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<00:00:14.445>of <00:00:14.725>our <00:00:15.005>audience, <00:00:15.285>uh, <00:00:15.565>our <00:00:15.845>community.

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<00:03:00.405>of <00:03:00.560>us <00:03:00.716>have <00:03:00.871>been <00:03:01.027>through <00:03:01.182>a <00:03:01.338>few <00:03:01.493>of <00:03:01.649>these <00:03:01.805>cycles

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<00:03:12.765>that <00:03:12.940>is <00:03:13.114>using <00:03:13.290>Stack <00:03:13.464>Overflow <00:03:13.640>for <00:03:13.815>the <00:03:13.989>first <00:03:14.165>time.

78
00:03:14.705 --> 00:03:15.765
<00:03:14.705>It <00:03:14.943>was <00:03:15.182>never <00:03:15.420>the <00:03:15.659>same

79
00:03:15.775 --> 00:03:18.205
<00:03:15.775>after <00:03:15.915>you <00:03:16.055>had <00:03:16.195>access <00:03:16.335>to <00:03:16.475>Stack <00:03:16.615>Olu <00:03:16.755>in <00:03:16.895>terms <00:03:17.035>of <00:03:17.175>coding.

80
00:03:18.545 --> 00:03:20.045
<00:03:18.545>You <00:03:18.713>never <00:03:18.882>had <00:03:19.051>to <00:03:19.220>go <00:03:19.388>back <00:03:19.557>to <00:03:19.726>your <00:03:19.895>textbook

81
00:03:20.045 --> 00:03:21.805
<00:03:20.045>or <00:03:20.185>pull <00:03:20.325>your <00:03:20.465>hair <00:03:20.605>out <00:03:20.745>at <00:03:20.885>two <00:03:21.025>o'clock <00:03:21.165>in <00:03:21.305>the <00:03:21.445>morning,

82
00:03:22.705 --> 00:03:25.245
<00:03:22.704>or <00:03:22.938>most <00:03:23.171>recently, <00:03:23.404>of <00:03:23.638>course, <00:03:23.871>the <00:03:24.105>advent

83
00:03:25.245 --> 00:03:27.165
<00:03:25.245>of <00:03:25.478>cloud <00:03:25.711>over <00:03:25.945>the <00:03:26.178>past <00:03:26.411>15 <00:03:26.645>years

84
00:03:27.165 --> 00:03:30.005
<00:03:27.165>or <00:03:27.304>so, <00:03:27.445>which <00:03:27.584>has <00:03:27.725>been <00:03:27.864>explosive <00:03:28.005>in <00:03:28.144>terms <00:03:28.285>of <00:03:28.424>the <00:03:28.565>ability

85
00:03:30.005 --> 00:03:31.205
<00:03:30.005>to <00:03:30.275>get <00:03:30.545>access <00:03:30.815>to <00:03:31.084>compute

86
00:03:31.265 --> 00:03:32.685
<00:03:31.265>and <00:03:31.477>to <00:03:31.691>be <00:03:31.904>able <00:03:32.117>to <00:03:32.329>actually <00:03:32.543>build

87
00:03:32.685 --> 00:03:34.045
<00:03:32.685>applications <00:03:33.093>in <00:03:33.501>lightning <00:03:33.909>speed.

88
00:03:34.545 --> 00:03:39.205
<00:03:34.545>And <00:03:34.700>most <00:03:34.856>recently, <00:03:35.011>the <00:03:35.167>chat <00:03:35.322>GPT <00:03:35.478>moment <00:03:35.633>of <00:03:35.789>November, <00:03:35.945>2022,

89
00:03:39.505 --> 00:03:41.485
<00:03:39.505>the <00:03:39.680>world <00:03:39.855>will <00:03:40.030>never <00:03:40.204>be <00:03:40.380>the <00:03:40.555>same <00:03:40.730>after <00:03:40.905>that

90
00:03:41.485 --> 00:03:44.005
<00:03:41.485>because <00:03:41.765>we're <00:03:42.045>on <00:03:42.325>this <00:03:42.605>journey <00:03:42.885>probably

91
00:03:44.005 --> 00:03:47.765
<00:03:44.005>for <00:03:44.112>at <00:03:44.220>least <00:03:44.328>a <00:03:44.435>decade <00:03:44.543>plus <00:03:44.651>that <00:03:44.758>is <00:03:44.866>going <00:03:44.974>to <00:03:45.081>be <00:03:45.189>very <00:03:45.297>much <00:03:45.405>all

92
00:03:47.765 --> 00:03:51.525
<00:03:47.765>around <00:03:47.920>AI <00:03:48.076>and <00:03:48.231>the <00:03:48.387>ability <00:03:48.542>for <00:03:48.698>us <00:03:48.853>to <00:03:49.009>harness <00:03:49.165>data

93
00:03:51.665 --> 00:03:53.925
<00:03:51.665>and <00:03:51.898>knowledge <00:03:52.131>in <00:03:52.364>a <00:03:52.598>very <00:03:52.831>productive <00:03:53.065>and,

94
00:03:53.945 --> 00:03:56.125
<00:03:53.945>and <00:03:54.100>really <00:03:54.256>sort <00:03:54.411>of <00:03:54.567>useful <00:03:54.722>way <00:03:54.878>in <00:03:55.033>our <00:03:55.189>day-to-Day <00:03:55.345>lives.

95
00:03:56.625 --> 00:04:00.485
<00:03:56.625>So <00:03:56.800>this <00:03:56.975>open <00:03:57.150>web <00:03:57.325>set <00:03:57.500>of <00:03:57.675>transformations, <00:03:57.850>you <00:03:58.025>know,

96
00:04:00.485 --> 00:04:02.125
<00:04:00.485>has <00:04:00.835>been <00:04:01.185>dramatic <00:04:01.535>and <00:04:01.885>fast

97
00:04:02.545 --> 00:04:04.885
<00:04:02.545>and <00:04:02.684>we <00:04:02.825>are <00:04:02.964>definitely <00:04:03.105>about <00:04:03.244>to <00:04:03.385>enter <00:04:03.524>this <00:04:03.665>huge <00:04:03.804>super <00:04:03.945>cycle.

98
00:04:07.475 --> 00:04:12.375
<00:04:07.475>Alright, <00:04:07.674>so <00:04:07.875>in <00:04:08.075>2023 <00:04:08.275>last <00:04:08.475>year <00:04:08.674>was, <00:04:08.875>uh,

99
00:04:12.375 --> 00:04:14.055
<00:04:12.375>you <00:04:12.515>know, <00:04:12.655>the <00:04:12.795>year <00:04:12.935>before <00:04:13.075>was <00:04:13.215>a <00:04:13.355>huge <00:04:13.495>year <00:04:13.635>for <00:04:13.775>us

100
00:04:14.055 --> 00:04:15.615
<00:04:14.055>because <00:04:14.335>there <00:04:14.615>was <00:04:14.895>so <00:04:15.175>much <00:04:15.455>change

101
00:04:15.635 --> 00:04:17.575
<00:04:15.635>and <00:04:15.751>we <00:04:15.868>are <00:04:15.984>all <00:04:16.101>sort <00:04:16.218>of <00:04:16.334>trying <00:04:16.451>to <00:04:16.568>keep <00:04:16.685>up <00:04:16.801>with <00:04:16.918>the <00:04:17.034>change

102
00:04:18.115 --> 00:04:19.375
<00:04:18.115>and <00:04:18.398>on <00:04:18.682>Stack <00:04:18.965>Cold <00:04:19.249>Flow.

103
00:04:19.375 --> 00:04:22.135
<00:04:19.375>Last <00:04:19.550>year <00:04:19.725>it <00:04:19.899>was <00:04:20.075>about <00:04:20.250>15 <00:04:20.425>years, <00:04:20.600>our <00:04:20.774>anniversary.

104
00:04:22.635 --> 00:04:24.495
<00:04:22.635>And, <00:04:22.790>you <00:04:22.946>know, <00:04:23.101>we <00:04:23.257>have <00:04:23.412>got <00:04:23.568>a <00:04:23.723>lot <00:04:23.879>of <00:04:24.034>data

105
00:04:24.675 --> 00:04:26.095
<00:04:24.675>and <00:04:24.994>activity <00:04:25.314>on <00:04:25.633>our <00:04:25.953>platform

106
00:04:26.095 --> 00:04:28.135
<00:04:26.095>and <00:04:26.270>we <00:04:26.445>observe <00:04:26.620>a <00:04:26.795>lot <00:04:26.970>of <00:04:27.145>different <00:04:27.320>things, <00:04:27.495>right?

107
00:04:28.195 --> 00:04:32.335
<00:04:28.195>So <00:04:28.350>we <00:04:28.506>see <00:04:28.661>new <00:04:28.817>languages <00:04:28.972>showing <00:04:29.128>up, <00:04:29.283>people, <00:04:29.439>uh, <00:04:29.594>discovering

108
00:04:32.335 --> 00:04:34.255
<00:04:32.335>that <00:04:32.474>they <00:04:32.614>actually <00:04:32.755>find <00:04:32.895>this <00:04:33.034>to <00:04:33.174>be <00:04:33.315>a <00:04:33.455>lot <00:04:33.594>more <00:04:33.734>elegant

109
00:04:34.355 --> 00:04:37.975
<00:04:34.355>and <00:04:34.495>useful <00:04:34.635>and <00:04:34.775>faster, <00:04:34.915>uh, <00:04:35.055>making <00:04:35.195>up <00:04:35.335>for <00:04:35.475>let's <00:04:35.615>say, <00:04:35.755>uh,

110
00:04:37.975 --> 00:04:39.655
<00:04:37.975>insufficiencies <00:04:38.325>of <00:04:38.675>a <00:04:39.025>prior <00:04:39.375>version.

111
00:04:39.955 --> 00:04:42.815
<00:04:39.955>But <00:04:40.130>abstraction <00:04:40.305>as <00:04:40.479>a <00:04:40.655>concept <00:04:40.830>in <00:04:41.005>software <00:04:41.180>development <00:04:41.354>has

112
00:04:42.815 --> 00:04:44.255
<00:04:42.815>been <00:04:43.139>really <00:04:43.463>sort <00:04:43.787>of <00:04:44.111>accelerating.

113
00:04:44.475 --> 00:04:46.615
<00:04:44.475>And <00:04:44.650>we <00:04:44.825>see <00:04:45.000>this <00:04:45.175>very <00:04:45.350>much <00:04:45.525>on <00:04:45.700>our <00:04:45.875>platform.

114
00:04:46.875 --> 00:04:50.335
<00:04:46.875>If <00:04:47.002>you <00:04:47.129>look <00:04:47.256>back <00:04:47.384>to <00:04:47.511>when <00:04:47.638>the, <00:04:47.765>the <00:04:47.893>Cyprus <00:04:48.020>created <00:04:48.147>in <00:04:48.275>2008,

115
00:04:51.095 --> 00:04:52.975
<00:04:51.095>relative <00:04:51.328>to <00:04:51.561>where <00:04:51.795>we <00:04:52.028>are <00:04:52.261>today, <00:04:52.495>the,

116
00:04:52.975 --> 00:04:54.335
<00:04:52.975>there's <00:04:53.383>a <00:04:53.791>dramatic <00:04:54.198>shift

117
00:04:54.555 --> 00:04:56.735
<00:04:54.555>and <00:04:54.682>it's <00:04:54.809>all <00:04:54.936>about, <00:04:55.064>if <00:04:55.191>you, <00:04:55.318>if <00:04:55.445>I <00:04:55.573>were <00:04:55.700>to <00:04:55.827>summarize <00:04:55.955>it,

118
00:04:56.775 --> 00:04:57.935
<00:04:56.775>I <00:04:56.983>would <00:04:57.192>use <00:04:57.401>the <00:04:57.610>word <00:04:57.819>abstraction,

119
00:04:58.115 --> 00:04:59.415
<00:04:58.115>and <00:04:58.407>it's <00:04:58.700>been <00:04:58.992>becoming <00:04:59.285>easier

120
00:04:59.515 --> 00:05:01.375
<00:04:59.515>and <00:04:59.794>easier, <00:05:00.075>more <00:05:00.354>modular <00:05:00.635>over <00:05:00.914>time.

121
00:05:01.675 --> 00:05:04.935
<00:05:01.675>And <00:05:01.782>in <00:05:01.890>that <00:05:01.998>AI <00:05:02.105>era, <00:05:02.213>this <00:05:02.321>is <00:05:02.428>only <00:05:02.536>I <00:05:02.644>think, <00:05:02.751>going <00:05:02.859>to <00:05:02.967>be <00:05:03.075>sort

122
00:05:04.935 --> 00:05:07.375
<00:05:04.935>of <00:05:05.110>absolutely <00:05:05.285>exponential <00:05:05.460>in <00:05:05.635>terms <00:05:05.810>of <00:05:05.985>the <00:05:06.160>abstraction <00:05:06.335>level.

123
00:05:07.715 --> 00:05:10.615
<00:05:07.715>So <00:05:07.890>we <00:05:08.065>see <00:05:08.239>this <00:05:08.414>very <00:05:08.590>specifically <00:05:08.765>on <00:05:08.940>our <00:05:09.114>platform,

124
00:05:10.675 --> 00:05:12.335
<00:05:10.675>the <00:05:10.955>interest <00:05:11.235>level <00:05:11.515>on <00:05:11.795>certain <00:05:12.075>topics,

125
00:05:12.725 --> 00:05:14.655
<00:05:12.725>what <00:05:12.958>people <00:05:13.191>are <00:05:13.425>learning <00:05:13.658>about <00:05:13.891>today <00:05:14.125>versus

126
00:05:14.655 --> 00:05:16.255
<00:05:14.655>what <00:05:14.830>they <00:05:15.005>were <00:05:15.179>learning <00:05:15.354>about <00:05:15.530>even <00:05:15.705>a <00:05:15.880>year <00:05:16.054>ago.

127
00:05:16.435 --> 00:05:18.615
<00:05:16.435>And <00:05:16.575>that's, <00:05:16.715>it's <00:05:16.855>very <00:05:16.995>clear <00:05:17.135>that <00:05:17.275>that's <00:05:17.415>in <00:05:17.555>fact <00:05:17.695>the <00:05:17.835>case,

128
00:05:19.105 --> 00:05:22.455
<00:05:19.105>which <00:05:19.260>is <00:05:19.416>why <00:05:19.571>last <00:05:19.727>year <00:05:19.882>we <00:05:20.038>talked <00:05:20.193>about <00:05:20.349>our <00:05:20.505>vision

129
00:05:22.515 --> 00:05:23.735
<00:05:22.515>for <00:05:23.064>bringing <00:05:23.613>community

130
00:05:23.835 --> 00:05:27.175
<00:05:23.835>and <00:05:24.010>AI <00:05:24.185>together <00:05:24.359>on <00:05:24.534>Stack <00:05:24.710>Overflow <00:05:24.885>on <00:05:25.060>our <00:05:25.234>platform.

131
00:05:27.365 --> 00:05:29.535
<00:05:27.365>Because <00:05:27.715>the <00:05:28.065>role <00:05:28.415>of <00:05:28.765>humans,

132
00:05:29.975 --> 00:05:32.575
<00:05:29.975>I <00:05:30.208>think <00:05:30.441>cannot <00:05:30.675>be <00:05:30.908>underestimated <00:05:31.141>generally <00:05:31.375>speaking,

133
00:05:32.575 --> 00:05:36.735
<00:05:32.575>because <00:05:32.750>we <00:05:32.925>are <00:05:33.099>the <00:05:33.275>ones <00:05:33.450>that <00:05:33.625>ultimately <00:05:33.800>create <00:05:33.974>knowledge.

134
00:05:36.875 --> 00:05:38.415
<00:05:36.875>We <00:05:37.048>are <00:05:37.221>the <00:05:37.394>ones <00:05:37.568>that <00:05:37.741>engage <00:05:37.914>with <00:05:38.087>each <00:05:38.261>other

135
00:05:38.515 --> 00:05:40.095
<00:05:38.515>to <00:05:38.748>actually <00:05:38.981>make <00:05:39.215>sure <00:05:39.448>that <00:05:39.681>new <00:05:39.914>ideas

136
00:05:40.555 --> 00:05:41.775
<00:05:40.555>are <00:05:40.921>used <00:05:41.287>through <00:05:41.652>ingenuity.

137
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<00:05:42.115>Uh, <00:05:42.395>and <00:05:42.675>that <00:05:42.955>is <00:05:43.235>why <00:05:43.515>developers

138
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<00:05:44.615>and <00:05:44.774>all <00:05:44.933>of <00:05:45.093>you <00:05:45.252>are <00:05:45.412>still <00:05:45.571>at <00:05:45.731>this

139
00:05:45.855 --> 00:05:46.895
<00:05:45.855>heart <00:05:46.042>of <00:05:46.229>everything <00:05:46.416>that <00:05:46.603>we <00:05:46.791>do.

140
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<00:05:47.195>You <00:05:47.350>know, <00:05:47.506>this <00:05:47.661>is <00:05:47.817>not <00:05:47.972>gonna <00:05:48.128>change, <00:05:48.283>uh, <00:05:48.439>because <00:05:48.594>community

141
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<00:05:50.555>and <00:05:50.730>creation <00:05:50.905>of <00:05:51.080>new <00:05:51.255>knowledge <00:05:51.430>is <00:05:51.605>at <00:05:51.780>the <00:05:51.955>heart

142
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<00:05:53.055>of <00:05:53.367>the <00:05:53.679>AI <00:05:53.991>movement.

143
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<00:05:54.475>So <00:05:54.630>in <00:05:54.786>terms <00:05:54.941>of <00:05:55.097>where <00:05:55.252>we <00:05:55.408>are, <00:05:55.563>in <00:05:55.719>terms <00:05:55.875>of

144
00:05:56.455 --> 00:05:59.965
<00:05:56.455>where <00:05:56.594>we <00:05:56.734>operate <00:05:56.875>in <00:05:57.015>an <00:05:57.155>AI <00:05:57.294>ecosystem, <00:05:57.435>it's <00:05:57.575>very, <00:05:57.715>very <00:05:57.854>clear

145
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<00:05:59.965>to <00:06:00.151>us <00:06:00.337>that <00:06:00.523>that's <00:06:00.709>where <00:06:00.895>we're <00:06:01.081>centered.

146
00:06:02.765 --> 00:06:05.865
<00:06:02.765>So <00:06:02.965>last <00:06:03.164>year, <00:06:03.365>as <00:06:03.565>was <00:06:03.765>described, <00:06:03.965>we, <00:06:04.164>um,

147
00:06:06.805 --> 00:06:08.585
<00:06:06.805>we <00:06:07.085>launched <00:06:07.365>our <00:06:07.645>overflow <00:06:07.925>AI <00:06:08.205>product.

148
00:06:09.435 --> 00:06:12.905
<00:06:09.435>There <00:06:09.575>we <00:06:09.715>are. <00:06:09.855>And <00:06:09.995>we <00:06:10.135>had <00:06:10.275>tens <00:06:10.415>of <00:06:10.555>thousands <00:06:10.695>of <00:06:10.835>you

149
00:06:13.525 --> 00:06:15.985
<00:06:13.525>try <00:06:13.680>out <00:06:13.836>the <00:06:13.991>product <00:06:14.147>and <00:06:14.302>give <00:06:14.458>us <00:06:14.613>some <00:06:14.769>amazing <00:06:14.924>feedback.

150
00:06:16.365 --> 00:06:18.785
<00:06:16.365>And <00:06:16.520>we <00:06:16.676>had, <00:06:16.831>you <00:06:16.987>know, <00:06:17.142>signups <00:06:17.298>from <00:06:17.453>around <00:06:17.609>the <00:06:17.765>world.

151
00:06:18.925 --> 00:06:21.225
<00:06:18.925>We <00:06:19.158>had <00:06:19.391>people <00:06:19.625>using <00:06:19.858>our <00:06:20.091>search <00:06:20.325>functionality,

152
00:06:21.645 --> 00:06:24.105
<00:06:21.645>you <00:06:21.924>leveraged <00:06:22.205>our <00:06:22.484>conversational <00:06:22.765>AI <00:06:23.044>functionality.

153
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<00:06:24.605>And <00:06:24.745>all <00:06:24.885>of <00:06:25.025>this <00:06:25.165>was, <00:06:25.305>you <00:06:25.445>know, <00:06:25.585>you <00:06:25.725>love <00:06:25.865>the <00:06:26.005>speed

154
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<00:06:27.045>and <00:06:27.220>the <00:06:27.395>efficiency <00:06:27.570>of <00:06:27.745>getting <00:06:27.920>answers <00:06:28.095>that <00:06:28.270>were <00:06:28.445>attributed

155
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<00:06:29.845>and <00:06:30.078>sourced <00:06:30.311>from <00:06:30.545>the <00:06:30.778>60 <00:06:31.011>million <00:06:31.245>questions

156
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<00:06:31.865>and <00:06:32.145>answers <00:06:32.425>on <00:06:32.705>the <00:06:32.985>public <00:06:33.265>platform.

157
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<00:06:33.685>You <00:06:33.897>love <00:06:34.109>that <00:06:34.322>aspect <00:06:34.534>of <00:06:34.747>it.

158
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<00:06:34.865>You <00:06:35.098>love <00:06:35.331>the <00:06:35.565>convenience <00:06:35.798>of <00:06:36.031>being <00:06:36.265>able

159
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<00:06:36.425>to <00:06:36.677>ask <00:06:36.929>the <00:06:37.181>natural <00:06:37.433>language <00:06:37.685>question.

160
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<00:06:38.365>Uh, <00:06:38.540>but <00:06:38.715>you <00:06:38.890>also <00:06:39.065>gave <00:06:39.240>us <00:06:39.415>some <00:06:39.590>constructive <00:06:39.765>feedback.

161
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<00:06:40.565>You <00:06:40.681>said, <00:06:40.798>Hey, <00:06:40.915>you'd <00:06:41.031>love <00:06:41.148>for <00:06:41.265>it <00:06:41.381>to <00:06:41.498>sort <00:06:41.615>of <00:06:41.731>keep <00:06:41.848>the <00:06:41.965>context

162
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<00:06:43.965>of <00:06:44.315>your <00:06:44.665>question, <00:06:45.015>you <00:06:45.365>know,

163
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<00:06:45.865>further <00:06:46.020>down <00:06:46.176>in <00:06:46.331>the <00:06:46.487>conversation, <00:06:46.642>you'd <00:06:46.798>love <00:06:46.953>to <00:06:47.109>make <00:06:47.265>sure

164
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<00:06:48.385>that <00:06:48.629>they <00:06:48.874>were <00:06:49.119>actually <00:06:49.364>still <00:06:49.609>relevant

165
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<00:06:49.745>to <00:06:49.979>the <00:06:50.212>original <00:06:50.447>search <00:06:50.681>question.

166
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<00:06:50.784>So <00:06:50.940>there's <00:06:51.096>a <00:06:51.251>lot <00:06:51.407>of <00:06:51.562>feedback <00:06:51.718>that <00:06:51.873>you <00:06:52.029>gave <00:06:52.184>us

167
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<00:06:52.965>and <00:06:53.105>we <00:06:53.245>launched <00:06:53.385>this <00:06:53.525>both <00:06:53.665>on <00:06:53.805>the <00:06:53.945>public <00:06:54.085>site <00:06:54.225>as <00:06:54.365>well

168
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<00:06:56.745>as <00:06:56.945>within <00:06:57.145>companies <00:06:57.345>on <00:06:57.545>Stack <00:06:57.745>Overflow <00:06:57.945>for <00:06:58.145>teams.

169
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<00:06:58.745>So <00:06:58.872>it <00:06:58.999>was <00:06:59.126>really, <00:06:59.254>really <00:06:59.381>useful <00:06:59.508>for <00:06:59.635>us <00:06:59.763>to <00:06:59.890>get <00:07:00.017>this <00:07:00.145>feedback.

170
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<00:07:02.165>And <00:07:02.365>now, <00:07:02.565>as <00:07:02.765>I'll <00:07:02.965>talk <00:07:03.165>about <00:07:03.365>in <00:07:03.565>2024,

171
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<00:07:05.005>we <00:07:05.160>have <00:07:05.316>now <00:07:05.471>gone <00:07:05.627>very <00:07:05.782>much <00:07:05.938>into <00:07:06.093>launching <00:07:06.249>this <00:07:06.405>into

172
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<00:07:07.785>companies <00:07:07.960>in <00:07:08.135>our <00:07:08.310>Stack <00:07:08.485>Overflow <00:07:08.660>for <00:07:08.835>Teams <00:07:09.010>product <00:07:09.185>first.

173
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<00:07:10.605>And, <00:07:10.732>and <00:07:10.859>that <00:07:10.986>is <00:07:11.114>now <00:07:11.241>in <00:07:11.368>ga <00:07:11.495>as <00:07:11.623>I'll <00:07:11.750>mention. <00:07:11.877>So <00:07:12.005>2024.

174
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<00:07:14.495>So <00:07:14.650>let's <00:07:14.806>proceed <00:07:14.961>into <00:07:15.117>this <00:07:15.272>year, <00:07:15.428>what <00:07:15.583>have <00:07:15.739>we <00:07:15.895>done?

175
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<00:07:17.475>And <00:07:17.615>it's <00:07:17.755>been <00:07:17.895>a <00:07:18.035>very, <00:07:18.175>very, <00:07:18.315>I <00:07:18.455>would <00:07:18.595>say <00:07:18.735>fast-paced, <00:07:18.875>uh,

176
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<00:07:21.035>you <00:07:21.190>know, <00:07:21.346>kind <00:07:21.501>of, <00:07:21.657>uh, <00:07:21.812>first <00:07:21.968>part <00:07:22.123>of <00:07:22.279>the <00:07:22.435>year.

177
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<00:07:23.515>And <00:07:23.748>as <00:07:23.981>we've <00:07:24.215>thought <00:07:24.448>about <00:07:24.681>the <00:07:24.914>problems

178
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<00:07:25.135>that <00:07:25.310>we <00:07:25.485>wanna <00:07:25.659>solve <00:07:25.835>given <00:07:26.010>all, <00:07:26.185>given <00:07:26.360>the <00:07:26.534>ecosystem

179
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<00:07:27.775>and <00:07:27.950>where <00:07:28.125>we <00:07:28.299>are <00:07:28.474>today, <00:07:28.650>there <00:07:28.825>are <00:07:29.000>four <00:07:29.174>problems.

180
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<00:07:30.355>The <00:07:30.495>first <00:07:30.635>one <00:07:30.775>is <00:07:30.915>the <00:07:31.055>LLM <00:07:31.195>brain <00:07:31.335>drain, <00:07:31.475>meaning, <00:07:31.615>you <00:07:31.755>know,

181
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<00:07:33.955>if <00:07:34.094>no <00:07:34.234>new <00:07:34.375>knowledge <00:07:34.515>is <00:07:34.655>being <00:07:34.794>created <00:07:34.935>by <00:07:35.075>all <00:07:35.215>of <00:07:35.354>us

182
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<00:07:37.555>as <00:07:37.755>developers, <00:07:37.955>then <00:07:38.155>it's <00:07:38.355>gonna <00:07:38.555>be <00:07:38.755>almost <00:07:38.955>impossible

183
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<00:07:40.055>for <00:07:40.255>these <00:07:40.455>AI <00:07:40.655>models <00:07:40.855>to <00:07:41.055>actually <00:07:41.255>be <00:07:41.455>productive

184
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<00:07:42.395>and <00:07:42.594>to <00:07:42.794>actually <00:07:42.995>create, <00:07:43.195>you <00:07:43.395>know, <00:07:43.594>new <00:07:43.794>functionality

185
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<00:07:44.534>and <00:07:44.734>actually <00:07:44.934>be <00:07:45.135>trustworthy <00:07:45.335>for <00:07:45.534>the <00:07:45.734>future, <00:07:45.934>right?

186
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<00:07:46.415>So <00:07:46.615>that's <00:07:46.815>number <00:07:47.015>one. <00:07:47.215>Number <00:07:47.415>two, <00:07:47.615>a <00:07:47.815>lot

187
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<00:07:49.055>of <00:07:49.475>the <00:07:49.895>AI <00:07:50.315>capabilities

188
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<00:07:50.475>and <00:07:50.650>functionality <00:07:50.825>that <00:07:51.000>you <00:07:51.175>are <00:07:51.350>using <00:07:51.525>likely <00:07:51.700>don't <00:07:51.875>have

189
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<00:07:53.635>the <00:07:53.936>full <00:07:54.238>answers <00:07:54.539>to <00:07:54.841>questions.

190
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<00:07:54.975>They <00:07:55.150>probably <00:07:55.325>don't <00:07:55.500>even <00:07:55.675>have <00:07:55.850>answers <00:07:56.025>to <00:07:56.200>the <00:07:56.375>questions,

191
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<00:07:56.895>period, <00:07:57.128>because <00:07:57.361>at <00:07:57.594>some <00:07:57.828>point <00:07:58.061>they're <00:07:58.294>gonna

192
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<00:07:58.575>reach <00:07:58.923>a <00:07:59.271>complexity <00:07:59.619>cliff.

193
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<00:08:00.155>And <00:08:00.282>in <00:08:00.409>that <00:08:00.536>situation, <00:08:00.664>there <00:08:00.791>is <00:08:00.918>no <00:08:01.045>way <00:08:01.173>for <00:08:01.300>you <00:08:01.427>to <00:08:01.554>continue

194
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<00:08:03.695>that <00:08:03.870>part <00:08:04.045>of <00:08:04.219>the <00:08:04.395>workflow <00:08:04.570>unless <00:08:04.745>you <00:08:04.920>break <00:08:05.094>it

195
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<00:08:05.415>and <00:08:05.640>go <00:08:05.865>somewhere <00:08:06.090>else <00:08:06.315>today.

196
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<00:08:06.515>And <00:08:06.715>that's <00:08:06.914>another <00:08:07.115>problem <00:08:07.315>that <00:08:07.515>we <00:08:07.715>have <00:08:07.914>discovered.

197
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<00:08:09.085>Thirdly, <00:08:09.318>there's <00:08:09.551>a <00:08:09.784>lot <00:08:10.018>of <00:08:10.251>apprehension <00:08:10.484>about

198
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<00:08:11.455>what <00:08:11.664>does <00:08:11.875>this <00:08:12.085>mean <00:08:12.295>for <00:08:12.505>the <00:08:12.715>types

199
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<00:08:12.855>of <00:08:13.088>software <00:08:13.321>developer <00:08:13.555>jobs <00:08:13.788>out <00:08:14.021>there, <00:08:14.255>right?

200
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<00:08:15.255>So <00:08:15.423>we <00:08:15.591>wanted <00:08:15.759>to <00:08:15.927>think <00:08:16.095>about <00:08:16.263>that

201
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<00:08:16.435>and, <00:08:16.646>you <00:08:16.858>know, <00:08:17.069>think <00:08:17.281>through

202
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<00:08:17.555>how <00:08:17.774>we <00:08:17.994>would <00:08:18.213>solve <00:08:18.433>that <00:08:18.652>problem.

203
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<00:08:19.235>And <00:08:19.390>then <00:08:19.546>fourthly, <00:08:19.701>it <00:08:19.857>was <00:08:20.012>still <00:08:20.168>around <00:08:20.323>trust, <00:08:20.479>the <00:08:20.635>fact

204
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<00:08:22.295>that <00:08:22.528>people <00:08:22.761>just <00:08:22.995>don't <00:08:23.228>trust <00:08:23.461>the <00:08:23.695>fact

205
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<00:08:25.575>that <00:08:25.730>the <00:08:25.886>data <00:08:26.041>coming <00:08:26.197>outta <00:08:26.352>these <00:08:26.508>AI <00:08:26.663>models <00:08:26.819>are <00:08:26.974>something

206
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<00:08:28.695>that <00:08:28.895>you <00:08:29.094>could <00:08:29.295>go <00:08:29.495>and <00:08:29.695>put <00:08:29.895>into <00:08:30.094>production

207
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<00:08:30.555>and <00:08:30.788>not <00:08:31.021>feel <00:08:31.255>concerned <00:08:31.488>about <00:08:31.721>in <00:08:31.955>terms

208
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<00:08:32.655>of <00:08:32.914>breaking <00:08:33.173>code <00:08:33.432>in <00:08:33.691>your <00:08:33.951>companies

209
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<00:08:34.095>or <00:08:34.328>whatever <00:08:34.561>project <00:08:34.795>that <00:08:35.028>you're <00:08:35.261>working <00:08:35.495>on.

210
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<00:08:36.155>So <00:08:36.310>those <00:08:36.466>are <00:08:36.621>the <00:08:36.777>four <00:08:36.932>problems <00:08:37.088>that <00:08:37.243>continue <00:08:37.399>to <00:08:37.554>sort

211
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<00:08:38.095>of <00:08:38.305>emerge <00:08:38.515>as <00:08:38.725>we <00:08:38.935>think <00:08:39.145>about <00:08:39.355>it.

212
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<00:08:39.495>So <00:08:39.650>we <00:08:39.806>launched <00:08:39.961>several <00:08:40.117>things <00:08:40.272>this <00:08:40.428>year <00:08:40.583>that <00:08:40.739>I <00:08:40.895>wanted

213
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<00:08:42.615>to <00:08:42.774>make <00:08:42.933>sure <00:08:43.093>that <00:08:43.252>you <00:08:43.412>folks <00:08:43.571>were <00:08:43.731>aware

214
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<00:08:44.075>to <00:08:44.405>address <00:08:44.735>those <00:08:45.064>issues.

215
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<00:08:45.555>So, <00:08:45.710>number <00:08:45.866>one, <00:08:46.021>as <00:08:46.177>I <00:08:46.332>mentioned <00:08:46.488>with <00:08:46.643>overflow <00:08:46.799>API, <00:08:46.954>we

216
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<00:08:50.415>launched <00:08:50.694>this <00:08:50.974>program <00:08:51.255>around <00:08:51.535>responsible <00:08:51.814>ai

217
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<00:08:53.585>where <00:08:53.785>we <00:08:53.985>are <00:08:54.185>working <00:08:54.385>with <00:08:54.585>the <00:08:54.785>big <00:08:54.985>AI

218
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<00:08:55.525>and <00:08:55.758>tech <00:08:55.991>companies <00:08:56.225>to <00:08:56.458>partner <00:08:56.691>with <00:08:56.925>them

219
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<00:08:57.945>so <00:08:58.100>they <00:08:58.256>can <00:08:58.411>attribute <00:08:58.567>back <00:08:58.722>their <00:08:58.878>answers <00:08:59.033>from <00:08:59.189>their <00:08:59.345>AI

220
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<00:09:02.085>products <00:09:02.318>back <00:09:02.551>to <00:09:02.785>stack <00:09:03.018>whole <00:09:03.251>flow, <00:09:03.485>knowledge

221
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<00:09:04.205>and <00:09:04.485>content, <00:09:04.765>the <00:09:05.045>60 <00:09:05.325>million <00:09:05.605>questions

222
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<00:09:06.165>and <00:09:06.305>answers <00:09:06.444>that <00:09:06.584>all <00:09:06.724>of <00:09:06.865>you <00:09:07.005>contributed <00:09:07.145>to, <00:09:07.285>so <00:09:07.425>that <00:09:07.564>firstly,

223
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<00:09:09.525>all <00:09:09.680>of <00:09:09.836>you <00:09:09.991>get <00:09:10.147>recognition <00:09:10.302>for <00:09:10.458>it <00:09:10.613>when <00:09:10.769>it's <00:09:10.925>attributed

224
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<00:09:11.785>and <00:09:12.135>cited <00:09:12.485>in <00:09:12.834>the <00:09:13.185>answers.

225
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<00:09:14.065>So <00:09:14.371>as <00:09:14.677>an <00:09:14.983>example,

226
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<00:09:15.355>what <00:09:15.530>you're <00:09:15.705>seeing <00:09:15.880>up <00:09:16.055>here <00:09:16.230>is <00:09:16.405>Gemini <00:09:16.580>Duet <00:09:16.755>ai.

227
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<00:09:18.385>So <00:09:18.585>when <00:09:18.785>you're <00:09:18.985>in <00:09:19.185>there, <00:09:19.385>you <00:09:19.585>can <00:09:19.785>go

228
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<00:09:20.165>and <00:09:20.272>ask, <00:09:20.380>you <00:09:20.488>know, <00:09:20.595>how <00:09:20.703>do <00:09:20.811>I <00:09:20.918>do <00:09:21.026>X, <00:09:21.134>Y, <00:09:21.241>Z <00:09:21.349>on <00:09:21.457>this <00:09:21.564>library?

229
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230
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<00:09:28.075>that <00:09:28.328>one <00:09:28.582>of <00:09:28.836>you <00:09:29.090>contributed <00:09:29.344>to.

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<00:09:29.745>You're <00:09:29.900>gonna <00:09:30.056>get <00:09:30.211>reputation <00:09:30.367>points <00:09:30.522>as <00:09:30.678>a <00:09:30.833>result <00:09:30.989>of <00:09:31.145>that,

234
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236
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237
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<00:09:39.065>the, <00:09:39.240>the <00:09:39.415>model <00:09:39.590>to <00:09:39.765>get <00:09:39.940>better <00:09:40.115>and <00:09:40.290>trained <00:09:40.465>up

238
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<00:09:40.665>as <00:09:40.913>you're <00:09:41.161>engaging <00:09:41.410>with <00:09:41.658>that <00:09:41.906>tool.

239
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<00:09:42.195>Similarly, <00:09:42.370>with <00:09:42.545>Open <00:09:42.720>ai, <00:09:42.895>with <00:09:43.070>Chad <00:09:43.245>GPT, <00:09:43.420>we <00:09:43.595>just,

240
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<00:09:45.105>we <00:09:45.312>just <00:09:45.519>announced <00:09:45.726>a <00:09:45.933>partnership <00:09:46.140>with <00:09:46.347>them

241
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<00:09:46.895>where <00:09:47.245>they <00:09:47.595>are <00:09:47.944>now, <00:09:48.295>again,

242
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<00:09:49.075>attributing <00:09:49.250>Stack <00:09:49.425>Overflow <00:09:49.600>in <00:09:49.775>the <00:09:49.950>answers <00:09:50.125>in <00:09:50.300>chat <00:09:50.475>GPT.

243
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<00:09:52.165>So <00:09:52.305>when <00:09:52.444>you <00:09:52.584>go <00:09:52.724>and <00:09:52.865>ask <00:09:53.005>a <00:09:53.145>question <00:09:53.285>in <00:09:53.425>chat <00:09:53.564>GPT,

244
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<00:09:54.705>you <00:09:54.880>click <00:09:55.055>sources, <00:09:55.230>you <00:09:55.405>will <00:09:55.580>again <00:09:55.755>see <00:09:55.930>Stack <00:09:56.105>Overflow

245
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<00:09:57.735>links <00:09:58.152>within <00:09:58.569>those <00:09:58.986>sources.

246
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<00:09:59.695>We're <00:09:59.835>also <00:09:59.975>working <00:10:00.115>with <00:10:00.255>them <00:10:00.395>with <00:10:00.535>the <00:10:00.675>ability <00:10:00.815>to <00:10:00.955>be <00:10:01.095>able

247
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<00:10:02.225>for <00:10:02.400>people <00:10:02.575>to <00:10:02.750>post <00:10:02.925>questions <00:10:03.100>straight <00:10:03.275>from <00:10:03.450>chat <00:10:03.625>GPT

248
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<00:10:06.475>into <00:10:07.175>Stack <00:10:07.875>Overflow.

249
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<00:10:08.425>If <00:10:08.580>you're <00:10:08.736>unable <00:10:08.891>to <00:10:09.047>get <00:10:09.202>the <00:10:09.358>answer <00:10:09.513>on <00:10:09.669>chat <00:10:09.824>GPT,

250
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<00:10:11.285>because <00:10:11.459>as <00:10:11.635>many <00:10:11.810>of <00:10:11.985>us <00:10:12.160>have <00:10:12.334>discovered, <00:10:12.510>there's <00:10:12.685>going

251
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<00:10:13.085>to <00:10:13.285>be <00:10:13.485>a <00:10:13.685>limitation <00:10:13.885>when <00:10:14.085>you <00:10:14.285>actually <00:10:14.485>try

252
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<00:10:15.205>to <00:10:15.405>really <00:10:15.605>push <00:10:15.805>your <00:10:16.005>questions <00:10:16.205>on <00:10:16.405>the <00:10:16.605>model.

253
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<00:10:17.425>So <00:10:17.580>these, <00:10:17.736>this <00:10:17.891>is, <00:10:18.047>these <00:10:18.202>are <00:10:18.358>some <00:10:18.513>very <00:10:18.669>key <00:10:18.824>partnerships

254
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<00:10:20.045>that <00:10:20.245>we <00:10:20.444>have <00:10:20.645>announced <00:10:20.844>already, <00:10:21.045>one <00:10:21.245>in <00:10:21.444>February,

255
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<00:10:22.085>once <00:10:22.201>in <00:10:22.318>one <00:10:22.435>in <00:10:22.551>May, <00:10:22.668>and <00:10:22.785>we've <00:10:22.901>got <00:10:23.018>several <00:10:23.135>more <00:10:23.251>in <00:10:23.368>the <00:10:23.485>works

256
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<00:10:24.795>with <00:10:25.063>all <00:10:25.331>the, <00:10:25.599>all <00:10:25.867>the <00:10:26.136>companies

257
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<00:10:26.285>that <00:10:26.485>you <00:10:26.685>can <00:10:26.885>imagine <00:10:27.084>in <00:10:27.285>the <00:10:27.485>AI <00:10:27.685>space

258
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<00:10:27.995>that <00:10:28.285>we're <00:10:28.575>super <00:10:28.865>excited <00:10:29.156>about

259
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<00:10:32.255>next <00:10:32.371>in <00:10:32.488>terms <00:10:32.605>of <00:10:32.721>jobs, <00:10:32.838>just <00:10:32.955>to <00:10:33.071>go <00:10:33.188>to <00:10:33.305>that <00:10:33.421>for <00:10:33.538>a <00:10:33.655>second,

260
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<00:10:35.045>you <00:10:35.246>know, <00:10:35.447>many <00:10:35.648>years <00:10:35.848>ago <00:10:36.050>we <00:10:36.251>used

261
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<00:10:36.385>to <00:10:36.622>have <00:10:36.860>a <00:10:37.097>big <00:10:37.335>talent <00:10:37.573>product

262
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<00:10:37.845>and <00:10:38.020>we <00:10:38.195>had <00:10:38.370>a <00:10:38.545>job <00:10:38.720>board <00:10:38.895>on <00:10:39.070>Stack <00:10:39.245>Overflow.

263
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<00:10:40.125>And <00:10:40.280>when <00:10:40.436>we <00:10:40.591>moved <00:10:40.747>away <00:10:40.902>from <00:10:41.058>that <00:10:41.213>for <00:10:41.369>various <00:10:41.525>reasons,

264
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<00:10:42.765>the <00:10:42.920>feedback <00:10:43.076>from <00:10:43.231>people <00:10:43.387>was, <00:10:43.542>you <00:10:43.698>know, <00:10:43.853>we <00:10:44.009>absolutely <00:10:44.165>want

265
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<00:10:45.385>that <00:10:45.618>back, <00:10:45.851>you <00:10:46.085>know, <00:10:46.318>in <00:10:46.551>some <00:10:46.785>capacity.

266
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<00:10:47.045>So, <00:10:47.185>so <00:10:47.324>what <00:10:47.464>we <00:10:47.604>did <00:10:47.745>this <00:10:47.885>year <00:10:48.025>was <00:10:48.165>we <00:10:48.305>actually <00:10:48.444>went

267
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<00:10:49.985>and <00:10:50.160>partnered <00:10:50.335>with <00:10:50.510>one <00:10:50.685>of <00:10:50.860>the <00:10:51.035>big <00:10:51.210>job <00:10:51.385>boards

268
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<00:10:52.185>and <00:10:52.340>the <00:10:52.496>leading <00:10:52.651>job <00:10:52.807>boards <00:10:52.962>in <00:10:53.118>the <00:10:53.273>world <00:10:53.429>called <00:10:53.584>Indeed

269
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<00:10:54.725>and <00:10:54.925>in <00:10:55.125>the <00:10:55.325>US <00:10:55.525>Now <00:10:55.725>this <00:10:55.925>is <00:10:56.125>live

270
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<00:10:56.665>where <00:10:56.792>we <00:10:56.919>have <00:10:57.046>brought <00:10:57.174>back <00:10:57.301>the <00:10:57.428>Stack <00:10:57.555>flow <00:10:57.683>job <00:10:57.810>board <00:10:57.937>in <00:10:58.064>the

271
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<00:10:59.605>us <00:10:59.732>and <00:10:59.859>so <00:10:59.986>this <00:11:00.114>now <00:11:00.241>shows, <00:11:00.368>you <00:11:00.495>know, <00:11:00.623>all <00:11:00.750>the <00:11:00.877>new <00:11:01.005>types

272
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<00:11:02.545>of <00:11:02.761>AI <00:11:02.977>jobs <00:11:03.193>that <00:11:03.409>are <00:11:03.625>now <00:11:03.841>coming,

273
00:11:04.205 --> 00:11:05.825
<00:11:04.205>coming <00:11:04.555>alive <00:11:04.905>around <00:11:05.255>the <00:11:05.605>world.

274
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<00:11:05.845>And, <00:11:05.985>you <00:11:06.125>know, <00:11:06.265>all <00:11:06.405>it, <00:11:06.545>it's <00:11:06.685>fascinating <00:11:06.825>to <00:11:06.965>see <00:11:07.105>what <00:11:07.245>type

275
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<00:11:09.025>of <00:11:09.225>jobs <00:11:09.425>companies <00:11:09.625>are <00:11:09.824>actually <00:11:10.025>posting <00:11:10.225>these <00:11:10.425>days,

276
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<00:11:11.725>and <00:11:11.900>you've <00:11:12.075>all <00:11:12.250>known <00:11:12.425>about <00:11:12.600>prompt <00:11:12.775>engineering, <00:11:12.950>et <00:11:13.125>cetera.

277
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<00:11:13.905>So <00:11:14.060>it's <00:11:14.216>just <00:11:14.371>a <00:11:14.527>fascinating <00:11:14.682>time <00:11:14.838>to <00:11:14.993>see <00:11:15.149>that <00:11:15.305>transformation

278
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<00:11:16.685>and, <00:11:16.801>uh, <00:11:16.918>we <00:11:17.035>are <00:11:17.151>very <00:11:17.268>excited <00:11:17.385>that <00:11:17.501>this <00:11:17.618>is <00:11:17.734>live <00:11:17.851>in <00:11:17.968>the <00:11:18.084>us

279
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<00:11:19.605>but <00:11:19.745>we're <00:11:19.885>also <00:11:20.025>now, <00:11:20.165>uh, <00:11:20.305>about <00:11:20.445>to <00:11:20.585>explore <00:11:20.725>the, <00:11:20.865>the, <00:11:21.005>uh,

280
00:11:23.005 --> 00:11:24.905
<00:11:23.005>the <00:11:23.238>European <00:11:23.471>market <00:11:23.705>to <00:11:23.938>do <00:11:24.171>something <00:11:24.405>similar.

281
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<00:11:25.165>So <00:11:25.339>stay <00:11:25.515>tuned <00:11:25.689>on <00:11:25.865>a <00:11:26.040>development <00:11:26.214>there <00:11:26.390>very <00:11:26.564>soon.

282
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<00:11:29.965>And <00:11:30.283>as <00:11:30.601>I <00:11:30.919>mentioned,

283
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<00:11:31.565>we <00:11:31.765>are <00:11:31.965>now <00:11:32.165>generally <00:11:32.365>available <00:11:32.565>on <00:11:32.765>overflow <00:11:32.965>ai,

284
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<00:11:35.195>which <00:11:35.395>is <00:11:35.595>the <00:11:35.795>AI <00:11:35.995>product <00:11:36.195>that <00:11:36.395>I <00:11:36.595>mentioned

285
00:11:37.165 --> 00:11:38.665
<00:11:37.165>for <00:11:37.390>last <00:11:37.615>year <00:11:37.839>here <00:11:38.064>at <00:11:38.290>this <00:11:38.515>conference.

286
00:11:38.925 --> 00:11:41.145
<00:11:38.925>It <00:11:39.099>is <00:11:39.275>now <00:11:39.449>on <00:11:39.625>the <00:11:39.800>Stack <00:11:39.974>Overflow <00:11:40.150>teams <00:11:40.324>platform.

287
00:11:41.165 --> 00:11:42.465
<00:11:41.165>So <00:11:41.360>if <00:11:41.555>you <00:11:41.750>are <00:11:41.945>a <00:11:42.140>Stack <00:11:42.335>overflow

288
00:11:42.465 --> 00:11:45.385
<00:11:42.465>for <00:11:42.698>Teams <00:11:42.931>customer <00:11:43.165>within <00:11:43.398>your <00:11:43.631>company, <00:11:43.865>uh,

289
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<00:11:45.485>you <00:11:45.660>have <00:11:45.835>the <00:11:46.010>ability <00:11:46.185>to <00:11:46.360>leverage <00:11:46.535>our <00:11:46.710>AI <00:11:46.885>module

290
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<00:11:48.605>to <00:11:48.780>provide <00:11:48.955>summarized <00:11:49.130>search <00:11:49.305>in <00:11:49.480>terms <00:11:49.655>of <00:11:49.830>a <00:11:50.005>na

291
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<00:11:51.805>to <00:11:52.070>a <00:11:52.336>national <00:11:52.601>language <00:11:52.867>question

292
00:11:53.005 --> 00:11:55.245
<00:11:53.005>that <00:11:53.205>you <00:11:53.405>have <00:11:53.605>in <00:11:53.805>the <00:11:54.005>Stack <00:11:54.205>flow <00:11:54.405>interface.

293
00:11:55.585 --> 00:11:57.365
<00:11:55.585>Or <00:11:55.785>you <00:11:55.985>could <00:11:56.185>do <00:11:56.385>this <00:11:56.585>in <00:11:56.785>your <00:11:56.985>Slack

294
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<00:11:57.505>or <00:11:57.680>Microsoft <00:11:57.855>Teams <00:11:58.030>where <00:11:58.205>show <00:11:58.380>we <00:11:58.555>are <00:11:58.730>effectively <00:11:58.905>surfacing

295
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<00:12:00.445>the <00:12:00.781>60 <00:12:01.117>million <00:12:01.453>questions

296
00:12:01.565 --> 00:12:04.605
<00:12:01.565>and <00:12:01.740>answers, <00:12:01.915>uh, <00:12:02.090>right <00:12:02.265>there <00:12:02.440>while <00:12:02.615>in <00:12:02.790>your <00:12:02.965>workflow.

297
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<00:12:04.905>Uh, <00:12:05.045>and <00:12:05.185>you're <00:12:05.324>able <00:12:05.464>to <00:12:05.605>then <00:12:05.745>also <00:12:05.885>do <00:12:06.025>this <00:12:06.165>in <00:12:06.305>your,

298
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<00:12:07.385>in <00:12:07.585>your <00:12:07.785>IDE <00:12:07.985>within <00:12:08.185>Microsoft <00:12:08.385>Visual <00:12:08.585>Studio <00:12:08.785>Code.

299
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<00:12:10.585>So <00:12:10.760>while <00:12:10.935>you're <00:12:11.110>writing <00:12:11.285>code, <00:12:11.460>you <00:12:11.635>have <00:12:11.810>overflow <00:12:11.985>AI

300
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<00:12:14.185>as <00:12:14.464>your <00:12:14.744>assistant <00:12:15.025>to <00:12:15.305>be <00:12:15.584>able

301
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<00:12:15.765>to <00:12:15.939>surface <00:12:16.115>all <00:12:16.290>this <00:12:16.465>knowledge <00:12:16.640>at <00:12:16.814>the <00:12:16.990>right <00:12:17.165>place,

302
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<00:12:17.565>right <00:12:17.740>time, <00:12:17.915>both <00:12:18.090>from <00:12:18.265>the <00:12:18.440>public <00:12:18.615>16 <00:12:18.790>billion <00:12:18.965>questions

303
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<00:12:20.445>and <00:12:20.620>answers, <00:12:20.795>as <00:12:20.970>well <00:12:21.145>as <00:12:21.320>all <00:12:21.495>the, <00:12:21.670>uh, <00:12:21.845>knowledge

304
00:12:23.405 --> 00:12:24.565
<00:12:23.405>that's <00:12:23.665>stored <00:12:23.927>on <00:12:24.188>Stack <00:12:24.449>Overflow

305
00:12:24.565 --> 00:12:25.925
<00:12:24.565>for <00:12:24.871>teams <00:12:25.177>within <00:12:25.483>your <00:12:25.789>enterprise.

306
00:12:26.145 --> 00:12:28.725
<00:12:26.145>So <00:12:26.285>all <00:12:26.425>that <00:12:26.564>knowledge <00:12:26.704>is <00:12:26.845>being <00:12:26.985>surfaced, <00:12:27.125>uh, <00:12:27.265>you <00:12:27.405>know, <00:12:27.545>in,

307
00:12:28.725 --> 00:12:29.885
<00:12:28.725>in <00:12:28.899>the <00:12:29.073>real <00:12:29.247>time <00:12:29.421>in <00:12:29.595>your <00:12:29.769>workflow.

308
00:12:30.305 --> 00:12:31.885
<00:12:30.305>To <00:12:30.444>show <00:12:30.584>you <00:12:30.724>a <00:12:30.864>little <00:12:31.005>bit <00:12:31.145>of <00:12:31.285>what <00:12:31.425>that <00:12:31.564>looks <00:12:31.704>like,

309
00:12:32.155 --> 00:12:34.125
<00:12:32.155>this <00:12:32.355>is <00:12:32.555>the <00:12:32.755>interface <00:12:32.954>on <00:12:33.155>Stack <00:12:33.355>whole <00:12:33.555>Flow

310
00:12:34.125 --> 00:12:35.245
<00:12:34.125>for <00:12:34.377>teams <00:12:34.629>within <00:12:34.881>your <00:12:35.133>company.

311
00:12:35.585 --> 00:12:38.165
<00:12:35.585>You <00:12:35.740>can <00:12:35.896>see <00:12:36.051>the <00:12:36.207>knowledge <00:12:36.362>with <00:12:36.518>all <00:12:36.673>the <00:12:36.829>typical <00:12:36.985>questions

312
00:12:38.395 --> 00:12:40.725
<00:12:38.395>that <00:12:38.550>all, <00:12:38.706>you <00:12:38.861>know, <00:12:39.017>the <00:12:39.172>people <00:12:39.328>ask <00:12:39.483>within <00:12:39.639>a <00:12:39.795>company.

313
00:12:41.105 --> 00:12:44.205
<00:12:41.105>And <00:12:41.245>then <00:12:41.385>you're <00:12:41.525>able <00:12:41.665>to <00:12:41.805>ask <00:12:41.945>a, <00:12:42.085>a <00:12:42.225>natural <00:12:42.365>language <00:12:42.505>question.

314
00:12:44.395 --> 00:12:46.245
<00:12:44.395>It's <00:12:44.675>going <00:12:44.954>to <00:12:45.235>summarize <00:12:45.515>the <00:12:45.795>answer.

315
00:12:46.555 --> 00:12:49.685
<00:12:46.555>It's <00:12:46.788>gonna <00:12:47.021>provide <00:12:47.255>a, <00:12:47.488>uh, <00:12:47.721>a <00:12:47.954>attributed

316
00:12:50.305 --> 00:12:53.805
<00:12:50.305>and <00:12:50.460>summarized <00:12:50.616>answer <00:12:50.771>with <00:12:50.927>the <00:12:51.082>links <00:12:51.238>back <00:12:51.393>to <00:12:51.549>the <00:12:51.704>original

317
00:12:54.445 --> 00:12:55.485
<00:12:54.445>contributors <00:12:54.757>to <00:12:55.069>that <00:12:55.381>knowledge.

318
00:12:55.485 --> 00:12:58.205
<00:12:55.485>Again, <00:12:55.612>this <00:12:55.739>is <00:12:55.866>coming <00:12:55.994>from, <00:12:56.121>it <00:12:56.248>could <00:12:56.375>be <00:12:56.503>a <00:12:56.630>public <00:12:56.757>user, <00:12:56.885>one

319
00:12:58.205 --> 00:13:00.125
<00:12:58.205>of <00:12:58.345>you <00:12:58.485>that <00:12:58.625>contributed <00:12:58.765>a <00:12:58.905>stack <00:12:59.045>of <00:12:59.185>flow <00:12:59.325>could <00:12:59.465>show <00:12:59.605>up

320
00:13:00.265 --> 00:13:03.085
<00:13:00.265>as <00:13:00.392>an <00:13:00.519>answer <00:13:00.646>with <00:13:00.774>your <00:13:00.901>name <00:13:01.028>as <00:13:01.155>well, <00:13:01.283>or <00:13:01.410>your <00:13:01.537>user <00:13:01.665>id.

321
00:13:03.085 --> 00:13:06.485
<00:13:03.085>That <00:13:03.212>is, <00:13:03.339>and <00:13:03.466>with <00:13:03.594>your <00:13:03.721>answer <00:13:03.848>that <00:13:03.975>has <00:13:04.103>been <00:13:04.230>used <00:13:04.357>as <00:13:04.485>part

322
00:13:06.485 --> 00:13:08.965
<00:13:06.485>of <00:13:06.660>this, <00:13:06.835>uh, <00:13:07.010>part <00:13:07.185>of <00:13:07.360>this <00:13:07.535>summarization <00:13:07.710>as <00:13:07.885>well

323
00:13:08.965 --> 00:13:10.765
<00:13:08.965>as <00:13:09.198>anybody <00:13:09.431>within <00:13:09.665>the <00:13:09.898>company <00:13:10.131>that <00:13:10.365>contributed

324
00:13:10.785 --> 00:13:11.965
<00:13:10.785>to <00:13:11.050>their <00:13:11.316>private <00:13:11.581>knowledge <00:13:11.847>base.

325
00:13:12.595 --> 00:13:14.855
<00:13:12.595>And <00:13:12.735>you <00:13:12.875>can <00:13:13.015>also <00:13:13.155>see <00:13:13.295>on <00:13:13.435>the <00:13:13.575>right <00:13:13.715>side, <00:13:13.855>we <00:13:13.995>are,

326
00:13:14.855 --> 00:13:16.095
<00:13:14.855>as <00:13:15.078>I'll <00:13:15.301>talk <00:13:15.524>about <00:13:15.747>here <00:13:15.971>shortly,

327
00:13:16.385 --> 00:13:18.295
<00:13:16.385>we're <00:13:16.735>now <00:13:17.085>expanding <00:13:17.435>this <00:13:17.785>capability

328
00:13:18.355 --> 00:13:21.055
<00:13:18.355>to <00:13:18.588>also <00:13:18.821>include <00:13:19.055>other <00:13:19.288>sources <00:13:19.521>within <00:13:19.755>Confluence,

329
00:13:21.155 --> 00:13:23.535
<00:13:21.155>within <00:13:21.435>GitHub, <00:13:21.714>within <00:13:21.995>Jira, <00:13:22.275>et <00:13:22.555>cetera,

330
00:13:23.535 --> 00:13:25.015
<00:13:23.535>to <00:13:23.801>also <00:13:24.067>bring <00:13:24.334>other <00:13:24.600>relevant <00:13:24.867>content.

331
00:13:25.155 --> 00:13:28.255
<00:13:25.155>And <00:13:25.295>you <00:13:25.435>can <00:13:25.574>tune <00:13:25.714>that <00:13:25.855>based <00:13:25.995>on <00:13:26.135>the <00:13:26.275>accuracy <00:13:26.415>level <00:13:26.555>of,

332
00:13:28.255 --> 00:13:30.135
<00:13:28.255>you <00:13:28.410>know, <00:13:28.566>that, <00:13:28.721>that <00:13:28.877>those <00:13:29.032>knowledge <00:13:29.188>bases, <00:13:29.343>you <00:13:29.499>could <00:13:29.655>say,

333
00:13:30.135 --> 00:13:32.535
<00:13:30.135>just <00:13:30.310>within <00:13:30.485>the <00:13:30.660>past <00:13:30.835>six <00:13:31.010>months <00:13:31.185>from <00:13:31.360>no <00:13:31.535>Confluence

334
00:13:32.555 --> 00:13:34.655
<00:13:32.555>as <00:13:32.755>an <00:13:32.954>example, <00:13:33.155>and <00:13:33.354>really <00:13:33.555>be <00:13:33.755>specific <00:13:33.954>about

335
00:13:34.655 --> 00:13:35.895
<00:13:34.655>how <00:13:34.878>you <00:13:35.101>pull <00:13:35.324>that <00:13:35.547>information <00:13:35.771>in.

336
00:13:38.155 --> 00:13:40.415
<00:13:38.155>And <00:13:38.435>this <00:13:38.714>extends <00:13:38.995>to <00:13:39.275>Microsoft <00:13:39.555>Teams

337
00:13:40.465 --> 00:13:42.055
<00:13:40.465>where <00:13:40.698>we <00:13:40.931>basically <00:13:41.165>now <00:13:41.398>have <00:13:41.631>the <00:13:41.865>ability

338
00:13:42.055 --> 00:13:43.495
<00:13:42.055>to <00:13:42.314>get <00:13:42.573>something <00:13:42.832>called <00:13:43.091>auto <00:13:43.351>answers.

339
00:13:43.555 --> 00:13:46.495
<00:13:43.555>So <00:13:43.710>as <00:13:43.866>your, <00:13:44.021>as <00:13:44.177>you're <00:13:44.332>spending <00:13:44.488>time <00:13:44.643>on <00:13:44.799>Microsoft <00:13:44.954>Teams,

340
00:13:46.715 --> 00:13:49.175
<00:13:46.715>you <00:13:46.870>can <00:13:47.026>ask <00:13:47.181>a <00:13:47.337>question <00:13:47.492>and <00:13:47.648>it's <00:13:47.803>gonna <00:13:47.959>effectively <00:13:48.115>surface,

341
00:13:49.265 --> 00:13:51.215
<00:13:49.265>again, <00:13:49.465>all <00:13:49.665>this <00:13:49.865>knowledge <00:13:50.064>in <00:13:50.265>a <00:13:50.465>summarized <00:13:50.665>fashion

342
00:13:51.595 --> 00:13:52.655
<00:13:51.595>in <00:13:51.913>an <00:13:52.231>automatic <00:13:52.549>way.

343
00:13:52.655 --> 00:13:54.975
<00:13:52.655>So <00:13:52.888>you're <00:13:53.121>not <00:13:53.355>really <00:13:53.588>bothering <00:13:53.821>another <00:13:54.055>developer,

344
00:13:54.975 --> 00:13:56.415
<00:13:54.975>another <00:13:55.299>technologist <00:13:55.623>within <00:13:55.947>your <00:13:56.271>team.

345
00:13:56.415 --> 00:13:58.615
<00:13:56.415>You're <00:13:56.615>just <00:13:56.814>getting, <00:13:57.015>and <00:13:57.214>you're <00:13:57.415>reusing <00:13:57.615>a <00:13:57.814>lot

346
00:13:58.615 --> 00:14:00.935
<00:13:58.615>of <00:13:58.790>the <00:13:58.965>knowledge <00:13:59.140>that's <00:13:59.315>already <00:13:59.490>been <00:13:59.665>curated <00:13:59.840>within <00:14:00.015>Stack

347
00:14:00.935 --> 00:14:02.615
<00:14:00.935>All <00:14:01.135>Flow, <00:14:01.334>both <00:14:01.535>public <00:14:01.734>and <00:14:01.935>within <00:14:02.135>your <00:14:02.334>company.

348
00:14:03.275 --> 00:14:05.535
<00:14:03.275>And <00:14:03.449>this <00:14:03.625>does <00:14:03.800>a <00:14:03.975>really <00:14:04.150>sort <00:14:04.324>of <00:14:04.500>great <00:14:04.675>job

349
00:14:05.535 --> 00:14:07.215
<00:14:05.535>of <00:14:05.735>keeping <00:14:05.935>people <00:14:06.135>in <00:14:06.334>their <00:14:06.535>flow <00:14:06.735>of <00:14:06.935>work.

350
00:14:07.725 --> 00:14:11.575
<00:14:07.725>Similarly, <00:14:07.865>in <00:14:08.005>Slack, <00:14:08.145>I <00:14:08.285>know <00:14:08.425>many <00:14:08.565>of <00:14:08.705>you're <00:14:08.845>Slack <00:14:08.985>users, <00:14:09.125>um,

351
00:14:11.795 --> 00:14:14.695
<00:14:11.795>we <00:14:11.935>have <00:14:12.074>got <00:14:12.214>the <00:14:12.354>same <00:14:12.495>auto <00:14:12.635>answer <00:14:12.775>capability <00:14:12.915>now <00:14:13.055>as <00:14:13.194>part

352
00:14:14.695 --> 00:14:15.695
<00:14:14.695>of <00:14:14.995>our <00:14:15.295>AI <00:14:15.595>capability.

353
00:14:15.795 --> 00:14:18.615
<00:14:15.795>So <00:14:15.950>it <00:14:16.106>really <00:14:16.261>then <00:14:16.417>surfaces, <00:14:16.572>again, <00:14:16.728>knowledge <00:14:16.883>from <00:14:17.039>the <00:14:17.194>public

354
00:14:18.675 --> 00:14:20.215
<00:14:18.675>and <00:14:18.906>private <00:14:19.137>versions <00:14:19.367>of <00:14:19.599>Stack <00:14:19.830>Whole <00:14:20.061>Flow.

355
00:14:20.635 --> 00:14:23.815
<00:14:20.635>And <00:14:20.790>you <00:14:20.946>can <00:14:21.101>also, <00:14:21.257>as <00:14:21.412>I <00:14:21.568>I've <00:14:21.723>been <00:14:21.879>talking <00:14:22.035>about,

356
00:14:24.155 --> 00:14:27.775
<00:14:24.155>you <00:14:24.355>can <00:14:24.555>ask <00:14:24.755>any <00:14:24.954>technology <00:14:25.155>specific, <00:14:25.355>uh, <00:14:25.555>question.

357
00:14:28.185 --> 00:14:30.735
<00:14:28.185>Let's <00:14:28.340>say <00:14:28.496>I <00:14:28.651>wanna <00:14:28.807>learn <00:14:28.962>more <00:14:29.118>about <00:14:29.273>this <00:14:29.429>library <00:14:29.584>or,

358
00:14:30.735 --> 00:14:31.975
<00:14:30.735>or <00:14:30.921>show <00:14:31.107>me <00:14:31.293>a <00:14:31.479>piece <00:14:31.665>of, <00:14:31.851>uh,

359
00:14:31.975 --> 00:14:33.215
<00:14:31.975>you <00:14:32.161>know, <00:14:32.347>gimme <00:14:32.533>an <00:14:32.719>example <00:14:32.905>of <00:14:33.091>this.

360
00:14:33.515 --> 00:14:35.855
<00:14:33.515>And <00:14:33.689>it's <00:14:33.865>gonna <00:14:34.040>again, <00:14:34.215>give <00:14:34.390>you <00:14:34.564>the <00:14:34.740>summarized <00:14:34.915>answer,

361
00:14:35.915 --> 00:14:37.135
<00:14:35.915>and <00:14:36.134>it's <00:14:36.354>going <00:14:36.573>to <00:14:36.793>attribute <00:14:37.013>back

362
00:14:37.135 --> 00:14:39.175
<00:14:37.135>to <00:14:37.310>the <00:14:37.485>links <00:14:37.660>from <00:14:37.835>Stack <00:14:38.010>Overflow <00:14:38.185>all <00:14:38.360>within <00:14:38.535>Slack.

363
00:14:39.475 --> 00:14:41.055
<00:14:39.475>So <00:14:39.708>as <00:14:39.941>you <00:14:40.175>effectively, <00:14:40.408>what <00:14:40.641>we're <00:14:40.875>trying

364
00:14:41.055 --> 00:14:42.855
<00:14:41.055>to <00:14:41.255>do <00:14:41.454>is <00:14:41.655>keep <00:14:41.854>you <00:14:42.055>in <00:14:42.255>your <00:14:42.454>workflow

365
00:14:43.035 --> 00:14:44.535
<00:14:43.035>so <00:14:43.305>you <00:14:43.574>don't <00:14:43.844>break <00:14:44.115>your <00:14:44.385>zone

366
00:14:44.915 --> 00:14:46.295
<00:14:44.915>and <00:14:45.225>you're <00:14:45.536>effectively <00:14:45.846>right <00:14:46.156>there.

367
00:14:46.295 --> 00:14:48.095
<00:14:46.295>And <00:14:46.450>if <00:14:46.606>you're, <00:14:46.761>if <00:14:46.917>you've <00:14:47.072>got <00:14:47.228>only <00:14:47.383>two <00:14:47.539>screens <00:14:47.694>up,

368
00:14:48.115 --> 00:14:50.615
<00:14:48.115>one <00:14:48.255>your <00:14:48.395>IDE <00:14:48.535>and <00:14:48.675>one <00:14:48.815>your <00:14:48.955>chat <00:14:49.095>ops, <00:14:49.235>we <00:14:49.375>want <00:14:49.515>you

369
00:14:50.615 --> 00:14:52.885
<00:14:50.615>to <00:14:50.755>just <00:14:50.895>stay <00:14:51.035>there <00:14:51.175>and <00:14:51.315>feel <00:14:51.455>comfortable <00:14:51.595>that <00:14:51.735>you <00:14:51.875>don't <00:14:52.015>have

370
00:14:52.885 --> 00:14:54.325
<00:14:52.885>to <00:14:53.047>go <00:14:53.209>to <00:14:53.371>Google <00:14:53.533>or <00:14:53.695>any <00:14:53.857>other, <00:14:54.019>you <00:14:54.181>know,

371
00:14:54.325 --> 00:14:55.965
<00:14:54.325>search <00:14:54.605>engine <00:14:54.885>and, <00:14:55.165>and <00:14:55.445>do <00:14:55.725>that.

372
00:14:56.385 --> 00:14:58.445
<00:14:56.385>And <00:14:56.540>to <00:14:56.696>make <00:14:56.851>that <00:14:57.007>point <00:14:57.162>even <00:14:57.318>further <00:14:57.473>in <00:14:57.629>your <00:14:57.785>id.

373
00:14:58.445 --> 00:15:01.325
<00:14:58.445>Now, <00:14:58.620>this <00:14:58.795>is <00:14:58.970>live <00:14:59.145>in <00:14:59.320>Microsoft <00:14:59.495>Visual <00:14:59.670>Studio <00:14:59.845>Code,

374
00:15:01.325 --> 00:15:04.325
<00:15:01.325>and <00:15:01.480>we <00:15:01.636>are <00:15:01.791>explore <00:15:01.947>exploring <00:15:02.102>things <00:15:02.258>like <00:15:02.413>JetBrains <00:15:02.569>as <00:15:02.725>well,

375
00:15:05.015 --> 00:15:07.645
<00:15:05.015>where <00:15:05.170>you're <00:15:05.326>able <00:15:05.481>to <00:15:05.637>ask <00:15:05.792>along <00:15:05.948>with, <00:15:06.103>by <00:15:06.259>the <00:15:06.415>way,

376
00:15:07.645 --> 00:15:09.445
<00:15:07.645>on <00:15:07.819>the <00:15:07.995>right <00:15:08.170>side, <00:15:08.345>you <00:15:08.520>could <00:15:08.694>be <00:15:08.870>generating <00:15:09.045>code,

377
00:15:09.565 --> 00:15:11.645
<00:15:09.565>you <00:15:09.720>can <00:15:09.876>be <00:15:10.031>writing <00:15:10.187>code, <00:15:10.342>you <00:15:10.498>can <00:15:10.653>do <00:15:10.809>those <00:15:10.965>things,

378
00:15:11.985 --> 00:15:15.885
<00:15:11.985>but <00:15:12.125>you <00:15:12.265>are <00:15:12.405>now <00:15:12.545>able <00:15:12.685>to <00:15:12.825>ask <00:15:12.965>questions <00:15:13.105>to <00:15:13.245>overflow <00:15:13.385>ai.

379
00:15:15.885 --> 00:15:18.005
<00:15:15.885>And <00:15:16.060>again, <00:15:16.235>it's <00:15:16.410>gonna <00:15:16.585>reference <00:15:16.760>the <00:15:16.935>60 <00:15:17.110>million <00:15:17.285>questions

380
00:15:18.005 --> 00:15:19.485
<00:15:18.005>and <00:15:18.271>answers <00:15:18.537>straight <00:15:18.804>in <00:15:19.070>your <00:15:19.337>IDE.

381
00:15:19.665 --> 00:15:22.005
<00:15:19.665>So <00:15:19.839>all <00:15:20.015>of <00:15:20.189>this <00:15:20.365>is <00:15:20.540>live <00:15:20.714>and <00:15:20.890>available, <00:15:21.064>uh,

382
00:15:22.105 --> 00:15:24.165
<00:15:22.105>and, <00:15:22.280>you <00:15:22.455>know, <00:15:22.630>very, <00:15:22.805>very, <00:15:22.980>uh, <00:15:23.155>excited <00:15:23.330>for <00:15:23.505>you

383
00:15:24.165 --> 00:15:25.485
<00:15:24.165>to <00:15:24.402>try <00:15:24.640>it <00:15:24.877>within <00:15:25.115>your <00:15:25.353>companies.

384
00:15:25.545 --> 00:15:29.365
<00:15:25.545>So <00:15:25.719>effectively <00:15:25.895>please <00:15:26.069>leverage <00:15:26.245>that <00:15:26.420>on <00:15:26.594>the <00:15:26.770>public <00:15:26.944>platform.

385
00:15:29.545 --> 00:15:32.525
<00:15:29.545>We <00:15:29.672>also <00:15:29.799>have <00:15:29.926>now <00:15:30.054>looked <00:15:30.181>into <00:15:30.308>how <00:15:30.435>do <00:15:30.563>we <00:15:30.690>make <00:15:30.817>the <00:15:30.944>experience

386
00:15:32.525 --> 00:15:35.885
<00:15:32.525>of <00:15:32.699>Stack <00:15:32.875>Overflow <00:15:33.050>a <00:15:33.225>lot <00:15:33.400>friendlier <00:15:33.574>for <00:15:33.750>newer <00:15:33.925>developers?

387
00:15:35.985 --> 00:15:38.085
<00:15:35.985>And <00:15:36.160>this <00:15:36.335>is <00:15:36.510>something <00:15:36.685>that <00:15:36.860>we <00:15:37.035>always <00:15:37.210>historically <00:15:37.385>receive

388
00:15:38.085 --> 00:15:40.205
<00:15:38.085>criticism <00:15:38.285>for <00:15:38.485>because <00:15:38.685>it <00:15:38.885>is <00:15:39.085>a <00:15:39.285>little <00:15:39.485>bit

389
00:15:40.205 --> 00:15:42.285
<00:15:40.205>of <00:15:40.380>a <00:15:40.555>tough <00:15:40.730>place <00:15:40.905>sometimes <00:15:41.080>for, <00:15:41.255>for <00:15:41.430>new <00:15:41.605>developers.

390
00:15:42.285 --> 00:15:44.565
<00:15:42.285>And, <00:15:42.459>you <00:15:42.635>know, <00:15:42.810>the <00:15:42.985>duplicate <00:15:43.160>question, <00:15:43.334>uh, <00:15:43.510>you <00:15:43.685>know,

391
00:15:44.565 --> 00:15:46.445
<00:15:44.565>example, <00:15:44.798>you <00:15:45.031>know, <00:15:45.265>goes <00:15:45.498>a <00:15:45.731>long <00:15:45.965>way.

392
00:15:46.785 --> 00:15:48.605
<00:15:46.785>So <00:15:47.018>we <00:15:47.251>launched <00:15:47.485>something <00:15:47.718>called <00:15:47.951>Staging <00:15:48.185>Ground,

393
00:15:48.605 --> 00:15:50.205
<00:15:48.605>where <00:15:48.838>it's <00:15:49.071>a <00:15:49.305>safe <00:15:49.538>place <00:15:49.771>for <00:15:50.005>people

394
00:15:50.305 --> 00:15:52.565
<00:15:50.305>to <00:15:50.538>feel <00:15:50.771>comfortable <00:15:51.005>about <00:15:51.238>crafting <00:15:51.471>a <00:15:51.704>question.

395
00:15:52.695 --> 00:15:54.165
<00:15:52.695>Today, <00:15:52.915>there's <00:15:53.136>a <00:15:53.356>small <00:15:53.577>community <00:15:53.797>of <00:15:54.018>people

396
00:15:54.165 --> 00:15:56.805
<00:15:54.165>that <00:15:54.320>will <00:15:54.476>volunteer <00:15:54.631>to <00:15:54.787>do <00:15:54.942>that, <00:15:55.098>to <00:15:55.253>help, <00:15:55.409>uh, <00:15:55.564>the,

397
00:15:56.805 --> 00:15:57.885
<00:15:56.805>this, <00:15:56.999>you <00:15:57.193>know, <00:15:57.388>this <00:15:57.582>early <00:15:57.777>group.

398
00:15:58.225 --> 00:16:01.525
<00:15:58.225>But <00:15:58.380>we're <00:15:58.536>also <00:15:58.691>looking <00:15:58.847>to <00:15:59.002>effectively <00:15:59.158>scale <00:15:59.313>this <00:15:59.469>out <00:15:59.625>using,

399
00:16:01.665 --> 00:16:02.685
<00:16:01.665>uh, <00:16:02.123>generative <00:16:02.583>AI

400
00:16:02.955 --> 00:16:06.485
<00:16:02.955>because <00:16:03.095>we're <00:16:03.235>trying <00:16:03.375>to <00:16:03.515>make <00:16:03.655>sure <00:16:03.795>that <00:16:03.935>we <00:16:04.075>leverage <00:16:04.215>the <00:16:04.355>power

401
00:16:06.485 --> 00:16:08.965
<00:16:06.485>of <00:16:06.685>generative <00:16:06.885>AI <00:16:07.085>so <00:16:07.285>that <00:16:07.485>it <00:16:07.685>is, <00:16:07.885>uh,

402
00:16:09.065 --> 00:16:12.485
<00:16:09.065>giving <00:16:09.240>you <00:16:09.415>suggestions <00:16:09.590>on <00:16:09.765>how <00:16:09.940>you <00:16:10.115>can <00:16:10.290>actually, <00:16:10.465>um,

403
00:16:12.795 --> 00:16:15.125
<00:16:12.795>improve <00:16:12.935>the <00:16:13.074>question <00:16:13.214>so <00:16:13.354>that <00:16:13.495>it <00:16:13.635>actually <00:16:13.775>does <00:16:13.915>land <00:16:14.055>in <00:16:14.194>a,

404
00:16:15.125 --> 00:16:16.525
<00:16:15.125>in <00:16:15.335>a <00:16:15.545>very <00:16:15.755>sort <00:16:15.965>of <00:16:16.175>differentiated <00:16:16.385>way,

405
00:16:16.525 --> 00:16:18.085
<00:16:16.525>in <00:16:16.725>a <00:16:16.925>value <00:16:17.125>added <00:16:17.324>way <00:16:17.525>in <00:16:17.725>the <00:16:17.925>community.

406
00:16:18.305 --> 00:16:19.565
<00:16:18.305>So <00:16:18.588>that's <00:16:18.872>what's <00:16:19.155>happening <00:16:19.439>next,

407
00:16:19.585 --> 00:16:20.645
<00:16:19.585>and <00:16:19.775>that's, <00:16:19.966>you <00:16:20.157>know, <00:16:20.348>you'll <00:16:20.539>see

408
00:16:20.645 --> 00:16:22.805
<00:16:20.645>that <00:16:20.785>pretty <00:16:20.925>soon <00:16:21.064>on <00:16:21.204>the <00:16:21.345>public <00:16:21.485>website <00:16:21.625>that <00:16:21.765>you <00:16:21.905>go <00:16:22.045>to.

409
00:16:24.245 --> 00:16:28.505
<00:16:24.245>So <00:16:24.400>in <00:16:24.556>summary, <00:16:24.711>a <00:16:24.867>lot <00:16:25.022>has <00:16:25.178>happened <00:16:25.333>in <00:16:25.489>2024, <00:16:25.645>right?

410
00:16:28.685 --> 00:16:30.265
<00:16:28.685>Uh, <00:16:29.151>and <00:16:29.618>2023 <00:16:30.084>even.

411
00:16:30.265 --> 00:16:33.345
<00:16:30.265>So <00:16:30.420>we <00:16:30.576>obviously <00:16:30.731>with <00:16:30.887>Chad <00:16:31.042>GPT <00:16:31.198>coming <00:16:31.353>on <00:16:31.509>board, <00:16:31.665>uh,

412
00:16:33.345 --> 00:16:34.705
<00:16:33.345>there <00:16:33.498>were <00:16:33.651>a <00:16:33.804>lot <00:16:33.957>of, <00:16:34.110>you <00:16:34.263>know, <00:16:34.416>what's <00:16:34.569>the

413
00:16:34.705 --> 00:16:35.745
<00:16:34.705>future <00:16:34.939>of <00:16:35.173>Stack <00:16:35.407>Whole <00:16:35.641>Flow.

414
00:16:35.745 --> 00:16:37.585
<00:16:35.745>Then <00:16:35.945>there <00:16:36.145>was <00:16:36.345>the, <00:16:36.545>you <00:16:36.745>know, <00:16:36.945>we <00:16:37.145>went

415
00:16:37.585 --> 00:16:38.745
<00:16:37.585>and <00:16:37.734>talked <00:16:37.883>to <00:16:38.032>our <00:16:38.181>community, <00:16:38.330>all <00:16:38.479>of <00:16:38.629>you.

416
00:16:38.765 --> 00:16:42.145
<00:16:38.765>We, <00:16:38.965>we <00:16:39.165>researched <00:16:39.365>exactly <00:16:39.564>what <00:16:39.765>the <00:16:39.965>concerns <00:16:40.165>were.

417
00:16:42.525 --> 00:16:45.225
<00:16:42.525>We <00:16:42.665>then <00:16:42.805>came <00:16:42.944>up <00:16:43.084>with <00:16:43.225>this <00:16:43.365>vision <00:16:43.505>around <00:16:43.645>community <00:16:43.785>and <00:16:43.925>ai.

418
00:16:45.685 --> 00:16:47.465
<00:16:45.685>We <00:16:45.918>then <00:16:46.151>launched <00:16:46.385>our <00:16:46.618>overflow <00:16:46.851>AI <00:16:47.084>product.

419
00:16:47.775 --> 00:16:51.025
<00:16:47.775>Then <00:16:47.949>most <00:16:48.125>recently <00:16:48.300>we <00:16:48.475>announced <00:16:48.650>these <00:16:48.824>partnerships <00:16:49.000>with, <00:16:49.175>uh,

420
00:16:51.025 --> 00:16:52.905
<00:16:51.025>with <00:16:51.199>Open <00:16:51.375>AI <00:16:51.550>and <00:16:51.725>Google <00:16:51.900>and <00:16:52.074>more <00:16:52.250>to <00:16:52.425>come.

421
00:16:53.365 --> 00:16:55.905
<00:16:53.365>Uh, <00:16:53.565>we've <00:16:53.765>obviously, <00:16:53.965>uh, <00:16:54.165>now <00:16:54.365>got <00:16:54.565>this <00:16:54.765>framework

422
00:16:55.905 --> 00:16:57.385
<00:16:55.905>around <00:16:56.348>socially <00:16:56.793>responsible <00:16:57.237>ai,

423
00:16:57.385 --> 00:16:58.825
<00:16:57.385>which <00:16:57.547>is <00:16:57.709>the <00:16:57.871>way <00:16:58.033>in <00:16:58.195>which <00:16:58.357>people <00:16:58.519>would <00:16:58.681>work

424
00:16:58.825 --> 00:17:00.025
<00:16:58.825>with <00:16:59.041>Stack <00:16:59.257>Overflow <00:16:59.473>in <00:16:59.689>the <00:16:59.905>future.

425
00:17:00.565 --> 00:17:02.585
<00:17:00.565>And <00:17:00.798>then <00:17:01.031>we've <00:17:01.265>obviously <00:17:01.498>announced <00:17:01.731>our <00:17:01.965>Indeed

426
00:17:02.585 --> 00:17:03.745
<00:17:02.585>partnership <00:17:03.107>most <00:17:03.629>recently.

427
00:17:04.045 --> 00:17:06.705
<00:17:04.045>And <00:17:04.185>now <00:17:04.325>our <00:17:04.465>overflow <00:17:04.605>AI <00:17:04.745>is <00:17:04.885>in <00:17:05.025>gen <00:17:05.165>is <00:17:05.305>generally <00:17:05.445>available

428
00:17:06.805 --> 00:17:08.705
<00:17:06.805>for <00:17:07.005>people <00:17:07.205>to <00:17:07.405>use, <00:17:07.605>uh, <00:17:07.805>within <00:17:08.005>their <00:17:08.205>company.

429
00:17:08.845 --> 00:17:10.785
<00:17:08.845>So, <00:17:09.045>you <00:17:09.245>know, <00:17:09.444>a <00:17:09.645>tremendous <00:17:09.845>amount <00:17:10.045>of <00:17:10.245>work.

430
00:17:10.905 --> 00:17:13.305
<00:17:10.905>I <00:17:11.045>wanted <00:17:11.185>to <00:17:11.325>thank <00:17:11.464>all <00:17:11.605>of <00:17:11.744>you <00:17:11.885>for <00:17:12.024>providing <00:17:12.165>your <00:17:12.305>feedback

431
00:17:13.605 --> 00:17:15.745
<00:17:13.605>as <00:17:13.745>part <00:17:13.885>of <00:17:14.025>this <00:17:14.165>over <00:17:14.305>the <00:17:14.444>past, <00:17:14.585>uh, <00:17:14.724>year <00:17:14.865>or <00:17:15.005>so.

432
00:17:15.765 --> 00:17:18.825
<00:17:15.765>So <00:17:15.920>appreciate <00:17:16.076>all <00:17:16.231>the, <00:17:16.387>all <00:17:16.542>the, <00:17:16.698>you <00:17:16.853>know, <00:17:17.009>both <00:17:17.165>positive

433
00:17:18.825 --> 00:17:21.145
<00:17:18.825>and <00:17:18.965>critical <00:17:19.105>feedback <00:17:19.245>to <00:17:19.385>make <00:17:19.525>sure <00:17:19.665>that <00:17:19.805>we <00:17:19.944>do <00:17:20.085>our <00:17:20.225>best.

434
00:17:21.405 --> 00:17:22.425
<00:17:21.405>And <00:17:21.711>also, <00:17:22.017>obviously <00:17:22.322>wanted

435
00:17:22.425 --> 00:17:24.985
<00:17:22.425>to <00:17:22.552>thank <00:17:22.679>our <00:17:22.806>team <00:17:22.934>at <00:17:23.061>Stack <00:17:23.188>O <00:17:23.315>Flow, <00:17:23.443>who <00:17:23.570>we <00:17:23.697>call <00:17:23.825>Stackers

436
00:17:24.985 --> 00:17:26.505
<00:17:24.984>for <00:17:25.258>working <00:17:25.532>really <00:17:25.805>hard <00:17:26.079>during <00:17:26.353>a,

437
00:17:26.565 --> 00:17:29.065
<00:17:26.565>an <00:17:26.720>especially <00:17:26.876>intense <00:17:27.031>period <00:17:27.187>of <00:17:27.342>time <00:17:27.498>over <00:17:27.653>the <00:17:27.809>past <00:17:27.965>year

438
00:17:29.065 --> 00:17:30.385
<00:17:29.065>and <00:17:29.263>a <00:17:29.461>half <00:17:29.659>to <00:17:29.857>make <00:17:30.055>this <00:17:30.253>happen.

439
00:17:31.405 --> 00:17:34.145
<00:17:31.405>So <00:17:31.605>going <00:17:31.805>forward, <00:17:32.004>we <00:17:32.205>talked <00:17:32.405>about <00:17:32.605>the <00:17:32.805>data

440
00:17:34.145 --> 00:17:35.465
<00:17:34.145>Phoenix, <00:17:34.343>I <00:17:34.541>wanted <00:17:34.739>to <00:17:34.937>cover <00:17:35.135>three <00:17:35.332>things.

441
00:17:35.485 --> 00:17:38.065
<00:17:35.485>The <00:17:35.659>power <00:17:35.834>of <00:17:36.010>data, <00:17:36.185>the <00:17:36.360>benefits <00:17:36.534>of, <00:17:36.709>you <00:17:36.885>know,

442
00:17:38.625 --> 00:17:40.105
<00:17:38.625>engaging <00:17:38.958>on <00:17:39.291>these <00:17:39.624>commercial <00:17:39.957>partnerships

443
00:17:40.105 --> 00:17:41.465
<00:17:40.105>with <00:17:40.411>these <00:17:40.716>big <00:17:41.023>AI <00:17:41.329>companies.

444
00:17:41.725 --> 00:17:44.425
<00:17:41.725>And <00:17:41.865>thirdly, <00:17:42.004>I <00:17:42.145>wanted <00:17:42.284>to <00:17:42.425>leave <00:17:42.564>you <00:17:42.705>with <00:17:42.844>a <00:17:42.985>new <00:17:43.125>thing

445
00:17:44.425 --> 00:17:45.985
<00:17:44.425>that <00:17:44.705>we're <00:17:44.985>announcing, <00:17:45.264>which <00:17:45.544>is <00:17:45.825>all

446
00:17:45.985 --> 00:17:47.105
<00:17:45.985>around <00:17:46.236>knowledge <00:17:46.489>as <00:17:46.741>a <00:17:46.993>service.

447
00:17:47.565 --> 00:17:49.365
<00:17:47.565>So <00:17:47.798>I <00:17:48.031>will <00:17:48.265>cover <00:17:48.498>these <00:17:48.731>three <00:17:48.965>topics

448
00:17:49.395 --> 00:17:50.405
<00:17:49.395>here <00:17:49.576>in <00:17:49.758>the <00:17:49.940>next <00:17:50.122>few <00:17:50.304>minutes.

449
00:17:50.905 --> 00:17:52.445
<00:17:50.905>So <00:17:51.078>the <00:17:51.251>first <00:17:51.424>thing <00:17:51.598>is <00:17:51.771>the <00:17:51.944>power <00:17:52.117>of <00:17:52.291>data.

450
00:17:52.585 --> 00:17:54.405
<00:17:52.585>So <00:17:52.865>all <00:17:53.145>of <00:17:53.425>you <00:17:53.705>here, <00:17:53.985>uh,

451
00:17:54.405 --> 00:17:56.845
<00:17:54.405>hopefully <00:17:54.638>know <00:17:54.871>about <00:17:55.105>our <00:17:55.338>Stack <00:17:55.571>Overflow <00:17:55.805>developer

452
00:17:56.845 --> 00:17:57.885
<00:17:56.845>survey, <00:17:57.781>right?

453
00:17:58.025 --> 00:17:59.445
<00:17:58.025>And <00:17:58.238>so <00:17:58.451>we've <00:17:58.664>been <00:17:58.877>doing <00:17:59.090>this <00:17:59.303>for,

454
00:17:59.625 --> 00:18:00.685
<00:17:59.625>for <00:17:59.863>literally <00:18:00.101>over <00:18:00.340>a <00:18:00.579>decade.

455
00:18:01.305 --> 00:18:03.605
<00:18:01.305>And <00:18:01.538>this <00:18:01.771>year <00:18:02.005>our <00:18:02.238>survey <00:18:02.471>just <00:18:02.705>closed,

456
00:18:04.025 --> 00:18:05.605
<00:18:04.025>and <00:18:04.305>we <00:18:04.585>are <00:18:04.865>about <00:18:05.145>to, <00:18:05.425>uh,

457
00:18:05.675 --> 00:18:09.325
<00:18:05.675>release <00:18:05.815>these <00:18:05.955>results <00:18:06.095>here <00:18:06.235>in <00:18:06.375>the <00:18:06.514>next, <00:18:06.655>uh, <00:18:06.794>week <00:18:06.935>or <00:18:07.075>so.

458
00:18:09.345 --> 00:18:11.565
<00:18:09.345>So <00:18:09.500>you'll <00:18:09.656>see <00:18:09.811>the <00:18:09.967>full <00:18:10.122>report <00:18:10.278>as <00:18:10.433>you've <00:18:10.589>always, <00:18:10.745>uh,

459
00:18:11.565 --> 00:18:13.725
<00:18:11.565>always <00:18:11.720>seen <00:18:11.876>all <00:18:12.031>of <00:18:12.187>you <00:18:12.342>that <00:18:12.498>contributed <00:18:12.653>to <00:18:12.809>the <00:18:12.965>survey.

460
00:18:13.775 --> 00:18:16.325
<00:18:13.775>Thank <00:18:13.975>you. <00:18:14.175>We <00:18:14.375>have <00:18:14.575>close <00:18:14.775>to <00:18:14.975>65,000 <00:18:15.175>people

461
00:18:16.325 --> 00:18:17.965
<00:18:16.325>that <00:18:16.558>responded <00:18:16.791>to <00:18:17.025>the <00:18:17.258>survey <00:18:17.491>this <00:18:17.725>year.

462
00:18:18.225 --> 00:18:19.485
<00:18:18.225>And <00:18:18.414>we <00:18:18.602>asked <00:18:18.792>all <00:18:18.981>sorts <00:18:19.169>of <00:18:19.359>questions

463
00:18:19.485 --> 00:18:22.885
<00:18:19.485>as <00:18:19.659>we <00:18:19.834>typically <00:18:20.010>do <00:18:20.185>about <00:18:20.360>programming <00:18:20.534>languages, <00:18:20.709>about, <00:18:20.885>uh,

464
00:18:22.905 --> 00:18:25.765
<00:18:22.905>you <00:18:23.060>know, <00:18:23.216>uh, <00:18:23.371>employ <00:18:23.527>types <00:18:23.682>of <00:18:23.838>jobs, <00:18:23.993>the, <00:18:24.149>you <00:18:24.305>know,

465
00:18:25.885 --> 00:18:27.525
<00:18:25.885>the <00:18:26.165>salaries <00:18:26.445>that <00:18:26.725>people <00:18:27.004>are <00:18:27.285>getting,

466
00:18:27.865 --> 00:18:29.365
<00:18:27.865>and <00:18:28.135>of <00:18:28.405>course <00:18:28.675>all <00:18:28.945>around <00:18:29.215>ai.

467
00:18:29.785 --> 00:18:31.085
<00:18:29.785>And <00:18:29.980>so <00:18:30.175>some <00:18:30.370>things <00:18:30.565>that <00:18:30.760>stood <00:18:30.955>out

468
00:18:31.085 --> 00:18:33.565
<00:18:31.085>to <00:18:31.240>us <00:18:31.396>about <00:18:31.551>AI <00:18:31.707>specifically, <00:18:31.862>which <00:18:32.018>I <00:18:32.173>wanted <00:18:32.329>to <00:18:32.485>share.

469
00:18:33.955 --> 00:18:37.045
<00:18:33.955>Last <00:18:34.129>year <00:18:34.304>we <00:18:34.480>talked <00:18:34.655>about <00:18:34.830>the <00:18:35.004>sentiment <00:18:35.179>towards <00:18:35.355>ai.

470
00:18:37.305 --> 00:18:39.525
<00:18:37.305>You <00:18:37.445>know, <00:18:37.585>how <00:18:37.725>many <00:18:37.865>people <00:18:38.005>are <00:18:38.145>really <00:18:38.285>bullish <00:18:38.425>on <00:18:38.565>this <00:18:38.705>topic

471
00:18:39.585 --> 00:18:41.485
<00:18:39.585>and <00:18:39.740>are <00:18:39.896>they <00:18:40.051>gonna, <00:18:40.207>are <00:18:40.362>they <00:18:40.518>favorable <00:18:40.673>towards <00:18:40.829>using <00:18:40.985>it

472
00:18:41.485 --> 00:18:42.845
<00:18:41.485>as <00:18:41.729>far <00:18:41.974>their <00:18:42.219>workflow, <00:18:42.464>et <00:18:42.709>cetera.

473
00:18:43.115 --> 00:18:47.085
<00:18:43.115>Last <00:18:43.255>year <00:18:43.395>was <00:18:43.535>about <00:18:43.675>77% <00:18:43.815>of <00:18:43.955>people <00:18:44.095>said <00:18:44.235>they <00:18:44.375>were <00:18:44.515>favorable.

474
00:18:47.145 --> 00:18:48.565
<00:18:47.145>And <00:18:47.304>this <00:18:47.464>is, <00:18:47.624>you <00:18:47.784>know, <00:18:47.943>pretty <00:18:48.103>high <00:18:48.263>in <00:18:48.423>the,

475
00:18:48.745 --> 00:18:50.125
<00:18:48.745>in <00:18:48.952>the <00:18:49.158>hype <00:18:49.366>cycle, <00:18:49.572>if <00:18:49.780>you <00:18:49.987>will.

476
00:18:50.505 --> 00:18:53.005
<00:18:50.505>And <00:18:50.645>this <00:18:50.785>year <00:18:50.925>that <00:18:51.065>actually <00:18:51.205>dropped <00:18:51.345>a <00:18:51.485>little <00:18:51.625>bit <00:18:51.765>to <00:18:51.905>72%.

477
00:18:53.005 --> 00:18:54.205
<00:18:53.005>So <00:18:53.275>not <00:18:53.545>a <00:18:53.815>massive <00:18:54.085>change,

478
00:18:54.225 --> 00:18:56.165
<00:18:54.225>but <00:18:54.365>maybe <00:18:54.504>a <00:18:54.645>little <00:18:54.784>bit <00:18:54.925>of <00:18:55.064>the <00:18:55.205>shine <00:18:55.344>has <00:18:55.485>come <00:18:55.625>off

479
00:18:56.225 --> 00:18:57.885
<00:18:56.225>as <00:18:56.504>people <00:18:56.784>have <00:18:57.064>realized, <00:18:57.344>you <00:18:57.625>know,

480
00:18:57.955 --> 00:19:00.365
<00:18:57.955>what <00:18:58.129>can <00:18:58.304>I <00:18:58.480>practically <00:18:58.655>do <00:18:58.830>or <00:18:59.004>use <00:18:59.179>this <00:18:59.355>with?

481
00:19:00.465 --> 00:19:01.725
<00:19:00.465>Uh, <00:19:00.748>oh, <00:19:01.032>there <00:19:01.315>are <00:19:01.599>limitations.

482
00:19:01.825 --> 00:19:03.405
<00:19:01.825>Oh, <00:19:02.058>I <00:19:02.291>guess <00:19:02.525>I <00:19:02.758>can't <00:19:02.991>really <00:19:03.225>sort

483
00:19:03.405 --> 00:19:04.485
<00:19:03.405>of, <00:19:03.543>you <00:19:03.682>know, <00:19:03.821>do <00:19:03.960>it <00:19:04.099>for <00:19:04.238>all <00:19:04.377>things.

484
00:19:04.905 --> 00:19:06.405
<00:19:04.905>And <00:19:05.097>so <00:19:05.290>there's <00:19:05.483>a <00:19:05.676>little <00:19:05.869>bit <00:19:06.062>of <00:19:06.254>realism

485
00:19:06.405 --> 00:19:07.685
<00:19:06.405>that <00:19:06.569>have <00:19:06.734>set <00:19:06.898>in <00:19:07.063>that <00:19:07.227>has <00:19:07.392>set <00:19:07.557>in.

486
00:19:07.685 --> 00:19:09.365
<00:19:07.685>So <00:19:07.918>that's, <00:19:08.151>you <00:19:08.385>know, <00:19:08.618>not <00:19:08.851>entirely <00:19:09.085>surprising.

487
00:19:10.155 --> 00:19:14.405
<00:19:10.155>What <00:19:10.295>was <00:19:10.435>kind <00:19:10.575>of <00:19:10.715>also <00:19:10.855>very <00:19:10.995>interesting <00:19:11.135>is <00:19:11.274>the <00:19:11.415>trust <00:19:11.555>aspect.

488
00:19:15.425 --> 00:19:18.325
<00:19:15.425>The, <00:19:15.565>the <00:19:15.705>fact <00:19:15.845>is <00:19:15.985>that <00:19:16.125>only <00:19:16.264>40% <00:19:16.405>of <00:19:16.544>all <00:19:16.685>of <00:19:16.825>you

489
00:19:18.955 --> 00:19:21.005
<00:19:18.955>only <00:19:19.155>trust <00:19:19.355>what's <00:19:19.554>coming <00:19:19.754>out <00:19:19.955>of <00:19:20.155>AI <00:19:20.355>models.

490
00:19:21.115 --> 00:19:23.125
<00:19:21.115>That <00:19:21.348>continues <00:19:21.581>to <00:19:21.815>be <00:19:22.048>a <00:19:22.281>real <00:19:22.515>concern.

491
00:19:23.825 --> 00:19:26.285
<00:19:23.825>And <00:19:23.965>that's <00:19:24.105>why <00:19:24.245>we <00:19:24.385>launched <00:19:24.525>what <00:19:24.665>we <00:19:24.805>did <00:19:24.945>with <00:19:25.085>overflow, <00:19:25.225>API,

492
00:19:26.285 --> 00:19:28.045
<00:19:26.285>to <00:19:26.518>make <00:19:26.751>sure <00:19:26.985>there's <00:19:27.218>attribution <00:19:27.451>and <00:19:27.685>citations.

493
00:19:28.045 --> 00:19:29.165
<00:19:28.045>So <00:19:28.171>you <00:19:28.297>can <00:19:28.423>feel <00:19:28.549>a <00:19:28.675>lot <00:19:28.801>better <00:19:28.927>about <00:19:29.053>it,

494
00:19:29.385 --> 00:19:32.725
<00:19:29.385>but <00:19:29.512>only <00:19:29.639>40% <00:19:29.766>of <00:19:29.894>you <00:19:30.021>actually <00:19:30.148>trust <00:19:30.275>what's <00:19:30.403>coming <00:19:30.530>out <00:19:30.657>of <00:19:30.785>this

495
00:19:32.725 --> 00:19:34.645
<00:19:32.725>because <00:19:32.899>you're <00:19:33.074>not <00:19:33.250>going <00:19:33.425>to, <00:19:33.600>because <00:19:33.774>ultimately <00:19:33.949>you <00:19:34.125>are,

496
00:19:35.065 --> 00:19:37.525
<00:19:35.065>we <00:19:35.192>are <00:19:35.319>accountable <00:19:35.446>for <00:19:35.574>the <00:19:35.701>code <00:19:35.828>that <00:19:35.955>we <00:19:36.083>put <00:19:36.210>into <00:19:36.337>our <00:19:36.465>systems

497
00:19:37.585 --> 00:19:38.605
<00:19:37.585>and <00:19:37.891>in <00:19:38.197>our <00:19:38.503>companies

498
00:19:38.605 --> 00:19:41.365
<00:19:38.605>or <00:19:38.745>anything <00:19:38.885>that <00:19:39.025>we're <00:19:39.165>working <00:19:39.305>on, <00:19:39.445>it's <00:19:39.585>not <00:19:39.725>the <00:19:39.865>tool, <00:19:40.005>right?

499
00:19:41.465 --> 00:19:43.605
<00:19:41.465>So <00:19:41.620>we <00:19:41.776>are <00:19:41.931>gonna <00:19:42.087>be <00:19:42.242>held <00:19:42.398>accountable <00:19:42.553>if <00:19:42.709>something <00:19:42.865>breaks.

500
00:19:43.945 --> 00:19:46.405
<00:19:43.945>So <00:19:44.085>I <00:19:44.225>think <00:19:44.365>the, <00:19:44.504>the, <00:19:44.645>the <00:19:44.784>risks <00:19:44.925>are <00:19:45.064>obviously <00:19:45.205>pretty <00:19:45.345>high.

501
00:19:47.715 --> 00:19:51.365
<00:19:47.715>Thirdly, <00:19:47.915>when <00:19:48.115>we <00:19:48.314>asked <00:19:48.514>around <00:19:48.715>company <00:19:48.915>specific <00:19:49.115>usage

502
00:19:51.365 --> 00:19:54.645
<00:19:51.365>of <00:19:51.520>AI <00:19:51.676>tools, <00:19:51.831>what <00:19:51.987>was <00:19:52.142>interesting <00:19:52.298>around <00:19:52.453>the <00:19:52.609>challenges <00:19:52.765>was,

503
00:19:54.705 --> 00:19:56.045
<00:19:54.705>yes, <00:19:54.946>they <00:19:55.187>don't <00:19:55.428>trust <00:19:55.669>the <00:19:55.911>output.

504
00:19:56.045 --> 00:19:58.245
<00:19:56.045>That <00:19:56.325>was <00:19:56.605>predominantly <00:19:56.885>the <00:19:57.165>reason <00:19:57.445>why

505
00:19:58.515 --> 00:19:59.645
<00:19:58.515>they <00:19:58.769>were <00:19:59.023>not <00:19:59.277>using <00:19:59.532>it.

506
00:20:00.045 --> 00:20:03.325
<00:20:00.045>Secondly, <00:20:00.220>they <00:20:00.395>didn't <00:20:00.570>think <00:20:00.745>that <00:20:00.920>the <00:20:01.095>know, <00:20:01.270>the, <00:20:01.445>the,

507
00:20:03.325 --> 00:20:06.165
<00:20:03.325>the <00:20:03.500>answers <00:20:03.675>were <00:20:03.850>actually <00:20:04.025>rooted <00:20:04.200>in <00:20:04.375>the <00:20:04.550>company's <00:20:04.725>knowledge.

508
00:20:06.165 --> 00:20:08.845
<00:20:06.165>And <00:20:06.320>I <00:20:06.476>think <00:20:06.631>the <00:20:06.787>prior <00:20:06.942>speaker <00:20:07.098>from <00:20:07.253>Accenture <00:20:07.409>was <00:20:07.565>mentioning

509
00:20:08.845 --> 00:20:11.925
<00:20:08.845>that <00:20:09.000>right <00:20:09.156>before <00:20:09.311>this <00:20:09.467>is <00:20:09.622>that, <00:20:09.778>you <00:20:09.933>know, <00:20:10.089>the <00:20:10.245>knowledge

510
00:20:12.225 --> 00:20:16.325
<00:20:12.225>as <00:20:12.341>a <00:20:12.458>concept <00:20:12.574>and <00:20:12.691>data <00:20:12.808>as <00:20:12.925>a <00:20:13.041>concept <00:20:13.158>is <00:20:13.274>so, <00:20:13.391>so <00:20:13.508>important, <00:20:13.625>uh,

511
00:20:16.345 --> 00:20:18.085
<00:20:16.345>you <00:20:16.578>know, <00:20:16.811>in <00:20:17.045>this <00:20:17.278>era <00:20:17.511>of <00:20:17.745>ai.

512
00:20:18.085 --> 00:20:20.325
<00:20:18.085>Because <00:20:18.260>if <00:20:18.435>you <00:20:18.610>don't <00:20:18.785>trust <00:20:18.960>what's, <00:20:19.135>if <00:20:19.310>the <00:20:19.485>accuracy

513
00:20:20.325 --> 00:20:21.485
<00:20:20.325>of <00:20:20.533>your <00:20:20.742>knowledge <00:20:20.951>inside <00:20:21.160>your <00:20:21.369>company,

514
00:20:21.905 --> 00:20:24.325
<00:20:21.905>if <00:20:22.032>you <00:20:22.159>can't <00:20:22.286>really <00:20:22.414>sort <00:20:22.541>of <00:20:22.668>rely <00:20:22.795>on <00:20:22.923>it, <00:20:23.050>then, <00:20:23.177>you <00:20:23.305>know,

515
00:20:24.325 --> 00:20:25.965
<00:20:24.325>use <00:20:24.525>garbage <00:20:24.725>in <00:20:24.925>garbage <00:20:25.125>out <00:20:25.325>as <00:20:25.525>we <00:20:25.725>know.

516
00:20:26.185 --> 00:20:29.005
<00:20:26.185>So <00:20:26.325>that <00:20:26.465>is <00:20:26.605>very <00:20:26.745>clear <00:20:26.885>in, <00:20:27.024>in, <00:20:27.165>in <00:20:27.304>kinda <00:20:27.445>people's <00:20:27.585>responses.

517
00:20:29.005 --> 00:20:30.645
<00:20:29.005>So <00:20:29.145>those <00:20:29.285>are <00:20:29.425>the <00:20:29.565>top <00:20:29.705>two, <00:20:29.845>along <00:20:29.985>with <00:20:30.125>of <00:20:30.265>course <00:20:30.405>the,

518
00:20:30.645 --> 00:20:32.045
<00:20:30.645>all <00:20:30.802>the <00:20:30.960>other <00:20:31.117>usual <00:20:31.275>things <00:20:31.432>that <00:20:31.590>you <00:20:31.747>can <00:20:31.905>imagine.

519
00:20:32.665 --> 00:20:35.205
<00:20:32.665>And <00:20:32.865>then <00:20:33.065>lastly, <00:20:33.264>people <00:20:33.465>spend <00:20:33.665>an <00:20:33.865>inordinate <00:20:34.065>amount

520
00:20:35.205 --> 00:20:37.325
<00:20:35.205>of <00:20:35.405>time <00:20:35.605>still <00:20:35.804>finding <00:20:36.004>stuff <00:20:36.205>in <00:20:36.405>their <00:20:36.605>companies.

521
00:20:37.345 --> 00:20:41.285
<00:20:37.345>You <00:20:37.485>know, <00:20:37.625>they <00:20:37.765>spend <00:20:37.905>at <00:20:38.045>least <00:20:38.185>30 <00:20:38.325>minutes <00:20:38.465>on <00:20:38.605>average, <00:20:38.745>uh,

522
00:20:41.525 --> 00:20:43.365
<00:20:41.525>a <00:20:41.758>day <00:20:41.991>searching <00:20:42.225>for <00:20:42.458>answers <00:20:42.691>to <00:20:42.925>problems.

523
00:20:43.385 --> 00:20:46.525
<00:20:43.385>And <00:20:43.525>that <00:20:43.665>is, <00:20:43.805>you <00:20:43.945>know, <00:20:44.085>quite, <00:20:44.225>uh, <00:20:44.365>it's <00:20:44.504>will <00:20:44.645>have <00:20:44.785>huge

524
00:20:46.525 --> 00:20:48.645
<00:20:46.525>of, <00:20:46.991>uh, <00:20:47.458>within <00:20:47.925>companies.

525
00:20:48.805 --> 00:20:51.245
<00:20:48.805>'cause <00:20:49.005>if <00:20:49.205>you <00:20:49.405>have <00:20:49.605>60,000 <00:20:49.805>technologists <00:20:50.005>in <00:20:50.205>companies,

526
00:20:51.395 --> 00:20:54.485
<00:20:51.395>just <00:20:51.570>imagine <00:20:51.745>if <00:20:51.920>you <00:20:52.095>multiply <00:20:52.270>that <00:20:52.445>time, <00:20:52.620>the <00:20:52.795>company

527
00:20:54.505 --> 00:20:56.565
<00:20:54.505>as <00:20:54.738>a <00:20:54.971>whole <00:20:55.205>is <00:20:55.438>highly, <00:20:55.671>highly <00:20:55.905>inefficient

528
00:20:56.825 --> 00:20:58.605
<00:20:56.825>by <00:20:56.980>people <00:20:57.136>just <00:20:57.291>trying <00:20:57.447>to <00:20:57.602>find <00:20:57.758>stuff <00:20:57.913>all <00:20:58.069>the <00:20:58.225>time.

529
00:20:58.995 --> 00:21:03.445
<00:20:58.995>Alright? <00:20:59.150>And <00:20:59.306>so, <00:20:59.461>you <00:20:59.617>know, <00:20:59.772>in <00:20:59.928>the <00:21:00.083>context <00:21:00.239>of <00:21:00.395>trust,

530
00:21:04.405 --> 00:21:07.165
<00:21:04.405>a <00:21:04.521>big, <00:21:04.638>big <00:21:04.754>part <00:21:04.871>of <00:21:04.988>why <00:21:05.105>people <00:21:05.221>don't <00:21:05.338>trust <00:21:05.455>is <00:21:05.571>also, <00:21:05.688>you <00:21:05.805>know,

531
00:21:07.165 --> 00:21:11.645
<00:21:07.165>misinformation, <00:21:07.398>wrong <00:21:07.631>information, <00:21:07.865>uh, <00:21:08.098>lack <00:21:08.331>of <00:21:08.565>attribution.

532
00:21:11.985 --> 00:21:13.525
<00:21:11.985>You <00:21:12.158>know, <00:21:12.331>those <00:21:12.504>are <00:21:12.678>sort <00:21:12.851>of <00:21:13.024>the <00:21:13.197>big <00:21:13.371>topics

533
00:21:13.525 --> 00:21:14.805
<00:21:13.525>that <00:21:13.717>also <00:21:13.909>showed <00:21:14.101>up <00:21:14.293>in <00:21:14.485>the <00:21:14.677>survey.

534
00:21:15.345 --> 00:21:17.045
<00:21:15.345>Uh, <00:21:15.625>we've <00:21:15.905>seen <00:21:16.185>this <00:21:16.465>most <00:21:16.745>recently.

535
00:21:17.045 --> 00:21:19.525
<00:21:17.045>There's <00:21:17.200>so <00:21:17.356>much <00:21:17.511>that's <00:21:17.667>happening, <00:21:17.822>uh, <00:21:17.978>around <00:21:18.133>that, <00:21:18.289>you <00:21:18.445>know,

536
00:21:19.525 --> 00:21:20.645
<00:21:19.525>you <00:21:19.693>don't <00:21:19.861>really <00:21:20.029>know <00:21:20.197>what <00:21:20.365>to <00:21:20.533>believe.

537
00:21:20.865 --> 00:21:22.605
<00:21:20.865>You <00:21:21.215>can <00:21:21.565>probably <00:21:21.915>figure <00:21:22.265>out

538
00:21:22.605 --> 00:21:24.525
<00:21:22.605>that <00:21:22.805>the <00:21:23.005>pope <00:21:23.205>didn't <00:21:23.405>wear <00:21:23.605>a <00:21:23.805>puffer <00:21:24.005>jacket.

539
00:21:25.105 --> 00:21:27.685
<00:21:25.105>Uh, <00:21:25.280>but, <00:21:25.455>you <00:21:25.630>know, <00:21:25.805>outside <00:21:25.980>of <00:21:26.155>that <00:21:26.330>one <00:21:26.505>example,

540
00:21:27.925 --> 00:21:30.005
<00:21:27.925>I <00:21:28.080>think <00:21:28.236>it's, <00:21:28.391>it's, <00:21:28.547>it's <00:21:28.702>getting <00:21:28.858>pretty <00:21:29.013>difficult <00:21:29.169>for <00:21:29.325>you

541
00:21:30.005 --> 00:21:32.605
<00:21:30.005>to <00:21:30.160>know <00:21:30.316>what <00:21:30.471>is <00:21:30.627>reality <00:21:30.782>and <00:21:30.938>what's, <00:21:31.093>what's <00:21:31.249>made <00:21:31.405>up

542
00:21:32.675 --> 00:21:35.565
<00:21:32.675>that <00:21:32.830>may <00:21:32.986>be <00:21:33.141>inaccurate, <00:21:33.297>especially <00:21:33.452>in <00:21:33.608>the <00:21:33.763>context <00:21:33.919>of <00:21:34.075>coding.

543
00:21:35.985 --> 00:21:38.125
<00:21:35.985>So <00:21:36.185>I <00:21:36.385>think <00:21:36.584>that's <00:21:36.784>why <00:21:36.985>in <00:21:37.185>many <00:21:37.385>ways

544
00:21:39.325 --> 00:21:41.745
<00:21:39.325>we <00:21:39.452>have <00:21:39.579>zoned <00:21:39.706>in <00:21:39.834>on <00:21:39.961>these <00:21:40.088>sort <00:21:40.215>of <00:21:40.343>principles <00:21:40.470>around <00:21:40.597>the <00:21:40.725>fact

545
00:21:41.745 --> 00:21:43.585
<00:21:41.745>that <00:21:42.024>the <00:21:42.304>cost <00:21:42.584>of <00:21:42.864>these <00:21:43.145>things

546
00:21:43.885 --> 00:21:46.665
<00:21:43.885>for <00:21:44.040>AI <00:21:44.196>is <00:21:44.351>absolutely <00:21:44.507>gonna <00:21:44.662>get <00:21:44.818>forced <00:21:44.973>to <00:21:45.129>go <00:21:45.285>down.

547
00:21:46.955 --> 00:21:49.585
<00:21:46.955>These <00:21:47.155>foundational <00:21:47.355>models <00:21:47.554>are <00:21:47.754>all <00:21:47.955>racing <00:21:48.155>in <00:21:48.355>terms

548
00:21:49.605 --> 00:21:52.585
<00:21:49.605>of <00:21:49.760>capability <00:21:49.916>and <00:21:50.071>to <00:21:50.227>be <00:21:50.382>sort <00:21:50.538>of <00:21:50.693>outmatch <00:21:50.849>each <00:21:51.005>other.

549
00:21:52.685 --> 00:21:55.065
<00:21:52.685>So <00:21:52.840>all <00:21:52.996>these <00:21:53.151>LM <00:21:53.307>models <00:21:53.462>are <00:21:53.618>pretty <00:21:53.773>close <00:21:53.929>every <00:21:54.085>day.

550
00:21:55.065 --> 00:21:57.705
<00:21:55.065>You're <00:21:55.192>seeing <00:21:55.319>a <00:21:55.446>new <00:21:55.574>sort <00:21:55.701>of <00:21:55.828>lead <00:21:55.955>in <00:21:56.083>the, <00:21:56.210>in <00:21:56.337>the <00:21:56.465>tables.

551
00:21:58.205 --> 00:22:00.945
<00:21:58.205>Uh, <00:21:58.379>thirdly, <00:21:58.554>personalization <00:21:58.730>I <00:21:58.905>think <00:21:59.080>will <00:21:59.254>be <00:21:59.429>a <00:21:59.605>huge,

552
00:22:00.945 --> 00:22:03.225
<00:22:00.945>huge <00:22:01.178>differentiator, <00:22:01.411>uh, <00:22:01.645>in, <00:22:01.878>in <00:22:02.111>terms <00:22:02.345>of

553
00:22:03.225 --> 00:22:04.905
<00:22:03.225>how <00:22:03.691>people <00:22:04.158>distinguish <00:22:04.625>themselves.

554
00:22:05.485 --> 00:22:08.105
<00:22:05.485>And <00:22:05.659>then <00:22:05.834>in <00:22:06.010>enterprises, <00:22:06.185>people <00:22:06.360>are <00:22:06.534>asking <00:22:06.709>the <00:22:06.885>question,

555
00:22:08.125 --> 00:22:09.745
<00:22:08.125>Hey, <00:22:08.280>these <00:22:08.436>things <00:22:08.591>seem <00:22:08.747>to <00:22:08.902>cost <00:22:09.058>a <00:22:09.213>lot <00:22:09.369>of <00:22:09.525>money,

556
00:22:09.925 --> 00:22:12.265
<00:22:09.925>so <00:22:10.100>I <00:22:10.274>better <00:22:10.450>get <00:22:10.625>an <00:22:10.800>ROI <00:22:10.975>out <00:22:11.149>of <00:22:11.325>these.

557
00:22:12.265 --> 00:22:14.705
<00:22:12.265>And <00:22:12.440>that's <00:22:12.615>what, <00:22:12.790>you <00:22:12.965>know, <00:22:13.140>all <00:22:13.315>the <00:22:13.490>engineering <00:22:13.665>managers,

558
00:22:14.705 --> 00:22:17.225
<00:22:14.705>the <00:22:14.860>CTOs <00:22:15.016>and <00:22:15.171>the <00:22:15.327>boardrooms <00:22:15.482>are <00:22:15.638>talking <00:22:15.793>about, <00:22:15.949>okay, <00:22:16.105>I've,

559
00:22:17.225 --> 00:22:18.665
<00:22:17.225>I've <00:22:17.369>made, <00:22:17.513>I <00:22:17.657>feel <00:22:17.801>like <00:22:17.945>I've <00:22:18.089>made <00:22:18.233>the <00:22:18.377>right <00:22:18.521>choice

560
00:22:18.765 --> 00:22:19.945
<00:22:18.765>by <00:22:19.030>going <00:22:19.296>down <00:22:19.561>this <00:22:19.827>path,

561
00:22:19.965 --> 00:22:21.465
<00:22:19.965>but <00:22:20.133>what <00:22:20.302>am <00:22:20.471>I <00:22:20.639>getting <00:22:20.808>out <00:22:20.977>of <00:22:21.146>it, <00:22:21.314>right?

562
00:22:21.465 --> 00:22:23.905
<00:22:21.465>So <00:22:21.605>now <00:22:21.745>is <00:22:21.885>gonna <00:22:22.024>be <00:22:22.165>the <00:22:22.304>period <00:22:22.445>where <00:22:22.584>people <00:22:22.725>realize <00:22:22.865>that.

563
00:22:24.125 --> 00:22:26.825
<00:22:24.125>And <00:22:24.300>finally, <00:22:24.475>of <00:22:24.650>course, <00:22:24.825>there's <00:22:25.000>the <00:22:25.175>ethical <00:22:25.350>debate <00:22:25.525>around

564
00:22:27.455 --> 00:22:28.505
<00:22:27.455>responsible <00:22:28.400>ai.

565
00:22:28.645 --> 00:22:31.625
<00:22:28.645>Uh, <00:22:28.845>people <00:22:29.045>actually, <00:22:29.245>uh, <00:22:29.445>you <00:22:29.645>know, <00:22:29.845>contributing <00:22:30.045>back

566
00:22:31.625 --> 00:22:32.905
<00:22:31.625>to <00:22:31.855>the <00:22:32.085>people <00:22:32.316>that, <00:22:32.546>that <00:22:32.777>spent

567
00:22:32.905 --> 00:22:33.985
<00:22:32.905>all <00:22:33.099>that <00:22:33.293>time <00:22:33.488>creating <00:22:33.682>new <00:22:33.877>knowledge.

568
00:22:33.985 --> 00:22:36.025
<00:22:33.985>How <00:22:34.125>do <00:22:34.264>we <00:22:34.405>create <00:22:34.544>incentives <00:22:34.685>for <00:22:34.824>that <00:22:34.965>new <00:22:35.104>knowledge <00:22:35.245>to <00:22:35.385>keep,

569
00:22:36.325 --> 00:22:38.185
<00:22:36.325>uh, <00:22:36.558>to <00:22:36.791>be <00:22:37.025>created <00:22:37.258>in <00:22:37.491>the <00:22:37.725>future?

570
00:22:38.725 --> 00:22:40.065
<00:22:38.725>Uh, <00:22:39.127>and <00:22:39.529>ultimately, <00:22:39.931>uh,

571
00:22:40.065 --> 00:22:42.865
<00:22:40.065>proper <00:22:40.298>licensing <00:22:40.531>arrangements <00:22:40.765>being, <00:22:40.998>being <00:22:41.231>set <00:22:41.465>up.

572
00:22:43.725 --> 00:22:45.185
<00:22:43.725>So <00:22:44.053>with <00:22:44.381>that <00:22:44.710>in <00:22:45.039>mind,

573
00:22:45.695 --> 00:22:48.505
<00:22:45.695>this <00:22:45.928>ecosystem <00:22:46.161>has <00:22:46.395>evolved <00:22:46.628>very <00:22:46.861>rapidly, <00:22:47.095>right?

574
00:22:48.565 --> 00:22:51.065
<00:22:48.565>So <00:22:48.765>content <00:22:48.965>sites <00:22:49.165>like <00:22:49.365>Stack <00:22:49.565>Overflow <00:22:49.765>and <00:22:49.965>Reddit

575
00:22:51.065 --> 00:22:53.665
<00:22:51.065>and <00:22:51.240>others, <00:22:51.415>we <00:22:51.590>are <00:22:51.765>all, <00:22:51.940>obviously <00:22:52.115>our <00:22:52.290>data <00:22:52.465>is,

576
00:22:53.805 --> 00:22:56.865
<00:22:53.805>is <00:22:53.960>in <00:22:54.116>our <00:22:54.271>case, <00:22:54.427>very, <00:22:54.582>very <00:22:54.738>high <00:22:54.893>quality <00:22:55.049>knowledge <00:22:55.205>base.

577
00:22:57.285 --> 00:22:58.825
<00:22:57.285>Uh, <00:22:57.483>and <00:22:57.681>you <00:22:57.879>can <00:22:58.077>talk <00:22:58.275>about <00:22:58.473>the <00:22:58.671>benefits

578
00:22:58.825 --> 00:22:59.945
<00:22:58.825>of <00:22:59.161>quality <00:22:59.497>and <00:22:59.832>quantity.

579
00:23:00.565 --> 00:23:03.865
<00:23:00.565>And <00:23:00.720>that <00:23:00.876>content <00:23:01.031>is <00:23:01.187>used <00:23:01.342>to <00:23:01.498>train <00:23:01.653>these <00:23:01.809>AI <00:23:01.965>models

580
00:23:04.485 --> 00:23:05.945
<00:23:04.485>in <00:23:04.813>a <00:23:05.141>licensed <00:23:05.470>official <00:23:05.799>way.

581
00:23:05.945 --> 00:23:07.985
<00:23:05.945>And <00:23:06.145>that's <00:23:06.345>what <00:23:06.544>our <00:23:06.745>overflow, <00:23:06.945>API <00:23:07.145>products <00:23:07.345>about

582
00:23:08.045 --> 00:23:11.585
<00:23:08.045>and <00:23:08.185>our <00:23:08.325>program <00:23:08.465>that <00:23:08.605>is <00:23:08.745>then <00:23:08.885>allowing <00:23:09.025>humans <00:23:09.165>then <00:23:09.305>to <00:23:09.445>use

583
00:23:11.975 --> 00:23:14.745
<00:23:11.975>that, <00:23:12.149>that <00:23:12.324>those <00:23:12.500>models <00:23:12.675>to <00:23:12.850>create <00:23:13.024>new <00:23:13.199>original <00:23:13.375>thought,

584
00:23:14.805 --> 00:23:16.465
<00:23:14.805>to <00:23:15.005>have <00:23:15.205>an <00:23:15.405>incentive <00:23:15.605>to <00:23:15.805>keep <00:23:16.005>doing <00:23:16.205>that.

585
00:23:16.805 --> 00:23:18.025
<00:23:16.805>And <00:23:17.171>that <00:23:17.537>new <00:23:17.903>information

586
00:23:18.025 --> 00:23:19.825
<00:23:18.025>and <00:23:18.258>new <00:23:18.491>knowledge <00:23:18.725>is <00:23:18.958>then, <00:23:19.191>you <00:23:19.425>know,

587
00:23:19.825 --> 00:23:21.305
<00:23:19.825>pumped <00:23:20.091>back <00:23:20.357>into <00:23:20.624>the <00:23:20.890>system <00:23:21.157>so

588
00:23:21.305 --> 00:23:23.385
<00:23:21.305>that <00:23:21.480>we <00:23:21.655>are <00:23:21.830>constantly <00:23:22.005>making <00:23:22.180>these <00:23:22.355>AI <00:23:22.530>models <00:23:22.705>better.

589
00:23:23.525 --> 00:23:25.865
<00:23:23.525>So <00:23:23.652>then <00:23:23.779>you <00:23:23.906>can <00:23:24.034>trust <00:23:24.161>that, <00:23:24.288>you <00:23:24.415>know, <00:23:24.543>it's <00:23:24.670>rooted <00:23:24.797>in <00:23:24.925>truth,

590
00:23:25.895 --> 00:23:27.505
<00:23:25.895>it's <00:23:26.245>rooted <00:23:26.595>in <00:23:26.945>human <00:23:27.295>judgment.

591
00:23:27.885 --> 00:23:30.625
<00:23:27.885>And <00:23:28.040>so <00:23:28.196>that's <00:23:28.351>what <00:23:28.507>is <00:23:28.662>evolving <00:23:28.818>in <00:23:28.973>the <00:23:29.129>ecosystem <00:23:29.285>today.

592
00:23:30.725 --> 00:23:33.225
<00:23:30.725>And <00:23:30.899>we <00:23:31.074>are <00:23:31.250>obviously <00:23:31.425>defining <00:23:31.600>it <00:23:31.774>in <00:23:31.949>the <00:23:32.125>context

593
00:23:33.405 --> 00:23:35.705
<00:23:33.405>of <00:23:33.754>the <00:23:34.105>software <00:23:34.455>programming <00:23:34.805>landscape.

594
00:23:36.925 --> 00:23:39.505
<00:23:36.925>But <00:23:37.080>in <00:23:37.236>all <00:23:37.391>of <00:23:37.547>this, <00:23:37.702>you <00:23:37.858>know, <00:23:38.013>we, <00:23:38.169>our <00:23:38.325>commitment

595
00:23:39.525 --> 00:23:40.865
<00:23:39.525>to <00:23:39.927>our <00:23:40.329>developers <00:23:40.731>and,

596
00:23:40.965 --> 00:23:43.705
<00:23:40.965>and <00:23:41.165>users <00:23:41.365>like <00:23:41.564>you, <00:23:41.764>uh, <00:23:41.965>absolutely <00:23:42.165>with <00:23:42.365>regards

597
00:23:43.705 --> 00:23:46.645
<00:23:43.705>to <00:23:43.832>your <00:23:43.959>access <00:23:44.086>to <00:23:44.214>data <00:23:44.341>is <00:23:44.468>a <00:23:44.595>hundred <00:23:44.723>percent <00:23:44.850>still <00:23:44.977>the <00:23:45.105>same.

598
00:23:46.945 --> 00:23:49.405
<00:23:46.945>So <00:23:47.085>you <00:23:47.225>can <00:23:47.365>access <00:23:47.504>all <00:23:47.645>the <00:23:47.784>data <00:23:47.925>for <00:23:48.064>free <00:23:48.205>and <00:23:48.345>open

599
00:23:49.545 --> 00:23:50.845
<00:23:49.545>and <00:23:49.935>openly, <00:23:50.325>uh, <00:23:50.715>just,

600
00:23:50.845 --> 00:23:52.565
<00:23:50.845>and <00:23:51.045>we've <00:23:51.245>actually <00:23:51.445>made <00:23:51.645>it <00:23:51.845>even <00:23:52.045>easier <00:23:52.245>now

601
00:23:52.565 --> 00:23:53.725
<00:23:52.565>with <00:23:52.826>our <00:23:53.087>most <00:23:53.348>recent <00:23:53.609>way

602
00:23:53.725 --> 00:23:56.165
<00:23:53.725>that <00:23:53.865>you <00:23:54.004>can <00:23:54.145>download <00:23:54.284>it <00:23:54.425>straight <00:23:54.564>off <00:23:54.705>your <00:23:54.844>profile <00:23:54.985>on <00:23:55.125>the

603
00:23:56.165 --> 00:23:57.245
<00:23:56.165>site <00:23:56.408>that <00:23:56.650>you're <00:23:56.894>registered <00:23:57.137>on.

604
00:23:57.625 --> 00:23:59.485
<00:23:57.625>So, <00:23:57.825>you <00:23:58.025>know, <00:23:58.225>there's <00:23:58.425>this <00:23:58.625>balance <00:23:58.825>of <00:23:59.025>trying

605
00:23:59.485 --> 00:24:02.205
<00:23:59.485>to <00:23:59.640>keep <00:23:59.796>the <00:23:59.951>internet <00:24:00.107>open <00:24:00.262>where <00:24:00.418>users <00:24:00.573>should <00:24:00.729>have <00:24:00.885>access

606
00:24:02.205 --> 00:24:03.565
<00:24:02.205>to <00:24:02.511>it <00:24:02.817>for <00:24:03.123>legitimate <00:24:03.429>purposes.

607
00:24:03.715 --> 00:24:06.285
<00:24:03.715>Like, <00:24:03.870>you <00:24:04.026>wanna <00:24:04.181>go <00:24:04.337>run <00:24:04.492>a <00:24:04.648>research <00:24:04.803>project, <00:24:04.959>you <00:24:05.115>want

608
00:24:06.285 --> 00:24:08.005
<00:24:06.285>to <00:24:06.518>go <00:24:06.751>do <00:24:06.985>something <00:24:07.218>in <00:24:07.451>your <00:24:07.685>university,

609
00:24:08.605 --> 00:24:10.525
<00:24:08.605>absolutely <00:24:08.760>you <00:24:08.916>should <00:24:09.071>take <00:24:09.227>it <00:24:09.382>and <00:24:09.538>use <00:24:09.693>it <00:24:09.849>for <00:24:10.005>free

610
00:24:10.545 --> 00:24:11.605
<00:24:10.545>and <00:24:10.735>there's <00:24:10.926>no <00:24:11.117>cost <00:24:11.308>to <00:24:11.499>it.

611
00:24:11.785 --> 00:24:14.285
<00:24:11.785>But <00:24:11.940>when <00:24:12.096>the <00:24:12.251>big <00:24:12.407>LLM <00:24:12.562>providers <00:24:12.718>and <00:24:12.873>the <00:24:13.029>big <00:24:13.185>AI

612
00:24:14.285 --> 00:24:16.885
<00:24:14.285>and <00:24:14.440>cloud <00:24:14.596>companies <00:24:14.751>want <00:24:14.907>to <00:24:15.062>use <00:24:15.218>this <00:24:15.373>big <00:24:15.529>knowledge <00:24:15.685>base

613
00:24:16.885 --> 00:24:19.445
<00:24:16.885>that's <00:24:17.060>been <00:24:17.235>created <00:24:17.410>for <00:24:17.585>16 <00:24:17.760>years, <00:24:17.935>we <00:24:18.110>absolutely <00:24:18.285>want

614
00:24:19.445 --> 00:24:22.285
<00:24:19.445>to <00:24:19.585>make <00:24:19.725>sure <00:24:19.865>that <00:24:20.004>those <00:24:20.145>are, <00:24:20.284>that's <00:24:20.425>done <00:24:20.564>in <00:24:20.705>a <00:24:20.845>licensed

615
00:24:22.285 --> 00:24:23.605
<00:24:22.285>and <00:24:22.522>official <00:24:22.760>way <00:24:22.997>with <00:24:23.235>our <00:24:23.473>company,

616
00:24:23.605 --> 00:24:24.925
<00:24:23.605>whether <00:24:23.902>it's <00:24:24.199>a <00:24:24.495>commercial <00:24:24.793>relationship,

617
00:24:24.995 --> 00:24:27.085
<00:24:24.995>otherwise <00:24:25.274>it <00:24:25.554>doesn't <00:24:25.834>really <00:24:26.114>work, <00:24:26.395>right?

618
00:24:27.145 --> 00:24:29.925
<00:24:27.145>And <00:24:27.300>why <00:24:27.456>is <00:24:27.611>that? <00:24:27.767>Because <00:24:27.922>ultimately <00:24:28.078>data <00:24:28.233>is <00:24:28.389>the <00:24:28.545>foundation

619
00:24:30.225 --> 00:24:31.965
<00:24:30.225>to <00:24:30.574>drive <00:24:30.925>socially <00:24:31.274>responsible <00:24:31.625>AI

620
00:24:32.385 --> 00:24:34.005
<00:24:32.385>to <00:24:32.618>make <00:24:32.851>sure <00:24:33.085>their <00:24:33.318>answers <00:24:33.551>are <00:24:33.785>accurate.

621
00:24:34.005 --> 00:24:35.405
<00:24:34.005>There's <00:24:34.215>a <00:24:34.425>huge <00:24:34.635>race <00:24:34.845>to <00:24:35.055>do <00:24:35.264>this.

622
00:24:36.245 --> 00:24:38.485
<00:24:36.245>Companies <00:24:36.478>really, <00:24:36.711>really <00:24:36.945>care <00:24:37.178>about <00:24:37.411>making <00:24:37.645>sure

623
00:24:38.485 --> 00:24:41.085
<00:24:38.485>that <00:24:38.685>it's <00:24:38.885>rooted <00:24:39.084>in <00:24:39.284>truth, <00:24:39.485>that <00:24:39.685>you're <00:24:39.885>not,

624
00:24:41.085 --> 00:24:42.485
<00:24:41.085>you're <00:24:41.295>not <00:24:41.505>risking, <00:24:41.715>you <00:24:41.925>know, <00:24:42.135>all <00:24:42.344>sorts

625
00:24:42.485 --> 00:24:44.525
<00:24:42.485>of <00:24:42.685>misinformation <00:24:42.885>floating <00:24:43.084>around <00:24:43.284>and <00:24:43.485>and <00:24:43.685>wrong <00:24:43.885>things.

626
00:24:44.525 --> 00:24:46.845
<00:24:44.525>And <00:24:44.805>ultimately, <00:24:45.085>the <00:24:45.365>LLM <00:24:45.645>wars, <00:24:45.925>uh,

627
00:24:46.845 --> 00:24:50.005
<00:24:46.845>there's <00:24:47.020>gonna <00:24:47.195>be <00:24:47.370>absolutely, <00:24:47.545>uh, <00:24:47.720>a <00:24:47.895>tremendous <00:24:48.070>amount <00:24:48.245>of,

628
00:24:50.145 --> 00:24:51.645
<00:24:50.145>of <00:24:50.415>new <00:24:50.685>kind <00:24:50.955>of <00:24:51.225>companies <00:24:51.495>trying

629
00:24:51.645 --> 00:24:52.965
<00:24:51.645>to <00:24:51.814>figure <00:24:51.984>out <00:24:52.154>how <00:24:52.323>to <00:24:52.493>own <00:24:52.663>the <00:24:52.832>space.

630
00:24:53.165 --> 00:24:55.405
<00:24:53.165>'cause <00:24:53.305>as <00:24:53.445>you <00:24:53.585>can <00:24:53.725>see, <00:24:53.865>there's <00:24:54.004>so <00:24:54.145>much <00:24:54.284>competition <00:24:54.425>in <00:24:54.565>the

631
00:24:55.405 --> 00:24:56.805
<00:24:55.405>space, <00:24:55.657>uh, <00:24:55.909>in <00:24:56.161>the <00:24:56.413>LLM <00:24:56.665>area.

632
00:24:57.785 --> 00:24:59.765
<00:24:57.785>On <00:24:57.985>the <00:24:58.185>data <00:24:58.385>side, <00:24:58.585>I <00:24:58.785>will <00:24:58.985>tell <00:24:59.185>you,

633
00:24:59.805 --> 00:25:01.605
<00:24:59.805>I <00:25:00.155>mentioned <00:25:00.505>quantity <00:25:00.855>versus <00:25:01.205>quality.

634
00:25:02.345 --> 00:25:05.605
<00:25:02.345>We <00:25:02.500>ran <00:25:02.656>our <00:25:02.811>data <00:25:02.967>set <00:25:03.122>against <00:25:03.278>some <00:25:03.433>open <00:25:03.589>source <00:25:03.745>models.

635
00:25:06.345 --> 00:25:08.805
<00:25:06.345>And <00:25:06.578>what <00:25:06.811>we <00:25:07.045>noticed <00:25:07.278>very <00:25:07.511>quickly <00:25:07.745>is

636
00:25:08.805 --> 00:25:10.565
<00:25:08.805>that <00:25:09.271>quality <00:25:09.738>absolutely <00:25:10.205>matters.

637
00:25:11.545 --> 00:25:12.805
<00:25:11.545>The, <00:25:11.923>the <00:25:12.301>quality <00:25:12.679>of,

638
00:25:12.805 --> 00:25:16.285
<00:25:12.805>and <00:25:12.980>the <00:25:13.155>an, <00:25:13.330>the <00:25:13.505>accuracy <00:25:13.680>of <00:25:13.855>answers <00:25:14.030>improved <00:25:14.205>close

639
00:25:16.285 --> 00:25:17.965
<00:25:16.285>to <00:25:16.751>25 <00:25:17.218>percentage <00:25:17.685>points

640
00:25:18.515 --> 00:25:21.605
<00:25:18.515>when <00:25:18.670>you <00:25:18.826>used <00:25:18.981>our <00:25:19.137>dataset <00:25:19.292>Stack <00:25:19.448>overflow <00:25:19.603>dataset <00:25:19.759>against <00:25:19.915>an

641
00:25:21.605 --> 00:25:22.645
<00:25:21.605>open <00:25:21.917>source <00:25:22.229>LLM <00:25:22.541>model.

642
00:25:23.145 --> 00:25:26.165
<00:25:23.145>So <00:25:23.272>it <00:25:23.399>is <00:25:23.526>very <00:25:23.654>clear <00:25:23.781>that <00:25:23.908>we're <00:25:24.035>one <00:25:24.163>of <00:25:24.290>the <00:25:24.417>few <00:25:24.545>places

643
00:25:26.495 --> 00:25:28.565
<00:25:26.495>where <00:25:26.774>the, <00:25:27.054>the <00:25:27.334>format <00:25:27.614>of <00:25:27.895>q

644
00:25:28.565 --> 00:25:31.765
<00:25:28.565>and <00:25:28.720>a, <00:25:28.876>the <00:25:29.031>curation <00:25:29.187>by <00:25:29.342>the <00:25:29.498>community, <00:25:29.653>the <00:25:29.809>comment <00:25:29.965>detail

645
00:25:31.915 --> 00:25:33.085
<00:25:31.915>that <00:25:32.065>a <00:25:32.215>lot <00:25:32.366>of <00:25:32.516>you <00:25:32.667>I <00:25:32.817>know <00:25:32.968>love

646
00:25:33.185 --> 00:25:34.605
<00:25:33.185>to <00:25:33.440>get <00:25:33.696>answers <00:25:33.951>to <00:25:34.207>your <00:25:34.463>questions.

647
00:25:35.185 --> 00:25:37.125
<00:25:35.185>All <00:25:35.465>that <00:25:35.745>history, <00:25:36.024>the <00:25:36.304>connection <00:25:36.585>points,

648
00:25:37.265 --> 00:25:40.485
<00:25:37.265>all <00:25:37.420>the <00:25:37.576>iceberg <00:25:37.731>under <00:25:37.887>the <00:25:38.042>water <00:25:38.198>information <00:25:38.353>that <00:25:38.509>is <00:25:38.665>all

649
00:25:40.485 --> 00:25:43.645
<00:25:40.485>around <00:25:40.640>making <00:25:40.796>sure <00:25:40.951>that, <00:25:41.107>you <00:25:41.262>know, <00:25:41.418>from, <00:25:41.573>uh, <00:25:41.729>you <00:25:41.885>know,

650
00:25:43.645 --> 00:25:45.765
<00:25:43.645>the <00:25:43.845>progression <00:25:44.045>of <00:25:44.245>somebody <00:25:44.445>asking <00:25:44.645>something <00:25:44.845>from <00:25:45.045>Python

651
00:25:45.985 --> 00:25:47.685
<00:25:45.985>to <00:25:46.218>something <00:25:46.451>else <00:25:46.685>in <00:25:46.918>Rust, <00:25:47.151>et <00:25:47.385>cetera.

652
00:25:48.065 --> 00:25:50.405
<00:25:48.065>All <00:25:48.345>that <00:25:48.625>is <00:25:48.905>highly, <00:25:49.185>highly <00:25:49.465>conducive

653
00:25:50.745 --> 00:25:51.925
<00:25:50.745>to <00:25:51.010>making <00:25:51.275>these <00:25:51.541>models <00:25:51.807>better.

654
00:25:52.145 --> 00:25:54.565
<00:25:52.145>Uh, <00:25:52.345>both <00:25:52.545>by <00:25:52.745>the <00:25:52.945>way, <00:25:53.145>uh, <00:25:53.345>coding <00:25:53.545>models

655
00:25:54.665 --> 00:25:55.805
<00:25:54.665>as <00:25:54.921>well <00:25:55.178>as <00:25:55.434>non-coding <00:25:55.691>models.

656
00:25:56.005 --> 00:25:57.965
<00:25:56.005>'cause <00:25:56.180>the <00:25:56.355>relationships <00:25:56.530>on <00:25:56.705>Stack <00:25:56.880>Overflow <00:25:57.055>are <00:25:57.230>such <00:25:57.405>a,

657
00:25:57.965 --> 00:25:59.245
<00:25:57.965>such <00:25:58.349>a <00:25:58.733>powerful <00:25:59.117>concept.

658
00:26:00.025 --> 00:26:02.485
<00:26:00.025>And <00:26:00.165>of <00:26:00.305>course, <00:26:00.445>that's <00:26:00.585>why <00:26:00.725>we've <00:26:00.865>landed <00:26:01.005>on <00:26:01.145>humans <00:26:01.285>in <00:26:01.425>AI

659
00:26:02.485 --> 00:26:05.525
<00:26:02.485>and <00:26:02.659>Stack <00:26:02.834>Overflow <00:26:03.010>community <00:26:03.185>to <00:26:03.360>drive <00:26:03.534>high <00:26:03.709>trust <00:26:03.885>attribution

660
00:26:06.165 --> 00:26:09.405
<00:26:06.165>accuracy, <00:26:06.631>personalization, <00:26:07.098>feedback <00:26:07.565>loops,

661
00:26:09.425 --> 00:26:10.445
<00:26:09.425>as <00:26:09.731>well <00:26:10.037>as <00:26:10.342>recognition.

662
00:26:10.445 --> 00:26:12.845
<00:26:10.445>As <00:26:10.552>all <00:26:10.660>of <00:26:10.768>you <00:26:10.875>know, <00:26:10.983>we've <00:26:11.091>been <00:26:11.198>in <00:26:11.306>the <00:26:11.414>up <00:26:11.521>vote <00:26:11.629>down <00:26:11.737>vote <00:26:11.845>game

663
00:26:13.145 --> 00:26:14.645
<00:26:13.145>for, <00:26:13.482>you <00:26:13.820>know, <00:26:14.157>16 <00:26:14.495>years.

664
00:26:14.945 --> 00:26:16.605
<00:26:14.945>And <00:26:15.120>all <00:26:15.294>of <00:26:15.470>that <00:26:15.645>is <00:26:15.820>rooted <00:26:15.995>in <00:26:16.169>our <00:26:16.345>data.

665
00:26:17.845 --> 00:26:20.145
<00:26:17.845>And <00:26:18.045>then <00:26:18.245>in <00:26:18.445>the <00:26:18.645>context <00:26:18.845>of, <00:26:19.045>you <00:26:19.245>know,

666
00:26:20.145 --> 00:26:21.385
<00:26:20.145>where <00:26:20.368>we <00:26:20.591>see <00:26:20.814>all <00:26:21.037>this <00:26:21.261>going

667
00:26:21.845 --> 00:26:23.705
<00:26:21.845>for <00:26:22.125>today's <00:26:22.405>developer's <00:26:22.685>workflow, <00:26:22.965>you <00:26:23.245>know,

668
00:26:23.705 --> 00:26:26.825
<00:26:23.705>you <00:26:23.845>folks <00:26:23.985>have <00:26:24.125>maybe <00:26:24.264>an <00:26:24.405>IDE, <00:26:24.544>you <00:26:24.685>have <00:26:24.824>your <00:26:24.965>own, <00:26:25.105>uh,

669
00:26:26.825 --> 00:26:29.305
<00:26:26.825>you <00:26:26.980>know, <00:26:27.136>your <00:26:27.291>Slack <00:26:27.447>or <00:26:27.602>your, <00:26:27.758>uh, <00:26:27.913>your <00:26:28.069>chat <00:26:28.225>ops,

670
00:26:29.435 --> 00:26:30.505
<00:26:29.435>maybe <00:26:29.916>a <00:26:30.398>webpage.

671
00:26:31.165 --> 00:26:33.545
<00:26:31.165>And <00:26:31.305>you <00:26:31.445>know, <00:26:31.585>you, <00:26:31.725>you, <00:26:31.865>you <00:26:32.004>do <00:26:32.145>what <00:26:32.284>you <00:26:32.425>do <00:26:32.565>today,

672
00:26:33.545 --> 00:26:35.505
<00:26:33.545>which <00:26:33.661>is <00:26:33.778>you're <00:26:33.895>spending <00:26:34.011>a <00:26:34.128>lot <00:26:34.245>of <00:26:34.361>time <00:26:34.478>in <00:26:34.595>your <00:26:34.711>id, <00:26:34.828>you, <00:26:34.945>you,

673
00:26:35.525 --> 00:26:37.865
<00:26:35.525>you <00:26:35.700>have <00:26:35.875>encounter <00:26:36.050>an <00:26:36.225>issue, <00:26:36.400>you <00:26:36.575>go <00:26:36.750>to <00:26:36.925>Google,

674
00:26:37.965 --> 00:26:40.025
<00:26:37.965>you <00:26:38.139>find <00:26:38.314>an <00:26:38.490>answer, <00:26:38.665>and <00:26:38.840>then <00:26:39.014>you <00:26:39.189>come <00:26:39.365>back.

675
00:26:40.085 --> 00:26:42.825
<00:26:40.085>And <00:26:40.225>of <00:26:40.365>course, <00:26:40.505>you're <00:26:40.645>using <00:26:40.785>AI <00:26:40.925>tools <00:26:41.065>to <00:26:41.205>solve <00:26:41.345>sort <00:26:41.485>of,

676
00:26:42.825 --> 00:26:45.285
<00:26:42.825>you <00:26:43.105>know, <00:26:43.385>smaller <00:26:43.665>problems <00:26:43.945>today, <00:26:44.225>tomorrow,

677
00:26:45.905 --> 00:26:48.685
<00:26:45.905>if <00:26:46.032>you're <00:26:46.159>gonna <00:26:46.286>be <00:26:46.414>spending <00:26:46.541>a <00:26:46.668>lot <00:26:46.795>more <00:26:46.923>time <00:26:47.050>in <00:26:47.177>your <00:26:47.305>IDE,

678
00:26:48.755 --> 00:26:51.885
<00:26:48.755>what <00:26:48.895>we <00:26:49.035>want <00:26:49.175>to <00:26:49.315>do <00:26:49.455>is <00:26:49.595>effectively <00:26:49.735>to <00:26:49.875>enable <00:26:50.015>these <00:26:50.155>trusted

679
00:26:51.985 --> 00:26:54.565
<00:26:51.985>and <00:26:52.159>attributed <00:26:52.334>answers <00:26:52.510>to <00:26:52.685>show <00:26:52.860>up <00:26:53.034>all <00:26:53.209>there, <00:26:53.385>right?

680
00:26:54.585 --> 00:26:57.085
<00:26:54.585>We <00:26:54.740>want <00:26:54.896>you <00:26:55.051>to <00:26:55.207>be <00:26:55.362>able <00:26:55.518>to <00:26:55.673>ultimately <00:26:55.829>post <00:26:55.985>answers

681
00:26:57.585 --> 00:27:00.285
<00:26:57.585>or <00:26:57.740>post <00:26:57.896>questions <00:26:58.051>straight <00:26:58.207>from <00:26:58.362>your <00:26:58.518>ID <00:26:58.673>into <00:26:58.829>Stack <00:26:58.985>Overflow,

682
00:27:00.865 --> 00:27:04.005
<00:27:00.865>and <00:27:01.005>also <00:27:01.145>get <00:27:01.285>answers <00:27:01.425>from <00:27:01.565>stack <00:27:01.705>whole <00:27:01.845>flow <00:27:01.985>straight <00:27:02.125>in <00:27:02.265>your

683
00:27:04.045 --> 00:27:06.765
<00:27:04.045>IDE <00:27:04.220>so <00:27:04.395>that <00:27:04.570>you're <00:27:04.745>really <00:27:04.920>not <00:27:05.095>breaking <00:27:05.270>your <00:27:05.445>flow

684
00:27:06.765 --> 00:27:07.885
<00:27:06.765>and <00:27:06.966>you're <00:27:07.168>always <00:27:07.369>in <00:27:07.571>one <00:27:07.773>place.

685
00:27:08.225 --> 00:27:10.525
<00:27:08.225>And <00:27:08.365>that's <00:27:08.504>the <00:27:08.645>idea <00:27:08.784>to <00:27:08.925>make <00:27:09.064>sure <00:27:09.205>that <00:27:09.344>that <00:27:09.485>ultimately, <00:27:09.625>that

686
00:27:10.525 --> 00:27:11.765
<00:27:10.525>where <00:27:10.711>we <00:27:10.897>believe <00:27:11.083>this <00:27:11.269>is <00:27:11.455>all <00:27:11.641>going,

687
00:27:12.185 --> 00:27:13.365
<00:27:12.185>uh, <00:27:12.361>to <00:27:12.539>keep <00:27:12.716>you <00:27:12.893>in <00:27:13.070>your <00:27:13.247>flow.

688
00:27:15.855 --> 00:27:17.915
<00:27:15.855>And <00:27:16.010>so <00:27:16.166>the <00:27:16.321>way <00:27:16.477>we're <00:27:16.632>doing <00:27:16.788>this <00:27:16.943>in <00:27:17.099>the <00:27:17.255>context

689
00:27:17.935 --> 00:27:20.715
<00:27:17.935>of <00:27:18.090>social <00:27:18.246>responsible <00:27:18.401>AI <00:27:18.557>is <00:27:18.712>to <00:27:18.868>create <00:27:19.023>all <00:27:19.179>these <00:27:19.335>integrations

690
00:27:21.175 --> 00:27:22.955
<00:27:21.175>so <00:27:21.455>that <00:27:21.735>it's <00:27:22.014>all <00:27:22.294>plugged <00:27:22.575>in

691
00:27:22.955 --> 00:27:25.715
<00:27:22.955>and <00:27:23.129>we <00:27:23.304>are <00:27:23.480>really <00:27:23.655>then <00:27:23.830>providing <00:27:24.004>this <00:27:24.179>very <00:27:24.355>accurate

692
00:27:25.715 --> 00:27:28.315
<00:27:25.715>knowledge <00:27:25.995>into <00:27:26.274>all <00:27:26.554>these <00:27:26.834>different <00:27:27.115>places

693
00:27:28.385 --> 00:27:29.515
<00:27:28.385>that <00:27:28.639>you <00:27:28.893>spend <00:27:29.147>time <00:27:29.402>in.

694
00:27:29.695 --> 00:27:31.635
<00:27:29.695>And <00:27:29.870>so <00:27:30.044>that <00:27:30.220>you're <00:27:30.395>ultimately, <00:27:30.570>we're <00:27:30.745>enabling <00:27:30.919>that <00:27:31.095>from

695
00:27:31.635 --> 00:27:33.715
<00:27:31.635>behind <00:27:31.810>the <00:27:31.985>scenes <00:27:32.160>versus <00:27:32.335>sort <00:27:32.510>of <00:27:32.685>having <00:27:32.860>to <00:27:33.035>go

696
00:27:33.715 --> 00:27:34.795
<00:27:33.715>to <00:27:33.877>another <00:27:34.039>place <00:27:34.201>for <00:27:34.363>you <00:27:34.525>to <00:27:34.687>do

697
00:27:34.795 --> 00:27:35.835
<00:27:34.795>that, <00:27:34.982>as <00:27:35.169>we've <00:27:35.356>talked <00:27:35.543>about <00:27:35.731>already.

698
00:27:37.265 --> 00:27:40.245
<00:27:37.265>So <00:27:37.420>very <00:27:37.576>quickly, <00:27:37.731>I'll <00:27:37.887>say, <00:27:38.042>you <00:27:38.198>know, <00:27:38.353>the, <00:27:38.509>the <00:27:38.665>benefit

699
00:27:40.265 --> 00:27:43.125
<00:27:40.265>of <00:27:40.405>actually <00:27:40.545>doing <00:27:40.685>a <00:27:40.825>lot <00:27:40.965>of <00:27:41.105>what <00:27:41.245>we've <00:27:41.385>done <00:27:41.525>is <00:27:41.665>that,

700
00:27:43.265 --> 00:27:45.645
<00:27:43.265>I'm <00:27:43.420>very <00:27:43.576>pleased <00:27:43.731>to <00:27:43.887>say <00:27:44.042>that <00:27:44.198>over <00:27:44.353>the <00:27:44.509>past <00:27:44.665>year

701
00:27:46.675 --> 00:27:49.135
<00:27:46.675>we <00:27:46.908>have <00:27:47.141>seen <00:27:47.375>a <00:27:47.608>tremendous <00:27:47.841>ability <00:27:48.075>because,

702
00:27:49.135 --> 00:27:51.495
<00:27:49.135>because <00:27:49.335>of <00:27:49.535>these <00:27:49.735>arrangements <00:27:49.935>now <00:27:50.135>to <00:27:50.335>be <00:27:50.535>able

703
00:27:51.495 --> 00:27:53.695
<00:27:51.495>to <00:27:51.669>fund <00:27:51.844>several <00:27:52.020>initiatives <00:27:52.195>within <00:27:52.370>the <00:27:52.544>company <00:27:52.719>to <00:27:52.895>go

704
00:27:53.695 --> 00:27:55.695
<00:27:53.695>and <00:27:53.835>do <00:27:53.975>things <00:27:54.115>like <00:27:54.254>how <00:27:54.395>do <00:27:54.534>we <00:27:54.675>improve <00:27:54.814>the <00:27:54.955>user <00:27:55.095>experience,

705
00:27:55.715 --> 00:27:57.455
<00:27:55.715>the <00:27:55.995>signup <00:27:56.274>flow, <00:27:56.554>as <00:27:56.834>an <00:27:57.115>example.

706
00:27:57.915 --> 00:28:00.295
<00:27:57.915>And <00:27:58.070>we've <00:27:58.226>seen <00:27:58.381>a, <00:27:58.537>a <00:27:58.692>huge <00:27:58.848>uptick <00:27:59.003>in <00:27:59.159>the <00:27:59.315>context

707
00:28:00.475 --> 00:28:03.455
<00:28:00.475>of <00:28:00.615>things <00:28:00.754>like <00:28:00.895>monthly <00:28:01.034>active <00:28:01.175>users <00:28:01.314>on <00:28:01.455>our <00:28:01.594>site, <00:28:01.735>you <00:28:01.875>know,

708
00:28:03.675 --> 00:28:05.295
<00:28:03.675>and <00:28:03.830>so <00:28:03.986>people <00:28:04.141>have <00:28:04.297>signed <00:28:04.452>up <00:28:04.608>with <00:28:04.763>a <00:28:04.919>lot <00:28:05.075>more,

709
00:28:05.295 --> 00:28:07.895
<00:28:05.295>we've <00:28:05.495>had <00:28:05.695>this <00:28:05.895>past <00:28:06.095>quarter, <00:28:06.295>something <00:28:06.495>like <00:28:06.695>three

710
00:28:07.915 --> 00:28:09.935
<00:28:07.915>to <00:28:08.115>four <00:28:08.315>times <00:28:08.514>the <00:28:08.715>number <00:28:08.915>of <00:28:09.115>average <00:28:09.315>signups

711
00:28:09.935 --> 00:28:12.375
<00:28:09.935>that <00:28:10.090>we <00:28:10.246>had <00:28:10.401>in <00:28:10.557>the <00:28:10.712>history <00:28:10.868>of <00:28:11.023>the <00:28:11.179>company, <00:28:11.335>right?

712
00:28:12.395 --> 00:28:15.015
<00:28:12.395>And <00:28:12.550>because <00:28:12.706>people <00:28:12.861>are <00:28:13.017>learning <00:28:13.172>about <00:28:13.328>new <00:28:13.483>topics <00:28:13.639>like <00:28:13.795>AI

713
00:28:15.255 --> 00:28:17.775
<00:28:15.255>specific <00:28:15.410>topics <00:28:15.566>on <00:28:15.721>Stack <00:28:15.877>Overflow, <00:28:16.032>as <00:28:16.188>they <00:28:16.343>begin <00:28:16.499>to <00:28:16.655>see

714
00:28:17.775 --> 00:28:18.815
<00:28:17.775>what <00:28:18.009>we're <00:28:18.243>trying <00:28:18.477>to <00:28:18.711>do,

715
00:28:19.085 --> 00:28:20.655
<00:28:19.085>that <00:28:19.365>is <00:28:19.645>seemingly <00:28:19.925>a <00:28:20.205>lot <00:28:20.485>more

716
00:28:21.055 --> 00:28:22.255
<00:28:21.055>interesting <00:28:21.271>to <00:28:21.487>engage <00:28:21.703>on <00:28:21.919>the <00:28:22.135>site.

717
00:28:22.355 --> 00:28:23.535
<00:28:22.355>So <00:28:22.567>that's <00:28:22.779>very <00:28:22.992>exciting <00:28:23.204>to <00:28:23.417>see.

718
00:28:24.035 --> 00:28:26.735
<00:28:24.035>The <00:28:24.175>other <00:28:24.315>thing <00:28:24.455>that <00:28:24.595>we <00:28:24.735>have <00:28:24.875>also <00:28:25.015>used, <00:28:25.155>uh, <00:28:25.295>you <00:28:25.435>know,

719
00:28:26.735 --> 00:28:28.815
<00:28:26.735>these <00:28:26.968>investments <00:28:27.201>for <00:28:27.435>is <00:28:27.668>to <00:28:27.901>make <00:28:28.135>sure

720
00:28:28.815 --> 00:28:30.495
<00:28:28.815>that <00:28:29.095>we <00:28:29.375>respond <00:28:29.655>to <00:28:29.935>your <00:28:30.215>concerns.

721
00:28:30.555 --> 00:28:32.095
<00:28:30.555>So, <00:28:30.901>so <00:28:31.248>that <00:28:31.594>the <00:28:31.941>tickets

722
00:28:32.125 --> 00:28:34.855
<00:28:32.125>that <00:28:32.265>you <00:28:32.405>put <00:28:32.545>in <00:28:32.685>the <00:28:32.825>moderator <00:28:32.965>tickets <00:28:33.105>that, <00:28:33.245>uh, <00:28:33.385>you <00:28:33.525>know,

723
00:28:34.915 --> 00:28:36.935
<00:28:34.915>the <00:28:35.090>tools <00:28:35.264>that <00:28:35.440>we <00:28:35.615>have <00:28:35.790>to <00:28:35.965>build <00:28:36.139>for <00:28:36.315>moderators.

724
00:28:37.315 --> 00:28:41.255
<00:28:37.315>So <00:28:37.422>a <00:28:37.530>lot <00:28:37.638>of <00:28:37.745>that <00:28:37.853>has <00:28:37.961>been <00:28:38.068>now <00:28:38.176>we <00:28:38.284>are <00:28:38.391>dropping <00:28:38.499>the <00:28:38.607>time, <00:28:38.715>uh,

725
00:28:41.255 --> 00:28:43.255
<00:28:41.255>in <00:28:41.488>terms <00:28:41.721>of <00:28:41.955>responding <00:28:42.188>to <00:28:42.421>that <00:28:42.655>dramatically.

726
00:28:43.255 --> 00:28:46.575
<00:28:43.255>This <00:28:43.430>in <00:28:43.605>2024 <00:28:43.780>specifically, <00:28:43.955>we <00:28:44.130>have <00:28:44.305>reduced <00:28:44.480>the <00:28:44.655>time

727
00:28:46.595 --> 00:28:47.855
<00:28:46.595>to <00:28:46.784>be <00:28:46.973>able <00:28:47.162>to <00:28:47.351>do <00:28:47.540>that, <00:28:47.729>uh,

728
00:28:47.855 --> 00:28:50.335
<00:28:47.855>to <00:28:48.030>address <00:28:48.205>open <00:28:48.380>issues <00:28:48.555>in <00:28:48.730>a <00:28:48.905>very <00:28:49.080>meaningful <00:28:49.255>fashion.

729
00:28:50.435 --> 00:28:52.375
<00:28:50.435>So <00:28:50.610>there's <00:28:50.784>a <00:28:50.960>lot <00:28:51.135>more <00:28:51.310>where <00:28:51.485>this <00:28:51.659>came <00:28:51.835>from,

730
00:28:52.375 --> 00:28:54.655
<00:28:52.375>but <00:28:52.575>we're <00:28:52.775>very <00:28:52.975>pleased <00:28:53.175>about, <00:28:53.375>uh, <00:28:53.575>our <00:28:53.775>ability

731
00:28:54.655 --> 00:28:56.975
<00:28:54.655>to <00:28:54.888>respond <00:28:55.121>very <00:28:55.355>quickly <00:28:55.588>to <00:28:55.821>community <00:28:56.055>concerns.

732
00:28:58.005 --> 00:29:00.825
<00:28:58.005>And <00:28:58.145>in <00:28:58.285>the <00:28:58.425>context <00:28:58.565>of <00:28:58.705>finally, <00:28:58.845>as <00:28:58.985>I <00:28:59.125>sort <00:28:59.265>of, <00:28:59.405>uh,

733
00:29:01.055 --> 00:29:02.985
<00:29:01.055>wrap <00:29:01.288>up <00:29:01.521>two <00:29:01.755>things <00:29:01.988>I <00:29:02.221>wanna <00:29:02.455>mention.

734
00:29:03.105 --> 00:29:05.585
<00:29:03.105>I <00:29:03.305>I <00:29:03.505>briefly <00:29:03.705>touched <00:29:03.905>about <00:29:04.105>enterprise <00:29:04.305>search <00:29:04.505>previously,

735
00:29:06.085 --> 00:29:09.665
<00:29:06.085>and, <00:29:06.212>uh, <00:29:06.339>our <00:29:06.466>team <00:29:06.594>is <00:29:06.721>hard <00:29:06.848>at <00:29:06.975>work <00:29:07.103>right <00:29:07.230>now <00:29:07.357>building <00:29:07.485>out

736
00:29:09.665 --> 00:29:13.225
<00:29:09.665>this <00:29:09.898>functionality <00:29:10.131>where <00:29:10.365>expanding <00:29:10.598>overflow <00:29:10.831>AI's <00:29:11.065>capability

737
00:29:14.215 --> 00:29:18.585
<00:29:14.215>into <00:29:14.370>GitHub, <00:29:14.526>uh, <00:29:14.681>and, <00:29:14.837>and, <00:29:14.992>and, <00:29:15.148>and <00:29:15.303>Confluence <00:29:15.459>and <00:29:15.615>Jira

738
00:29:18.585 --> 00:29:21.705
<00:29:18.585>and <00:29:18.712>other <00:29:18.839>sort <00:29:18.966>of <00:29:19.094>connectors <00:29:19.221>to <00:29:19.348>make <00:29:19.475>sure <00:29:19.603>that <00:29:19.730>when <00:29:19.857>you <00:29:19.985>are

739
00:29:22.545 --> 00:29:23.825
<00:29:22.545>engaging <00:29:22.929>on <00:29:23.313>Stack <00:29:23.697>Overflow,

740
00:29:23.845 --> 00:29:26.065
<00:29:23.845>you're <00:29:24.045>getting <00:29:24.245>knowledge <00:29:24.445>not <00:29:24.645>only <00:29:24.845>from <00:29:25.045>Stack <00:29:25.245>Overflow

741
00:29:26.065 --> 00:29:27.385
<00:29:26.065>60 <00:29:26.362>million <00:29:26.659>questions <00:29:26.956>and <00:29:27.253>answers

742
00:29:27.805 --> 00:29:29.145
<00:29:27.805>and <00:29:28.106>your <00:29:28.408>private <00:29:28.709>stack <00:29:29.011>overflow,

743
00:29:29.525 --> 00:29:32.185
<00:29:29.525>but <00:29:29.680>through <00:29:29.836>the <00:29:29.991>AI <00:29:30.147>capability <00:29:30.302>pulling <00:29:30.458>in <00:29:30.613>all <00:29:30.769>the <00:29:30.925>other

744
00:29:32.745 --> 00:29:34.585
<00:29:32.745>relevant <00:29:33.024>knowledge <00:29:33.304>bases, <00:29:33.584>and <00:29:33.864>you're <00:29:34.145>able

745
00:29:34.585 --> 00:29:36.865
<00:29:34.585>to <00:29:34.725>fine <00:29:34.865>tune <00:29:35.005>exactly <00:29:35.145>what <00:29:35.285>and <00:29:35.425>what <00:29:35.565>not <00:29:35.705>to <00:29:35.845>pull <00:29:35.985>in

746
00:29:36.865 --> 00:29:38.385
<00:29:36.865>and <00:29:37.138>with <00:29:37.412>what <00:29:37.685>duration, <00:29:37.959>et <00:29:38.233>cetera.

747
00:29:38.885 --> 00:29:40.745
<00:29:38.885>And <00:29:39.085>that <00:29:39.285>really, <00:29:39.485>we <00:29:39.685>believe <00:29:39.885>will <00:29:40.085>be <00:29:40.285>helpful.

748
00:29:40.805 --> 00:29:43.885
<00:29:40.805>So <00:29:40.932>this <00:29:41.059>is <00:29:41.186>something <00:29:41.314>that <00:29:41.441>we <00:29:41.568>are <00:29:41.695>working <00:29:41.823>on, <00:29:41.950>uh, <00:29:42.077>very <00:29:42.205>hard,

749
00:29:43.985 --> 00:29:47.085
<00:29:43.985>and <00:29:44.140>it's <00:29:44.296>gonna <00:29:44.451>be <00:29:44.607>launching, <00:29:44.762>uh, <00:29:44.918>later <00:29:45.073>this, <00:29:45.229>uh, <00:29:45.385>this,

750
00:29:47.115 --> 00:29:48.485
<00:29:47.115>this <00:29:47.423>calendar <00:29:47.731>year <00:29:48.039>in <00:29:48.348>Q4.

751
00:29:48.505 --> 00:29:49.725
<00:29:48.505>So <00:29:48.688>excited <00:29:48.871>for <00:29:49.054>you <00:29:49.237>to <00:29:49.420>try <00:29:49.602>it.

752
00:29:50.625 --> 00:29:54.285
<00:29:50.625>The <00:29:50.752>other <00:29:50.879>thing <00:29:51.006>that, <00:29:51.134>uh, <00:29:51.261>we <00:29:51.388>are <00:29:51.515>working <00:29:51.643>on, <00:29:51.770>uh, <00:29:51.897>also <00:29:52.025>is,

753
00:29:54.385 --> 00:29:56.085
<00:29:54.385>uh, <00:29:54.851>GitHub, <00:29:55.318>uh, <00:29:55.785>extension.

754
00:29:56.145 --> 00:29:58.845
<00:29:56.145>So <00:29:56.320>this <00:29:56.495>is <00:29:56.670>something <00:29:56.845>that <00:29:57.020>we'll <00:29:57.195>talk <00:29:57.370>about <00:29:57.545>tomorrow,

755
00:29:59.145 --> 00:30:00.285
<00:29:59.145>uh, <00:29:59.401>with <00:29:59.658>the <00:29:59.914>GitHub <00:30:00.171>team.

756
00:30:00.345 --> 00:30:02.965
<00:30:00.345>I'm <00:30:00.578>actually, <00:30:00.811>uh, <00:30:01.045>uh, <00:30:01.278>doing <00:30:01.511>a <00:30:01.745>fireside

757
00:30:02.965 --> 00:30:04.525
<00:30:02.965>with <00:30:03.165>the <00:30:03.365>GitHub <00:30:03.564>team <00:30:03.764>tomorrow <00:30:03.965>morning <00:30:04.165>on <00:30:04.365>this.

758
00:30:05.065 --> 00:30:06.925
<00:30:05.065>And <00:30:05.298>here <00:30:05.531>where <00:30:05.765>you <00:30:05.998>are <00:30:06.231>in <00:30:06.465>GitHub

759
00:30:07.305 --> 00:30:09.605
<00:30:07.305>and <00:30:07.460>you <00:30:07.616>are, <00:30:07.771>you <00:30:07.927>know, <00:30:08.082>let's <00:30:08.238>say <00:30:08.393>you're <00:30:08.549>generating <00:30:08.705>code

760
00:30:09.605 --> 00:30:11.845
<00:30:09.605>through <00:30:09.805>copilot, <00:30:10.005>et <00:30:10.205>cetera, <00:30:10.405>you <00:30:10.605>will <00:30:10.805>be <00:30:11.005>able

761
00:30:11.845 --> 00:30:14.685
<00:30:11.845>to <00:30:12.020>then <00:30:12.195>engage <00:30:12.370>directly <00:30:12.545>with <00:30:12.720>Stack <00:30:12.895>Overflow <00:30:13.070>in <00:30:13.245>GitHub,

762
00:30:15.105 --> 00:30:16.285
<00:30:15.105>and <00:30:15.370>you'll <00:30:15.636>also <00:30:15.901>be <00:30:16.167>able

763
00:30:16.285 --> 00:30:19.405
<00:30:16.285>to <00:30:16.440>post <00:30:16.596>a <00:30:16.751>question <00:30:16.907>into <00:30:17.062>the <00:30:17.218>stack <00:30:17.373>whole <00:30:17.529>flow <00:30:17.685>knowledge

764
00:30:19.405 --> 00:30:20.805
<00:30:19.405>base <00:30:19.825>straight <00:30:20.245>from <00:30:20.665>GitHub.

765
00:30:21.145 --> 00:30:23.525
<00:30:21.145>So <00:30:21.300>we <00:30:21.456>effectively, <00:30:21.611>if <00:30:21.767>you're <00:30:21.922>unable <00:30:22.078>to <00:30:22.233>get <00:30:22.389>an <00:30:22.545>answer

766
00:30:23.585 --> 00:30:25.245
<00:30:23.585>to <00:30:23.785>something <00:30:23.985>that <00:30:24.185>you're, <00:30:24.385>that <00:30:24.585>you're <00:30:24.785>working <00:30:24.985>on

767
00:30:25.245 --> 00:30:27.605
<00:30:25.245>and <00:30:25.478>building, <00:30:25.711>so <00:30:25.945>super <00:30:26.178>excited <00:30:26.411>that, <00:30:26.645>uh,

768
00:30:27.605 --> 00:30:29.845
<00:30:27.605>you're <00:30:27.780>working <00:30:27.955>on <00:30:28.130>this <00:30:28.305>with <00:30:28.480>the <00:30:28.655>GitHub <00:30:28.830>team, <00:30:29.005>uh,

769
00:30:29.905 --> 00:30:31.445
<00:30:29.905>and <00:30:30.182>you're <00:30:30.459>excited <00:30:30.736>about <00:30:31.013>our <00:30:31.291>partnership.

770
00:30:31.505 --> 00:30:33.925
<00:30:31.505>Uh, <00:30:31.645>and <00:30:31.785>you <00:30:31.925>know, <00:30:32.065>oftentimes <00:30:32.205>I <00:30:32.345>get <00:30:32.485>this <00:30:32.625>question, <00:30:32.765>you <00:30:32.905>know,

771
00:30:34.105 --> 00:30:37.725
<00:30:34.105>hey, <00:30:34.245>how <00:30:34.385>do <00:30:34.525>I <00:30:34.665>think <00:30:34.805>about <00:30:34.945>GitHub <00:30:35.085>co-pilot <00:30:35.225>and <00:30:35.365>overflow <00:30:35.505>ai?

772
00:30:37.945 --> 00:30:39.045
<00:30:37.945>And <00:30:38.143>what <00:30:38.341>is <00:30:38.539>the <00:30:38.737>difference? <00:30:38.935>There's

773
00:30:39.045 --> 00:30:40.365
<00:30:39.045>so <00:30:39.282>many <00:30:39.520>AI <00:30:39.757>tools <00:30:39.995>floating <00:30:40.233>around,

774
00:30:40.865 --> 00:30:44.045
<00:30:40.865>and <00:30:41.065>GitHub <00:30:41.265>co-pilot's <00:30:41.465>an <00:30:41.665>amazing <00:30:41.865>code <00:30:42.065>generation <00:30:42.265>tool

775
00:30:44.245 --> 00:30:45.405
<00:30:44.245>'cause <00:30:44.418>it's <00:30:44.592>basically <00:30:44.766>able <00:30:44.941>to <00:30:45.115>do <00:30:45.289>that.

776
00:30:45.405 --> 00:30:46.885
<00:30:45.405>And <00:30:45.571>all <00:30:45.738>of <00:30:45.904>you, <00:30:46.071>I'm <00:30:46.237>sure <00:30:46.404>have <00:30:46.570>tried <00:30:46.737>it.

777
00:30:47.385 --> 00:30:49.445
<00:30:47.385>And <00:30:47.665>that <00:30:47.945>is <00:30:48.225>fantastic <00:30:48.504>for <00:30:48.785>Code.

778
00:30:49.945 --> 00:30:51.925
<00:30:49.945>We <00:30:50.178>are <00:30:50.411>focused <00:30:50.645>on <00:30:50.878>the <00:30:51.111>context, <00:30:51.345>right?

779
00:30:51.925 --> 00:30:54.965
<00:30:51.925>Because <00:30:52.080>we <00:30:52.236>have <00:30:52.391>the <00:30:52.547>knowledge <00:30:52.702>from <00:30:52.858>the <00:30:53.013>60 <00:30:53.169>million <00:30:53.325>questions

780
00:30:54.965 --> 00:30:57.085
<00:30:54.965>and <00:30:55.139>answers <00:30:55.314>and <00:30:55.490>the, <00:30:55.665>and <00:30:55.840>the <00:30:56.014>private <00:30:56.189>information, <00:30:56.365>all

781
00:30:57.085 --> 00:30:58.805
<00:30:57.085>that <00:30:57.318>context <00:30:57.551>around <00:30:57.785>how <00:30:58.018>you <00:30:58.251>do <00:30:58.485>this,

782
00:30:58.905 --> 00:31:01.005
<00:30:58.905>why <00:30:59.060>you <00:30:59.216>do <00:30:59.371>this <00:30:59.527>is <00:30:59.682>all <00:30:59.838>on <00:30:59.993>Stack <00:31:00.149>O <00:31:00.305>Flow.

783
00:31:01.385 --> 00:31:05.965
<00:31:01.385>So <00:31:01.560>the <00:31:01.735>combination <00:31:01.910>of <00:31:02.085>generating <00:31:02.260>code <00:31:02.435>on <00:31:02.610>getup <00:31:02.785>copilot

784
00:31:06.065 --> 00:31:08.805
<00:31:06.065>and <00:31:06.240>bringing <00:31:06.415>all <00:31:06.590>the <00:31:06.765>knowledge <00:31:06.940>from <00:31:07.115>our <00:31:07.290>platform <00:31:07.465>should

785
00:31:08.805 --> 00:31:11.205
<00:31:08.805>empower <00:31:08.960>you <00:31:09.116>to <00:31:09.271>do <00:31:09.427>amazing <00:31:09.582>things <00:31:09.738>as <00:31:09.893>you <00:31:10.049>write <00:31:10.205>code.

786
00:31:11.205 --> 00:31:14.085
<00:31:11.205>So <00:31:11.379>that's <00:31:11.554>how <00:31:11.730>they're <00:31:11.905>sort <00:31:12.080>of, <00:31:12.254>uh, <00:31:12.429>their <00:31:12.605>complimentary

787
00:31:15.225 --> 00:31:17.325
<00:31:15.225>and, <00:31:15.399>uh, <00:31:15.574>you <00:31:15.750>know, <00:31:15.925>posting <00:31:16.100>these <00:31:16.274>questions <00:31:16.449>straight <00:31:16.625>from

788
00:31:17.325 --> 00:31:19.805
<00:31:17.325>GitHub, <00:31:17.500>I <00:31:17.675>think <00:31:17.850>will <00:31:18.025>be <00:31:18.200>a <00:31:18.375>very <00:31:18.550>big <00:31:18.725>boon

789
00:31:19.825 --> 00:31:22.605
<00:31:19.825>as <00:31:19.980>you <00:31:20.136>folks <00:31:20.291>continue <00:31:20.447>to <00:31:20.602>do <00:31:20.758>your, <00:31:20.913>your <00:31:21.069>amazing <00:31:21.225>work.

790
00:31:23.065 --> 00:31:25.605
<00:31:23.065>And <00:31:23.240>all <00:31:23.415>of <00:31:23.590>this <00:31:23.765>is <00:31:23.940>also, <00:31:24.115>uh, <00:31:24.290>we're <00:31:24.465>expecting

791
00:31:25.605 --> 00:31:27.285
<00:31:25.605>to <00:31:25.760>launch <00:31:25.916>this <00:31:26.071>at <00:31:26.227>the <00:31:26.382>end <00:31:26.538>of <00:31:26.693>this <00:31:26.849>calendar <00:31:27.005>year.

792
00:31:27.285 --> 00:31:29.925
<00:31:27.285>So <00:31:27.412>you <00:31:27.539>should <00:31:27.666>see <00:31:27.794>this <00:31:27.921>pretty <00:31:28.048>soon <00:31:28.175>in <00:31:28.303>your, <00:31:28.430>in <00:31:28.557>your <00:31:28.685>GitHub,

793
00:31:30.305 --> 00:31:32.565
<00:31:30.305>uh, <00:31:30.505>instance <00:31:30.705>as <00:31:30.905>well <00:31:31.105>as <00:31:31.305>within <00:31:31.505>Stack <00:31:31.705>Overflow

794
00:31:32.565 --> 00:31:34.005
<00:31:32.565>with <00:31:32.889>our <00:31:33.213>overflow <00:31:33.537>AI <00:31:33.861>capability.

795
00:31:34.505 --> 00:31:38.085
<00:31:34.505>So <00:31:34.660>final <00:31:34.816>thing <00:31:34.971>I'll <00:31:35.127>mention <00:31:35.282>as <00:31:35.438>I <00:31:35.593>wrap <00:31:35.749>up <00:31:35.905>is,

796
00:31:38.225 --> 00:31:39.405
<00:31:38.225>uh, <00:31:38.490>knowledge <00:31:38.755>as <00:31:39.021>a <00:31:39.287>service.

797
00:31:39.545 --> 00:31:41.605
<00:31:39.545>So <00:31:39.700>I <00:31:39.856>mentioned <00:31:40.011>this <00:31:40.167>at <00:31:40.322>the <00:31:40.478>top <00:31:40.633>of <00:31:40.789>the <00:31:40.945>session,

798
00:31:42.185 --> 00:31:45.285
<00:31:42.185>but <00:31:42.301>you <00:31:42.418>know, <00:31:42.534>for <00:31:42.651>us, <00:31:42.768>we <00:31:42.885>believe <00:31:43.001>where <00:31:43.118>this <00:31:43.235>is <00:31:43.351>all <00:31:43.468>headed <00:31:43.585>is

799
00:31:45.285 --> 00:31:47.005
<00:31:45.285>that <00:31:45.440>we <00:31:45.596>have <00:31:45.751>this <00:31:45.907>ecosystem, <00:31:46.062>as <00:31:46.218>I've <00:31:46.373>explained <00:31:46.529>to <00:31:46.685>you,

800
00:31:47.155 --> 00:31:49.525
<00:31:47.155>with <00:31:47.330>all <00:31:47.504>these <00:31:47.680>tools <00:31:47.855>that <00:31:48.030>we <00:31:48.205>have <00:31:48.379>integrated <00:31:48.555>now

801
00:31:49.525 --> 00:31:52.365
<00:31:49.525>or <00:31:49.700>integrating <00:31:49.875>with, <00:31:50.050>uh, <00:31:50.225>whether <00:31:50.400>that <00:31:50.575>is <00:31:50.750>Microsoft <00:31:50.925>Teams

802
00:31:52.425 --> 00:31:55.965
<00:31:52.425>or <00:31:52.580>Slack <00:31:52.736>or <00:31:52.891>Microsoft <00:31:53.047>Visual <00:31:53.202>Studio <00:31:53.358>Code, <00:31:53.513>or <00:31:53.669>Google <00:31:53.825>Gemini

803
00:31:56.025 --> 00:31:58.205
<00:31:56.025>or <00:31:56.305>GitHub, <00:31:56.585>et <00:31:56.865>cetera, <00:31:57.145>chat, <00:31:57.425>GBT.

804
00:31:58.825 --> 00:32:01.845
<00:31:58.825>And <00:31:59.000>when <00:31:59.175>people <00:31:59.350>are <00:31:59.525>in <00:31:59.700>this <00:31:59.875>flow <00:32:00.050>of <00:32:00.225>work,

805
00:32:01.845 --> 00:32:03.125
<00:32:01.845>they're <00:32:02.229>asking <00:32:02.613>a <00:32:02.997>question

806
00:32:03.745 --> 00:32:06.165
<00:32:03.745>and <00:32:03.919>they're, <00:32:04.094>if <00:32:04.270>they <00:32:04.445>get <00:32:04.620>a <00:32:04.794>summarized <00:32:04.969>answer, <00:32:05.145>fantastic,

807
00:32:06.425 --> 00:32:08.685
<00:32:06.425>you <00:32:06.580>know, <00:32:06.736>they <00:32:06.891>are, <00:32:07.047>they've <00:32:07.202>have <00:32:07.358>been, <00:32:07.513>they've <00:32:07.669>been <00:32:07.825>able

808
00:32:08.685 --> 00:32:09.925
<00:32:08.685>to <00:32:08.908>sort <00:32:09.131>of <00:32:09.354>find <00:32:09.577>the <00:32:09.801>knowledge

809
00:32:09.985 --> 00:32:12.125
<00:32:09.985>and <00:32:10.140>their <00:32:10.296>workflow <00:32:10.451>has <00:32:10.607>sort <00:32:10.762>of <00:32:10.918>concluded <00:32:11.073>in <00:32:11.229>their <00:32:11.385>back.

810
00:32:12.545 --> 00:32:14.365
<00:32:12.545>But <00:32:12.825>if <00:32:13.105>they <00:32:13.385>don't <00:32:13.665>find <00:32:13.945>something

811
00:32:14.365 --> 00:32:15.645
<00:32:14.365>or <00:32:14.653>it's <00:32:14.941>incomplete, <00:32:15.229>you're <00:32:15.517>able

812
00:32:15.645 --> 00:32:17.565
<00:32:15.645>to <00:32:15.845>then <00:32:16.045>ask <00:32:16.245>the <00:32:16.445>community <00:32:16.645>on <00:32:16.845>Stack <00:32:17.045>o

813
00:32:17.565 --> 00:32:18.765
<00:32:17.565>Flow <00:32:17.835>specifically <00:32:18.105>in <00:32:18.375>this <00:32:18.645>case.

814
00:32:19.265 --> 00:32:21.845
<00:32:19.265>And <00:32:19.420>the <00:32:19.576>community <00:32:19.731>then <00:32:19.887>is <00:32:20.042>able <00:32:20.198>to <00:32:20.353>answer <00:32:20.509>that <00:32:20.665>information

815
00:32:21.945 --> 00:32:25.685
<00:32:21.945>or <00:32:22.085>that <00:32:22.225>question <00:32:22.365>and <00:32:22.504>knowledge <00:32:22.645>has <00:32:22.784>been <00:32:22.925>created <00:32:23.064>in <00:32:23.205>this <00:32:23.345>case

816
00:32:25.865 --> 00:32:28.125
<00:32:25.865>and <00:32:26.145>found, <00:32:26.425>and <00:32:26.705>that <00:32:26.985>ultimately, <00:32:27.265>again,

817
00:32:28.155 --> 00:32:29.965
<00:32:28.155>puts <00:32:28.388>you <00:32:28.621>back <00:32:28.855>in <00:32:29.088>your <00:32:29.321>flow, <00:32:29.555>right?

818
00:32:30.185 --> 00:32:32.685
<00:32:30.185>But <00:32:30.385>what <00:32:30.585>happens <00:32:30.784>after <00:32:30.985>that, <00:32:31.185>the <00:32:31.385>contributors <00:32:31.585>to

819
00:32:32.685 --> 00:32:34.125
<00:32:32.685>that <00:32:33.009>knowledge <00:32:33.333>are <00:32:33.657>getting <00:32:33.981>recognized,

820
00:32:34.125 --> 00:32:35.245
<00:32:34.125>which <00:32:34.377>is <00:32:34.629>really, <00:32:34.880>really <00:32:35.132>important.

821
00:32:35.865 --> 00:32:38.805
<00:32:35.865>And <00:32:36.040>ultimately <00:32:36.215>that <00:32:36.390>knowledge <00:32:36.565>that's <00:32:36.740>been <00:32:36.915>updated <00:32:37.090>is <00:32:37.265>gonna,

822
00:32:38.805 --> 00:32:40.325
<00:32:38.805>as <00:32:39.033>you <00:32:39.261>know, <00:32:39.489>there's <00:32:39.717>a <00:32:39.945>tremendous <00:32:40.173>amount

823
00:32:40.325 --> 00:32:41.525
<00:32:40.325>of <00:32:40.595>common <00:32:40.865>detail, <00:32:41.135>et <00:32:41.405>cetera.

824
00:32:41.525 --> 00:32:44.085
<00:32:41.525>People <00:32:41.700>learn <00:32:41.875>in <00:32:42.050>that <00:32:42.225>additional <00:32:42.400>level <00:32:42.575>of <00:32:42.750>detail <00:32:42.925>as

825
00:32:44.085 --> 00:32:46.925
<00:32:44.085>that <00:32:44.240>question <00:32:44.396>is <00:32:44.551>asked, <00:32:44.707>all <00:32:44.862>that <00:32:45.018>is <00:32:45.173>on <00:32:45.329>Stack <00:32:45.485>Overflow.

826
00:32:47.225 --> 00:32:48.685
<00:32:47.225>And <00:32:47.487>that <00:32:47.750>is <00:32:48.013>used <00:32:48.276>then <00:32:48.539>ultimately

827
00:32:48.685 --> 00:32:50.605
<00:32:48.685>to <00:32:48.918>feed <00:32:49.151>back <00:32:49.385>into <00:32:49.618>these <00:32:49.851>models <00:32:50.085>so

828
00:32:50.605 --> 00:32:52.525
<00:32:50.605>that <00:32:50.838>it's <00:32:51.071>number <00:32:51.305>one, <00:32:51.538>it's <00:32:51.771>highly <00:32:52.005>trusted.

829
00:32:53.145 --> 00:32:55.165
<00:32:53.145>Why? <00:32:53.378>Because <00:32:53.611>it's <00:32:53.845>coming <00:32:54.078>from <00:32:54.311>Stack <00:32:54.545>Overflow.

830
00:32:55.785 --> 00:32:57.485
<00:32:55.785>How <00:32:55.960>do <00:32:56.135>you <00:32:56.310>know <00:32:56.485>that <00:32:56.660>you <00:32:56.835>can <00:32:57.010>trust <00:32:57.185>it?

831
00:32:57.685 --> 00:32:59.965
<00:32:57.685>'cause <00:32:57.885>it's <00:32:58.085>been <00:32:58.284>attributed <00:32:58.485>back <00:32:58.685>to <00:32:58.885>Stack <00:32:59.085>Overflow.

832
00:32:59.985 --> 00:33:02.365
<00:32:59.985>All <00:33:00.112>of <00:33:00.239>you <00:33:00.366>and <00:33:00.494>the <00:33:00.621>experts <00:33:00.748>on <00:33:00.875>the <00:33:01.003>platform <00:33:01.130>have <00:33:01.257>done <00:33:01.385>that.

833
00:33:03.065 --> 00:33:04.365
<00:33:03.065>And <00:33:03.299>then <00:33:03.533>in <00:33:03.767>the <00:33:04.001>context <00:33:04.235>of

834
00:33:05.035 --> 00:33:08.845
<00:33:05.035>what <00:33:05.175>does <00:33:05.315>happen <00:33:05.455>when <00:33:05.595>the <00:33:05.735>AI <00:33:05.875>actually <00:33:06.015>does <00:33:06.155>not <00:33:06.295>complete <00:33:06.435>the

835
00:33:08.845 --> 00:33:11.525
<00:33:08.845>answer <00:33:08.985>or <00:33:09.125>does <00:33:09.265>not <00:33:09.405>know <00:33:09.545>the <00:33:09.685>answer, <00:33:09.825>you're <00:33:09.965>able <00:33:10.105>to <00:33:10.245>fulfill

836
00:33:11.525 --> 00:33:14.165
<00:33:11.525>that <00:33:11.700>by <00:33:11.875>engaging <00:33:12.050>with <00:33:12.225>the <00:33:12.400>community, <00:33:12.575>asking <00:33:12.750>the <00:33:12.925>question.

837
00:33:14.505 --> 00:33:15.725
<00:33:14.505>So <00:33:14.724>you're <00:33:14.944>not <00:33:15.163>breaking <00:33:15.383>your <00:33:15.602>flow.

838
00:33:15.725 --> 00:33:17.285
<00:33:15.725>You're <00:33:16.004>able <00:33:16.284>to <00:33:16.564>leverage <00:33:16.844>the <00:33:17.125>community

839
00:33:17.305 --> 00:33:18.365
<00:33:17.305>to <00:33:17.464>do <00:33:17.623>what <00:33:17.782>you <00:33:17.941>need <00:33:18.100>to <00:33:18.259>do.

840
00:33:18.745 --> 00:33:21.725
<00:33:18.745>And <00:33:18.900>ultimately <00:33:19.056>what <00:33:19.211>that <00:33:19.367>is <00:33:19.522>doing <00:33:19.678>is <00:33:19.833>that <00:33:19.989>you <00:33:20.145>are,

841
00:33:22.105 --> 00:33:25.205
<00:33:22.105>we <00:33:22.305>are <00:33:22.505>creating <00:33:22.705>this <00:33:22.905>highly <00:33:23.105>trustworthy <00:33:23.305>knowledge <00:33:23.505>store

842
00:33:25.635 --> 00:33:27.805
<00:33:25.635>that <00:33:25.915>will <00:33:26.195>be <00:33:26.475>the <00:33:26.754>central <00:33:27.035>place

843
00:33:28.055 --> 00:33:30.245
<00:33:28.055>where <00:33:28.255>all <00:33:28.455>the <00:33:28.655>technology <00:33:28.855>information <00:33:29.055>from <00:33:29.255>all <00:33:29.455>these,

844
00:33:30.585 --> 00:33:32.845
<00:33:30.585>you <00:33:30.725>know, <00:33:30.865>sort <00:33:31.005>of <00:33:31.145>interaction <00:33:31.285>points <00:33:31.425>that <00:33:31.565>you <00:33:31.705>spend <00:33:31.845>time <00:33:31.985>on

845
00:33:33.435 --> 00:33:35.085
<00:33:33.435>will <00:33:33.784>drop <00:33:34.135>knowledge <00:33:34.485>into <00:33:34.835>Stack

846
00:33:35.085 --> 00:33:36.205
<00:33:35.085>Overflow <00:33:35.337>on <00:33:35.589>the <00:33:35.841>public <00:33:36.092>platform.

847
00:33:36.205 --> 00:33:37.845
<00:33:36.205>So <00:33:36.485>it <00:33:36.764>becomes <00:33:37.044>a <00:33:37.324>central, <00:33:37.605>authoritative

848
00:33:37.845 --> 00:33:38.925
<00:33:37.845>and <00:33:38.169>most <00:33:38.493>trusted <00:33:38.817>place,

849
00:33:39.095 --> 00:33:40.845
<00:33:39.095>which <00:33:39.375>is <00:33:39.655>addressing <00:33:39.935>the <00:33:40.215>trusted <00:33:40.495>point

850
00:33:40.845 --> 00:33:41.885
<00:33:40.845>that <00:33:41.032>I <00:33:41.219>was <00:33:41.406>talking <00:33:41.593>about <00:33:41.781>earlier.

851
00:33:42.585 --> 00:33:46.005
<00:33:42.585>And <00:33:42.785>all <00:33:42.985>of <00:33:43.185>that <00:33:43.385>ultimately <00:33:43.585>establishes <00:33:43.785>Stack <00:33:43.985>Overflow

852
00:33:46.025 --> 00:33:48.205
<00:33:46.025>as <00:33:46.225>a <00:33:46.425>core <00:33:46.625>part <00:33:46.825>of <00:33:47.025>the <00:33:47.225>AI <00:33:47.425>ecosystem

853
00:33:48.635 --> 00:33:51.125
<00:33:48.635>that <00:33:48.790>if <00:33:48.946>you <00:33:49.101>think <00:33:49.257>about <00:33:49.412>the <00:33:49.568>entire <00:33:49.723>market <00:33:49.879>that's <00:33:50.035>evolving,

854
00:33:51.515 --> 00:33:54.005
<00:33:51.515>this <00:33:51.670>allows <00:33:51.826>us <00:33:51.981>to <00:33:52.137>make <00:33:52.292>sure <00:33:52.448>that, <00:33:52.603>uh, <00:33:52.759>you <00:33:52.915>know,

855
00:33:54.075 --> 00:33:57.805
<00:33:54.075>that <00:33:54.191>knowledge <00:33:54.308>is <00:33:54.425>at <00:33:54.541>the <00:33:54.658>heart <00:33:54.775>of <00:33:54.891>AI <00:33:55.008>systems <00:33:55.125>in <00:33:55.241>the <00:33:55.358>AI <00:33:55.475>era,

856
00:33:57.935 --> 00:34:00.045
<00:33:57.935>which <00:33:58.062>is <00:33:58.189>why <00:33:58.316>we're <00:33:58.444>so <00:33:58.571>excited <00:33:58.698>to <00:33:58.825>play <00:33:58.953>a <00:33:59.080>part <00:33:59.207>in <00:33:59.335>this.

857
00:34:00.225 --> 00:34:02.445
<00:34:00.225>So <00:34:00.380>that <00:34:00.536>is <00:34:00.691>what <00:34:00.847>we're <00:34:01.002>calling <00:34:01.158>knowledge <00:34:01.313>as <00:34:01.469>a <00:34:01.625>service.

858
00:34:02.545 --> 00:34:04.525
<00:34:02.545>You'll <00:34:02.700>hear <00:34:02.856>a <00:34:03.011>lot <00:34:03.167>more <00:34:03.322>about <00:34:03.478>this, <00:34:03.633>by <00:34:03.789>the <00:34:03.945>way,

859
00:34:04.525 --> 00:34:06.405
<00:34:04.525>this <00:34:04.680>is <00:34:04.836>the <00:34:04.991>first <00:34:05.147>time <00:34:05.302>we've <00:34:05.458>ever <00:34:05.613>explained <00:34:05.769>that <00:34:05.925>concept.

860
00:34:06.625 --> 00:34:09.805
<00:34:06.625>So <00:34:06.752>again, <00:34:06.879>we <00:34:07.006>wanted <00:34:07.134>to <00:34:07.261>do <00:34:07.388>that <00:34:07.515>here <00:34:07.643>we <00:34:07.770>are <00:34:07.897>developers, <00:34:08.025>uh,

861
00:34:09.835 --> 00:34:13.125
<00:34:09.835>know <00:34:09.975>this, <00:34:10.115>this <00:34:10.255>term <00:34:10.395>cas <00:34:10.534>will <00:34:10.675>come <00:34:10.815>out <00:34:10.955>a <00:34:11.095>lot <00:34:11.235>more.

862
00:34:13.465 --> 00:34:15.125
<00:34:13.465>And, <00:34:13.620>you <00:34:13.776>know, <00:34:13.931>stack <00:34:14.087>O <00:34:14.242>Flow <00:34:14.398>is <00:34:14.553>at <00:34:14.709>the <00:34:14.865>center

863
00:34:15.345 --> 00:34:17.365
<00:34:15.344>and <00:34:15.500>the <00:34:15.656>heart <00:34:15.811>of <00:34:15.967>this <00:34:16.122>in <00:34:16.278>the <00:34:16.433>context <00:34:16.589>of <00:34:16.745>ai.

864
00:34:19.275 --> 00:34:23.365
<00:34:19.275>Alright, <00:34:19.508>so <00:34:19.741>I <00:34:19.975>think <00:34:20.208>that's, <00:34:20.441>that's <00:34:20.675>it.

865
00:34:23.465 --> 00:34:26.085
<00:34:23.465>So, <00:34:23.640>you <00:34:23.815>know, <00:34:23.990>our, <00:34:24.165>I've <00:34:24.340>mentioned <00:34:24.515>our <00:34:24.690>portfolio <00:34:24.865>already,

866
00:34:26.145 --> 00:34:27.725
<00:34:26.145>and <00:34:26.344>knowledge <00:34:26.545>and <00:34:26.745>service <00:34:26.945>will <00:34:27.145>be <00:34:27.344>a <00:34:27.545>core

867
00:34:27.725 --> 00:34:28.805
<00:34:27.725>part <00:34:27.886>of <00:34:28.049>how <00:34:28.210>we <00:34:28.373>think <00:34:28.534>about <00:34:28.696>that.

868
00:34:29.285 --> 00:34:32.525
<00:34:29.284>Bringing <00:34:29.440>Stack <00:34:29.596>o <00:34:29.751>Flow <00:34:29.907>knowledge <00:34:30.062>in <00:34:30.218>all <00:34:30.373>the <00:34:30.529>different <00:34:30.685>areas

869
00:34:32.595 --> 00:34:33.845
<00:34:32.594>that <00:34:32.969>you <00:34:33.344>are <00:34:33.719>engaging.

870
00:34:34.105 --> 00:34:35.445
<00:34:34.105>We <00:34:34.306>want <00:34:34.507>to <00:34:34.708>be <00:34:34.909>wherever <00:34:35.110>you <00:34:35.311>are.

871
00:34:35.625 --> 00:34:36.885
<00:34:35.625>We <00:34:35.813>don't <00:34:36.003>wanna <00:34:36.192>force <00:34:36.381>people <00:34:36.570>to <00:34:36.759>come

872
00:34:36.885 --> 00:34:38.525
<00:34:36.885>to <00:34:37.060>some <00:34:37.235>place <00:34:37.410>if <00:34:37.585>they're <00:34:37.760>already <00:34:37.935>in <00:34:38.110>the <00:34:38.285>flow

873
00:34:38.525 --> 00:34:40.085
<00:34:38.525>of <00:34:38.758>doing <00:34:38.991>something <00:34:39.225>in <00:34:39.458>their <00:34:39.691>existing <00:34:39.925>tools.

874
00:34:40.665 --> 00:34:42.965
<00:34:40.665>Uh, <00:34:40.804>and <00:34:40.945>you <00:34:41.085>know, <00:34:41.225>we <00:34:41.364>really <00:34:41.505>are <00:34:41.645>committed <00:34:41.784>to <00:34:41.925>this <00:34:42.065>mission

875
00:34:43.265 --> 00:34:45.405
<00:34:43.264>and <00:34:43.464>we <00:34:43.665>remain <00:34:43.864>on <00:34:44.065>this <00:34:44.264>amazing <00:34:44.464>journey <00:34:44.665>together

876
00:34:45.465 --> 00:34:46.885
<00:34:45.465>and <00:34:45.607>we <00:34:45.749>want <00:34:45.891>to <00:34:46.033>do <00:34:46.175>it <00:34:46.317>with <00:34:46.459>all <00:34:46.601>of <00:34:46.743>you.

877
00:34:46.945 --> 00:34:49.005
<00:34:46.945>So <00:34:47.178>continue, <00:34:47.411>uh, <00:34:47.645>to <00:34:47.878>provide <00:34:48.111>your <00:34:48.345>feedback

878
00:34:49.005 --> 00:34:50.125
<00:34:49.005>and <00:34:49.206>we <00:34:49.408>thank <00:34:49.609>you <00:34:49.811>for <00:34:50.013>that.

879
00:34:50.905 --> 00:34:53.965
<00:34:50.905>Um, <00:34:51.021>if <00:34:51.138>I <00:34:51.255>could <00:34:51.371>be <00:34:51.488>of <00:34:51.605>help, <00:34:51.721>please <00:34:51.838>reach <00:34:51.955>out <00:34:52.071>to <00:34:52.188>me <00:34:52.305>directly.

880
00:34:54.065 --> 00:34:55.765
<00:34:54.065>As <00:34:54.264>you <00:34:54.465>know, <00:34:54.665>I'm <00:34:54.865>quite <00:34:55.065>an <00:34:55.264>accessible <00:34:55.465>person,

881
00:34:55.905 --> 00:34:58.525
<00:34:55.905>so <00:34:56.060>you <00:34:56.216>can <00:34:56.371>reach <00:34:56.527>out <00:34:56.682>to <00:34:56.838>me <00:34:56.993>on, <00:34:57.149>uh, <00:34:57.305>LinkedIn

882
00:34:58.525 --> 00:35:00.645
<00:34:58.525>or <00:34:58.725>Twitter <00:34:58.925>anytime, <00:34:59.125>and <00:34:59.325>I'm <00:34:59.525>happy <00:34:59.725>to <00:34:59.925>engage.

883
00:35:00.745 --> 00:35:02.285
<00:35:00.745>Uh, <00:35:00.942>but <00:35:01.141>with <00:35:01.339>that, <00:35:01.537>thank <00:35:01.734>you <00:35:01.933>very <00:35:02.131>much.