:15.396>about <00:29:15.399>uh

00:29:15.400 --> 00:29:16.630 align:start position:0%
<00:29:15.400>if <00:29:15.558>you're <00:29:15.716>talking <00:29:15.874>about <00:29:16.032>uh <00:29:16.190>a <00:29:16.348>shopping <00:29:16.507>app

00:29:16.630 --> 00:29:16.640 align:start position:0%
<00:29:16.630>a <00:29:16.634>shopping <00:29:16.639>app

00:29:16.640 --> 00:29:18.910 align:start position:0%
<00:29:16.640>a <00:29:16.815>shopping <00:29:16.990>app <00:29:17.165>app <00:29:17.340>experience <00:29:17.515>which <00:29:17.690>is <00:29:17.865>purely <00:29:18.040>digital,

00:29:18.910 --> 00:29:18.920 align:start position:0%
<00:29:18.910>app <00:29:18.911>experience <00:29:18.913>which <00:29:18.915>is <00:29:18.917>purely <00:29:18.919>digital,

00:29:18.920 --> 00:29:20.390 align:start position:0%
<00:29:18.920>app <00:29:19.014>experience <00:29:19.109>which <00:29:19.203>is <00:29:19.298>purely <00:29:19.392>digital, <00:29:19.487>this <00:29:19.581>is <00:29:19.676>something <00:29:19.770>we <00:29:19.865>can <00:29:19.959>roll <00:29:20.054>out <00:29:20.148>to <00:29:20.243>a

00:29:20.390 --> 00:29:20.400 align:start position:0%
<00:29:20.390>this <00:29:20.391>is <00:29:20.392>something <00:29:20.393>we <00:29:20.394>can <00:29:20.395>roll <00:29:20.396>out <00:29:20.397>to <00:29:20.399>a

00:29:20.400 --> 00:29:22.590 align:start position:0%
<00:29:20.400>this <00:29:20.493>is <00:29:20.586>something <00:29:20.680>we <00:29:20.773>can <00:29:20.866>roll <00:29:20.960>out <00:29:21.053>to <00:29:21.146>a <00:29:21.240>small <00:29:21.333>segment <00:29:21.426>of <00:29:21.520>customers. <00:29:21.613>The <00:29:21.706>cost <00:29:21.800>of

00:29:22.590 --> 00:29:22.600 align:start position:0%
<00:29:22.590>small <00:29:22.591>segment <00:29:22.592>of <00:29:22.594>customers. <00:29:22.596>The <00:29:22.597>cost <00:29:22.599>of

00:29:22.600 --> 00:29:25.510 align:start position:0%
<00:29:22.600>small <00:29:22.707>segment <00:29:22.815>of <00:29:22.923>customers. <00:29:23.030>The <00:29:23.138>cost <00:29:23.246>of <00:29:23.353>correction <00:29:23.461>is <00:29:23.569>so <00:29:23.676>small, <00:29:23.784>there's <00:29:23.892>no <00:29:24.000>need

00:29:25.510 --> 00:29:25.520 align:start position:0%
<00:29:25.510>correction <00:29:25.511>is <00:29:25.513>so <00:29:25.514>small, <00:29:25.516>there's <00:29:25.517>no <00:29:25.519>need

00:29:25.520 --> 00:29:27.470 align:start position:0%
<00:29:25.520>correction <00:29:25.627>is <00:29:25.735>so <00:29:25.843>small, <00:29:25.950>there's <00:29:26.058>no <00:29:26.166>need <00:29:26.273>to <00:29:26.381>actually <00:29:26.489>make <00:29:26.596>a <00:29:26.704>major <00:29:26.812>effort <00:29:26.920>of

00:29:27.470 --> 00:29:27.480 align:start position:0%
<00:29:27.470>to <00:29:27.471>actually <00:29:27.473>make <00:29:27.474>a <00:29:27.476>major <00:29:27.477>effort <00:29:27.479>of

00:29:27.480 --> 00:29:29.150 align:start position:0%
<00:29:27.480>to <00:29:27.620>actually <00:29:27.760>make <00:29:27.900>a <00:29:28.040>major <00:29:28.180>effort <00:29:28.320>of <00:29:28.460>shifting <00:29:28.600>this <00:29:28.740>to <00:29:28.880>left.

00:29:29.150 --> 00:29:29.160 align:start position:0%
<00:29:29.150>shifting <00:29:29.153>this <00:29:29.156>to <00:29:29.159>left.

00:29:29.160 --> 00:29:31.910 align:start position:0%
<00:29:29.160>shifting <00:29:29.315>this <00:29:29.471>to <00:29:29.626>left. <00:29:29.782>Topics <00:29:29.937>like <00:29:30.093>major <00:29:30.248>let's <00:29:30.404>say <00:29:30.560>agent

00:29:31.910 --> 00:29:31.920 align:start position:0%
<00:29:31.910>Topics <00:29:31.911>like <00:29:31.913>major <00:29:31.915>let's <00:29:31.917>say <00:29:31.919>agent

00:29:31.920 --> 00:29:34.190 align:start position:0%
<00:29:31.920>Topics <00:29:32.027>like <00:29:32.135>major <00:29:32.243>let's <00:29:32.350>say <00:29:32.458>agent <00:29:32.566>security <00:29:32.673>which <00:29:32.781>is <00:29:32.889>very <00:29:32.996>hard <00:29:33.104>to <00:29:33.212>fix <00:29:33.320>if

00:29:34.190 --> 00:29:34.200 align:start position:0%
<00:29:34.190>security <00:29:34.191>which <00:29:34.192>is <00:29:34.193>very <00:29:34.195>hard <00:29:34.196>to <00:29:34.197>fix <00:29:34.199>if

00:29:34.200 --> 00:29:36.110 align:start position:0%
<00:29:34.200>security <00:29:34.287>which <00:29:34.375>is <00:29:34.462>very <00:29:34.550>hard <00:29:34.637>to <00:29:34.725>fix <00:29:34.812>if <00:29:34.900>you <00:29:34.987>have <00:29:35.075>it <00:29:35.162>too <00:29:35.250>late <00:29:35.337>in <00:29:35.425>the <00:29:35.512>process, <00:29:35.600>you

00:29:36.110 --> 00:29:36.120 align:start position:0%
<00:29:36.110>you <00:29:36.111>have <00:29:36.112>it <00:29:36.113>too <00:29:36.114>late <00:29:36.115>in <00:29:36.116>the <00:29:36.117>process, <00:29:36.119>you

00:29:36.120 --> 00:29:37.510 align:start position:0%
<00:29:36.120>you <00:29:36.203>have <00:29:36.286>it <00:29:36.370>too <00:29:36.453>late <00:29:36.536>in <00:29:36.620>the <00:29:36.703>process, <00:29:36.787>you <00:29:36.870>should <00:29:36.954>probably <00:29:37.037>think <00:29:37.120>a <00:29:37.204>little <00:29:37.287>bit <00:29:37.371>early

00:29:37.510 --> 00:29:37.520 align:start position:0%
<00:29:37.510>should <00:29:37.511>probably <00:29:37.513>think <00:29:37.514>a <00:29:37.516>little <00:29:37.517>bit <00:29:37.519>early

00:29:37.520 --> 00:29:40.510 align:start position:0%
<00:29:37.520>should <00:29:37.620>probably <00:29:37.720>think <00:29:37.820>a <00:29:37.920>little <00:29:38.020>bit <00:29:38.120>early <00:29:38.220>about <00:29:38.320>it. <00:29:38.420>And <00:29:38.520>maybe <00:29:38.620>one <00:29:38.720>last <00:29:38.820>thought <00:29:38.920>on

00:29:40.510 --> 00:29:40.520 align:start position:0%
<00:29:40.510>about <00:29:40.511>it. <00:29:40.512>And <00:29:40.513>maybe <00:29:40.515>one <00:29:40.516>last <00:29:40.517>thought <00:29:40.519>on

00:29:40.520 --> 00:29:42.430 align:start position:0%
<00:29:40.520>about <00:29:40.647>it. <00:29:40.774>And <00:29:40.901>maybe <00:29:41.029>one <00:29:41.156>last <00:29:41.283>thought <00:29:41.410>on <00:29:41.538>the <00:29:41.665>topic <00:29:41.792>of <00:29:41.920>ownership.

00:29:42.430 --> 00:29:42.440 align:start position:0%
<00:29:42.430>the <00:29:42.433>topic <00:29:42.436>of <00:29:42.439>ownership.

00:29:42.440 --> 00:29:43.710 align:start position:0%
<00:29:42.440>the <00:29:42.543>topic <00:29:42.647>of <00:29:42.751>ownership. <00:29:42.855>We're <00:29:42.959>all <00:29:43.063>talking <00:29:43.167>about <00:29:43.271>that <00:29:43.375>you <00:29:43.479>need <00:29:43.583>to

00:29:43.710 --> 00:29:43.720 align:start position:0%
<00:29:43.710>We're <00:29:43.711>all <00:29:43.712>talking <00:29:43.713>about <00:29:43.715>that <00:29:43.716>you <00:29:43.717>need <00:29:43.719>to

00:29:43.720 --> 00:29:45.750 align:start position:0%
<00:29:43.720>We're <00:29:43.847>all <00:29:43.974>talking <00:29:44.101>about <00:29:44.229>that <00:29:44.356>you <00:29:44.483>need <00:29:44.610>to <00:29:44.738>rethink <00:29:44.865>a <00:29:44.992>bit <00:29:45.120>ownership

00:29:45.750 --> 00:29:45.760 align:start position:0%
<00:29:45.750>rethink <00:29:45.753>a <00:29:45.756>bit <00:29:45.759>ownership

00:29:45.760 --> 00:29:47.830 align:start position:0%
<00:29:45.760>rethink <00:29:45.887>a <00:29:46.014>bit <00:29:46.141>ownership <00:29:46.269>in <00:29:46.396>the <00:29:46.523>in <00:29:46.650>the <00:29:46.778>world <00:29:46.905>of <00:29:47.032>agentic <00:29:47.160>shipping.

00:29:47.830 --> 00:29:47.840 align:start position:0%
<00:29:47.830>in <00:29:47.831>the <00:29:47.832>in <00:29:47.833>the <00:29:47.835>world <00:29:47.836>of <00:29:47.837>agentic <00:29:47.839>shipping.

00:29:47.840 --> 00:29:49.150 align:start position:0%
<00:29:47.840>in <00:29:47.918>the <00:29:47.997>in <00:29:48.075>the <00:29:48.154>world <00:29:48.233>of <00:29:48.311>agentic <00:29:48.390>shipping. <00:29:48.468>And <00:29:48.547>then <00:29:48.626>it's <00:29:48.704>easy <00:29:48.783>to <00:29:48.861>give <00:29:48.940>somebody <00:29:49.019>a

00:29:49.150 --> 00:29:49.160 align:start position:0%
<00:29:49.150>And <00:29:49.151>then <00:29:49.152>it's <00:29:49.153>easy <00:29:49.155>to <00:29:49.156>give <00:29:49.157>somebody <00:29:49.159>a

00:29:49.160 --> 00:29:50.550 align:start position:0%
<00:29:49.160>And <00:29:49.285>then <00:29:49.410>it's <00:29:49.535>easy <00:29:49.660>to <00:29:49.785>give <00:29:49.910>somebody <00:29:50.035>a <00:29:50.160>the <00:29:50.285>label <00:29:50.411>of

00:29:50.550 --> 00:29:50.560 align:start position:0%
<00:29:50.550>the <00:29:50.554>label <00:29:50.559>of

00:29:50.560 --> 00:29:52.870 align:start position:0%
<00:29:50.560>the <00:29:50.700>label <00:29:50.840>of <00:29:50.980>now <00:29:51.120>a <00:29:51.260>product <00:29:51.399>manager <00:29:51.540>needs <00:29:51.679>to <00:29:51.820>own <00:29:51.960>also

00:29:52.870 --> 00:29:52.880 align:start position:0%
<00:29:52.870>now <00:29:52.871>a <00:29:52.872>product <00:29:52.873>manager <00:29:52.875>needs <00:29:52.876>to <00:29:52.877>own <00:29:52.879>also

00:29:52.880 --> 00:29:55.470 align:start position:0%
<00:29:52.880>now <00:29:52.996>a <00:29:53.113>product <00:29:53.230>manager <00:29:53.346>needs <00:29:53.463>to <00:29:53.580>own <00:29:53.696>also <00:29:53.813>whatever <00:29:53.930>they're <00:29:54.046>defining <00:29:54.163>and <00:29:54.280>shipping.

00:29:55.470 --> 00:29:55.480 align:start position:0%
<00:29:55.470>whatever <00:29:55.472>they're <00:29:55.474>defining <00:29:55.476>and <00:29:55.479>shipping.

00:29:55.480 --> 00:29:57.430 align:start position:0%
<00:29:55.480>whatever <00:29:55.596>they're <00:29:55.713>defining <00:29:55.830>and <00:29:55.946>shipping. <00:29:56.063>I <00:29:56.180>think <00:29:56.296>we're <00:29:56.413>doing <00:29:56.530>making <00:29:56.646>it <00:29:56.763>too <00:29:56.880>easy

00:29:57.430 --> 00:29:57.440 align:start position:0%
<00:29:57.430>I <00:29:57.431>think <00:29:57.432>we're <00:29:57.433>doing <00:29:57.435>making <00:29:57.436>it <00:29:57.437>too <00:29:57.439>easy

00:29:57.440 --> 00:29:59.950 align:start position:0%
<00:29:57.440>I <00:29:57.540>think <00:29:57.640>we're <00:29:57.740>doing <00:29:57.840>making <00:29:57.940>it <00:29:58.040>too <00:29:58.140>easy <00:29:58.240>here. <00:29:58.340>We're <00:29:58.440>giving <00:29:58.540>people <00:29:58.640>a <00:29:58.740>label <00:29:58.840>of

00:29:59.950 --> 00:29:59.960 align:start position:0%
<00:29:59.950>here. <00:29:59.951>We're <00:29:59.953>giving <00:29:59.954>people <00:29:59.956>a <00:29:59.957>label <00:29:59.959>of

00:29:59.960 --> 00:30:01.790 align:start position:0%
<00:29:59.960>here. <00:30:00.067>We're <00:30:00.175>giving <00:30:00.283>people <00:30:00.390>a <00:30:00.498>label <00:30:00.606>of <00:30:00.713>ownership <00:30:00.821>that <00:30:00.929>they <00:30:01.036>cannot <00:30:01.144>live <00:30:01.252>up <00:30:01.360>to

00:30:01.790 --> 00:30:01.800 align:start position:0%
<00:30:01.790>ownership <00:30:01.791>that <00:30:01.793>they <00:30:01.794>cannot <00:30:01.796>live <00:30:01.797>up <00:30:01.799>to

00:30:01.800 --> 00:30:03.430 align:start position:0%
<00:30:01.800>ownership <00:30:01.907>that <00:30:02.015>they <00:30:02.123>cannot <00:30:02.230>live <00:30:02.338>up <00:30:02.446>to <00:30:02.553>because <00:30:02.661>they <00:30:02.769>are <00:30:02.876>not <00:30:02.984>engineers <00:30:03.092>or <00:30:03.200>don't

00:30:03.430 --> 00:30:03.440 align:start position:0%
<00:30:03.430>because <00:30:03.431>they <00:30:03.433>are <00:30:03.434>not <00:30:03.436>engineers <00:30:03.437>or <00:30:03.439>don't

00:30:03.440 --> 00:30:05.310 align:start position:0%
<00:30:03.440>because <00:30:03.567>they <00:30:03.694>are <00:30:03.821>not <00:30:03.949>engineers <00:30:04.076>or <00:30:04.203>don't <00:30:04.330>understand <00:30:04.458>what <00:30:04.585>they're <00:30:04.712>really <00:30:04.840>shipping.

00:30:05.310 --> 00:30:05.320 align:start position:0%
<00:30:05.310>understand <00:30:05.312>what <00:30:05.314>they're <00:30:05.316>really <00:30:05.319>shipping.

00:30:05.320 --> 00:30:07.790 align:start position:0%
<00:30:05.320>understand <00:30:05.436>what <00:30:05.553>they're <00:30:05.669>really <00:30:05.786>shipping. <00:30:05.903>So, <00:30:06.020>hence <00:30:06.136>we <00:30:06.253>are <00:30:06.370>very <00:30:06.486>strict <00:30:06.603>on <00:30:06.720>actually

00:30:07.790 --> 00:30:07.800 align:start position:0%
<00:30:07.790>So, <00:30:07.791>hence <00:30:07.792>we <00:30:07.793>are <00:30:07.795>very <00:30:07.796>strict <00:30:07.797>on <00:30:07.799>actually

00:30:07.800 --> 00:30:09.790 align:start position:0%
<00:30:07.800>So, <00:30:07.916>hence <00:30:08.033>we <00:30:08.149>are <00:30:08.266>very <00:30:08.383>strict <00:30:08.500>on <00:30:08.616>actually <00:30:08.733>assigning <00:30:08.850>only <00:30:08.966>people <00:30:09.083>ownership <00:30:09.200>that

00:30:09.790 --> 00:30:09.800 align:start position:0%
<00:30:09.790>assigning <00:30:09.792>only <00:30:09.794>people <00:30:09.796>ownership <00:30:09.799>that

00:30:09.800 --> 00:30:11.190 align:start position:0%
<00:30:09.800>assigning <00:30:09.904>only <00:30:10.008>people <00:30:10.112>ownership <00:30:10.217>that <00:30:10.321>they <00:30:10.425>can <00:30:10.529>really <00:30:10.634>live <00:30:10.738>up <00:30:10.842>to. <00:30:10.946>And <00:30:11.051>if

00:30:11.190 --> 00:30:11.200 align:start position:0%
<00:30:11.190>they <00:30:11.191>can <00:30:11.192>really <00:30:11.193>live <00:30:11.195>up <00:30:11.196>to. <00:30:11.197>And <00:30:11.199>if

00:30:11.200 --> 00:30:12.430 align:start position:0%
<00:30:11.200>they <00:30:11.285>can <00:30:11.370>really <00:30:11.455>live <00:30:11.540>up <00:30:11.625>to. <00:30:11.710>And <00:30:11.796>if <00:30:11.881>there's <00:30:11.966>a <00:30:12.051>product <00:30:12.136>manager <00:30:12.221>or <00:30:12.307>an

00:30:12.430 --> 00:30:12.440 align:start position:0%
<00:30:12.430>there's <00:30:12.431>a <00:30:12.433>product <00:30:12.435>manager <00:30:12.437>or <00:30:12.439>an

00:30:12.440 --> 00:30:14.790 align:start position:0%
<00:30:12.440>there's <00:30:12.567>a <00:30:12.694>product <00:30:12.821>manager <00:30:12.949>or <00:30:13.076>an <00:30:13.203>engineering <00:30:13.330>manager <00:30:13.458>that <00:30:13.585>can <00:30:13.712>create <00:30:13.840>code

00:30:14.790 --> 00:30:14.800 align:start position:0%
<00:30:14.790>engineering <00:30:14.791>manager <00:30:14.793>that <00:30:14.795>can <00:30:14.797>create <00:30:14.799>code

00:30:14.800 --> 00:30:17.590 align:start position:0%
<00:30:14.800>engineering <00:30:14.893>manager <00:30:14.986>that <00:30:15.080>can <00:30:15.173>create <00:30:15.266>code <00:30:15.360>but <00:30:15.453>cannot <00:30:15.546>fix <00:30:15.639>it, <00:30:15.733>then <00:30:15.826>he <00:30:15.919>is <00:30:16.013>he <00:30:16.106>or <00:30:16.200>she

00:30:17.590 --> 00:30:17.600 align:start position:0%
<00:30:17.590>but <00:30:17.591>cannot <00:30:17.591>fix <00:30:17.592>it, <00:30:17.593>then <00:30:17.594>he <00:30:17.596>is <00:30:17.597>he <00:30:17.598>or <00:30:17.599>she

00:30:17.600 --> 00:30:19.710 align:start position:0%
<00:30:17.600>but <00:30:17.687>cannot <00:30:17.774>fix <00:30:17.862>it, <00:30:17.949>then <00:30:18.037>he <00:30:18.125>is <00:30:18.212>he <00:30:18.300>or <00:30:18.387>she <00:30:18.475>is <00:30:18.562>not <00:30:18.649>allowed <00:30:18.737>to <00:30:18.824>actually <00:30:18.912>ship <00:30:19.000>it.

00:30:19.710 --> 00:30:19.720 align:start position:0%
<00:30:19.710>is <00:30:19.711>not <00:30:19.713>allowed <00:30:19.714>to <00:30:19.716>actually <00:30:19.717>ship <00:30:19.719>it.

00:30:19.720 --> 00:30:21.070 align:start position:0%
<00:30:19.720>is <00:30:19.893>not <00:30:20.067>allowed <00:30:20.240>to <00:30:20.414>actually <00:30:20.587>ship <00:30:20.761>it. <00:30:20.935>Mhm.

00:30:21.070 --> 00:30:21.080 align:start position:0%
Mhm.

00:30:21.080 --> 00:30:23.150 align:start position:0%
<00:30:21.080>Mhm. <00:30:21.280>&gt;&gt; <00:30:21.480>Cool. <00:30:21.679>Prince, <00:30:21.879>final <00:30:22.080>words <00:30:22.280>for <00:30:22.480>people.

00:30:23.150 --> 00:30:23.160 align:start position:0%
<00:30:23.150>&gt;&gt; <00:30:23.151>Cool. <00:30:23.153>Prince, <00:30:23.154>final <00:30:23.156>words <00:30:23.157>for <00:30:23.159>people.

00:30:23.160 --> 00:30:24.710 align:start position:0%
<00:30:23.160>&gt;&gt; <00:30:23.259>Cool. <00:30:23.359>Prince, <00:30:23.458>final <00:30:23.558>words <00:30:23.658>for <00:30:23.757>people. <00:30:23.857>Like <00:30:23.957>what <00:30:24.056>is <00:30:24.156>one <00:30:24.256>thing <00:30:24.355>to <00:30:24.455>get <00:30:24.555>more

00:30:24.710 --> 00:30:24.720 align:start position:0%
<00:30:24.710>Like <00:30:24.711>what <00:30:24.712>is <00:30:24.713>one <00:30:24.715>thing <00:30:24.716>to <00:30:24.717>get <00:30:24.719>more

00:30:24.720 --> 00:30:26.470 align:start position:0%
<00:30:24.720>Like <00:30:24.820>what <00:30:24.920>is <00:30:25.020>one <00:30:25.120>thing <00:30:25.220>to <00:30:25.320>get <00:30:25.420>more <00:30:25.520>confidence <00:30:25.620>in <00:30:25.720>your <00:30:25.820>company <00:30:25.920>when <00:30:26.020>it <00:30:26.120>comes

00:30:26.470 --> 00:30:26.480 align:start position:0%
<00:30:26.470>confidence <00:30:26.471>in <00:30:26.473>your <00:30:26.474>company <00:30:26.476>when <00:30:26.477>it <00:30:26.479>comes

00:30:26.480 --> 00:30:27.790 align:start position:0%
<00:30:26.480>confidence <00:30:26.627>in <00:30:26.774>your <00:30:26.922>company <00:30:27.069>when <00:30:27.216>it <00:30:27.364>comes <00:30:27.511>to <00:30:27.658>shipping?

00:30:27.790 --> 00:30:27.800 align:start position:0%
<00:30:27.790>to <00:30:27.799>shipping?

00:30:27.800 --> 00:30:29.910 align:start position:0%
<00:30:27.800>to <00:30:28.266>shipping? <00:30:28.733>&gt;&gt; <00:30:29.200>Uh

00:30:29.910 --> 00:30:29.920 align:start position:0%
<00:30:29.910>&gt;&gt; <00:30:29.919>Uh

00:30:29.920 --> 00:30:33.390 align:start position:0%
<00:30:29.920>&gt;&gt; <00:30:30.153>Uh <00:30:30.386>You <00:30:30.620>should <00:30:30.853>know <00:30:31.086>that <00:30:31.320>AI-based

00:30:33.390 --> 00:30:33.400 align:start position:0%
<00:30:33.390>You <00:30:33.392>should <00:30:33.394>know <00:30:33.396>that <00:30:33.399>AI-based

00:30:33.400 --> 00:30:35.150 align:start position:0%
<00:30:33.400>You <00:30:33.555>should <00:30:33.711>know <00:30:33.866>that <00:30:34.022>AI-based <00:30:34.177>AI-based <00:30:34.333>verification, <00:30:34.488>you <00:30:34.644>know, <00:30:34.800>test

00:30:35.150 --> 00:30:35.160 align:start position:0%
<00:30:35.150>AI-based <00:30:35.152>verification, <00:30:35.154>you <00:30:35.156>know, <00:30:35.159>test

00:30:35.160 --> 00:30:36.910 align:start position:0%
<00:30:35.160>AI-based <00:30:35.315>verification, <00:30:35.471>you <00:30:35.626>know, <00:30:35.782>test <00:30:35.937>authoring <00:30:36.093>execution, <00:30:36.248>insights, <00:30:36.404>you <00:30:36.560>know,

00:30:36.910 --> 00:30:36.920 align:start position:0%
<00:30:36.910>authoring <00:30:36.912>execution, <00:30:36.914>insights, <00:30:36.916>you <00:30:36.919>know,

00:30:36.920 --> 00:30:38.830 align:start position:0%
<00:30:36.920>authoring <00:30:37.047>execution, <00:30:37.174>insights, <00:30:37.301>you <00:30:37.429>know, <00:30:37.556>what <00:30:37.683>is <00:30:37.810>broken, <00:30:37.938>how <00:30:38.065>to <00:30:38.192>fix <00:30:38.320>it.

00:30:38.830 --> 00:30:38.840 align:start position:0%
<00:30:38.830>what <00:30:38.831>is <00:30:38.832>broken, <00:30:38.834>how <00:30:38.836>to <00:30:38.837>fix <00:30:38.839>it.

00:30:38.840 --> 00:30:41.190 align:start position:0%
<00:30:38.840>what <00:30:38.933>is <00:30:39.026>broken, <00:30:39.120>how <00:30:39.213>to <00:30:39.306>fix <00:30:39.399>it. <00:30:39.493>That <00:30:39.586>is <00:30:39.679>not <00:30:39.773>the <00:30:39.866>future. <00:30:39.959>That <00:30:40.053>is <00:30:40.146>now. <00:30:40.240>You

00:30:41.190 --> 00:30:41.200 align:start position:0%
<00:30:41.190>That <00:30:41.191>is <00:30:41.192>not <00:30:41.193>the <00:30:41.194>future. <00:30:41.195>That <00:30:41.196>is <00:30:41.197>now. <00:30:41.199>You

00:30:41.200 --> 00:30:42.670 align:start position:0%
<00:30:41.200>That <00:30:41.320>is <00:30:41.440>not <00:30:41.560>the <00:30:41.681>future. <00:30:41.801>That <00:30:41.921>is <00:30:42.041>now. <00:30:42.162>You <00:30:42.282>know, <00:30:42.402>it's <00:30:42.523>not

00:30:42.670 --> 00:30:42.680 align:start position:0%
<00:30:42.670>know, <00:30:42.674>it's <00:30:42.679>not

00:30:42.680 --> 00:30:44.470 align:start position:0%
<00:30:42.680>know, <00:30:42.820>it's <00:30:42.960>not <00:30:43.100>just <00:30:43.240>like <00:30:43.380>many <00:30:43.520>of <00:30:43.660>you <00:30:43.800>already <00:30:43.940>used <00:30:44.080>to

00:30:44.470 --> 00:30:44.480 align:start position:0%
<00:30:44.470>just <00:30:44.471>like <00:30:44.472>many <00:30:44.473>of <00:30:44.475>you <00:30:44.476>already <00:30:44.477>used <00:30:44.479>to

00:30:44.480 --> 00:30:46.470 align:start position:0%
<00:30:44.480>just <00:30:44.580>like <00:30:44.680>many <00:30:44.780>of <00:30:44.880>you <00:30:44.980>already <00:30:45.080>used <00:30:45.180>to <00:30:45.280>using <00:30:45.380>codex <00:30:45.480>or <00:30:45.580>cloud <00:30:45.680>or <00:30:45.780>you <00:30:45.880>know,

00:30:46.470 --> 00:30:46.480 align:start position:0%
<00:30:46.470>using <00:30:46.471>codex <00:30:46.473>or <00:30:46.474>cloud <00:30:46.476>or <00:30:46.477>you <00:30:46.479>know,

00:30:46.480 --> 00:30:48.910 align:start position:0%
<00:30:46.480>using <00:30:46.587>codex <00:30:46.695>or <00:30:46.803>cloud <00:30:46.910>or <00:30:47.018>you <00:30:47.126>know, <00:30:47.233>whichever <00:30:47.341>else <00:30:47.449>your <00:30:47.556>tool <00:30:47.664>of <00:30:47.772>choice <00:30:47.880>for

00:30:48.910 --> 00:30:48.920 align:start position:0%
<00:30:48.910>whichever <00:30:48.911>else <00:30:48.913>your <00:30:48.914>tool <00:30:48.916>of <00:30:48.917>choice <00:30:48.919>for

00:30:48.920 --> 00:30:52.630 align:start position:0%
<00:30:48.920>whichever <00:30:49.047>else <00:30:49.174>your <00:30:49.301>tool <00:30:49.429>of <00:30:49.556>choice <00:30:49.683>for <00:30:49.810>day-to-day <00:30:49.938>coding <00:30:50.065>similarly <00:30:50.192>for <00:30:50.320>testing

00:30:52.630 --> 00:30:52.640 align:start position:0%
<00:30:52.630>day-to-day <00:30:52.632>coding <00:30:52.634>similarly <00:30:52.636>for <00:30:52.639>testing

00:30:52.640 --> 00:30:53.270 align:start position:0%
<00:30:52.640>day-to-day <00:30:52.753>coding <00:30:52.866>similarly <00:30:52.980>for <00:30:53.093>testing <00:30:53.206>uh

00:30:53.270 --> 00:30:53.280 align:start position:0%
uh

00:30:53.280 --> 00:30:55.350 align:start position:0%
<00:30:53.280>uh <00:30:53.480>get <00:30:53.680>very <00:30:53.879>familiar <00:30:54.080>with <00:30:54.280>the <00:30:54.480>latest <00:30:54.680>and

00:30:55.350 --> 00:30:55.360 align:start position:0%
<00:30:55.350>get <00:30:55.351>very <00:30:55.352>familiar <00:30:55.354>with <00:30:55.356>the <00:30:55.357>latest <00:30:55.359>and

00:30:55.360 --> 00:30:57.310 align:start position:0%
<00:30:55.360>get <00:30:55.467>very <00:30:55.575>familiar <00:30:55.683>with <00:30:55.790>the <00:30:55.898>latest <00:30:56.006>and <00:30:56.113>greatest. <00:30:56.221>You <00:30:56.329>know, <00:30:56.436>we <00:30:56.544>provide <00:30:56.652>one, <00:30:56.760>but

00:30:57.310 --> 00:30:57.320 align:start position:0%
<00:30:57.310>greatest. <00:30:57.311>You <00:30:57.312>know, <00:30:57.314>we <00:30:57.316>provide <00:30:57.317>one, <00:30:57.319>but

00:30:57.320 --> 00:30:58.910 align:start position:0%
<00:30:57.320>greatest. <00:30:57.413>You <00:30:57.506>know, <00:30:57.600>we <00:30:57.693>provide <00:30:57.786>one, <00:30:57.879>but <00:30:57.973>you <00:30:58.066>don't <00:30:58.159>have <00:30:58.253>to <00:30:58.346>just <00:30:58.439>use <00:30:58.533>us. <00:30:58.626>But <00:30:58.720>the

00:30:58.910 --> 00:30:58.920 align:start position:0%
<00:30:58.910>you <00:30:58.911>don't <00:30:58.912>have <00:30:58.913>to <00:30:58.914>just <00:30:58.915>use <00:30:58.916>us. <00:30:58.917>But <00:30:58.919>the

00:30:58.920 --> 00:31:01.830 align:start position:0%
<00:30:58.920>you <00:30:59.007>don't <00:30:59.095>have <00:30:59.182>to <00:30:59.270>just <00:30:59.357>use <00:30:59.445>us. <00:30:59.532>But <00:30:59.620>the <00:30:59.707>idea <00:30:59.795>is <00:30:59.882>to <00:30:59.970>get <00:31:00.057>familiar <00:31:00.145>with <00:31:00.232>the <00:31:00.320>latest

00:31:01.830 --> 00:31:01.840 align:start position:0%
<00:31:01.830>idea <00:31:01.831>is <00:31:01.832>to <00:31:01.833>get <00:31:01.835>familiar <00:31:01.836>with <00:31:01.837>the <00:31:01.839>latest

00:31:01.840 --> 00:31:03.150 align:start position:0%
<00:31:01.840>idea <00:31:01.924>is <00:31:02.008>to <00:31:02.092>get <00:31:02.176>familiar <00:31:02.261>with <00:31:02.345>the <00:31:02.429>latest <00:31:02.513>that <00:31:02.597>is <00:31:02.682>going <00:31:02.766>on <00:31:02.850>in <00:31:02.934>the <00:31:03.019>verification

00:31:03.150 --> 00:31:03.160 align:start position:0%
<00:31:03.150>that <00:31:03.151>is <00:31:03.153>going <00:31:03.154>on <00:31:03.156>in <00:31:03.157>the <00:31:03.159>verification

00:31:03.160 --> 00:31:05.030 align:start position:0%
<00:31:03.160>that <00:31:03.276>is <00:31:03.393>going <00:31:03.510>on <00:31:03.626>in <00:31:03.743>the <00:31:03.860>verification <00:31:03.976>world <00:31:04.093>as <00:31:04.210>well. <00:31:04.326>Software <00:31:04.443>verification <00:31:04.560>is

00:31:05.030 --> 00:31:05.040 align:start position:0%
<00:31:05.030>world <00:31:05.031>as <00:31:05.033>well. <00:31:05.035>Software <00:31:05.037>verification <00:31:05.039>is

00:31:05.040 --> 00:31:06.230 align:start position:0%
<00:31:05.040>world <00:31:05.193>as <00:31:05.346>well. <00:31:05.499>Software <00:31:05.652>verification <00:31:05.805>is <00:31:05.958>a <00:31:06.111>must.

00:31:06.230 --> 00:31:06.240 align:start position:0%
<00:31:06.230>a <00:31:06.239>must.

00:31:06.240 --> 00:31:09.550 align:start position:0%
<00:31:06.240>a <00:31:06.356>must. <00:31:06.473>Um <00:31:06.590>it <00:31:06.706>is <00:31:06.823>as <00:31:06.940>it <00:31:07.056>is <00:31:07.173>as <00:31:07.290>good <00:31:07.406>as <00:31:07.523>code <00:31:07.640>code

00:31:09.550 --> 00:31:09.560 align:start position:0%
<00:31:09.550>Um <00:31:09.550>it <00:31:09.551>is <00:31:09.552>as <00:31:09.553>it <00:31:09.554>is <00:31:09.555>as <00:31:09.556>good <00:31:09.557>as <00:31:09.558>code <00:31:09.559>code

00:31:09.560 --> 00:31:11.070 align:start position:0%
<00:31:09.560>Um <00:31:09.673>it <00:31:09.786>is <00:31:09.899>as <00:31:10.013>it <00:31:10.126>is <00:31:10.239>as <00:31:10.352>good <00:31:10.466>as <00:31:10.579>code <00:31:10.692>code <00:31:10.805>writing <00:31:10.918>um

00:31:11.070 --> 00:31:11.080 align:start position:0%
<00:31:11.070>writing <00:31:11.079>um

00:31:11.080 --> 00:31:12.550 align:start position:0%
<00:31:11.080>writing <00:31:11.200>um <00:31:11.320>and <00:31:11.440>if <00:31:11.561>you <00:31:11.681>want <00:31:11.801>the <00:31:11.921>best <00:31:12.042>out <00:31:12.162>of <00:31:12.282>the <00:31:12.403>AI

00:31:12.550 --> 00:31:12.560 align:start position:0%
<00:31:12.550>and <00:31:12.551>if <00:31:12.552>you <00:31:12.553>want <00:31:12.553>the <00:31:12.554>best <00:31:12.556>out <00:31:12.557>of <00:31:12.558>the <00:31:12.559>AI

00:31:12.560 --> 00:31:14.470 align:start position:0%
<00:31:12.560>and <00:31:12.647>if <00:31:12.735>you <00:31:12.822>want <00:31:12.909>the <00:31:12.997>best <00:31:13.085>out <00:31:13.172>of <00:31:13.260>the <00:31:13.347>AI <00:31:13.435>world, <00:31:13.522>make <00:31:13.610>sure <00:31:13.697>that <00:31:13.784>you <00:31:13.872>combine <00:31:13.960>the

00:31:14.470 --> 00:31:14.480 align:start position:0%
<00:31:14.470>world, <00:31:14.471>make <00:31:14.473>sure <00:31:14.474>that <00:31:14.476>you <00:31:14.477>combine <00:31:14.479>the

00:31:14.480 --> 00:31:16.110 align:start position:0%
<00:31:14.480>world, <00:31:14.680>make <00:31:14.880>sure <00:31:15.080>that <00:31:15.280>you <00:31:15.480>combine <00:31:15.680>the <00:31:15.880>two.

00:31:16.110 --> 00:31:16.120 align:start position:0%
two.

00:31:16.120 --> 00:31:17.750 align:start position:0%
<00:31:16.120>two. <00:31:16.353>&gt;&gt; <00:31:16.586>Excellent. <00:31:16.820>Well, <00:31:17.053>thanks <00:31:17.286>very <00:31:17.520>much,

00:31:17.750 --> 00:31:17.760 align:start position:0%
<00:31:17.750>&gt;&gt; <00:31:17.751>Excellent. <00:31:17.753>Well, <00:31:17.755>thanks <00:31:17.757>very <00:31:17.759>much,

00:31:17.760 --> 00:31:20.190 align:start position:0%
<00:31:17.760>&gt;&gt; <00:31:17.993>Excellent. <00:31:18.226>Well, <00:31:18.460>thanks <00:31:18.693>very <00:31:18.926>much, <00:31:19.160>Prince.

00:31:20.200 --> 00:31:21.826 align:start position:0%
<00:31:20.200>That <00:31:20.900>was <00:31:21.600>all.

00:31:21.826 --> 00:31:21.836 align:start position:0%
<00:31:21.826>That <00:31:21.830>was <00:31:21.835>all.

00:31:21.836 --> 00:31:23.856 align:start position:0%
<00:31:21.836>That <00:31:22.186>was <00:31:22.536>all. <00:31:22.886>&gt;&gt; <00:31:23.236>[applause]