WEBVTT

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Yeah.

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<00:00:06.235>So <00:00:06.468>there's <00:00:06.701>one <00:00:06.935>effect, <00:00:07.168>a <00:00:07.401>psychological <00:00:07.635>effect,

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<00:00:08.975>which <00:00:09.371>is <00:00:09.767>called <00:00:10.163>retromania.

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<00:00:10.595>And <00:00:10.770>this <00:00:10.945>is, <00:00:11.120>everything <00:00:11.295>in <00:00:11.470>the <00:00:11.645>past <00:00:11.820>was <00:00:11.995>better.

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<00:00:13.715>And <00:00:13.842>if <00:00:13.969>I <00:00:14.096>talk <00:00:14.224>to <00:00:14.351>my <00:00:14.478>parents, <00:00:14.605>uh, <00:00:14.733>they <00:00:14.860>always <00:00:14.987>say, <00:00:15.115>oh,

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<00:00:17.215>everything <00:00:17.431>was <00:00:17.647>better <00:00:17.863>when <00:00:18.079>we <00:00:18.295>were <00:00:18.511>young.

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<00:00:19.285>It's <00:00:19.485>just, <00:00:19.685>if <00:00:19.885>you <00:00:20.085>look <00:00:20.285>at <00:00:20.485>it <00:00:20.685>objectively,

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<00:00:21.565>it's, <00:00:21.880>it's <00:00:22.195>not <00:00:22.509>true.

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<00:00:22.875>My <00:00:23.050>father <00:00:23.225>grew <00:00:23.400>up <00:00:23.575>in <00:00:23.750>the <00:00:23.925>Second <00:00:24.100>World <00:00:24.275>War.

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<00:00:24.615>They <00:00:24.838>did <00:00:25.061>not <00:00:25.284>have <00:00:25.507>enough <00:00:25.731>food.

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<00:00:26.475>Um, <00:00:26.650>then <00:00:26.825>later <00:00:27.000>it <00:00:27.175>was <00:00:27.350>the, <00:00:27.525>the <00:00:27.700>Cold <00:00:27.875>War.

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<00:00:29.395>We <00:00:29.628>had <00:00:29.861>a <00:00:30.095>big <00:00:30.328>crisis, <00:00:30.561>Cuba <00:00:30.794>crisis.

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<00:00:31.675>So, <00:00:31.876>so <00:00:32.077>it, <00:00:32.278>it <00:00:32.479>was <00:00:32.680>not <00:00:32.881>true,

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<00:00:33.155>but <00:00:33.330>it's <00:00:33.505>a <00:00:33.680>psychological <00:00:33.855>effect <00:00:34.030>for, <00:00:34.205>for <00:00:34.380>us <00:00:34.555>humans

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<00:00:36.635>to <00:00:36.909>deal <00:00:37.184>with <00:00:37.458>trauma, <00:00:37.733>right?

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<00:00:37.855>So <00:00:38.135>in <00:00:38.415>the, <00:00:38.694>in <00:00:38.974>the <00:00:39.254>past,

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<00:00:40.715>or <00:00:40.890>if <00:00:41.065>you, <00:00:41.240>if <00:00:41.415>something <00:00:41.590>is <00:00:41.765>in <00:00:41.940>the <00:00:42.115>past,

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<00:00:42.955>and <00:00:43.186>it <00:00:43.417>always <00:00:43.647>looks <00:00:43.879>the <00:00:44.110>good <00:00:44.340>things

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<00:00:46.325>way <00:00:46.558>more <00:00:46.791>than <00:00:47.025>the <00:00:47.258>bad <00:00:47.491>things, <00:00:47.725>right?

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<00:00:48.485>And <00:00:48.723>that <00:00:48.962>leads <00:00:49.200>to, <00:00:49.439>ah,

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<00:00:49.845>in <00:00:50.078>the <00:00:50.311>past <00:00:50.545>was <00:00:50.778>everything <00:00:51.011>was <00:00:51.245>better.

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<00:00:51.805>That's <00:00:51.960>not <00:00:52.116>true. <00:00:52.271>Um, <00:00:52.427>we <00:00:52.582>never <00:00:52.738>had <00:00:52.893>so <00:00:53.049>many, <00:00:53.205>uh,

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<00:00:56.185>so <00:00:56.389>less <00:00:56.593>worse <00:00:56.797>than <00:00:57.001>we <00:00:57.205>have <00:00:57.409>now.

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<00:00:57.755>Child <00:00:58.105>mortality, <00:00:58.455>healthcare <00:00:58.805>and <00:00:59.155>everything.

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<00:01:00.365>So, <00:01:00.639>so, <00:01:00.914>and <00:01:01.188>even <00:01:01.463>worse.

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<00:01:01.765>So, <00:01:01.998>so <00:01:02.231>you <00:01:02.465>look <00:01:02.698>at <00:01:02.931>the <00:01:03.165>news

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<00:01:03.385>and <00:01:03.580>think, <00:01:03.775>oh, <00:01:03.971>it's <00:01:04.166>so <00:01:04.362>bad <00:01:04.557>right <00:01:04.753>now,

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<00:01:04.925>but <00:01:05.172>if <00:01:05.420>you've <00:01:05.667>really <00:01:05.915>counted

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<00:01:06.085>and <00:01:06.225>look <00:01:06.365>at <00:01:06.505>the <00:01:06.645>numbers, <00:01:06.785>it's <00:01:06.925>never <00:01:07.065>been <00:01:07.205>better <00:01:07.345>than <00:01:07.485>before.

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<00:01:08.725>And <00:01:08.925>the <00:01:09.125>problem <00:01:09.324>that <00:01:09.524>we <00:01:09.725>cannot <00:01:09.925>digest <00:01:10.125>this

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<00:01:11.465>with <00:01:11.765>regimen <00:01:12.065>Romania, <00:01:12.365>is

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<00:01:12.535>because <00:01:12.884>our <00:01:13.235>development <00:01:13.585>is <00:01:13.935>exponential,

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<00:01:15.965>and <00:01:16.165>our <00:01:16.365>human <00:01:16.565>brains <00:01:16.765>are <00:01:16.965>not <00:01:17.165>designed <00:01:17.365>to,

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<00:01:19.005>or <00:01:19.238>so <00:01:19.471>they, <00:01:19.705>they're <00:01:19.938>more <00:01:20.171>linear, <00:01:20.405>right?

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<00:01:21.285>And <00:01:21.485>you <00:01:21.685>can, <00:01:21.884>can <00:01:22.085>test <00:01:22.285>this <00:01:22.485>very <00:01:22.685>easily.

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<00:01:23.365>You <00:01:23.539>can <00:01:23.714>just <00:01:23.890>count <00:01:24.065>a <00:01:24.240>very <00:01:24.414>simple <00:01:24.589>exponential <00:01:24.765>curve.

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<00:01:27.085>Say, <00:01:27.365>okay, <00:01:27.645>2, <00:01:27.925>4, <00:01:28.205>8, <00:01:28.485>16,

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<00:01:31.005>and, <00:01:31.145>uh, <00:01:31.285>then <00:01:31.425>just <00:01:31.565>guess, <00:01:31.705>okay, <00:01:31.845>how <00:01:31.985>big <00:01:32.125>will <00:01:32.265>the <00:01:32.405>number?

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<00:01:33.485>We <00:01:33.835>was <00:01:34.185>20, <00:01:34.535>just <00:01:34.885>guess.

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<00:01:35.685>And <00:01:35.965>then <00:01:36.245>people <00:01:36.525>say <00:01:36.805>Thousand, <00:01:37.085>10,000,

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<00:01:38.305>but <00:01:38.460>now <00:01:38.616>it's <00:01:38.771>half <00:01:38.927>a <00:01:39.082>million <00:01:39.238>and <00:01:39.393>it's <00:01:39.549>just <00:01:39.705>21.

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<00:01:41.215>It's <00:01:41.415>1 <00:01:41.615>million <00:01:41.815>because <00:01:42.015>it's <00:01:42.215>a <00:01:42.415>double, <00:01:42.615>right?

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<00:01:43.164>And <00:01:43.272>then <00:01:43.380>you <00:01:43.488>get <00:01:43.595>to <00:01:43.703>30, <00:01:43.811>how <00:01:43.918>much <00:01:44.026>is <00:01:44.134>30? <00:01:44.241>It's <00:01:44.349>half <00:01:44.457>a <00:01:44.565>billion.

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<00:01:46.685>So, <00:01:46.892>so <00:01:47.099>the <00:01:47.306>numbers <00:01:47.513>get <00:01:47.720>really <00:01:47.926>big.

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<00:01:48.065>And <00:01:48.181>our <00:01:48.298>brain <00:01:48.414>is <00:01:48.531>more, <00:01:48.648>we, <00:01:48.765>we, <00:01:48.881>we <00:01:48.998>tend <00:01:49.115>to <00:01:49.231>think <00:01:49.348>more <00:01:49.465>linear.

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<00:01:52.125>And <00:01:52.252>this <00:01:52.379>leads <00:01:52.506>to <00:01:52.634>the <00:01:52.761>effect <00:01:52.888>that, <00:01:53.015>that <00:01:53.143>if <00:01:53.270>you <00:01:53.397>look <00:01:53.525>at

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<00:01:55.365>how <00:01:55.645>we <00:01:55.925>developed <00:01:56.205>as <00:01:56.485>humans, <00:01:56.765>right?

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<00:01:57.025>If <00:01:57.165>you <00:01:57.305>just <00:01:57.445>look <00:01:57.585>at <00:01:57.725>this <00:01:57.865>Iron <00:01:58.005>Age, <00:01:58.145>antiquity, <00:01:58.285>middle <00:01:58.425>age,

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<00:02:00.805>how <00:02:01.005>it <00:02:01.205>went <00:02:01.405>up, <00:02:01.605>the <00:02:01.805>number <00:02:02.005>of <00:02:02.205>people,

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<00:02:02.725>but <00:02:03.074>also <00:02:03.425>the <00:02:03.774>technological <00:02:04.125>advancements,

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<00:02:04.925>the <00:02:05.217>revolutions <00:02:05.509>we <00:02:05.802>had, <00:02:06.095>right?

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<00:02:06.225>The <00:02:06.574>agricultural <00:02:06.925>revolution, <00:02:07.274>industrial <00:02:07.625>revolution,

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<00:02:08.965>um, <00:02:09.586>it's <00:02:10.207>exponential.

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<00:02:10.845>And <00:02:11.044>all <00:02:11.245>the <00:02:11.445>technological <00:02:11.645>advancements <00:02:11.845>we <00:02:12.045>have <00:02:12.245>are

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<00:02:13.585>exponentially, <00:02:13.818>and <00:02:14.051>that's <00:02:14.285>why <00:02:14.518>we <00:02:14.751>guess <00:02:14.985>them,

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<00:02:16.135>it's <00:02:16.340>hard <00:02:16.546>for <00:02:16.751>us <00:02:16.957>to <00:02:17.162>understand <00:02:17.368>them.

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<00:02:17.565>Our <00:02:17.766>brains <00:02:17.966>are <00:02:18.168>not <00:02:18.369>made <00:02:18.570>for <00:02:18.771>that.

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<00:02:19.925>And <00:02:20.100>that's <00:02:20.275>a <00:02:20.450>nice <00:02:20.625>quote <00:02:20.800>here <00:02:20.975>from <00:02:21.150>Bill <00:02:21.325>Gates.

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<00:02:21.704>I <00:02:21.904>really <00:02:22.105>love <00:02:22.304>it's <00:02:22.505>people <00:02:22.704>completely, <00:02:22.904>um, <00:02:23.105>overestimate

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<00:02:26.225>what <00:02:26.381>they <00:02:26.536>can <00:02:26.692>do <00:02:26.849>in <00:02:27.005>one <00:02:27.161>year,

61
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<00:02:27.285>but <00:02:27.747>they <00:02:28.209>completely <00:02:28.671>underestimate

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<00:02:28.825>what <00:02:29.005>they <00:02:29.185>can <00:02:29.365>do <00:02:29.545>in <00:02:29.725>10 <00:02:29.905>years.

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<00:02:30.665>'cause <00:02:30.962>it's <00:02:31.259>like <00:02:31.556>the <00:02:31.853>consistency.

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<00:02:31.985>If <00:02:32.265>you <00:02:32.545>do <00:02:32.825>something <00:02:33.105>more, <00:02:33.385>uh,

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<00:02:33.704>then <00:02:33.984>you <00:02:34.265>have <00:02:34.545>this <00:02:34.825>exponential <00:02:35.105>effect.

66
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<00:02:36.725>But <00:02:37.191>the, <00:02:37.658>um, <00:02:38.125>yeah,

67
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<00:02:40.405>one <00:02:40.638>example <00:02:40.871>is, <00:02:41.105>for <00:02:41.338>example, <00:02:41.571>now <00:02:41.805>ai.

68
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<00:02:42.325>So <00:02:42.674>AI <00:02:43.024>was <00:02:43.375>for <00:02:43.725>me,

69
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<00:02:44.105>like <00:02:44.338>it <00:02:44.571>was <00:02:44.804>always <00:02:45.038>there, <00:02:45.271>machine <00:02:45.505>learning.

70
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<00:02:45.925>And <00:02:46.158>it <00:02:46.391>evolved <00:02:46.625>little <00:02:46.858>for <00:02:47.091>a <00:02:47.325>little.

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<00:02:48.605>And, <00:02:48.804>uh, <00:02:49.005>this <00:02:49.204>was <00:02:49.405>in <00:02:49.605>September <00:02:49.804>to <00:02:50.005>2020.

72
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<00:02:52.525>And <00:02:52.737>I <00:02:52.949>had <00:02:53.162>a <00:02:53.374>keynote <00:02:53.587>there,

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<00:02:53.825>I <00:02:54.000>think <00:02:54.174>it <00:02:54.350>was <00:02:54.524>the <00:02:54.700>developer <00:02:54.875>conference <00:02:55.049>in <00:02:55.225>Cologne.

74
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<00:02:56.725>And, <00:02:56.880>uh, <00:02:57.036>a <00:02:57.191>week <00:02:57.347>before <00:02:57.502>that <00:02:57.658>came, <00:02:57.813>the <00:02:57.969>Arctic <00:02:58.125>Cloud.

75
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<00:02:59.445>It <00:02:59.644>was <00:02:59.845>the <00:03:00.045>first <00:03:00.245>article <00:03:00.445>written <00:03:00.644>by <00:03:00.845>ai.

76
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<00:03:03.305>Uh, <00:03:03.460>and <00:03:03.616>it <00:03:03.771>was <00:03:03.927>already <00:03:04.082>GPTI, <00:03:04.238>I <00:03:04.393>didn't <00:03:04.549>even <00:03:04.705>know

77
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<00:03:05.845>that <00:03:06.079>at <00:03:06.313>that <00:03:06.547>time, <00:03:06.781>right?

78
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<00:03:06.885>Because <00:03:07.351>nobody <00:03:07.818>paid <00:03:08.285>attention,

79
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<00:03:09.165>because <00:03:09.320>the <00:03:09.476>hype <00:03:09.631>started <00:03:09.787>two <00:03:09.942>months, <00:03:10.098>uh, <00:03:10.253>later, <00:03:10.409>I <00:03:10.565>think.

80
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<00:03:12.065>So, <00:03:12.192>uh, <00:03:12.319>but <00:03:12.446>it <00:03:12.574>was <00:03:12.701>there <00:03:12.828>and <00:03:12.955>it <00:03:13.083>was <00:03:13.210>like <00:03:13.337>a <00:03:13.465>development.

81
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<00:03:15.585>Um, <00:03:15.760>but <00:03:15.935>this <00:03:16.110>development <00:03:16.285>since, <00:03:16.460>since <00:03:16.635>it's <00:03:16.810>exponential, <00:03:16.985>um,

82
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<00:03:18.875>they <00:03:19.075>sometimes <00:03:19.275>erupt <00:03:19.475>in <00:03:19.675>these <00:03:19.875>hypes <00:03:20.075>and, <00:03:20.275>or,

83
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<00:03:21.745>or <00:03:21.872>we, <00:03:21.999>we <00:03:22.126>feel <00:03:22.254>it <00:03:22.381>like <00:03:22.508>this, <00:03:22.635>it <00:03:22.763>was <00:03:22.890>like <00:03:23.017>the <00:03:23.145>phone.

84
00:03:23.945 --> 00:03:25.365
<00:03:23.945>So, <00:03:24.200>so <00:03:24.456>we <00:03:24.711>had <00:03:24.967>mobile <00:03:25.223>devices.

85
00:03:25.805 --> 00:03:28.165
<00:03:25.805>Microsoft <00:03:26.005>came <00:03:26.205>out <00:03:26.405>very <00:03:26.605>early <00:03:26.805>with <00:03:27.005>Microsoft <00:03:27.205>device,

86
00:03:28.265 --> 00:03:29.325
<00:03:28.265>uh, <00:03:28.583>with <00:03:28.900>mobile <00:03:29.219>devices.

87
00:03:29.465 --> 00:03:31.245
<00:03:29.465>You <00:03:29.698>could <00:03:29.931>ride <00:03:30.165>on, <00:03:30.398>you <00:03:30.631>could <00:03:30.865>flip.

88
00:03:31.625 --> 00:03:33.405
<00:03:31.625>And <00:03:31.800>then <00:03:31.975>it <00:03:32.150>was <00:03:32.325>like, <00:03:32.500>yeah, <00:03:32.675>nobody <00:03:32.850>wants <00:03:33.025>this.

89
00:03:33.505 --> 00:03:36.085
<00:03:33.505>And <00:03:33.660>then <00:03:33.816>a <00:03:33.971>few <00:03:34.127>years <00:03:34.282>later, <00:03:34.438>hardware, <00:03:34.593>software <00:03:34.749>were <00:03:34.905>together

90
00:03:36.105 --> 00:03:38.005
<00:03:36.105>and <00:03:36.280>suddenly <00:03:36.454>there <00:03:36.630>was <00:03:36.804>a <00:03:36.980>hype <00:03:37.155>and <00:03:37.329>it <00:03:37.505>came.

91
00:03:38.425 --> 00:03:41.965
<00:03:38.425>So, <00:03:38.580>and <00:03:38.736>it <00:03:38.891>does <00:03:39.047>not <00:03:39.202>mean <00:03:39.358>that <00:03:39.513>our, <00:03:39.669>um, <00:03:39.825>the,

92
00:03:41.985 --> 00:03:44.125
<00:03:41.985>the <00:03:42.218>evolution <00:03:42.451>is <00:03:42.685>not <00:03:42.918>exponentially <00:03:43.151>it <00:03:43.385>is,

93
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<00:03:44.425>but <00:03:44.658>just <00:03:44.891>for <00:03:45.125>us <00:03:45.358>to <00:03:45.591>adopt <00:03:45.825>it,

94
00:03:46.725 --> 00:03:48.245
<00:03:46.725>sometimes <00:03:46.998>we <00:03:47.272>need <00:03:47.545>this <00:03:47.819>hype <00:03:48.093>cycles.

95
00:03:48.745 --> 00:03:50.885
<00:03:48.745>And <00:03:48.872>I <00:03:48.999>think <00:03:49.126>that's <00:03:49.254>the <00:03:49.381>question <00:03:49.508>about <00:03:49.635>our, <00:03:49.763>how <00:03:49.890>do <00:03:50.017>we <00:03:50.145>deal

96
00:03:50.885 --> 00:03:53.725
<00:03:50.885>with <00:03:51.040>the <00:03:51.196>AI <00:03:51.351>hype, <00:03:51.507>the <00:03:51.662>hype, <00:03:51.818>where <00:03:51.973>we <00:03:52.129>are <00:03:52.285>in,

97
00:03:53.945 --> 00:03:55.125
<00:03:53.945>and <00:03:54.210>how <00:03:54.476>can <00:03:54.741>we <00:03:55.007>make,

98
00:03:55.865 --> 00:03:58.205
<00:03:55.865>how <00:03:56.040>can <00:03:56.215>we <00:03:56.390>leverage <00:03:56.565>this, <00:03:56.740>uh, <00:03:56.915>for <00:03:57.090>the <00:03:57.265>future?

99
00:04:01.155 --> 00:04:02.235
<00:04:01.155>I <00:04:01.398>had <00:04:01.641>a <00:04:01.884>small <00:04:02.127>introduction.

100
00:04:02.455 --> 00:04:05.595
<00:04:02.455>Uh, <00:04:02.582>I <00:04:02.709>have <00:04:02.836>not <00:04:02.964>to <00:04:03.091>tell <00:04:03.218>too <00:04:03.345>much <00:04:03.473>of <00:04:03.600>myself, <00:04:03.727>Michael <00:04:03.855>Kaufman.

101
00:04:05.855 --> 00:04:08.075
<00:04:05.855>I'm <00:04:06.030>now <00:04:06.204>the <00:04:06.380>enemy, <00:04:06.554>25 <00:04:06.730>years <00:04:06.905>in <00:04:07.079>the <00:04:07.255>industry.

102
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<00:04:08.705>I've <00:04:08.892>been <00:04:09.080>in <00:04:09.267>all <00:04:09.455>roles <00:04:09.642>from <00:04:09.830>dev

103
00:04:09.975 --> 00:04:12.475
<00:04:09.975>to <00:04:10.130>ops <00:04:10.286>somewhere <00:04:10.441>in <00:04:10.597>the <00:04:10.752>center <00:04:10.908>now <00:04:11.063>with <00:04:11.219>dev <00:04:11.375>ops.

104
00:04:13.255 --> 00:04:16.075
<00:04:13.255>And, <00:04:13.430>uh, <00:04:13.605>I <00:04:13.780>wrote <00:04:13.954>some <00:04:14.130>books, <00:04:14.305>uh, <00:04:14.480>about <00:04:14.655>DevOps

105
00:04:16.135 --> 00:04:18.075
<00:04:16.135>and, <00:04:16.368>uh, <00:04:16.601>GitHub <00:04:16.834>over <00:04:17.068>the <00:04:17.301>three <00:04:17.534>years.

106
00:04:18.295 --> 00:04:20.395
<00:04:18.295>And, <00:04:18.450>uh, <00:04:18.606>we <00:04:18.761>have <00:04:18.917>a <00:04:19.072>booth <00:04:19.228>in <00:04:19.383>the <00:04:19.539>other <00:04:19.695>hall

107
00:04:20.505 --> 00:04:21.755
<00:04:20.505>next <00:04:20.786>to <00:04:21.067>the <00:04:21.348>leadership <00:04:21.630>stage.

108
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<00:04:22.175>So <00:04:22.315>any <00:04:22.455>questions <00:04:22.595>later <00:04:22.735>that <00:04:22.875>you <00:04:23.015>get <00:04:23.155>not <00:04:23.295>answered <00:04:23.435>here, <00:04:23.575>uh,

109
00:04:25.275 --> 00:04:26.955
<00:04:25.275>reach <00:04:25.450>out <00:04:25.625>to <00:04:25.799>me <00:04:25.974>or <00:04:26.150>step <00:04:26.325>by <00:04:26.500>our <00:04:26.674>booth.

110
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<00:04:27.035>I <00:04:27.190>will <00:04:27.346>probably <00:04:27.501>be <00:04:27.657>more <00:04:27.812>there <00:04:27.968>most <00:04:28.123>of <00:04:28.279>the <00:04:28.435>time.

111
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<00:04:33.015>Um, <00:04:33.155>yeah, <00:04:33.294>I <00:04:33.435>think <00:04:33.575>I <00:04:33.715>said <00:04:33.854>it's <00:04:33.995>a <00:04:34.135>hype <00:04:34.275>right <00:04:34.414>now

112
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<00:04:37.235>because <00:04:37.585>everybody <00:04:37.935>talks <00:04:38.285>about <00:04:38.635>AI

113
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<00:04:39.295>and <00:04:39.470>I <00:04:39.645>mean, <00:04:39.820>here's <00:04:39.995>no <00:04:40.170>talk <00:04:40.345>at <00:04:40.520>the <00:04:40.695>conference

114
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<00:04:41.195>that <00:04:41.350>does <00:04:41.506>not <00:04:41.661>start <00:04:41.817>with <00:04:41.972>AI <00:04:42.128>and <00:04:42.283>something <00:04:42.439>with <00:04:42.594>h

115
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<00:04:43.355>and <00:04:43.540>so <00:04:43.725>it's, <00:04:43.910>it's <00:04:44.095>kind <00:04:44.280>of <00:04:44.465>a <00:04:44.651>hype,

116
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<00:04:45.335>but <00:04:45.534>I <00:04:45.734>think <00:04:45.935>in <00:04:46.135>total <00:04:46.335>we <00:04:46.534>are <00:04:46.734>more

117
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<00:04:46.955>in <00:04:47.198>an <00:04:47.441>inflection <00:04:47.683>point, <00:04:47.926>right?

118
00:04:48.095 --> 00:04:52.035
<00:04:48.095>So <00:04:48.235>it's, <00:04:48.375>we <00:04:48.515>can <00:04:48.655>see <00:04:48.795>there's <00:04:48.935>a <00:04:49.075>lot <00:04:49.215>of <00:04:49.355>change <00:04:49.495>happening,

119
00:04:52.255 --> 00:04:55.195
<00:04:52.255>and <00:04:52.395>it's <00:04:52.534>really <00:04:52.675>hard <00:04:52.815>for <00:04:52.955>us <00:04:53.094>to <00:04:53.235>guess <00:04:53.375>how <00:04:53.515>it <00:04:53.655>is.

120
00:04:55.655 --> 00:04:58.035
<00:04:55.655>And <00:04:55.810>now <00:04:55.966>you <00:04:56.121>have <00:04:56.277>all <00:04:56.432>these <00:04:56.588>consulting <00:04:56.743>companies <00:04:56.899>that <00:04:57.054>come,

121
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<00:04:58.055>oh, <00:04:58.230>you <00:04:58.405>can <00:04:58.580>save <00:04:58.755>40% <00:04:58.930>and <00:04:59.105>60 <00:04:59.280>and <00:04:59.455>70.

122
00:05:01.055 --> 00:05:02.315
<00:05:01.055>And <00:05:01.338>I <00:05:01.622>was <00:05:01.905>like, <00:05:02.189>where's,

123
00:05:02.315 --> 00:05:03.515
<00:05:02.315>where <00:05:02.495>do <00:05:02.675>they <00:05:02.855>have <00:05:03.034>the <00:05:03.215>numbers <00:05:03.395>from?

124
00:05:03.635 --> 00:05:05.515
<00:05:03.635>I <00:05:03.835>mean, <00:05:04.034>we <00:05:04.235>don't <00:05:04.435>have <00:05:04.635>reliable <00:05:04.835>data <00:05:05.034>yet.

125
00:05:05.565 --> 00:05:08.835
<00:05:05.565>It'll <00:05:05.740>come <00:05:05.915>eventually, <00:05:06.090>but <00:05:06.265>right <00:05:06.440>now <00:05:06.615>we <00:05:06.790>don't <00:05:06.965>know

126
00:05:08.835 --> 00:05:11.235
<00:05:08.835>because <00:05:09.114>the <00:05:09.395>evolution <00:05:09.674>is <00:05:09.955>so <00:05:10.234>fast.

127
00:05:12.735 --> 00:05:17.475
<00:05:12.735>And <00:05:12.842>so <00:05:12.950>I <00:05:13.058>wanna <00:05:13.165>take <00:05:13.273>a, <00:05:13.381>a <00:05:13.488>look <00:05:13.596>in <00:05:13.704>the <00:05:13.811>past <00:05:13.919>with <00:05:14.027>you, <00:05:14.135>um,

128
00:05:17.745 --> 00:05:20.235
<00:05:17.745>when <00:05:18.445>technological <00:05:19.145>revolutions

129
00:05:21.175 --> 00:05:22.635
<00:05:21.175>had <00:05:21.394>a <00:05:21.613>big <00:05:21.832>impact <00:05:22.051>on <00:05:22.270>our <00:05:22.489>lives,

130
00:05:23.055 --> 00:05:27.715
<00:05:23.055>and, <00:05:23.230>um, <00:05:23.405>I <00:05:23.580>think <00:05:23.755>all <00:05:23.930>this <00:05:24.105>big <00:05:24.280>technological <00:05:24.455>revolutions,

131
00:05:27.715 --> 00:05:29.875
<00:05:27.715>and <00:05:27.994>I'm <00:05:28.275>skipping <00:05:28.554>the <00:05:28.835>agricultural <00:05:29.114>revolutions,

132
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<00:05:29.945>they <00:05:30.145>had <00:05:30.344>an <00:05:30.545>impact <00:05:30.745>not <00:05:30.945>only <00:05:31.145>on <00:05:31.344>business,

133
00:05:32.135 --> 00:05:34.355
<00:05:32.135>but <00:05:32.368>also <00:05:32.601>on <00:05:32.835>our <00:05:33.068>private <00:05:33.301>lives, <00:05:33.534>right?

134
00:05:34.775 --> 00:05:37.075
<00:05:34.775>So <00:05:35.008>the <00:05:35.241>industrial <00:05:35.474>revolution, <00:05:35.708>with <00:05:35.941>the <00:05:36.174>invention

135
00:05:37.135 --> 00:05:39.675
<00:05:37.135>of <00:05:37.335>the <00:05:37.534>steam <00:05:37.735>machine, <00:05:37.935>it <00:05:38.135>made <00:05:38.335>it <00:05:38.534>possible

136
00:05:39.675 --> 00:05:42.675
<00:05:39.675>that <00:05:39.875>we <00:05:40.075>could <00:05:40.275>produce <00:05:40.475>mass <00:05:40.675>products <00:05:40.875>really <00:05:41.075>cheap.

137
00:05:43.335 --> 00:05:47.115
<00:05:43.335>Um, <00:05:43.462>it <00:05:43.589>lead <00:05:43.716>to <00:05:43.844>a <00:05:43.971>lot <00:05:44.098>of <00:05:44.225>changes <00:05:44.353>in <00:05:44.480>the <00:05:44.607>culture, <00:05:44.734>uh,

138
00:05:47.115 --> 00:05:49.995
<00:05:47.115>organization, <00:05:47.815>um, <00:05:48.515>mobilization,

139
00:05:49.995 --> 00:05:52.275
<00:05:49.995>but <00:05:50.275>also <00:05:50.555>affordable <00:05:50.835>products, <00:05:51.115>economic <00:05:51.395>growth.

140
00:05:52.775 --> 00:05:55.435
<00:05:52.775>But <00:05:52.914>it <00:05:53.054>also <00:05:53.195>had <00:05:53.335>a <00:05:53.474>lot <00:05:53.614>of <00:05:53.755>negative <00:05:53.895>side <00:05:54.034>effects, <00:05:54.174>right?

141
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<00:05:55.495>Health <00:05:55.775>was <00:05:56.055>a <00:05:56.335>problem, <00:05:56.615>uh, <00:05:56.895>pollution.

142
00:05:59.025 --> 00:06:02.805
<00:05:59.025>Um, <00:05:59.180>yeah, <00:05:59.336>also, <00:05:59.491>so <00:05:59.647>the, <00:05:59.802>the <00:05:59.958>work <00:06:00.113>conditions <00:06:00.269>people <00:06:00.424>had,

143
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<00:06:02.805>so <00:06:02.980>it <00:06:03.155>had <00:06:03.330>a <00:06:03.505>lot <00:06:03.680>of <00:06:03.855>negative <00:06:04.030>side <00:06:04.205>effects,

144
00:06:04.705 --> 00:06:06.925
<00:06:04.705>but <00:06:04.938>it <00:06:05.171>changed <00:06:05.405>completely <00:06:05.638>how <00:06:05.871>we <00:06:06.104>lived.

145
00:06:07.585 --> 00:06:10.365
<00:06:07.585>So <00:06:07.784>if <00:06:07.984>you <00:06:08.185>compare <00:06:08.385>these <00:06:08.585>two <00:06:08.784>images, <00:06:08.984>1900

146
00:06:10.855 --> 00:06:12.445
<00:06:10.855>where <00:06:11.135>you <00:06:11.415>only <00:06:11.695>see <00:06:11.975>horse <00:06:12.255>carriages,

147
00:06:12.785 --> 00:06:16.085
<00:06:12.785>and <00:06:12.901>then <00:06:13.018>later <00:06:13.135>you <00:06:13.251>see <00:06:13.368>a <00:06:13.485>few <00:06:13.601>years <00:06:13.718>later <00:06:13.835>only <00:06:13.951>cars <00:06:14.068>in <00:06:14.185>the

148
00:06:16.085 --> 00:06:17.965
<00:06:16.085>street <00:06:16.240>and, <00:06:16.396>and <00:06:16.551>also <00:06:16.707>the, <00:06:16.862>the <00:06:17.018>size <00:06:17.173>of <00:06:17.329>the <00:06:17.484>cities,

149
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<00:06:17.985>you <00:06:18.157>had <00:06:18.329>a <00:06:18.501>lot <00:06:18.674>of <00:06:18.846>people <00:06:19.018>moving <00:06:19.191>there.

150
00:06:19.545 --> 00:06:23.765
<00:06:19.545>So <00:06:19.745>it <00:06:19.945>completely <00:06:20.145>changed <00:06:20.345>our, <00:06:20.545>um, <00:06:20.745>our <00:06:20.945>society.

151
00:06:25.635 --> 00:06:28.565
<00:06:25.635>Then <00:06:25.810>from <00:06:25.985>the <00:06:26.159>seventies, <00:06:26.335>we <00:06:26.510>had <00:06:26.685>the <00:06:26.860>digital <00:06:27.034>revolution,

152
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<00:06:28.585>and <00:06:28.784>the <00:06:28.984>digital <00:06:29.185>revolution <00:06:29.385>came <00:06:29.585>in <00:06:29.784>waves, <00:06:29.984>right?

153
00:06:30.645 --> 00:06:32.325
<00:06:30.645>So <00:06:30.844>we <00:06:31.044>had <00:06:31.245>the <00:06:31.445>internet, <00:06:31.645>we <00:06:31.844>had <00:06:32.044>cloud,

154
00:06:32.345 --> 00:06:34.285
<00:06:32.345>we <00:06:32.625>had <00:06:32.905>mobile, <00:06:33.185>we <00:06:33.465>had <00:06:33.745>IOT.

155
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<00:06:34.915>Some <00:06:35.148>had <00:06:35.381>a <00:06:35.615>bigger <00:06:35.848>impact <00:06:36.081>than <00:06:36.315>others,

156
00:06:36.905 --> 00:06:39.885
<00:06:36.905>but <00:06:37.032>all <00:06:37.159>had <00:06:37.286>a <00:06:37.414>big <00:06:37.541>impact <00:06:37.668>on <00:06:37.795>business <00:06:37.923>and <00:06:38.050>on <00:06:38.177>our <00:06:38.304>lives.

157
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<00:06:41.784>So <00:06:41.924>this <00:06:42.064>is <00:06:42.205>how <00:06:42.344>we <00:06:42.484>used <00:06:42.624>to <00:06:42.765>watch, <00:06:42.905>uh, <00:06:43.044>concerts <00:06:43.184>alive.

158
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<00:06:46.905>And <00:06:47.060>now <00:06:47.216>we <00:06:47.371>tend <00:06:47.527>to <00:06:47.682>watch <00:06:47.838>them <00:06:47.993>through <00:06:48.149>the <00:06:48.304>phones

159
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<00:06:49.245>of <00:06:49.381>all <00:06:49.517>the <00:06:49.653>people <00:06:49.789>that <00:06:49.925>are <00:06:50.061>in <00:06:50.197>front <00:06:50.333>of <00:06:50.469>us.

160
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<00:06:50.605>Yeah. <00:06:50.838>So <00:06:51.071>to <00:06:51.305>share <00:06:51.538>it <00:06:51.771>with <00:06:52.005>people

161
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<00:06:52.885>that <00:06:53.060>could <00:06:53.235>easily <00:06:53.409>watch <00:06:53.585>a <00:06:53.760>video <00:06:53.935>from <00:06:54.110>someone <00:06:54.284>else,

162
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<00:06:54.995>much <00:06:55.135>better <00:06:55.275>recorded, <00:06:55.415>but <00:06:55.555>just, <00:06:55.695>just <00:06:55.835>the <00:06:55.975>way <00:06:56.115>we <00:06:56.255>watch <00:06:56.395>now,

163
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<00:06:57.845>what <00:06:58.125>mobile <00:06:58.405>phones <00:06:58.685>did <00:06:58.965>to <00:06:59.245>us.

164
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<00:07:00.305>Or <00:07:00.480>there <00:07:00.655>are <00:07:00.830>countries <00:07:01.005>where <00:07:01.180>you <00:07:01.355>have <00:07:01.530>separate <00:07:01.705>lanes

165
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<00:07:03.745>for <00:07:03.885>people <00:07:04.025>that <00:07:04.165>work <00:07:04.305>with <00:07:04.445>a <00:07:04.585>phone <00:07:04.725>in <00:07:04.865>their <00:07:05.005>hand, <00:07:05.145>uh,

166
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<00:07:06.945>and <00:07:07.224>slower, <00:07:07.505>so <00:07:07.784>to <00:07:08.065>not <00:07:08.344>impact.

167
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<00:07:08.865>And, <00:07:08.972>uh, <00:07:09.080>so <00:07:09.188>they <00:07:09.295>also <00:07:09.403>have <00:07:09.511>a <00:07:09.618>lot <00:07:09.726>of <00:07:09.834>changes <00:07:09.941>on <00:07:10.049>how <00:07:10.157>we <00:07:10.265>live.

168
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<00:07:13.585>And, <00:07:13.864>and <00:07:14.145>it <00:07:14.424>will <00:07:14.705>keep <00:07:14.984>changing.

169
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<00:07:16.625>And <00:07:16.780>of <00:07:16.936>course <00:07:17.091>a <00:07:17.247>lot <00:07:17.402>of <00:07:17.558>impact <00:07:17.713>on <00:07:17.869>the <00:07:18.025>businesses.

170
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<00:07:19.045>A <00:07:19.220>lot <00:07:19.395>of <00:07:19.570>businesses <00:07:19.745>went <00:07:19.920>out <00:07:20.095>of, <00:07:20.270>uh, <00:07:20.445>business

171
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<00:07:21.725>because <00:07:22.061>of <00:07:22.397>the <00:07:22.733>changes.

172
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<00:07:23.465>For <00:07:23.698>example, <00:07:23.931>Kodak, <00:07:24.164>you <00:07:24.398>all <00:07:24.631>know <00:07:24.864>Kodak,

173
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<00:07:25.875>they <00:07:26.100>went <00:07:26.325>into <00:07:26.550>the <00:07:26.775>photo <00:07:27.000>business,

174
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<00:07:27.345>and <00:07:27.578>ironically, <00:07:27.811>they <00:07:28.045>invented <00:07:28.278>the <00:07:28.511>digital <00:07:28.745>camera

175
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<00:07:30.665>and <00:07:30.898>they <00:07:31.131>kept <00:07:31.365>it <00:07:31.598>in <00:07:31.831>their <00:07:32.065>shelves

176
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<00:07:32.284>because <00:07:32.440>they <00:07:32.596>did <00:07:32.751>not <00:07:32.907>want <00:07:33.062>to <00:07:33.218>disrupt <00:07:33.373>their <00:07:33.529>photo <00:07:33.684>business.

177
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<00:07:35.865>And <00:07:36.070>now <00:07:36.275>they're <00:07:36.480>out <00:07:36.685>of <00:07:36.891>business.

178
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<00:07:37.475>Blockbuster, <00:07:37.708>Nokia, <00:07:37.941>Blackberry, <00:07:38.175>a <00:07:38.408>lot <00:07:38.641>of <00:07:38.875>companies

179
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<00:07:42.284>that <00:07:42.440>just, <00:07:42.596>they <00:07:42.751>missed <00:07:42.907>the <00:07:43.062>hype, <00:07:43.218>they <00:07:43.373>missed <00:07:43.529>the <00:07:43.684>changes,

180
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<00:07:45.115>they <00:07:45.348>relied <00:07:45.581>too <00:07:45.815>much <00:07:46.048>on <00:07:46.281>their <00:07:46.515>old

181
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<00:07:49.005>business <00:07:49.284>model <00:07:49.565>without <00:07:49.844>adapting <00:07:50.125>the <00:07:50.405>new

182
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<00:07:50.805>technological <00:07:51.741>changes.

183
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<00:07:53.265>And <00:07:53.440>of <00:07:53.615>course, <00:07:53.789>not <00:07:53.965>all <00:07:54.140>predictions <00:07:54.315>are, <00:07:54.490>um, <00:07:54.664>true.

184
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<00:07:57.445>Then <00:07:57.620>a <00:07:57.795>lot <00:07:57.969>of <00:07:58.145>these <00:07:58.320>predictions <00:07:58.495>that <00:07:58.670>come, <00:07:58.844>uh,

185
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<00:07:59.945>in <00:08:00.224>these <00:08:00.505>hypes <00:08:00.784>then <00:08:01.065>are <00:08:01.344>wrong.

186
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<00:08:02.945>And <00:08:03.264>that's <00:08:03.584>often <00:08:03.903>these <00:08:04.223>people

187
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<00:08:04.365>that <00:08:04.609>try <00:08:04.854>to <00:08:05.099>predict <00:08:05.344>the <00:08:05.589>future.

188
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<00:08:06.075>Like <00:08:06.275>the <00:08:06.474>big <00:08:06.675>consulting <00:08:06.875>companies <00:08:07.075>now <00:08:07.275>that <00:08:07.474>predict

189
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<00:08:09.365>that <00:08:09.540>you <00:08:09.715>can <00:08:09.890>lay <00:08:10.065>off <00:08:10.240>60% <00:08:10.415>of <00:08:10.590>your <00:08:10.765>people

190
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<00:08:12.025>or <00:08:12.224>something <00:08:12.424>that's, <00:08:12.625>uh, <00:08:12.825>probably, <00:08:13.025>we <00:08:13.224>don't <00:08:13.424>know.

191
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<00:08:15.315>It's, <00:08:15.532>uh, <00:08:15.750>just <00:08:15.968>we <00:08:16.186>don't <00:08:16.404>know.

192
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<00:08:16.525>So <00:08:16.758>it's <00:08:16.991>predictions <00:08:17.224>and <00:08:17.458>often <00:08:17.691>they're <00:08:17.924>wrong.

193
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<00:08:20.905>So <00:08:21.044>ai, <00:08:21.184>is <00:08:21.325>it <00:08:21.465>a <00:08:21.604>new <00:08:21.744>wave? <00:08:21.885>Is <00:08:22.025>it <00:08:22.164>a <00:08:22.304>revolution?

194
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<00:08:25.705>How <00:08:25.967>big <00:08:26.230>will <00:08:26.493>the <00:08:26.756>impact <00:08:27.019>be?

195
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<00:08:28.035>And <00:08:28.175>uh, <00:08:28.315>a <00:08:28.455>lot <00:08:28.595>of <00:08:28.735>people <00:08:28.875>right <00:08:29.015>now, <00:08:29.155>they <00:08:29.295>say, <00:08:29.435>ah,

196
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<00:08:31.045>AI's <00:08:31.325>not <00:08:31.605>still, <00:08:31.885>not <00:08:32.164>yet <00:08:32.445>ready.

197
00:08:33.035 --> 00:08:35.295
<00:08:33.034>And, <00:08:33.209>uh, <00:08:33.385>the <00:08:33.559>code <00:08:33.735>dust <00:08:33.909>right, <00:08:34.084>is <00:08:34.260>not <00:08:34.434>good.

198
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<00:08:35.914>And, <00:08:36.070>uh, <00:08:36.226>I <00:08:36.381>just <00:08:36.537>wanna <00:08:36.692>compare <00:08:36.848>it <00:08:37.003>with <00:08:37.159>a <00:08:37.314>few

199
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<00:08:38.645>thoughts <00:08:38.924>from <00:08:39.204>people <00:08:39.485>with <00:08:39.765>other <00:08:40.044>technologies.

200
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<00:08:40.825>So <00:08:41.000>there <00:08:41.175>in <00:08:41.350>Ook <00:08:41.525>said, <00:08:41.700>television <00:08:41.875>won't <00:08:42.050>last <00:08:42.225>long

201
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<00:08:44.405>because <00:08:44.560>people <00:08:44.716>will <00:08:44.871>not <00:08:45.027>sit <00:08:45.182>at <00:08:45.338>home <00:08:45.493>and <00:08:45.649>watch <00:08:45.805>investing

202
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<00:08:47.445>because <00:08:47.725>he <00:08:48.005>was <00:08:48.285>from <00:08:48.565>Fox, <00:08:48.845>right?

203
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<00:08:49.045>So <00:08:49.357>they <00:08:49.669>were <00:08:49.981>cinema

204
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<00:08:51.065>and <00:08:51.220>uh, <00:08:51.376>yeah, <00:08:51.531>I <00:08:51.687>think <00:08:51.842>television, <00:08:51.998>yes, <00:08:52.153>was <00:08:52.309>a <00:08:52.465>thing.

205
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<00:08:55.705>And <00:08:55.860>uh, <00:08:56.016>Ken <00:08:56.171>Olson <00:08:56.327>said <00:08:56.482>there's <00:08:56.638>no <00:08:56.793>reason <00:08:56.949>anyone <00:08:57.105>would

206
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<00:08:58.965>want <00:08:59.159>a <00:08:59.353>computer <00:08:59.548>in <00:08:59.742>their <00:08:59.937>home.

207
00:09:00.385 --> 00:09:02.205
<00:09:00.385>And <00:09:00.618>uh, <00:09:00.851>I <00:09:01.085>guess <00:09:01.318>there <00:09:01.551>is <00:09:01.785>what,

208
00:09:03.105 --> 00:09:07.485
<00:09:03.105>and, <00:09:03.232>uh, <00:09:03.359>yeah, <00:09:03.486>uh, <00:09:03.614>Clifford <00:09:03.741>Stall, <00:09:03.868>the <00:09:03.995>internet <00:09:04.123>is <00:09:04.250>a <00:09:04.377>far <00:09:04.505>so

209
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<00:09:08.365>I <00:09:08.540>think <00:09:08.715>with <00:09:08.890>every <00:09:09.065>revolution <00:09:09.240>there <00:09:09.415>come <00:09:09.590>people <00:09:09.765>that,

210
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<00:09:10.675>that <00:09:10.830>are <00:09:10.986>say <00:09:11.141>that <00:09:11.297>it's, <00:09:11.452>it's <00:09:11.608>just <00:09:11.763>a <00:09:11.919>temporary <00:09:12.074>thing.

211
00:09:13.665 --> 00:09:16.165
<00:09:13.665>And, <00:09:13.792>uh, <00:09:13.919>now <00:09:14.046>a <00:09:14.174>lot <00:09:14.301>of <00:09:14.428>people <00:09:14.555>say, <00:09:14.683>now, <00:09:14.810>ai, <00:09:14.937>it <00:09:15.064>will,

212
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<00:09:16.185>it <00:09:16.462>will <00:09:16.739>not <00:09:17.016>disrupt <00:09:17.293>our <00:09:17.571>industry

213
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<00:09:17.725>because <00:09:18.005>our <00:09:18.285>industry, <00:09:18.565>where's <00:09:18.845>the <00:09:19.125>solid?

214
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<00:09:20.205>I <00:09:20.321>took <00:09:20.438>a <00:09:20.555>few <00:09:20.671>years, <00:09:20.788>this <00:09:20.905>was <00:09:21.021>before <00:09:21.138>the <00:09:21.255>thing <00:09:21.371>with <00:09:21.488>a <00:09:21.605>lawyer

215
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<00:09:22.905>and <00:09:23.160>said, <00:09:23.416>well, <00:09:23.671>lawyer <00:09:23.927>or <00:09:24.183>something,

216
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<00:09:24.445>I <00:09:24.620>think <00:09:24.795>we <00:09:24.970>will <00:09:25.145>disrupt <00:09:25.320>this <00:09:25.495>industry <00:09:25.670>a <00:09:25.845>lot

217
00:09:26.245 --> 00:09:27.565
<00:09:26.245>because <00:09:26.482>in <00:09:26.720>a <00:09:26.957>lot <00:09:27.195>of <00:09:27.433>cases,

218
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<00:09:27.885>I <00:09:28.040>will <00:09:28.196>give <00:09:28.351>you <00:09:28.507>the <00:09:28.662>better <00:09:28.818>answer <00:09:28.973>than <00:09:29.129>the <00:09:29.285>lawyer.

219
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<00:09:29.545>And <00:09:29.793>they <00:09:30.041>didn't <00:09:30.290>believe <00:09:30.538>me, <00:09:30.786>said,

220
00:09:30.925 --> 00:09:32.045
<00:09:30.925>no, <00:09:31.176>no, <00:09:31.429>no, <00:09:31.680>that's <00:09:31.933>impossible.

221
00:09:32.045 --> 00:09:33.325
<00:09:32.045>That's <00:09:32.621>impossible. <00:09:33.197>Um,

222
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<00:09:33.705>AI <00:09:33.905>will <00:09:34.105>never <00:09:34.305>replace <00:09:34.505>humans <00:09:34.705>in <00:09:34.905>our <00:09:35.105>industry,

223
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<00:09:36.385>and <00:09:36.618>we'll <00:09:36.851>see <00:09:37.085>in <00:09:37.318>a <00:09:37.551>few <00:09:37.785>years.

224
00:09:39.895 --> 00:09:44.285
<00:09:39.895>Um, <00:09:40.050>so <00:09:40.206>if <00:09:40.361>you <00:09:40.517>look <00:09:40.672>just <00:09:40.828>back <00:09:40.983>a <00:09:41.139>little <00:09:41.295>bit,

225
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<00:09:44.385>how <00:09:44.618>AI <00:09:44.851>evolved <00:09:45.085>over <00:09:45.318>the <00:09:45.551>years, <00:09:45.785>right?

226
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<00:09:46.385>So <00:09:46.585>I <00:09:46.785>think <00:09:46.985>first <00:09:47.185>mentions <00:09:47.385>were <00:09:47.585>1940 <00:09:47.785>something

227
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<00:09:50.345>and <00:09:51.745>coin,

228
00:09:51.945 --> 00:09:54.205
<00:09:51.945>but <00:09:52.178>then <00:09:52.411>in <00:09:52.645>the <00:09:52.878>late <00:09:53.111>fifties, <00:09:53.345>sixties,

229
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<00:09:54.715>they <00:09:54.995>were <00:09:55.275>like <00:09:55.555>early <00:09:55.835>adoptions, <00:09:56.115>but,

230
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<00:09:56.825>but <00:09:57.025>then <00:09:57.225>there <00:09:57.425>was <00:09:57.625>like <00:09:57.825>an <00:09:58.025>AI <00:09:58.225>winter,

231
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<00:09:59.115>then <00:09:59.270>we <00:09:59.426>had <00:09:59.581>like <00:09:59.737>in <00:09:59.892>the, <00:10:00.048>in <00:10:00.203>the <00:10:00.359>eighties, <00:10:00.515>nineties,

232
00:10:01.125 --> 00:10:02.805
<00:10:01.125>some <00:10:01.475>expert <00:10:01.825>systems, <00:10:02.175>machine <00:10:02.525>learning,

233
00:10:03.265 --> 00:10:04.485
<00:10:03.265>uh, <00:10:03.631>very <00:10:03.997>complex <00:10:04.363>system.

234
00:10:04.625 --> 00:10:06.285
<00:10:04.625>And <00:10:04.825>then <00:10:05.025>again, <00:10:05.225>we <00:10:05.425>had <00:10:05.625>a <00:10:05.825>long <00:10:06.025>winter.

235
00:10:07.185 --> 00:10:10.685
<00:10:07.185>In <00:10:07.340>2000, <00:10:07.496>I <00:10:07.651>wrote <00:10:07.807>my <00:10:07.962>master <00:10:08.118>thesis <00:10:08.273>about <00:10:08.429>data <00:10:08.584>warehousing

236
00:10:10.705 --> 00:10:12.525
<00:10:10.705>and <00:10:11.055>machine <00:10:11.405>learning <00:10:11.755>and <00:10:12.105>eCommerce.

237
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<00:10:12.945>So <00:10:13.210>it <00:10:13.476>was <00:10:13.741>a <00:10:14.007>thing,

238
00:10:14.145 --> 00:10:17.605
<00:10:14.145>but <00:10:14.319>it <00:10:14.495>was <00:10:14.670>like <00:10:14.845>very <00:10:15.020>theoretical, <00:10:15.194>big <00:10:15.370>projects <00:10:15.545>involved,

239
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<00:10:17.885>hardware, <00:10:18.317>million <00:10:18.749>of <00:10:19.181>investments.

240
00:10:19.345 --> 00:10:21.405
<00:10:19.345>It <00:10:19.520>was <00:10:19.695>still <00:10:19.870>like <00:10:20.045>a <00:10:20.220>very, <00:10:20.395>uh, <00:10:20.570>expert <00:10:20.745>system.

241
00:10:22.065 --> 00:10:25.795
<00:10:22.065>But <00:10:22.265>then, <00:10:22.465>um, <00:10:22.665>yeah, <00:10:22.865>the <00:10:23.065>beginning <00:10:23.265>of <00:10:23.465>2000,

242
00:10:26.575 --> 00:10:27.875
<00:10:26.575>it, <00:10:26.867>it <00:10:27.160>got <00:10:27.452>more, <00:10:27.745>right?

243
00:10:27.935 --> 00:10:30.115
<00:10:27.935>So, <00:10:28.135>so <00:10:28.334>we <00:10:28.535>had <00:10:28.734>machine <00:10:28.935>learning, <00:10:29.135>deep <00:10:29.334>learning,

244
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<00:10:30.895>and, <00:10:31.095>uh, <00:10:31.295>so, <00:10:31.495>so <00:10:31.694>especially <00:10:31.895>in <00:10:32.095>the <00:10:32.295>background,

245
00:10:33.775 --> 00:10:35.715
<00:10:33.775>mathematically, <00:10:34.125>a <00:10:34.475>lot <00:10:34.824>of <00:10:35.175>changed.

246
00:10:36.255 --> 00:10:38.675
<00:10:36.255>But <00:10:36.410>then <00:10:36.566>the <00:10:36.721>last <00:10:36.877>years <00:10:37.032>we <00:10:37.188>had <00:10:37.343>like <00:10:37.499>gen <00:10:37.655>ai,

247
00:10:38.935 --> 00:10:42.195
<00:10:38.935>and <00:10:39.062>now <00:10:39.189>I, <00:10:39.316>I, <00:10:39.444>um, <00:10:39.571>with <00:10:39.698>agen, <00:10:39.825>I <00:10:39.953>think <00:10:40.080>a <00:10:40.207>very <00:10:40.334>big

248
00:10:43.055 --> 00:10:45.195
<00:10:43.055>impact <00:10:43.288>in <00:10:43.521>a <00:10:43.755>very <00:10:43.988>short <00:10:44.221>time, <00:10:44.454>right?

249
00:10:45.195 --> 00:10:46.595
<00:10:45.195>So <00:10:45.447>this <00:10:45.699>is <00:10:45.951>the <00:10:46.203>smallest <00:10:46.455>box,

250
00:10:46.935 --> 00:10:48.435
<00:10:46.935>but <00:10:47.160>it <00:10:47.385>had <00:10:47.609>like <00:10:47.834>the <00:10:48.060>biggest <00:10:48.285>impact.

251
00:10:48.855 --> 00:10:50.355
<00:10:48.855>So <00:10:49.023>if <00:10:49.192>you <00:10:49.361>look <00:10:49.530>at <00:10:49.698>that <00:10:49.867>curve, <00:10:50.036>right, <00:10:50.205>the,

252
00:10:50.415 --> 00:10:52.715
<00:10:50.415>the <00:10:50.765>evolution <00:10:51.115>is <00:10:51.464>still <00:10:51.814>exponential,

253
00:10:53.055 --> 00:10:55.235
<00:10:53.055>and <00:10:53.229>that's <00:10:53.405>why <00:10:53.579>it's <00:10:53.755>also <00:10:53.930>something <00:10:54.104>for <00:10:54.280>us <00:10:54.454>hard

254
00:10:55.255 --> 00:10:56.315
<00:10:55.255>to, <00:10:55.573>hard <00:10:55.891>to <00:10:56.209>understand.

255
00:10:58.545 --> 00:11:03.395
<00:10:58.545>So <00:10:58.700>what <00:10:58.856>I <00:10:59.011>did <00:10:59.167>not <00:10:59.322>expect <00:10:59.478>half <00:10:59.633>a <00:10:59.789>year <00:10:59.944>ago,

256
00:11:03.465 --> 00:11:07.235
<00:11:03.465>even <00:11:03.640>a <00:11:03.815>year <00:11:03.990>ago, <00:11:04.165>was, <00:11:04.340>um, <00:11:04.515>how <00:11:04.690>our <00:11:04.865>industry

257
00:11:07.335 --> 00:11:10.755
<00:11:07.335>as <00:11:07.510>software <00:11:07.685>engineers <00:11:07.860>will <00:11:08.035>be <00:11:08.210>impacted, <00:11:08.385>I <00:11:08.560>think <00:11:08.735>first,

258
00:11:11.235 --> 00:11:14.595
<00:11:11.235>'cause <00:11:11.375>I, <00:11:11.515>I <00:11:11.655>thought <00:11:11.795>about <00:11:11.935>there <00:11:12.075>are <00:11:12.215>a <00:11:12.355>lot <00:11:12.495>of <00:11:12.635>industries

259
00:11:14.595 --> 00:11:17.315
<00:11:14.595>that <00:11:14.770>are <00:11:14.945>easier <00:11:15.120>to, <00:11:15.295>to <00:11:15.470>disrupt <00:11:15.645>with <00:11:15.820>this <00:11:15.995>technology,

260
00:11:17.975 --> 00:11:20.275
<00:11:17.975>but <00:11:18.091>now <00:11:18.208>what <00:11:18.325>I <00:11:18.441>see <00:11:18.558>is <00:11:18.675>that <00:11:18.791>we <00:11:18.908>are <00:11:19.025>one <00:11:19.141>of <00:11:19.258>the <00:11:19.375>first,

261
00:11:20.415 --> 00:11:22.475
<00:11:20.415>and <00:11:20.542>it's <00:11:20.669>just <00:11:20.796>we, <00:11:20.924>because <00:11:21.051>we <00:11:21.178>are <00:11:21.305>in <00:11:21.433>tech, <00:11:21.560>we <00:11:21.687>are <00:11:21.814>there.

262
00:11:22.575 --> 00:11:25.755
<00:11:22.575>And <00:11:22.715>that's <00:11:22.855>like <00:11:22.995>where <00:11:23.135>we <00:11:23.275>begin. <00:11:23.415>We, <00:11:23.555>we <00:11:23.695>begin <00:11:23.835>with <00:11:23.975>ourselves.

263
00:11:25.755 --> 00:11:27.555
<00:11:25.755>So <00:11:25.930>the <00:11:26.105>big <00:11:26.280>companies <00:11:26.455>that <00:11:26.630>do <00:11:26.805>ai, <00:11:26.980>they <00:11:27.155>begin

264
00:11:27.555 --> 00:11:28.635
<00:11:27.555>with <00:11:28.040>theirselves, <00:11:28.527>and

265
00:11:28.635 --> 00:11:30.155
<00:11:28.635>that <00:11:28.806>puts <00:11:28.977>a <00:11:29.148>lot <00:11:29.319>of <00:11:29.490>pressure <00:11:29.661>on <00:11:29.832>the <00:11:30.002>other.

266
00:11:30.775 --> 00:11:35.205
<00:11:30.775>And, <00:11:30.882>uh, <00:11:30.990>so <00:11:31.098>what <00:11:31.205>I <00:11:31.313>see <00:11:31.421>is, <00:11:31.528>uh, <00:11:31.636>we <00:11:31.744>are <00:11:31.851>one <00:11:31.959>of <00:11:32.067>the <00:11:32.175>first

267
00:11:35.635 --> 00:11:37.365
<00:11:35.635>that <00:11:35.915>will <00:11:36.194>have <00:11:36.475>a <00:11:36.755>high <00:11:37.035>impact,

268
00:11:37.425 --> 00:11:39.325
<00:11:37.425>but <00:11:37.625>still <00:11:37.824>nobody <00:11:38.025>knows <00:11:38.224>exactly <00:11:38.425>what <00:11:38.625>it <00:11:38.824>is.

269
00:11:39.905 --> 00:11:42.125
<00:11:39.905>So <00:11:40.079>I <00:11:40.255>wanna <00:11:40.430>go <00:11:40.605>with <00:11:40.780>you <00:11:40.954>through <00:11:41.130>the <00:11:41.305>points

270
00:11:42.125 --> 00:11:45.485
<00:11:42.125>where <00:11:42.325>we <00:11:42.525>can <00:11:42.725>leverage <00:11:42.925>AI <00:11:43.125>in <00:11:43.325>the <00:11:43.525>engineering,

271
00:11:45.485 --> 00:11:48.085
<00:11:45.485>in <00:11:45.685>the <00:11:45.885>software <00:11:46.085>development <00:11:46.285>lifecycle <00:11:46.485>to <00:11:46.685>help <00:11:46.885>us.

272
00:11:49.115 --> 00:11:52.245
<00:11:49.115>And, <00:11:49.348>um, <00:11:49.581>just <00:11:49.815>to <00:11:50.048>go <00:11:50.281>through, <00:11:50.515>right?

273
00:11:52.305 --> 00:11:54.485
<00:11:52.305>So <00:11:52.655>requirements <00:11:53.005>management, <00:11:53.354>I <00:11:53.704>mean,

274
00:11:55.435 --> 00:11:57.655
<00:11:55.435>AI <00:11:55.635>is <00:11:55.834>really <00:11:56.035>good <00:11:56.234>in <00:11:56.435>breaking <00:11:56.635>down <00:11:56.834>requirements,

275
00:11:57.715 --> 00:12:01.575
<00:11:57.715>in <00:11:57.890>specifying <00:11:58.065>it, <00:11:58.240>it <00:11:58.415>more, <00:11:58.590>uh, <00:11:58.765>but <00:11:58.940>also <00:11:59.115>documentation.

276
00:12:02.555 --> 00:12:04.495
<00:12:02.555>And, <00:12:02.788>uh, <00:12:03.021>this <00:12:03.255>also <00:12:03.488>then <00:12:03.721>leads <00:12:03.954>to,

277
00:12:04.495 --> 00:12:06.815
<00:12:04.495>to <00:12:04.775>like <00:12:05.055>this <00:12:05.335>everlasting <00:12:05.615>cycle, <00:12:05.895>right?

278
00:12:06.815 --> 00:12:09.615
<00:12:06.815>So <00:12:06.990>you <00:12:07.165>have <00:12:07.340>better <00:12:07.515>documentation <00:12:07.690>that <00:12:07.865>you <00:12:08.040>can <00:12:08.215>use

279
00:12:09.615 --> 00:12:12.015
<00:12:09.615>to <00:12:09.815>then <00:12:10.015>write <00:12:10.215>better <00:12:10.415>requirements <00:12:10.615>that <00:12:10.815>then <00:12:11.015>lead

280
00:12:12.015 --> 00:12:13.775
<00:12:12.015>to <00:12:12.295>better <00:12:12.574>documentation <00:12:12.855>and <00:12:13.135>so <00:12:13.415>on.

281
00:12:14.385 --> 00:12:16.955
<00:12:14.385>Then <00:12:14.585>coding, <00:12:14.785>you've <00:12:14.985>seen <00:12:15.185>the <00:12:15.385>keynote <00:12:15.585>today, <00:12:15.785>right?

282
00:12:16.975 --> 00:12:21.395
<00:12:16.975>So <00:12:17.091>copilot, <00:12:17.208>uh, <00:12:17.325>is, <00:12:17.441>is <00:12:17.558>has <00:12:17.675>evolved <00:12:17.791>a <00:12:17.908>lot <00:12:18.025>in <00:12:18.141>the <00:12:18.258>last <00:12:18.375>year.

283
00:12:22.055 --> 00:12:24.435
<00:12:22.055>And, <00:12:22.229>uh, <00:12:22.405>the <00:12:22.579>thesis <00:12:22.755>this <00:12:22.930>morning <00:12:23.104>was <00:12:23.280>okay, <00:12:23.454>in,

284
00:12:24.435 --> 00:12:27.795
<00:12:24.435>in <00:12:24.551>the <00:12:24.668>near <00:12:24.785>future, <00:12:24.901>90% <00:12:25.018>of <00:12:25.135>the <00:12:25.251>code <00:12:25.368>will <00:12:25.484>be <00:12:25.601>written <00:12:25.718>by <00:12:25.834>ai.

285
00:12:28.175 --> 00:12:30.595
<00:12:28.175>And <00:12:28.408>I <00:12:28.641>think <00:12:28.875>that's <00:12:29.108>still <00:12:29.341>a <00:12:29.574>guess.

286
00:12:31.355 --> 00:12:34.235
<00:12:31.355>I <00:12:31.530>think <00:12:31.705>there's <00:12:31.880>not <00:12:32.055>really <00:12:32.230>numbers <00:12:32.405>that <00:12:32.580>vilify <00:12:32.755>it,

287
00:12:34.235 --> 00:12:36.395
<00:12:34.235>but <00:12:34.390>I <00:12:34.546>think <00:12:34.701>it's, <00:12:34.857>uh, <00:12:35.012>it's <00:12:35.168>a <00:12:35.323>good <00:12:35.479>guess, <00:12:35.635>right?

288
00:12:36.395 --> 00:12:39.635
<00:12:36.395>So <00:12:36.522>it'll <00:12:36.649>be <00:12:36.776>definitely <00:12:36.904>a <00:12:37.031>lot. <00:12:37.158>Will <00:12:37.285>it <00:12:37.413>be <00:12:37.540>1995 <00:12:37.667>or <00:12:37.795>85?

289
00:12:39.635 --> 00:12:40.955
<00:12:39.635>We <00:12:39.783>don't <00:12:39.932>know, <00:12:40.080>but <00:12:40.229>it <00:12:40.377>will <00:12:40.526>be <00:12:40.674>a <00:12:40.823>lot.

290
00:12:42.415 --> 00:12:44.315
<00:12:42.415>And <00:12:42.648>of <00:12:42.881>course, <00:12:43.115>in <00:12:43.348>the <00:12:43.581>development <00:12:43.814>space,

291
00:12:44.315 --> 00:12:47.315
<00:12:44.315>what <00:12:44.470>people <00:12:44.626>often <00:12:44.781>forget <00:12:44.937>is <00:12:45.092>that <00:12:45.248>if <00:12:45.403>you <00:12:45.559>treat <00:12:45.715>infrastructure

292
00:12:47.375 --> 00:12:49.115
<00:12:47.375>as <00:12:47.655>code, <00:12:47.935>this <00:12:48.215>is <00:12:48.495>also <00:12:48.775>code.

293
00:12:49.255 --> 00:12:52.435
<00:12:49.255>And <00:12:49.395>you <00:12:49.535>can <00:12:49.675>also <00:12:49.814>really <00:12:49.955>work <00:12:50.095>very <00:12:50.235>well <00:12:50.375>with <00:12:50.515>AI <00:12:50.655>on

294
00:12:52.435 --> 00:12:53.755
<00:12:52.435>that <00:12:52.732>code <00:12:53.029>and <00:12:53.326>on <00:12:53.623>infrastructure.

295
00:12:54.135 --> 00:12:57.565
<00:12:54.135>And <00:12:54.251>I <00:12:54.368>have <00:12:54.485>an <00:12:54.601>example <00:12:54.718>for <00:12:54.835>you <00:12:54.951>later <00:12:55.068>on <00:12:55.185>that <00:12:55.301>then <00:12:55.418>of <00:12:55.535>course,

296
00:12:57.885 --> 00:13:00.165
<00:12:57.885>pipelines, <00:12:58.060>the <00:12:58.235>more <00:12:58.410>complex, <00:12:58.585>the <00:12:58.760>more <00:12:58.935>bigger <00:12:59.110>your <00:12:59.285>pipelines.

297
00:13:00.165 --> 00:13:03.125
<00:13:00.165>You <00:13:00.292>have <00:13:00.419>a <00:13:00.546>lot <00:13:00.674>of <00:13:00.801>data <00:13:00.928>you <00:13:01.055>gather, <00:13:01.183>you <00:13:01.310>have <00:13:01.437>the <00:13:01.564>pipelines,

298
00:13:03.125 --> 00:13:06.725
<00:13:03.125>you <00:13:03.265>monitor <00:13:03.405>them, <00:13:03.545>uh, <00:13:03.685>you <00:13:03.825>want <00:13:03.965>to <00:13:04.105>validate <00:13:04.245>if <00:13:04.385>it's <00:13:04.525>good.

299
00:13:07.305 --> 00:13:08.805
<00:13:07.305>So, <00:13:07.530>so <00:13:07.755>are <00:13:07.979>the <00:13:08.204>systems <00:13:08.430>still <00:13:08.655>running?

300
00:13:09.145 --> 00:13:10.365
<00:13:09.145>Run <00:13:09.419>your <00:13:09.694>test <00:13:09.968>in <00:13:10.243>production.

301
00:13:10.545 --> 00:13:13.965
<00:13:10.545>So <00:13:10.685>a <00:13:10.824>lot <00:13:10.964>of <00:13:11.104>use <00:13:11.245>cases <00:13:11.385>for <00:13:11.525>ai, <00:13:11.665>uh, <00:13:11.805>ChatOps, <00:13:11.944>um,

302
00:13:15.055 --> 00:13:17.405
<00:13:15.055>other <00:13:15.255>things <00:13:15.454>in, <00:13:15.655>in, <00:13:15.854>in <00:13:16.055>DevOps, <00:13:16.255>like, <00:13:16.454>uh,

303
00:13:17.545 --> 00:13:21.405
<00:13:17.545>ticket <00:13:17.824>augmentation, <00:13:18.104>um, <00:13:18.385>page <00:13:18.665>duty <00:13:18.944>calls

304
00:13:21.425 --> 00:13:24.205
<00:13:21.425>or <00:13:21.625>so <00:13:21.824>call <00:13:22.025>the <00:13:22.224>right <00:13:22.425>engineer <00:13:22.625>augmentation <00:13:22.824>log

305
00:13:24.205 --> 00:13:26.685
<00:13:24.205>analytics, <00:13:24.671>uh, <00:13:25.138>for <00:13:25.605>ai.

306
00:13:27.225 --> 00:13:28.565
<00:13:27.225>And <00:13:27.466>of <00:13:27.707>course <00:13:27.948>that <00:13:28.189>customer <00:13:28.431>service.

307
00:13:28.785 --> 00:13:31.005
<00:13:28.785>So <00:13:28.959>anything <00:13:29.135>that <00:13:29.310>is <00:13:29.485>related <00:13:29.660>directly <00:13:29.834>to <00:13:30.010>the <00:13:30.185>customer.

308
00:13:31.545 --> 00:13:33.165
<00:13:31.545>So <00:13:31.824>a <00:13:32.104>lot <00:13:32.385>of <00:13:32.665>cases, <00:13:32.944>ai,

309
00:13:33.485 --> 00:13:36.045
<00:13:33.485>customer <00:13:33.660>agents <00:13:33.835>are <00:13:34.010>right <00:13:34.185>now <00:13:34.360>better <00:13:34.535>than <00:13:34.710>humans, <00:13:34.885>right?

310
00:13:36.065 --> 00:13:38.765
<00:13:36.065>You <00:13:36.205>call, <00:13:36.345>they <00:13:36.485>have <00:13:36.625>your <00:13:36.765>context, <00:13:36.905>they <00:13:37.045>know <00:13:37.185>what's <00:13:37.325>going <00:13:37.465>on,

311
00:13:38.765 --> 00:13:40.565
<00:13:38.765>they <00:13:38.998>can <00:13:39.231>directly <00:13:39.465>access <00:13:39.698>all <00:13:39.931>your <00:13:40.165>information.

312
00:13:40.865 --> 00:13:43.245
<00:13:40.865>So <00:13:41.020>the <00:13:41.176>chance <00:13:41.331>that <00:13:41.487>this <00:13:41.642>works <00:13:41.798>better <00:13:41.953>than <00:13:42.109>a <00:13:42.265>human

313
00:13:43.245 --> 00:13:46.205
<00:13:43.245>that <00:13:43.385>sits <00:13:43.525>in <00:13:43.665>a <00:13:43.805>call <00:13:43.945>center <00:13:44.085>in <00:13:44.225>India <00:13:44.365>is <00:13:44.505>quite <00:13:44.645>high.

314
00:13:52.615 --> 00:13:57.235
<00:13:52.615>So <00:13:52.790>let's <00:13:52.965>go <00:13:53.140>through <00:13:53.315>it, <00:13:53.490>um, <00:13:53.665>with <00:13:53.840>some <00:13:54.015>examples.

315
00:13:57.235 --> 00:14:01.995
<00:13:57.235>Of <00:13:57.390>course, <00:13:57.546>not <00:13:57.701>all <00:13:57.857>of <00:13:58.012>them. <00:13:58.168>So <00:13:58.323>you've <00:13:58.479>seen <00:13:58.635>a

316
00:14:02.065 --> 00:14:03.395
<00:14:02.065>copilot <00:14:02.304>this <00:14:02.543>morning <00:14:02.783>in <00:14:03.022>the <00:14:03.262>keynote,

317
00:14:03.575 --> 00:14:04.955
<00:14:03.575>so <00:14:03.782>I'm <00:14:03.989>skipping <00:14:04.196>that <00:14:04.403>a <00:14:04.610>little <00:14:04.817>bit.

318
00:14:05.655 --> 00:14:08.475
<00:14:05.655>But <00:14:05.795>this <00:14:05.935>is <00:14:06.074>an <00:14:06.214>example <00:14:06.355>here, <00:14:06.495>how <00:14:06.635>you <00:14:06.775>can <00:14:06.915>use <00:14:07.055>copilot

319
00:14:08.775 --> 00:14:10.955
<00:14:08.775>to <00:14:09.055>also <00:14:09.334>fix <00:14:09.615>production <00:14:09.895>issues, <00:14:10.175>right?

320
00:14:11.335 --> 00:14:13.475
<00:14:11.335>So <00:14:11.568>in <00:14:11.801>this <00:14:12.035>case <00:14:12.268>here, <00:14:12.501>this <00:14:12.735>stage,

321
00:14:13.495 --> 00:14:14.995
<00:14:13.495>but, <00:14:13.720>uh, <00:14:13.945>I <00:14:14.170>have <00:14:14.395>a <00:14:14.620>Kubernetes <00:14:14.845>problem.

322
00:14:15.675 --> 00:14:18.155
<00:14:15.675>I <00:14:15.908>give, <00:14:16.141>uh, <00:14:16.375>copilot <00:14:16.608>the <00:14:16.841>error <00:14:17.074>message.

323
00:14:18.615 --> 00:14:20.755
<00:14:18.615>He <00:14:18.848>gives <00:14:19.081>me <00:14:19.315>directly <00:14:19.548>the <00:14:19.781>command <00:14:20.015>I

324
00:14:20.755 --> 00:14:21.875
<00:14:20.755>should <00:14:21.007>execute <00:14:21.259>in <00:14:21.511>the <00:14:21.763>shell.

325
00:14:22.135 --> 00:14:25.275
<00:14:22.135>You <00:14:22.310>can <00:14:22.485>put <00:14:22.660>it <00:14:22.835>over, <00:14:23.010>execute <00:14:23.185>it, <00:14:23.360>uh, <00:14:23.535>then,

326
00:14:25.395 --> 00:14:27.355
<00:14:25.395>then <00:14:25.595>get <00:14:25.795>the <00:14:25.995>result, <00:14:26.194>copy <00:14:26.395>the <00:14:26.595>error <00:14:26.795>message,

327
00:14:27.625 --> 00:14:28.875
<00:14:27.625>then <00:14:27.850>it <00:14:28.075>gives <00:14:28.300>you <00:14:28.525>the <00:14:28.750>code.

328
00:14:29.265 --> 00:14:30.835
<00:14:29.265>There's, <00:14:29.615>there's <00:14:29.965>one <00:14:30.314>file <00:14:30.665>missing,

329
00:14:31.855 --> 00:14:34.195
<00:14:31.855>and <00:14:32.030>uh, <00:14:32.205>then <00:14:32.380>you <00:14:32.555>can <00:14:32.730>apply <00:14:32.905>directly <00:14:33.080>the <00:14:33.255>code

330
00:14:34.695 --> 00:14:36.515
<00:14:34.695>and, <00:14:34.928>uh, <00:14:35.161>then <00:14:35.395>the <00:14:35.628>service <00:14:35.861>runs <00:14:36.095>again.

331
00:14:36.695 --> 00:14:40.355
<00:14:36.695>So <00:14:36.822>it's <00:14:36.949>just <00:14:37.076>that, <00:14:37.204>just, <00:14:37.331>uh, <00:14:37.458>to <00:14:37.585>give <00:14:37.713>you <00:14:37.840>an <00:14:37.967>idea, <00:14:38.095>right?

332
00:14:40.375 --> 00:14:43.555
<00:14:40.375>So <00:14:40.502>that <00:14:40.629>it's <00:14:40.756>not <00:14:40.884>about <00:14:41.011>coding, <00:14:41.138>not <00:14:41.265>just <00:14:41.393>the <00:14:41.520>dev <00:14:41.647>thing, <00:14:41.775>it's

333
00:14:43.555 --> 00:14:45.915
<00:14:43.555>that <00:14:43.755>also <00:14:43.954>that <00:14:44.155>the <00:14:44.354>DevOps <00:14:44.555>engineers, <00:14:44.755>ops <00:14:44.954>people,

334
00:14:45.915 --> 00:14:47.995
<00:14:45.915>however <00:14:46.148>you <00:14:46.381>call <00:14:46.615>them <00:14:46.848>in <00:14:47.081>your <00:14:47.314>organization,

335
00:14:48.385 --> 00:14:50.995
<00:14:48.385>they <00:14:48.512>can <00:14:48.639>leverage <00:14:48.766>a <00:14:48.894>lot, <00:14:49.021>uh, <00:14:49.148>this <00:14:49.275>kind <00:14:49.403>of <00:14:49.530>tooling <00:14:49.657>as <00:14:49.785>well.

336
00:14:56.805 --> 00:14:58.175
<00:14:56.805>Head <00:14:57.051>pos, <00:14:57.298>and <00:14:57.544>then <00:14:57.791>they're <00:14:58.038>on.

337
00:14:59.155 --> 00:15:02.855
<00:14:59.155>Um, <00:14:59.295>so <00:14:59.435>in, <00:14:59.574>in, <00:14:59.714>in <00:14:59.855>the <00:14:59.995>more <00:15:00.135>ops <00:15:00.275>side <00:15:00.415>of <00:15:00.555>DevOps,

338
00:15:02.855 --> 00:15:04.175
<00:15:02.855>where <00:15:03.152>can <00:15:03.449>we <00:15:03.746>leverage <00:15:04.043>here?

339
00:15:04.435 --> 00:15:06.015
<00:15:04.435>Um, <00:15:05.834>ai

340
00:15:06.355 --> 00:15:09.465
<00:15:06.355>and <00:15:06.530>I <00:15:06.705>think <00:15:06.880>one <00:15:07.055>easy <00:15:07.230>thing <00:15:07.405>is <00:15:07.580>engineer <00:15:07.755>assignment.

341
00:15:09.685 --> 00:15:11.585
<00:15:09.685>So <00:15:09.918>who's <00:15:10.151>the <00:15:10.385>best <00:15:10.618>engineer <00:15:10.851>to <00:15:11.084>call

342
00:15:11.885 --> 00:15:16.705
<00:15:11.885>or <00:15:12.012>to, <00:15:12.139>to <00:15:12.266>get <00:15:12.394>into, <00:15:12.521>um, <00:15:12.648>call <00:15:12.775>if <00:15:12.903>there's <00:15:13.030>a <00:15:13.157>big <00:15:13.285>issue?

343
00:15:17.905 --> 00:15:20.665
<00:15:17.905>Incident <00:15:18.138>augmentation. <00:15:18.371>So <00:15:18.605>you <00:15:18.838>have <00:15:19.071>an <00:15:19.305>incident,

344
00:15:20.845 --> 00:15:23.425
<00:15:20.845>you <00:15:21.000>have <00:15:21.156>a <00:15:21.311>database <00:15:21.467>with <00:15:21.622>all <00:15:21.778>your, <00:15:21.933>your <00:15:22.089>recent <00:15:22.245>incidents.

345
00:15:23.725 --> 00:15:26.545
<00:15:23.725>You, <00:15:23.865>you <00:15:24.005>pick <00:15:24.145>out <00:15:24.285>what <00:15:24.425>was <00:15:24.565>there <00:15:24.705>and <00:15:24.845>you <00:15:24.985>document <00:15:25.125>it,

346
00:15:26.805 --> 00:15:28.225
<00:15:26.805>and, <00:15:27.060>uh, <00:15:27.316>then <00:15:27.571>it's <00:15:27.827>much <00:15:28.083>easier.

347
00:15:28.365 --> 00:15:30.585
<00:15:28.365>So <00:15:28.520>you <00:15:28.676>come <00:15:28.831>onsite <00:15:28.987>because <00:15:29.142>you <00:15:29.298>have <00:15:29.453>to <00:15:29.609>fix <00:15:29.765>something.

348
00:15:30.605 --> 00:15:32.825
<00:15:30.605>You <00:15:30.780>read, <00:15:30.955>you <00:15:31.130>have <00:15:31.305>the <00:15:31.480>incidents <00:15:31.655>in <00:15:31.830>the <00:15:32.005>past,

349
00:15:33.125 --> 00:15:34.585
<00:15:33.125>um, <00:15:33.453>you <00:15:33.782>get <00:15:34.110>locked <00:15:34.439>files.

350
00:15:34.685 --> 00:15:36.185
<00:15:34.685>So <00:15:34.910>it <00:15:35.135>pulls <00:15:35.359>everything <00:15:35.584>out <00:15:35.810>for <00:15:36.035>you.

351
00:15:36.325 --> 00:15:38.425
<00:15:36.325>So <00:15:36.525>you <00:15:36.725>have <00:15:36.925>all <00:15:37.125>the <00:15:37.325>information <00:15:37.525>at <00:15:37.725>hand.

352
00:15:39.575 --> 00:15:42.345
<00:15:39.575>Then <00:15:39.808>generating <00:15:40.041>a <00:15:40.275>root <00:15:40.508>cause <00:15:40.741>analysis, <00:15:40.975>um,

353
00:15:42.815 --> 00:15:43.905
<00:15:42.815>it's <00:15:43.060>really <00:15:43.305>good <00:15:43.550>in <00:15:43.795>that.

354
00:15:43.905 --> 00:15:45.865
<00:15:43.905>And <00:15:44.079>you <00:15:44.255>can <00:15:44.430>also <00:15:44.605>include <00:15:44.780>a <00:15:44.954>lot <00:15:45.130>of <00:15:45.305>information,

355
00:15:46.165 --> 00:15:47.745
<00:15:46.165>for <00:15:46.865>example, <00:15:47.564>teams.

356
00:15:48.205 --> 00:15:52.265
<00:15:48.205>So <00:15:48.380>we <00:15:48.555>use, <00:15:48.730>um, <00:15:48.905>office <00:15:49.080>365 <00:15:49.255>copilot <00:15:49.430>to <00:15:49.605>record

357
00:15:52.265 --> 00:15:53.785
<00:15:52.265>and <00:15:52.607>transcribe <00:15:52.949>all <00:15:53.290>our <00:15:53.632>meetings.

358
00:15:54.045 --> 00:15:55.065
<00:15:54.045>It <00:15:54.228>gives <00:15:54.412>you <00:15:54.595>a <00:15:54.779>good <00:15:54.963>summary,

359
00:15:55.565 --> 00:15:57.945
<00:15:55.565>and <00:15:55.720>this <00:15:55.876>is <00:15:56.031>all <00:15:56.187>data <00:15:56.342>you <00:15:56.498>can <00:15:56.653>then <00:15:56.809>put <00:15:56.965>into

360
00:15:57.945 --> 00:15:58.985
<00:15:57.945>the <00:15:58.257>root <00:15:58.569>cause <00:15:58.881>analysis.

361
00:15:58.985 --> 00:16:00.425
<00:15:58.985>Because <00:15:59.309>often <00:15:59.633>if <00:15:59.957>you're <00:16:00.281>firefighting,

362
00:16:00.685 --> 00:16:01.985
<00:16:00.685>you <00:16:00.880>don't <00:16:01.074>have <00:16:01.270>time <00:16:01.465>to <00:16:01.660>document, <00:16:01.855>right?

363
00:16:01.985 --> 00:16:04.265
<00:16:01.985>You <00:16:02.125>just <00:16:02.265>in <00:16:02.405>a <00:16:02.545>meeting, <00:16:02.685>we <00:16:02.825>try <00:16:02.965>this, <00:16:03.105>we <00:16:03.245>try <00:16:03.385>that,

364
00:16:04.405 --> 00:16:06.065
<00:16:04.405>and <00:16:04.685>then <00:16:04.964>later <00:16:05.245>it's <00:16:05.525>really <00:16:05.805>hard

365
00:16:06.065 --> 00:16:07.945
<00:16:06.065>to <00:16:06.265>gather <00:16:06.465>all <00:16:06.665>the <00:16:06.865>information <00:16:07.065>that <00:16:07.265>you <00:16:07.465>tried

366
00:16:07.945 --> 00:16:09.025
<00:16:07.945>that <00:16:08.139>worked, <00:16:08.333>that <00:16:08.528>did <00:16:08.722>not <00:16:08.917>work.

367
00:16:09.325 --> 00:16:10.505
<00:16:09.325>And <00:16:09.537>if <00:16:09.749>you <00:16:09.962>record <00:16:10.174>your <00:16:10.387>meeting,

368
00:16:10.505 --> 00:16:12.105
<00:16:10.505>that's <00:16:10.738>easy <00:16:10.971>data <00:16:11.205>that <00:16:11.438>you <00:16:11.671>can <00:16:11.905>add.

369
00:16:12.485 --> 00:16:14.105
<00:16:12.485>And <00:16:12.685>this <00:16:12.885>is <00:16:13.085>also, <00:16:13.285>again, <00:16:13.485>a <00:16:13.685>cycle, <00:16:13.885>right?

370
00:16:14.105 --> 00:16:15.105
<00:16:14.105>So <00:16:14.405>data <00:16:14.705>gets <00:16:15.005>better,

371
00:16:15.375 --> 00:16:17.785
<00:16:15.375>then <00:16:15.550>the <00:16:15.725>next <00:16:15.900>time <00:16:16.075>the <00:16:16.250>incident <00:16:16.425>augmentation <00:16:16.600>gets <00:16:16.775>better,

372
00:16:18.175 --> 00:16:19.625
<00:16:18.175>root <00:16:18.501>cause <00:16:18.827>analysis <00:16:19.153>get <00:16:19.480>better.

373
00:16:19.925 --> 00:16:22.585
<00:16:19.925>And <00:16:20.099>so <00:16:20.275>your <00:16:20.449>data <00:16:20.625>levels <00:16:20.800>up <00:16:20.974>with <00:16:21.150>every <00:16:21.324>iteration.

374
00:16:23.205 --> 00:16:25.545
<00:16:23.205>And <00:16:23.380>of <00:16:23.555>course, <00:16:23.730>the, <00:16:23.905>the <00:16:24.080>holy <00:16:24.255>grail <00:16:24.430>would <00:16:24.605>be

375
00:16:25.545 --> 00:16:26.985
<00:16:25.545>automatic <00:16:26.193>mitigation, <00:16:26.841>right?

376
00:16:26.985 --> 00:16:29.745
<00:16:26.985>So <00:16:27.112>if <00:16:27.239>your <00:16:27.366>agent <00:16:27.494>can <00:16:27.621>decide, <00:16:27.748>Hey, <00:16:27.875>we <00:16:28.003>have <00:16:28.130>this <00:16:28.257>arrow, <00:16:28.385>oh,

377
00:16:29.745 --> 00:16:31.225
<00:16:29.745>we <00:16:29.935>had <00:16:30.125>the <00:16:30.315>same <00:16:30.506>one <00:16:30.696>two <00:16:30.886>years <00:16:31.077>ago.

378
00:16:31.765 --> 00:16:34.465
<00:16:31.765>Uh, <00:16:31.920>this, <00:16:32.076>uh, <00:16:32.231>arrow <00:16:32.387>indicates <00:16:32.542>this, <00:16:32.698>what <00:16:32.853>did <00:16:33.009>we <00:16:33.165>do?

379
00:16:34.465 --> 00:16:35.505
<00:16:34.465>This <00:16:34.777>was <00:16:35.089>the <00:16:35.401>workaround.

380
00:16:35.645 --> 00:16:37.985
<00:16:35.645>Put <00:16:35.800>it <00:16:35.956>in <00:16:36.111>place <00:16:36.267>and <00:16:36.422>then <00:16:36.578>directly <00:16:36.733>order <00:16:36.889>the <00:16:37.045>hardware

381
00:16:37.985 --> 00:16:39.185
<00:16:37.985>somewhere, <00:16:38.201>or <00:16:38.417>whatever <00:16:38.632>it <00:16:38.848>is, <00:16:39.064>right?

382
00:16:39.485 --> 00:16:40.745
<00:16:39.485>So <00:16:39.768>that's <00:16:40.052>the <00:16:40.335>holy <00:16:40.619>grail.

383
00:16:41.395 --> 00:16:43.785
<00:16:41.395>It'll <00:16:41.569>probably <00:16:41.745>take <00:16:41.920>us <00:16:42.095>some <00:16:42.270>time <00:16:42.444>to <00:16:42.620>get <00:16:42.795>there,

384
00:16:44.165 --> 00:16:46.545
<00:16:44.165>but <00:16:44.320>I <00:16:44.476>think <00:16:44.631>the, <00:16:44.787>the <00:16:44.942>closer <00:16:45.098>your <00:16:45.253>loops <00:16:45.409>are <00:16:45.564>here,

385
00:16:46.545 --> 00:16:47.865
<00:16:46.545>the <00:16:46.782>better <00:16:47.020>your <00:16:47.257>data <00:16:47.495>will <00:16:47.733>be

386
00:16:47.865 --> 00:16:50.505
<00:16:47.865>and <00:16:48.040>your, <00:16:48.215>the <00:16:48.390>closer <00:16:48.565>you <00:16:48.740>are <00:16:48.915>to <00:16:49.090>automatic <00:16:49.265>mitigation.

387
00:16:56.235 --> 00:16:59.575
<00:16:56.235>So <00:16:56.362>I <00:16:56.489>think <00:16:56.616>one <00:16:56.744>of <00:16:56.871>the <00:16:56.998>biggest <00:16:57.125>changes <00:16:57.253>now <00:16:57.380>was <00:16:57.507>agent <00:16:57.635>ai.

388
00:16:59.955 --> 00:17:02.935
<00:16:59.955>And, <00:17:00.130>uh, <00:17:00.305>I <00:17:00.480>think <00:17:00.655>it's <00:17:00.830>everywhere <00:17:01.005>now, <00:17:01.180>the <00:17:01.355>agents,

389
00:17:02.995 --> 00:17:06.455
<00:17:02.995>but <00:17:03.135>I <00:17:03.275>think <00:17:03.415>it's <00:17:03.555>just <00:17:03.695>the <00:17:03.835>way <00:17:03.975>away <00:17:04.115>from <00:17:04.255>the <00:17:04.395>chat.

390
00:17:06.475 --> 00:17:08.975
<00:17:06.474>But <00:17:06.649>you <00:17:06.824>have <00:17:07.000>like <00:17:07.175>an <00:17:07.349>agent <00:17:07.524>that <00:17:07.699>can <00:17:07.875>iterate

391
00:17:09.075 --> 00:17:11.655
<00:17:09.075>and <00:17:09.308>reason, <00:17:09.541>um, <00:17:09.775>has <00:17:10.008>changed <00:17:10.241>a <00:17:10.475>lot.

392
00:17:12.515 --> 00:17:15.975
<00:17:12.515>And <00:17:12.670>so <00:17:12.826>agent <00:17:12.981>ai, <00:17:13.137>it's <00:17:13.292>just, <00:17:13.448>um, <00:17:13.603>yeah, <00:17:13.759>an <00:17:13.915>agent

393
00:17:15.975 --> 00:17:20.135
<00:17:15.974>that <00:17:16.115>can <00:17:16.254>take <00:17:16.395>decisions <00:17:16.534>on <00:17:16.675>their <00:17:16.814>own, <00:17:16.954>uh, <00:17:17.094>and <00:17:17.234>take <00:17:17.375>actions.

394
00:17:20.195 --> 00:17:23.335
<00:17:20.194>So <00:17:20.335>as <00:17:20.474>you <00:17:20.615>give <00:17:20.754>an <00:17:20.895>agent <00:17:21.034>the <00:17:21.175>possibility <00:17:21.314>to <00:17:21.454>do <00:17:21.595>something

395
00:17:23.915 --> 00:17:27.815
<00:17:23.915>and <00:17:24.055>then, <00:17:24.194>uh, <00:17:24.335>give <00:17:24.474>it <00:17:24.615>also, <00:17:24.754>um, <00:17:24.895>yeah, <00:17:25.034>the, <00:17:25.175>the <00:17:25.315>possibilities

396
00:17:27.995 --> 00:17:30.815
<00:17:27.994>and <00:17:28.169>context, <00:17:28.344>uh, <00:17:28.520>to <00:17:28.695>do <00:17:28.870>actions <00:17:29.044>and, <00:17:29.219>and <00:17:29.395>reason.

397
00:17:32.195 --> 00:17:36.255
<00:17:32.195>And, <00:17:32.335>um, <00:17:32.475>so <00:17:32.615>this, <00:17:32.754>the <00:17:32.895>demo, <00:17:33.034>but <00:17:33.175>I <00:17:33.314>took, <00:17:33.455>uh, <00:17:33.595>screenshots

398
00:17:36.255 --> 00:17:39.655
<00:17:36.255>because <00:17:36.382>I <00:17:36.509>think <00:17:36.636>one <00:17:36.764>demo <00:17:36.891>that, <00:17:37.018>uh, <00:17:37.145>does <00:17:37.273>not <00:17:37.400>work <00:17:37.527>is <00:17:37.655>enough.

399
00:17:39.655 --> 00:17:41.055
<00:17:39.655>And <00:17:39.812>you <00:17:39.970>added <00:17:40.127>it <00:17:40.285>in <00:17:40.442>the <00:17:40.600>keynote <00:17:40.757>this <00:17:40.915>morning.

400
00:17:41.155 --> 00:17:43.295
<00:17:41.155>So <00:17:41.310>I <00:17:41.466>said, <00:17:41.621>okay, <00:17:41.777>I, <00:17:41.932>I <00:17:42.088>put <00:17:42.243>in <00:17:42.399>the <00:17:42.555>screenshots.

401
00:17:43.635 --> 00:17:47.295
<00:17:43.635>Um, <00:17:43.735>but <00:17:43.835>I, <00:17:43.935>I <00:17:44.035>can, <00:17:44.135>I <00:17:44.235>can <00:17:44.335>show <00:17:44.435>you, <00:17:44.535>if <00:17:44.635>you <00:17:44.735>come <00:17:44.835>to <00:17:44.935>the <00:17:45.035>booth,

402
00:17:47.375 --> 00:17:48.895
<00:17:47.375>I <00:17:47.546>can <00:17:47.717>show <00:17:47.888>you <00:17:48.059>the <00:17:48.230>example <00:17:48.401>I <00:17:48.572>set <00:17:48.743>up.

403
00:17:49.585 --> 00:17:52.245
<00:17:49.585>So <00:17:49.740>this <00:17:49.896>is <00:17:50.051>an <00:17:50.207>issue <00:17:50.362>I <00:17:50.518>created <00:17:50.673>for <00:17:50.829>the <00:17:50.985>demo,

404
00:17:52.545 --> 00:17:55.085
<00:17:52.545>and <00:17:52.700>I <00:17:52.856>just <00:17:53.011>said <00:17:53.167>in, <00:17:53.322>in <00:17:53.478>one, <00:17:53.633>yeah, <00:17:53.789>two <00:17:53.945>sentence,

405
00:17:55.085 --> 00:17:57.405
<00:17:55.085>three <00:17:55.285>sentence <00:17:55.485>that <00:17:55.685>create <00:17:55.885>a <00:17:56.085>connect <00:17:56.285>four <00:17:56.485>game.

406
00:17:57.805 --> 00:18:01.005
<00:17:57.805>I <00:17:57.960>wanna <00:17:58.116>host <00:17:58.271>it <00:17:58.427>in <00:17:58.582>GitHub <00:17:58.738>pages, <00:17:58.893>ate <00:17:59.049>it, <00:17:59.205>please,

407
00:18:01.065 --> 00:18:02.685
<00:18:01.065>and <00:18:01.265>give <00:18:01.465>me <00:18:01.665>a <00:18:01.865>workflow <00:18:02.065>that <00:18:02.265>deploys <00:18:02.465>it,

408
00:18:02.685 --> 00:18:03.885
<00:18:02.685>give, <00:18:02.900>make <00:18:03.117>it <00:18:03.333>a <00:18:03.549>nice <00:18:03.764>ui.

409
00:18:04.385 --> 00:18:06.765
<00:18:04.385>And <00:18:04.585>then <00:18:04.785>I <00:18:04.985>assign <00:18:05.185>this <00:18:05.385>issue <00:18:05.585>to <00:18:05.785>copilot,

410
00:18:07.425 --> 00:18:09.125
<00:18:07.425>and <00:18:07.891>then <00:18:08.358>copilot <00:18:08.825>runs

411
00:18:09.545 --> 00:18:11.565
<00:18:09.545>and, <00:18:09.745>uh, <00:18:09.945>creates <00:18:10.145>a <00:18:10.345>pull <00:18:10.545>request <00:18:10.745>for <00:18:10.945>you.

412
00:18:12.305 --> 00:18:14.605
<00:18:12.305>And <00:18:12.445>you <00:18:12.585>can <00:18:12.725>see <00:18:12.865>in <00:18:13.005>the <00:18:13.145>pull <00:18:13.285>request <00:18:13.425>what <00:18:13.565>it's <00:18:13.705>doing.

413
00:18:14.705 --> 00:18:17.245
<00:18:14.705>So <00:18:14.938>you <00:18:15.171>get <00:18:15.405>information <00:18:15.638>all <00:18:15.871>the <00:18:16.105>time

414
00:18:17.295 --> 00:18:18.685
<00:18:17.295>where <00:18:17.545>it <00:18:17.795>is <00:18:18.045>what <00:18:18.295>it's <00:18:18.546>doing.

415
00:18:19.505 --> 00:18:22.885
<00:18:19.505>And <00:18:19.705>um, <00:18:19.905>it <00:18:20.105>changes <00:18:20.305>little <00:18:20.505>for <00:18:20.705>little <00:18:20.905>files,

416
00:18:23.345 --> 00:18:25.405
<00:18:23.345>but <00:18:23.520>this <00:18:23.695>is <00:18:23.870>not <00:18:24.045>like <00:18:24.220>magic <00:18:24.395>behind <00:18:24.570>the <00:18:24.745>scene.

417
00:18:25.435 --> 00:18:26.685
<00:18:25.435>This <00:18:25.716>is <00:18:25.997>a <00:18:26.278>workflow <00:18:26.560>running.

418
00:18:26.825 --> 00:18:28.365
<00:18:26.825>So <00:18:27.056>you <00:18:27.287>can <00:18:27.518>go <00:18:27.749>into <00:18:27.980>GitHub <00:18:28.211>actions

419
00:18:28.945 --> 00:18:30.125
<00:18:28.945>and <00:18:29.210>there's <00:18:29.476>the <00:18:29.741>workflow <00:18:30.007>running,

420
00:18:30.585 --> 00:18:31.965
<00:18:30.585>and <00:18:30.792>you <00:18:30.999>can <00:18:31.206>see <00:18:31.413>the <00:18:31.620>workflow <00:18:31.827>starts.

421
00:18:32.105 --> 00:18:35.205
<00:18:32.105>It <00:18:32.305>prepares <00:18:32.505>copilot, <00:18:32.705>it <00:18:32.905>loads <00:18:33.105>the <00:18:33.305>MCP <00:18:33.505>server,

422
00:18:35.665 --> 00:18:37.005
<00:18:35.665>the <00:18:36.067>model <00:18:36.469>context <00:18:36.871>protocol.

423
00:18:37.385 --> 00:18:38.765
<00:18:37.385>And <00:18:37.562>this <00:18:37.739>is <00:18:37.917>the <00:18:38.094>place <00:18:38.272>where <00:18:38.449>you <00:18:38.627>can

424
00:18:38.765 --> 00:18:39.925
<00:18:38.765>hook <00:18:38.973>in <00:18:39.182>all <00:18:39.391>the <00:18:39.600>other <00:18:39.809>systems.

425
00:18:40.545 --> 00:18:43.005
<00:18:40.545>You <00:18:40.720>have <00:18:40.895>a <00:18:41.070>SharePoint <00:18:41.245>where <00:18:41.420>all <00:18:41.595>your <00:18:41.770>system <00:18:41.945>documentation

426
00:18:43.005 --> 00:18:46.685
<00:18:43.005>lies, <00:18:43.180>make <00:18:43.355>an <00:18:43.530>MCP <00:18:43.705>server, <00:18:43.880>pull <00:18:44.055>down <00:18:44.230>the <00:18:44.405>documentation.

427
00:18:46.985 --> 00:18:49.085
<00:18:46.985>You <00:18:47.185>have <00:18:47.385>coding <00:18:47.584>standards, <00:18:47.784>you <00:18:47.985>have <00:18:48.185>other <00:18:48.385>kind

428
00:18:49.085 --> 00:18:51.885
<00:18:49.085>of <00:18:49.318>documentation <00:18:49.551>databases, <00:18:49.785>lock <00:18:50.018>files, <00:18:50.251>Azure <00:18:50.485>lock,

429
00:18:52.005 --> 00:18:53.485
<00:18:52.005>I <00:18:52.171>will <00:18:52.338>tell <00:18:52.504>a <00:18:52.671>little <00:18:52.837>bit <00:18:53.004>later <00:18:53.170>about <00:18:53.337>that.

430
00:18:53.955 --> 00:18:55.365
<00:18:53.955>Pull <00:18:54.166>it <00:18:54.378>in <00:18:54.589>as <00:18:54.801>an <00:18:55.012>MCP <00:18:55.224>server

431
00:18:55.785 --> 00:18:57.965
<00:18:55.785>and <00:18:55.940>then <00:18:56.096>the <00:18:56.251>agent <00:18:56.407>knows <00:18:56.562>about <00:18:56.718>it <00:18:56.873>and <00:18:57.029>will <00:18:57.185>reason.

432
00:18:58.625 --> 00:18:59.885
<00:18:58.625>And <00:18:58.851>then <00:18:59.078>you <00:18:59.305>have <00:18:59.532>the <00:18:59.759>processing,

433
00:19:00.265 --> 00:19:02.085
<00:19:00.265>and <00:19:00.498>this <00:19:00.731>is <00:19:00.965>like, <00:19:01.198>like <00:19:01.431>a <00:19:01.665>dialogue.

434
00:19:02.185 --> 00:19:04.525
<00:19:02.185>You <00:19:02.418>will <00:19:02.651>see <00:19:02.885>copilot <00:19:03.118>says, <00:19:03.351>Hey, <00:19:03.585>copilot,

435
00:19:04.625 --> 00:19:05.965
<00:19:04.625>now <00:19:04.926>let <00:19:05.228>me <00:19:05.529>start <00:19:05.831>implementing.

436
00:19:06.065 --> 00:19:08.325
<00:19:06.065>And <00:19:06.220>now <00:19:06.376>let <00:19:06.531>me <00:19:06.687>check <00:19:06.842>the <00:19:06.998>repo. <00:19:07.153>What <00:19:07.309>is <00:19:07.465>there?

437
00:19:08.465 --> 00:19:10.245
<00:19:08.465>Now <00:19:08.665>let <00:19:08.865>me <00:19:09.064>look <00:19:09.264>at <00:19:09.465>this <00:19:09.665>MCP <00:19:09.865>server.

438
00:19:10.345 --> 00:19:12.205
<00:19:10.345>So <00:19:10.520>you <00:19:10.695>can <00:19:10.870>really <00:19:11.045>see <00:19:11.220>here <00:19:11.395>step <00:19:11.570>by <00:19:11.745>step

439
00:19:12.205 --> 00:19:13.285
<00:19:12.205>what <00:19:12.529>copilot <00:19:12.853>is <00:19:13.177>doing.

440
00:19:13.625 --> 00:19:15.125
<00:19:13.625>And <00:19:13.895>I <00:19:14.165>really <00:19:14.435>love <00:19:14.705>this <00:19:14.975>transparency.

441
00:19:15.345 --> 00:19:17.805
<00:19:15.345>So <00:19:15.485>you <00:19:15.625>can <00:19:15.765>really <00:19:15.905>also <00:19:16.045>see <00:19:16.185>what <00:19:16.325>is <00:19:16.465>going <00:19:16.605>wrong <00:19:16.745>here.

442
00:19:18.175 --> 00:19:20.245
<00:19:18.175>Where <00:19:18.350>did <00:19:18.524>some, <00:19:18.700>if, <00:19:18.875>if <00:19:19.050>something <00:19:19.225>is <00:19:19.399>not <00:19:19.575>good,

443
00:19:20.245 --> 00:19:21.445
<00:19:20.245>where <00:19:20.514>does <00:19:20.784>it <00:19:21.054>come <00:19:21.324>from?

444
00:19:22.785 --> 00:19:26.445
<00:19:22.785>And <00:19:22.940>uh, <00:19:23.096>yeah, <00:19:23.251>this <00:19:23.407>photo <00:19:23.562>request <00:19:23.718>took <00:19:23.873>like <00:19:24.029>10 <00:19:24.185>minutes

445
00:19:26.625 --> 00:19:28.605
<00:19:26.625>and <00:19:26.765>then <00:19:26.905>the <00:19:27.045>game <00:19:27.185>was <00:19:27.325>live <00:19:27.465>and <00:19:27.605>you <00:19:27.745>could <00:19:27.885>play <00:19:28.025>it.

446
00:19:28.605 --> 00:19:29.605
<00:19:28.605>So <00:19:28.785>this <00:19:28.965>is <00:19:29.145>a <00:19:29.325>simple <00:19:29.505>demo,

447
00:19:30.225 --> 00:19:34.405
<00:19:30.225>and <00:19:30.365>I <00:19:30.504>think <00:19:30.645>that's <00:19:30.784>always, <00:19:30.925>um, <00:19:31.064>in <00:19:31.205>ai, <00:19:31.344>the <00:19:31.485>case, <00:19:31.625>right?

448
00:19:34.405 --> 00:19:36.445
<00:19:34.405>So <00:19:34.580>the <00:19:34.754>simple <00:19:34.930>demos, <00:19:35.105>they <00:19:35.280>normally <00:19:35.455>work <00:19:35.629>very <00:19:35.805>well,

449
00:19:36.625 --> 00:19:39.405
<00:19:36.625>but <00:19:36.780>then <00:19:36.936>you <00:19:37.091>have <00:19:37.247>the <00:19:37.402>hard <00:19:37.558>cases <00:19:37.713>and <00:19:37.869>they're <00:19:38.025>hard.

450
00:19:39.545 --> 00:19:41.045
<00:19:39.545>And <00:19:39.815>that's, <00:19:40.085>I <00:19:40.355>think <00:19:40.625>we're <00:19:40.895>still,

451
00:19:41.105 --> 00:19:43.045
<00:19:41.105>we <00:19:41.305>humans <00:19:41.505>have <00:19:41.705>to <00:19:41.905>be <00:19:42.105>in <00:19:42.305>the <00:19:42.505>loop.

452
00:19:43.585 --> 00:19:46.325
<00:19:43.585>And <00:19:43.725>I <00:19:43.865>think <00:19:44.005>my <00:19:44.145>friend <00:19:44.285>Mark <00:19:44.425>had <00:19:44.565>yesterday <00:19:44.705>a <00:19:44.845>good <00:19:44.985>example

453
00:19:46.325 --> 00:19:50.005
<00:19:46.325>where <00:19:46.480>he <00:19:46.636>had <00:19:46.791>a <00:19:46.947>really <00:19:47.102>complicated, <00:19:47.258>uh, <00:19:47.413>code, <00:19:47.569>um, <00:19:47.725>uh,

454
00:19:50.015 --> 00:19:52.365
<00:19:50.015>where <00:19:50.190>it <00:19:50.365>was, <00:19:50.540>uh, <00:19:50.715>some, <00:19:50.890>some <00:19:51.065>deadlocks <00:19:51.240>in <00:19:51.415>it.

455
00:19:52.745 --> 00:19:54.965
<00:19:52.745>And <00:19:52.919>he <00:19:53.094>said, <00:19:53.270>Hey, <00:19:53.445>I, <00:19:53.620>I <00:19:53.794>tried <00:19:53.969>different <00:19:54.145>models

456
00:19:55.065 --> 00:19:57.485
<00:19:55.065>and <00:19:55.205>had <00:19:55.345>them <00:19:55.485>write <00:19:55.625>the <00:19:55.765>code, <00:19:55.905>but <00:19:56.045>it <00:19:56.185>was <00:19:56.325>not <00:19:56.465>perfect,

457
00:19:57.785 --> 00:20:00.645
<00:19:57.785>and <00:19:57.925>I <00:19:58.065>had <00:19:58.205>to, <00:19:58.345>so <00:19:58.485>I <00:19:58.625>think <00:19:58.765>the <00:19:58.905>very <00:19:59.045>complicated <00:19:59.185>code,

458
00:20:00.645 --> 00:20:01.885
<00:20:00.645>we <00:20:00.831>still <00:20:01.017>need <00:20:01.203>humans <00:20:01.389>in <00:20:01.575>the <00:20:01.761>loop.

459
00:20:02.305 --> 00:20:04.325
<00:20:02.305>And <00:20:02.505>the, <00:20:02.705>the, <00:20:02.905>the <00:20:03.105>different <00:20:03.305>question <00:20:03.505>is <00:20:03.705>how,

460
00:20:04.325 --> 00:20:06.405
<00:20:04.325>the <00:20:04.525>difficult <00:20:04.725>question <00:20:04.925>is <00:20:05.125>how <00:20:05.325>will <00:20:05.525>we <00:20:05.725>distinguish,

461
00:20:06.545 --> 00:20:08.805
<00:20:06.545>how <00:20:06.661>do <00:20:06.778>we <00:20:06.895>know <00:20:07.011>when <00:20:07.128>we <00:20:07.245>have <00:20:07.361>to <00:20:07.478>write <00:20:07.595>the <00:20:07.711>code <00:20:07.828>or <00:20:07.945>not?

462
00:20:09.065 --> 00:20:11.005
<00:20:09.065>So <00:20:09.205>we <00:20:09.345>still <00:20:09.485>need <00:20:09.625>people <00:20:09.765>in <00:20:09.905>the <00:20:10.045>loop <00:20:10.185>that <00:20:10.325>do <00:20:10.465>it.

463
00:20:13.235 --> 00:20:13.455
So,

464
00:20:19.685 --> 00:20:23.305
<00:20:19.685>So <00:20:19.840>yeah, <00:20:19.996>that <00:20:20.151>was <00:20:20.307>the, <00:20:20.462>the, <00:20:20.618>the <00:20:20.773>coding <00:20:20.929>part <00:20:21.085>here

465
00:20:23.315 --> 00:20:25.625
<00:20:23.315>where <00:20:23.490>I <00:20:23.665>really, <00:20:23.840>when <00:20:24.015>I <00:20:24.190>saw <00:20:24.365>it <00:20:24.540>the <00:20:24.715>first

466
00:20:25.625 --> 00:20:26.865
<00:20:25.625>time, <00:20:25.848>it, <00:20:26.071>it <00:20:26.294>blew <00:20:26.517>my <00:20:26.741>mind.

467
00:20:26.885 --> 00:20:29.185
<00:20:26.885>It <00:20:27.060>was <00:20:27.235>like <00:20:27.410>the <00:20:27.585>integration <00:20:27.760>here <00:20:27.935>from <00:20:28.110>an <00:20:28.285>agent

468
00:20:29.805 --> 00:20:30.985
<00:20:29.805>and, <00:20:30.017>and <00:20:30.229>not <00:20:30.442>in <00:20:30.654>the <00:20:30.867>ui.

469
00:20:31.065 --> 00:20:32.185
<00:20:31.065>I <00:20:31.233>mean <00:20:31.401>in <00:20:31.569>the <00:20:31.737>IDE, <00:20:31.905>it's <00:20:32.072>great,

470
00:20:32.465 --> 00:20:34.585
<00:20:32.465>I <00:20:32.665>love <00:20:32.865>agent <00:20:33.064>mode <00:20:33.264>in <00:20:33.465>which <00:20:33.665>Studio <00:20:33.865>code,

471
00:20:34.585 --> 00:20:36.505
<00:20:34.585>but <00:20:34.740>it's <00:20:34.896>like <00:20:35.051>a <00:20:35.207>developer <00:20:35.362>and <00:20:35.518>you <00:20:35.673>have <00:20:35.829>the <00:20:35.985>agent

472
00:20:36.505 --> 00:20:38.745
<00:20:36.505>and <00:20:36.660>it <00:20:36.816>works <00:20:36.971>back <00:20:37.127>and <00:20:37.282>it's <00:20:37.438>like <00:20:37.593>a <00:20:37.749>develop <00:20:37.905>experience,

473
00:20:38.745 --> 00:20:40.625
<00:20:38.745>but <00:20:38.945>here <00:20:39.145>you <00:20:39.344>integrate <00:20:39.544>it <00:20:39.745>into <00:20:39.945>the <00:20:40.145>team.

474
00:20:40.735 --> 00:20:42.945
<00:20:40.735>It's <00:20:40.968>like <00:20:41.201>a, <00:20:41.435>an <00:20:41.668>additional <00:20:41.901>team <00:20:42.135>member.

475
00:20:43.485 --> 00:20:44.505
<00:20:43.485>It <00:20:43.714>works <00:20:43.944>with <00:20:44.173>your <00:20:44.403>issues.

476
00:20:44.565 --> 00:20:47.365
<00:20:44.565>You <00:20:44.692>can <00:20:44.819>also <00:20:44.946>just <00:20:45.074>have <00:20:45.201>an <00:20:45.328>issue <00:20:45.455>work, <00:20:45.583>say, <00:20:45.710>give <00:20:45.837>this <00:20:45.965>issue,

477
00:20:47.365 --> 00:20:48.405
<00:20:47.365>break <00:20:47.599>down <00:20:47.833>this <00:20:48.067>issue, <00:20:48.301>please.

478
00:20:48.405 --> 00:20:50.685
<00:20:48.405>And <00:20:48.580>it <00:20:48.754>will <00:20:48.930>break <00:20:49.105>down <00:20:49.280>the <00:20:49.455>issues <00:20:49.629>into <00:20:49.805>smaller,

479
00:20:50.865 --> 00:20:51.965
<00:20:50.865>uh, <00:20:51.360>requirements, <00:20:51.855>right?

480
00:20:52.075 --> 00:20:53.445
<00:20:52.075>Then <00:20:52.383>implement <00:20:52.691>it, <00:20:52.999>add <00:20:53.308>tests.

481
00:20:53.905 --> 00:20:55.405
<00:20:53.905>You <00:20:54.129>can <00:20:54.355>comment <00:20:54.580>on <00:20:54.805>the <00:20:55.030>pool <00:20:55.254>request

482
00:20:55.425 --> 00:20:56.485
<00:20:55.425>and <00:20:55.615>then <00:20:55.806>it <00:20:55.997>will <00:20:56.188>run <00:20:56.379>again,

483
00:20:56.485 --> 00:20:58.365
<00:20:56.485>and <00:20:56.685>it <00:20:56.885>will, <00:20:57.084>will <00:20:57.284>check <00:20:57.485>something <00:20:57.685>again, <00:20:57.885>say,

484
00:20:58.405 --> 00:21:00.245
<00:20:58.405>I <00:20:58.545>don't <00:20:58.685>like <00:20:58.825>this <00:20:58.965>code, <00:20:59.105>can <00:20:59.245>you <00:20:59.385>please <00:20:59.524>try <00:20:59.665>it <00:20:59.805>again?

485
00:21:00.545 --> 00:21:02.125
<00:21:00.545>So <00:21:00.778>you <00:21:01.011>have <00:21:01.245>really, <00:21:01.478>you <00:21:01.711>can <00:21:01.945>interact

486
00:21:02.125 --> 00:21:03.565
<00:21:02.125>with <00:21:02.384>it <00:21:02.643>like <00:21:02.902>you <00:21:03.161>would <00:21:03.421>interact

487
00:21:03.565 --> 00:21:05.085
<00:21:03.565>with <00:21:03.838>other <00:21:04.112>people <00:21:04.385>in <00:21:04.659>your <00:21:04.933>teams.

488
00:21:06.305 --> 00:21:08.965
<00:21:06.305>And <00:21:06.445>this <00:21:06.585>also <00:21:06.725>works <00:21:06.865>for <00:21:07.005>the <00:21:07.145>more <00:21:07.285>ops <00:21:07.425>part <00:21:07.565>of <00:21:07.705>DevOps.

489
00:21:08.985 --> 00:21:10.125
<00:21:08.985>So <00:21:09.190>this <00:21:09.395>is <00:21:09.600>my <00:21:09.805>example <00:21:10.011>here.

490
00:21:10.185 --> 00:21:13.365
<00:21:10.185>So <00:21:10.340>you <00:21:10.496>can <00:21:10.651>add <00:21:10.807>Azure <00:21:10.962>Monitor <00:21:11.118>as <00:21:11.273>an <00:21:11.429>MCP <00:21:11.585>server,

491
00:21:13.985 --> 00:21:15.245
<00:21:13.985>uh, <00:21:14.362>to <00:21:14.741>your <00:21:15.119>repository.

492
00:21:15.635 --> 00:21:17.525
<00:21:15.635>This <00:21:15.868>is <00:21:16.101>the, <00:21:16.335>um, <00:21:16.568>the <00:21:16.801>Jason <00:21:17.035>fire.

493
00:21:17.525 --> 00:21:18.725
<00:21:17.525>You <00:21:17.705>say, <00:21:17.885>Hey, <00:21:18.065>this <00:21:18.245>is <00:21:18.425>Azure <00:21:18.605>Monitor.

494
00:21:18.945 --> 00:21:20.965
<00:21:18.945>You <00:21:19.178>give <00:21:19.411>it, <00:21:19.645>uh, <00:21:19.878>all <00:21:20.111>the <00:21:20.345>perimeters,

495
00:21:21.265 --> 00:21:24.165
<00:21:21.265>and <00:21:21.420>then <00:21:21.576>you <00:21:21.731>have <00:21:21.887>to <00:21:22.042>write <00:21:22.198>a <00:21:22.353>small <00:21:22.509>MCP <00:21:22.665>server

496
00:21:24.595 --> 00:21:27.365
<00:21:24.595>that <00:21:24.750>will <00:21:24.906>then <00:21:25.061>process <00:21:25.217>the, <00:21:25.372>the <00:21:25.528>locks <00:21:25.683>that <00:21:25.839>come <00:21:25.995>in,

497
00:21:27.505 --> 00:21:30.685
<00:21:27.505>and <00:21:27.645>then <00:21:27.785>Azure <00:21:27.925>lock <00:21:28.065>with, <00:21:28.205>so <00:21:28.345>the <00:21:28.485>agent, <00:21:28.625>when <00:21:28.765>it <00:21:28.905>runs,

498
00:21:30.745 --> 00:21:33.245
<00:21:30.745>it <00:21:30.885>can <00:21:31.024>pull <00:21:31.165>out, <00:21:31.304>uh, <00:21:31.445>the <00:21:31.584>latest <00:21:31.725>locks <00:21:31.864>from <00:21:32.004>Azure <00:21:32.145>Lock.

499
00:21:33.785 --> 00:21:35.325
<00:21:33.785>So <00:21:34.016>you <00:21:34.247>have <00:21:34.478>to <00:21:34.709>imagine <00:21:34.940>the <00:21:35.171>workflow.

500
00:21:36.265 --> 00:21:39.125
<00:21:36.265>You <00:21:36.420>have <00:21:36.576>a <00:21:36.731>Terra <00:21:36.887>Terraform <00:21:37.042>file <00:21:37.198>with <00:21:37.353>an <00:21:37.509>Azure <00:21:37.665>resource.

501
00:21:39.705 --> 00:21:43.205
<00:21:39.705>You, <00:21:39.879>um, <00:21:40.054>have <00:21:40.230>alerts <00:21:40.405>configured <00:21:40.580>in <00:21:40.754>Azure <00:21:40.929>lock <00:21:41.105>monitor.

502
00:21:43.825 --> 00:21:47.605
<00:21:43.825>So <00:21:44.000>if <00:21:44.175>there <00:21:44.350>is <00:21:44.525>an <00:21:44.700>un <00:21:44.875>an <00:21:45.050>unhandled <00:21:45.225>exception,

503
00:21:47.605 --> 00:21:50.365
<00:21:47.605>something's <00:21:47.838>coming, <00:21:48.071>you, <00:21:48.305>you <00:21:48.538>configure <00:21:48.771>alerts <00:21:49.005>so

504
00:21:50.365 --> 00:21:52.965
<00:21:50.365>that <00:21:50.540>their <00:21:50.715>alert <00:21:50.890>can <00:21:51.065>then <00:21:51.240>automatically <00:21:51.415>create <00:21:51.590>an <00:21:51.765>issue

505
00:21:52.985 --> 00:21:54.645
<00:21:52.985>and <00:21:53.334>assign <00:21:53.685>the <00:21:54.034>issue <00:21:54.385>automatically

506
00:21:55.105 --> 00:21:57.005
<00:21:55.105>to <00:21:55.385>a <00:21:55.665>GitHub <00:21:55.945>agent <00:21:56.225>to <00:21:56.505>copilot.

507
00:21:57.345 --> 00:21:59.365
<00:21:57.345>And <00:21:57.578>then <00:21:57.811>copilot <00:21:58.045>has <00:21:58.278>an <00:21:58.511>MCP <00:21:58.745>server.

508
00:21:59.505 --> 00:22:02.645
<00:21:59.505>The <00:21:59.645>MCP <00:21:59.785>server <00:21:59.925>will <00:22:00.065>reach <00:22:00.205>out, <00:22:00.345>uh, <00:22:00.485>to <00:22:00.625>the <00:22:00.765>lock <00:22:00.905>files,

509
00:22:02.645 --> 00:22:05.445
<00:22:02.645>pull <00:22:02.800>out <00:22:02.956>the <00:22:03.111>locks, <00:22:03.267>put <00:22:03.422>all <00:22:03.578>the <00:22:03.733>other <00:22:03.889>documentation <00:22:04.045>system

510
00:22:05.805 --> 00:22:06.805
<00:22:05.805>documentation <00:22:06.255>you <00:22:06.705>have,

511
00:22:07.065 --> 00:22:09.365
<00:22:07.065>and <00:22:07.240>then <00:22:07.415>create <00:22:07.590>a <00:22:07.765>pull <00:22:07.940>request, <00:22:08.115>for <00:22:08.290>example, <00:22:08.465>to

512
00:22:09.965 --> 00:22:13.205
<00:22:09.965>increase <00:22:10.105>the <00:22:10.245>capacity <00:22:10.385>or <00:22:10.524>does <00:22:10.665>anything <00:22:10.804>else <00:22:10.945>you <00:22:11.084>need <00:22:11.225>to <00:22:11.365>do

513
00:22:13.505 --> 00:22:15.925
<00:22:13.505>to <00:22:13.660>react <00:22:13.816>to <00:22:13.971>the <00:22:14.127>errors <00:22:14.282>in <00:22:14.438>the <00:22:14.593>lock <00:22:14.749>file, <00:22:14.905>right?

514
00:22:15.925 --> 00:22:18.325
<00:22:15.925>And <00:22:16.080>this <00:22:16.236>is <00:22:16.391>like <00:22:16.547>the <00:22:16.702>first <00:22:16.858>step <00:22:17.013>to <00:22:17.169>automatic <00:22:17.325>mitigation.

515
00:22:18.665 --> 00:22:20.365
<00:22:18.665>And <00:22:18.820>then <00:22:18.976>you, <00:22:19.131>in <00:22:19.287>this <00:22:19.442>case, <00:22:19.598>you <00:22:19.753>would <00:22:19.909>still <00:22:20.065>need

516
00:22:20.365 --> 00:22:21.365
<00:22:20.365>to <00:22:20.590>approve <00:22:20.815>the <00:22:21.040>pull <00:22:21.265>request,

517
00:22:21.705 --> 00:22:23.245
<00:22:21.705>but <00:22:21.903>I <00:22:22.101>think <00:22:22.299>this <00:22:22.496>is <00:22:22.695>also <00:22:22.892>a <00:22:23.091>step

518
00:22:23.245 --> 00:22:24.685
<00:22:23.245>that <00:22:23.460>we <00:22:23.677>can <00:22:23.893>easily <00:22:24.109>get <00:22:24.324>rid <00:22:24.541>of.

519
00:22:27.745 --> 00:22:31.285
<00:22:27.745>So, <00:22:27.861>so <00:22:27.978>when <00:22:28.094>I <00:22:28.211>saw <00:22:28.328>the <00:22:28.445>integration <00:22:28.561>in <00:22:28.678>my <00:22:28.794>team, <00:22:28.911>it <00:22:29.028>was <00:22:29.145>like,

520
00:22:31.865 --> 00:22:33.805
<00:22:31.865>it <00:22:32.020>really <00:22:32.176>blew <00:22:32.331>my <00:22:32.487>mind, <00:22:32.642>okay, <00:22:32.798>how <00:22:32.953>will <00:22:33.109>this <00:22:33.265>change

521
00:22:33.905 --> 00:22:35.085
<00:22:33.905>how <00:22:34.259>we <00:22:34.613>structure <00:22:34.967>teams?

522
00:22:35.265 --> 00:22:37.925
<00:22:35.265>How <00:22:35.405>will <00:22:35.545>we <00:22:35.685>work <00:22:35.825>together? <00:22:35.965>I <00:22:36.105>mean, <00:22:36.245>we <00:22:36.385>still <00:22:36.525>say, <00:22:36.665>Hey,

523
00:22:38.085 --> 00:22:40.005
<00:22:38.085>the <00:22:38.318>two <00:22:38.551>pizza <00:22:38.785>teams, <00:22:39.018>is <00:22:39.251>this <00:22:39.485>still?

524
00:22:40.005 --> 00:22:41.325
<00:22:40.005>Well, <00:22:40.401>it <00:22:40.797>maybe <00:22:41.193>is.

525
00:22:41.625 --> 00:22:43.725
<00:22:41.625>So <00:22:41.858>if <00:22:42.091>the <00:22:42.325>agent <00:22:42.558>get <00:22:42.791>more <00:22:43.025>potent

526
00:22:44.145 --> 00:22:45.485
<00:22:44.145>and <00:22:44.446>maybe <00:22:44.748>get <00:22:45.049>special <00:22:45.351>roles,

527
00:22:46.265 --> 00:22:48.085
<00:22:46.265>how <00:22:46.465>will <00:22:46.665>this <00:22:46.865>impact <00:22:47.065>how <00:22:47.265>we <00:22:47.465>structure <00:22:47.665>teams?

528
00:22:48.265 --> 00:22:50.285
<00:22:48.265>And <00:22:48.465>I <00:22:48.665>think <00:22:48.865>nobody <00:22:49.065>knows <00:22:49.265>right <00:22:49.465>now, <00:22:49.665>right?

529
00:22:50.305 --> 00:22:52.725
<00:22:50.305>So <00:22:50.480>it's <00:22:50.655>still <00:22:50.830>something <00:22:51.005>where <00:22:51.180>we <00:22:51.355>have <00:22:51.530>to <00:22:51.705>experiment.

530
00:22:53.385 --> 00:22:57.295
<00:22:53.385>And <00:22:53.501>the <00:22:53.618>problem <00:22:53.735>is <00:22:53.851>that <00:22:53.968>we <00:22:54.085>get <00:22:54.201>a <00:22:54.318>lot <00:22:54.435>of <00:22:54.551>negative <00:22:54.668>hype <00:22:54.785>from,

531
00:22:57.435 --> 00:22:58.655
<00:22:57.435>uh, <00:22:57.801>the <00:22:58.167>white <00:22:58.533>coating.

532
00:22:58.655 --> 00:23:01.215
<00:22:58.655>Everybody <00:22:58.888>knows <00:22:59.121>what <00:22:59.355>white <00:22:59.588>coating <00:22:59.821>is. <00:23:00.055>Yeah.

533
00:23:01.915 --> 00:23:03.095
<00:23:01.915>So, <00:23:02.977>uh,

534
00:23:03.095 --> 00:23:05.495
<00:23:03.095>there <00:23:03.235>was <00:23:03.375>a <00:23:03.515>funny <00:23:03.655>thing <00:23:03.795>on <00:23:03.935>Twitter <00:23:04.075>if <00:23:04.215>you <00:23:04.355>followed <00:23:04.495>it.

535
00:23:05.595 --> 00:23:06.655
<00:23:05.595>So <00:23:06.072>there's <00:23:06.549>Leo

536
00:23:06.755 --> 00:23:09.895
<00:23:06.755>and <00:23:06.882>Leo <00:23:07.009>is <00:23:07.136>like, <00:23:07.264>wow, <00:23:07.391>I <00:23:07.518>have <00:23:07.645>no <00:23:07.773>idea <00:23:07.900>from <00:23:08.027>technical <00:23:08.155>stuff.

537
00:23:10.035 --> 00:23:11.695
<00:23:10.035>I'm <00:23:10.235>not <00:23:10.435>technical, <00:23:10.635>but <00:23:10.835>I <00:23:11.035>build <00:23:11.235>my <00:23:11.435>SaaS

538
00:23:11.695 --> 00:23:12.775
<00:23:11.695>and, <00:23:11.889>and <00:23:12.083>people <00:23:12.278>pay <00:23:12.472>for <00:23:12.667>it.

539
00:23:12.795 --> 00:23:15.735
<00:23:12.795>And <00:23:12.970>now <00:23:13.145>you <00:23:13.320>can <00:23:13.495>whine <00:23:13.670>as <00:23:13.845>developers <00:23:14.020>and, <00:23:14.195>uh,

540
00:23:16.075 --> 00:23:17.095
<00:23:16.075>but <00:23:16.304>I <00:23:16.534>will <00:23:16.763>earn <00:23:16.993>money.

541
00:23:17.475 --> 00:23:19.455
<00:23:17.475>But <00:23:17.649>the <00:23:17.824>thing <00:23:18.000>was <00:23:18.175>he <00:23:18.350>was <00:23:18.524>like, <00:23:18.699>oh, <00:23:18.875>damn,

542
00:23:19.585 --> 00:23:21.735
<00:23:19.585>since <00:23:19.785>I <00:23:19.985>posted <00:23:20.185>it <00:23:20.385>on <00:23:20.585>Twitter, <00:23:20.785>things <00:23:20.985>happen.

543
00:23:21.755 --> 00:23:23.655
<00:23:21.755>People <00:23:22.221>bypass <00:23:22.688>my <00:23:23.155>subscription.

544
00:23:23.755 --> 00:23:26.535
<00:23:23.755>People <00:23:23.955>do <00:23:24.155>weird <00:23:24.355>stuff <00:23:24.555>on <00:23:24.755>the, <00:23:24.955>uh, <00:23:25.155>thing.

545
00:23:26.715 --> 00:23:28.895
<00:23:26.715>And <00:23:26.948>uh, <00:23:27.181>yeah, <00:23:27.415>it, <00:23:27.648>it, <00:23:27.881>it <00:23:28.115>failed.

546
00:23:29.015 --> 00:23:30.775
<00:23:29.015>I <00:23:29.190>would <00:23:29.365>say, <00:23:29.540>and <00:23:29.715>I <00:23:29.890>think <00:23:30.065>it's <00:23:30.240>not <00:23:30.415>that

547
00:23:32.315 --> 00:23:35.495
<00:23:32.315>AI <00:23:32.455>cannot <00:23:32.595>write <00:23:32.735>this <00:23:32.875>kind <00:23:33.015>of <00:23:33.155>has, <00:23:33.295>I <00:23:33.435>think <00:23:33.575>you <00:23:33.715>have

548
00:23:35.495 --> 00:23:37.055
<00:23:35.495>to <00:23:35.774>ask <00:23:36.054>the <00:23:36.334>right <00:23:36.614>questions, <00:23:36.895>right?

549
00:23:37.155 --> 00:23:39.655
<00:23:37.155>So, <00:23:37.388>um, <00:23:37.621>copilot <00:23:37.855>can <00:23:38.088>write <00:23:38.321>secure <00:23:38.555>code,

550
00:23:39.715 --> 00:23:42.335
<00:23:39.715>but <00:23:39.842>you <00:23:39.969>have <00:23:40.096>to, <00:23:40.224>it's, <00:23:40.351>it's <00:23:40.478>a <00:23:40.605>concern <00:23:40.733>if <00:23:40.860>you <00:23:40.987>just <00:23:41.115>say,

551
00:23:42.705 --> 00:23:45.445
<00:23:42.705>write <00:23:42.879>me, <00:23:43.054>um, <00:23:43.230>the <00:23:43.405>Connect <00:23:43.580>four <00:23:43.754>game <00:23:43.929>I <00:23:44.105>did,

552
00:23:45.445 --> 00:23:46.685
<00:23:45.445>you <00:23:45.630>will <00:23:45.817>get <00:23:46.003>a <00:23:46.188>connect <00:23:46.375>four <00:23:46.561>game.

553
00:23:46.985 --> 00:23:49.445
<00:23:46.985>You <00:23:47.101>will <00:23:47.218>test <00:23:47.334>for <00:23:47.451>it. <00:23:47.568>You <00:23:47.685>have <00:23:47.801>to <00:23:47.918>say, <00:23:48.034>add <00:23:48.151>me <00:23:48.268>some <00:23:48.385>tests.

554
00:23:49.945 --> 00:23:51.645
<00:23:49.945>You <00:23:50.178>want <00:23:50.411>logging, <00:23:50.645>monitoring <00:23:50.878>you <00:23:51.111>to <00:23:51.345>say,

555
00:23:51.645 --> 00:23:53.085
<00:23:51.645>give <00:23:51.904>me <00:23:52.163>logging <00:23:52.422>and <00:23:52.681>monitoring, <00:23:52.941>right?

556
00:23:53.185 --> 00:23:55.885
<00:23:53.185>So <00:23:53.301>it's <00:23:53.418>a <00:23:53.534>process. <00:23:53.651>If <00:23:53.768>you <00:23:53.885>don't <00:23:54.001>know <00:23:54.118>what <00:23:54.235>you <00:23:54.351>have <00:23:54.468>to <00:23:54.585>ask

557
00:23:55.885 --> 00:23:57.165
<00:23:55.885>for, <00:23:56.115>you <00:23:56.345>will <00:23:56.576>not <00:23:56.806>get <00:23:57.037>it.

558
00:23:57.625 --> 00:23:59.965
<00:23:57.625>And <00:23:57.780>like <00:23:57.936>I <00:23:58.091>said, <00:23:58.247>there's <00:23:58.402>still <00:23:58.558>some <00:23:58.713>parts <00:23:58.869>of <00:23:59.025>code.

559
00:24:00.505 --> 00:24:03.565
<00:24:00.505>We <00:24:00.645>humans <00:24:00.785>are <00:24:00.925>just <00:24:01.065>still <00:24:01.205>better <00:24:01.345>in <00:24:01.485>writing <00:24:01.625>it <00:24:01.765>than <00:24:01.905>ai.

560
00:24:03.745 --> 00:24:05.365
<00:24:03.745>So <00:24:03.978>we <00:24:04.211>have <00:24:04.445>to <00:24:04.678>find <00:24:04.911>that <00:24:05.145>spot.

561
00:24:06.105 --> 00:24:07.285
<00:24:06.105>So <00:24:06.459>the <00:24:06.813>thing <00:24:07.167>is,

562
00:24:07.365 --> 00:24:09.885
<00:24:07.365>I <00:24:07.492>think <00:24:07.619>nobody <00:24:07.746>knows <00:24:07.874>right <00:24:08.001>now <00:24:08.128>where <00:24:08.255>we <00:24:08.383>are <00:24:08.510>going <00:24:08.637>with <00:24:08.765>this.

563
00:24:10.025 --> 00:24:11.645
<00:24:10.025>And <00:24:10.305>so <00:24:10.585>we <00:24:10.865>are <00:24:11.145>all <00:24:11.425>experimenting.

564
00:24:11.675 --> 00:24:13.405
<00:24:11.675>Also, <00:24:11.955>the <00:24:12.235>big <00:24:12.514>companies <00:24:12.794>are <00:24:13.075>experimenting.

565
00:24:13.405 --> 00:24:16.445
<00:24:13.405>We, <00:24:13.560>we <00:24:13.716>just <00:24:13.871>don't <00:24:14.027>have <00:24:14.182>the <00:24:14.338>data <00:24:14.493>yet <00:24:14.649>to <00:24:14.805>say

566
00:24:16.545 --> 00:24:18.605
<00:24:16.545>how <00:24:16.895>this <00:24:17.245>will <00:24:17.595>turn <00:24:17.945>out.

567
00:24:18.785 --> 00:24:21.485
<00:24:18.785>So <00:24:18.985>will <00:24:19.185>we <00:24:19.385>have <00:24:19.585>teams <00:24:19.785>with <00:24:19.985>agents, <00:24:20.185>um,

568
00:24:21.545 --> 00:24:22.845
<00:24:21.545>in <00:24:21.935>the <00:24:22.325>cross-functional <00:24:22.715>team?

569
00:24:22.845 --> 00:24:25.525
<00:24:22.845>Will <00:24:23.000>agents <00:24:23.156>have <00:24:23.311>one <00:24:23.467>function? <00:24:23.622>How <00:24:23.778>will <00:24:23.933>the <00:24:24.089>humans <00:24:24.245>interact?

570
00:24:25.525 --> 00:24:27.005
<00:24:25.525>How <00:24:25.858>will <00:24:26.191>multiple <00:24:26.524>teams <00:24:26.857>interact?

571
00:24:27.265 --> 00:24:29.805
<00:24:27.265>And <00:24:27.465>how <00:24:27.665>will <00:24:27.865>the <00:24:28.065>agent <00:24:28.265>to <00:24:28.465>agent <00:24:28.665>communication

572
00:24:29.865 --> 00:24:30.925
<00:24:29.865>really <00:24:30.342>impact <00:24:30.819>that?

573
00:24:31.785 --> 00:24:33.685
<00:24:31.785>And <00:24:32.485>uh, <00:24:33.185>so,

574
00:24:34.185 --> 00:24:37.645
<00:24:34.185>and <00:24:34.292>since <00:24:34.400>we <00:24:34.508>don't <00:24:34.615>know, <00:24:34.723>I <00:24:34.831>think <00:24:34.938>the <00:24:35.046>best <00:24:35.154>what <00:24:35.261>we <00:24:35.369>can <00:24:35.477>do <00:24:35.585>is,

575
00:24:37.705 --> 00:24:38.765
<00:24:37.705>is <00:24:38.023>focus <00:24:38.341>on <00:24:38.659>process.

576
00:24:39.825 --> 00:24:42.645
<00:24:39.825>Is <00:24:40.025>focus, <00:24:40.225>okay, <00:24:40.425>how <00:24:40.625>do <00:24:40.825>we <00:24:41.025>build, <00:24:41.225>um,

577
00:24:42.985 --> 00:24:44.365
<00:24:42.985>and <00:24:43.192>not <00:24:43.399>what <00:24:43.606>do <00:24:43.812>we <00:24:44.020>build, <00:24:44.227>right?

578
00:24:44.385 --> 00:24:47.885
<00:24:44.385>So <00:24:44.525>go <00:24:44.665>away <00:24:44.805>from <00:24:44.945>the <00:24:45.085>product <00:24:45.225>focus <00:24:45.365>to <00:24:45.504>a <00:24:45.645>process <00:24:45.785>focus.

579
00:24:49.025 --> 00:24:51.605
<00:24:49.025>And <00:24:49.180>uh, <00:24:49.336>I <00:24:49.491>think <00:24:49.647>they, <00:24:49.802>we <00:24:49.958>are <00:24:50.113>there <00:24:50.269>as <00:24:50.425>a,

580
00:24:51.605 --> 00:24:53.485
<00:24:51.605>as <00:24:51.838>a <00:24:52.071>society, <00:24:52.305>we <00:24:52.538>are <00:24:52.771>moving <00:24:53.005>there.

581
00:24:53.625 --> 00:24:54.885
<00:24:53.625>So <00:24:53.908>just <00:24:54.192>an <00:24:54.475>example <00:24:54.759>here.

582
00:24:54.945 --> 00:24:57.805
<00:24:54.945>So, <00:24:55.085>um, <00:24:55.225>this <00:24:55.365>is <00:24:55.504>like <00:24:55.645>more <00:24:55.784>the <00:24:55.925>generation <00:24:56.064>of <00:24:56.205>my <00:24:56.345>mother.

583
00:24:58.105 --> 00:24:59.605
<00:24:58.105>We <00:24:58.330>had <00:24:58.555>a <00:24:58.780>closed <00:24:59.005>kitchen <00:24:59.230>at <00:24:59.455>home.

584
00:24:59.985 --> 00:25:02.725
<00:24:59.985>So <00:25:00.112>if <00:25:00.239>we <00:25:00.366>had <00:25:00.494>guests, <00:25:00.621>uh, <00:25:00.748>she <00:25:00.875>would <00:25:01.003>beg <00:25:01.130>in <00:25:01.257>the <00:25:01.385>kitchen

585
00:25:02.945 --> 00:25:03.965
<00:25:02.945>and <00:25:03.404>prepare <00:25:03.862>everything.

586
00:25:04.345 --> 00:25:05.765
<00:25:04.345>The <00:25:04.527>guests <00:25:04.710>would <00:25:04.892>wait <00:25:05.075>in <00:25:05.257>the <00:25:05.440>living <00:25:05.623>room

587
00:25:05.825 --> 00:25:08.045
<00:25:05.825>and <00:25:05.965>she <00:25:06.105>then <00:25:06.245>she <00:25:06.385>would <00:25:06.525>come <00:25:06.665>out <00:25:06.805>and <00:25:06.945>present <00:25:07.085>the <00:25:07.225>food.

588
00:25:08.065 --> 00:25:10.245
<00:25:08.065>And <00:25:08.192>it <00:25:08.319>was <00:25:08.446>like, <00:25:08.574>yeah, <00:25:08.701>very <00:25:08.828>much <00:25:08.955>on <00:25:09.083>the, <00:25:09.210>on <00:25:09.337>the <00:25:09.465>product,

589
00:25:10.245 --> 00:25:11.245
<00:25:10.245>right, <00:25:10.544>on <00:25:10.844>the <00:25:11.145>outcome.

590
00:25:11.985 --> 00:25:13.685
<00:25:11.985>And, <00:25:12.159>uh, <00:25:12.334>this <00:25:12.510>is <00:25:12.685>the <00:25:12.860>kitchen <00:25:13.034>of <00:25:13.209>my <00:25:13.385>friend.

591
00:25:13.745 --> 00:25:15.925
<00:25:13.745>So <00:25:13.945>if <00:25:14.145>we <00:25:14.344>meet, <00:25:14.544>then <00:25:14.745>we <00:25:14.945>normally, <00:25:15.145>uh,

592
00:25:15.925 --> 00:25:18.845
<00:25:15.925>everything <00:25:16.080>is <00:25:16.236>ready <00:25:16.391>in <00:25:16.547>the <00:25:16.702>kitchen, <00:25:16.858>but <00:25:17.013>nothing <00:25:17.169>is <00:25:17.325>prepared.

593
00:25:19.185 --> 00:25:21.565
<00:25:19.185>And <00:25:19.340>then <00:25:19.496>we <00:25:19.651>spend <00:25:19.807>like <00:25:19.962>many <00:25:20.118>hours <00:25:20.273>preparing <00:25:20.429>it <00:25:20.585>together.

594
00:25:22.265 --> 00:25:25.445
<00:25:22.265>And, <00:25:22.392>uh, <00:25:22.519>so, <00:25:22.646>so <00:25:22.774>the <00:25:22.901>main <00:25:23.028>part <00:25:23.155>is <00:25:23.283>not <00:25:23.410>like <00:25:23.537>the <00:25:23.665>result,

595
00:25:25.465 --> 00:25:26.885
<00:25:25.465>the <00:25:25.720>main <00:25:25.976>part <00:25:26.231>is <00:25:26.487>cooking <00:25:26.743>together

596
00:25:26.985 --> 00:25:30.005
<00:25:26.985>and <00:25:27.140>showing <00:25:27.296>learning <00:25:27.451>from <00:25:27.607>each <00:25:27.762>other <00:25:27.918>how <00:25:28.073>we <00:25:28.229>do <00:25:28.385>it.

597
00:25:30.465 --> 00:25:32.925
<00:25:30.465>And <00:25:30.605>I <00:25:30.745>think <00:25:30.885>this <00:25:31.024>is <00:25:31.165>the <00:25:31.304>mindset <00:25:31.445>that, <00:25:31.584>um, <00:25:31.725>a <00:25:31.865>lot

598
00:25:32.925 --> 00:25:35.085
<00:25:32.925>of <00:25:33.158>modern <00:25:33.391>companies, <00:25:33.625>they, <00:25:33.858>they <00:25:34.091>have <00:25:34.325>it,

599
00:25:35.265 --> 00:25:37.245
<00:25:35.265>but <00:25:35.498>a <00:25:35.731>lot <00:25:35.965>of <00:25:36.198>the <00:25:36.431>traditional <00:25:36.665>companies,

600
00:25:37.245 --> 00:25:39.085
<00:25:37.245>they're <00:25:37.445>still <00:25:37.645>very <00:25:37.844>much <00:25:38.044>focused <00:25:38.245>on <00:25:38.445>the <00:25:38.645>output

601
00:25:39.705 --> 00:25:43.085
<00:25:39.705>and <00:25:39.879>uh, <00:25:40.054>see <00:25:40.230>their <00:25:40.405>production <00:25:40.580>still <00:25:40.754>as <00:25:40.929>very <00:25:41.105>rigid.

602
00:25:43.865 --> 00:25:45.285
<00:25:43.865>And <00:25:44.047>I <00:25:44.230>think <00:25:44.412>that's, <00:25:44.595>that's <00:25:44.777>what <00:25:44.960>we <00:25:45.143>have.

603
00:25:45.305 --> 00:25:48.445
<00:25:45.305>So, <00:25:45.460>so <00:25:45.616>if <00:25:45.771>you <00:25:45.927>wanna <00:25:46.082>keep <00:25:46.238>up <00:25:46.393>with <00:25:46.549>the <00:25:46.705>advancement,

604
00:25:48.585 --> 00:25:51.165
<00:25:48.585>not <00:25:48.760>not <00:25:48.935>have <00:25:49.110>fear <00:25:49.285>like <00:25:49.460>block <00:25:49.635>you, <00:25:49.810>you <00:25:49.985>have

605
00:25:51.165 --> 00:25:52.205
<00:25:51.165>to <00:25:51.399>adapt <00:25:51.633>the <00:25:51.867>growth <00:25:52.101>mindset.

606
00:25:52.665 --> 00:25:54.365
<00:25:52.665>And <00:25:52.820>I <00:25:52.976>mean, <00:25:53.131>a <00:25:53.287>lot <00:25:53.442>of <00:25:53.598>people <00:25:53.753>talked <00:25:53.909>about <00:25:54.065>it,

607
00:25:54.385 --> 00:25:56.645
<00:25:54.385>and <00:25:54.540>I <00:25:54.696>think <00:25:54.851>it <00:25:55.007>was <00:25:55.162>more <00:25:55.318>fast <00:25:55.473>than <00:25:55.629>it <00:25:55.785>is,

608
00:25:56.705 --> 00:25:59.285
<00:25:56.705>but <00:25:56.845>I <00:25:56.985>think <00:25:57.125>you <00:25:57.264>can <00:25:57.405>really <00:25:57.544>tell <00:25:57.685>if <00:25:57.824>people <00:25:57.965>have <00:25:58.105>this,

609
00:25:59.285 --> 00:26:01.045
<00:25:59.285>this <00:25:59.635>fixed <00:25:59.985>mindset, <00:26:00.335>and <00:26:00.685>uh,

610
00:26:01.275 --> 00:26:02.765
<00:26:01.275>this <00:26:01.498>has <00:26:01.722>always <00:26:01.945>been <00:26:02.169>like <00:26:02.392>this, <00:26:02.616>right?

611
00:26:02.845 --> 00:26:04.645
<00:26:02.845>I <00:26:02.972>think <00:26:03.099>this <00:26:03.226>is <00:26:03.354>the <00:26:03.481>worst <00:26:03.608>thing <00:26:03.735>you <00:26:03.863>can <00:26:03.990>say <00:26:04.117>right <00:26:04.245>now.

612
00:26:04.645 --> 00:26:05.765
<00:26:04.645>You <00:26:04.813>have <00:26:04.981>to <00:26:05.149>be <00:26:05.317>open <00:26:05.485>to <00:26:05.653>change.

613
00:26:06.015 --> 00:26:07.325
<00:26:06.015>There <00:26:06.211>will <00:26:06.408>be <00:26:06.604>a <00:26:06.801>lot <00:26:06.997>of <00:26:07.194>change.

614
00:26:08.185 --> 00:26:11.925
<00:26:08.185>So <00:26:08.385>embrace <00:26:08.585>the <00:26:08.784>change <00:26:08.985>and <00:26:09.185>organize <00:26:09.385>accordingly, <00:26:09.585>right?

615
00:26:12.025 --> 00:26:14.725
<00:26:12.025>So <00:26:12.375>we <00:26:12.725>will <00:26:13.075>all <00:26:13.425>experiment.

616
00:26:15.305 --> 00:26:17.405
<00:26:15.305>So <00:26:15.480>I <00:26:15.655>think <00:26:15.830>it's <00:26:16.005>always <00:26:16.180>in <00:26:16.355>general <00:26:16.530>a <00:26:16.705>good

617
00:26:17.435 --> 00:26:18.485
<00:26:17.435>idea <00:26:17.671>from <00:26:17.907>time <00:26:18.143>to <00:26:18.379>time.

618
00:26:18.485 --> 00:26:20.965
<00:26:18.485>Look <00:26:18.625>what <00:26:18.764>the <00:26:18.905>big <00:26:19.044>companies <00:26:19.185>do. <00:26:19.324>How <00:26:19.465>does <00:26:19.604>Microsoft <00:26:19.745>do <00:26:19.885>it?

619
00:26:20.965 --> 00:26:22.165
<00:26:20.965>How <00:26:21.181>does <00:26:21.397>Google, <00:26:21.612>Google <00:26:21.829>do <00:26:22.045>it?

620
00:26:22.545 --> 00:26:23.925
<00:26:22.545>Uh, <00:26:22.855>because <00:26:23.166>they <00:26:23.476>sometimes <00:26:23.787>have

621
00:26:23.925 --> 00:26:25.405
<00:26:23.925>good <00:26:24.191>researchers, <00:26:24.457>a <00:26:24.724>lot <00:26:24.990>of <00:26:25.257>data.

622
00:26:26.025 --> 00:26:27.205
<00:26:26.025>Uh, <00:26:26.202>so <00:26:26.379>it's <00:26:26.556>good <00:26:26.733>to <00:26:26.909>do <00:26:27.087>it.

623
00:26:27.545 --> 00:26:28.565
<00:26:27.545>But <00:26:27.774>I <00:26:28.004>think <00:26:28.233>if <00:26:28.463>you're

624
00:26:28.565 --> 00:26:30.125
<00:26:28.565>experimenting <00:26:28.798>then, <00:26:29.031>then <00:26:29.265>it's <00:26:29.498>the <00:26:29.731>best <00:26:29.965>thing.

625
00:26:30.125 --> 00:26:31.125
<00:26:30.125>It's <00:26:30.350>easy <00:26:30.575>for <00:26:30.800>to <00:26:31.025>adapt.

626
00:26:31.465 --> 00:26:32.525
<00:26:31.465>If <00:26:31.783>you <00:26:32.101>just <00:26:32.419>wait

627
00:26:32.625 --> 00:26:34.805
<00:26:32.625>and <00:26:32.780>say, <00:26:32.936>no, <00:26:33.091>we <00:26:33.247>always <00:26:33.402>had <00:26:33.558>like <00:26:33.713>a <00:26:33.869>plan, <00:26:34.025>build

628
00:26:34.805 --> 00:26:36.205
<00:26:34.805>and <00:26:35.435>run <00:26:36.065>organization.

629
00:26:36.465 --> 00:26:39.205
<00:26:36.465>Uh, <00:26:36.592>it's <00:26:36.719>uh, <00:26:36.846>because <00:26:36.974>we're <00:26:37.101>a <00:26:37.228>public <00:26:37.355>sector, <00:26:37.483>we <00:26:37.610>never <00:26:37.737>did <00:26:37.865>it.

630
00:26:39.545 --> 00:26:41.285
<00:26:39.545>Uh, <00:26:39.745>then <00:26:39.945>adopting <00:26:40.145>it <00:26:40.345>will <00:26:40.545>be <00:26:40.745>too <00:26:40.945>late.

631
00:26:41.285 --> 00:26:42.405
<00:26:41.285>You're <00:26:41.537>too <00:26:41.789>r <00:26:42.041>it, <00:26:42.293>right?

632
00:26:42.705 --> 00:26:44.645
<00:26:42.705>If <00:26:42.985>you're <00:26:43.264>already <00:26:43.544>like <00:26:43.824>flexible <00:26:44.105>experimenting,

633
00:26:44.645 --> 00:26:46.605
<00:26:44.645>you <00:26:44.878>have <00:26:45.111>maybe <00:26:45.345>your <00:26:45.578>research <00:26:45.811>development <00:26:46.045>teams

634
00:26:46.605 --> 00:26:49.325
<00:26:46.605>that <00:26:46.885>are <00:26:47.165>already <00:26:47.445>experimenting <00:26:47.725>with <00:26:48.005>agents

635
00:26:49.345 --> 00:26:51.125
<00:26:49.345>and <00:26:49.545>you <00:26:49.745>see <00:26:49.945>how <00:26:50.145>much <00:26:50.345>can <00:26:50.545>they <00:26:50.745>scale?

636
00:26:51.665 --> 00:26:55.285
<00:26:51.665>How <00:26:51.805>many <00:26:51.945>issues <00:26:52.085>can <00:26:52.225>one <00:26:52.365>person <00:26:52.504>work <00:26:52.645>on <00:26:52.784>without <00:26:52.925>burning <00:26:53.065>out?

637
00:26:55.595 --> 00:26:57.085
<00:26:55.595>Then <00:26:55.818>you're <00:26:56.042>already <00:26:56.265>in <00:26:56.489>a <00:26:56.712>change <00:26:56.936>mode.

638
00:26:57.085 --> 00:27:01.125
<00:26:57.085>And <00:26:57.285>then <00:26:57.485>it's <00:26:57.685>easy <00:26:57.885>to <00:26:58.085>adapt. <00:26:58.285>So <00:26:58.485>do

639
00:27:01.125 --> 00:27:02.245
<00:27:01.125>not <00:27:01.377>make <00:27:01.629>this <00:27:01.880>about <00:27:02.132>tools.

640
00:27:02.555 --> 00:27:03.965
<00:27:02.555>There's <00:27:02.808>a <00:27:03.062>lot <00:27:03.316>of <00:27:03.570>discussions <00:27:03.823>here,

641
00:27:03.965 --> 00:27:05.205
<00:27:03.965>especially <00:27:04.244>are <00:27:04.523>about <00:27:04.802>the <00:27:05.081>tools

642
00:27:05.745 --> 00:27:07.645
<00:27:05.745>and <00:27:05.945>uh, <00:27:06.145>do <00:27:06.344>not <00:27:06.544>try <00:27:06.745>to <00:27:06.945>centralize <00:27:07.145>it.

643
00:27:07.955 --> 00:27:09.685
<00:27:07.955>Just, <00:27:08.304>just <00:27:08.655>embrace <00:27:09.004>the <00:27:09.355>change.

644
00:27:10.065 --> 00:27:13.565
<00:27:10.065>And <00:27:10.205>uh, <00:27:10.345>and <00:27:10.485>I <00:27:10.625>think <00:27:10.765>the <00:27:10.905>biggest <00:27:11.045>blogger <00:27:11.185>you <00:27:11.325>can <00:27:11.465>have

645
00:27:13.745 --> 00:27:15.045
<00:27:13.745>is, <00:27:14.135>uh, <00:27:14.525>fears, <00:27:14.915>right?

646
00:27:15.615 --> 00:27:18.005
<00:27:15.615>Fears <00:27:15.755>the <00:27:15.895>past <00:27:16.035>to <00:27:16.175>the <00:27:16.315>dark <00:27:16.455>side, <00:27:16.595>it <00:27:16.735>leads <00:27:16.875>to <00:27:17.015>anger.

647
00:27:18.625 --> 00:27:21.205
<00:27:18.625>And <00:27:18.741>what <00:27:18.858>I <00:27:18.975>see <00:27:19.091>now <00:27:19.208>in <00:27:19.325>our <00:27:19.441>industry <00:27:19.558>has <00:27:19.675>a <00:27:19.791>lot <00:27:19.908>of <00:27:20.025>fears.

648
00:27:21.295 --> 00:27:23.605
<00:27:21.295>Fears <00:27:21.450>of <00:27:21.606>people <00:27:21.761>that, <00:27:21.917>uh, <00:27:22.072>they <00:27:22.228>will <00:27:22.383>lose <00:27:22.539>their <00:27:22.695>job.

649
00:27:23.635 --> 00:27:25.165
<00:27:23.635>That <00:27:23.831>I <00:27:24.028>will <00:27:24.225>do <00:27:24.421>it <00:27:24.618>better <00:27:24.815>than <00:27:25.012>them.

650
00:27:25.315 --> 00:27:28.725
<00:27:25.315>That <00:27:25.490>that <00:27:25.665>companies <00:27:25.840>will <00:27:26.015>not <00:27:26.190>hire <00:27:26.365>junior <00:27:26.540>developers <00:27:26.715>anymore.

651
00:27:29.025 --> 00:27:30.605
<00:27:29.025>And <00:27:29.225>I <00:27:29.425>think <00:27:29.625>these <00:27:29.825>fears <00:27:30.025>are <00:27:30.225>not <00:27:30.425>helpful.

652
00:27:31.405 --> 00:27:32.845
<00:27:31.405>'cause <00:27:31.621>I <00:27:31.837>think <00:27:32.053>what <00:27:32.269>we <00:27:32.485>have <00:27:32.701>to,

653
00:27:32.855 --> 00:27:34.165
<00:27:32.855>often <00:27:33.149>it's <00:27:33.444>just <00:27:33.739>words, <00:27:34.033>right?

654
00:27:34.165 --> 00:27:36.565
<00:27:34.165>What <00:27:34.320>is <00:27:34.476>a <00:27:34.631>developer <00:27:34.787>writes <00:27:34.942>it <00:27:35.098>does <00:27:35.253>the <00:27:35.409>right <00:27:35.565>code?

655
00:27:36.565 --> 00:27:37.725
<00:27:36.565>Or <00:27:36.826>is <00:27:37.087>it <00:27:37.348>an <00:27:37.609>engineer

656
00:27:37.725 --> 00:27:41.085
<00:27:37.725>that <00:27:38.004>probably <00:27:38.284>are <00:27:38.564>manages <00:27:38.844>complex <00:27:39.125>systems?

657
00:27:42.065 --> 00:27:43.805
<00:27:42.065>How <00:27:42.298>will <00:27:42.531>we <00:27:42.765>interact <00:27:42.998>with <00:27:43.231>code <00:27:43.465>anyway?

658
00:27:43.865 --> 00:27:45.245
<00:27:43.865>So <00:27:44.175>all <00:27:44.485>the <00:27:44.796>coding <00:27:45.107>standards

659
00:27:45.245 --> 00:27:48.245
<00:27:45.245>and <00:27:45.445>architectural <00:27:45.645>patterns <00:27:45.844>we <00:27:46.044>have <00:27:46.245>is <00:27:46.445>this <00:27:46.645>relevant?

660
00:27:48.245 --> 00:27:52.405
<00:27:48.245>If, <00:27:48.352>if <00:27:48.460>AI <00:27:48.568>will <00:27:48.675>write <00:27:48.783>90% <00:27:48.891>of <00:27:48.998>the <00:27:49.106>code, <00:27:49.214>right? <00:27:49.321>Do <00:27:49.429>I <00:27:49.537>read <00:27:49.645>code?

661
00:27:52.405 --> 00:27:54.125
<00:27:52.405>Because <00:27:52.605>most <00:27:52.805>of <00:27:53.004>the <00:27:53.205>time <00:27:53.405>as <00:27:53.605>a <00:27:53.805>developer,

662
00:27:54.165 --> 00:27:55.165
<00:27:54.165>I <00:27:54.465>spend <00:27:54.764>reading <00:27:55.065>code

663
00:27:55.185 --> 00:27:56.605
<00:27:55.185>and <00:27:55.327>I <00:27:55.469>probably <00:27:55.610>will <00:27:55.753>not <00:27:55.895>do <00:27:56.037>this <00:27:56.179>in <00:27:56.321>the <00:27:56.463>future.

664
00:27:56.885 --> 00:27:57.885
<00:27:56.885>I <00:27:57.065>say, <00:27:57.245>give <00:27:57.425>me <00:27:57.605>a <00:27:57.785>summary

665
00:27:58.305 --> 00:28:00.365
<00:27:58.305>and <00:27:58.585>then <00:27:58.865>give <00:27:59.145>me <00:27:59.425>this <00:27:59.705>part

666
00:28:00.365 --> 00:28:02.045
<00:28:00.365>of <00:28:00.565>the <00:28:00.765>code <00:28:00.965>I <00:28:01.165>I'm <00:28:01.365>really <00:28:01.565>looking <00:28:01.765>at.

667
00:28:02.105 --> 00:28:03.805
<00:28:02.105>So <00:28:02.305>it's <00:28:02.505>a <00:28:02.705>diff <00:28:02.905>we <00:28:03.105>have <00:28:03.305>different <00:28:03.505>ways

668
00:28:03.825 --> 00:28:05.005
<00:28:03.825>of <00:28:04.179>interacting <00:28:04.533>with <00:28:04.887>it.

669
00:28:05.305 --> 00:28:08.685
<00:28:05.305>So <00:28:05.480>embrace <00:28:05.655>that <00:28:05.830>and <00:28:06.005>I <00:28:06.180>see <00:28:06.355>people <00:28:06.530>getting <00:28:06.705>nervous

670
00:28:08.685 --> 00:28:10.325
<00:28:08.685>because <00:28:09.034>we, <00:28:09.385>we <00:28:09.735>are <00:28:10.085>getting

671
00:28:10.345 --> 00:28:11.645
<00:28:10.345>to <00:28:10.540>the <00:28:10.735>end <00:28:10.930>and <00:28:11.125>add <00:28:11.320>some <00:28:11.514>questions.

672
00:28:11.745 --> 00:28:14.685
<00:28:11.745>So <00:28:12.024>I'm <00:28:12.304>finishing <00:28:12.584>up. <00:28:12.864>So <00:28:13.145>yeah,

673
00:28:14.725 --> 00:28:16.845
<00:28:14.725>I <00:28:14.852>hope <00:28:14.979>I <00:28:15.106>could <00:28:15.234>inspire <00:28:15.361>you <00:28:15.488>a <00:28:15.615>little <00:28:15.743>bit <00:28:15.870>to, <00:28:15.997>to <00:28:16.125>think

674
00:28:16.845 --> 00:28:19.885
<00:28:16.845>outside <00:28:16.985>the <00:28:17.125>box <00:28:17.265>with <00:28:17.405>agents <00:28:17.545>in <00:28:17.685>dev, <00:28:17.825>but <00:28:17.965>also <00:28:18.105>in <00:28:18.245>DevOps.

675
00:28:19.885 --> 00:28:21.445
<00:28:19.885>So <00:28:20.118>the <00:28:20.351>off <00:28:20.585>parts, <00:28:20.818>the <00:28:21.051>ops <00:28:21.285>part

676
00:28:21.445 --> 00:28:22.925
<00:28:21.445>that <00:28:21.778>often <00:28:22.110>get, <00:28:22.444>uh, <00:28:22.777>forgotten.

677
00:28:23.025 --> 00:28:25.485
<00:28:23.025>And <00:28:23.305>I <00:28:23.585>hope, <00:28:23.865>uh, <00:28:24.145>you <00:28:24.425>understand

678
00:28:25.485 --> 00:28:27.005
<00:28:25.485>that <00:28:25.680>in <00:28:25.875>the <00:28:26.071>past <00:28:26.266>it <00:28:26.462>was <00:28:26.657>not <00:28:26.853>better.

679
00:28:27.005 --> 00:28:28.165
<00:28:27.005>That <00:28:27.266>the <00:28:27.527>future <00:28:27.788>is <00:28:28.049>good

680
00:28:28.185 --> 00:28:31.245
<00:28:28.185>and <00:28:28.360>agents <00:28:28.534>will <00:28:28.710>make <00:28:28.885>lives <00:28:29.060>of <00:28:29.235>engineers <00:28:29.409>better <00:28:29.585>developers

681
00:28:31.245 --> 00:28:34.845
<00:28:31.245>and <00:28:31.361>operations <00:28:31.478>as <00:28:31.594>is <00:28:31.711>we <00:28:31.828>have <00:28:31.945>to <00:28:32.061>get, <00:28:32.178>uh, <00:28:32.294>out <00:28:32.411>of <00:28:32.528>bed <00:28:32.645>less

682
00:28:34.985 --> 00:28:37.885
<00:28:34.985>and <00:28:35.159>uh, <00:28:35.334>can <00:28:35.510>spend <00:28:35.685>time <00:28:35.860>more <00:28:36.034>on <00:28:36.209>creative <00:28:36.385>task

683
00:28:38.025 --> 00:28:39.245
<00:28:38.025>and <00:28:38.391>less <00:28:38.757>on <00:28:39.122>debugging.

684
00:28:39.245 --> 00:28:42.365
<00:28:39.245>And <00:28:39.372>so <00:28:39.499>things <00:28:39.626>like <00:28:39.754>that. <00:28:39.881>So <00:28:40.008>this <00:28:40.135>is <00:28:40.263>a <00:28:40.390>conference <00:28:40.517>to <00:28:40.645>connect.

685
00:28:42.395 --> 00:28:44.565
<00:28:42.395>Feel <00:28:42.550>free <00:28:42.706>to <00:28:42.861>connect <00:28:43.017>for <00:28:43.172>me <00:28:43.328>with <00:28:43.483>me <00:28:43.639>on <00:28:43.795>LinkedIn.

686
00:28:44.665 --> 00:28:45.885
<00:28:44.665>If <00:28:44.884>not, <00:28:45.104>step <00:28:45.323>by <00:28:45.543>our <00:28:45.763>booth.

687
00:28:45.945 --> 00:28:48.205
<00:28:45.945>And <00:28:46.085>now <00:28:46.225>if <00:28:46.365>you <00:28:46.504>have <00:28:46.645>any <00:28:46.784>questions, <00:28:46.925>I'm <00:28:47.064>here <00:28:47.205>to <00:28:47.345>ask.

688
00:28:48.265 --> 00:28:48.925
<00:28:48.265>So <00:28:48.562>thank <00:28:48.859>you.