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<00:00:06.715>So <00:00:06.890>I'm <00:00:07.064>Kapil, <00:00:07.240>I'm <00:00:07.415>Chief <00:00:07.590>Data <00:00:07.765>Technologist <00:00:07.939>at <00:00:08.115>Eon

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<00:00:35.095>of <00:00:35.269>this <00:00:35.445>AI <00:00:35.620>initiatives <00:00:35.795>and <00:00:35.970>outta <00:00:36.144>this <00:00:36.320>AI <00:00:36.495>project.

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<00:00:37.395>So <00:00:37.570>this <00:00:37.745>is <00:00:37.920>what <00:00:38.095>I'm <00:00:38.270>gonna <00:00:38.445>talk <00:00:38.620>about <00:00:38.795>today,

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<00:01:16.855>taking <00:01:16.962>us <00:01:17.070>a <00:01:17.178>lot, <00:01:17.285>a <00:01:17.393>lot <00:01:17.501>of <00:01:17.608>time, <00:01:17.716>a <00:01:17.824>lot <00:01:17.931>of <00:01:18.039>efforts <00:01:18.147>are <00:01:18.255>there.

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<00:01:22.715>All <00:01:22.855>the <00:01:22.995>smaller <00:01:23.135>teams, <00:01:23.275>all <00:01:23.415>the <00:01:23.555>small <00:01:23.695>projects <00:01:23.835>wants <00:01:23.975>to <00:01:24.115>do,

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<00:01:37.875>So <00:01:38.015>we <00:01:38.155>are <00:01:38.295>going <00:01:38.435>into <00:01:38.575>more <00:01:38.715>in, <00:01:38.855>again, <00:01:38.995>in <00:01:39.135>the <00:01:39.275>world

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<00:01:40.055>of <00:01:40.255>data <00:01:40.455>silos <00:01:40.655>and <00:01:40.855>AI <00:01:41.055>silos, <00:01:41.255>which <00:01:41.455>may,

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<00:01:44.315>That's <00:01:44.490>how <00:01:44.664>we <00:01:44.840>started. <00:01:45.015>We <00:01:45.190>need <00:01:45.365>to <00:01:45.539>provide <00:01:45.715>them.

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<00:01:47.155>So <00:01:47.310>what <00:01:47.466>is <00:01:47.621>what <00:01:47.777>we <00:01:47.932>did <00:01:48.088>in, <00:01:48.243>in <00:01:48.399>the <00:01:48.555>end?

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<00:01:49.115>So <00:01:49.348>what, <00:01:49.581>so <00:01:49.815>we <00:01:50.048>started <00:01:50.281>by <00:01:50.515>engaging

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<00:01:51.495>with <00:01:51.728>the <00:01:51.961>team <00:01:52.195>who's <00:01:52.428>already <00:01:52.661>building <00:01:52.895>ai.

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<00:01:53.914>We, <00:01:54.070>we <00:01:54.226>map <00:01:54.381>our <00:01:54.537>running <00:01:54.692>projects <00:01:54.848>across <00:01:55.003>the <00:01:55.159>business <00:01:55.315>units.

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<00:01:57.475>We <00:01:57.649>identify <00:01:57.824>common <00:01:58.000>patterns, <00:01:58.175>and <00:01:58.350>we <00:01:58.524>all <00:01:58.699>the <00:01:58.875>redundancies

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<00:02:01.295>and <00:02:01.655>gaps <00:02:02.015>were <00:02:02.375>identified.

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<00:02:02.925>Then <00:02:03.080>we <00:02:03.236>aligned <00:02:03.391>all <00:02:03.547>our <00:02:03.702>key <00:02:03.858>areas <00:02:04.013>under <00:02:04.169>one <00:02:04.325>data

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<00:02:06.835>and <00:02:07.053>AI <00:02:07.273>strategy, <00:02:07.491>which <00:02:07.710>is <00:02:07.929>the <00:02:08.149>core

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<00:02:08.315>of <00:02:08.595>high <00:02:08.875>value <00:02:09.155>AI <00:02:09.435>use <00:02:09.715>cases.

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<00:02:10.925>When <00:02:11.052>I, <00:02:11.179>when <00:02:11.306>I <00:02:11.434>say <00:02:11.561>high <00:02:11.688>value <00:02:11.815>AI <00:02:11.943>use <00:02:12.070>cases, <00:02:12.197>which <00:02:12.325>means

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<00:02:14.215>that <00:02:14.415>these <00:02:14.615>use <00:02:14.815>cases <00:02:15.015>contains <00:02:15.215>high <00:02:15.415>business <00:02:15.615>impact

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<00:02:17.515>and <00:02:17.748>higher, <00:02:17.981>higher <00:02:18.214>value <00:02:18.448>to <00:02:18.681>the <00:02:18.915>business,

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<00:02:20.715>not <00:02:20.953>only <00:02:21.192>about <00:02:21.430>the <00:02:21.669>tech,

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<00:02:21.795>but <00:02:21.970>it's <00:02:22.145>all <00:02:22.320>about <00:02:22.495>business <00:02:22.670>impact <00:02:22.845>and <00:02:23.020>business <00:02:23.195>values.

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<00:02:24.565>Then <00:02:24.692>we <00:02:24.819>engage <00:02:24.946>with <00:02:25.074>the <00:02:25.201>teams, <00:02:25.328>how <00:02:25.455>we <00:02:25.583>engage <00:02:25.710>with <00:02:25.837>the <00:02:25.965>teams.

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<00:02:27.315>We, <00:02:27.548>we <00:02:27.781>started <00:02:28.015>AI <00:02:28.248>design <00:02:28.481>principle <00:02:28.715>workshops.

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<00:02:30.204>That <00:02:30.438>is <00:02:30.671>something <00:02:30.904>we <00:02:31.138>have <00:02:31.371>invented <00:02:31.605>together

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<00:02:32.175>with <00:02:32.350>our <00:02:32.525>colleagues <00:02:32.700>at, <00:02:32.875>at <00:02:33.050>yon <00:02:33.225>together <00:02:33.400>with <00:02:33.575>business.

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<00:02:35.465>It's, <00:02:35.690>it's <00:02:35.915>a <00:02:36.140>one <00:02:36.365>step <00:02:36.590>ahead.

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<00:02:37.745>it's <00:02:38.025>called <00:02:38.305>AI <00:02:38.585>design <00:02:38.865>principle <00:02:39.145>workshops.

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<00:02:40.055>During <00:02:40.255>these <00:02:40.455>workshops, <00:02:40.655>we <00:02:40.855>mapped <00:02:41.055>all <00:02:41.255>the <00:02:41.455>requirements.

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<00:02:42.555>We <00:02:42.755>mapped <00:02:42.955>team, <00:02:43.155>we, <00:02:43.355>we <00:02:43.555>killed <00:02:43.755>the <00:02:43.955>silos.

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<00:02:44.935>We <00:02:45.135>together <00:02:45.335>as <00:02:45.535>a <00:02:45.735>team, <00:02:45.935>we <00:02:46.135>invented, <00:02:46.335>uh,

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<00:02:48.355>invented <00:02:48.588>this <00:02:48.821>use <00:02:49.054>cases <00:02:49.288>and <00:02:49.521>the <00:02:49.755>concept,

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<00:02:50.935>how <00:02:51.110>we <00:02:51.285>can <00:02:51.460>drive <00:02:51.635>this <00:02:51.810>initiative <00:02:51.985>towards <00:02:52.160>more <00:02:52.335>scalable

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<00:02:53.875>environment <00:02:54.319>and <00:02:54.763>more <00:02:55.207>platform.

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<00:02:56.175>So <00:02:56.455>this <00:02:56.735>is <00:02:57.015>all <00:02:57.295>good <00:02:57.575>theoretically,

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<00:02:57.935>but <00:02:58.090>what <00:02:58.246>exactly <00:02:58.401>it <00:02:58.557>means <00:02:58.712>to <00:02:58.868>bring <00:02:59.023>as <00:02:59.179>a <00:02:59.335>platform,

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<00:03:00.755>more <00:03:01.317>technical <00:03:01.880>platform

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<00:03:02.005>and <00:03:02.355>more <00:03:02.704>in <00:03:03.055>technical <00:03:03.405>infrastructure.

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How,

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<00:03:06.035>Oops, <00:03:06.315>Then <00:03:06.595>how <00:03:06.875>I <00:03:07.155>see <00:03:07.435>that.

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<00:03:10.665>So <00:03:10.898>we <00:03:11.131>have <00:03:11.364>problems, <00:03:11.598>we <00:03:11.831>have <00:03:12.065>challenges

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<00:03:12.905>for, <00:03:13.117>for <00:03:13.329>all <00:03:13.542>of <00:03:13.754>these <00:03:13.967>things.

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<00:03:14.115>What <00:03:14.315>is <00:03:14.515>the <00:03:14.715>solution? <00:03:14.915>What <00:03:15.115>we <00:03:15.315>find <00:03:15.515>out

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<00:03:16.725>that <00:03:17.005>platform <00:03:17.285>provides <00:03:17.565>the <00:03:17.845>sweet <00:03:18.125>spot.

78
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<00:03:18.755>It's <00:03:18.882>not <00:03:19.009>only <00:03:19.136>about, <00:03:19.264>as <00:03:19.391>I <00:03:19.518>say, <00:03:19.645>it's <00:03:19.773>not <00:03:19.900>only <00:03:20.027>about <00:03:20.155>platform

79
00:03:21.285 --> 00:03:23.485
<00:03:21.285>as <00:03:21.460>a <00:03:21.635>victim, <00:03:21.810>but <00:03:21.984>to, <00:03:22.160>to <00:03:22.335>change <00:03:22.510>the <00:03:22.685>mindset,

80
00:03:24.025 --> 00:03:25.565
<00:03:24.025>to <00:03:24.371>have <00:03:24.718>platform <00:03:25.064>as <00:03:25.411>product.

81
00:03:25.875 --> 00:03:28.245
<00:03:25.875>That <00:03:26.155>system <00:03:26.435>which <00:03:26.715>enables <00:03:26.995>tools, <00:03:27.275>resources,

82
00:03:28.265 --> 00:03:30.685
<00:03:28.265>and <00:03:28.464>benchmark, <00:03:28.665>all <00:03:28.864>the <00:03:29.065>standard <00:03:29.265>from <00:03:29.464>the <00:03:29.665>central

83
00:03:30.685 --> 00:03:34.165
<00:03:30.685>perspective, <00:03:30.918>which <00:03:31.151>combines <00:03:31.385>flexibility <00:03:31.618>of <00:03:31.851>the <00:03:32.085>projects,

84
00:03:34.165 --> 00:03:37.365
<00:03:34.165>which <00:03:34.398>means <00:03:34.631>that <00:03:34.864>we <00:03:35.098>do <00:03:35.331>not <00:03:35.565>want

85
00:03:37.365 --> 00:03:39.085
<00:03:37.365>to <00:03:37.645>kill <00:03:37.925>the <00:03:38.205>flexibility <00:03:38.485>in <00:03:38.765>terms

86
00:03:39.085 --> 00:03:40.285
<00:03:39.085>of <00:03:39.355>innovation <00:03:39.625>from <00:03:39.895>the <00:03:40.165>project.

87
00:03:40.505 --> 00:03:42.405
<00:03:40.505>So <00:03:40.704>if <00:03:40.905>a <00:03:41.105>smaller <00:03:41.305>company, <00:03:41.505>a <00:03:41.704>smaller <00:03:41.905>team,

88
00:03:42.425 --> 00:03:44.765
<00:03:42.425>has <00:03:42.600>a <00:03:42.775>innovative <00:03:42.950>idea, <00:03:43.125>we <00:03:43.300>do <00:03:43.475>not <00:03:43.650>want <00:03:43.825>it

89
00:03:44.765 --> 00:03:47.045
<00:03:44.765>to <00:03:44.940>become <00:03:45.114>a <00:03:45.290>bottleneck <00:03:45.464>from <00:03:45.640>the <00:03:45.815>central <00:03:45.989>governance <00:03:46.165>point

90
00:03:47.045 --> 00:03:49.085
<00:03:47.045>of <00:03:47.278>view <00:03:47.511>to <00:03:47.745>kill, <00:03:47.978>kill <00:03:48.211>that <00:03:48.445>innovation.

91
00:03:49.185 --> 00:03:51.725
<00:03:49.185>So <00:03:49.340>that's <00:03:49.496>where <00:03:49.651>we, <00:03:49.807>we <00:03:49.962>have <00:03:50.118>to <00:03:50.273>bring <00:03:50.429>a <00:03:50.585>platform

92
00:03:51.825 --> 00:03:54.605
<00:03:51.825>as <00:03:52.024>a <00:03:52.225>product <00:03:52.424>mindset, <00:03:52.625>which <00:03:52.825>combine <00:03:53.024>this <00:03:53.225>flexibility

93
00:03:54.665 --> 00:03:56.805
<00:03:54.665>of <00:03:54.898>the <00:03:55.131>projects <00:03:55.364>they <00:03:55.598>keep <00:03:55.831>on <00:03:56.065>innovating,

94
00:03:56.865 --> 00:03:59.645
<00:03:56.865>but <00:03:57.065>they <00:03:57.265>reduces <00:03:57.465>the <00:03:57.665>duplication <00:03:57.865>of <00:03:58.065>efforts <00:03:58.265>by,

95
00:03:59.705 --> 00:04:02.405
<00:03:59.704>by <00:03:59.938>utilizing <00:04:00.171>the <00:04:00.404>reusable <00:04:00.638>component, <00:04:00.871>which <00:04:01.105>is

96
00:04:02.605 --> 00:04:05.125
<00:04:02.605>provided <00:04:02.838>by <00:04:03.071>this <00:04:03.304>platform <00:04:03.538>and <00:04:03.771>the <00:04:04.005>resources

97
00:04:05.145 --> 00:04:06.405
<00:04:05.145>and <00:04:05.523>the <00:04:05.901>underlying <00:04:06.279>infrastructure.

98
00:04:06.665 --> 00:04:08.045
<00:04:06.665>In <00:04:06.975>the <00:04:07.286>end, <00:04:07.596>we <00:04:07.906>accelerate.

99
00:04:08.265 --> 00:04:10.685
<00:04:08.265>So <00:04:08.420>we <00:04:08.576>accelerate <00:04:08.731>the <00:04:08.887>development <00:04:09.042>not <00:04:09.198>only <00:04:09.353>on <00:04:09.509>the <00:04:09.665>project's

100
00:04:10.685 --> 00:04:13.445
<00:04:10.685>perspective, <00:04:10.918>but <00:04:11.151>also <00:04:11.385>we <00:04:11.618>provide <00:04:11.851>this <00:04:12.085>components

101
00:04:13.905 --> 00:04:15.605
<00:04:13.905>and <00:04:14.185>the <00:04:14.465>best <00:04:14.745>practices <00:04:15.025>from <00:04:15.305>the,

102
00:04:15.605 --> 00:04:16.725
<00:04:15.605>from <00:04:15.941>the <00:04:16.277>central <00:04:16.613>perspective,

103
00:04:16.725 --> 00:04:19.205
<00:04:16.725>from <00:04:16.958>the <00:04:17.191>central <00:04:17.425>platform <00:04:17.658>product <00:04:17.891>perspective, <00:04:18.125>so

104
00:04:19.205 --> 00:04:21.765
<00:04:19.204>that <00:04:19.404>the <00:04:19.604>teams <00:04:19.805>can, <00:04:20.005>can <00:04:20.204>really <00:04:20.404>innovate, <00:04:20.604>teams,

105
00:04:21.865 --> 00:04:23.925
<00:04:21.865>can <00:04:22.065>really <00:04:22.265>put <00:04:22.465>the <00:04:22.665>business <00:04:22.865>impact <00:04:23.065>on <00:04:23.265>their

106
00:04:23.925 --> 00:04:25.205
<00:04:23.925>core <00:04:24.213>and <00:04:24.501>can <00:04:24.789>bring <00:04:25.077>value.

107
00:04:25.995 --> 00:04:29.215
<00:04:25.995>So <00:04:26.150>what <00:04:26.306>exactly <00:04:26.461>this <00:04:26.617>platform <00:04:26.772>components <00:04:26.928>are, <00:04:27.083>it's <00:04:27.239>all <00:04:27.395>good.

108
00:04:29.235 --> 00:04:30.535
<00:04:29.235>We <00:04:29.430>say <00:04:29.625>that <00:04:29.820>there <00:04:30.015>is <00:04:30.210>a <00:04:30.405>platform,

109
00:04:30.915 --> 00:04:32.335
<00:04:30.915>but <00:04:31.170>how <00:04:31.426>this <00:04:31.681>platform <00:04:31.937>look <00:04:32.193>like

110
00:04:32.355 --> 00:04:33.935
<00:04:32.355>and <00:04:32.635>what <00:04:32.915>are <00:04:33.195>this <00:04:33.475>platform <00:04:33.755>components?

111
00:04:33.935 --> 00:04:36.495
<00:04:33.935>So <00:04:34.110>in, <00:04:34.285>in <00:04:34.460>my <00:04:34.635>next <00:04:34.810>slide, <00:04:34.985>if <00:04:35.160>it <00:04:35.335>works,

112
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Yes.

113
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<00:04:39.625>So <00:04:39.905>what <00:04:40.185>I <00:04:40.465>took <00:04:40.745>today <00:04:41.025>is,

114
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<00:04:41.305>is <00:04:41.538>a <00:04:41.771>very <00:04:42.005>high <00:04:42.238>level <00:04:42.471>solution <00:04:42.705>architect.

115
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<00:04:43.045>Here <00:04:43.278>you <00:04:43.511>can <00:04:43.745>see <00:04:43.978>an <00:04:44.211>abstracted <00:04:44.445>complexity

116
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<00:04:45.485>behind <00:04:45.685>a <00:04:45.885>self-service, <00:04:46.085>uh, <00:04:46.285>behind <00:04:46.485>a <00:04:46.685>self-service <00:04:46.885>tooling.

117
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<00:04:49.265>And <00:04:49.392>it's <00:04:49.519>not <00:04:49.646>only <00:04:49.774>about <00:04:49.901>one, <00:04:50.028>one <00:04:50.155>tool <00:04:50.283>stack <00:04:50.410>for <00:04:50.537>gene <00:04:50.664>ai,

118
00:04:52.635 --> 00:04:54.565
<00:04:52.635>it's <00:04:52.835>also <00:04:53.034>about <00:04:53.235>how <00:04:53.435>we <00:04:53.635>manage <00:04:53.835>our <00:04:54.034>data,

119
00:04:54.865 --> 00:04:56.645
<00:04:54.865>how <00:04:55.145>we <00:04:55.425>put <00:04:55.705>our <00:04:55.985>data <00:04:56.265>foundation

120
00:04:56.745 --> 00:04:58.245
<00:04:56.745>and <00:04:57.015>the <00:04:57.285>infrastructure <00:04:57.555>in <00:04:57.825>the <00:04:58.095>core.

121
00:04:58.785 --> 00:05:01.005
<00:04:58.784>So <00:04:58.984>we <00:04:59.184>start <00:04:59.385>with <00:04:59.585>the <00:04:59.784>cloud <00:04:59.984>agnostic <00:05:00.184>infrastructure.

122
00:05:01.385 --> 00:05:04.765
<00:05:01.385>So <00:05:01.560>that <00:05:01.735>means <00:05:01.909>we <00:05:02.085>need <00:05:02.260>to <00:05:02.435>provide <00:05:02.610>an <00:05:02.784>component

123
00:05:05.025 --> 00:05:08.445
<00:05:05.025>and <00:05:05.200>ready <00:05:05.375>made <00:05:05.549>automated <00:05:05.724>components <00:05:05.900>which <00:05:06.075>can <00:05:06.250>provide <00:05:06.424>this

124
00:05:08.455 --> 00:05:10.365
<00:05:08.455>cloud <00:05:09.155>infrastructure <00:05:09.854>automatically

125
00:05:10.365 --> 00:05:14.285
<00:05:10.365>to <00:05:10.492>all <00:05:10.619>the <00:05:10.746>projects <00:05:10.874>in <00:05:11.001>a <00:05:11.128>standardized <00:05:11.255>way <00:05:11.383>that <00:05:11.510>can <00:05:11.637>have <00:05:11.765>data

126
00:05:14.285 --> 00:05:16.525
<00:05:14.285>and <00:05:14.485>AI <00:05:14.685>components <00:05:14.885>on <00:05:15.085>the, <00:05:15.285>on <00:05:15.485>the, <00:05:15.685>uh,

127
00:05:16.525 --> 00:05:18.005
<00:05:16.525>on <00:05:16.673>the <00:05:16.820>right <00:05:16.969>hand <00:05:17.116>side, <00:05:17.265>if <00:05:17.413>you <00:05:17.561>see <00:05:17.709>this <00:05:17.857>data

128
00:05:18.005 --> 00:05:19.845
<00:05:18.005>and <00:05:18.205>AI <00:05:18.405>components, <00:05:18.605>a <00:05:18.805>data <00:05:19.005>and <00:05:19.205>AI <00:05:19.405>workbench.

129
00:05:20.275 --> 00:05:23.045
<00:05:20.275>This <00:05:20.450>workbench <00:05:20.625>then <00:05:20.799>contains <00:05:20.974>all <00:05:21.150>the <00:05:21.325>services <00:05:21.500>which <00:05:21.674>is

130
00:05:23.205 --> 00:05:26.045
<00:05:23.205>required <00:05:23.405>for <00:05:23.604>data <00:05:23.805>foundation <00:05:24.005>coming <00:05:24.205>from <00:05:24.405>unity <00:05:24.604>catalogs,

131
00:05:26.045 --> 00:05:28.365
<00:05:26.045>which <00:05:26.220>is, <00:05:26.395>uh, <00:05:26.570>providing <00:05:26.745>you <00:05:26.920>all <00:05:27.095>the <00:05:27.270>data <00:05:27.445>enterprise,

132
00:05:28.505 --> 00:05:29.645
<00:05:28.505>not <00:05:28.847>enterprise <00:05:29.188>data <00:05:29.531>governance,

133
00:05:29.645 --> 00:05:32.125
<00:05:29.645>but <00:05:29.924>technical <00:05:30.205>data <00:05:30.484>governance, <00:05:30.765>ingestion <00:05:31.044>adapters

134
00:05:32.145 --> 00:05:35.125
<00:05:32.145>for <00:05:32.320>your <00:05:32.495>real <00:05:32.669>time <00:05:32.844>and <00:05:33.020>batch <00:05:33.195>processing <00:05:33.370>ETL <00:05:33.544>pipelines.

135
00:05:35.505 --> 00:05:37.685
<00:05:35.505>We <00:05:35.784>have <00:05:36.065>ML <00:05:36.344>workflow, <00:05:36.625>ML <00:05:36.905>workflows

136
00:05:37.685 --> 00:05:40.485
<00:05:37.685>or <00:05:37.860>ML <00:05:38.035>workspaces <00:05:38.210>where <00:05:38.385>you <00:05:38.560>can <00:05:38.735>manage <00:05:38.910>your <00:05:39.085>models

137
00:05:40.545 --> 00:05:41.965
<00:05:40.545>so <00:05:40.758>you <00:05:40.971>can <00:05:41.184>fine <00:05:41.397>tune <00:05:41.610>your <00:05:41.823>models

138
00:05:42.145 --> 00:05:45.565
<00:05:42.145>and <00:05:42.344>then <00:05:42.544>then <00:05:42.745>to <00:05:42.945>have <00:05:43.145>the <00:05:43.344>experimentation <00:05:43.544>mindset.

139
00:05:45.785 --> 00:05:48.325
<00:05:45.784>So <00:05:45.924>you <00:05:46.064>have <00:05:46.205>to <00:05:46.344>provide, <00:05:46.484>or <00:05:46.624>we <00:05:46.765>have <00:05:46.905>to <00:05:47.044>provide <00:05:47.184>more

140
00:05:48.325 --> 00:05:51.325
<00:05:48.325>and <00:05:48.525>more <00:05:48.724>experimentation <00:05:48.925>ecosystem <00:05:49.125>where <00:05:49.325>people <00:05:49.525>can <00:05:49.724>come

141
00:05:51.325 --> 00:05:53.045
<00:05:51.325>and <00:05:51.604>try <00:05:51.885>out <00:05:52.164>with <00:05:52.445>many <00:05:52.724>experiments.

142
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<00:05:53.305>Modern <00:05:53.480>registry <00:05:53.655>is <00:05:53.830>one <00:05:54.005>of <00:05:54.180>the <00:05:54.355>component <00:05:54.530>which <00:05:54.705>is,

143
00:05:55.725 --> 00:05:57.645
<00:05:55.725>which <00:05:55.900>is <00:05:56.075>quite <00:05:56.250>well <00:05:56.425>known <00:05:56.600>in <00:05:56.775>ML <00:05:56.950>lops <00:05:57.125>world.

144
00:05:57.865 --> 00:05:59.485
<00:05:57.865>So <00:05:58.098>we <00:05:58.331>have <00:05:58.565>to <00:05:58.798>provide <00:05:59.031>model <00:05:59.265>registry

145
00:05:59.485 --> 00:06:02.845
<00:05:59.485>where <00:05:59.640>models <00:05:59.796>can <00:05:59.951>be <00:06:00.107>com <00:06:00.262>can <00:06:00.418>be <00:06:00.573>compared <00:06:00.729>every <00:06:00.885>day.

146
00:06:02.845 --> 00:06:04.205
<00:06:02.845>There <00:06:03.019>is <00:06:03.194>a <00:06:03.369>new <00:06:03.544>model <00:06:03.719>coming <00:06:03.894>in <00:06:04.068>market.

147
00:06:04.265 --> 00:06:06.245
<00:06:04.265>So <00:06:04.440>we <00:06:04.615>need <00:06:04.789>to <00:06:04.965>compare <00:06:05.140>and <00:06:05.315>benchmark <00:06:05.490>this <00:06:05.664>model

148
00:06:06.345 --> 00:06:07.365
<00:06:06.345>as <00:06:06.651>early <00:06:06.957>as <00:06:07.263>possible.

149
00:06:07.745 --> 00:06:10.725
<00:06:07.745>That's <00:06:07.885>where <00:06:08.025>I <00:06:08.165>see <00:06:08.305>that <00:06:08.445>in, <00:06:08.585>in <00:06:08.725>data <00:06:08.865>and <00:06:09.005>AI <00:06:09.145>components

150
00:06:10.725 --> 00:06:12.605
<00:06:10.725>and <00:06:11.005>data <00:06:11.285>and <00:06:11.565>AI <00:06:11.845>workbench <00:06:12.125>product.

151
00:06:12.705 --> 00:06:14.325
<00:06:12.705>We <00:06:12.984>can <00:06:13.265>provide <00:06:13.544>this <00:06:13.825>model <00:06:14.104>registry

152
00:06:14.325 --> 00:06:16.765
<00:06:14.325>where <00:06:14.525>we <00:06:14.724>can <00:06:14.925>actually <00:06:15.125>really <00:06:15.325>combine <00:06:15.525>this <00:06:15.724>model

153
00:06:16.795 --> 00:06:18.005
<00:06:16.795>with <00:06:17.158>the <00:06:17.521>data <00:06:17.884>versions

154
00:06:18.105 --> 00:06:20.965
<00:06:18.105>and <00:06:18.260>version <00:06:18.416>this <00:06:18.571>together <00:06:18.727>from <00:06:18.882>with <00:06:19.038>data <00:06:19.193>and <00:06:19.349>the <00:06:19.505>model.

155
00:06:21.465 --> 00:06:23.605
<00:06:21.465>In <00:06:21.698>the <00:06:21.931>end, <00:06:22.164>it's <00:06:22.398>all <00:06:22.631>about <00:06:22.864>data.

156
00:06:23.945 --> 00:06:27.525
<00:06:23.945>How <00:06:24.072>we, <00:06:24.199>how <00:06:24.326>we <00:06:24.454>manage <00:06:24.581>our <00:06:24.708>data, <00:06:24.835>how <00:06:24.963>we <00:06:25.090>tag <00:06:25.217>our <00:06:25.344>data,

157
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<00:06:27.625>how <00:06:27.780>we <00:06:27.936>annotate <00:06:28.091>our <00:06:28.247>data, <00:06:28.402>how <00:06:28.558>we <00:06:28.713>process <00:06:28.869>our <00:06:29.025>data

158
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<00:06:30.345>to <00:06:30.485>be <00:06:30.625>feed <00:06:30.765>into <00:06:30.905>ai, <00:06:31.045>to <00:06:31.185>be <00:06:31.325>feed <00:06:31.465>into <00:06:31.605>gen <00:06:31.745>ai.

159
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<00:06:32.965>That's <00:06:33.361>really <00:06:33.757>very <00:06:34.152>important.

160
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<00:06:34.665>So <00:06:34.805>I <00:06:34.945>cannot <00:06:35.085>give <00:06:35.225>more <00:06:35.365>emphasis <00:06:35.505>on <00:06:35.645>one <00:06:35.785>of <00:06:35.925>this <00:06:36.065>product,

161
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<00:06:38.055>which <00:06:38.182>is <00:06:38.309>with <00:06:38.436>is <00:06:38.564>data <00:06:38.691>and <00:06:38.818>AI <00:06:38.945>component <00:06:39.073>or <00:06:39.200>data <00:06:39.327>gen <00:06:39.455>ai.

162
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<00:06:41.795>It's <00:06:41.950>it's <00:06:42.106>lops <00:06:42.261>platform <00:06:42.417>on <00:06:42.572>top <00:06:42.728>of <00:06:42.883>this <00:06:43.039>lops <00:06:43.195>platform.

163
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<00:06:45.565>Then <00:06:45.705>there <00:06:45.844>are <00:06:45.985>gen <00:06:46.125>AI <00:06:46.265>components. <00:06:46.405>So <00:06:46.545>see <00:06:46.685>it <00:06:46.825>like <00:06:46.965>it.

164
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<00:06:48.225>So <00:06:48.332>genai <00:06:48.440>is <00:06:48.548>nothing <00:06:48.655>but <00:06:48.763>is, <00:06:48.871>is <00:06:48.978>a, <00:06:49.086>is <00:06:49.194>a <00:06:49.301>core <00:06:49.409>product <00:06:49.517>on <00:06:49.625>top

165
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<00:06:51.645>of <00:06:51.820>your <00:06:51.995>infrastructure <00:06:52.169>and <00:06:52.344>top <00:06:52.520>of <00:06:52.695>your <00:06:52.870>data <00:06:53.044>foundation.

166
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<00:06:54.675>Without <00:06:55.291>proper <00:06:55.908>infrastructure

167
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<00:06:56.045>and <00:06:56.278>without <00:06:56.511>data <00:06:56.745>foundation, <00:06:56.978>it'll <00:06:57.211>not <00:06:57.445>work.

168
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<00:06:58.135>It'll <00:06:58.528>just <00:06:58.921>the <00:06:59.313>POC.

169
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<00:06:59.755>This <00:06:59.955>is <00:07:00.155>something <00:07:00.355>we <00:07:00.555>have <00:07:00.755>changed <00:07:00.955>at <00:07:01.155>Eon,

170
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<00:07:02.035>that <00:07:02.210>we <00:07:02.385>are <00:07:02.560>not <00:07:02.735>only <00:07:02.910>doing <00:07:03.085>POCs, <00:07:03.260>we <00:07:03.435>wanted

171
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<00:07:04.225>to <00:07:04.425>push <00:07:04.625>this <00:07:04.825>components, <00:07:05.025>this <00:07:05.225>practices <00:07:05.425>into <00:07:05.625>production

172
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<00:07:07.045>to <00:07:07.200>have <00:07:07.356>a <00:07:07.511>business <00:07:07.667>impact <00:07:07.822>to <00:07:07.978>more <00:07:08.133>scalable <00:07:08.289>business <00:07:08.445>impacts.

173
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<00:07:10.045>That's <00:07:10.200>where, <00:07:10.356>uh, <00:07:10.511>this <00:07:10.667>gene <00:07:10.822>AI <00:07:10.978>component <00:07:11.133>is <00:07:11.289>on <00:07:11.445>top

174
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<00:07:13.205>of <00:07:13.589>cloud <00:07:13.973>agnostic <00:07:14.357>infrastructure

175
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<00:07:14.665>and <00:07:15.015>also <00:07:15.365>ML <00:07:15.715>ops <00:07:16.065>practices,

176
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<00:07:16.245>which <00:07:16.478>is <00:07:16.711>data <00:07:16.945>AI <00:07:17.178>workbench <00:07:17.411>January <00:07:17.645>component.

177
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<00:07:19.495>Again. <00:07:19.695>So <00:07:19.895>we, <00:07:20.095>we <00:07:20.295>need, <00:07:20.495>we <00:07:20.695>need <00:07:20.895>evaluation

178
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<00:07:21.485>and <00:07:21.758>benchmark <00:07:22.032>from <00:07:22.305>the <00:07:22.579>starting <00:07:22.853>points.

179
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<00:07:23.145>So <00:07:23.284>there <00:07:23.424>is <00:07:23.565>a <00:07:23.705>models <00:07:23.844>called <00:07:23.984>GPTG, <00:07:24.125>PT <00:07:24.265>four <00:07:24.405>is <00:07:24.544>coming.

180
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<00:07:25.995>Then <00:07:26.270>GR <00:07:26.545>R <00:07:26.821>four <00:07:27.096>is <00:07:27.371>coming.

181
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<00:07:27.555>Then <00:07:27.788>there <00:07:28.021>are <00:07:28.255>mis <00:07:28.488>trial <00:07:28.721>is <00:07:28.955>there

182
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<00:07:29.265>and <00:07:29.557>there <00:07:29.849>are <00:07:30.142>endless <00:07:30.435>amount

183
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<00:07:30.565>of <00:07:30.729>models <00:07:30.894>which <00:07:31.058>is <00:07:31.223>there <00:07:31.387>in <00:07:31.552>the <00:07:31.717>market.

184
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<00:07:32.225>How <00:07:32.365>you <00:07:32.505>choose <00:07:32.645>the <00:07:32.785>best <00:07:32.925>model <00:07:33.065>for <00:07:33.205>your <00:07:33.345>best <00:07:33.485>use <00:07:33.625>case.

185
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<00:07:34.865>How <00:07:35.065>you, <00:07:35.265>how <00:07:35.465>you <00:07:35.665>choose <00:07:35.865>your <00:07:36.065>model <00:07:36.265>for,

186
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<00:07:37.465>for <00:07:37.855>your <00:07:38.245>cost <00:07:38.635>optimization.

187
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<00:07:38.825>For <00:07:39.058>example, <00:07:39.291>your <00:07:39.525>model <00:07:39.758>is <00:07:39.991>performing <00:07:40.224>in

188
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<00:07:40.965>a <00:07:41.199>contextual <00:07:41.433>manner <00:07:41.667>or <00:07:41.901>not.

189
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<00:07:42.265>How <00:07:42.440>you <00:07:42.615>provide <00:07:42.789>this <00:07:42.965>guardrails, <00:07:43.140>which <00:07:43.315>I <00:07:43.490>talk <00:07:43.664>about

190
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<00:07:44.045>before, <00:07:44.453>rails <00:07:44.861>and <00:07:45.269>guardrails.

191
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<00:07:45.545>That's <00:07:45.720>where <00:07:45.895>the <00:07:46.070>evaluation <00:07:46.245>and <00:07:46.420>benchmark <00:07:46.595>come <00:07:46.770>into <00:07:46.945>picture.

192
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<00:07:48.425>We <00:07:48.673>need <00:07:48.921>to <00:07:49.170>embed <00:07:49.418>this <00:07:49.667>evaluation

193
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<00:07:49.805>and <00:07:50.038>benchmark <00:07:50.271>technically <00:07:50.505>into <00:07:50.738>the <00:07:50.971>product <00:07:51.205>itself

194
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<00:07:52.475>that <00:07:52.650>can <00:07:52.825>provide <00:07:53.000>you <00:07:53.175>services <00:07:53.350>out <00:07:53.525>of <00:07:53.700>the <00:07:53.875>box.

195
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<00:07:54.845>Then <00:07:54.985>you <00:07:55.125>can <00:07:55.265>evaluate <00:07:55.405>multiple <00:07:55.545>models <00:07:55.685>at <00:07:55.825>one <00:07:55.965>point <00:07:56.105>of <00:07:56.245>time

196
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<00:07:57.865>for <00:07:58.130>a <00:07:58.396>particular <00:07:58.661>data <00:07:58.927>sets.

197
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<00:07:59.225>That's <00:07:59.535>what <00:07:59.846>makes <00:08:00.156>that <00:08:00.467>easy.

198
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<00:08:01.025>So <00:08:01.304>we <00:08:01.585>need <00:08:01.864>then <00:08:02.145>generation <00:08:02.424>retrieval

199
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<00:08:02.725>and <00:08:02.900>indexing, <00:08:03.075>which <00:08:03.250>is, <00:08:03.425>uh, <00:08:03.600>which <00:08:03.775>is <00:08:03.950>quite <00:08:04.125>known,

200
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<00:08:04.485>and <00:08:04.718>data <00:08:04.951>processing <00:08:05.185>is, <00:08:05.418>is <00:08:05.651>also <00:08:05.885>there.

201
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<00:08:07.745>So <00:08:07.885>what <00:08:08.025>is <00:08:08.165>our <00:08:08.305>Visa <00:08:08.445>and <00:08:08.585>Vista <00:08:08.725>data <00:08:08.865>and <00:08:09.005>AI <00:08:09.145>workbench?

202
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<00:08:10.145>So <00:08:10.284>data <00:08:10.424>and <00:08:10.565>AI <00:08:10.705>workbench <00:08:10.844>is, <00:08:10.984>as <00:08:11.125>I, <00:08:11.265>as <00:08:11.405>I <00:08:11.544>said,

203
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<00:08:12.905>we <00:08:13.060>embed <00:08:13.216>our <00:08:13.371>experimentation <00:08:13.527>to <00:08:13.682>like <00:08:13.838>ml, <00:08:13.993>uh, <00:08:14.149>ML <00:08:14.304>flow

204
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<00:08:16.725>registry <00:08:16.958>and <00:08:17.191>custom <00:08:17.425>adapters <00:08:17.658>into <00:08:17.891>this <00:08:18.125>platform

205
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<00:08:19.605>and <00:08:20.127>standardize <00:08:20.649>everything.

206
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<00:08:21.225>So <00:08:21.458>we <00:08:21.691>should <00:08:21.925>be <00:08:22.158>able <00:08:22.391>to, <00:08:22.625>uh,

207
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<00:08:23.105>be <00:08:23.385>run <00:08:23.665>on <00:08:23.945>any <00:08:24.225>cloud <00:08:24.505>infrastructure.

208
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<00:08:25.065>It <00:08:25.339>should <00:08:25.614>be <00:08:25.888>cloud <00:08:26.163>agnostic.

209
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<00:08:26.705>It <00:08:26.984>should <00:08:27.265>be <00:08:27.544>personable <00:08:27.825>and <00:08:28.104>transparent.

210
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<00:08:28.385>Access <00:08:28.664>towards <00:08:28.945>data, <00:08:29.224>via <00:08:29.505>unity <00:08:29.784>catalogs.

211
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<00:08:31.385>It <00:08:31.540>should <00:08:31.696>connect <00:08:31.851>to <00:08:32.007>any <00:08:32.162>kind <00:08:32.318>of <00:08:32.473>custom <00:08:32.629>data <00:08:32.784>sources.

212
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<00:08:34.745>We <00:08:34.919>have <00:08:35.095>many <00:08:35.270>data <00:08:35.445>sources <00:08:35.620>like <00:08:35.794>SAP <00:08:35.970>data <00:08:36.145>source

213
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<00:08:37.145>or <00:08:37.464>any <00:08:37.784>other <00:08:38.103>billing <00:08:38.423>systems

214
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<00:08:38.705>or <00:08:38.860>in <00:08:39.016>terms <00:08:39.171>of, <00:08:39.327>uh, <00:08:39.482>customer <00:08:39.638>segment, <00:08:39.793>in <00:08:39.949>grid <00:08:40.105>area.

215
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<00:08:42.025>We <00:08:42.250>have <00:08:42.475>sensor <00:08:42.699>data <00:08:42.924>for <00:08:43.150>the <00:08:43.375>real

216
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<00:08:43.525>time, <00:08:43.794>for <00:08:44.065>the <00:08:44.335>batch <00:08:44.605>processing.

217
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<00:08:44.725>It <00:08:44.852>should <00:08:44.979>be <00:08:45.106>able <00:08:45.234>to <00:08:45.361>connect <00:08:45.488>to <00:08:45.615>any <00:08:45.743>kind <00:08:45.870>of <00:08:45.997>data <00:08:46.125>source.

218
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<00:08:47.145>It <00:08:47.319>should <00:08:47.495>be <00:08:47.670>self <00:08:47.845>service, <00:08:48.020>self <00:08:48.194>service <00:08:48.370>manage <00:08:48.545>workspace.

219
00:08:50.335 --> 00:08:51.565
<00:08:50.335>Today, <00:08:50.611>you <00:08:50.888>want <00:08:51.165>a <00:08:51.442>Databricks

220
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<00:08:51.685>instance <00:08:51.908>tomorrow <00:08:52.131>you <00:08:52.354>want <00:08:52.577>something <00:08:52.800>else.

221
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<00:08:53.225>So <00:08:53.438>it <00:08:53.651>should <00:08:53.864>be <00:08:54.077>self <00:08:54.290>service <00:08:54.502>enough.

222
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<00:08:54.645>You <00:08:54.800>can <00:08:54.956>can <00:08:55.111>update <00:08:55.267>or <00:08:55.422>delete <00:08:55.578>your <00:08:55.733>workbenches <00:08:55.889>as <00:08:56.045>an,

223
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<00:08:57.565>as <00:08:57.765>a <00:08:57.965>developer <00:08:58.165>or <00:08:58.365>as <00:08:58.565>a <00:08:58.765>data <00:08:58.965>scientist.

224
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<00:08:59.365>There, <00:08:59.715>as <00:09:00.065>I <00:09:00.415>said, <00:09:00.765>experimentation

225
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<00:09:01.725>and <00:09:01.900>evaluation <00:09:02.075>of <00:09:02.250>ML <00:09:02.425>models <00:09:02.600>is <00:09:02.775>part <00:09:02.950>of <00:09:03.125>it.

226
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<00:09:03.805>Model <00:09:04.155>registries, <00:09:04.505>which <00:09:04.854>is <00:09:05.204>uh,

227
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<00:09:05.735>which <00:09:05.968>is <00:09:06.201>a <00:09:06.435>given <00:09:06.668>part <00:09:06.901>these <00:09:07.135>days.

228
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<00:09:07.585>You <00:09:07.783>need <00:09:07.981>to <00:09:08.179>register <00:09:08.377>your <00:09:08.574>model.

229
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<00:09:08.745>You <00:09:08.945>need <00:09:09.145>to <00:09:09.345>check <00:09:09.545>your <00:09:09.745>model, <00:09:09.945>you <00:09:10.145>need

230
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<00:09:10.525>to <00:09:10.776>combine <00:09:11.029>it <00:09:11.281>with <00:09:11.533>data.

231
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<00:09:12.355>Then <00:09:12.555>you <00:09:12.755>need <00:09:12.955>annotation, <00:09:13.155>a <00:09:13.355>notation <00:09:13.555>tool <00:09:13.755>set

232
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<00:09:15.005>for <00:09:15.285>dataset <00:09:15.564>for, <00:09:15.845>for <00:09:16.125>the <00:09:16.405>dataset.

233
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<00:09:17.505>Uh, <00:09:17.797>think <00:09:18.089>about <00:09:18.382>an <00:09:18.675>email.

234
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<00:09:19.065>So <00:09:19.240>if <00:09:19.415>you <00:09:19.590>want <00:09:19.765>to <00:09:19.940>automate <00:09:20.115>your <00:09:20.290>email <00:09:20.465>processing,

235
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<00:09:21.665>you <00:09:21.939>get <00:09:22.214>in <00:09:22.488>customer <00:09:22.763>email.

236
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<00:09:22.945>You <00:09:23.085>wanted <00:09:23.225>to <00:09:23.365>say <00:09:23.505>that <00:09:23.645>this <00:09:23.785>customer <00:09:23.925>email <00:09:24.065>is, <00:09:24.205>is <00:09:24.345>what,

237
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<00:09:25.605>what <00:09:25.745>exactly <00:09:25.885>It <00:09:26.025>says <00:09:26.165>what <00:09:26.305>is <00:09:26.445>the <00:09:26.585>intention <00:09:26.725>of <00:09:26.865>that <00:09:27.005>email?

238
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<00:09:27.955>What <00:09:28.130>is <00:09:28.305>a <00:09:28.480>business <00:09:28.655>intent <00:09:28.830>for <00:09:29.005>that <00:09:29.180>particular <00:09:29.355>email,

239
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<00:09:30.405>which <00:09:30.605>is <00:09:30.805>coming <00:09:31.005>from <00:09:31.204>customer <00:09:31.405>without <00:09:31.605>proper <00:09:31.805>annotation,

240
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<00:09:33.445>without <00:09:33.725>upper, <00:09:34.005>uh, <00:09:34.285>quantifying <00:09:34.565>this <00:09:34.845>email.

241
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<00:09:36.185>You <00:09:36.340>cannot <00:09:36.496>take <00:09:36.651>any <00:09:36.807>action <00:09:36.962>on <00:09:37.118>top <00:09:37.273>of <00:09:37.429>this <00:09:37.584>email.

242
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<00:09:38.665>That's <00:09:38.839>why <00:09:39.015>I <00:09:39.189>put <00:09:39.365>lot <00:09:39.540>of <00:09:39.714>emphasis <00:09:39.890>on <00:09:40.064>annotation.

243
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<00:09:41.505>And <00:09:41.632>we <00:09:41.759>are <00:09:41.886>putting <00:09:42.014>best <00:09:42.141>in <00:09:42.268>class <00:09:42.395>tool <00:09:42.523>to <00:09:42.650>annotate <00:09:42.777>your <00:09:42.905>data,

244
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<00:09:45.065>to <00:09:45.240>tag <00:09:45.415>your <00:09:45.590>data, <00:09:45.765>which <00:09:45.940>is <00:09:46.115>also <00:09:46.290>AI <00:09:46.465>driven.

245
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<00:09:48.115>Then <00:09:48.270>in <00:09:48.426>the <00:09:48.581>end, <00:09:48.737>automation <00:09:48.892>of <00:09:49.048>all, <00:09:49.203>all <00:09:49.359>the <00:09:49.515>deployments.

246
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<00:09:51.625>So <00:09:51.780>automation <00:09:51.936>of <00:09:52.091>all <00:09:52.247>deployment <00:09:52.402>means <00:09:52.558>we <00:09:52.713>are, <00:09:52.869>we <00:09:53.025>have

247
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<00:09:54.325>to <00:09:54.525>deploy <00:09:54.725>automatically <00:09:54.925>all <00:09:55.125>of <00:09:55.325>this <00:09:55.525>component, <00:09:55.725>all

248
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<00:09:56.845>of <00:09:57.000>the <00:09:57.156>seven <00:09:57.311>components <00:09:57.467>in <00:09:57.622>any <00:09:57.778>environment, <00:09:57.933>dev, <00:09:58.089>dev, <00:09:58.245>test

249
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<00:10:00.745>and <00:10:00.978>probe, <00:10:01.211>whether <00:10:01.445>it's <00:10:01.678>greenfield <00:10:01.911>or <00:10:02.145>brownfield.

250
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<00:10:03.465>And <00:10:03.640>this <00:10:03.815>standardization <00:10:03.990>has <00:10:04.165>to <00:10:04.340>be <00:10:04.515>achieved <00:10:04.690>via <00:10:04.865>this

251
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<00:10:05.945>and <00:10:06.120>AI <00:10:06.295>workbench <00:10:06.470>to <00:10:06.645>make <00:10:06.820>life <00:10:06.995>easier, <00:10:07.170>very <00:10:07.345>easier

252
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<00:10:08.585>for <00:10:08.818>our <00:10:09.051>data <00:10:09.285>scientists <00:10:09.518>and <00:10:09.751>data <00:10:09.985>engineers.

253
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<00:10:11.105>So, <00:10:11.245>which <00:10:11.385>means <00:10:11.525>that <00:10:11.665>whenever <00:10:11.805>someone <00:10:11.945>wants <00:10:12.085>to <00:10:12.225>start <00:10:12.365>a <00:10:12.505>POC

254
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<00:10:13.965>or <00:10:14.245>an <00:10:14.525>evaluation <00:10:14.805>or <00:10:15.085>experimentation <00:10:15.365>work,

255
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<00:10:16.225>the <00:10:16.400>particular <00:10:16.575>data <00:10:16.750>engineer, <00:10:16.925>data <00:10:17.100>scientist <00:10:17.275>does <00:10:17.450>not <00:10:17.625>need

256
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<00:10:18.685>to <00:10:18.964>wait <00:10:19.244>for <00:10:19.525>weeks <00:10:19.805>to <00:10:20.084>just

257
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<00:10:20.685>to <00:10:20.859>get <00:10:21.035>this <00:10:21.209>infrastructure <00:10:21.385>right <00:10:21.560>in <00:10:21.734>a <00:10:21.910>compliant <00:10:22.084>manner

258
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<00:10:23.545>and <00:10:23.700>they <00:10:23.856>can <00:10:24.011>get <00:10:24.167>this <00:10:24.322>infrastructure <00:10:24.478>in <00:10:24.633>just <00:10:24.789>few <00:10:24.944>days.

259
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<00:10:26.225>That's <00:10:26.380>what <00:10:26.536>we <00:10:26.691>are <00:10:26.847>bringing <00:10:27.002>and <00:10:27.158>that <00:10:27.313>is <00:10:27.469>what <00:10:27.625>up

260
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<00:10:28.445>and <00:10:28.600>running <00:10:28.756>actually <00:10:28.911>now <00:10:29.067>as <00:10:29.222>well <00:10:29.378>in <00:10:29.533>our <00:10:29.689>EO <00:10:29.845>ecosystem

261
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<00:10:32.435>that <00:10:32.714>we <00:10:32.994>have <00:10:33.275>pre-built <00:10:33.555>this <00:10:33.834>workbench,

262
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<00:10:34.445>we <00:10:34.725>have <00:10:35.005>pre-built <00:10:35.285>this <00:10:35.565>infrastructure <00:10:35.845>so

263
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<00:10:36.685>that <00:10:37.035>the <00:10:37.385>POCs <00:10:37.734>can <00:10:38.084>be,

264
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<00:10:38.445>our <00:10:38.620>MVPs <00:10:38.795>can <00:10:38.970>be <00:10:39.145>run <00:10:39.320>seamlessly <00:10:39.495>on <00:10:39.670>one <00:10:39.845>click.

265
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<00:10:41.665>And <00:10:41.865>this <00:10:42.064>is, <00:10:42.265>this <00:10:42.464>is <00:10:42.665>where <00:10:42.865>the <00:10:43.064>magic

266
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<00:10:43.525>of <00:10:43.641>AI <00:10:43.758>also <00:10:43.875>will <00:10:43.991>happen <00:10:44.108>on <00:10:44.225>top <00:10:44.341>of <00:10:44.458>this <00:10:44.574>data <00:10:44.691>and <00:10:44.808>AI <00:10:44.925>workbench.

267
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<00:10:48.315>Then, <00:10:48.455>uh, <00:10:48.595>our <00:10:48.735>platform, <00:10:48.875>which <00:10:49.015>contains <00:10:49.155>all, <00:10:49.295>all <00:10:49.435>our <00:10:49.575>gen <00:10:49.715>ai,

268
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<00:10:53.505>um, <00:10:54.205>um, <00:10:54.905>part.

269
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<00:10:55.825>So <00:10:55.980>we <00:10:56.136>need <00:10:56.291>cutting <00:10:56.447>edge, <00:10:56.602>uh, <00:10:56.758>AI <00:10:56.913>models <00:10:57.069>to <00:10:57.225>integrate

270
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<00:10:58.605>and <00:10:58.955>retrieve <00:10:59.305>and <00:10:59.655>generate, <00:11:00.005>right?

271
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<00:11:00.385>So <00:11:00.525>what <00:11:00.665>is <00:11:00.805>this? <00:11:00.944>Cutting <00:11:01.085>edge <00:11:01.225>models? <00:11:01.365>It <00:11:01.505>can <00:11:01.645>be <00:11:01.785>anything.

272
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<00:11:03.425>It <00:11:03.658>can <00:11:03.891>be <00:11:04.125>any <00:11:04.358>charge <00:11:04.591>GPT <00:11:04.824>model.

273
00:11:05.425 --> 00:11:09.285
<00:11:05.425>It <00:11:05.552>can <00:11:05.679>be <00:11:05.806>any, <00:11:05.934>um, <00:11:06.061>not <00:11:06.188>chair <00:11:06.315>can <00:11:06.443>be <00:11:06.570>open <00:11:06.697>AI <00:11:06.824>model.

274
00:11:09.305 --> 00:11:11.325
<00:11:09.305>It <00:11:09.505>can <00:11:09.704>be <00:11:09.905>any, <00:11:10.104>uh, <00:11:10.305>Lama <00:11:10.505>LAMA <00:11:10.704>model,

275
00:11:11.385 --> 00:11:13.165
<00:11:11.385>can <00:11:11.618>be <00:11:11.851>any <00:11:12.085>ral <00:11:12.318>family <00:11:12.551>models, <00:11:12.785>right?

276
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<00:11:13.585>So <00:11:13.712>it <00:11:13.839>should <00:11:13.966>be <00:11:14.094>able <00:11:14.221>to <00:11:14.348>deploy <00:11:14.475>any <00:11:14.603>models <00:11:14.730>at <00:11:14.857>any <00:11:14.985>point

277
00:11:16.845 --> 00:11:20.005
<00:11:16.845>of <00:11:16.961>time <00:11:17.078>and <00:11:17.195>can <00:11:17.311>utilize <00:11:17.428>this <00:11:17.545>model <00:11:17.661>via <00:11:17.778>APIs <00:11:17.895>in <00:11:18.011>a <00:11:18.128>secure <00:11:18.245>way.

278
00:11:21.485 --> 00:11:24.485
<00:11:21.485>Retrieval <00:11:21.660>performance, <00:11:21.835>it <00:11:22.010>is <00:11:22.185>very <00:11:22.360>important <00:11:22.535>right <00:11:22.710>these <00:11:22.885>days

279
00:11:24.705 --> 00:11:27.285
<00:11:24.705>to <00:11:24.905>to <00:11:25.105>judge <00:11:25.305>the <00:11:25.505>performance <00:11:25.705>of <00:11:25.905>these <00:11:26.105>models

280
00:11:27.745 --> 00:11:29.005
<00:11:27.745>for <00:11:28.028>a <00:11:28.312>particular <00:11:28.595>given <00:11:28.879>task.

281
00:11:29.185 --> 00:11:32.325
<00:11:29.185>How <00:11:29.312>a <00:11:29.439>model <00:11:29.566>X <00:11:29.694>and <00:11:29.821>how <00:11:29.948>a <00:11:30.075>model <00:11:30.203>Y <00:11:30.330>is <00:11:30.457>behaving <00:11:30.584>together

282
00:11:32.785 --> 00:11:35.245
<00:11:32.785>and <00:11:32.940>in <00:11:33.096>what <00:11:33.251>kind <00:11:33.407>of <00:11:33.562>metrics <00:11:33.718>we <00:11:33.873>need, <00:11:34.029>what <00:11:34.185>kind

283
00:11:35.245 --> 00:11:37.085
<00:11:35.245>of <00:11:35.478>LLM <00:11:35.711>metrics <00:11:35.945>we <00:11:36.178>need <00:11:36.411>to <00:11:36.645>evaluate.

284
00:11:37.355 --> 00:11:39.445
<00:11:37.355>Then <00:11:37.635>high <00:11:37.915>quality <00:11:38.195>of <00:11:38.475>demand <00:11:38.755>processing

285
00:11:40.025 --> 00:11:41.085
<00:11:40.025>for <00:11:40.263>the <00:11:40.502>vision <00:11:40.740>language <00:11:40.979>model,

286
00:11:41.555 --> 00:11:43.285
<00:11:41.555>automated <00:11:42.021>knowledge <00:11:42.488>base <00:11:42.954>creation.

287
00:11:43.465 --> 00:11:46.965
<00:11:43.465>So <00:11:43.640>a <00:11:43.815>company <00:11:43.990>like <00:11:44.165>Eon, <00:11:44.340>uh, <00:11:44.515>within <00:11:44.690>bigger <00:11:44.865>enterprise,

288
00:11:47.345 --> 00:11:50.245
<00:11:47.345>it <00:11:47.520>has <00:11:47.695>enormous <00:11:47.870>number <00:11:48.045>of <00:11:48.220>policies, <00:11:48.395>document <00:11:48.570>enormous <00:11:48.745>number

289
00:11:50.245 --> 00:11:51.565
<00:11:50.245>of <00:11:50.542>audit <00:11:50.839>kind <00:11:51.136>of <00:11:51.433>documents.

290
00:11:51.945 --> 00:11:54.805
<00:11:51.945>So <00:11:52.120>how <00:11:52.295>we <00:11:52.470>can <00:11:52.645>actually <00:11:52.820>create <00:11:52.995>this <00:11:53.170>document <00:11:53.345>processing

291
00:11:54.805 --> 00:11:57.245
<00:11:54.805>system, <00:11:55.005>which <00:11:55.204>can <00:11:55.405>read <00:11:55.604>all <00:11:55.805>of <00:11:56.005>these <00:11:56.204>documents,

292
00:11:57.265 --> 00:11:59.525
<00:11:57.265>can <00:11:57.498>provide <00:11:57.731>your <00:11:57.965>answer <00:11:58.198>to <00:11:58.431>this, <00:11:58.665>all

293
00:11:59.525 --> 00:12:01.485
<00:11:59.525>of <00:11:59.758>your <00:11:59.991>queries <00:12:00.225>based <00:12:00.458>upon <00:12:00.691>this <00:12:00.925>documentation

294
00:12:01.665 --> 00:12:02.925
<00:12:01.665>and <00:12:01.891>how <00:12:02.118>we <00:12:02.345>can <00:12:02.572>automate <00:12:02.799>that.

295
00:12:03.225 --> 00:12:05.925
<00:12:03.225>That's <00:12:03.425>all <00:12:03.625>part <00:12:03.825>of <00:12:04.025>this, <00:12:04.225>uh, <00:12:04.425>GPT <00:12:04.625>platform.

296
00:12:06.385 --> 00:12:09.365
<00:12:06.385>And <00:12:06.540>on <00:12:06.696>the <00:12:06.851>same <00:12:07.007>side <00:12:07.162>observability, <00:12:07.318>we <00:12:07.473>should <00:12:07.629>not, <00:12:07.785>uh,

297
00:12:09.365 --> 00:12:11.445
<00:12:09.365>we <00:12:09.565>should <00:12:09.765>not <00:12:09.965>skip <00:12:10.165>any <00:12:10.365>kind <00:12:10.565>of <00:12:10.765>observability.

298
00:12:11.945 --> 00:12:14.365
<00:12:11.945>It <00:12:12.120>is <00:12:12.295>really <00:12:12.470>very <00:12:12.645>important <00:12:12.820>to <00:12:12.995>observe <00:12:13.170>our <00:12:13.345>models,

299
00:12:14.585 --> 00:12:16.205
<00:12:14.585>but <00:12:14.818>how <00:12:15.051>they <00:12:15.285>are <00:12:15.518>behaving, <00:12:15.751>what <00:12:15.985>kind

300
00:12:16.205 --> 00:12:20.795
<00:12:16.205>of <00:12:16.345>hallucinations <00:12:16.485>are <00:12:16.625>there, <00:12:16.765>what <00:12:16.905>kind <00:12:17.045>of, <00:12:17.185>um, <00:12:17.325>so <00:12:17.465>what <00:12:17.605>kind

301
00:12:20.795 --> 00:12:24.555
<00:12:20.795>of <00:12:20.935>loopholes <00:12:21.074>a <00:12:21.214>model <00:12:21.354>can, <00:12:21.495>can, <00:12:21.635>can <00:12:21.775>provide, <00:12:21.915>which <00:12:22.055>can, <00:12:22.194>uh,

302
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<00:12:24.555>disable <00:12:24.903>your <00:12:25.251>business <00:12:25.599>units

303
00:12:25.735 --> 00:12:29.555
<00:12:25.735>or <00:12:25.875>which <00:12:26.015>can <00:12:26.155>actually <00:12:26.295>have <00:12:26.435>an <00:12:26.575>risk <00:12:26.715>on <00:12:26.855>your <00:12:26.995>agent <00:12:27.135>system.

304
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<00:12:30.015>That's <00:12:30.365>why <00:12:30.715>observability <00:12:31.064>is <00:12:31.415>required.

305
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<00:12:32.135>That's <00:12:32.335>why <00:12:32.535>security <00:12:32.735>and <00:12:32.935>compliance <00:12:33.135>come <00:12:33.335>into <00:12:33.535>that,

306
00:12:34.405 --> 00:12:36.075
<00:12:34.405>which <00:12:34.638>is <00:12:34.871>on <00:12:35.105>the <00:12:35.338>even <00:12:35.571>Azure <00:12:35.805>standard

307
00:12:36.375 --> 00:12:38.595
<00:12:36.375>and <00:12:36.655>scalable <00:12:36.935>workload <00:12:37.215>on <00:12:37.495>Azure <00:12:37.775>Kubernetes,

308
00:12:39.355 --> 00:12:42.115
<00:12:39.355>Kubernetes <00:12:39.495>is <00:12:39.635>also <00:12:39.775>one <00:12:39.915>of <00:12:40.055>the <00:12:40.195>area <00:12:40.335>where <00:12:40.475>we, <00:12:40.615>we <00:12:40.755>introduce,

309
00:12:42.295 --> 00:12:44.675
<00:12:42.295>uh, <00:12:42.469>GBT <00:12:42.645>platform <00:12:42.819>on <00:12:42.995>to <00:12:43.170>be <00:12:43.344>more <00:12:43.520>cloud <00:12:43.694>agnostic

310
00:12:44.775 --> 00:12:47.715
<00:12:44.775>and <00:12:44.915>to <00:12:45.055>be <00:12:45.194>more, <00:12:45.334>uh, <00:12:45.475>um, <00:12:45.615>more <00:12:45.755>agnostic <00:12:45.895>in <00:12:46.035>this <00:12:46.175>sense.

311
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<00:12:48.885>So <00:12:49.118>how, <00:12:49.351>how <00:12:49.585>do <00:12:49.818>we <00:12:50.051>get <00:12:50.285>there?

312
00:12:51.205 --> 00:12:54.945
<00:12:51.205>So <00:12:51.380>this <00:12:51.555>is <00:12:51.730>all <00:12:51.905>theory, <00:12:52.080>but <00:12:52.255>what <00:12:52.430>about <00:12:52.605>execution

313
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<00:12:54.945>and <00:12:55.173>what <00:12:55.401>are <00:12:55.629>our <00:12:55.857>key <00:12:56.085>key <00:12:56.313>choices?

314
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<00:12:57.245>So <00:12:57.525>we <00:12:57.805>reuse <00:12:58.085>the <00:12:58.365>running <00:12:58.645>platform,

315
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<00:12:59.485>as <00:12:59.704>I <00:12:59.924>said <00:13:00.143>in <00:13:00.363>the <00:13:00.583>beginning.

316
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<00:13:00.805>So <00:13:00.932>we <00:13:01.059>have <00:13:01.186>so <00:13:01.314>many <00:13:01.441>smaller <00:13:01.568>scale <00:13:01.695>projects, <00:13:01.823>so <00:13:01.950>many, <00:13:02.077>uh, <00:13:02.204>uh,

317
00:13:05.065 --> 00:13:07.825
<00:13:05.065>different <00:13:05.345>silos <00:13:05.625>running <00:13:05.905>around <00:13:06.185>the <00:13:06.465>company.

318
00:13:08.165 --> 00:13:11.185
<00:13:08.165>So <00:13:08.305>what <00:13:08.444>we <00:13:08.584>did <00:13:08.724>is <00:13:08.865>we <00:13:09.005>build <00:13:09.145>upon <00:13:09.285>those <00:13:09.425>existing <00:13:09.564>foundation.

319
00:13:11.565 --> 00:13:13.025
<00:13:11.565>So <00:13:12.003>we <00:13:12.441>identify <00:13:12.879>one

320
00:13:13.045 --> 00:13:14.465
<00:13:13.045>or <00:13:13.684>two <00:13:14.323>platforms,

321
00:13:14.465 --> 00:13:16.865
<00:13:14.465>which <00:13:14.640>is <00:13:14.815>there <00:13:14.990>already <00:13:15.165>existing <00:13:15.340>in <00:13:15.515>a <00:13:15.690>bigger <00:13:15.865>platform.

322
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<00:13:17.165>One <00:13:17.320>is <00:13:17.476>called <00:13:17.631>Eon, <00:13:17.787>GPT, <00:13:17.942>one <00:13:18.098>is <00:13:18.253>called <00:13:18.409>uh, <00:13:18.564>GPT.

323
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<00:13:20.555>Based <00:13:20.894>upon <00:13:21.234>these <00:13:21.574>two <00:13:21.914>platforms,

324
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<00:13:22.345>actually <00:13:22.625>we <00:13:22.905>build <00:13:23.185>our <00:13:23.465>existing <00:13:23.745>foundation

325
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<00:13:24.805>and <00:13:24.960>we <00:13:25.116>leverage <00:13:25.271>both <00:13:25.427>of <00:13:25.582>these <00:13:25.738>running <00:13:25.893>solution <00:13:26.049>to <00:13:26.204>build,

326
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<00:13:28.125>to <00:13:28.405>learn, <00:13:28.685>first <00:13:28.965>of <00:13:29.245>all, <00:13:29.525>uh,

327
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<00:13:30.285>and <00:13:30.518>to <00:13:30.751>build <00:13:30.985>one <00:13:31.218>gen <00:13:31.451>AI <00:13:31.685>platform.

328
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<00:13:32.905>In <00:13:33.185>the <00:13:33.464>core, <00:13:33.745>what <00:13:34.025>is <00:13:34.305>learning?

329
00:13:35.225 --> 00:13:36.585
<00:13:35.225>Learning <00:13:35.531>collaboration <00:13:35.837>is <00:13:36.143>very <00:13:36.449>important.

330
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<00:13:37.125>If <00:13:37.325>you <00:13:37.525>remember <00:13:37.725>in <00:13:37.925>2020, <00:13:38.125>we <00:13:38.325>have, <00:13:38.525>uh,

331
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<00:13:39.985>a <00:13:40.265>hype <00:13:40.545>in <00:13:40.825>the <00:13:41.105>internet, <00:13:41.385>right?

332
00:13:42.045 --> 00:13:44.465
<00:13:42.045>So <00:13:42.172>this <00:13:42.299>is <00:13:42.426>the <00:13:42.554>same <00:13:42.681>hype <00:13:42.808>we <00:13:42.935>are <00:13:43.063>getting <00:13:43.190>in <00:13:43.317>AI <00:13:43.444>area.

333
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<00:13:44.525>So <00:13:44.915>that's <00:13:45.305>why <00:13:45.695>collaboration

334
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<00:13:45.825>and <00:13:46.131>communication <00:13:46.437>is <00:13:46.742>very <00:13:47.049>important.

335
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<00:13:47.185>During <00:13:47.385>this <00:13:47.584>hype <00:13:47.785>cycle, <00:13:47.984>we <00:13:48.185>invited <00:13:48.385>our <00:13:48.584>developers

336
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<00:13:51.125>to <00:13:51.358>co-lead <00:13:51.591>the <00:13:51.825>development <00:13:52.058>with <00:13:52.291>the <00:13:52.525>teams,

337
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<00:13:53.045>and <00:13:53.200>then <00:13:53.356>in <00:13:53.511>the <00:13:53.667>end, <00:13:53.822>with <00:13:53.978>the <00:13:54.133>all <00:13:54.289>three <00:13:54.444>efforts,

338
00:13:55.645 --> 00:13:57.105
<00:13:55.645>we <00:13:55.973>guided <00:13:56.302>the <00:13:56.630>best <00:13:56.959>practices

339
00:13:57.105 --> 00:13:59.865
<00:13:57.105>and <00:13:57.260>the <00:13:57.416>principles <00:13:57.571>to, <00:13:57.727>to <00:13:57.882>run <00:13:58.038>this <00:13:58.193>gen <00:13:58.349>AI <00:13:58.505>platform.

340
00:14:01.665 --> 00:14:03.805
<00:14:01.665>So <00:14:01.805>what <00:14:01.944>is <00:14:02.084>our <00:14:02.224>MVP <00:14:02.365>in <00:14:02.505>data <00:14:02.645>and <00:14:02.785>AI <00:14:02.925>work <00:14:03.064>bench?

341
00:14:04.145 --> 00:14:07.675
<00:14:04.145>So <00:14:04.285>again, <00:14:04.425>it <00:14:04.564>is <00:14:04.704>a <00:14:04.845>phased <00:14:04.985>approach, <00:14:05.125>uh, <00:14:05.265>in <00:14:05.405>the <00:14:05.545>phase.

342
00:14:07.855 --> 00:14:09.355
<00:14:07.855>So <00:14:08.080>this <00:14:08.305>is <00:14:08.530>a <00:14:08.755>three <00:14:08.980>dimensional <00:14:09.205>phase.

343
00:14:09.575 --> 00:14:11.795
<00:14:09.575>One <00:14:09.715>is <00:14:09.855>to <00:14:09.995>build, <00:14:10.135>first <00:14:10.275>of <00:14:10.415>all, <00:14:10.555>to <00:14:10.695>build <00:14:10.835>the <00:14:10.975>foundation.

344
00:14:12.225 --> 00:14:14.115
<00:14:12.225>What <00:14:12.458>does <00:14:12.691>exactly <00:14:12.925>mean <00:14:13.158>by <00:14:13.391>the <00:14:13.625>foundation?

345
00:14:14.405 --> 00:14:15.995
<00:14:14.405>Foundation <00:14:14.871>is <00:14:15.338>the <00:14:15.805>blueprint

346
00:14:15.995 --> 00:14:18.515
<00:14:15.995>of <00:14:16.228>the <00:14:16.461>project's <00:14:16.695>own <00:14:16.928>code <00:14:17.161>repository, <00:14:17.395>right?

347
00:14:18.735 --> 00:14:22.835
<00:14:18.735>So <00:14:18.851>we <00:14:18.968>need <00:14:19.085>to, <00:14:19.201>so <00:14:19.318>we <00:14:19.435>need <00:14:19.551>to <00:14:19.668>first, <00:14:19.785>um, <00:14:19.901>to <00:14:20.018>first <00:14:20.135>identify

348
00:14:22.855 --> 00:14:25.915
<00:14:22.855>how <00:14:23.010>many <00:14:23.166>code <00:14:23.321>repositories <00:14:23.477>are <00:14:23.632>there, <00:14:23.788>how <00:14:23.943>we <00:14:24.099>can <00:14:24.255>combine

349
00:14:25.975 --> 00:14:27.635
<00:14:25.975>and <00:14:26.255>give <00:14:26.535>a <00:14:26.815>common <00:14:27.095>code <00:14:27.375>repository,

350
00:14:27.655 --> 00:14:28.915
<00:14:27.655>how <00:14:27.881>we <00:14:28.108>can <00:14:28.335>give <00:14:28.562>a <00:14:28.789>blueprint

351
00:14:28.915 --> 00:14:31.435
<00:14:28.915>of <00:14:29.115>repositories <00:14:29.314>towards <00:14:29.515>the <00:14:29.714>project, <00:14:29.915>towards <00:14:30.115>the <00:14:30.314>user

352
00:14:31.575 --> 00:14:33.835
<00:14:31.575>so <00:14:31.775>they, <00:14:31.975>they <00:14:32.175>can <00:14:32.375>build <00:14:32.575>upon <00:14:32.775>this <00:14:32.975>foundation.

353
00:14:34.535 --> 00:14:36.155
<00:14:34.535>We <00:14:34.814>need <00:14:35.094>to <00:14:35.375>provide <00:14:35.655>workbench <00:14:35.935>samples.

354
00:14:36.495 --> 00:14:38.155
<00:14:36.495>So <00:14:36.728>we <00:14:36.961>provided <00:14:37.195>as <00:14:37.428>a <00:14:37.661>beginning <00:14:37.895>work,

355
00:14:38.155 --> 00:14:40.915
<00:14:38.155>bench <00:14:38.355>work <00:14:38.555>bench <00:14:38.755>samples, <00:14:38.954>how <00:14:39.155>this <00:14:39.355>workbench <00:14:39.555>behave,

356
00:14:40.935 --> 00:14:42.515
<00:14:40.935>how <00:14:41.285>this <00:14:41.635>workbench <00:14:41.984>is <00:14:42.334>created.

357
00:14:43.065 --> 00:14:44.915
<00:14:43.065>Then <00:14:43.531>pre-configured <00:14:43.998>cloud <00:14:44.465>environments.

358
00:14:45.085 --> 00:14:47.315
<00:14:45.085>Cloud <00:14:45.318>environment <00:14:45.551>means <00:14:45.785>dev <00:14:46.018>test <00:14:46.251>and <00:14:46.485>pro.

359
00:14:47.315 --> 00:14:48.475
<00:14:47.315>This <00:14:47.576>kind <00:14:47.837>of <00:14:48.098>environments <00:14:48.359>are

360
00:14:48.475 --> 00:14:49.875
<00:14:48.475>pre-configured <00:14:48.895>for <00:14:49.315>the <00:14:49.735>projects.

361
00:14:50.295 --> 00:14:52.005
<00:14:50.295>And <00:14:50.574>then <00:14:50.854>governance <00:14:51.135>and <00:14:51.415>security <00:14:51.694>is

362
00:14:52.025 --> 00:14:53.445
<00:14:52.025>always <00:14:52.344>in <00:14:52.664>build <00:14:52.983>by <00:14:53.303>design.

363
00:14:53.465 --> 00:14:54.925
<00:14:53.465>So <00:14:53.652>it <00:14:53.840>needs <00:14:54.028>to <00:14:54.215>be <00:14:54.403>governed, <00:14:54.591>it <00:14:54.779>needs

364
00:14:54.925 --> 00:14:56.245
<00:14:54.925>to <00:14:55.320>be <00:14:55.717>security <00:14:56.113>compliant.

365
00:14:57.405 --> 00:15:00.065
<00:14:57.405>The <00:14:57.545>phase <00:14:57.685>two <00:14:57.824>is <00:14:57.964>more <00:14:58.105>about <00:14:58.245>the <00:14:58.385>use <00:14:58.525>case <00:14:58.665>development <00:14:58.805>on

366
00:15:00.065 --> 00:15:01.145
<00:15:00.065>this, <00:15:00.389>on <00:15:00.713>this <00:15:01.037>workbench.

367
00:15:01.565 --> 00:15:04.185
<00:15:01.565>So <00:15:01.720>we <00:15:01.876>picked <00:15:02.031>some <00:15:02.187>of <00:15:02.342>the <00:15:02.498>high <00:15:02.653>value <00:15:02.809>use <00:15:02.965>cases,

368
00:15:04.185 --> 00:15:05.185
<00:15:04.185>which <00:15:04.364>I <00:15:04.545>talked <00:15:04.724>in <00:15:04.905>the <00:15:05.084>beginning.

369
00:15:05.245 --> 00:15:06.825
<00:15:05.245>So <00:15:05.525>we, <00:15:05.805>from <00:15:06.085>the <00:15:06.365>business <00:15:06.645>workshops,

370
00:15:06.825 --> 00:15:08.905
<00:15:06.825>we <00:15:07.058>collected <00:15:07.291>many <00:15:07.525>high <00:15:07.758>value <00:15:07.991>use <00:15:08.225>cases

371
00:15:09.565 --> 00:15:12.185
<00:15:09.565>and <00:15:09.705>we <00:15:09.845>selected <00:15:09.985>some <00:15:10.125>of <00:15:10.265>the <00:15:10.405>use <00:15:10.545>cases <00:15:10.685>to <00:15:10.825>be <00:15:10.965>part

372
00:15:12.185 --> 00:15:15.705
<00:15:12.185>of <00:15:12.324>this <00:15:12.464>workbench <00:15:12.604>and <00:15:12.744>to <00:15:12.885>implement <00:15:13.025>to <00:15:13.165>show <00:15:13.305>the <00:15:13.444>first <00:15:13.584>wins.

373
00:15:16.085 --> 00:15:17.385
<00:15:16.085>So <00:15:16.377>that's <00:15:16.670>our <00:15:16.962>second <00:15:17.255>phase.

374
00:15:17.765 --> 00:15:19.065
<00:15:17.765>And <00:15:18.155>then <00:15:18.545>data <00:15:18.935>management,

375
00:15:19.165 --> 00:15:21.705
<00:15:19.165>as <00:15:19.320>I <00:15:19.476>talk <00:15:19.631>a <00:15:19.787>lot <00:15:19.942>about <00:15:20.098>data <00:15:20.253>management, <00:15:20.409>data <00:15:20.564>foundation,

376
00:15:21.705 --> 00:15:22.905
<00:15:21.705>data <00:15:21.975>governance, <00:15:22.245>part <00:15:22.515>of <00:15:22.785>it

377
00:15:23.005 --> 00:15:25.465
<00:15:23.005>that's <00:15:23.205>already <00:15:23.405>embedded <00:15:23.605>into <00:15:23.805>data <00:15:24.005>workbench <00:15:24.205>you <00:15:24.405>get.

378
00:15:25.885 --> 00:15:28.425
<00:15:25.885>So <00:15:26.060>we <00:15:26.235>created <00:15:26.410>a <00:15:26.585>concept <00:15:26.760>called <00:15:26.935>data <00:15:27.110>as <00:15:27.285>code.

379
00:15:28.805 --> 00:15:30.345
<00:15:28.805>So <00:15:29.082>with <00:15:29.359>data <00:15:29.636>as <00:15:29.913>code <00:15:30.191>concept,

380
00:15:30.645 --> 00:15:33.065
<00:15:30.645>we <00:15:30.819>are <00:15:30.995>actually <00:15:31.170>managing <00:15:31.345>data <00:15:31.520>quality <00:15:31.694>on <00:15:31.870>the <00:15:32.045>fly.

381
00:15:33.365 --> 00:15:35.945
<00:15:33.365>So <00:15:33.540>all <00:15:33.715>the <00:15:33.890>constraints <00:15:34.065>are <00:15:34.240>put <00:15:34.415>into <00:15:34.590>Python <00:15:34.765>libraries.

382
00:15:36.075 --> 00:15:37.985
<00:15:36.075>These <00:15:36.355>python <00:15:36.635>libraries <00:15:36.915>can <00:15:37.195>be <00:15:37.475>inherited

383
00:15:38.365 --> 00:15:40.505
<00:15:38.365>and <00:15:38.645>utilized <00:15:38.925>by <00:15:39.205>the <00:15:39.485>data <00:15:39.765>scientist

384
00:15:40.925 --> 00:15:44.225
<00:15:40.925>to <00:15:41.064>really <00:15:41.204>have <00:15:41.344>a <00:15:41.484>data <00:15:41.625>quality <00:15:41.765>in <00:15:41.905>their <00:15:42.045>data <00:15:42.185>frames <00:15:42.324>itself

385
00:15:44.585 --> 00:15:47.185
<00:15:44.585>embedded <00:15:44.785>in <00:15:44.985>their, <00:15:45.185>uh, <00:15:45.385>in <00:15:45.585>their <00:15:45.785>pipeline <00:15:45.985>itself.

386
00:15:47.565 --> 00:15:49.825
<00:15:47.565>So <00:15:47.740>that's <00:15:47.915>where <00:15:48.090>the <00:15:48.265>data <00:15:48.440>management <00:15:48.615>data <00:15:48.790>quality <00:15:48.965>works

387
00:15:50.065 --> 00:15:51.865
<00:15:50.065>together <00:15:50.345>with <00:15:50.625>AI <00:15:50.905>in <00:15:51.185>the <00:15:51.465>end.

388
00:15:51.865 --> 00:15:53.305
<00:15:51.865>Phase <00:15:52.081>two <00:15:52.297>is <00:15:52.513>also <00:15:52.728>about <00:15:52.944>then <00:15:53.161>model

389
00:15:53.305 --> 00:15:54.785
<00:15:53.305>development <00:15:53.971>and <00:15:54.637>experimentation.

390
00:15:55.475 --> 00:15:57.585
<00:15:55.475>Going <00:15:55.708>into <00:15:55.941>phase <00:15:56.175>three <00:15:56.408>is, <00:15:56.641>uh, <00:15:56.875>uh,

391
00:15:57.585 --> 00:15:59.025
<00:15:57.585>then <00:15:57.909>we <00:15:58.233>harden <00:15:58.557>the <00:15:58.881>system.

392
00:15:59.235 --> 00:16:00.545
<00:15:59.235>Governance <00:15:59.529>is <00:15:59.824>part <00:16:00.119>of <00:16:00.414>it.

393
00:16:01.125 --> 00:16:02.745
<00:16:01.125>That's, <00:16:01.405>that's <00:16:01.685>how <00:16:01.965>we <00:16:02.245>develop <00:16:02.525>data

394
00:16:02.745 --> 00:16:05.345
<00:16:02.745>and <00:16:03.025>AI <00:16:03.305>workbench, <00:16:03.585>then <00:16:03.865>gen <00:16:04.145>A

395
00:16:05.665 --> 00:16:06.905
<00:16:05.665>platform, <00:16:05.944>everyone <00:16:06.223>talks <00:16:06.502>about <00:16:06.781>this.

396
00:16:06.905 --> 00:16:11.625
<00:16:06.905>The <00:16:07.045>first <00:16:07.185>about <00:16:07.324>is, <00:16:07.464>um, <00:16:07.605>again, <00:16:07.745>the <00:16:07.885>phase <00:16:08.025>two <00:16:08.165>phase <00:16:08.305>approach.

397
00:16:11.725 --> 00:16:13.705
<00:16:11.725>The <00:16:11.925>first <00:16:12.125>phase <00:16:12.325>is <00:16:12.525>foundation <00:16:12.725>and <00:16:12.925>early <00:16:13.125>discovery.

398
00:16:14.585 --> 00:16:18.725
<00:16:14.585>The <00:16:14.785>foundation <00:16:14.985>is <00:16:15.185>really, <00:16:15.385>when <00:16:15.585>I <00:16:15.785>say <00:16:15.985>foundation,

399
00:16:18.725 --> 00:16:21.085
<00:16:18.725>foundation <00:16:19.005>is <00:16:19.285>what <00:16:19.565>exactly <00:16:19.845>our <00:16:20.125>requirements,

400
00:16:21.195 --> 00:16:24.805
<00:16:21.195>what <00:16:21.335>exactly <00:16:21.475>our <00:16:21.615>use <00:16:21.755>case <00:16:21.895>is, <00:16:22.035>what <00:16:22.175>is, <00:16:22.315>what <00:16:22.455>is, <00:16:22.595>uh,

401
00:16:24.855 --> 00:16:27.685
<00:16:24.855>which <00:16:25.010>model <00:16:25.166>fits <00:16:25.321>most <00:16:25.477>of <00:16:25.632>those <00:16:25.788>use <00:16:25.943>cases, <00:16:26.099>what <00:16:26.255>kind

402
00:16:27.685 --> 00:16:30.525
<00:16:27.685>of <00:16:27.824>blueprints <00:16:27.964>on <00:16:28.104>the <00:16:28.244>projects <00:16:28.385>we <00:16:28.525>have, <00:16:28.665>what <00:16:28.805>kind <00:16:28.944>of <00:16:29.084>sample,

403
00:16:30.825 --> 00:16:32.445
<00:16:30.825>how <00:16:31.058>it <00:16:31.291>works <00:16:31.525>with <00:16:31.758>the <00:16:31.991>sample <00:16:32.225>workbench.

404
00:16:32.545 --> 00:16:33.885
<00:16:32.545>That's <00:16:32.947>called <00:16:33.348>discovery <00:16:33.751>phase.

405
00:16:34.195 --> 00:16:36.365
<00:16:34.195>It's <00:16:34.428>also <00:16:34.661>called <00:16:34.895>text <00:16:35.128>clouting <00:16:35.361>and <00:16:35.595>standardization.

406
00:16:36.625 --> 00:16:38.365
<00:16:36.625>So <00:16:36.858>we <00:16:37.091>have <00:16:37.325>standardized <00:16:37.558>our <00:16:37.791>processes <00:16:38.025>on

407
00:16:38.365 --> 00:16:41.005
<00:16:38.365>how <00:16:38.505>we <00:16:38.645>do <00:16:38.785>the <00:16:38.925>text <00:16:39.065>scouting <00:16:39.205>in <00:16:39.345>a <00:16:39.485>phase <00:16:39.625>one <00:16:39.765>itself.

408
00:16:41.555 --> 00:16:44.245
<00:16:41.555>Then <00:16:41.729>the <00:16:41.905>phase <00:16:42.079>two <00:16:42.255>is <00:16:42.430>more <00:16:42.604>about <00:16:42.780>self-service <00:16:42.954>deployment.

409
00:16:44.555 --> 00:16:46.085
<00:16:44.555>User <00:16:44.899>can <00:16:45.243>deploy <00:16:45.587>it <00:16:45.932>themself.

410
00:16:46.355 --> 00:16:49.925
<00:16:46.355>User <00:16:46.495>can <00:16:46.635>deploy <00:16:46.775>all <00:16:46.915>of <00:16:47.055>the <00:16:47.195>code, <00:16:47.335>all <00:16:47.475>of <00:16:47.615>the, <00:16:47.755>all

411
00:16:49.925 --> 00:16:52.645
<00:16:49.925>of <00:16:50.099>the <00:16:50.275>models <00:16:50.449>themself <00:16:50.625>and <00:16:50.800>do <00:16:50.974>the <00:16:51.150>advanced <00:16:51.324>benchmarking.

412
00:16:53.035 --> 00:16:54.325
<00:16:53.035>They <00:16:53.422>can <00:16:53.809>have <00:16:54.196>observability

413
00:16:54.325 --> 00:16:56.805
<00:16:54.325>and <00:16:54.525>monitoring, <00:16:54.725>monitoring <00:16:54.925>stack <00:16:55.125>to <00:16:55.325>observe <00:16:55.525>their <00:16:55.725>models.

414
00:16:57.345 --> 00:17:01.125
<00:16:57.345>And <00:16:57.520>then <00:16:57.695>discovery <00:16:57.870>2.0 <00:16:58.045>is <00:16:58.220>more <00:16:58.395>hypothesis <00:16:58.570>driven <00:16:58.745>discovery.

415
00:17:01.715 --> 00:17:04.565
<00:17:01.715>When <00:17:01.915>I <00:17:02.115>say <00:17:02.315>hypothesis <00:17:02.515>driven <00:17:02.715>discovery <00:17:02.915>means, <00:17:03.115>um,

416
00:17:05.055 --> 00:17:06.605
<00:17:05.055>there <00:17:05.229>is <00:17:05.403>a <00:17:05.578>model <00:17:05.752>which <00:17:05.926>is <00:17:06.101>really <00:17:06.275>very <00:17:06.450>good,

417
00:17:06.605 --> 00:17:08.485
<00:17:06.605>but <00:17:06.805>what <00:17:07.005>is <00:17:07.204>the <00:17:07.405>hypothesis <00:17:07.605>whether <00:17:07.805>it <00:17:08.005>runs

418
00:17:08.555 --> 00:17:09.925
<00:17:08.555>with <00:17:08.801>our <00:17:09.048>use <00:17:09.294>case <00:17:09.541>or <00:17:09.788>not.

419
00:17:10.305 --> 00:17:11.765
<00:17:10.305>That's <00:17:10.567>the <00:17:10.830>concept <00:17:11.093>we <00:17:11.356>have <00:17:11.619>developed.

420
00:17:11.765 --> 00:17:14.845
<00:17:11.765>It's <00:17:11.965>called <00:17:12.165>hypothesis <00:17:12.365>driven <00:17:12.565>innovation, <00:17:12.765>where <00:17:12.965>we <00:17:13.165>have

421
00:17:14.845 --> 00:17:16.485
<00:17:14.845>to <00:17:15.194>back <00:17:15.545>the <00:17:15.895>model <00:17:16.245>benchmark

422
00:17:16.505 --> 00:17:19.165
<00:17:16.505>and <00:17:16.738>model <00:17:16.971>standardization <00:17:17.205>with <00:17:17.438>the <00:17:17.671>proper <00:17:17.905>hypothesis

423
00:17:19.165 --> 00:17:22.645
<00:17:19.165>with <00:17:19.305>the, <00:17:19.444>uh, <00:17:19.585>KPIs <00:17:19.724>and <00:17:19.865>the <00:17:20.004>impact <00:17:20.145>for <00:17:20.284>the <00:17:20.425>use <00:17:20.565>case.

424
00:17:23.025 --> 00:17:25.805
<00:17:23.025>That's <00:17:23.200>also <00:17:23.375>backed <00:17:23.550>by <00:17:23.725>our <00:17:23.900>li <00:17:24.075>Live <00:17:24.250>experimentation <00:17:24.425>hub.

425
00:17:26.685 --> 00:17:28.665
<00:17:26.685>In <00:17:26.885>the <00:17:27.085>end, <00:17:27.284>we <00:17:27.484>just <00:17:27.685>do <00:17:27.885>not <00:17:28.085>want

426
00:17:28.685 --> 00:17:31.985
<00:17:28.685>to <00:17:28.801>provide <00:17:28.918>a <00:17:29.034>Gen <00:17:29.151>I <00:17:29.268>platform <00:17:29.385>just <00:17:29.501>for <00:17:29.618>the <00:17:29.735>sake <00:17:29.851>of <00:17:29.968>tech <00:17:30.085>stack.

427
00:17:32.405 --> 00:17:35.425
<00:17:32.405>We <00:17:32.545>see <00:17:32.685>this <00:17:32.825>GI <00:17:32.965>platform <00:17:33.105>as <00:17:33.245>a, <00:17:33.385>as <00:17:33.524>a <00:17:33.665>convergence <00:17:33.805>layer

428
00:17:35.795 --> 00:17:38.265
<00:17:35.795>where <00:17:36.145>all <00:17:36.495>the <00:17:36.845>endpoints <00:17:37.195>converge.

429
00:17:38.925 --> 00:17:40.985
<00:17:38.925>So <00:17:39.125>these <00:17:39.325>endpoints, <00:17:39.524>when <00:17:39.725>I <00:17:39.925>say <00:17:40.125>the <00:17:40.325>endpoints,

430
00:17:40.985 --> 00:17:45.265
<00:17:40.985>these <00:17:41.159>endpoints <00:17:41.334>converge <00:17:41.510>into <00:17:41.685>one <00:17:41.860>platform <00:17:42.034>where <00:17:42.209>users <00:17:42.385>can,

431
00:17:45.525 --> 00:17:49.205
<00:17:45.525>can, <00:17:45.758>can, <00:17:45.991>uh, <00:17:46.225>extend <00:17:46.458>this <00:17:46.691>API <00:17:46.925>layer

432
00:17:49.465 --> 00:17:51.005
<00:17:49.465>and <00:17:49.742>to <00:17:50.019>build <00:17:50.296>their <00:17:50.573>own <00:17:50.851>products.

433
00:17:51.305 --> 00:17:54.365
<00:17:51.305>So <00:17:51.432>if <00:17:51.559>you <00:17:51.686>see <00:17:51.814>in <00:17:51.941>the <00:17:52.068>bottom, <00:17:52.195>uh, <00:17:52.323>we <00:17:52.450>have <00:17:52.577>platform <00:17:52.705>offerings.

434
00:17:55.585 --> 00:17:56.585
So

435
00:17:57.335 --> 00:17:58.335
<00:17:57.335>I <00:17:57.635>hope <00:17:57.935>this <00:17:58.235>works.

436
00:17:58.755 --> 00:18:00.175
<00:17:58.755>So <00:17:59.010>we <00:17:59.266>have <00:17:59.521>this <00:17:59.777>platform <00:18:00.033>offering.

437
00:18:00.195 --> 00:18:01.335
<00:18:00.195>So <00:18:00.400>this <00:18:00.605>is <00:18:00.810>the <00:18:01.015>central <00:18:01.221>piece

438
00:18:01.335 --> 00:18:03.575
<00:18:01.335>of <00:18:01.535>platforms <00:18:01.735>which <00:18:01.935>start <00:18:02.135>with <00:18:02.335>the <00:18:02.535>model <00:18:02.735>hosting.

439
00:18:03.955 --> 00:18:06.695
<00:18:03.955>So <00:18:04.129>it, <00:18:04.304>it <00:18:04.480>supports <00:18:04.655>several <00:18:04.830>diverse <00:18:05.004>model <00:18:05.179>in <00:18:05.355>a

440
00:18:06.695 --> 00:18:07.775
<00:18:06.695>compliance <00:18:07.667>manner.

441
00:18:08.555 --> 00:18:12.215
<00:18:08.555>And <00:18:08.730>after <00:18:08.905>that, <00:18:09.080>we <00:18:09.255>also <00:18:09.430>wanted <00:18:09.605>to <00:18:09.780>serve <00:18:09.955>components

442
00:18:12.275 --> 00:18:13.815
<00:18:12.275>for <00:18:12.737>integration <00:18:13.199>via <00:18:13.661>MCP.

443
00:18:13.835 --> 00:18:15.535
<00:18:13.835>We <00:18:14.301>are <00:18:14.768>embarrassing <00:18:15.235>MMCP

444
00:18:15.535 --> 00:18:18.295
<00:18:15.535>and <00:18:15.768>A <00:18:16.001>two <00:18:16.235>A <00:18:16.468>protocols <00:18:16.701>in <00:18:16.935>order

445
00:18:18.355 --> 00:18:21.895
<00:18:18.355>to <00:18:18.555>provide <00:18:18.755>legacy <00:18:18.955>application <00:18:19.155>connection <00:18:19.355>towards <00:18:19.555>our <00:18:19.755>GPT

446
00:18:22.095 --> 00:18:23.535
<00:18:22.095>platform <00:18:22.419>and <00:18:22.743>our <00:18:23.067>GPT <00:18:23.391>applications.

447
00:18:23.565 --> 00:18:27.805
<00:18:23.565>Then <00:18:23.720>these <00:18:23.876>connectors <00:18:24.031>are <00:18:24.187>very <00:18:24.342>important <00:18:24.498>where <00:18:24.653>we <00:18:24.809>have <00:18:24.965>our,

448
00:18:27.945 --> 00:18:29.765
<00:18:27.945>my <00:18:28.178>HR <00:18:28.411>system, <00:18:28.645>every <00:18:28.878>company <00:18:29.111>has <00:18:29.345>it,

449
00:18:29.775 --> 00:18:31.765
<00:18:29.775>their <00:18:30.055>own <00:18:30.335>local <00:18:30.615>legacy <00:18:30.895>SAP <00:18:31.175>systems.

450
00:18:31.865 --> 00:18:35.045
<00:18:31.865>We <00:18:32.020>are <00:18:32.176>providing <00:18:32.331>connections <00:18:32.487>via <00:18:32.642>platform <00:18:32.798>to <00:18:32.953>this, <00:18:33.109>this, <00:18:33.265>uh,

451
00:18:35.275 --> 00:18:36.325
<00:18:35.275>this <00:18:35.747>legacy <00:18:36.220>systems.

452
00:18:36.915 --> 00:18:39.885
<00:18:36.915>Then <00:18:37.090>we <00:18:37.264>have <00:18:37.440>blueprints, <00:18:37.615>which <00:18:37.790>is <00:18:37.965>called <00:18:38.139>agent <00:18:38.315>rag

453
00:18:39.885 --> 00:18:42.165
<00:18:39.885>or <00:18:40.118>rag <00:18:40.351>Prompt, <00:18:40.585>library <00:18:40.818>and <00:18:41.051>assisted <00:18:41.285>coding.

454
00:18:42.385 --> 00:18:45.605
<00:18:42.385>So <00:18:42.540>these <00:18:42.696>are <00:18:42.851>the <00:18:43.007>blueprint <00:18:43.162>practices <00:18:43.318>a <00:18:43.473>project <00:18:43.629>can <00:18:43.785>utilize

455
00:18:45.985 --> 00:18:50.045
<00:18:45.985>to, <00:18:46.112>to, <00:18:46.239>to <00:18:46.366>support <00:18:46.494>projects <00:18:46.621>in <00:18:46.748>terms <00:18:46.875>of <00:18:47.003>their <00:18:47.130>POCs, <00:18:47.257>in <00:18:47.385>terms

456
00:18:50.045 --> 00:18:52.165
<00:18:50.045>of <00:18:50.325>their, <00:18:50.605>uh, <00:18:50.885>their <00:18:51.165>speed <00:18:51.445>boat.

457
00:18:52.385 --> 00:18:55.205
<00:18:52.385>And <00:18:52.540>then, <00:18:52.696>as <00:18:52.851>I <00:18:53.007>said, <00:18:53.162>observability <00:18:53.318>and <00:18:53.473>agent. <00:18:53.629>Agent <00:18:53.785>kit.

458
00:18:55.215 --> 00:18:58.085
<00:18:55.215>Agent <00:18:55.370>kit <00:18:55.526>is <00:18:55.681>something <00:18:55.837>which <00:18:55.992>we <00:18:56.148>have <00:18:56.303>created <00:18:56.459>proprietary <00:18:56.615>at

459
00:18:58.265 --> 00:18:59.525
<00:18:58.265>Eon <00:18:58.548>in <00:18:58.832>in <00:18:59.115>our <00:18:59.399>teams.

460
00:18:59.915 --> 00:19:03.285
<00:18:59.915>This <00:19:00.070>agent <00:19:00.226>kit <00:19:00.381>supports <00:19:00.537>rail <00:19:00.692>wrapping <00:19:00.848>up <00:19:01.003>your <00:19:01.159>MCP <00:19:01.315>servers

461
00:19:03.285 --> 00:19:04.645
<00:19:03.285>and <00:19:03.529>your <00:19:03.774>A <00:19:04.019>two <00:19:04.264>A <00:19:04.509>protocols.

462
00:19:04.645 --> 00:19:07.045
<00:19:04.645>It <00:19:04.820>gives <00:19:04.995>you <00:19:05.170>a <00:19:05.345>kickstart <00:19:05.520>to <00:19:05.695>your <00:19:05.870>agent <00:19:06.045>word.

463
00:19:07.145 --> 00:19:10.565
<00:19:07.145>It <00:19:07.272>is <00:19:07.399>not <00:19:07.526>an <00:19:07.654>agent. <00:19:07.781>It <00:19:07.908>is, <00:19:08.035>it <00:19:08.163>is <00:19:08.290>your <00:19:08.417>tool <00:19:08.545>stack.

464
00:19:10.585 --> 00:19:12.365
<00:19:10.585>It <00:19:10.785>is <00:19:10.985>your <00:19:11.185>agent <00:19:11.385>kit. <00:19:11.585>Whatever <00:19:11.785>you <00:19:11.985>need

465
00:19:12.385 --> 00:19:14.205
<00:19:12.385>for <00:19:12.560>your <00:19:12.735>agent <00:19:12.910>is <00:19:13.085>part <00:19:13.260>of <00:19:13.435>your <00:19:13.610>agent <00:19:13.785>kit.

466
00:19:14.235 --> 00:19:17.085
<00:19:14.235>It's <00:19:14.435>a <00:19:14.635>pure <00:19:14.834>code <00:19:15.034>which <00:19:15.235>wraps <00:19:15.435>MCP <00:19:15.635>servers,

467
00:19:17.085 --> 00:19:20.925
<00:19:17.085>which <00:19:17.212>wraps <00:19:17.339>A <00:19:17.466>two <00:19:17.594>A <00:19:17.721>and <00:19:17.848>which <00:19:17.975>provides <00:19:18.103>on <00:19:18.230>top <00:19:18.357>the <00:19:18.485>products,

468
00:19:20.925 --> 00:19:24.445
<00:19:20.925>which <00:19:21.065>is <00:19:21.205>called <00:19:21.345>Eon <00:19:21.485>GPTs, <00:19:21.625>one <00:19:21.764>of <00:19:21.905>our <00:19:22.044>flagship <00:19:22.185>product, <00:19:22.325>uh,

469
00:19:25.135 --> 00:19:27.565
<00:19:25.135>which <00:19:25.368>is <00:19:25.601>extending <00:19:25.835>now <00:19:26.068>this <00:19:26.301>platform <00:19:26.535>offerings.

470
00:19:27.985 --> 00:19:31.005
<00:19:27.985>And <00:19:28.125>we <00:19:28.264>wanted <00:19:28.405>to <00:19:28.544>offer <00:19:28.685>low <00:19:28.824>no-code <00:19:28.965>agent <00:19:29.104>building <00:19:29.245>up <00:19:29.385>a

471
00:19:31.005 --> 00:19:34.005
<00:19:31.005>no-code <00:19:31.238>agents <00:19:31.471>to <00:19:31.705>custom <00:19:31.938>solutions <00:19:32.171>based <00:19:32.405>agents.

472
00:19:35.745 --> 00:19:37.075
<00:19:35.745>Then <00:19:35.984>what <00:19:36.223>we <00:19:36.463>wanted <00:19:36.702>to <00:19:36.942>serve.

473
00:19:37.095 --> 00:19:38.955
<00:19:37.095>So <00:19:37.328>we <00:19:37.561>wanted <00:19:37.795>to <00:19:38.028>serve <00:19:38.261>each <00:19:38.495>complexity

474
00:19:39.095 --> 00:19:42.955
<00:19:39.095>and <00:19:39.250>each <00:19:39.406>customization <00:19:39.561>level <00:19:39.717>from <00:19:39.872>no <00:19:40.028>code <00:19:40.183>to <00:19:40.339>pro <00:19:40.495>code.

475
00:19:43.295 --> 00:19:46.155
<00:19:43.295>So, <00:19:43.470>and <00:19:43.645>fit <00:19:43.820>for <00:19:43.995>all <00:19:44.170>the <00:19:44.345>use <00:19:44.520>cases, <00:19:44.695>starting

476
00:19:46.265 --> 00:19:50.315
<00:19:46.265>with <00:19:46.392>all <00:19:46.519>the <00:19:46.646>users <00:19:46.774>wants <00:19:46.901>to <00:19:47.028>chat, <00:19:47.155>chat <00:19:47.283>like <00:19:47.410>a <00:19:47.537>chat <00:19:47.665>GPT.

477
00:19:50.315 --> 00:19:53.555
<00:19:50.315>That's <00:19:50.455>where <00:19:50.595>our <00:19:50.735>EGPT <00:19:50.875>is. <00:19:51.015>It <00:19:51.155>is <00:19:51.295>secure, <00:19:51.435>it <00:19:51.575>is <00:19:51.715>compliant.

478
00:19:53.555 --> 00:19:55.315
<00:19:53.555>It <00:19:53.755>chat <00:19:53.955>directly <00:19:54.155>with <00:19:54.355>your <00:19:54.555>documentation <00:19:54.755>and <00:19:54.955>data

479
00:19:55.315 --> 00:19:57.635
<00:19:55.315>and <00:19:55.515>ready <00:19:55.715>to <00:19:55.915>use <00:19:56.115>for <00:19:56.315>the <00:19:56.515>AI <00:19:56.715>agents.

480
00:19:57.855 --> 00:19:59.555
<00:19:57.855>We <00:19:58.205>wanted <00:19:58.555>to <00:19:58.905>enable <00:19:59.255>EGPT

481
00:19:59.555 --> 00:20:02.115
<00:19:59.555>or <00:19:59.755>GPT, <00:19:59.955>which <00:20:00.155>is <00:20:00.355>ready <00:20:00.555>for <00:20:00.755>AI <00:20:00.955>agents.

482
00:20:02.455 --> 00:20:03.915
<00:20:02.455>We <00:20:02.717>wanted <00:20:02.980>to <00:20:03.243>minimize <00:20:03.506>the <00:20:03.769>setup

483
00:20:03.935 --> 00:20:05.515
<00:20:03.935>and <00:20:04.401>limited, <00:20:04.868>limited <00:20:05.335>customization.

484
00:20:06.045 --> 00:20:08.635
<00:20:06.045>There <00:20:06.200>are <00:20:06.356>pro <00:20:06.511>developer <00:20:06.667>in <00:20:06.822>our <00:20:06.978>companies <00:20:07.133>who <00:20:07.289>wanted <00:20:07.445>to,

485
00:20:08.895 --> 00:20:12.235
<00:20:08.895>to <00:20:09.035>use <00:20:09.175>this <00:20:09.315>AI <00:20:09.455>agent <00:20:09.595>into <00:20:09.735>their <00:20:09.875>legacy <00:20:10.014>application <00:20:10.155>via <00:20:10.295>cps.

486
00:20:12.575 --> 00:20:13.795
<00:20:12.575>That's <00:20:13.124>where, <00:20:13.673>that's

487
00:20:13.795 --> 00:20:16.235
<00:20:13.795>where <00:20:13.995>our <00:20:14.195>platform <00:20:14.395>supports <00:20:14.595>citizen <00:20:14.795>developers <00:20:14.995>as <00:20:15.195>well,

488
00:20:16.565 --> 00:20:18.875
<00:20:16.565>where <00:20:16.845>the <00:20:17.125>design <00:20:17.405>custom <00:20:17.685>workflows, <00:20:17.965>drag

489
00:20:18.875 --> 00:20:21.955
<00:20:18.875>and <00:20:19.075>drop <00:20:19.275>reusable <00:20:19.475>components <00:20:19.675>and <00:20:19.875>build <00:20:20.075>tailor <00:20:20.275>solution.

490
00:20:22.385 --> 00:20:25.515
<00:20:22.385>Then <00:20:22.525>there <00:20:22.665>are <00:20:22.805>pro <00:20:22.945>codes <00:20:23.085>who <00:20:23.225>are, <00:20:23.365>who <00:20:23.504>are <00:20:23.645>the <00:20:23.785>professionals

491
00:20:25.775 --> 00:20:28.275
<00:20:25.775>who <00:20:25.915>just <00:20:26.055>do <00:20:26.195>not <00:20:26.335>want <00:20:26.475>you <00:20:26.615>to <00:20:26.755>just <00:20:26.895>integrate <00:20:27.035>the <00:20:27.175>APIs.

492
00:20:28.275 --> 00:20:29.595
<00:20:28.275>They <00:20:28.444>want <00:20:28.614>you <00:20:28.784>to <00:20:28.953>modify, <00:20:29.123>they <00:20:29.293>want <00:20:29.463>you

493
00:20:29.595 --> 00:20:30.675
<00:20:29.595>to, <00:20:29.838>to <00:20:30.081>work <00:20:30.324>with <00:20:30.567>this.

494
00:20:30.675 --> 00:20:32.315
<00:20:30.675>That's <00:20:30.908>where <00:20:31.141>our <00:20:31.375>agent <00:20:31.608>kit <00:20:31.841>comes <00:20:32.075>up.

495
00:20:32.495 --> 00:20:34.555
<00:20:32.495>And <00:20:32.695>agent <00:20:32.895>kit <00:20:33.094>is <00:20:33.294>really <00:20:33.495>over <00:20:33.695>code <00:20:33.895>integration

496
00:20:34.555 --> 00:20:37.715
<00:20:34.555>where <00:20:34.695>people <00:20:34.835>can <00:20:34.975>work <00:20:35.115>with <00:20:35.255>the <00:20:35.395>code <00:20:35.535>and <00:20:35.675>do <00:20:35.815>these <00:20:35.955>things.

497
00:20:38.135 --> 00:20:39.995
<00:20:38.135>So <00:20:38.368>that's, <00:20:38.601>that's <00:20:38.835>where <00:20:39.068>the <00:20:39.301>beauty <00:20:39.535>is.

498
00:20:40.055 --> 00:20:42.675
<00:20:40.055>That's <00:20:40.255>where, <00:20:40.455>uh, <00:20:40.655>it's <00:20:40.855>all <00:20:41.055>about <00:20:41.255>gen <00:20:41.455>ai.

499
00:20:42.705 --> 00:20:44.995
<00:20:42.705>It's <00:20:42.905>all <00:20:43.105>about <00:20:43.304>AI <00:20:43.504>and <00:20:43.705>providing <00:20:43.905>the <00:20:44.105>components,

500
00:20:45.205 --> 00:20:47.885
<00:20:45.205>which <00:20:45.345>is <00:20:45.485>more <00:20:45.625>fitting <00:20:45.764>for <00:20:45.905>our <00:20:46.044>use <00:20:46.185>case <00:20:46.324>and <00:20:46.465>business <00:20:46.605>impacts.

501
00:20:48.725 --> 00:20:50.965
<00:20:48.725>I <00:20:48.880>think <00:20:49.036>that's <00:20:49.191>it. <00:20:49.347>My, <00:20:49.502>my, <00:20:49.658>that's <00:20:49.813>the <00:20:49.969>last <00:20:50.125>slide.

502
00:20:51.695 --> 00:20:54.955
<00:20:51.695>Uh, <00:20:51.850>I <00:20:52.006>reserve <00:20:52.161>last <00:20:52.317>nine <00:20:52.472>minute <00:20:52.628>for <00:20:52.783>any <00:20:52.939>questions <00:20:53.095>maybe.

503
00:20:55.375 --> 00:20:58.475
<00:20:55.375>And <00:20:55.530>to <00:20:55.686>close, <00:20:55.841>Jenny <00:20:55.997>is <00:20:56.152>not <00:20:56.308>just <00:20:56.463>a <00:20:56.619>models, <00:20:56.775>uh,

504
00:20:58.505 --> 00:21:01.955
<00:20:58.505>it's <00:20:58.680>about <00:20:58.855>the <00:20:59.030>ecosystems <00:20:59.205>and <00:20:59.380>platform <00:20:59.555>that <00:20:59.730>empowers <00:20:59.905>all

505
00:21:02.255 --> 00:21:03.635
<00:21:02.255>and <00:21:02.669>governs <00:21:03.083>this <00:21:03.497>ecosystem

506
00:21:04.255 --> 00:21:07.075
<00:21:04.255>and <00:21:04.488>moving <00:21:04.721>behind, <00:21:04.955>moving <00:21:05.188>beyond <00:21:05.421>the <00:21:05.655>hype.

507
00:21:07.495 --> 00:21:10.755
<00:21:07.495>So <00:21:07.650>that's, <00:21:07.806>that's <00:21:07.961>our <00:21:08.117>responsibility <00:21:08.272>as <00:21:08.428>a <00:21:08.583>platform <00:21:08.739>team, <00:21:08.895>uh,

508
00:21:10.775 --> 00:21:13.435
<00:21:10.775>to <00:21:10.950>get <00:21:11.125>the <00:21:11.300>business <00:21:11.475>more <00:21:11.650>sustainable <00:21:11.825>value <00:21:12.000>from <00:21:12.175>ai.

509
00:21:13.855 --> 00:21:16.635
<00:21:13.855>And <00:21:14.030>I <00:21:14.205>thank <00:21:14.380>you <00:21:14.555>very <00:21:14.730>much <00:21:14.905>for, <00:21:15.080>for <00:21:15.255>listening

510
00:21:16.735 --> 00:21:18.995
<00:21:16.735>and <00:21:16.968>I <00:21:17.201>hope <00:21:17.435>we'll <00:21:17.668>have <00:21:17.901>some <00:21:18.135>questions.