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<00:02:22.295>My <00:02:22.411>journey, <00:02:22.528>my <00:02:22.645>cloud <00:02:22.761>journey <00:02:22.878>started <00:02:22.995>in <00:02:23.111>2 <00:02:23.228>0 <00:02:23.345>0 <00:02:23.461>9 <00:02:23.578>on <00:02:23.695>Azure.

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<00:03:04.075>Yeah. <00:03:04.250>So <00:03:04.424>this <00:03:04.600>is <00:03:04.774>the <00:03:04.950>agenda, <00:03:05.125>more <00:03:05.299>or <00:03:05.475>less.

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<00:03:34.425>computation <00:03:34.600>service <00:03:34.775>that <00:03:34.950>you <00:03:35.125>should <00:03:35.300>use <00:03:35.475>for, <00:03:35.650>for <00:03:35.825>example,

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<00:03:38.035>during <00:03:38.162>the <00:03:38.289>times <00:03:38.416>you <00:03:38.544>had <00:03:38.671>bought <00:03:38.798>on <00:03:38.925>a <00:03:39.053>w <00:03:39.180>center <00:03:39.307>on <00:03:39.435>Azure,

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<00:04:24.215>to <00:04:24.390>have <00:04:24.565>our <00:04:24.739>cloud <00:04:24.914>apps <00:04:25.090>ready <00:04:25.265>to <00:04:25.440>communicate, <00:04:25.614>ready

79
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<00:04:28.695>to <00:04:28.850>ingest <00:04:29.006>the <00:04:29.161>workloads <00:04:29.317>and <00:04:29.472>the <00:04:29.628>things <00:04:29.783>that <00:04:29.939>AI <00:04:30.094>brings.

80
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<00:04:33.485>First <00:04:33.640>of <00:04:33.796>all, <00:04:33.951>if <00:04:34.107>you <00:04:34.262>go <00:04:34.418>with <00:04:34.573>Azure <00:04:34.729>open <00:04:34.885>ai,

81
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<00:04:37.265>usually <00:04:37.465>you <00:04:37.664>are <00:04:37.865>just <00:04:38.065>using <00:04:38.265>an <00:04:38.465>NLP <00:04:38.664>system.

82
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<00:04:41.255>You <00:04:41.534>have <00:04:41.815>a <00:04:42.094>team <00:04:42.375>development <00:04:42.655>testing,

83
00:04:44.975 --> 00:04:46.355
<00:04:44.975>DevOps, <00:04:45.285>infra <00:04:45.596>and <00:04:45.906>so <00:04:46.217>on.

84
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<00:04:46.355>Nothing <00:04:46.588>special, <00:04:46.821>not <00:04:47.055>too <00:04:47.288>many <00:04:47.521>knowledge, <00:04:47.755>knowledge

85
00:04:49.675 --> 00:04:52.915
<00:04:49.675>that <00:04:49.875>you <00:04:50.075>need <00:04:50.275>to <00:04:50.475>have <00:04:50.675>regarding <00:04:50.875>data <00:04:51.075>scientists.

86
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<00:04:52.915>Customize <00:04:53.195>the <00:04:53.475>model <00:04:53.755>and <00:04:54.035>so <00:04:54.315>on.

87
00:04:54.985 --> 00:04:57.515
<00:04:54.985>When <00:04:55.140>you <00:04:55.296>go <00:04:55.451>on <00:04:55.607>the <00:04:55.762>machine <00:04:55.918>learning, <00:04:56.073>there's <00:04:56.229>something <00:04:56.385>that

88
00:04:58.255 --> 00:05:02.595
<00:04:58.255>on, <00:04:58.410>on <00:04:58.566>and <00:04:58.721>on <00:04:58.877>Azure <00:04:59.032>machine <00:04:59.188>learning, <00:04:59.343>then <00:04:59.499>customer <00:04:59.655>expect

89
00:05:02.665 --> 00:05:06.035
<00:05:02.665>that, <00:05:02.792>okay, <00:05:02.919>I <00:05:03.046>will <00:05:03.174>bring <00:05:03.301>on <00:05:03.428>the <00:05:03.555>table <00:05:03.683>some <00:05:03.810>data, <00:05:03.937>some <00:05:04.065>data

90
00:05:06.635 --> 00:05:10.035
<00:05:06.635>scientists, <00:05:06.775>some <00:05:06.914>people <00:05:07.055>they <00:05:07.195>know <00:05:07.335>to <00:05:07.474>train <00:05:07.615>the <00:05:07.755>model <00:05:07.895>to <00:05:08.034>to,

91
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<00:05:10.615>to <00:05:10.945>prepare <00:05:11.275>the <00:05:11.604>model.

92
00:05:12.375 --> 00:05:16.435
<00:05:12.375>And <00:05:12.515>that's <00:05:12.655>it. <00:05:12.795>The <00:05:12.935>reality <00:05:13.075>is <00:05:13.215>that <00:05:13.355>around <00:05:13.495>the <00:05:13.635>team <00:05:13.775>also,

93
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<00:05:17.015>you <00:05:17.170>need <00:05:17.326>people <00:05:17.481>that <00:05:17.637>will <00:05:17.792>develop <00:05:17.948>your <00:05:18.103>application <00:05:18.259>on <00:05:18.414>top

94
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<00:05:21.595>of <00:05:21.750>it, <00:05:21.906>have <00:05:22.061>the, <00:05:22.217>have <00:05:22.372>the, <00:05:22.528>have <00:05:22.683>the <00:05:22.839>database <00:05:22.995>layer,

95
00:05:24.755 --> 00:05:27.635
<00:05:24.755>have <00:05:24.930>the <00:05:25.105>communication <00:05:25.280>layer <00:05:25.455>and <00:05:25.630>so <00:05:25.805>and <00:05:25.980>so <00:05:26.155>on.

96
00:05:28.055 --> 00:05:32.075
<00:05:28.055>And <00:05:28.230>then <00:05:28.405>we <00:05:28.580>have <00:05:28.755>solutions <00:05:28.930>similar <00:05:29.105>to <00:05:29.280>AI <00:05:29.455>studio

97
00:05:32.125 --> 00:05:36.595
<00:05:32.125>where <00:05:32.265>more <00:05:32.405>or <00:05:32.545>less <00:05:32.685>is <00:05:32.825>an <00:05:32.965>orchestrator, <00:05:33.105>not <00:05:33.245>of <00:05:33.385>a <00:05:33.525>containers.

98
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<00:05:36.625>It's <00:05:36.905>an <00:05:37.185>orchestrator <00:05:37.465>for <00:05:37.745>LMS <00:05:38.025>models.

99
00:05:40.695 --> 00:05:45.515
<00:05:40.695>Uh, <00:05:40.928>people <00:05:41.161>say <00:05:41.395>that <00:05:41.628>LMS <00:05:41.861>will, <00:05:42.094>uh,

100
00:05:47.625 --> 00:05:52.115
<00:05:47.625>take <00:05:47.765>the <00:05:47.905>food <00:05:48.045>from <00:05:48.185>the <00:05:48.325>table <00:05:48.465>for <00:05:48.605>the, <00:05:48.745>for <00:05:48.885>the <00:05:49.025>developers.

101
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<00:05:53.095>That's <00:05:53.211>wrong. <00:05:53.328>I <00:05:53.445>I <00:05:53.561>will <00:05:53.678>say <00:05:53.795>we, <00:05:53.911>we <00:05:54.028>we <00:05:54.145>seen <00:05:54.261>a <00:05:54.378>few <00:05:54.495>years.

102
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<00:05:56.615>If <00:05:56.848>it's <00:05:57.081>if, <00:05:57.315>if <00:05:57.548>this <00:05:57.781>was <00:05:58.015>correct

103
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<00:05:58.985>or <00:05:59.160>not, <00:05:59.335>what <00:05:59.510>is <00:05:59.685>important <00:05:59.860>to <00:06:00.035>keep <00:06:00.210>in <00:06:00.385>mind

104
00:06:01.125 --> 00:06:05.845
<00:06:01.125>that <00:06:01.265>even <00:06:01.405>if <00:06:01.545>we <00:06:01.685>adopt, <00:06:01.825>uh, <00:06:01.965>l <00:06:02.105>uh, <00:06:02.245>LLMs, <00:06:02.385>we <00:06:02.525>still,

105
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<00:06:06.185>we <00:06:06.535>will <00:06:06.885>need <00:06:07.235>application <00:06:07.585>development.

106
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<00:06:09.245>Maybe <00:06:09.420>70% <00:06:09.595>will <00:06:09.770>be <00:06:09.945>road <00:06:10.120>by <00:06:10.295>an <00:06:10.470>automatical <00:06:10.645>system.

107
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<00:06:13.665>But <00:06:13.865>all <00:06:14.065>the <00:06:14.265>time <00:06:14.465>there <00:06:14.665>will <00:06:14.865>be <00:06:15.065>things

108
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<00:06:15.605>that <00:06:15.885>will <00:06:16.165>need <00:06:16.445>to <00:06:16.725>be <00:06:17.005>done.

109
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<00:06:17.335>Think, <00:06:17.451>uh, <00:06:17.568>think <00:06:17.685>about <00:06:17.801>in <00:06:17.918>2012, <00:06:18.034>uh, <00:06:18.151>if <00:06:18.268>you <00:06:18.385>are <00:06:18.501>on <00:06:18.618>the <00:06:18.734>market

110
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<00:06:22.075>with <00:06:22.250>a <00:06:22.425>CSOPs, <00:06:22.599>how <00:06:22.775>many <00:06:22.950>of <00:06:23.125>you <00:06:23.300>are <00:06:23.474>CSOPs?

111
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<00:06:27.015>Almost <00:06:27.365>No, <00:06:27.715>nobody. <00:06:28.065>And <00:06:28.414>why?

112
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<00:06:28.905>Because <00:06:29.060>in <00:06:29.216>20 <00:06:29.371>11, <00:06:29.527>20 <00:06:29.682>12, <00:06:29.838>there <00:06:29.993>was <00:06:30.149>a <00:06:30.304>statement,

113
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<00:06:32.805>cloud <00:06:33.505>replace <00:06:34.205>infrastructure.

114
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<00:06:35.215>You <00:06:35.415>don't <00:06:35.615>need <00:06:35.815>CSOPs <00:06:36.015>anymore. <00:06:36.215>What <00:06:36.415>that <00:06:36.615>mean?

115
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<00:06:39.595>Students <00:06:39.945>were <00:06:40.295>looking <00:06:40.645>at <00:06:40.995>different

116
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<00:06:42.515>opportunities <00:06:42.981>not <00:06:43.448>on <00:06:43.914>CSOPs.

117
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<00:06:45.215>Now <00:06:45.415>we <00:06:45.615>say <00:06:45.815>we <00:06:46.015>don't <00:06:46.215>need <00:06:46.415>developers <00:06:46.615>anymore,

118
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<00:06:48.935>but <00:06:49.051>still <00:06:49.168>on <00:06:49.285>the <00:06:49.401>cloud <00:06:49.518>we <00:06:49.635>need <00:06:49.751>a <00:06:49.868>lot <00:06:49.985>of <00:06:50.101>Cs <00:06:50.218>os <00:06:50.335>people

119
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<00:06:51.575>and <00:06:51.816>also <00:06:52.057>on <00:06:52.298>the <00:06:52.539>private <00:06:52.781>cloud.

120
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<00:06:53.145>More <00:06:53.495>than <00:06:53.844>that <00:06:54.195>now, <00:06:54.544>challenges

121
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<00:06:57.555>and <00:06:57.788>invitation <00:06:58.021>of <00:06:58.255>AI <00:06:58.488>in <00:06:58.721>the <00:06:58.955>cloud.

122
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<00:07:01.415>We <00:07:01.695>already <00:07:01.975>are <00:07:02.255>aware <00:07:02.535>of <00:07:02.815>this.

123
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<00:07:03.035>They're <00:07:03.268>not <00:07:03.501>so <00:07:03.735>tech, <00:07:03.968>uh, <00:07:04.201>tech <00:07:04.435>technical.

124
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<00:07:06.035>But <00:07:06.210>if <00:07:06.385>we <00:07:06.560>compare <00:07:06.735>them <00:07:06.910>with <00:07:07.085>the <00:07:07.260>cloud <00:07:07.435>one

125
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<00:07:08.355>that <00:07:08.462>we <00:07:08.570>had <00:07:08.678>in <00:07:08.785>20 <00:07:08.893>12, <00:07:09.001>20 <00:07:09.108>14, <00:07:09.216>all <00:07:09.324>of <00:07:09.431>them <00:07:09.539>two <00:07:09.647>years <00:07:09.755>ago,

126
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<00:07:13.275>customer <00:07:13.430>would <00:07:13.586>say, <00:07:13.741>oh, <00:07:13.897>no, <00:07:14.052>no <00:07:14.208>data, <00:07:14.363>private <00:07:14.519>data <00:07:14.674>security.

127
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<00:07:16.095>No <00:07:16.333>way. <00:07:16.572>No <00:07:16.810>way. <00:07:17.049>No.

128
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<00:07:17.375>Now <00:07:17.515>let's, <00:07:17.655>okay, <00:07:17.795>let's <00:07:17.935>give <00:07:18.075>it, <00:07:18.215>let's <00:07:18.355>give <00:07:18.495>it <00:07:18.635>a <00:07:18.775>try.

129
00:07:21.945 --> 00:07:25.675
<00:07:21.945>Does <00:07:22.100>the <00:07:22.256>AI <00:07:22.411>model <00:07:22.567>run <00:07:22.722>somewhere <00:07:22.878>else? <00:07:23.033>It's, <00:07:23.189>it's <00:07:23.344>okay.

130
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<00:07:25.775>In <00:07:25.950>two <00:07:26.125>or <00:07:26.299>three <00:07:26.474>years <00:07:26.650>time, <00:07:26.825>people <00:07:27.000>will <00:07:27.174>not

131
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<00:07:29.025>have <00:07:29.180>this <00:07:29.336>problem <00:07:29.491>anymore <00:07:29.647>because <00:07:29.802>most <00:07:29.958>of <00:07:30.113>them <00:07:30.269>were <00:07:30.424>managed

132
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<00:07:33.534>or <00:07:33.690>we <00:07:33.846>had <00:07:34.001>the <00:07:34.157>tools <00:07:34.312>that <00:07:34.468>can <00:07:34.623>handle <00:07:34.779>that <00:07:34.934>part.

133
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<00:07:38.034>Security <00:07:38.234>data, <00:07:38.434>data, <00:07:38.635>data <00:07:38.835>privacy <00:07:39.034>and <00:07:39.234>so <00:07:39.434>on.

134
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<00:07:43.255>Now, <00:07:43.534>before <00:07:43.815>adopting <00:07:44.094>ai, <00:07:44.375>you <00:07:44.655>need

135
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<00:07:45.155>to <00:07:45.434>think <00:07:45.715>about <00:07:45.994>your <00:07:46.275>cloud <00:07:46.554>application.

136
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<00:07:47.805>There <00:07:48.069>are <00:07:48.334>a <00:07:48.598>lot <00:07:48.863>of <00:07:49.128>applications

137
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<00:07:50.215>or <00:07:50.495>we <00:07:50.775>have <00:07:51.055>two <00:07:51.335>important <00:07:51.615>types

138
00:07:52.075 --> 00:07:53.395
<00:07:52.075>of <00:07:52.372>applications <00:07:52.669>inside <00:07:52.966>the <00:07:53.263>cloud.

139
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<00:07:54.415>The <00:07:54.542>first <00:07:54.669>one <00:07:54.796>were <00:07:54.924>the, <00:07:55.051>the <00:07:55.178>one <00:07:55.305>that <00:07:55.433>were <00:07:55.560>mi, <00:07:55.687>mi <00:07:55.815>migrated.

140
00:08:00.255 --> 00:08:03.115
<00:08:00.255>You <00:08:00.534>migrate <00:08:00.815>50, <00:08:01.094>100, <00:08:01.375>500 <00:08:01.655>applications.

141
00:08:03.655 --> 00:08:04.835
<00:08:03.655>And <00:08:04.008>usually <00:08:04.363>the <00:08:04.717>business,

142
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<00:08:04.985>what <00:08:05.125>they <00:08:05.265>say <00:08:05.405>first <00:08:05.545>we <00:08:05.685>do <00:08:05.825>a <00:08:05.965>heavy <00:08:06.105>lift <00:08:06.245>and <00:08:06.385>shift,

143
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<00:08:08.695>and <00:08:08.870>then <00:08:09.045>we'll <00:08:09.219>do <00:08:09.395>the <00:08:09.570>mo <00:08:09.745>the <00:08:09.920>modernization <00:08:10.094>part.

144
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<00:08:12.415>The, <00:08:12.615>the <00:08:12.815>reality <00:08:13.015>looks <00:08:13.215>like <00:08:13.415>something <00:08:13.615>like <00:08:13.815>that.

145
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<00:08:15.385>Everybody's <00:08:15.560>doing <00:08:15.735>the <00:08:15.909>lift <00:08:16.085>and <00:08:16.260>shift <00:08:16.435>and <00:08:16.610>the <00:08:16.784>modernization.

146
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<00:08:18.655>Mm. <00:08:18.794>If <00:08:18.934>we <00:08:19.075>have <00:08:19.215>still <00:08:19.354>some <00:08:19.494>money <00:08:19.635>or <00:08:19.775>time <00:08:19.914>or <00:08:20.054>budget

147
00:08:23.215 --> 00:08:26.395
<00:08:23.215>or <00:08:23.390>focus <00:08:23.565>and <00:08:23.739>so <00:08:23.914>on, <00:08:24.090>that <00:08:24.265>type <00:08:24.440>of <00:08:24.614>application

148
00:08:26.395 --> 00:08:29.435
<00:08:26.395>that <00:08:26.570>are <00:08:26.745>running <00:08:26.919>inside <00:08:27.094>cloud, <00:08:27.270>were <00:08:27.445>application <00:08:27.620>maybe <00:08:27.794>two

149
00:08:29.435 --> 00:08:33.115
<00:08:29.435>or <00:08:29.590>three <00:08:29.746>years <00:08:29.901>old <00:08:30.057>that <00:08:30.212>work <00:08:30.368>great, <00:08:30.523>are <00:08:30.679>cloud <00:08:30.835>native,

150
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<00:08:34.135>but <00:08:34.335>they <00:08:34.534>were <00:08:34.735>not <00:08:34.934>updated <00:08:35.135>with <00:08:35.335>the <00:08:35.534>services

151
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<00:08:38.544>that <00:08:38.684>enable <00:08:38.824>AI <00:08:38.964>to <00:08:39.104>be <00:08:39.245>more <00:08:39.385>easily <00:08:39.525>to <00:08:39.664>fetch <00:08:39.804>the <00:08:39.944>data

152
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<00:08:41.955>to <00:08:42.188>be <00:08:42.421>able <00:08:42.655>to <00:08:42.888>communicate <00:08:43.121>with <00:08:43.355>them.

153
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<00:08:43.775>And <00:08:44.008>so <00:08:44.241>maybe <00:08:44.475>they <00:08:44.708>have <00:08:44.941>an, <00:08:45.175>most

154
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<00:08:46.635>of <00:08:46.835>the <00:08:47.035>communication <00:08:47.235>internally <00:08:47.435>is <00:08:47.635>done <00:08:47.835>through <00:08:48.035>API.

155
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<00:08:49.975>But <00:08:50.208>when <00:08:50.441>you're <00:08:50.675>working <00:08:50.908>with <00:08:51.141>an <00:08:51.375>AI

156
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<00:08:52.095>and <00:08:52.375>you <00:08:52.655>want <00:08:52.935>to <00:08:53.215>get <00:08:53.495>insights

157
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<00:08:54.375>or <00:08:54.530>to <00:08:54.686>fetch <00:08:54.841>things <00:08:54.997>that <00:08:55.152>are <00:08:55.308>changing <00:08:55.463>behind <00:08:55.619>the <00:08:55.775>scene,

158
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<00:08:57.595>then <00:08:57.750>you <00:08:57.906>go <00:08:58.061>on <00:08:58.217>an <00:08:58.372>event <00:08:58.528>driven, <00:08:58.683>uh, <00:08:58.839>uh, <00:08:58.995>approach.

159
00:09:02.145 --> 00:09:04.765
<00:09:02.145>So <00:09:02.300>I <00:09:02.456>want <00:09:02.611>to <00:09:02.767>highlight <00:09:02.922>four <00:09:03.078>from <00:09:03.233>the <00:09:03.389>five <00:09:03.545>one.

160
00:09:05.145 --> 00:09:07.485
<00:09:05.145>The <00:09:05.378>first <00:09:05.611>one <00:09:05.845>is <00:09:06.078>collabor <00:09:06.311>and <00:09:06.545>performance.

161
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<00:09:07.505>And <00:09:07.705>don't <00:09:07.905>think <00:09:08.105>about <00:09:08.305>the <00:09:08.505>component <00:09:08.705>that <00:09:08.905>is,

162
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<00:09:11.885>that <00:09:12.155>is <00:09:12.425>running <00:09:12.695>your <00:09:12.965>model.

163
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<00:09:13.745>Now <00:09:13.945>think <00:09:14.145>about <00:09:14.345>the <00:09:14.545>rest <00:09:14.745>of <00:09:14.945>the <00:09:15.145>application.

164
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<00:09:17.185>Can <00:09:17.324>the <00:09:17.464>rest <00:09:17.604>of <00:09:17.744>the <00:09:17.885>application <00:09:18.025>do <00:09:18.165>out <00:09:18.305>out <00:09:18.444>auto <00:09:18.584>scaling?

165
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<00:09:21.785>In <00:09:21.985>most <00:09:22.185>of <00:09:22.385>the <00:09:22.584>cases, <00:09:22.785>you'll <00:09:22.985>say <00:09:23.185>yes,

166
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<00:09:24.585>but <00:09:24.935>doesn't <00:09:25.285>work <00:09:25.635>as <00:09:25.985>suspected.

167
00:09:28.545 --> 00:09:31.605
<00:09:28.545>The <00:09:28.745>data <00:09:28.944>seal <00:09:29.145>is <00:09:29.344>another <00:09:29.545>big <00:09:29.745>challenge, <00:09:29.944>especially

168
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<00:09:31.605>for <00:09:31.745>large <00:09:31.885>organization <00:09:32.025>where <00:09:32.165>if <00:09:32.305>you <00:09:32.445>take <00:09:32.585>a <00:09:32.725>look <00:09:32.865>on <00:09:33.005>their

169
00:09:36.755 --> 00:09:40.725
<00:09:36.755>data <00:09:36.882>knowledge, <00:09:37.009>let's <00:09:37.136>say <00:09:37.264>in <00:09:37.391>this <00:09:37.518>way <00:09:37.645>they <00:09:37.773>have <00:09:37.900>10, <00:09:38.027>15, <00:09:38.155>20

170
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<00:09:40.725>different <00:09:41.005>store <00:09:41.285>storages <00:09:41.565>to <00:09:41.845>be <00:09:42.125>able

171
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<00:09:45.025>to <00:09:45.141>manage <00:09:45.258>them <00:09:45.375>and <00:09:45.491>to <00:09:45.608>fetch <00:09:45.725>them <00:09:45.841>to <00:09:45.958>an <00:09:46.074>AI <00:09:46.191>as <00:09:46.308>they <00:09:46.425>are,

172
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<00:09:48.715>it's <00:09:49.050>an, <00:09:49.385>it's <00:09:49.720>a <00:09:50.056>nightmare.

173
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<00:09:50.465>Yes, <00:09:50.640>we <00:09:50.815>have <00:09:50.990>solutions <00:09:51.165>that <00:09:51.340>have <00:09:51.515>connectors <00:09:51.690>to <00:09:51.865>sql,

174
00:09:54.005 --> 00:09:57.325
<00:09:54.005>to <00:09:54.205>SharePoint, <00:09:54.405>to <00:09:54.605>Atlassian <00:09:54.805>products <00:09:55.005>and <00:09:55.205>so <00:09:55.405>on.

175
00:09:57.625 --> 00:10:00.085
<00:09:57.625>But <00:09:57.752>it's <00:09:57.879>not <00:09:58.006>the <00:09:58.134>same <00:09:58.261>thing <00:09:58.388>as <00:09:58.515>you <00:09:58.643>put <00:09:58.770>in <00:09:58.897>one <00:09:59.025>place

176
00:10:00.105 --> 00:10:01.685
<00:10:00.105>or <00:10:00.385>you <00:10:00.665>consolidate <00:10:00.945>them <00:10:01.225>in <00:10:01.505>one

177
00:10:01.685 --> 00:10:04.245
<00:10:01.685>or <00:10:01.964>two <00:10:02.244>different <00:10:02.525>log, <00:10:02.805>uh, <00:10:03.084>locations.

178
00:10:04.505 --> 00:10:08.725
<00:10:04.505>The <00:10:04.660>third <00:10:04.816>one, <00:10:04.971>it <00:10:05.127>is <00:10:05.282>finding <00:10:05.438>the <00:10:05.593>right <00:10:05.749>balance <00:10:05.905>between

179
00:10:09.695 --> 00:10:13.405
<00:10:09.695>compliancy <00:10:10.045>and <00:10:10.395>innovation <00:10:10.745>and <00:10:11.095>why.

180
00:10:13.705 --> 00:10:17.165
<00:10:13.705>Now, <00:10:13.832>I <00:10:13.959>will <00:10:14.086>say <00:10:14.214>that <00:10:14.341>most <00:10:14.468>of <00:10:14.595>us <00:10:14.723>we're <00:10:14.850>part <00:10:14.977>of <00:10:15.105>companies

181
00:10:17.165 --> 00:10:19.405
<00:10:17.165>that <00:10:17.444>say <00:10:17.724>we <00:10:18.005>are <00:10:18.285>AI <00:10:18.564>native.

182
00:10:19.755 --> 00:10:23.405
<00:10:19.755>What <00:10:19.895>does <00:10:20.035>this <00:10:20.175>mean? <00:10:20.314>You <00:10:20.455>can <00:10:20.595>do <00:10:20.735>whatever <00:10:20.875>you <00:10:21.015>want <00:10:21.155>in

183
00:10:23.555 --> 00:10:25.885
<00:10:23.555>with <00:10:23.755>the <00:10:23.954>ai, <00:10:24.155>just <00:10:24.354>give <00:10:24.555>it <00:10:24.755>a <00:10:24.954>try.

184
00:10:25.985 --> 00:10:28.125
<00:10:25.985>See <00:10:26.185>where <00:10:26.385>you <00:10:26.585>bring <00:10:26.785>value <00:10:26.985>and <00:10:27.185>so <00:10:27.385>on.

185
00:10:28.985 --> 00:10:31.325
<00:10:28.985>But <00:10:29.265>also, <00:10:29.545>compliance <00:10:29.825>is <00:10:30.105>in <00:10:30.385>important

186
00:10:31.345 --> 00:10:34.405
<00:10:31.345>and <00:10:31.485>finding <00:10:31.625>the <00:10:31.765>right <00:10:31.905>balance <00:10:32.045>between <00:10:32.185>how <00:10:32.325>much <00:10:32.465>you <00:10:32.605>leave <00:10:32.745>or,

187
00:10:34.425 --> 00:10:36.085
<00:10:34.425>and <00:10:34.658>you <00:10:34.891>let <00:10:35.125>people <00:10:35.358>to <00:10:35.591>play <00:10:35.824>around.

188
00:10:36.395 --> 00:10:39.765
<00:10:36.395>When <00:10:36.535>comes <00:10:36.675>to <00:10:36.814>data, <00:10:36.954>they <00:10:37.095>access <00:10:37.235>where <00:10:37.375>they <00:10:37.515>put <00:10:37.655>the <00:10:37.795>data,

189
00:10:40.395 --> 00:10:41.525
<00:10:40.395>that <00:10:40.903>something <00:10:41.412>else.

190
00:10:43.385 --> 00:10:45.325
<00:10:43.385>And <00:10:43.618>the <00:10:43.851>fourth <00:10:44.085>thing <00:10:44.318>is <00:10:44.551>the <00:10:44.785>cost

191
00:10:47.985 --> 00:10:51.485
<00:10:47.985>and <00:10:48.335>AI <00:10:48.685>systems <00:10:49.035>are <00:10:49.385>fast.

192
00:10:51.595 --> 00:10:53.805
<00:10:51.595>They <00:10:51.795>do <00:10:51.995>a <00:10:52.195>lot <00:10:52.395>of <00:10:52.595>in, <00:10:52.795>uh, <00:10:52.995>tion.

193
00:10:55.225 --> 00:10:56.645
<00:10:55.225>If <00:10:55.480>you <00:10:55.736>would <00:10:55.991>take <00:10:56.247>an <00:10:56.502>AI

194
00:10:56.645 --> 00:10:59.605
<00:10:56.645>and <00:10:56.772>you <00:10:56.899>would <00:10:57.026>ask <00:10:57.154>AI <00:10:57.281>how <00:10:57.408>much <00:10:57.535>data <00:10:57.663>you, <00:10:57.790>you <00:10:57.917>need <00:10:58.045>at

195
00:10:59.605 --> 00:11:02.325
<00:10:59.605>what <00:10:59.760>speed <00:10:59.916>you <00:11:00.071>would <00:11:00.227>say <00:11:00.382>I <00:11:00.538>need <00:11:00.693>at <00:11:00.849>full <00:11:01.005>speed,

196
00:11:02.515 --> 00:11:03.845
<00:11:02.515>give <00:11:02.814>more, <00:11:03.113>more, <00:11:03.412>more, <00:11:03.712>more.

197
00:11:04.465 --> 00:11:06.085
<00:11:04.465>But <00:11:04.815>what <00:11:05.165>is <00:11:05.515>the <00:11:05.865>limit?

198
00:11:06.785 --> 00:11:10.285
<00:11:06.785>You <00:11:06.959>need <00:11:07.135>to <00:11:07.310>decide <00:11:07.485>exactly <00:11:07.660>what <00:11:07.834>is <00:11:08.010>the <00:11:08.185>PU

199
00:11:11.195 --> 00:11:15.685
<00:11:11.195>that <00:11:11.350>you <00:11:11.506>allow <00:11:11.661>between <00:11:11.817>your <00:11:11.972>ai, <00:11:12.128>between <00:11:12.283>your <00:11:12.439>ML <00:11:12.595>components

200
00:11:16.505 --> 00:11:19.125
<00:11:16.505>and <00:11:16.705>um, <00:11:16.905>and <00:11:17.105>the <00:11:17.305>rest <00:11:17.505>of <00:11:17.705>the <00:11:17.905>system.

201
00:11:19.455 --> 00:11:21.925
<00:11:19.455>Where <00:11:19.630>where <00:11:19.805>is <00:11:19.980>that <00:11:20.155>point <00:11:20.330>where <00:11:20.505>you <00:11:20.680>say, <00:11:20.855>okay,

202
00:11:22.615 --> 00:11:24.645
<00:11:22.615>based <00:11:22.790>on <00:11:22.965>the <00:11:23.140>value, <00:11:23.315>based <00:11:23.490>on <00:11:23.665>the <00:11:23.840>business <00:11:24.015>value,

203
00:11:24.645 --> 00:11:27.245
<00:11:24.645>based <00:11:24.785>on <00:11:24.925>the <00:11:25.064>re <00:11:25.204>based <00:11:25.345>on <00:11:25.485>the <00:11:25.625>revenue <00:11:25.765>that <00:11:25.905>you're <00:11:26.045>bringing,

204
00:11:28.905 --> 00:11:32.285
<00:11:28.905>it <00:11:29.138>is <00:11:29.371>enough <00:11:29.605>for, <00:11:29.838>for, <00:11:30.071>for <00:11:30.305>me,

205
00:11:32.835 --> 00:11:34.005
<00:11:32.835>just <00:11:33.098>to <00:11:33.361>give <00:11:33.624>an <00:11:33.888>example.

206
00:11:34.115 --> 00:11:36.085
<00:11:34.115>It's <00:11:34.465>like, <00:11:34.815>for <00:11:35.165>example, <00:11:35.515>latency.

207
00:11:36.085 --> 00:11:37.725
<00:11:36.085>When <00:11:36.365>you <00:11:36.645>receive <00:11:36.925>your, <00:11:37.205>uh, <00:11:37.485>you,

208
00:11:37.825 --> 00:11:39.925
<00:11:37.825>you <00:11:38.058>receive <00:11:38.291>an <00:11:38.525>email <00:11:38.758>on <00:11:38.991>your <00:11:39.225>phone.

209
00:11:40.105 --> 00:11:43.205
<00:11:40.105>If <00:11:40.280>you <00:11:40.455>receiving <00:11:40.630>in <00:11:40.805>10 <00:11:40.980>milliseconds <00:11:41.155>from <00:11:41.330>the <00:11:41.505>moment,

210
00:11:43.275 --> 00:11:46.965
<00:11:43.275>from <00:11:43.449>the <00:11:43.625>moment <00:11:43.800>when <00:11:43.975>an <00:11:44.150>exchange <00:11:44.324>server <00:11:44.500>receive <00:11:44.675>it

211
00:11:47.065 --> 00:11:52.045
<00:11:47.065>or <00:11:47.181>with <00:11:47.298>a <00:11:47.415>five <00:11:47.531>second <00:11:47.648>let, <00:11:47.765>it <00:11:47.881>is <00:11:47.998>a <00:11:48.115>business <00:11:48.231>changer <00:11:48.348>for <00:11:48.465>us.

212
00:11:52.585 --> 00:11:55.085
<00:11:52.585>No, <00:11:52.785>but <00:11:52.985>behind <00:11:53.185>the <00:11:53.385>scenes <00:11:53.585>from <00:11:53.785>the <00:11:53.985>cost

213
00:11:55.085 --> 00:11:57.725
<00:11:55.085>of <00:11:55.318>implementing <00:11:55.551>such <00:11:55.785>a <00:11:56.018>solution, <00:11:56.251>you <00:11:56.485>there,

214
00:11:57.775 --> 00:11:59.645
<00:11:57.775>there <00:11:58.241>might <00:11:58.708>be <00:11:59.175>100

215
00:11:59.905 --> 00:12:03.965
<00:11:59.905>or <00:12:00.105>500 <00:12:00.305>additional <00:12:00.505>cost <00:12:00.704>of <00:12:00.905>running <00:12:01.105>a <00:12:01.305>solution

216
00:12:04.355 --> 00:12:06.085
<00:12:04.355>that <00:12:04.635>would <00:12:04.915>get <00:12:05.195>the <00:12:05.475>notification <00:12:05.755>that

217
00:12:06.195 --> 00:12:08.925
<00:12:06.195>that <00:12:06.395>would <00:12:06.595>get <00:12:06.795>the <00:12:06.995>notification <00:12:07.195>in <00:12:07.395>10 <00:12:07.595>milliseconds.

218
00:12:10.995 --> 00:12:13.525
<00:12:10.995>Okay, <00:12:11.228>let's <00:12:11.461>go <00:12:11.695>to <00:12:11.928>key <00:12:12.161>of <00:12:12.395>success.

219
00:12:14.155 --> 00:12:15.325
<00:12:14.155>What <00:12:14.365>are <00:12:14.576>the <00:12:14.786>key <00:12:14.997>of <00:12:15.208>success?

220
00:12:15.975 --> 00:12:19.205
<00:12:15.975>First <00:12:16.130>of <00:12:16.286>all, <00:12:16.441>you <00:12:16.597>need <00:12:16.752>to <00:12:16.908>do <00:12:17.063>the <00:12:17.219>modernization <00:12:17.375>of,

221
00:12:19.345 --> 00:12:20.845
<00:12:19.345>of <00:12:20.020>cloud <00:12:20.695>application.

222
00:12:20.905 --> 00:12:23.685
<00:12:20.905>You <00:12:21.138>need <00:12:21.371>to <00:12:21.605>make <00:12:21.838>it <00:12:22.071>scalable, <00:12:22.305>efficient,

223
00:12:25.145 --> 00:12:27.885
<00:12:25.145>and <00:12:25.300>to <00:12:25.456>find <00:12:25.611>the <00:12:25.767>right <00:12:25.922>spot <00:12:26.078>from <00:12:26.233>the <00:12:26.389>cost <00:12:26.545>efficient

224
00:12:27.885 --> 00:12:29.605
<00:12:27.885>point, <00:12:28.351>point <00:12:28.818>of <00:12:29.285>view.

225
00:12:30.225 --> 00:12:31.685
<00:12:30.225>That's <00:12:30.444>not <00:12:30.663>a <00:12:30.882>state <00:12:31.101>of <00:12:31.319>the <00:12:31.539>thing.

226
00:12:31.745 --> 00:12:35.405
<00:12:31.745>We <00:12:31.920>already <00:12:32.095>have <00:12:32.270>framework <00:12:32.445>from <00:12:32.620>all <00:12:32.795>the <00:12:32.970>cloud <00:12:33.145>vendors.

227
00:12:36.175 --> 00:12:39.245
<00:12:36.175>Where <00:12:36.375>we <00:12:36.574>need <00:12:36.775>to <00:12:36.974>do <00:12:37.175>more <00:12:37.375>work <00:12:37.574>is

228
00:12:39.245 --> 00:12:40.605
<00:12:39.245>to <00:12:39.551>convince <00:12:39.857>the <00:12:40.163>product <00:12:40.469>owners

229
00:12:41.345 --> 00:12:43.885
<00:12:41.345>and <00:12:41.578>the <00:12:41.811>business <00:12:42.045>stakeholders <00:12:42.278>that <00:12:42.511>they <00:12:42.745>need

230
00:12:43.885 --> 00:12:45.005
<00:12:43.885>to <00:12:44.221>invest <00:12:44.557>in <00:12:44.893>this.

231
00:12:45.995 --> 00:12:48.725
<00:12:45.995>Because <00:12:46.461>the <00:12:46.928>risk <00:12:47.395>is

232
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<00:12:49.865>you <00:12:50.020>add <00:12:50.176>the, <00:12:50.331>the <00:12:50.487>ml, <00:12:50.642>you <00:12:50.798>add <00:12:50.953>the <00:12:51.109>AI <00:12:51.265>component

233
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<00:12:53.305>to <00:12:53.479>your <00:12:53.655>solution, <00:12:53.829>and <00:12:54.005>then <00:12:54.180>you <00:12:54.354>see <00:12:54.530>a <00:12:54.704>degradation

234
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<00:12:56.645>of <00:12:56.785>existing <00:12:56.925>SER <00:12:57.064>to <00:12:57.204>the <00:12:57.345>existing <00:12:57.485>serve <00:12:57.625>services <00:12:57.765>that <00:12:57.905>you <00:12:58.045>have

235
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<00:13:01.465>for, <00:13:01.698>for <00:13:01.931>example, <00:13:02.165>on <00:13:02.398>an <00:13:02.631>e-commerce <00:13:02.865>application,

236
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<00:13:05.145>you <00:13:05.547>add <00:13:05.949>the <00:13:06.351>AI

237
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<00:13:06.625>or <00:13:06.765>the <00:13:06.905>AI <00:13:07.045>modules <00:13:07.185>for <00:13:07.325>doing <00:13:07.465>recommendations <00:13:07.605>and <00:13:07.745>things <00:13:07.885>like <00:13:08.025>that.

238
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<00:13:13.065>But <00:13:13.298>the <00:13:13.531>websites <00:13:13.765>start <00:13:13.998>to <00:13:14.231>run <00:13:14.465>slowly.

239
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<00:13:16.385>The <00:13:16.560>search <00:13:16.735>engine <00:13:16.910>is <00:13:17.085>not <00:13:17.260>as <00:13:17.435>customers <00:13:17.610>expected. <00:13:17.785>Why?

240
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<00:13:19.715>Because <00:13:20.065>you're <00:13:20.415>consuming <00:13:20.765>the <00:13:21.115>services

241
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<00:13:21.425>and <00:13:21.658>the <00:13:21.891>throughput <00:13:22.125>internal <00:13:22.358>of <00:13:22.591>your <00:13:22.824>system

242
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<00:13:23.205>that <00:13:23.380>was <00:13:23.555>already <00:13:23.730>de <00:13:23.905>was <00:13:24.080>already <00:13:24.255>dedicated <00:13:24.430>for, <00:13:24.605>uh,

243
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<00:13:27.905>for <00:13:28.105>the <00:13:28.305>end, <00:13:28.505>for <00:13:28.704>the <00:13:28.905>end, <00:13:29.105>uh, <00:13:29.305>user.

244
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<00:13:31.145>So <00:13:31.285>there <00:13:31.425>are <00:13:31.564>four <00:13:31.704>main <00:13:31.845>keyword <00:13:31.985>I <00:13:32.125>would <00:13:32.265>like <00:13:32.405>to <00:13:32.545>tackle.

245
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<00:13:34.015>First <00:13:34.215>one <00:13:34.415>is <00:13:34.615>scalability <00:13:34.814>and, <00:13:35.015>uh, <00:13:35.215>and <00:13:35.415>performance.

246
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<00:13:37.645>And <00:13:37.800>the <00:13:37.956>mandatory <00:13:38.111>thing <00:13:38.267>here <00:13:38.422>is <00:13:38.578>auto <00:13:38.733>is <00:13:38.889>auto <00:13:39.045>scaling.

247
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<00:13:43.105>You <00:13:43.317>need <00:13:43.529>to <00:13:43.742>have <00:13:43.954>the <00:13:44.166>ability

248
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<00:13:44.425>to <00:13:44.625>do <00:13:44.824>out <00:13:45.025>scaling <00:13:45.224>at <00:13:45.425>all <00:13:45.625>your <00:13:45.824>workloads

249
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<00:13:47.465>and <00:13:47.903>all <00:13:48.341>your <00:13:48.779>storages.

250
00:13:49.865 --> 00:13:52.765
<00:13:49.865>If <00:13:50.020>you <00:13:50.176>are <00:13:50.331>using <00:13:50.487>databases, <00:13:50.642>you <00:13:50.798>need <00:13:50.953>to <00:13:51.109>think, <00:13:51.265>okay,

251
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<00:13:53.105>how <00:13:53.455>I <00:13:53.805>make <00:13:54.155>them <00:13:54.505>scalable.

252
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<00:13:56.095>If <00:13:56.375>you <00:13:56.655>use, <00:13:56.935>um, <00:13:57.215>Kubernetes <00:13:57.495>clusters

253
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<00:13:59.675>or <00:13:59.875>any <00:14:00.074>kind <00:14:00.275>of <00:14:00.474>other <00:14:00.675>cluster, <00:14:00.875>think <00:14:01.074>about

254
00:14:01.575 --> 00:14:06.315
<00:14:01.575>how <00:14:01.730>fast <00:14:01.886>you <00:14:02.041>can <00:14:02.197>increase <00:14:02.352>the <00:14:02.508>size <00:14:02.663>of <00:14:02.819>that <00:14:02.975>clusters,

255
00:14:07.615 --> 00:14:10.625
<00:14:07.615>how <00:14:07.790>long <00:14:07.965>it <00:14:08.140>takes <00:14:08.315>and <00:14:08.490>why <00:14:08.665>I'm <00:14:08.840>saying <00:14:09.015>this

256
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<00:14:10.625>because <00:14:10.800>there's <00:14:10.975>no <00:14:11.150>public <00:14:11.325>cloud <00:14:11.500>vendor <00:14:11.675>on <00:14:11.850>the <00:14:12.025>market

257
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<00:14:14.535>that <00:14:14.675>would <00:14:14.814>say, <00:14:14.954>it <00:14:15.094>takes <00:14:15.235>me <00:14:15.375>one <00:14:15.515>minute <00:14:15.655>or <00:14:15.795>10 <00:14:15.935>seconds

258
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<00:14:19.285>and <00:14:19.412>on <00:14:19.539>one <00:14:19.666>hour <00:14:19.794>to <00:14:19.921>give <00:14:20.048>you <00:14:20.175>and <00:14:20.303>to <00:14:20.430>prepare <00:14:20.557>you <00:14:20.685>one

259
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<00:14:23.985>or <00:14:24.297>10 <00:14:24.609>additional <00:14:24.920>notes.

260
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<00:14:26.005>The <00:14:26.315>you <00:14:26.626>have <00:14:26.936>no <00:14:27.247>SLAs.

261
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<00:14:27.385>In <00:14:27.540>most <00:14:27.696>of <00:14:27.851>the <00:14:28.007>cases <00:14:28.162>it <00:14:28.318>takes <00:14:28.473>a <00:14:28.629>few <00:14:28.785>minutes,

262
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<00:14:29.965>but <00:14:30.165>sometimes <00:14:30.365>they <00:14:30.565>can <00:14:30.765>taken <00:14:30.965>a <00:14:31.165>few <00:14:31.365>hours.

263
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<00:14:32.725>How <00:14:32.880>do <00:14:33.036>you <00:14:33.191>pre, <00:14:33.347>pre, <00:14:33.502>pre <00:14:33.658>do <00:14:33.813>the <00:14:33.969>auto <00:14:34.125>scaling

264
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<00:14:37.675>based <00:14:37.983>on <00:14:38.293>different <00:14:38.602>trends?

265
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<00:14:38.765>Do <00:14:38.905>you <00:14:39.045>have <00:14:39.185>something <00:14:39.324>this <00:14:39.465>or <00:14:39.605>already <00:14:39.745>in <00:14:39.885>already <00:14:40.025>in <00:14:40.165>place?

266
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<00:14:42.185>These, <00:14:42.340>these <00:14:42.496>are <00:14:42.651>the <00:14:42.807>things <00:14:42.962>that <00:14:43.118>you <00:14:43.273>need <00:14:43.429>to <00:14:43.584>consider.

267
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<00:14:44.885>The <00:14:45.040>second <00:14:45.196>thing <00:14:45.351>is <00:14:45.507>to <00:14:45.662>unify <00:14:45.818>your <00:14:45.973>data <00:14:46.129>platforms <00:14:46.285>under

268
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<00:14:49.765>one <00:14:49.920>or <00:14:50.076>two <00:14:50.231>or <00:14:50.387>an <00:14:50.542>up <00:14:50.698>to <00:14:50.853>three <00:14:51.009>different, <00:14:51.165>uh,

269
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<00:14:54.595>data <00:14:54.945>lakes <00:14:55.295>fabric <00:14:55.645>warehouse <00:14:55.995>solution

270
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<00:14:57.765>or <00:14:57.998>whatever <00:14:58.231>we <00:14:58.465>want <00:14:58.698>to <00:14:58.931>call <00:14:59.165>them.

271
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<00:15:00.435>What <00:15:00.635>is <00:15:00.834>important <00:15:01.035>is <00:15:01.234>that <00:15:01.435>these <00:15:01.635>data <00:15:01.834>platforms

272
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<00:15:03.585>to <00:15:03.818>have <00:15:04.051>the <00:15:04.285>capability <00:15:04.518>to <00:15:04.751>communicate <00:15:04.985>directly

273
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<00:15:07.785>and <00:15:07.959>have <00:15:08.135>a <00:15:08.310>active <00:15:08.485>communication <00:15:08.660>with <00:15:08.834>the <00:15:09.010>AI <00:15:09.185>solution

274
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<00:15:11.285>that <00:15:11.485>you're <00:15:11.685>using, <00:15:11.885>be <00:15:12.084>be <00:15:12.285>behind <00:15:12.485>the <00:15:12.685>scene.

275
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<00:15:14.505>And <00:15:14.660>the <00:15:14.816>second <00:15:14.971>thing <00:15:15.127>is <00:15:15.282>if <00:15:15.438>they <00:15:15.593>have <00:15:15.749>the <00:15:15.905>ability

276
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<00:15:18.265>to <00:15:18.420>create <00:15:18.576>a <00:15:18.731>stream <00:15:18.887>of <00:15:19.042>event <00:15:19.198>when <00:15:19.353>changes <00:15:19.509>are <00:15:19.665>happening

277
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<00:15:23.625>to <00:15:23.800>the <00:15:23.975>content <00:15:24.150>that <00:15:24.325>you <00:15:24.500>are <00:15:24.675>looking, <00:15:24.850>it's <00:15:25.025>great

278
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<00:15:26.515>because <00:15:26.642>at <00:15:26.769>that <00:15:26.896>moment <00:15:27.024>in <00:15:27.151>time, <00:15:27.278>you <00:15:27.405>will <00:15:27.533>have <00:15:27.660>an <00:15:27.787>AI <00:15:27.915>system

279
00:15:31.275 --> 00:15:32.765
<00:15:31.275>that <00:15:31.722>can <00:15:32.169>be <00:15:32.616>notified

280
00:15:32.825 --> 00:15:36.005
<00:15:32.825>and <00:15:33.000>be <00:15:33.175>aware <00:15:33.350>what <00:15:33.525>is <00:15:33.700>happening <00:15:33.875>around <00:15:34.050>him <00:15:34.225>with,

281
00:15:36.035 --> 00:15:37.725
<00:15:36.035>without <00:15:36.314>having <00:15:36.594>you <00:15:36.875>to <00:15:37.155>think <00:15:37.435>about

282
00:15:38.425 --> 00:15:39.845
<00:15:38.425>how <00:15:38.637>I <00:15:38.851>would <00:15:39.064>need <00:15:39.277>to <00:15:39.490>do <00:15:39.703>that.

283
00:15:41.865 --> 00:15:43.645
<00:15:41.865>DevOps, <00:15:42.565>CICD <00:15:43.265>pipelines.

284
00:15:44.145 --> 00:15:47.005
<00:15:44.145>Uh, <00:15:44.272>most <00:15:44.399>of <00:15:44.526>the <00:15:44.654>people <00:15:44.781>say, <00:15:44.908>yes, <00:15:45.035>we <00:15:45.163>are <00:15:45.290>using <00:15:45.417>how <00:15:45.545>many

285
00:15:47.005 --> 00:15:49.765
<00:15:47.005>of <00:15:47.180>you, <00:15:47.355>you, <00:15:47.530>you <00:15:47.705>have <00:15:47.880>pipelines <00:15:48.055>in <00:15:48.230>your <00:15:48.405>solution.

286
00:15:51.875 --> 00:15:55.525
<00:15:51.875>Okay, <00:15:52.108>how <00:15:52.341>many <00:15:52.575>of <00:15:52.808>you <00:15:53.041>are <00:15:53.275>developers

287
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<00:15:55.745>and <00:15:55.978>have <00:15:56.211>access <00:15:56.445>to <00:15:56.678>the <00:15:56.911>production <00:15:57.145>environment?

288
00:15:58.865 --> 00:16:02.205
<00:15:58.865>Mm-hmm. <00:15:59.331>Uh, <00:15:59.798>yes. <00:16:00.265>Okay.

289
00:16:02.705 --> 00:16:06.405
<00:16:02.705>So <00:16:02.938>one <00:16:03.171>important <00:16:03.405>step <00:16:03.638>I <00:16:03.871>would <00:16:04.105>say

290
00:16:06.405 --> 00:16:10.445
<00:16:06.405>before <00:16:06.560>talking <00:16:06.716>about <00:16:06.871>L <00:16:07.027>mop, <00:16:07.182>L <00:16:07.338>mops <00:16:07.493>is <00:16:07.649>to <00:16:07.805>ensure

291
00:16:10.835 --> 00:16:13.365
<00:16:10.835>that <00:16:11.068>the <00:16:11.301>current <00:16:11.535>solution <00:16:11.768>have <00:16:12.001>the <00:16:12.235>automation

292
00:16:13.385 --> 00:16:16.605
<00:16:13.385>and <00:16:13.665>the <00:16:13.944>pipeline <00:16:14.225>level <00:16:14.505>mature <00:16:14.785>enough

293
00:16:17.545 --> 00:16:21.845
<00:16:17.545>to <00:16:17.672>give <00:16:17.799>you <00:16:17.926>a <00:16:18.054>smooth, <00:16:18.181>a <00:16:18.308>smooth, <00:16:18.435>a <00:16:18.563>smooth, <00:16:18.690>a <00:16:18.817>smooth, <00:16:18.944>right?

294
00:16:21.845 --> 00:16:24.205
<00:16:21.845>Because <00:16:22.020>once <00:16:22.195>you're <00:16:22.370>putting <00:16:22.545>AI <00:16:22.720>on <00:16:22.895>top <00:16:23.070>of <00:16:23.245>that,

295
00:16:24.745 --> 00:16:28.765
<00:16:24.745>you <00:16:24.900>will <00:16:25.056>add <00:16:25.211>an <00:16:25.367>extra, <00:16:25.522>an <00:16:25.678>extra, <00:16:25.833>an <00:16:25.989>extra <00:16:26.145>complexity,

296
00:16:28.905 --> 00:16:30.005
<00:16:28.905>an <00:16:29.400>extra <00:16:29.895>complexity,

297
00:16:30.305 --> 00:16:32.525
<00:16:30.305>and <00:16:30.479>then <00:16:30.655>you <00:16:30.829>need, <00:16:31.005>okay, <00:16:31.180>how <00:16:31.354>I <00:16:31.530>would <00:16:31.704>integrate

298
00:16:32.525 --> 00:16:34.045
<00:16:32.525>that <00:16:32.867>in <00:16:33.209>the <00:16:33.550>existing <00:16:33.892>one.

299
00:16:35.275 --> 00:16:38.485
<00:16:35.275>Tooling. <00:16:35.508>Tooling <00:16:35.741>is <00:16:35.975>something <00:16:36.208>that <00:16:36.441>we <00:16:36.675>need

300
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<00:16:38.505>to <00:16:38.855>learn <00:16:39.205>to <00:16:39.555>invest <00:16:39.905>in.

301
00:16:40.465 --> 00:16:42.645
<00:16:40.465>One <00:16:40.698>year <00:16:40.931>ago, <00:16:41.165>2024, <00:16:41.398>at <00:16:41.631>the <00:16:41.865>beginning,

302
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<00:16:42.855>there <00:16:43.119>were <00:16:43.384>not <00:16:43.648>too <00:16:43.913>many <00:16:44.178>tools

303
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<00:16:44.915>that <00:16:45.194>would <00:16:45.474>make <00:16:45.755>our <00:16:46.035>life <00:16:46.314>easier.

304
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<00:16:47.225>Now <00:16:47.505>we <00:16:47.785>ha <00:16:48.065>we <00:16:48.345>have <00:16:48.625>tools,

305
00:16:49.665 --> 00:16:53.125
<00:16:49.665>but <00:16:49.805>the <00:16:49.944>challenge <00:16:50.084>with <00:16:50.224>all <00:16:50.365>this <00:16:50.505>tool <00:16:50.645>is, <00:16:50.785>uh, <00:16:50.925>to <00:16:51.064>ensure

306
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<00:16:53.155>that <00:16:53.282>we <00:16:53.409>have <00:16:53.536>the <00:16:53.664>right <00:16:53.791>ones <00:16:53.918>for <00:16:54.045>the <00:16:54.173>way <00:16:54.300>how <00:16:54.427>we <00:16:54.555>want

307
00:16:56.805 --> 00:17:00.685
<00:16:56.805>to <00:16:56.979>integrate <00:16:57.155>our <00:16:57.329>current <00:16:57.505>solution <00:16:57.680>basically <00:16:57.854>to <00:16:58.030>bring <00:16:58.204>value,

308
00:17:01.305 --> 00:17:03.525
<00:17:01.305>not <00:17:01.584>just <00:17:01.864>giving <00:17:02.145>us <00:17:02.425>a <00:17:02.704>hope.

309
00:17:03.525 --> 00:17:06.485
<00:17:03.525>And <00:17:03.652>the <00:17:03.779>last <00:17:03.906>thing <00:17:04.034>that <00:17:04.161>I <00:17:04.288>would <00:17:04.415>like <00:17:04.543>to <00:17:04.670>cover <00:17:04.797>here <00:17:04.925>is

310
00:17:06.995 --> 00:17:09.405
<00:17:06.994>real <00:17:07.344>time <00:17:07.694>analytics <00:17:08.044>and <00:17:08.395>insights.

311
00:17:09.505 --> 00:17:11.125
<00:17:09.505>Ba <00:17:10.205>basically <00:17:10.905>observability.

312
00:17:12.985 --> 00:17:14.365
<00:17:12.984>As <00:17:13.295>you <00:17:13.606>write <00:17:13.916>an <00:17:14.227>application

313
00:17:14.585 --> 00:17:18.205
<00:17:14.585>and <00:17:14.740>you <00:17:14.896>have <00:17:15.051>audits, <00:17:15.207>you <00:17:15.362>have <00:17:15.518>logs, <00:17:15.673>you <00:17:15.829>know <00:17:15.985>exactly

314
00:17:18.205 --> 00:17:19.925
<00:17:18.204>what <00:17:18.438>is <00:17:18.671>happening <00:17:18.905>at <00:17:19.138>the <00:17:19.371>platform <00:17:19.605>level

315
00:17:20.025 --> 00:17:21.485
<00:17:20.025>and <00:17:20.353>at <00:17:20.682>the <00:17:21.010>application <00:17:21.339>layer.

316
00:17:22.275 --> 00:17:24.525
<00:17:22.275>Also, <00:17:22.475>you <00:17:22.675>need <00:17:22.875>to <00:17:23.075>ensure <00:17:23.275>that <00:17:23.475>during <00:17:23.675>your

317
00:17:25.445 --> 00:17:30.165
<00:17:25.444>a <00:17:25.600>adoption <00:17:25.756>journey, <00:17:25.911>you <00:17:26.067>had <00:17:26.222>observability <00:17:26.378>to <00:17:26.533>your <00:17:26.689>AI <00:17:26.845>system.

318
00:17:31.845 --> 00:17:36.825
<00:17:31.845>If, <00:17:32.000>for <00:17:32.156>example, <00:17:32.311>in <00:17:32.467>one <00:17:32.622>week <00:17:32.778>somebody <00:17:32.933>ask <00:17:33.089>you <00:17:33.245>why

319
00:17:37.415 --> 00:17:40.345
<00:17:37.415>your <00:17:37.648>ML <00:17:37.881>had <00:17:38.115>access <00:17:38.348>to <00:17:38.581>the <00:17:38.815>salaries

320
00:17:40.405 --> 00:17:44.065
<00:17:40.405>and <00:17:40.560>why <00:17:40.716>they, <00:17:40.871>it <00:17:41.027>made <00:17:41.182>public <00:17:41.338>available <00:17:41.493>on <00:17:41.649>the <00:17:41.805>market,

321
00:17:44.925 --> 00:17:46.945
<00:17:44.925>you <00:17:45.100>need <00:17:45.274>to <00:17:45.450>be <00:17:45.625>able <00:17:45.800>to <00:17:45.975>have <00:17:46.149>the <00:17:46.325>capability

322
00:17:47.085 --> 00:17:51.525
<00:17:47.085>and <00:17:47.240>the <00:17:47.396>trace <00:17:47.551>information <00:17:47.707>to <00:17:47.862>explain <00:17:48.018>to <00:17:48.173>during <00:17:48.329>an <00:17:48.485>audit

323
00:17:51.825 --> 00:17:55.365
<00:17:51.825>or <00:17:51.980>to <00:17:52.136>your <00:17:52.291>product <00:17:52.447>owner <00:17:52.602>what <00:17:52.758>happened <00:17:52.913>behind <00:17:53.069>the <00:17:53.225>scene.

324
00:17:55.985 --> 00:17:57.285
<00:17:55.985>Not <00:17:56.277>trying <00:17:56.570>to <00:17:56.862>replicate <00:17:57.155>it,

325
00:17:57.625 --> 00:17:59.765
<00:17:57.625>but <00:17:57.800>to <00:17:57.975>take <00:17:58.150>a <00:17:58.325>look <00:17:58.500>on <00:17:58.675>the <00:17:58.850>trace <00:17:59.025>information

326
00:17:59.785 --> 00:18:02.205
<00:17:59.785>and <00:17:59.985>to <00:18:00.185>know, <00:18:00.385>okay, <00:18:00.585>this, <00:18:00.785>uh, <00:18:00.985>this <00:18:01.185>is

327
00:18:02.205 --> 00:18:03.525
<00:18:02.205>what <00:18:02.442>happened <00:18:02.680>and <00:18:02.917>this <00:18:03.155>is <00:18:03.393>why.

328
00:18:03.525 --> 00:18:06.485
<00:18:03.525>Because <00:18:03.758>in <00:18:03.991>this <00:18:04.225>way, <00:18:04.458>you'll <00:18:04.691>be <00:18:04.925>able

329
00:18:06.485 --> 00:18:10.765
<00:18:06.485>to <00:18:06.718>avoid <00:18:06.951>in <00:18:07.185>the <00:18:07.418>future <00:18:07.651>similar <00:18:07.885>situation.

330
00:18:11.385 --> 00:18:15.725
<00:18:11.385>Now <00:18:11.560>some <00:18:11.735>key, <00:18:11.910>uh, <00:18:12.085>AI <00:18:12.260>s <00:18:12.435>uh, <00:18:12.610>cloud <00:18:12.785>services

331
00:18:15.795 --> 00:18:20.325
<00:18:15.795>that <00:18:15.935>are <00:18:16.075>important <00:18:16.215>to <00:18:16.355>be <00:18:16.495>included, <00:18:16.635>you <00:18:16.775>need <00:18:16.915>to <00:18:17.055>think <00:18:17.195>all,

332
00:18:20.905 --> 00:18:24.045
<00:18:20.905>all <00:18:21.060>about, <00:18:21.216>all <00:18:21.371>about <00:18:21.527>where <00:18:21.682>you're <00:18:21.838>running <00:18:21.993>your <00:18:22.149>ML <00:18:22.305>models

333
00:18:24.105 --> 00:18:25.205
<00:18:24.105>and <00:18:24.600>your <00:18:25.095>application.

334
00:18:25.265 --> 00:18:28.485
<00:18:25.265>Why <00:18:25.465>I'm <00:18:25.665>saying <00:18:25.865>about <00:18:26.065>the <00:18:26.265>Kubernetes <00:18:26.465>cluster <00:18:26.665>is

335
00:18:28.485 --> 00:18:30.845
<00:18:28.485>that <00:18:28.625>it <00:18:28.764>gives <00:18:28.905>you <00:18:29.044>the <00:18:29.185>ability, <00:18:29.324>I <00:18:29.465>will <00:18:29.604>say <00:18:29.745>for <00:18:29.885>small

336
00:18:30.905 --> 00:18:35.605
<00:18:30.905>and <00:18:31.105>medium <00:18:31.305>sized <00:18:31.504>application <00:18:31.705>to <00:18:31.905>have <00:18:32.105>the <00:18:32.305>node

337
00:18:35.705 --> 00:18:38.845
<00:18:35.705>and <00:18:35.879>the, <00:18:36.054>and <00:18:36.230>the <00:18:36.405>pools <00:18:36.580>that <00:18:36.754>run <00:18:36.929>classical <00:18:37.105>CPU

338
00:18:38.905 --> 00:18:42.045
<00:18:38.905>for <00:18:39.045>your <00:18:39.185>application <00:18:39.325>and <00:18:39.465>the <00:18:39.605>GP <00:18:39.745>one <00:18:39.885>for <00:18:40.024>your <00:18:40.165>own <00:18:40.305>model.

339
00:18:42.065 --> 00:18:43.365
<00:18:42.065>So <00:18:42.260>you <00:18:42.455>have <00:18:42.650>a <00:18:42.845>combination <00:18:43.040>between <00:18:43.235>them.

340
00:18:43.865 --> 00:18:47.365
<00:18:43.865>You <00:18:44.005>have <00:18:44.145>a <00:18:44.285>slow, <00:18:44.425>you <00:18:44.565>have <00:18:44.705>a, <00:18:44.845>you <00:18:44.985>have <00:18:45.125>a <00:18:45.265>low,

341
00:18:48.325 --> 00:18:50.325
<00:18:48.325>a <00:18:48.525>low <00:18:48.725>latency, <00:18:48.925>and <00:18:49.125>you <00:18:49.325>can <00:18:49.525>do <00:18:49.725>the

342
00:18:50.925 --> 00:18:52.245
<00:18:50.925>orchestration <00:18:51.321>pretty, <00:18:51.716>pretty <00:18:52.112>easy.

343
00:18:52.905 --> 00:18:55.365
<00:18:52.905>The <00:18:53.185>second <00:18:53.465>things <00:18:53.745>is, <00:18:54.024>is <00:18:54.305>serverless

344
00:18:55.385 --> 00:18:58.765
<00:18:55.385>and <00:18:55.560>why <00:18:55.735>this <00:18:55.910>is <00:18:56.085>very <00:18:56.260>important, <00:18:56.435>serverless <00:18:56.610>is <00:18:56.785>important,

345
00:18:58.815 --> 00:19:01.165
<00:18:58.815>especially <00:18:59.281>not <00:18:59.748>to <00:19:00.215>send

346
00:19:01.945 --> 00:19:04.245
<00:19:01.945>or <00:19:02.120>to <00:19:02.294>communicate <00:19:02.470>with <00:19:02.645>the <00:19:02.820>ML <00:19:02.995>is <00:19:03.169>more <00:19:03.345>important.

347
00:19:04.755 --> 00:19:08.005
<00:19:04.755>When <00:19:04.930>the <00:19:05.105>ML <00:19:05.280>wants <00:19:05.455>to <00:19:05.630>communicate <00:19:05.805>with <00:19:05.980>the <00:19:06.155>world,

348
00:19:09.315 --> 00:19:12.125
<00:19:09.315>sometimes <00:19:09.515>he <00:19:09.715>might <00:19:09.915>want <00:19:10.115>to <00:19:10.315>trigger <00:19:10.515>different <00:19:10.715>action,

349
00:19:12.235 --> 00:19:14.725
<00:19:12.235>different, <00:19:12.514>uh, <00:19:12.794>different, <00:19:13.074>uh, <00:19:13.354>different, <00:19:13.635>uh,

350
00:19:14.975 --> 00:19:17.525
<00:19:14.975>activities <00:19:15.254>he <00:19:15.534>might <00:19:15.814>want <00:19:16.094>to <00:19:16.375>run

351
00:19:17.585 --> 00:19:19.645
<00:19:17.585>or <00:19:17.818>to <00:19:18.051>do <00:19:18.285>calls <00:19:18.518>to <00:19:18.751>outside <00:19:18.985>world.

352
00:19:20.945 --> 00:19:24.245
<00:19:20.945>You, <00:19:21.072>you <00:19:21.199>don't <00:19:21.326>know <00:19:21.454>all <00:19:21.581>the <00:19:21.708>time <00:19:21.835>how <00:19:21.963>the <00:19:22.090>birth <00:19:22.217>look <00:19:22.345>like.

353
00:19:24.305 --> 00:19:26.685
<00:19:24.305>It <00:19:24.505>might <00:19:24.705>have <00:19:24.905>one <00:19:25.105>call <00:19:25.305>every <00:19:25.505>one <00:19:25.705>hour,

354
00:19:26.685 --> 00:19:28.765
<00:19:26.685>sometimes <00:19:26.918>might <00:19:27.151>have <00:19:27.385>1000 <00:19:27.618>calls <00:19:27.851>in <00:19:28.085>the

355
00:19:28.765 --> 00:19:29.845
<00:19:28.765>next <00:19:29.008>five <00:19:29.251>or <00:19:29.494>10 <00:19:29.737>seconds.

356
00:19:31.475 --> 00:19:36.285
<00:19:31.475>This <00:19:31.615>is <00:19:31.754>where <00:19:31.895>Lambda <00:19:32.034>or <00:19:32.175>a <00:19:32.314>function <00:19:32.455>work <00:19:32.594>very, <00:19:32.735>very <00:19:32.875>well.

357
00:19:36.905 --> 00:19:40.765
<00:19:36.905>The <00:19:37.060>third <00:19:37.216>thing <00:19:37.371>that <00:19:37.527>I <00:19:37.682>was <00:19:37.838>mentioning <00:19:37.993>is <00:19:38.149>data <00:19:38.305>silos.

358
00:19:41.145 --> 00:19:42.485
<00:19:41.145>We <00:19:41.547>have <00:19:41.948>Microsoft <00:19:42.351>fav.

359
00:19:42.625 --> 00:19:44.845
<00:19:42.625>We <00:19:42.905>have <00:19:43.185>favorite <00:19:43.465>or <00:19:43.745>similar <00:19:44.025>solutions

360
00:19:45.355 --> 00:19:49.165
<00:19:45.355>that <00:19:45.555>are <00:19:45.755>net <00:19:45.955>native <00:19:46.155>build <00:19:46.355>to, <00:19:46.555>to <00:19:46.755>communicate

361
00:19:49.475 --> 00:19:50.725
<00:19:49.475>with <00:19:50.600>ml.

362
00:19:50.995 --> 00:19:53.845
<00:19:50.995>With <00:19:51.195>ML <00:19:51.395>services, <00:19:51.594>you <00:19:51.794>already <00:19:51.995>have <00:19:52.195>the <00:19:52.395>plugin.

363
00:19:54.115 --> 00:19:57.325
<00:19:54.115>They <00:19:54.242>can <00:19:54.369>get <00:19:54.496>the <00:19:54.624>insights. <00:19:54.751>They <00:19:54.878>can <00:19:55.005>store <00:19:55.133>any <00:19:55.260>kind <00:19:55.387>of <00:19:55.515>data.

364
00:19:57.905 --> 00:20:00.805
<00:19:57.905>Object <00:19:58.254>data <00:19:58.605>doc, <00:19:58.955>uh, <00:19:59.305>document

365
00:20:01.585 --> 00:20:04.045
<00:20:01.585>you <00:20:01.760>can <00:20:01.935>do <00:20:02.110>is <00:20:02.285>you <00:20:02.460>can <00:20:02.635>do <00:20:02.810>easily <00:20:02.985>queries

366
00:20:04.185 --> 00:20:07.885
<00:20:04.185>and <00:20:04.418>it's <00:20:04.651>very, <00:20:04.885>it's <00:20:05.118>very <00:20:05.351>native <00:20:05.585>to,

367
00:20:08.145 --> 00:20:09.245
<00:20:08.145>to <00:20:08.392>do <00:20:08.639>the <00:20:08.887>next <00:20:09.135>step.

368
00:20:10.385 --> 00:20:12.285
<00:20:10.385>Now, <00:20:10.735>when <00:20:11.085>you're <00:20:11.435>building <00:20:11.785>an

369
00:20:12.585 --> 00:20:15.325
<00:20:12.585>or <00:20:12.725>when <00:20:12.865>you <00:20:13.005>have <00:20:13.145>a <00:20:13.285>model, <00:20:13.425>you <00:20:13.565>never <00:20:13.705>expose <00:20:13.845>it <00:20:13.985>directly

370
00:20:15.325 --> 00:20:17.965
<00:20:15.325>to <00:20:15.605>the <00:20:15.885>internet <00:20:16.165>all <00:20:16.445>the <00:20:16.725>time.

371
00:20:18.265 --> 00:20:23.085
<00:20:18.265>Add <00:20:18.365>a <00:20:18.465>layer <00:20:18.565>on <00:20:18.665>a, <00:20:18.765>on <00:20:18.865>a, <00:20:18.965>API <00:20:19.065>on <00:20:19.165>top <00:20:19.265>of <00:20:19.365>it <00:20:19.465>or <00:20:19.565>an, <00:20:19.665>uh,

372
00:20:23.545 --> 00:20:26.805
<00:20:23.545>or <00:20:23.720>an <00:20:23.895>event <00:20:24.070>stream, <00:20:24.245>uh, <00:20:24.420>interface, <00:20:24.595>something <00:20:24.770>like <00:20:24.945>that.

373
00:20:27.115 --> 00:20:29.205
<00:20:27.115>Then <00:20:27.270>you <00:20:27.426>need <00:20:27.581>to <00:20:27.737>think <00:20:27.892>about <00:20:28.048>all <00:20:28.203>the <00:20:28.359>time, <00:20:28.515>okay,

374
00:20:29.225 --> 00:20:33.125
<00:20:29.225>how <00:20:29.380>I <00:20:29.536>will <00:20:29.691>expose <00:20:29.847>it, <00:20:30.002>how <00:20:30.158>I <00:20:30.313>will <00:20:30.469>do <00:20:30.625>versioning,

375
00:20:33.595 --> 00:20:36.805
<00:20:33.595>because <00:20:33.828>that <00:20:34.061>model <00:20:34.295>will <00:20:34.528>also <00:20:34.761>evolve <00:20:34.995>automatically.

376
00:20:36.865 --> 00:20:39.365
<00:20:36.865>The <00:20:37.040>way <00:20:37.215>how <00:20:37.390>user <00:20:37.565>are <00:20:37.740>communicate <00:20:37.915>with <00:20:38.090>it <00:20:38.265>will,

377
00:20:39.475 --> 00:20:42.285
<00:20:39.475>will <00:20:39.754>also <00:20:40.034>evolve <00:20:40.314>in, <00:20:40.594>in <00:20:40.875>time.

378
00:20:43.705 --> 00:20:47.765
<00:20:43.705>And <00:20:43.832>you <00:20:43.959>need <00:20:44.086>to <00:20:44.214>make <00:20:44.341>your <00:20:44.468>model <00:20:44.595>aware <00:20:44.723>of <00:20:44.850>what <00:20:44.977>is <00:20:45.105>happening

379
00:20:48.265 --> 00:20:51.285
<00:20:48.265>around, <00:20:48.498>assuming <00:20:48.731>that <00:20:48.965>the <00:20:49.198>model <00:20:49.431>will <00:20:49.665>go

380
00:20:51.785 --> 00:20:55.285
<00:20:51.785>and <00:20:51.985>will <00:20:52.185>update <00:20:52.385>from <00:20:52.585>a <00:20:52.785>storage, <00:20:52.985>it's <00:20:53.185>okay,

381
00:20:55.465 --> 00:20:57.685
<00:20:55.465>but <00:20:55.698>will <00:20:55.931>use <00:20:56.165>a <00:20:56.398>lot <00:20:56.631>of <00:20:56.865>resources.

382
00:20:58.035 --> 00:21:01.845
<00:20:58.035>Another <00:20:58.190>approach <00:20:58.346>is <00:20:58.501>to <00:20:58.657>plug <00:20:58.812>an <00:20:58.968>event <00:20:59.123>data <00:20:59.279>driven <00:20:59.435>solution.

383
00:21:01.955 --> 00:21:05.285
<00:21:01.955>Basically <00:21:02.155>an <00:21:02.355>uh, <00:21:02.554>event <00:21:02.754>stream <00:21:02.955>that <00:21:03.155>is <00:21:03.355>aware

384
00:21:05.405 --> 00:21:08.805
<00:21:05.405>of <00:21:05.560>all <00:21:05.716>the <00:21:05.871>changes <00:21:06.027>that <00:21:06.182>are <00:21:06.338>happening <00:21:06.493>inside <00:21:06.649>the <00:21:06.805>system.

385
00:21:09.585 --> 00:21:12.885
<00:21:09.585>And <00:21:09.740>you <00:21:09.896>can <00:21:10.051>make <00:21:10.207>the <00:21:10.362>ML <00:21:10.518>model <00:21:10.673>aware <00:21:10.829>of <00:21:10.985>that.

386
00:21:16.425 --> 00:21:18.245
<00:21:16.425>And <00:21:16.600>the <00:21:16.774>last <00:21:16.950>thing <00:21:17.125>that <00:21:17.300>I <00:21:17.475>want <00:21:17.649>to <00:21:17.825>highlight

387
00:21:19.065 --> 00:21:20.085
<00:21:19.065>is <00:21:19.371>the <00:21:19.677>data <00:21:19.983>catalog.

388
00:21:20.965 --> 00:21:22.525
<00:21:20.965>I, <00:21:21.165>I <00:21:21.365>was <00:21:21.564>sent <00:21:21.764>until <00:21:21.965>12 <00:21:22.165>years <00:21:22.365>ago.

389
00:21:22.945 --> 00:21:25.045
<00:21:22.945>Uh, <00:21:23.225>data <00:21:23.504>catalogs <00:21:23.784>were <00:21:24.064>something <00:21:24.345>new.

390
00:21:25.625 --> 00:21:27.565
<00:21:25.625>Now <00:21:26.091>they're <00:21:26.558>pretty <00:21:27.025>common.

391
00:21:27.775 --> 00:21:29.405
<00:21:27.775>Azure <00:21:28.055>purview <00:21:28.335>is <00:21:28.615>very <00:21:28.895>good <00:21:29.175>example

392
00:21:29.545 --> 00:21:32.805
<00:21:29.545>and <00:21:29.720>it <00:21:29.895>help <00:21:30.070>us <00:21:30.245>to <00:21:30.420>understand <00:21:30.595>better <00:21:30.770>what <00:21:30.945>kind

393
00:21:32.805 --> 00:21:34.285
<00:21:32.805>of <00:21:33.138>data <00:21:33.471>we <00:21:33.804>are <00:21:34.137>storing.

394
00:21:35.075 --> 00:21:38.245
<00:21:35.075>What <00:21:35.275>is <00:21:35.475>the <00:21:35.675>level <00:21:35.875>of, <00:21:36.075>of <00:21:36.275>sens <00:21:36.475>sensitivity

395
00:21:38.625 --> 00:21:40.045
<00:21:38.625>and <00:21:38.838>how <00:21:39.051>we <00:21:39.264>want <00:21:39.477>to <00:21:39.690>manage <00:21:39.903>them.

396
00:21:41.295 --> 00:21:45.285
<00:21:41.295>Names, <00:21:41.575>emails, <00:21:41.855>uh, <00:21:42.135>credit <00:21:42.415>card <00:21:42.695>information,

397
00:21:46.145 --> 00:21:48.725
<00:21:46.145>uh, <00:21:46.378>documents <00:21:46.611>that <00:21:46.845>never <00:21:47.078>need <00:21:47.311>to <00:21:47.545>go

398
00:21:48.725 --> 00:21:51.205
<00:21:48.725>outside <00:21:48.958>a <00:21:49.191>specific <00:21:49.425>group <00:21:49.658>and <00:21:49.891>so <00:21:50.125>on.

399
00:21:51.205 --> 00:21:53.725
<00:21:51.205>This <00:21:51.379>is <00:21:51.554>the <00:21:51.730>purpose <00:21:51.905>of <00:21:52.080>data <00:21:52.254>of <00:21:52.429>data <00:21:52.605>catalog.

400
00:21:54.405 --> 00:21:56.365
<00:21:54.405>I <00:21:54.580>remember <00:21:54.754>two <00:21:54.930>years <00:21:55.105>ago <00:21:55.280>when <00:21:55.455>we <00:21:55.629>were <00:21:55.805>talking

401
00:21:56.365 --> 00:21:59.085
<00:21:56.365>with <00:21:56.540>customers <00:21:56.715>about <00:21:56.890>data <00:21:57.065>catalogs, <00:21:57.240>they <00:21:57.415>were <00:21:57.590>say, <00:21:57.765>oh,

402
00:21:59.085 --> 00:22:00.485
<00:21:59.085>they're <00:21:59.505>very, <00:21:59.925>very <00:22:00.344>expensive.

403
00:22:00.665 --> 00:22:03.765
<00:22:00.665>Oh, <00:22:00.945>yes, <00:22:01.225>they're <00:22:01.504>still <00:22:01.784>very <00:22:02.065>expensive.

404
00:22:03.765 --> 00:22:07.765
<00:22:03.765>Usually <00:22:03.905>can <00:22:04.045>go <00:22:04.185>up <00:22:04.325>to <00:22:04.465>30% <00:22:04.605>of <00:22:04.745>your <00:22:04.885>cost <00:22:05.025>of <00:22:05.165>storage

405
00:22:08.145 --> 00:22:09.925
<00:22:08.145>of <00:22:08.425>your <00:22:08.705>day, <00:22:08.985>of <00:22:09.264>your <00:22:09.545>database.

406
00:22:10.145 --> 00:22:11.645
<00:22:10.145>But <00:22:10.370>the <00:22:10.595>value <00:22:10.820>that <00:22:11.045>is <00:22:11.270>bring <00:22:11.495>now

407
00:22:11.985 --> 00:22:13.605
<00:22:11.985>to <00:22:12.218>your <00:22:12.451>ML <00:22:12.685>models <00:22:12.918>is <00:22:13.151>very <00:22:13.385>important

408
00:22:13.605 --> 00:22:16.685
<00:22:13.605>because <00:22:13.745>the <00:22:13.885>model <00:22:14.025>itself <00:22:14.165>now <00:22:14.305>can <00:22:14.445>be <00:22:14.585>aware <00:22:14.725>of <00:22:14.865>the <00:22:15.005>data

409
00:22:16.755 --> 00:22:21.325
<00:22:16.755>that <00:22:16.895>it <00:22:17.035>has <00:22:17.175>access <00:22:17.315>and <00:22:17.455>the <00:22:17.595>sensibility <00:22:17.735>of, <00:22:17.875>uh, <00:22:18.015>of <00:22:18.155>it.

410
00:22:23.545 --> 00:22:27.605
<00:22:23.545>And <00:22:23.700>of <00:22:23.856>course <00:22:24.011>the, <00:22:24.167>the, <00:22:24.322>the <00:22:24.478>finops <00:22:24.633>part <00:22:24.789>For <00:22:24.945>finops,

411
00:22:27.645 --> 00:22:30.885
<00:22:27.645>I <00:22:27.800>would <00:22:27.956>say <00:22:28.111>that <00:22:28.267>we <00:22:28.422>don't <00:22:28.578>have <00:22:28.733>yet <00:22:28.889>one <00:22:29.045>service

412
00:22:31.835 --> 00:22:35.245
<00:22:31.835>from <00:22:31.975>cloud <00:22:32.115>vendors <00:22:32.255>that <00:22:32.395>are, <00:22:32.535>that <00:22:32.675>is <00:22:32.815>covering <00:22:32.955>the <00:22:33.095>all <00:22:33.235>layers

413
00:22:35.245 --> 00:22:37.325
<00:22:35.245>of <00:22:35.594>finops <00:22:35.945>or <00:22:36.294>of <00:22:36.645>focus.

414
00:22:37.455 --> 00:22:40.525
<00:22:37.455>Focus <00:22:37.804>is <00:22:38.155>finops <00:22:38.504>2.2, <00:22:38.855>2.0.

415
00:22:40.665 --> 00:22:43.245
<00:22:40.665>But <00:22:40.792>we <00:22:40.919>have <00:22:41.046>the <00:22:41.174>tools <00:22:41.301>and <00:22:41.428>we <00:22:41.555>have <00:22:41.683>third, <00:22:41.810>third <00:22:41.937>party <00:22:42.065>tools

416
00:22:43.245 --> 00:22:45.445
<00:22:43.245>that <00:22:43.419>help <00:22:43.594>us <00:22:43.770>to <00:22:43.945>be <00:22:44.120>able <00:22:44.294>to <00:22:44.469>do <00:22:44.645>that.

417
00:22:45.795 --> 00:22:50.245
<00:22:45.795>Just <00:22:45.922>just <00:22:46.049>to <00:22:46.176>be <00:22:46.304>aware <00:22:46.431>regarding <00:22:46.558>ai, <00:22:46.685>we <00:22:46.813>have, <00:22:46.940>uh, <00:22:47.067>on <00:22:47.195>finops,

418
00:22:50.265 --> 00:22:51.645
<00:22:50.265>uh, <00:22:50.575>or, <00:22:50.886>or, <00:22:51.196>or, <00:22:51.507>or

419
00:22:51.705 --> 00:22:55.765
<00:22:51.705>or <00:22:51.938>organization, <00:22:52.171>the <00:22:52.405>finops <00:22:52.638>for <00:22:52.871>ai, <00:22:53.105>uh,

420
00:22:55.795 --> 00:22:59.765
<00:22:55.795>dedicated <00:22:55.995>framework <00:22:56.195>that <00:22:56.395>is <00:22:56.595>used <00:22:56.795>only <00:22:56.995>for <00:22:57.195>it.

421
00:23:00.905 --> 00:23:05.205
<00:23:00.905>Now, <00:23:01.032>this <00:23:01.159>is <00:23:01.286>a <00:23:01.414>diagram <00:23:01.541>that <00:23:01.668>I <00:23:01.795>really <00:23:01.923>love <00:23:02.050>it, <00:23:02.177>it's <00:23:02.305>from,

422
00:23:05.715 --> 00:23:06.805
<00:23:05.715>it's <00:23:06.205>from <00:23:06.696>Microsoft.

423
00:23:06.945 --> 00:23:08.365
<00:23:06.945>But <00:23:07.264>what, <00:23:07.584>what <00:23:07.903>is <00:23:08.223>important,

424
00:23:08.465 --> 00:23:09.645
<00:23:08.465>if <00:23:08.616>we <00:23:08.768>take <00:23:08.920>a <00:23:09.071>look <00:23:09.223>on <00:23:09.375>the <00:23:09.527>diagram,

425
00:23:10.825 --> 00:23:12.405
<00:23:10.825>can <00:23:11.105>you <00:23:11.385>spot <00:23:11.665>the <00:23:11.945>AI <00:23:12.225>services?

426
00:23:13.895 --> 00:23:15.845
<00:23:13.895>There <00:23:14.175>are <00:23:14.455>only <00:23:14.735>two <00:23:15.014>small <00:23:15.295>services.

427
00:23:16.025 --> 00:23:19.805
<00:23:16.025>We <00:23:16.165>have <00:23:16.305>the <00:23:16.445>ai, <00:23:16.585>we <00:23:16.725>have <00:23:16.865>the <00:23:17.005>AI <00:23:17.145>service <00:23:17.285>over <00:23:17.425>here

428
00:23:19.945 --> 00:23:21.125
<00:23:19.945>and <00:23:20.299>open <00:23:20.653>AI <00:23:21.007>here.

429
00:23:22.185 --> 00:23:25.685
<00:23:22.185>The <00:23:22.325>box <00:23:22.465>that <00:23:22.605>is <00:23:22.745>with <00:23:22.885>red, <00:23:23.024>it's <00:23:23.165>all <00:23:23.304>the <00:23:23.445>other <00:23:23.585>services

430
00:23:26.795 --> 00:23:30.365
<00:23:26.795>that <00:23:26.922>needs <00:23:27.049>to <00:23:27.176>be <00:23:27.304>added <00:23:27.431>to <00:23:27.558>be <00:23:27.685>able <00:23:27.813>to <00:23:27.940>build <00:23:28.067>the <00:23:28.195>ML

431
00:23:30.985 --> 00:23:33.605
<00:23:30.985>or <00:23:31.334>the <00:23:31.685>AI <00:23:32.034>capability <00:23:32.385>application.

432
00:23:33.995 --> 00:23:38.925
<00:23:33.995>Meaning <00:23:34.150>that <00:23:34.306>beside <00:23:34.461>the <00:23:34.617>ML <00:23:34.772>team, <00:23:34.928>beside <00:23:35.083>the <00:23:35.239>AI <00:23:35.395>team,

433
00:23:39.545 --> 00:23:44.085
<00:23:39.545>you <00:23:39.720>need <00:23:39.895>also <00:23:40.070>the <00:23:40.245>team <00:23:40.420>that <00:23:40.595>will <00:23:40.770>write <00:23:40.945>application,

434
00:23:44.395 --> 00:23:47.325
<00:23:44.395>will <00:23:44.628>build <00:23:44.861>the <00:23:45.095>infrastructure <00:23:45.328>and <00:23:45.561>so <00:23:45.795>on.

435
00:23:48.345 --> 00:23:52.245
<00:23:48.345>It <00:23:48.545>is <00:23:48.745>exactly <00:23:48.945>how, <00:23:49.145>for <00:23:49.345>example, <00:23:49.545>in <00:23:49.745>2012,

436
00:23:52.265 --> 00:23:54.405
<00:23:52.265>people <00:23:52.465>were <00:23:52.665>looking <00:23:52.865>at <00:23:53.065>cloud, <00:23:53.265>oh, <00:23:53.465>it's <00:23:53.665>cloud.

437
00:23:54.425 --> 00:23:56.405
<00:23:54.425>You <00:23:54.705>just <00:23:54.985>need <00:23:55.264>a <00:23:55.544>virtual <00:23:55.825>machine.

438
00:23:56.405 --> 00:23:59.845
<00:23:56.405>You <00:23:56.521>put <00:23:56.638>there <00:23:56.754>what <00:23:56.871>I <00:23:56.988>need <00:23:57.105>and <00:23:57.221>that's <00:23:57.338>it. <00:23:57.455>No, <00:23:57.571>the <00:23:57.688>same <00:23:57.805>thing.

439
00:23:59.845 --> 00:24:03.125
<00:23:59.845>We <00:24:00.000>need <00:24:00.156>to <00:24:00.311>do <00:24:00.467>the <00:24:00.622>education <00:24:00.778>to <00:24:00.933>the <00:24:01.089>product <00:24:01.245>owners

440
00:24:03.265 --> 00:24:07.885
<00:24:03.265>and <00:24:03.392>to <00:24:03.519>the <00:24:03.646>business <00:24:03.774>people <00:24:03.901>that <00:24:04.028>an <00:24:04.155>AI <00:24:04.283>solution <00:24:04.410>is <00:24:04.537>not <00:24:04.665>only

441
00:24:07.995 --> 00:24:11.885
<00:24:07.995>that <00:24:08.169>small <00:24:08.344>AI <00:24:08.520>service <00:24:08.695>box <00:24:08.870>that <00:24:09.044>will <00:24:09.219>do <00:24:09.395>something,

442
00:24:12.035 --> 00:24:13.485
<00:24:12.035>it's <00:24:12.470>more <00:24:12.905>than <00:24:13.340>that.

443
00:24:17.385 --> 00:24:21.605
<00:24:17.385>Now, <00:24:17.585>I <00:24:17.785>will <00:24:17.985>jump <00:24:18.185>a <00:24:18.385>little <00:24:18.585>bit <00:24:18.785>upfront,

444
00:24:21.785 --> 00:24:26.725
<00:24:21.785>and <00:24:21.901>this <00:24:22.018>is <00:24:22.135>a <00:24:22.251>flow <00:24:22.368>that <00:24:22.485>we <00:24:22.601>need <00:24:22.718>to <00:24:22.835>consider <00:24:22.951>when <00:24:23.068>we <00:24:23.185>want

445
00:24:26.725 --> 00:24:31.005
<00:24:26.725>to <00:24:26.852>do <00:24:26.979>a <00:24:27.106>modernization <00:24:27.234>of <00:24:27.361>a <00:24:27.488>system <00:24:27.615>before <00:24:27.743>jumping <00:24:27.870>to <00:24:27.997>a <00:24:28.125>ai.

446
00:24:31.385 --> 00:24:33.245
<00:24:31.385>So <00:24:31.585>first <00:24:31.785>of <00:24:31.985>all, <00:24:32.185>we <00:24:32.385>need <00:24:32.585>to <00:24:32.785>do,

447
00:24:33.245 --> 00:24:36.645
<00:24:33.245>take <00:24:33.385>a <00:24:33.524>look <00:24:33.665>on <00:24:33.804>the <00:24:33.945>computation <00:24:34.084>to <00:24:34.225>ensure <00:24:34.364>that <00:24:34.504>we <00:24:34.645>have

448
00:24:38.125 --> 00:24:39.325
<00:24:38.125>a <00:24:38.665>microservice <00:24:39.205>approach,

449
00:24:39.385 --> 00:24:42.485
<00:24:39.385>or <00:24:39.512>at <00:24:39.639>least <00:24:39.766>a <00:24:39.894>scalable, <00:24:40.021>a <00:24:40.148>scalable <00:24:40.275>way <00:24:40.403>that <00:24:40.530>you <00:24:40.657>can <00:24:40.785>scale

450
00:24:43.075 --> 00:24:45.805
<00:24:43.075>very <00:24:43.425>easily <00:24:43.775>all <00:24:44.125>your <00:24:44.475>containers.

451
00:24:45.905 --> 00:24:48.485
<00:24:45.905>Second <00:24:46.605>data <00:24:47.305>modernization.

452
00:24:48.545 --> 00:24:50.845
<00:24:48.545>And <00:24:48.700>this <00:24:48.856>is <00:24:49.011>a <00:24:49.167>cr <00:24:49.322>this <00:24:49.478>is <00:24:49.633>a <00:24:49.789>crucial <00:24:49.945>one.

453
00:24:51.265 --> 00:24:56.085
<00:24:51.265>If <00:24:51.381>you <00:24:51.498>rely <00:24:51.615>on <00:24:51.731>your <00:24:51.848>existing <00:24:51.965>data <00:24:52.081>to <00:24:52.198>be <00:24:52.315>able <00:24:52.431>to <00:24:52.548>bring <00:24:52.665>value

454
00:24:56.305 --> 00:24:59.765
<00:24:56.305>to <00:24:56.445>your <00:24:56.585>business <00:24:56.725>or <00:24:56.865>to <00:24:57.005>your, <00:24:57.145>uh, <00:24:57.285>to <00:24:57.425>your <00:24:57.565>customer <00:24:57.705>through

455
00:25:00.305 --> 00:25:01.525
<00:25:00.305>the <00:25:00.854>AI <00:25:01.403>part.

456
00:25:03.585 --> 00:25:05.925
<00:25:03.585>If <00:25:03.785>you <00:25:03.985>don't <00:25:04.185>already <00:25:04.385>have <00:25:04.585>the <00:25:04.785>DevOps <00:25:04.985>practice,

457
00:25:06.745 --> 00:25:07.845
<00:25:06.745>you <00:25:07.074>should <00:25:07.405>have <00:25:07.735>it.

458
00:25:08.285 --> 00:25:10.365
<00:25:08.285>I <00:25:08.425>don't <00:25:08.565>say <00:25:08.705>that <00:25:08.845>you <00:25:08.985>need <00:25:09.125>to <00:25:09.265>be <00:25:09.405>able <00:25:09.545>to <00:25:09.685>fully

459
00:25:11.165 --> 00:25:14.445
<00:25:11.165>re <00:25:11.365>recreate <00:25:11.565>an <00:25:11.764>environment <00:25:11.965>from, <00:25:12.165>from <00:25:12.365>scratch <00:25:12.565>automatically

460
00:25:14.445 --> 00:25:17.125
<00:25:14.445>because <00:25:14.620>there <00:25:14.794>are <00:25:14.970>some <00:25:15.145>services <00:25:15.320>that <00:25:15.495>needs <00:25:15.669>human, <00:25:15.845>uh,

461
00:25:17.295 --> 00:25:21.005
<00:25:17.295>human <00:25:17.645>inter <00:25:17.995>intervention <00:25:18.345>like <00:25:18.695>enter

462
00:25:21.165 --> 00:25:22.365
<00:25:21.165>i <00:25:21.525>the <00:25:21.885>identity <00:25:22.245>server.

463
00:25:22.505 --> 00:25:25.285
<00:25:22.505>But <00:25:22.645>if <00:25:22.785>you <00:25:22.925>are, <00:25:23.065>for <00:25:23.205>example, <00:25:23.345>in <00:25:23.485>hubs <00:25:23.625>spoke <00:25:23.765>to <00:25:23.905>topology,

464
00:25:25.385 --> 00:25:28.645
<00:25:25.385>you <00:25:25.512>need <00:25:25.639>at <00:25:25.766>least <00:25:25.894>of <00:25:26.021>the <00:25:26.148>capability <00:25:26.275>for <00:25:26.403>all <00:25:26.530>the <00:25:26.657>spokes <00:25:26.785>to,

465
00:25:28.745 --> 00:25:30.685
<00:25:28.745>to <00:25:28.978>be <00:25:29.211>able <00:25:29.445>to <00:25:29.678>create <00:25:29.911>them <00:25:30.145>automatically.

466
00:25:30.825 --> 00:25:33.205
<00:25:30.825>For <00:25:30.980>the <00:25:31.136>hub <00:25:31.291>where <00:25:31.447>you <00:25:31.602>have <00:25:31.758>the <00:25:31.913>security <00:25:32.069>virtual <00:25:32.225>appliance

467
00:25:33.825 --> 00:25:35.205
<00:25:33.825>and <00:25:34.073>the <00:25:34.321>telemetry <00:25:34.570>and <00:25:34.818>so <00:25:35.067>on,

468
00:25:35.675 --> 00:25:38.565
<00:25:35.675>they're <00:25:35.955>human <00:25:36.235>intervention <00:25:36.514>might <00:25:36.794>make <00:25:37.075>sense.

469
00:25:39.035 --> 00:25:41.165
<00:25:39.035>Then <00:25:39.210>you <00:25:39.385>do <00:25:39.560>the <00:25:39.735>AI <00:25:39.910>and <00:25:40.085>the <00:25:40.260>ML <00:25:40.435>integration

470
00:25:41.185 --> 00:25:42.765
<00:25:41.185>and <00:25:41.418>the <00:25:41.651>last <00:25:41.885>one <00:25:42.118>that's <00:25:42.351>very <00:25:42.585>important.

471
00:25:43.785 --> 00:25:47.925
<00:25:43.785>You <00:25:44.018>add <00:25:44.251>the <00:25:44.485>observability <00:25:44.718>to <00:25:44.951>your <00:25:45.185>ai.

472
00:25:48.145 --> 00:25:49.685
<00:25:48.145>You <00:25:48.343>need <00:25:48.541>to <00:25:48.739>ensure <00:25:48.937>that <00:25:49.135>you <00:25:49.332>can <00:25:49.531>track

473
00:25:50.075 --> 00:25:53.925
<00:25:50.075>what <00:25:50.202>is <00:25:50.329>happening <00:25:50.456>in <00:25:50.584>your <00:25:50.711>store, <00:25:50.838>what <00:25:50.965>is, <00:25:51.093>uh, <00:25:51.220>what <00:25:51.347>is <00:25:51.475>uh,

474
00:25:54.395 --> 00:25:56.045
<00:25:54.395>what <00:25:54.861>is, <00:25:55.328>uh, <00:25:55.795>relevant.

475
00:25:56.905 --> 00:25:58.805
<00:25:56.905>So <00:25:57.185>if <00:25:57.465>it <00:25:57.745>was <00:25:58.024>step <00:25:58.305>back

476
00:25:58.805 --> 00:26:01.365
<00:25:58.805>and <00:25:58.945>we <00:25:59.085>take <00:25:59.225>a <00:25:59.365>look, <00:25:59.505>what <00:25:59.645>are <00:25:59.785>the <00:25:59.925>most <00:26:00.065>important <00:26:00.205>thing

477
00:26:01.365 --> 00:26:05.765
<00:26:01.365>that <00:26:01.481>we <00:26:01.598>need <00:26:01.715>to <00:26:01.831>ensure <00:26:01.948>we, <00:26:02.065>we, <00:26:02.181>we <00:26:02.298>need <00:26:02.415>to <00:26:02.531>go <00:26:02.648>as <00:26:02.765>close

478
00:26:05.765 --> 00:26:10.365
<00:26:05.765>as <00:26:05.940>possible <00:26:06.115>to <00:26:06.290>a <00:26:06.465>cloud <00:26:06.640>native, <00:26:06.815>uh, <00:26:06.990>architecture, <00:26:07.165>meaning

479
00:26:11.395 --> 00:26:14.725
<00:26:11.395>more <00:26:11.550>platform <00:26:11.706>as <00:26:11.861>a <00:26:12.017>service <00:26:12.172>then, <00:26:12.328>uh, <00:26:12.483>infrastructure <00:26:12.639>as <00:26:12.795>a,

480
00:26:14.825 --> 00:26:17.165
<00:26:14.825>uh, <00:26:15.058>infra, <00:26:15.291>as <00:26:15.525>a, <00:26:15.758>as <00:26:15.991>a <00:26:16.225>service.

481
00:26:18.225 --> 00:26:23.045
<00:26:18.225>And <00:26:18.352>I <00:26:18.479>would <00:26:18.606>say <00:26:18.734>that <00:26:18.861>now <00:26:18.988>in <00:26:19.115>2025, <00:26:19.243>we <00:26:19.370>are <00:26:19.497>not <00:26:19.625>ready

482
00:26:23.105 --> 00:26:25.885
<00:26:23.105>to <00:26:23.305>say <00:26:23.505>that <00:26:23.705>we <00:26:23.905>build <00:26:24.105>cloud <00:26:24.305>native <00:26:24.505>architecture

483
00:26:26.315 --> 00:26:29.045
<00:26:26.315>that <00:26:26.490>are <00:26:26.665>multi-cloud <00:26:26.840>ready, <00:26:27.015>meaning <00:26:27.190>that <00:26:27.365>you <00:26:27.540>can <00:26:27.715>take

484
00:26:29.505 --> 00:26:31.925
<00:26:29.505>to <00:26:29.705>run <00:26:29.905>them <00:26:30.105>from <00:26:30.305>one <00:26:30.505>cloud <00:26:30.705>to <00:26:30.905>another.

485
00:26:32.345 --> 00:26:34.685
<00:26:32.345>And <00:26:32.520>you <00:26:32.695>need <00:26:32.870>to <00:26:33.045>take <00:26:33.220>care <00:26:33.395>of, <00:26:33.570>uh, <00:26:33.745>decision.

486
00:26:35.185 --> 00:26:37.845
<00:26:35.185>If <00:26:35.340>you, <00:26:35.496>if <00:26:35.651>you <00:26:35.807>really <00:26:35.962>want <00:26:36.118>to <00:26:36.273>have <00:26:36.429>cost <00:26:36.585>optimization

487
00:26:37.865 --> 00:26:41.565
<00:26:37.865>and <00:26:38.040>scalability <00:26:38.215>for <00:26:38.390>your <00:26:38.565>m <00:26:38.740>for <00:26:38.915>your <00:26:39.090>m <00:26:39.265>ml,

488
00:26:41.795 --> 00:26:45.165
<00:26:41.795>then <00:26:42.261>cloudnative <00:26:42.728>is, <00:26:43.195>is

489
00:26:45.705 --> 00:26:47.045
<00:26:45.705>man <00:26:46.308>is <00:26:46.911>mandatory.

490
00:26:48.225 --> 00:26:53.215
<00:26:48.225>So <00:26:48.399>what <00:26:48.574>are <00:26:48.750>the <00:26:48.925>final <00:26:49.100>thoughts <00:26:49.274>you <00:26:49.449>need <00:26:49.625>to,

491
00:26:53.795 --> 00:26:56.775
<00:26:53.795>to <00:26:53.995>be <00:26:54.195>able <00:26:54.395>to <00:26:54.595>do <00:26:54.795>the <00:26:54.995>AI <00:26:55.195>integration?

492
00:26:56.875 --> 00:26:59.615
<00:26:56.875>You <00:26:57.030>need <00:26:57.186>first <00:26:57.341>to <00:26:57.497>do <00:26:57.652>the <00:26:57.808>cloud <00:26:57.963>model <00:26:58.119>modernization <00:26:58.275>part.

493
00:27:00.035 --> 00:27:02.855
<00:27:00.035>You <00:27:00.175>need <00:27:00.315>to <00:27:00.455>take, <00:27:00.595>to <00:27:00.735>take <00:27:00.875>a <00:27:01.015>look <00:27:01.155>at <00:27:01.295>the <00:27:01.435>platform

494
00:27:03.475 --> 00:27:06.695
<00:27:03.475>and <00:27:03.754>also <00:27:04.034>at <00:27:04.314>the <00:27:04.594>application <00:27:04.875>layer.

495
00:27:07.155 --> 00:27:09.055
<00:27:07.155>And <00:27:07.355>you <00:27:07.555>need <00:27:07.754>to <00:27:07.955>ensure <00:27:08.155>that <00:27:08.355>your <00:27:08.555>solution

496
00:27:09.055 --> 00:27:12.215
<00:27:09.055>that <00:27:09.288>you're <00:27:09.521>building, <00:27:09.755>it's <00:27:09.988>data <00:27:10.221>driven <00:27:10.455>and,

497
00:27:12.595 --> 00:27:14.375
<00:27:12.595>and <00:27:12.875>it's <00:27:13.155>an <00:27:13.435>even <00:27:13.715>based <00:27:13.995>system.

498
00:27:14.745 --> 00:27:16.295
<00:27:14.745>These <00:27:14.977>are <00:27:15.210>the <00:27:15.442>most <00:27:15.675>two <00:27:15.907>important <00:27:16.140>things

499
00:27:16.685 --> 00:27:17.735
<00:27:16.685>that <00:27:16.921>you <00:27:17.157>need <00:27:17.393>to <00:27:17.629>have.

500
00:27:18.835 --> 00:27:21.855
<00:27:18.835>And <00:27:19.068>as <00:27:19.301>much <00:27:19.535>as <00:27:19.768>possible <00:27:20.001>avoid <00:27:20.235>having

501
00:27:22.455 --> 00:27:25.535
<00:27:22.455>workloads <00:27:22.655>running <00:27:22.855>in <00:27:23.054>an <00:27:23.254>infrastructure <00:27:23.455>as <00:27:23.655>a <00:27:23.855>service

502
00:27:26.095 --> 00:27:29.415
<00:27:26.095>approach, <00:27:26.795>meaning <00:27:27.495>systems

503
00:27:29.965 --> 00:27:34.495
<00:27:29.965>that <00:27:30.198>don't <00:27:30.431>scale <00:27:30.665>easily <00:27:30.898>or <00:27:31.131>are <00:27:31.365>scaling

504
00:27:34.715 --> 00:27:39.055
<00:27:34.715>but <00:27:34.870>takes, <00:27:35.026>uh, <00:27:35.181>takes, <00:27:35.337>uh, <00:27:35.492>takes <00:27:35.648>a <00:27:35.803>while <00:27:35.959>to <00:27:36.115>scale.

505
00:27:41.385 --> 00:27:46.015
<00:27:41.385>Thank <00:27:41.525>you. <00:27:41.665>Thank <00:27:41.805>you <00:27:41.945>for, <00:27:42.085>uh, <00:27:42.225>having <00:27:42.365>this, <00:27:42.504>having <00:27:42.645>me <00:27:42.785>here.

506
00:27:46.355 --> 00:27:48.215
<00:27:46.355>We <00:27:46.555>have <00:27:46.755>one <00:27:46.955>or <00:27:47.155>two <00:27:47.355>minutes <00:27:47.555>for <00:27:47.755>questions.

507
00:27:49.515 --> 00:27:49.735
Yes.