WEBVTT

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<00:00:03.360>I'll <00:00:03.560>take <00:00:03.760>a <00:00:03.960>photo <00:00:04.160>because <00:00:04.359>I <00:00:04.560>really <00:00:04.760>love

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<00:00:05.190>I'll <00:00:05.191>take <00:00:05.192>a <00:00:05.193>photo <00:00:05.195>because <00:00:05.196>I <00:00:05.197>really <00:00:05.199>love

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<00:00:05.200>I'll <00:00:05.300>take <00:00:05.400>a <00:00:05.500>photo <00:00:05.600>because <00:00:05.700>I <00:00:05.800>really <00:00:05.900>love <00:00:06.000>to <00:00:06.100>have <00:00:06.200>such <00:00:06.300>a <00:00:06.400>full <00:00:06.500>audience <00:00:06.600>here.

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<00:00:09.669>to <00:00:09.670>have <00:00:09.672>such <00:00:09.673>a <00:00:09.675>full <00:00:09.676>audience <00:00:09.678>here.

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<00:00:09.679>to <00:00:09.779>have <00:00:09.879>such <00:00:09.979>a <00:00:10.079>full <00:00:10.179>audience <00:00:10.279>here. <00:00:10.379>&gt;&gt; <00:00:10.479>So, <00:00:10.579>the <00:00:10.679>sound <00:00:10.779>is <00:00:10.879>working, <00:00:10.979>which <00:00:11.079>is

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<00:00:11.910>&gt;&gt; <00:00:11.911>So, <00:00:11.912>the <00:00:11.913>sound <00:00:11.915>is <00:00:11.916>working, <00:00:11.917>which <00:00:11.919>is

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<00:00:11.920>&gt;&gt; <00:00:12.095>So, <00:00:12.270>the <00:00:12.445>sound <00:00:12.620>is <00:00:12.795>working, <00:00:12.969>which <00:00:13.145>is <00:00:13.320>great.

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great.

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<00:00:13.599>great. <00:00:13.774>And <00:00:13.949>I'm <00:00:14.124>going <00:00:14.299>to <00:00:14.474>talk <00:00:14.649>about <00:00:14.824>analytics <00:00:14.999>in

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<00:00:16.230>And <00:00:16.231>I'm <00:00:16.232>going <00:00:16.233>to <00:00:16.235>talk <00:00:16.236>about <00:00:16.237>analytics <00:00:16.238>in

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<00:00:16.239>And <00:00:16.340>I'm <00:00:16.439>going <00:00:16.540>to <00:00:16.639>talk <00:00:16.740>about <00:00:16.840>analytics <00:00:16.939>in <00:00:17.040>the <00:00:17.139>age <00:00:17.240>of <00:00:17.340>agentic <00:00:17.439>AI. <00:00:17.540>Sounds <00:00:17.639>great,

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<00:00:18.310>the <00:00:18.311>age <00:00:18.313>of <00:00:18.314>agentic <00:00:18.316>AI. <00:00:18.317>Sounds <00:00:18.319>great,

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<00:00:18.320>the <00:00:18.436>age <00:00:18.553>of <00:00:18.670>agentic <00:00:18.786>AI. <00:00:18.903>Sounds <00:00:19.020>great, <00:00:19.136>huh? <00:00:19.253>Sounds <00:00:19.370>marketing. <00:00:19.486>Well, <00:00:19.603>maybe <00:00:19.720>it's

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<00:00:20.310>huh? <00:00:20.311>Sounds <00:00:20.313>marketing. <00:00:20.315>Well, <00:00:20.317>maybe <00:00:20.319>it's

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<00:00:20.320>huh? <00:00:20.424>Sounds <00:00:20.529>marketing. <00:00:20.633>Well, <00:00:20.738>maybe <00:00:20.842>it's <00:00:20.947>a <00:00:21.051>bit <00:00:21.156>marketing, <00:00:21.260>but <00:00:21.365>I'll <00:00:21.469>have <00:00:21.574>a <00:00:21.679>live

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<00:00:21.830>a <00:00:21.831>bit <00:00:21.832>marketing, <00:00:21.833>but <00:00:21.835>I'll <00:00:21.836>have <00:00:21.837>a <00:00:21.839>live

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<00:00:21.840>a <00:00:21.927>bit <00:00:22.015>marketing, <00:00:22.102>but <00:00:22.190>I'll <00:00:22.277>have <00:00:22.365>a <00:00:22.452>live <00:00:22.540>demo, <00:00:22.627>I <00:00:22.715>promise. <00:00:22.802>Um, <00:00:22.890>who <00:00:22.977>am <00:00:23.065>I? <00:00:23.152>My <00:00:23.240>name

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<00:00:24.870>demo, <00:00:24.871>I <00:00:24.872>promise. <00:00:24.873>Um, <00:00:24.874>who <00:00:24.875>am <00:00:24.876>I? <00:00:24.877>My <00:00:24.878>name

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<00:00:24.880>demo, <00:00:24.973>I <00:00:25.066>promise. <00:00:25.160>Um, <00:00:25.253>who <00:00:25.346>am <00:00:25.439>I? <00:00:25.533>My <00:00:25.626>name <00:00:25.720>is <00:00:25.813>Elmar. <00:00:25.906>I'm <00:00:26.000>a <00:00:26.093>solution <00:00:26.186>architect <00:00:26.279>with

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<00:00:26.870>is <00:00:26.871>Elmar. <00:00:26.873>I'm <00:00:26.874>a <00:00:26.876>solution <00:00:26.877>architect <00:00:26.878>with

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<00:00:26.880>is <00:00:26.987>Elmar. <00:00:27.095>I'm <00:00:27.203>a <00:00:27.310>solution <00:00:27.418>architect <00:00:27.526>with <00:00:27.633>Click <00:00:27.741>House <00:00:27.849>based <00:00:27.956>out <00:00:28.064>of <00:00:28.172>Germany. <00:00:28.279>I've

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<00:00:28.630>Click <00:00:28.631>House <00:00:28.633>based <00:00:28.634>out <00:00:28.636>of <00:00:28.637>Germany. <00:00:28.639>I've

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<00:00:28.640>Click <00:00:28.716>House <00:00:28.793>based <00:00:28.869>out <00:00:28.946>of <00:00:29.022>Germany. <00:00:29.099>I've <00:00:29.175>been <00:00:29.252>with <00:00:29.328>Clickhouse <00:00:29.404>for <00:00:29.481>about <00:00:29.558>one <00:00:29.634>and <00:00:29.711>a

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<00:00:29.830>been <00:00:29.831>with <00:00:29.832>Clickhouse <00:00:29.833>for <00:00:29.835>about <00:00:29.836>one <00:00:29.837>and <00:00:29.839>a

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<00:00:29.840>been <00:00:29.956>with <00:00:30.073>Clickhouse <00:00:30.190>for <00:00:30.306>about <00:00:30.423>one <00:00:30.540>and <00:00:30.656>a <00:00:30.773>half <00:00:30.890>years <00:00:31.006>and <00:00:31.123>yeah <00:00:31.240>I'm

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<00:00:34.229>half <00:00:34.231>years <00:00:34.233>and <00:00:34.235>yeah <00:00:34.238>I'm

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<00:00:34.239>half <00:00:34.355>years <00:00:34.472>and <00:00:34.589>yeah <00:00:34.705>I'm <00:00:34.822>when <00:00:34.939>I <00:00:35.055>joined <00:00:35.172>Click <00:00:35.288>House <00:00:35.405>I <00:00:35.522>joined <00:00:35.638>a

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<00:00:35.910>when <00:00:35.911>I <00:00:35.912>joined <00:00:35.913>Click <00:00:35.915>House <00:00:35.916>I <00:00:35.917>joined <00:00:35.919>a

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<00:00:35.920>when <00:00:36.020>I <00:00:36.120>joined <00:00:36.220>Click <00:00:36.320>House <00:00:36.420>I <00:00:36.520>joined <00:00:36.620>a <00:00:36.720>database <00:00:36.820>company <00:00:36.920>nowadays <00:00:37.020>I <00:00:37.120>am <00:00:37.220>with <00:00:37.320>an

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<00:00:38.150>database <00:00:38.151>company <00:00:38.153>nowadays <00:00:38.154>I <00:00:38.156>am <00:00:38.157>with <00:00:38.159>an

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<00:00:38.160>database <00:00:38.260>company <00:00:38.360>nowadays <00:00:38.459>I <00:00:38.559>am <00:00:38.660>with <00:00:38.760>an <00:00:38.860>AI <00:00:38.959>company <00:00:39.059>and <00:00:39.160>this <00:00:39.260>is <00:00:39.360>all <00:00:39.459>because <00:00:39.559>AI

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<00:00:42.709>AI <00:00:42.710>company <00:00:42.711>and <00:00:42.712>this <00:00:42.714>is <00:00:42.715>all <00:00:42.716>because <00:00:42.718>AI

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<00:00:42.719>AI <00:00:42.819>company <00:00:42.919>and <00:00:43.019>this <00:00:43.119>is <00:00:43.219>all <00:00:43.319>because <00:00:43.419>AI <00:00:43.519>presents <00:00:43.619>an <00:00:43.719>a <00:00:43.819>challenge <00:00:43.919>for <00:00:44.019>the <00:00:44.119>entire

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<00:00:46.150>presents <00:00:46.151>an <00:00:46.153>a <00:00:46.154>challenge <00:00:46.156>for <00:00:46.157>the <00:00:46.159>entire

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<00:00:46.160>presents <00:00:46.276>an <00:00:46.393>a <00:00:46.510>challenge <00:00:46.626>for <00:00:46.743>the <00:00:46.860>entire <00:00:46.976>IT <00:00:47.093>architecture <00:00:47.209>stack. <00:00:47.326>Why <00:00:47.443>is <00:00:47.559>that?

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<00:00:49.510>IT <00:00:49.511>architecture <00:00:49.513>stack. <00:00:49.515>Why <00:00:49.517>is <00:00:49.519>that?

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<00:00:49.520>IT <00:00:49.660>architecture <00:00:49.800>stack. <00:00:49.940>Why <00:00:50.080>is <00:00:50.220>that? <00:00:50.360>Well, <00:00:50.500>we <00:00:50.640>have <00:00:50.780>a <00:00:50.920>crazy

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<00:00:55.270>Well, <00:00:55.272>we <00:00:55.274>have <00:00:55.276>a <00:00:55.279>crazy

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<00:00:55.280>Well, <00:00:55.407>we <00:00:55.534>have <00:00:55.661>a <00:00:55.789>crazy <00:00:55.916>pace <00:00:56.043>of <00:00:56.170>innovation <00:00:56.298>nowadays <00:00:56.425>in <00:00:56.552>the <00:00:56.680>in

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<00:00:57.510>pace <00:00:57.511>of <00:00:57.513>innovation <00:00:57.514>nowadays <00:00:57.516>in <00:00:57.517>the <00:00:57.519>in

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<00:00:57.520>pace <00:00:57.627>of <00:00:57.735>innovation <00:00:57.843>nowadays <00:00:57.950>in <00:00:58.058>the <00:00:58.166>in <00:00:58.273>the <00:00:58.381>IT <00:00:58.489>sector, <00:00:58.596>particularly <00:00:58.704>in <00:00:58.812>AI, <00:00:58.920>but

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<00:01:01.270>the <00:01:01.271>IT <00:01:01.273>sector, <00:01:01.274>particularly <00:01:01.276>in <00:01:01.277>AI, <00:01:01.279>but

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<00:01:01.280>the <00:01:01.387>IT <00:01:01.495>sector, <00:01:01.603>particularly <00:01:01.710>in <00:01:01.818>AI, <00:01:01.926>but <00:01:02.033>teams <00:01:02.141>are <00:01:02.249>struggling <00:01:02.356>to <00:01:02.464>adopt <00:01:02.572>this <00:01:02.680>rate

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<00:01:04.229>teams <00:01:04.230>are <00:01:04.232>struggling <00:01:04.233>to <00:01:04.235>adopt <00:01:04.236>this <00:01:04.238>rate

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<00:01:04.239>teams <00:01:04.414>are <00:01:04.589>struggling <00:01:04.764>to <00:01:04.939>adopt <00:01:05.114>this <00:01:05.289>rate <00:01:05.464>of <00:01:05.639>change.

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<00:01:06.310>of <00:01:06.318>change.

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<00:01:06.320>of <00:01:06.553>change. <00:01:06.786>Uh <00:01:07.020>expectations <00:01:07.253>are <00:01:07.486>high <00:01:07.720>because

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<00:01:09.350>Uh <00:01:09.352>expectations <00:01:09.354>are <00:01:09.356>high <00:01:09.359>because

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<00:01:09.360>Uh <00:01:09.500>expectations <00:01:09.640>are <00:01:09.780>high <00:01:09.920>because <00:01:10.060>everybody <00:01:10.200>thinks, <00:01:10.340>"Wow, <00:01:10.480>we <00:01:10.620>can <00:01:10.760>replace

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<00:01:11.590>everybody <00:01:11.591>thinks, <00:01:11.593>"Wow, <00:01:11.595>we <00:01:11.597>can <00:01:11.598>replace

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<00:01:11.600>everybody <00:01:11.727>thinks, <00:01:11.854>"Wow, <00:01:11.981>we <00:01:12.109>can <00:01:12.236>replace <00:01:12.363>everything <00:01:12.490>and <00:01:12.618>everybody <00:01:12.745>with <00:01:12.872>AI." <00:01:13.000>But

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<00:01:14.870>everything <00:01:14.871>and <00:01:14.873>everybody <00:01:14.875>with <00:01:14.877>AI." <00:01:14.878>But

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<00:01:14.880>everything <00:01:15.007>and <00:01:15.134>everybody <00:01:15.261>with <00:01:15.389>AI." <00:01:15.516>But <00:01:15.643>the <00:01:15.770>actual <00:01:15.898>taking <00:01:16.025>things <00:01:16.152>into <00:01:16.280>production

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<00:01:18.469>the <00:01:18.470>actual <00:01:18.472>taking <00:01:18.474>things <00:01:18.476>into <00:01:18.478>production

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<00:01:18.479>the <00:01:18.679>actual <00:01:18.879>taking <00:01:19.079>things <00:01:19.279>into <00:01:19.479>production <00:01:19.679>proves <00:01:19.879>difficult.

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<00:01:20.550>proves <00:01:20.559>difficult.

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<00:01:20.560>proves <00:01:20.700>difficult. <00:01:20.840>Uh <00:01:20.980>data <00:01:21.120>volume <00:01:21.260>is <00:01:21.400>growing. <00:01:21.540>Oh <00:01:21.680>well <00:01:21.820>we <00:01:21.960>we

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<00:01:23.109>Uh <00:01:23.110>data <00:01:23.111>volume <00:01:23.112>is <00:01:23.113>growing. <00:01:23.114>Oh <00:01:23.115>well <00:01:23.116>we <00:01:23.118>we

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<00:01:23.119>Uh <00:01:23.206>data <00:01:23.294>volume <00:01:23.381>is <00:01:23.469>growing. <00:01:23.556>Oh <00:01:23.644>well <00:01:23.731>we <00:01:23.819>we <00:01:23.906>we <00:01:23.994>said <00:01:24.081>that <00:01:24.169>10 <00:01:24.256>years <00:01:24.344>ago <00:01:24.431>right? <00:01:24.519>But

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<00:01:24.950>we <00:01:24.951>said <00:01:24.952>that <00:01:24.953>10 <00:01:24.955>years <00:01:24.956>ago <00:01:24.957>right? <00:01:24.959>But

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<00:01:24.960>we <00:01:25.060>said <00:01:25.160>that <00:01:25.260>10 <00:01:25.360>years <00:01:25.460>ago <00:01:25.560>right? <00:01:25.660>But <00:01:25.760>data <00:01:25.860>volume <00:01:25.960>is <00:01:26.060>still <00:01:26.160>growing. <00:01:26.260>Back <00:01:26.360>then

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<00:01:27.030>data <00:01:27.031>volume <00:01:27.033>is <00:01:27.034>still <00:01:27.036>growing. <00:01:27.037>Back <00:01:27.038>then

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<00:01:27.039>data <00:01:27.147>volume <00:01:27.255>is <00:01:27.363>still <00:01:27.470>growing. <00:01:27.578>Back <00:01:27.686>then <00:01:27.793>we <00:01:27.901>talked <00:01:28.009>about <00:01:28.116>zetabytes <00:01:28.224>and <00:01:28.332>now <00:01:28.440>it's

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<00:01:29.030>we <00:01:29.031>talked <00:01:29.033>about <00:01:29.034>zetabytes <00:01:29.036>and <00:01:29.037>now <00:01:29.038>it's

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<00:01:29.039>we <00:01:29.147>talked <00:01:29.255>about <00:01:29.363>zetabytes <00:01:29.470>and <00:01:29.578>now <00:01:29.686>it's <00:01:29.793>still <00:01:29.901>getting <00:01:30.009>more. <00:01:30.116>But <00:01:30.224>how <00:01:30.332>can <00:01:30.440>we

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<00:01:31.749>still <00:01:31.750>getting <00:01:31.752>more. <00:01:31.753>But <00:01:31.755>how <00:01:31.756>can <00:01:31.758>we

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<00:01:31.759>still <00:01:31.859>getting <00:01:31.959>more. <00:01:32.059>But <00:01:32.159>how <00:01:32.259>can <00:01:32.359>we <00:01:32.459>ensure <00:01:32.559>the <00:01:32.659>integrity <00:01:32.759>of <00:01:32.859>data? <00:01:32.959>How <00:01:33.059>can <00:01:33.159>we

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<00:01:34.469>ensure <00:01:34.470>the <00:01:34.471>integrity <00:01:34.472>of <00:01:34.474>data? <00:01:34.475>How <00:01:34.476>can <00:01:34.478>we

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<00:01:34.479>ensure <00:01:34.572>the <00:01:34.665>integrity <00:01:34.759>of <00:01:34.852>data? <00:01:34.945>How <00:01:35.039>can <00:01:35.132>we <00:01:35.225>ensure <00:01:35.319>the <00:01:35.412>trust <00:01:35.505>in <00:01:35.599>data? <00:01:35.692>The <00:01:35.785>level <00:01:35.879>of

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<00:01:38.550>ensure <00:01:38.551>the <00:01:38.552>trust <00:01:38.553>in <00:01:38.555>data? <00:01:38.556>The <00:01:38.557>level <00:01:38.559>of

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<00:01:38.560>ensure <00:01:38.667>the <00:01:38.775>trust <00:01:38.883>in <00:01:38.990>data? <00:01:39.098>The <00:01:39.206>level <00:01:39.313>of <00:01:39.421>risk <00:01:39.529>that <00:01:39.636>is <00:01:39.744>associated <00:01:39.852>with <00:01:39.960>automating

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<00:01:41.030>risk <00:01:41.031>that <00:01:41.033>is <00:01:41.035>associated <00:01:41.037>with <00:01:41.038>automating

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<00:01:41.039>risk <00:01:41.167>that <00:01:41.294>is <00:01:41.421>associated <00:01:41.549>with <00:01:41.676>automating <00:01:41.803>everything <00:01:41.930>is <00:01:42.058>is <00:01:42.185>increasing. <00:01:42.312>But <00:01:42.440>the

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<00:01:44.069>everything <00:01:44.070>is <00:01:44.072>is <00:01:44.074>increasing. <00:01:44.076>But <00:01:44.078>the

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<00:01:44.079>everything <00:01:44.195>is <00:01:44.312>is <00:01:44.429>increasing. <00:01:44.545>But <00:01:44.662>the <00:01:44.779>level <00:01:44.895>of <00:01:45.012>control, <00:01:45.129>how <00:01:45.245>do <00:01:45.362>you <00:01:45.479>keep

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<00:01:46.149>level <00:01:46.150>of <00:01:46.152>control, <00:01:46.153>how <00:01:46.155>do <00:01:46.156>you <00:01:46.157>keep

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<00:01:46.158>level <00:01:46.266>of <00:01:46.374>control, <00:01:46.482>how <00:01:46.589>do <00:01:46.697>you <00:01:46.805>keep <00:01:46.912>control <00:01:47.020>of <00:01:47.128>this? <00:01:47.235>And <00:01:47.343>finally, <00:01:47.451>and <00:01:47.559>this

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<00:01:48.789>control <00:01:48.790>of <00:01:48.792>this? <00:01:48.793>And <00:01:48.795>finally, <00:01:48.796>and <00:01:48.798>this

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<00:01:48.799>control <00:01:48.898>of <00:01:48.997>this? <00:01:49.096>And <00:01:49.195>finally, <00:01:49.294>and <00:01:49.393>this <00:01:49.492>is <00:01:49.591>what <00:01:49.690>what <00:01:49.789>the <00:01:49.888>finance <00:01:49.987>people <00:01:50.086>of

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<00:01:50.229>is <00:01:50.231>what <00:01:50.232>what <00:01:50.234>the <00:01:50.236>finance <00:01:50.237>people <00:01:50.239>of

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<00:01:50.240>is <00:01:50.347>what <00:01:50.455>what <00:01:50.563>the <00:01:50.670>finance <00:01:50.778>people <00:01:50.886>of <00:01:50.993>course <00:01:51.101>are <00:01:51.209>looking <00:01:51.316>at. <00:01:51.424>Um, <00:01:51.532>you <00:01:51.640>could

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<00:01:52.789>course <00:01:52.790>are <00:01:52.792>looking <00:01:52.793>at. <00:01:52.795>Um, <00:01:52.796>you <00:01:52.798>could

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<00:01:52.799>course <00:01:52.915>are <00:01:53.032>looking <00:01:53.149>at. <00:01:53.265>Um, <00:01:53.382>you <00:01:53.499>could <00:01:53.615>spend <00:01:53.732>immense <00:01:53.849>amounts <00:01:53.965>of <00:01:54.082>money, <00:01:54.199>but

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<00:01:55.749>spend <00:01:55.750>immense <00:01:55.752>amounts <00:01:55.754>of <00:01:55.756>money, <00:01:55.758>but

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<00:01:55.759>spend <00:01:55.866>immense <00:01:55.974>amounts <00:01:56.082>of <00:01:56.189>money, <00:01:56.297>but <00:01:56.405>where <00:01:56.512>is <00:01:56.620>the <00:01:56.728>ROI? <00:01:56.835>Where <00:01:56.943>do <00:01:57.051>you <00:01:57.159>actually

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<00:01:57.749>where <00:01:57.750>is <00:01:57.751>the <00:01:57.752>ROI? <00:01:57.754>Where <00:01:57.755>do <00:01:57.756>you <00:01:57.758>actually

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<00:01:57.759>where <00:01:57.852>is <00:01:57.945>the <00:01:58.039>ROI? <00:01:58.132>Where <00:01:58.225>do <00:01:58.319>you <00:01:58.412>actually <00:01:58.505>get <00:01:58.599>anything <00:01:58.692>back? <00:01:58.785>So, <00:01:58.879>and <00:01:58.972>how <00:01:59.065>does <00:01:59.159>this

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<00:02:01.749>get <00:02:01.750>anything <00:02:01.751>back? <00:02:01.752>So, <00:02:01.754>and <00:02:01.755>how <00:02:01.756>does <00:02:01.758>this

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<00:02:01.759>get <00:02:01.852>anything <00:02:01.945>back? <00:02:02.039>So, <00:02:02.132>and <00:02:02.225>how <00:02:02.319>does <00:02:02.412>this <00:02:02.505>affect <00:02:02.599>the <00:02:02.692>IT <00:02:02.785>stacks <00:02:02.879>that <00:02:02.972>we <00:02:03.065>have <00:02:03.159>built

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<00:02:04.069>affect <00:02:04.070>the <00:02:04.071>IT <00:02:04.072>stacks <00:02:04.074>that <00:02:04.075>we <00:02:04.076>have <00:02:04.077>built

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<00:02:04.079>affect <00:02:04.172>the <00:02:04.265>IT <00:02:04.359>stacks <00:02:04.452>that <00:02:04.545>we <00:02:04.639>have <00:02:04.732>built <00:02:04.825>and <00:02:04.919>that <00:02:05.012>we <00:02:05.105>are <00:02:05.199>building? <00:02:05.292>In <00:02:05.385>the <00:02:05.479>past,

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<00:02:06.950>and <00:02:06.951>that <00:02:06.952>we <00:02:06.953>are <00:02:06.955>building? <00:02:06.956>In <00:02:06.957>the <00:02:06.958>past,

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<00:02:06.960>and <00:02:07.053>that <00:02:07.146>we <00:02:07.240>are <00:02:07.333>building? <00:02:07.426>In <00:02:07.520>the <00:02:07.613>past, <00:02:07.706>we <00:02:07.800>would <00:02:07.893>have <00:02:07.986>one <00:02:08.079>one <00:02:08.173>stack <00:02:08.266>for <00:02:08.359>data

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<00:02:09.509>we <00:02:09.511>would <00:02:09.512>have <00:02:09.513>one <00:02:09.515>one <00:02:09.516>stack <00:02:09.517>for <00:02:09.519>data

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<00:02:09.520>we <00:02:09.609>would <00:02:09.698>have <00:02:09.787>one <00:02:09.877>one <00:02:09.966>stack <00:02:10.055>for <00:02:10.144>data <00:02:10.234>warehousing, <00:02:10.323>would <00:02:10.412>have <00:02:10.501>one <00:02:10.591>for

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<00:02:10.710>warehousing, <00:02:10.712>would <00:02:10.714>have <00:02:10.716>one <00:02:10.719>for

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<00:02:10.720>warehousing, <00:02:10.895>would <00:02:11.070>have <00:02:11.245>one <00:02:11.420>for <00:02:11.595>observability, <00:02:11.770>one <00:02:11.945>for <00:02:12.120>real-time

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<00:02:12.630>observability, <00:02:12.632>one <00:02:12.636>for <00:02:12.638>real-time

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<00:02:12.640>observability, <00:02:12.779>one <00:02:12.920>for <00:02:13.059>real-time <00:02:13.200>analytics, <00:02:13.339>which <00:02:13.480>is <00:02:13.619>my <00:02:13.760>pet <00:02:13.899>peeve, <00:02:14.040>and

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<00:02:15.990>analytics, <00:02:15.991>which <00:02:15.993>is <00:02:15.994>my <00:02:15.996>pet <00:02:15.997>peeve, <00:02:15.999>and

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<00:02:16.000>analytics, <00:02:16.100>which <00:02:16.200>is <00:02:16.300>my <00:02:16.400>pet <00:02:16.500>peeve, <00:02:16.600>and <00:02:16.700>various <00:02:16.800>others. <00:02:16.900>And <00:02:17.000>each <00:02:17.100>of <00:02:17.200>them <00:02:17.300>was <00:02:17.400>a

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<00:02:18.630>various <00:02:18.631>others. <00:02:18.632>And <00:02:18.633>each <00:02:18.635>of <00:02:18.636>them <00:02:18.637>was <00:02:18.638>a

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<00:02:18.640>various <00:02:18.747>others. <00:02:18.855>And <00:02:18.963>each <00:02:19.070>of <00:02:19.178>them <00:02:19.286>was <00:02:19.393>a <00:02:19.501>silo. <00:02:19.609>Each <00:02:19.716>of <00:02:19.824>them <00:02:19.932>their <00:02:20.040>own

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<00:02:20.630>silo. <00:02:20.631>Each <00:02:20.633>of <00:02:20.635>them <00:02:20.637>their <00:02:20.638>own

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<00:02:20.640>silo. <00:02:20.779>Each <00:02:20.920>of <00:02:21.059>them <00:02:21.200>their <00:02:21.339>own <00:02:21.480>architecture, <00:02:21.619>their <00:02:21.760>own <00:02:21.899>text <00:02:22.040>stack,

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<00:02:22.949>architecture, <00:02:22.951>their <00:02:22.953>own <00:02:22.955>text <00:02:22.958>stack,

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<00:02:22.959>architecture, <00:02:23.099>their <00:02:23.239>own <00:02:23.379>text <00:02:23.519>stack, <00:02:23.659>their <00:02:23.799>own <00:02:23.939>query <00:02:24.079>language, <00:02:24.219>their <00:02:24.359>own

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<00:02:25.430>their <00:02:25.431>own <00:02:25.433>query <00:02:25.435>language, <00:02:25.437>their <00:02:25.439>own

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<00:02:25.440>their <00:02:25.567>own <00:02:25.694>query <00:02:25.821>language, <00:02:25.949>their <00:02:26.076>own <00:02:26.203>pipelines. <00:02:26.330>And <00:02:26.458>that <00:02:26.585>just <00:02:26.712>doesn't <00:02:26.840>work

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<00:02:27.910>pipelines. <00:02:27.911>And <00:02:27.913>that <00:02:27.915>just <00:02:27.917>doesn't <00:02:27.919>work

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<00:02:27.920>pipelines. <00:02:28.036>And <00:02:28.153>that <00:02:28.270>just <00:02:28.386>doesn't <00:02:28.503>work <00:02:28.620>anymore. <00:02:28.736>what <00:02:28.853>people <00:02:28.970>what <00:02:29.086>people <00:02:29.203>what <00:02:29.320>IT

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<00:02:31.910>anymore. <00:02:31.911>what <00:02:31.913>people <00:02:31.914>what <00:02:31.916>people <00:02:31.917>what <00:02:31.919>IT

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<00:02:31.920>anymore. <00:02:32.013>what <00:02:32.106>people <00:02:32.200>what <00:02:32.293>people <00:02:32.386>what <00:02:32.480>IT <00:02:32.573>teams <00:02:32.666>have <00:02:32.760>done <00:02:32.853>for <00:02:32.946>the <00:02:33.040>last <00:02:33.133>10 <00:02:33.226>years <00:02:33.320>is

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<00:02:33.990>teams <00:02:33.991>have <00:02:33.992>done <00:02:33.993>for <00:02:33.994>the <00:02:33.995>last <00:02:33.996>10 <00:02:33.997>years <00:02:33.999>is

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<00:02:34.000>teams <00:02:34.082>have <00:02:34.164>done <00:02:34.247>for <00:02:34.329>the <00:02:34.411>last <00:02:34.494>10 <00:02:34.576>years <00:02:34.658>is <00:02:34.741>they <00:02:34.823>had <00:02:34.905>to <00:02:34.988>do <00:02:35.070>tradeoffs. <00:02:35.152>Um <00:02:35.235>if <00:02:35.317>you <00:02:35.400>want

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<00:02:37.350>they <00:02:37.351>had <00:02:37.352>to <00:02:37.353>do <00:02:37.354>tradeoffs. <00:02:37.355>Um <00:02:37.356>if <00:02:37.357>you <00:02:37.359>want

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<00:02:37.360>they <00:02:37.447>had <00:02:37.535>to <00:02:37.622>do <00:02:37.710>tradeoffs. <00:02:37.797>Um <00:02:37.885>if <00:02:37.972>you <00:02:38.060>want <00:02:38.147>to <00:02:38.235>process <00:02:38.322>data <00:02:38.410>at <00:02:38.497>scale <00:02:38.585>you <00:02:38.672>have <00:02:38.760>to

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<00:02:40.309>to <00:02:40.310>process <00:02:40.311>data <00:02:40.312>at <00:02:40.314>scale <00:02:40.315>you <00:02:40.316>have <00:02:40.318>to

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<00:02:40.319>to <00:02:40.412>process <00:02:40.505>data <00:02:40.599>at <00:02:40.692>scale <00:02:40.785>you <00:02:40.879>have <00:02:40.972>to <00:02:41.065>sacrifice <00:02:41.159>speed. <00:02:41.252>You <00:02:41.345>may <00:02:41.439>have <00:02:41.532>to <00:02:41.625>go <00:02:41.719>to

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<00:02:42.070>sacrifice <00:02:42.071>speed. <00:02:42.072>You <00:02:42.073>may <00:02:42.075>have <00:02:42.076>to <00:02:42.077>go <00:02:42.078>to

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<00:02:42.079>sacrifice <00:02:42.167>speed. <00:02:42.255>You <00:02:42.342>may <00:02:42.429>have <00:02:42.517>to <00:02:42.605>go <00:02:42.692>to <00:02:42.779>batch <00:02:42.867>mode <00:02:42.954>or <00:02:43.042>you <00:02:43.130>you <00:02:43.217>stay <00:02:43.304>in <00:02:43.392>batch <00:02:43.480>mode

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<00:02:44.949>batch <00:02:44.950>mode <00:02:44.951>or <00:02:44.952>you <00:02:44.953>you <00:02:44.954>stay <00:02:44.955>in <00:02:44.956>batch <00:02:44.958>mode

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<00:02:44.959>batch <00:02:45.046>mode <00:02:45.134>or <00:02:45.221>you <00:02:45.309>you <00:02:45.396>stay <00:02:45.484>in <00:02:45.571>batch <00:02:45.659>mode <00:02:45.746>when <00:02:45.834>you <00:02:45.921>would <00:02:46.009>actually <00:02:46.096>want <00:02:46.184>to <00:02:46.271>be <00:02:46.359>more

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<00:02:47.030>when <00:02:47.031>you <00:02:47.032>would <00:02:47.033>actually <00:02:47.035>want <00:02:47.036>to <00:02:47.037>be <00:02:47.039>more

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<00:02:47.040>when <00:02:47.179>you <00:02:47.320>would <00:02:47.459>actually <00:02:47.600>want <00:02:47.739>to <00:02:47.880>be <00:02:48.019>more <00:02:48.160>real <00:02:48.299>time. <00:02:48.440>Um

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<00:02:49.910>real <00:02:49.914>time. <00:02:49.919>Um

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<00:02:49.920>real <00:02:50.047>time. <00:02:50.174>Um <00:02:50.301>you <00:02:50.429>you <00:02:50.556>may <00:02:50.683>have <00:02:50.810>in <00:02:50.938>order <00:02:51.065>to <00:02:51.192>keep <00:02:51.320>cost

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<00:02:52.470>you <00:02:52.471>you <00:02:52.472>may <00:02:52.473>have <00:02:52.474>in <00:02:52.475>order <00:02:52.476>to <00:02:52.477>keep <00:02:52.478>cost

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<00:02:52.480>you <00:02:52.570>you <00:02:52.661>may <00:02:52.751>have <00:02:52.842>in <00:02:52.933>order <00:02:53.023>to <00:02:53.114>keep <00:02:53.204>cost <00:02:53.295>under <00:02:53.386>under <00:02:53.476>control <00:02:53.567>you <00:02:53.657>may <00:02:53.748>have <00:02:53.839>to

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<00:02:53.990>under <00:02:53.991>under <00:02:53.993>control <00:02:53.994>you <00:02:53.996>may <00:02:53.997>have <00:02:53.999>to

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<00:02:54.000>under <00:02:54.100>under <00:02:54.200>control <00:02:54.300>you <00:02:54.400>may <00:02:54.500>have <00:02:54.600>to <00:02:54.700>sacrifice <00:02:54.800>the <00:02:54.900>uh <00:02:55.000>the <00:02:55.100>volume <00:02:55.200>that <00:02:55.300>you <00:02:55.400>can

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<00:02:57.270>sacrifice <00:02:57.271>the <00:02:57.272>uh <00:02:57.273>the <00:02:57.275>volume <00:02:57.276>that <00:02:57.277>you <00:02:57.279>can

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<00:02:57.280>sacrifice <00:02:57.380>the <00:02:57.480>uh <00:02:57.580>the <00:02:57.680>volume <00:02:57.780>that <00:02:57.880>you <00:02:57.980>can <00:02:58.080>process. <00:02:58.180>You <00:02:58.280>may <00:02:58.380>have <00:02:58.480>to <00:02:58.580>sample <00:02:58.680>data

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<00:02:59.509>process. <00:02:59.510>You <00:02:59.512>may <00:02:59.513>have <00:02:59.515>to <00:02:59.516>sample <00:02:59.518>data

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<00:02:59.519>process. <00:02:59.646>You <00:02:59.773>may <00:02:59.900>have <00:03:00.028>to <00:03:00.155>sample <00:03:00.282>data <00:03:00.409>which <00:03:00.537>happens <00:03:00.664>in <00:03:00.791>observability <00:03:00.919>stacks.

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<00:03:01.350>which <00:03:01.352>happens <00:03:01.354>in <00:03:01.356>observability <00:03:01.359>stacks.

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<00:03:01.360>which <00:03:01.476>happens <00:03:01.593>in <00:03:01.710>observability <00:03:01.826>stacks. <00:03:01.943>Or <00:03:02.060>you <00:03:02.176>may <00:03:02.293>have <00:03:02.410>to <00:03:02.526>limit <00:03:02.643>retention. <00:03:02.760>You

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<00:03:04.070>Or <00:03:04.071>you <00:03:04.072>may <00:03:04.073>have <00:03:04.075>to <00:03:04.076>limit <00:03:04.077>retention. <00:03:04.079>You

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<00:03:04.080>Or <00:03:04.156>you <00:03:04.232>may <00:03:04.308>have <00:03:04.384>to <00:03:04.461>limit <00:03:04.537>retention. <00:03:04.613>You <00:03:04.689>don't <00:03:04.765>really <00:03:04.842>want <00:03:04.918>to <00:03:04.994>do <00:03:05.070>that. <00:03:05.146>You <00:03:05.222>want

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<00:03:05.350>don't <00:03:05.351>really <00:03:05.352>want <00:03:05.353>to <00:03:05.355>do <00:03:05.356>that. <00:03:05.357>You <00:03:05.359>want

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<00:03:05.360>don't <00:03:05.460>really <00:03:05.560>want <00:03:05.660>to <00:03:05.760>do <00:03:05.860>that. <00:03:05.960>You <00:03:06.060>want <00:03:06.160>to <00:03:06.260>keep <00:03:06.360>everything <00:03:06.460>forever. <00:03:06.560>We <00:03:06.660>just <00:03:06.760>saw

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<00:03:07.830>to <00:03:07.831>keep <00:03:07.833>everything <00:03:07.834>forever. <00:03:07.836>We <00:03:07.837>just <00:03:07.839>saw

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<00:03:07.840>to <00:03:07.956>keep <00:03:08.073>everything <00:03:08.190>forever. <00:03:08.306>We <00:03:08.423>just <00:03:08.540>saw <00:03:08.656>the <00:03:08.773>little <00:03:08.890>promo <00:03:09.006>video <00:03:09.123>of <00:03:09.240>the

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<00:03:09.509>the <00:03:09.510>little <00:03:09.512>promo <00:03:09.514>video <00:03:09.516>of <00:03:09.518>the

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<00:03:09.519>the <00:03:09.646>little <00:03:09.773>promo <00:03:09.900>video <00:03:10.028>of <00:03:10.155>the <00:03:10.282>conference. <00:03:10.409>Nowadays, <00:03:10.537>you <00:03:10.664>can <00:03:10.791>have <00:03:10.919>all

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<00:03:11.350>conference. <00:03:11.351>Nowadays, <00:03:11.353>you <00:03:11.355>can <00:03:11.357>have <00:03:11.359>all

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<00:03:11.360>conference. <00:03:11.476>Nowadays, <00:03:11.593>you <00:03:11.710>can <00:03:11.826>have <00:03:11.943>all <00:03:12.060>the <00:03:12.176>talks <00:03:12.293>on <00:03:12.410>video <00:03:12.526>forever. <00:03:12.643>Yeah. <00:03:12.760>Well,

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<00:03:14.869>the <00:03:14.870>talks <00:03:14.872>on <00:03:14.873>video <00:03:14.875>forever. <00:03:14.876>Yeah. <00:03:14.878>Well,

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<00:03:14.879>the <00:03:14.972>talks <00:03:15.065>on <00:03:15.159>video <00:03:15.252>forever. <00:03:15.345>Yeah. <00:03:15.439>Well, <00:03:15.532>if <00:03:15.625>you <00:03:15.719>have <00:03:15.812>the <00:03:15.905>the <00:03:15.999>tools <00:03:16.092>to <00:03:16.185>do <00:03:16.279>that.

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<00:03:17.589>if <00:03:17.590>you <00:03:17.591>have <00:03:17.592>the <00:03:17.593>the <00:03:17.594>tools <00:03:17.595>to <00:03:17.596>do <00:03:17.597>that.

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<00:03:17.599>if <00:03:17.692>you <00:03:17.785>have <00:03:17.879>the <00:03:17.972>the <00:03:18.065>tools <00:03:18.159>to <00:03:18.252>do <00:03:18.345>that. <00:03:18.439>Likewise, <00:03:18.532>you <00:03:18.625>want <00:03:18.719>to <00:03:18.812>have <00:03:18.905>one <00:03:18.999>simple

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<00:03:20.070>Likewise, <00:03:20.071>you <00:03:20.072>want <00:03:20.074>to <00:03:20.076>have <00:03:20.077>one <00:03:20.078>simple

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<00:03:20.079>Likewise, <00:03:20.187>you <00:03:20.295>want <00:03:20.403>to <00:03:20.510>have <00:03:20.618>one <00:03:20.726>simple <00:03:20.833>stack. <00:03:20.941>And <00:03:21.049>that <00:03:21.156>ties <00:03:21.264>into <00:03:21.372>the <00:03:21.480>silo

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<00:03:22.470>stack. <00:03:22.471>And <00:03:22.472>that <00:03:22.474>ties <00:03:22.476>into <00:03:22.477>the <00:03:22.478>silo

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<00:03:22.480>stack. <00:03:22.607>And <00:03:22.734>that <00:03:22.861>ties <00:03:22.989>into <00:03:23.116>the <00:03:23.243>silo <00:03:23.370>stories <00:03:23.498>that <00:03:23.625>I <00:03:23.752>had <00:03:23.880>before.

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<00:03:24.869>stories <00:03:24.871>that <00:03:24.873>I <00:03:24.875>had <00:03:24.878>before.

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<00:03:24.879>stories <00:03:24.986>that <00:03:25.094>I <00:03:25.202>had <00:03:25.309>before. <00:03:25.417>um <00:03:25.525>you <00:03:25.632>want <00:03:25.740>to <00:03:25.848>have <00:03:25.955>a <00:03:26.063>simple <00:03:26.171>stack, <00:03:26.279>but

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<00:03:27.829>um <00:03:27.831>you <00:03:27.832>want <00:03:27.833>to <00:03:27.834>have <00:03:27.835>a <00:03:27.836>simple <00:03:27.837>stack, <00:03:27.839>but

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<00:03:27.840>um <00:03:27.933>you <00:03:28.026>want <00:03:28.120>to <00:03:28.213>have <00:03:28.306>a <00:03:28.400>simple <00:03:28.493>stack, <00:03:28.586>but <00:03:28.680>instead <00:03:28.773>you <00:03:28.866>find <00:03:28.960>yourself <00:03:29.053>uh <00:03:29.146>duct <00:03:29.240>taping

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<00:03:31.509>instead <00:03:31.510>you <00:03:31.512>find <00:03:31.513>yourself <00:03:31.515>uh <00:03:31.516>duct <00:03:31.518>taping

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<00:03:31.519>instead <00:03:31.635>you <00:03:31.752>find <00:03:31.869>yourself <00:03:31.985>uh <00:03:32.102>duct <00:03:32.219>taping <00:03:32.335>another <00:03:32.452>tool <00:03:32.569>and <00:03:32.685>another <00:03:32.802>query <00:03:32.919>language

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<00:03:33.910>another <00:03:33.911>tool <00:03:33.913>and <00:03:33.915>another <00:03:33.917>query <00:03:33.919>language

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<00:03:33.920>another <00:03:34.036>tool <00:03:34.153>and <00:03:34.270>another <00:03:34.386>query <00:03:34.503>language <00:03:34.620>and <00:03:34.736>another <00:03:34.853>pipeline <00:03:34.970>on <00:03:35.086>top <00:03:35.203>of <00:03:35.320>your

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<00:03:36.149>and <00:03:36.150>another <00:03:36.152>pipeline <00:03:36.153>on <00:03:36.155>top <00:03:36.156>of <00:03:36.158>your

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<00:03:36.159>and <00:03:36.266>another <00:03:36.374>pipeline <00:03:36.482>on <00:03:36.589>top <00:03:36.697>of <00:03:36.805>your <00:03:36.912>existing <00:03:37.020>stack <00:03:37.128>as <00:03:37.235>as <00:03:37.343>and <00:03:37.451>you <00:03:37.559>find

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<00:03:39.030>existing <00:03:39.031>stack <00:03:39.033>as <00:03:39.034>as <00:03:39.036>and <00:03:39.037>you <00:03:39.039>find

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<00:03:39.040>existing <00:03:39.147>stack <00:03:39.255>as <00:03:39.363>as <00:03:39.470>and <00:03:39.578>you <00:03:39.686>find <00:03:39.793>yourself <00:03:39.901>busy <00:03:40.009>keeping <00:03:40.116>the <00:03:40.224>the <00:03:40.332>the <00:03:40.440>plates

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<00:03:42.228>yourself <00:03:42.230>busy <00:03:42.232>keeping <00:03:42.233>the <00:03:42.234>the <00:03:42.236>the <00:03:42.238>plates

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<00:03:42.239>yourself <00:03:42.439>busy <00:03:42.639>keeping <00:03:42.839>the <00:03:43.039>the <00:03:43.239>the <00:03:43.439>plates <00:03:43.639>spinning.

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spinning.

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<00:03:45.120>spinning. <00:03:45.314>where <00:03:45.508>this <00:03:45.702>reaches <00:03:45.896>the <00:03:46.090>breaking <00:03:46.284>point <00:03:46.478>is

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<00:03:46.630>where <00:03:46.631>this <00:03:46.632>reaches <00:03:46.634>the <00:03:46.636>breaking <00:03:46.637>point <00:03:46.638>is

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<00:03:46.640>where <00:03:46.756>this <00:03:46.873>reaches <00:03:46.989>the <00:03:47.106>breaking <00:03:47.223>point <00:03:47.339>is <00:03:47.456>nowadays <00:03:47.573>with <00:03:47.690>AI <00:03:47.806>because <00:03:47.923>that <00:03:48.040>again

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<00:03:49.190>nowadays <00:03:49.191>with <00:03:49.193>AI <00:03:49.195>because <00:03:49.197>that <00:03:49.198>again

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<00:03:49.200>nowadays <00:03:49.307>with <00:03:49.415>AI <00:03:49.523>because <00:03:49.630>that <00:03:49.738>again <00:03:49.846>gives <00:03:49.953>another <00:03:50.061>uh <00:03:50.169>boost <00:03:50.276>of <00:03:50.384>scale <00:03:50.492>and <00:03:50.600>that

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<00:03:53.750>gives <00:03:53.751>another <00:03:53.752>uh <00:03:53.753>boost <00:03:53.755>of <00:03:53.756>scale <00:03:53.757>and <00:03:53.759>that

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<00:03:53.760>gives <00:03:53.859>another <00:03:53.959>uh <00:03:54.060>boost <00:03:54.160>of <00:03:54.260>scale <00:03:54.359>and <00:03:54.459>that <00:03:54.560>means <00:03:54.660>that <00:03:54.760>all <00:03:54.859>the <00:03:54.959>the <00:03:55.060>old <00:03:55.160>architectures

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<00:03:56.228>means <00:03:56.230>that <00:03:56.232>all <00:03:56.233>the <00:03:56.234>the <00:03:56.236>old <00:03:56.238>architectures

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<00:03:56.239>means <00:03:56.394>that <00:03:56.550>all <00:03:56.705>the <00:03:56.861>the <00:03:57.016>old <00:03:57.172>architectures <00:03:57.327>don't <00:03:57.483>work <00:03:57.639>anymore.

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<00:03:58.228>don't <00:03:58.233>work <00:03:58.238>anymore.

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<00:03:58.239>don't <00:03:58.379>work <00:03:58.519>anymore. <00:03:58.659>Why <00:03:58.799>is <00:03:58.939>that? <00:03:59.079>Well, <00:03:59.219>we <00:03:59.359>used <00:03:59.499>to <00:03:59.639>have

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<00:04:02.949>Why <00:04:02.950>is <00:04:02.951>that? <00:04:02.952>Well, <00:04:02.954>we <00:04:02.955>used <00:04:02.956>to <00:04:02.958>have

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<00:04:02.959>Why <00:04:03.059>is <00:04:03.159>that? <00:04:03.259>Well, <00:04:03.359>we <00:04:03.459>used <00:04:03.559>to <00:04:03.659>have <00:04:03.759>some <00:04:03.859>data <00:04:03.959>stores. <00:04:04.059>We <00:04:04.159>used <00:04:04.259>to <00:04:04.359>have

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<00:04:04.710>some <00:04:04.711>data <00:04:04.713>stores. <00:04:04.714>We <00:04:04.716>used <00:04:04.717>to <00:04:04.719>have

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<00:04:04.720>some <00:04:04.847>data <00:04:04.974>stores. <00:04:05.101>We <00:04:05.229>used <00:04:05.356>to <00:04:05.483>have <00:04:05.610>clients <00:04:05.738>that <00:04:05.865>would <00:04:05.992>have <00:04:06.120>predictable

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<00:04:07.270>clients <00:04:07.272>that <00:04:07.274>would <00:04:07.276>have <00:04:07.279>predictable

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<00:04:07.280>clients <00:04:07.420>that <00:04:07.560>would <00:04:07.700>have <00:04:07.840>predictable <00:04:07.980>patterns <00:04:08.120>of <00:04:08.260>accessing <00:04:08.400>the <00:04:08.540>data. <00:04:08.680>You

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<00:04:09.910>patterns <00:04:09.911>of <00:04:09.913>accessing <00:04:09.915>the <00:04:09.917>data. <00:04:09.918>You

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<00:04:09.920>patterns <00:04:10.047>of <00:04:10.174>accessing <00:04:10.301>the <00:04:10.429>data. <00:04:10.556>You <00:04:10.683>would <00:04:10.810>have <00:04:10.938>reporting <00:04:11.065>tools. <00:04:11.192>You <00:04:11.320>would

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<00:04:11.589>would <00:04:11.590>have <00:04:11.592>reporting <00:04:11.594>tools. <00:04:11.596>You <00:04:11.597>would

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<00:04:11.599>would <00:04:11.738>have <00:04:11.879>reporting <00:04:12.018>tools. <00:04:12.159>You <00:04:12.298>would <00:04:12.439>have <00:04:12.578>analytics <00:04:12.719>applications. <00:04:12.858>They <00:04:12.999>would

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<00:04:13.750>have <00:04:13.752>analytics <00:04:13.754>applications. <00:04:13.756>They <00:04:13.759>would

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<00:04:13.760>have <00:04:13.899>analytics <00:04:14.040>applications. <00:04:14.179>They <00:04:14.320>would <00:04:14.459>have <00:04:14.600>their <00:04:14.739>predefined <00:04:14.880>queries <00:04:15.019>at <00:04:15.160>a

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<00:04:15.350>have <00:04:15.351>their <00:04:15.353>predefined <00:04:15.355>queries <00:04:15.357>at <00:04:15.359>a

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<00:04:15.360>have <00:04:15.500>their <00:04:15.640>predefined <00:04:15.780>queries <00:04:15.920>at <00:04:16.060>a <00:04:16.200>predefined <00:04:16.340>frequency. <00:04:16.480>But <00:04:16.620>nowadays <00:04:16.760>you

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<00:04:18.629>predefined <00:04:18.631>frequency. <00:04:18.633>But <00:04:18.635>nowadays <00:04:18.638>you

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<00:04:18.639>predefined <00:04:18.779>frequency. <00:04:18.918>But <00:04:19.059>nowadays <00:04:19.199>you <00:04:19.339>everybody <00:04:19.478>is <00:04:19.619>using <00:04:19.759>agents <00:04:19.899>and <00:04:20.039>these

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<00:04:20.390>everybody <00:04:20.391>is <00:04:20.393>using <00:04:20.395>agents <00:04:20.397>and <00:04:20.399>these

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<00:04:20.399>everybody <00:04:20.516>is <00:04:20.633>using <00:04:20.750>agents <00:04:20.866>and <00:04:20.983>these <00:04:21.099>agents <00:04:21.216>are <00:04:21.333>all <00:04:21.450>over <00:04:21.566>the <00:04:21.683>place. <00:04:21.799>Agents

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<00:04:23.030>agents <00:04:23.031>are <00:04:23.033>all <00:04:23.034>over <00:04:23.036>the <00:04:23.037>place. <00:04:23.039>Agents

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<00:04:23.040>agents <00:04:23.156>are <00:04:23.273>all <00:04:23.390>over <00:04:23.506>the <00:04:23.623>place. <00:04:23.740>Agents <00:04:23.856>that <00:04:23.973>spawn <00:04:24.090>other <00:04:24.206>agents, <00:04:24.323>agents <00:04:24.440>that

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<00:04:26.950>that <00:04:26.951>spawn <00:04:26.953>other <00:04:26.955>agents, <00:04:26.957>agents <00:04:26.959>that

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<00:04:26.960>that <00:04:27.099>spawn <00:04:27.239>other <00:04:27.380>agents, <00:04:27.520>agents <00:04:27.659>that <00:04:27.799>hammer <00:04:27.940>your <00:04:28.080>databases <00:04:28.219>with <00:04:28.359>concurrent

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<00:04:29.430>hammer <00:04:29.432>your <00:04:29.434>databases <00:04:29.436>with <00:04:29.439>concurrent

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<00:04:29.440>hammer <00:04:29.673>your <00:04:29.906>databases <00:04:30.140>with <00:04:30.373>concurrent <00:04:30.606>queries <00:04:30.840>that

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<00:04:32.310>queries <00:04:32.319>that

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<00:04:32.320>queries <00:04:32.670>that <00:04:33.020>create <00:04:33.370>unpredictable <00:04:33.719>workloads,

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<00:04:34.310>create <00:04:34.314>unpredictable <00:04:34.319>workloads,

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<00:04:34.320>create <00:04:34.553>unpredictable <00:04:34.786>workloads, <00:04:35.020>sometimes <00:04:35.253>maybe <00:04:35.486>sub-optimal <00:04:35.719>workloads.

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<00:04:37.270>sometimes <00:04:37.272>maybe <00:04:37.275>sub-optimal <00:04:37.279>workloads.

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<00:04:37.280>sometimes <00:04:37.396>maybe <00:04:37.513>sub-optimal <00:04:37.630>workloads. <00:04:37.746>But <00:04:37.863>that <00:04:37.979>is <00:04:38.096>what <00:04:38.213>you <00:04:38.330>need <00:04:38.446>to <00:04:38.563>be <00:04:38.679>prepared

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<00:04:39.110>But <00:04:39.111>that <00:04:39.112>is <00:04:39.113>what <00:04:39.114>you <00:04:39.115>need <00:04:39.116>to <00:04:39.117>be <00:04:39.119>prepared

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<00:04:39.120>But <00:04:39.213>that <00:04:39.306>is <00:04:39.400>what <00:04:39.493>you <00:04:39.586>need <00:04:39.680>to <00:04:39.773>be <00:04:39.866>prepared <00:04:39.960>for. <00:04:40.053>And <00:04:40.146>this <00:04:40.240>is <00:04:40.333>where <00:04:40.426>Click <00:04:40.520>House,

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<00:04:42.870>for. <00:04:42.871>And <00:04:42.873>this <00:04:42.874>is <00:04:42.876>where <00:04:42.877>Click <00:04:42.879>House,

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<00:04:42.880>for. <00:04:42.996>And <00:04:43.113>this <00:04:43.230>is <00:04:43.346>where <00:04:43.463>Click <00:04:43.580>House, <00:04:43.696>which <00:04:43.813>was <00:04:43.930>originally <00:04:44.046>created <00:04:44.163>as <00:04:44.280>an

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<00:04:44.870>which <00:04:44.871>was <00:04:44.873>originally <00:04:44.875>created <00:04:44.877>as <00:04:44.879>an

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<00:04:44.880>which <00:04:45.007>was <00:04:45.134>originally <00:04:45.261>created <00:04:45.389>as <00:04:45.516>an <00:04:45.643>analytics <00:04:45.770>data <00:04:45.898>store, <00:04:46.025>but <00:04:46.152>Click <00:04:46.280>House

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<00:04:46.870>analytics <00:04:46.871>data <00:04:46.873>store, <00:04:46.875>but <00:04:46.877>Click <00:04:46.879>House

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<00:04:46.880>analytics <00:04:46.996>data <00:04:47.113>store, <00:04:47.230>but <00:04:47.346>Click <00:04:47.463>House <00:04:47.580>shines <00:04:47.696>as <00:04:47.813>the <00:04:47.930>foundation <00:04:48.046>for <00:04:48.163>all <00:04:48.280>these

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<00:04:49.749>shines <00:04:49.750>as <00:04:49.752>the <00:04:49.753>foundation <00:04:49.755>for <00:04:49.756>all <00:04:49.758>these

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<00:04:49.759>shines <00:04:49.866>as <00:04:49.974>the <00:04:50.082>foundation <00:04:50.189>for <00:04:50.297>all <00:04:50.405>these <00:04:50.512>things. <00:04:50.620>So <00:04:50.728>why <00:04:50.835>Clickhouse? <00:04:50.943>What <00:04:51.051>even <00:04:51.159>is

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<00:04:53.110>things. <00:04:53.111>So <00:04:53.113>why <00:04:53.114>Clickhouse? <00:04:53.116>What <00:04:53.117>even <00:04:53.119>is

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<00:04:53.120>things. <00:04:53.220>So <00:04:53.320>why <00:04:53.420>Clickhouse? <00:04:53.520>What <00:04:53.620>even <00:04:53.720>is <00:04:53.820>Click <00:04:53.920>House? <00:04:54.020>So <00:04:54.120>show <00:04:54.220>of <00:04:54.320>hands, <00:04:54.420>who <00:04:54.520>of

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<00:04:56.550>Click <00:04:56.551>House? <00:04:56.552>So <00:04:56.553>show <00:04:56.555>of <00:04:56.556>hands, <00:04:56.557>who <00:04:56.559>of

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<00:04:56.560>Click <00:04:56.676>House? <00:04:56.793>So <00:04:56.910>show <00:04:57.026>of <00:04:57.143>hands, <00:04:57.260>who <00:04:57.376>of <00:04:57.493>you <00:04:57.610>knows <00:04:57.726>about <00:04:57.843>Click <00:04:57.960>House?

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<00:05:00.310>you <00:05:00.312>knows <00:05:00.314>about <00:05:00.316>Click <00:05:00.319>House?

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<00:05:00.320>you <00:05:00.427>knows <00:05:00.535>about <00:05:00.643>Click <00:05:00.750>House? <00:05:00.858>Quite <00:05:00.966>a <00:05:01.073>bit <00:05:01.181>people. <00:05:01.289>Who <00:05:01.396>of <00:05:01.504>you <00:05:01.612>is <00:05:01.719>using

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<00:05:02.310>Quite <00:05:02.311>a <00:05:02.312>bit <00:05:02.313>people. <00:05:02.314>Who <00:05:02.315>of <00:05:02.316>you <00:05:02.317>is <00:05:02.319>using

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<00:05:02.320>Quite <00:05:02.460>a <00:05:02.599>bit <00:05:02.740>people. <00:05:02.880>Who <00:05:03.020>of <00:05:03.159>you <00:05:03.300>is <00:05:03.440>using <00:05:03.580>Click <00:05:03.719>House?

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<00:05:04.950>Click <00:05:04.959>House?

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<00:05:04.960>Click <00:05:05.099>House? <00:05:05.239>Some <00:05:05.380>fewer. <00:05:05.520>Well, <00:05:05.659>then <00:05:05.799>I <00:05:05.940>I <00:05:06.080>I <00:05:06.219>really <00:05:06.359>go

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<00:05:08.070>Some <00:05:08.071>fewer. <00:05:08.072>Well, <00:05:08.073>then <00:05:08.074>I <00:05:08.075>I <00:05:08.076>I <00:05:08.077>really <00:05:08.079>go

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<00:05:08.080>Some <00:05:08.167>fewer. <00:05:08.255>Well, <00:05:08.342>then <00:05:08.430>I <00:05:08.517>I <00:05:08.604>I <00:05:08.692>really <00:05:08.780>go <00:05:08.867>to <00:05:08.955>the <00:05:09.042>foundations. <00:05:09.130>So <00:05:09.217>I <00:05:09.305>am <00:05:09.392>with <00:05:09.479>Click

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<00:05:10.150>to <00:05:10.151>the <00:05:10.152>foundations. <00:05:10.153>So <00:05:10.155>I <00:05:10.156>am <00:05:10.157>with <00:05:10.159>Click

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<00:05:10.160>to <00:05:10.267>the <00:05:10.375>foundations. <00:05:10.483>So <00:05:10.590>I <00:05:10.698>am <00:05:10.806>with <00:05:10.913>Click <00:05:11.021>House. <00:05:11.129>Click <00:05:11.236>House <00:05:11.344>is <00:05:11.452>an <00:05:11.560>open-source

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<00:05:14.070>House. <00:05:14.071>Click <00:05:14.073>House <00:05:14.075>is <00:05:14.077>an <00:05:14.079>open-source

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<00:05:14.080>House. <00:05:14.207>Click <00:05:14.334>House <00:05:14.461>is <00:05:14.589>an <00:05:14.716>open-source <00:05:14.843>columnar <00:05:14.970>OLAP <00:05:15.098>database <00:05:15.225>which <00:05:15.352>is <00:05:15.479>designed

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<00:05:17.029>columnar <00:05:17.030>OLAP <00:05:17.032>database <00:05:17.034>which <00:05:17.036>is <00:05:17.038>designed

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<00:05:17.039>columnar <00:05:17.166>OLAP <00:05:17.293>database <00:05:17.420>which <00:05:17.548>is <00:05:17.675>designed <00:05:17.802>for <00:05:17.929>blazing <00:05:18.057>fast <00:05:18.184>analytics. <00:05:18.311>Click <00:05:18.438>House

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<00:05:20.230>for <00:05:20.231>blazing <00:05:20.233>fast <00:05:20.235>analytics. <00:05:20.237>Click <00:05:20.239>House

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<00:05:20.240>for <00:05:20.347>blazing <00:05:20.455>fast <00:05:20.563>analytics. <00:05:20.670>Click <00:05:20.778>House <00:05:20.886>speaks <00:05:20.993>SQL <00:05:21.101>and <00:05:21.209>that <00:05:21.316>is <00:05:21.424>a <00:05:21.532>big <00:05:21.640>plus.

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<00:05:24.870>speaks <00:05:24.871>SQL <00:05:24.872>and <00:05:24.873>that <00:05:24.875>is <00:05:24.876>a <00:05:24.877>big <00:05:24.879>plus.

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<00:05:24.880>speaks <00:05:24.987>SQL <00:05:25.095>and <00:05:25.203>that <00:05:25.310>is <00:05:25.418>a <00:05:25.526>big <00:05:25.633>plus. <00:05:25.741>You <00:05:25.849>don't <00:05:25.956>need <00:05:26.064>to <00:05:26.172>learn <00:05:26.280>some

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<00:05:28.469>You <00:05:28.470>don't <00:05:28.472>need <00:05:28.474>to <00:05:28.476>learn <00:05:28.478>some

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<00:05:28.479>You <00:05:28.606>don't <00:05:28.733>need <00:05:28.860>to <00:05:28.988>learn <00:05:29.115>some <00:05:29.242>uh <00:05:29.369>domain <00:05:29.497>specific <00:05:29.624>query <00:05:29.751>language <00:05:29.878>that

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<00:05:30.629>uh <00:05:30.630>domain <00:05:30.632>specific <00:05:30.634>query <00:05:30.636>language <00:05:30.638>that

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<00:05:30.639>uh <00:05:30.746>domain <00:05:30.854>specific <00:05:30.962>query <00:05:31.069>language <00:05:31.177>that <00:05:31.285>was <00:05:31.392>designed <00:05:31.500>by <00:05:31.608>a <00:05:31.715>startup <00:05:31.823>for <00:05:31.931>a <00:05:32.039>specific

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<00:05:33.189>was <00:05:33.190>designed <00:05:33.191>by <00:05:33.192>a <00:05:33.194>startup <00:05:33.195>for <00:05:33.196>a <00:05:33.198>specific

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<00:05:33.199>was <00:05:33.299>designed <00:05:33.399>by <00:05:33.499>a <00:05:33.599>startup <00:05:33.699>for <00:05:33.799>a <00:05:33.899>specific <00:05:33.999>database <00:05:34.099>and <00:05:34.199>will <00:05:34.299>be <00:05:34.399>forgotten <00:05:34.499>3 <00:05:34.599>years

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<00:05:35.909>database <00:05:35.910>and <00:05:35.912>will <00:05:35.913>be <00:05:35.914>forgotten <00:05:35.916>3 <00:05:35.918>years

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<00:05:35.919>database <00:05:36.019>and <00:05:36.119>will <00:05:36.219>be <00:05:36.318>forgotten <00:05:36.419>3 <00:05:36.519>years <00:05:36.619>from <00:05:36.719>now. <00:05:36.818>It <00:05:36.919>is <00:05:37.019>standard <00:05:37.119>SQL. <00:05:37.219>It <00:05:37.318>is

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<00:05:39.510>from <00:05:39.511>now. <00:05:39.512>It <00:05:39.513>is <00:05:39.515>standard <00:05:39.516>SQL. <00:05:39.517>It <00:05:39.519>is

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<00:05:39.520>from <00:05:39.627>now. <00:05:39.735>It <00:05:39.843>is <00:05:39.950>standard <00:05:40.058>SQL. <00:05:40.166>It <00:05:40.273>is <00:05:40.381>compatible <00:05:40.489>with <00:05:40.596>most <00:05:40.704>other <00:05:40.812>databases <00:05:40.919>and

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<00:05:42.230>compatible <00:05:42.231>with <00:05:42.233>most <00:05:42.235>other <00:05:42.237>databases <00:05:42.239>and

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<00:05:42.240>compatible <00:05:42.340>with <00:05:42.440>most <00:05:42.540>other <00:05:42.640>databases <00:05:42.740>and <00:05:42.840>a <00:05:42.940>lot <00:05:43.040>of <00:05:43.140>people <00:05:43.240>know <00:05:43.340>SQL <00:05:43.440>and <00:05:43.540>speak <00:05:43.640>SQL

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<00:05:45.110>a <00:05:45.111>lot <00:05:45.112>of <00:05:45.113>people <00:05:45.114>know <00:05:45.115>SQL <00:05:45.116>and <00:05:45.117>speak <00:05:45.119>SQL

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<00:05:45.120>a <00:05:45.227>lot <00:05:45.335>of <00:05:45.443>people <00:05:45.550>know <00:05:45.658>SQL <00:05:45.766>and <00:05:45.873>speak <00:05:45.981>SQL <00:05:46.089>fluently <00:05:46.196>like <00:05:46.304>our <00:05:46.412>database. <00:05:46.520>Clickos

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<00:05:47.909>fluently <00:05:47.911>like <00:05:47.913>our <00:05:47.915>database. <00:05:47.918>Clickos

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<00:05:47.919>fluently <00:05:48.058>like <00:05:48.198>our <00:05:48.339>database. <00:05:48.479>Clickos <00:05:48.619>processes <00:05:48.758>data <00:05:48.899>very <00:05:49.039>fast. <00:05:49.179>Clickos <00:05:49.318>was

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<00:05:49.909>processes <00:05:49.910>data <00:05:49.912>very <00:05:49.914>fast. <00:05:49.916>Clickos <00:05:49.918>was

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<00:05:49.919>processes <00:05:50.074>data <00:05:50.230>very <00:05:50.385>fast. <00:05:50.541>Clickos <00:05:50.696>was <00:05:50.852>originally <00:05:51.007>developed <00:05:51.163>at <00:05:51.318>Yandex

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<00:05:53.189>originally <00:05:53.192>developed <00:05:53.195>at <00:05:53.198>Yandex

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<00:05:53.199>originally <00:05:53.326>developed <00:05:53.453>at <00:05:53.580>Yandex <00:05:53.708>Russian <00:05:53.835>web <00:05:53.962>portal <00:05:54.089>15 <00:05:54.217>years <00:05:54.344>ago. <00:05:54.471>It <00:05:54.599>was

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<00:05:55.909>Russian <00:05:55.910>web <00:05:55.911>portal <00:05:55.912>15 <00:05:55.914>years <00:05:55.915>ago. <00:05:55.916>It <00:05:55.918>was

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<00:05:55.919>Russian <00:05:56.012>web <00:05:56.105>portal <00:05:56.198>15 <00:05:56.292>years <00:05:56.385>ago. <00:05:56.479>It <00:05:56.572>was <00:05:56.665>open <00:05:56.758>sourced <00:05:56.852>10 <00:05:56.945>years <00:05:57.039>ago. <00:05:57.132>It <00:05:57.225>was <00:05:57.318>made

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<00:05:59.510>open <00:05:59.511>sourced <00:05:59.512>10 <00:05:59.513>years <00:05:59.515>ago. <00:05:59.516>It <00:05:59.517>was <00:05:59.519>made

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<00:05:59.520>open <00:05:59.613>sourced <00:05:59.706>10 <00:05:59.799>years <00:05:59.893>ago. <00:05:59.986>It <00:06:00.080>was <00:06:00.173>made <00:06:00.266>into <00:06:00.359>a <00:06:00.453>company <00:06:00.546>and <00:06:00.640>a <00:06:00.733>cloud <00:06:00.826>service <00:06:00.919>5

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<00:06:01.670>into <00:06:01.671>a <00:06:01.672>company <00:06:01.673>and <00:06:01.675>a <00:06:01.676>cloud <00:06:01.677>service <00:06:01.679>5

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<00:06:01.680>into <00:06:01.780>a <00:06:01.880>company <00:06:01.980>and <00:06:02.080>a <00:06:02.180>cloud <00:06:02.280>service <00:06:02.380>5 <00:06:02.480>years <00:06:02.580>ago. <00:06:02.680>And <00:06:02.780>nowadays <00:06:02.880>the <00:06:02.980>entire <00:06:03.080>team

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<00:06:04.550>years <00:06:04.551>ago. <00:06:04.553>And <00:06:04.554>nowadays <00:06:04.556>the <00:06:04.557>entire <00:06:04.559>team

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<00:06:04.560>years <00:06:04.660>ago. <00:06:04.760>And <00:06:04.860>nowadays <00:06:04.960>the <00:06:05.060>entire <00:06:05.160>team <00:06:05.260>sits <00:06:05.360>in <00:06:05.460>Western <00:06:05.560>Europe. <00:06:05.660>Some <00:06:05.760>sits <00:06:05.860>in <00:06:05.960>the

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<00:06:07.270>sits <00:06:07.271>in <00:06:07.272>Western <00:06:07.273>Europe. <00:06:07.275>Some <00:06:07.276>sits <00:06:07.277>in <00:06:07.279>the

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<00:06:07.280>sits <00:06:07.362>in <00:06:07.444>Western <00:06:07.527>Europe. <00:06:07.609>Some <00:06:07.691>sits <00:06:07.774>in <00:06:07.856>the <00:06:07.938>sit <00:06:08.021>in <00:06:08.103>the <00:06:08.185>US. <00:06:08.268>Most <00:06:08.350>of <00:06:08.432>them <00:06:08.515>sit <00:06:08.597>in <00:06:08.679>in

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<00:06:09.110>sit <00:06:09.111>in <00:06:09.112>the <00:06:09.113>US. <00:06:09.114>Most <00:06:09.115>of <00:06:09.116>them <00:06:09.117>sit <00:06:09.118>in <00:06:09.119>in

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<00:06:09.120>sit <00:06:09.213>in <00:06:09.306>the <00:06:09.400>US. <00:06:09.493>Most <00:06:09.586>of <00:06:09.680>them <00:06:09.773>sit <00:06:09.866>in <00:06:09.960>in <00:06:10.053>the <00:06:10.146>Netherlands <00:06:10.240>and <00:06:10.333>from <00:06:10.426>there <00:06:10.520>they

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<00:06:11.830>the <00:06:11.831>Netherlands <00:06:11.833>and <00:06:11.835>from <00:06:11.837>there <00:06:11.839>they

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<00:06:11.840>the <00:06:11.967>Netherlands <00:06:12.094>and <00:06:12.221>from <00:06:12.349>there <00:06:12.476>they <00:06:12.603>support <00:06:12.730>this <00:06:12.858>database. <00:06:12.985>It <00:06:13.112>is <00:06:13.239>blazing

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<00:06:14.710>support <00:06:14.711>this <00:06:14.713>database. <00:06:14.715>It <00:06:14.717>is <00:06:14.719>blazing

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<00:06:14.720>support <00:06:14.847>this <00:06:14.974>database. <00:06:15.101>It <00:06:15.229>is <00:06:15.356>blazing <00:06:15.483>fast. <00:06:15.610>It <00:06:15.738>has <00:06:15.865>highly <00:06:15.992>efficient <00:06:16.120>storage.

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<00:06:17.350>fast. <00:06:17.351>It <00:06:17.353>has <00:06:17.355>highly <00:06:17.357>efficient <00:06:17.359>storage.

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<00:06:17.360>fast. <00:06:17.476>It <00:06:17.593>has <00:06:17.710>highly <00:06:17.826>efficient <00:06:17.943>storage. <00:06:18.060>It <00:06:18.176>compresses <00:06:18.293>data <00:06:18.410>very <00:06:18.526>well. <00:06:18.643>Why <00:06:18.760>is

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<00:06:19.909>It <00:06:19.910>compresses <00:06:19.912>data <00:06:19.913>very <00:06:19.914>well. <00:06:19.916>Why <00:06:19.918>is

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<00:06:19.919>It <00:06:20.035>compresses <00:06:20.152>data <00:06:20.269>very <00:06:20.385>well. <00:06:20.502>Why <00:06:20.619>is <00:06:20.735>that? <00:06:20.852>It <00:06:20.969>compresses <00:06:21.085>data <00:06:21.202>very <00:06:21.318>well

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<00:06:21.830>that? <00:06:21.831>It <00:06:21.833>compresses <00:06:21.835>data <00:06:21.837>very <00:06:21.839>well

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<00:06:21.840>that? <00:06:21.967>It <00:06:22.094>compresses <00:06:22.221>data <00:06:22.349>very <00:06:22.476>well <00:06:22.603>because <00:06:22.730>of <00:06:22.858>its <00:06:22.985>columnar <00:06:23.112>storage. <00:06:23.239>When

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<00:06:23.909>because <00:06:23.910>of <00:06:23.912>its <00:06:23.914>columnar <00:06:23.916>storage. <00:06:23.918>When

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<00:06:23.919>because <00:06:24.035>of <00:06:24.152>its <00:06:24.269>columnar <00:06:24.385>storage. <00:06:24.502>When <00:06:24.619>you <00:06:24.735>store <00:06:24.852>data <00:06:24.969>in <00:06:25.085>a <00:06:25.202>columnar <00:06:25.318>format,

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<00:06:26.150>you <00:06:26.151>store <00:06:26.153>data <00:06:26.154>in <00:06:26.156>a <00:06:26.157>columnar <00:06:26.159>format,

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<00:06:26.160>you <00:06:26.267>store <00:06:26.375>data <00:06:26.483>in <00:06:26.590>a <00:06:26.698>columnar <00:06:26.806>format, <00:06:26.913>then <00:06:27.021>you <00:06:27.129>have <00:06:27.236>in <00:06:27.344>each <00:06:27.452>column <00:06:27.560>similar

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<00:06:27.754>then <00:06:27.755>you <00:06:27.757>have <00:06:27.758>in <00:06:27.760>each <00:06:27.761>column <00:06:27.763>similar

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<00:06:27.764>then <00:06:27.891>you <00:06:28.018>have <00:06:28.145>in <00:06:28.273>each <00:06:28.400>column <00:06:28.527>similar <00:06:28.654>[snorts] <00:06:28.782>data <00:06:28.909>which <00:06:29.036>compresses <00:06:29.164>very

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<00:06:29.590>[snorts] <00:06:29.592>data <00:06:29.594>which <00:06:29.596>compresses <00:06:29.599>very

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<00:06:29.600>[snorts] <00:06:29.727>data <00:06:29.854>which <00:06:29.981>compresses <00:06:30.109>very <00:06:30.236>well. <00:06:30.363>Why <00:06:30.490>does <00:06:30.618>it <00:06:30.745>process <00:06:30.872>data <00:06:31.000>very

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<00:06:32.469>well. <00:06:32.470>Why <00:06:32.472>does <00:06:32.473>it <00:06:32.474>process <00:06:32.476>data <00:06:32.478>very

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<00:06:32.479>well. <00:06:32.595>Why <00:06:32.712>does <00:06:32.829>it <00:06:32.945>process <00:06:33.062>data <00:06:33.179>very <00:06:33.295>fast? <00:06:33.412>Again, <00:06:33.529>columnar <00:06:33.645>storage. <00:06:33.762>You <00:06:33.878>have

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<00:06:35.909>fast? <00:06:35.910>Again, <00:06:35.912>columnar <00:06:35.914>storage. <00:06:35.916>You <00:06:35.918>have

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<00:06:35.919>fast? <00:06:36.012>Again, <00:06:36.105>columnar <00:06:36.198>storage. <00:06:36.292>You <00:06:36.385>have <00:06:36.479>you <00:06:36.572>may <00:06:36.665>have <00:06:36.758>a <00:06:36.852>data <00:06:36.945>in <00:06:37.039>a <00:06:37.132>table <00:06:37.225>you <00:06:37.318>may

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<00:06:38.790>you <00:06:38.791>may <00:06:38.792>have <00:06:38.793>a <00:06:38.794>data <00:06:38.795>in <00:06:38.796>a <00:06:38.797>table <00:06:38.798>you <00:06:38.799>may

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<00:06:38.800>you <00:06:38.882>may <00:06:38.964>have <00:06:39.047>a <00:06:39.129>data <00:06:39.211>in <00:06:39.294>a <00:06:39.376>table <00:06:39.458>you <00:06:39.541>may <00:06:39.623>have <00:06:39.705>200 <00:06:39.788>columns <00:06:39.870>but <00:06:39.952>you <00:06:40.035>need <00:06:40.117>only <00:06:40.200>three

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<00:06:42.230>have <00:06:42.231>200 <00:06:42.232>columns <00:06:42.233>but <00:06:42.235>you <00:06:42.236>need <00:06:42.237>only <00:06:42.239>three

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<00:06:42.240>have <00:06:42.333>200 <00:06:42.426>columns <00:06:42.520>but <00:06:42.613>you <00:06:42.706>need <00:06:42.800>only <00:06:42.893>three <00:06:42.986>in <00:06:43.080>your <00:06:43.173>query. <00:06:43.266>When <00:06:43.360>you <00:06:43.453>have <00:06:43.546>data <00:06:43.640>stored

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<00:06:45.270>in <00:06:45.271>your <00:06:45.272>query. <00:06:45.273>When <00:06:45.275>you <00:06:45.276>have <00:06:45.277>data <00:06:45.279>stored

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<00:06:45.280>in <00:06:45.380>your <00:06:45.479>query. <00:06:45.580>When <00:06:45.679>you <00:06:45.780>have <00:06:45.880>data <00:06:45.979>stored <00:06:46.080>in <00:06:46.179>columns <00:06:46.280>then <00:06:46.380>you <00:06:46.479>query <00:06:46.580>only <00:06:46.679>those

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<00:06:47.270>in <00:06:47.271>columns <00:06:47.272>then <00:06:47.274>you <00:06:47.275>query <00:06:47.277>only <00:06:47.279>those

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<00:06:47.280>in <00:06:47.387>columns <00:06:47.495>then <00:06:47.603>you <00:06:47.710>query <00:06:47.818>only <00:06:47.926>those <00:06:48.033>three <00:06:48.141>columns <00:06:48.249>you <00:06:48.356>read <00:06:48.464>only <00:06:48.572>those <00:06:48.679>three

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<00:06:49.350>three <00:06:49.351>columns <00:06:49.353>you <00:06:49.354>read <00:06:49.356>only <00:06:49.357>those <00:06:49.359>three

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<00:06:49.360>three <00:06:49.535>columns <00:06:49.710>you <00:06:49.885>read <00:06:50.060>only <00:06:50.235>those <00:06:50.410>three <00:06:50.585>columns. <00:06:50.760>So

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<00:06:51.749>columns. <00:06:51.758>So

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<00:06:51.759>columns. <00:06:51.959>So <00:06:52.159>you <00:06:52.359>speed <00:06:52.559>up <00:06:52.759>the <00:06:52.959>work <00:06:53.159>by

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<00:06:55.430>you <00:06:55.431>speed <00:06:55.433>up <00:06:55.435>the <00:06:55.437>work <00:06:55.439>by

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<00:06:55.440>you <00:06:55.547>speed <00:06:55.655>up <00:06:55.763>the <00:06:55.870>work <00:06:55.978>by <00:06:56.086>excluding <00:06:56.193>a <00:06:56.301>lot <00:06:56.409>of <00:06:56.516>work <00:06:56.624>not <00:06:56.732>doing <00:06:56.840>work

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<00:06:58.308>excluding <00:06:58.310>a <00:06:58.311>lot <00:06:58.312>of <00:06:58.314>work <00:06:58.315>not <00:06:58.316>doing <00:06:58.318>work

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<00:06:58.319>excluding <00:06:58.406>a <00:06:58.494>lot <00:06:58.581>of <00:06:58.669>work <00:06:58.756>not <00:06:58.844>doing <00:06:58.931>work <00:06:59.019>and <00:06:59.106>that <00:06:59.194>is <00:06:59.281>how <00:06:59.369>clickos <00:06:59.456>work <00:06:59.544>so <00:06:59.631>fast <00:06:59.719>and

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<00:07:02.070>and <00:07:02.071>that <00:07:02.072>is <00:07:02.073>how <00:07:02.074>clickos <00:07:02.075>work <00:07:02.076>so <00:07:02.077>fast <00:07:02.079>and

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<00:07:02.080>and <00:07:02.173>that <00:07:02.266>is <00:07:02.359>how <00:07:02.453>clickos <00:07:02.546>work <00:07:02.640>so <00:07:02.733>fast <00:07:02.826>and <00:07:02.919>finally <00:07:03.013>click <00:07:03.106>is <00:07:03.200>easily <00:07:03.293>scalable <00:07:03.386>to <00:07:03.479>any

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<00:07:04.309>finally <00:07:04.310>click <00:07:04.312>is <00:07:04.313>easily <00:07:04.315>scalable <00:07:04.316>to <00:07:04.318>any

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<00:07:04.319>finally <00:07:04.435>click <00:07:04.552>is <00:07:04.669>easily <00:07:04.785>scalable <00:07:04.902>to <00:07:05.019>any <00:07:05.135>size. <00:07:05.252>Clickos <00:07:05.369>runs <00:07:05.485>in <00:07:05.602>the <00:07:05.719>cluster.

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<00:07:06.230>size. <00:07:06.231>Clickos <00:07:06.233>runs <00:07:06.235>in <00:07:06.237>the <00:07:06.239>cluster.

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<00:07:06.240>size. <00:07:06.347>Clickos <00:07:06.455>runs <00:07:06.563>in <00:07:06.670>the <00:07:06.778>cluster. <00:07:06.886>Clickos <00:07:06.993>runs <00:07:07.101>well <00:07:07.209>it <00:07:07.316>runs <00:07:07.424>on <00:07:07.532>a <00:07:07.640>laptop.

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<00:07:08.950>Clickos <00:07:08.951>runs <00:07:08.952>well <00:07:08.953>it <00:07:08.955>runs <00:07:08.956>on <00:07:08.957>a <00:07:08.959>laptop.

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<00:07:08.960>Clickos <00:07:09.036>runs <00:07:09.112>well <00:07:09.188>it <00:07:09.264>runs <00:07:09.341>on <00:07:09.417>a <00:07:09.493>laptop. <00:07:09.569>It <00:07:09.645>runs <00:07:09.722>in <00:07:09.798>a <00:07:09.874>cluster. <00:07:09.950>It <00:07:10.026>runs <00:07:10.103>on

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<00:07:10.230>It <00:07:10.231>runs <00:07:10.232>in <00:07:10.233>a <00:07:10.235>cluster. <00:07:10.236>It <00:07:10.237>runs <00:07:10.239>on

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<00:07:10.240>It <00:07:10.347>runs <00:07:10.455>in <00:07:10.563>a <00:07:10.670>cluster. <00:07:10.778>It <00:07:10.886>runs <00:07:10.993>on <00:07:11.101>Kubernetes. <00:07:11.209>It <00:07:11.316>runs <00:07:11.424>in <00:07:11.532>Click <00:07:11.640>House

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<00:07:11.990>Kubernetes. <00:07:11.991>It <00:07:11.993>runs <00:07:11.995>in <00:07:11.997>Click <00:07:11.999>House

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<00:07:12.000>Kubernetes. <00:07:12.107>It <00:07:12.215>runs <00:07:12.323>in <00:07:12.430>Click <00:07:12.538>House <00:07:12.646>cloud. <00:07:12.753>Clickos <00:07:12.861>runs <00:07:12.969>as <00:07:13.076>at <00:07:13.184>the <00:07:13.292>scale <00:07:13.400>of

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<00:07:14.790>cloud. <00:07:14.791>Clickos <00:07:14.792>runs <00:07:14.793>as <00:07:14.795>at <00:07:14.796>the <00:07:14.797>scale <00:07:14.799>of

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<00:07:14.800>cloud. <00:07:14.907>Clickos <00:07:15.015>runs <00:07:15.123>as <00:07:15.230>at <00:07:15.338>the <00:07:15.446>scale <00:07:15.553>of <00:07:15.661>companies <00:07:15.769>like <00:07:15.876>Antropic <00:07:15.984>and <00:07:16.092>Tesla <00:07:16.200>and

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<00:07:17.589>companies <00:07:17.590>like <00:07:17.592>Antropic <00:07:17.594>and <00:07:17.596>Tesla <00:07:17.598>and

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<00:07:17.599>companies <00:07:17.726>like <00:07:17.853>Antropic <00:07:17.980>and <00:07:18.108>Tesla <00:07:18.235>and <00:07:18.362>Netflix. <00:07:18.489>All <00:07:18.617>these <00:07:18.744>are <00:07:18.871>using <00:07:18.998>ClickHose.

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<00:07:21.350>Netflix. <00:07:21.351>All <00:07:21.353>these <00:07:21.355>are <00:07:21.357>using <00:07:21.359>ClickHose.

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<00:07:21.360>Netflix. <00:07:21.467>All <00:07:21.575>these <00:07:21.683>are <00:07:21.790>using <00:07:21.898>ClickHose. <00:07:22.006>So <00:07:22.113>you <00:07:22.221>have <00:07:22.329>always <00:07:22.436>fresh <00:07:22.544>data, <00:07:22.652>you <00:07:22.760>have

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<00:07:24.150>So <00:07:24.151>you <00:07:24.152>have <00:07:24.153>always <00:07:24.155>fresh <00:07:24.156>data, <00:07:24.157>you <00:07:24.159>have

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<00:07:24.160>So <00:07:24.276>you <00:07:24.393>have <00:07:24.510>always <00:07:24.626>fresh <00:07:24.743>data, <00:07:24.860>you <00:07:24.976>have <00:07:25.093>near <00:07:25.210>realtime <00:07:25.326>ingestion, <00:07:25.443>you've <00:07:25.560>got

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<00:07:26.309>near <00:07:26.311>realtime <00:07:26.313>ingestion, <00:07:26.315>you've <00:07:26.318>got

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<00:07:26.319>near <00:07:26.435>realtime <00:07:26.552>ingestion, <00:07:26.669>you've <00:07:26.785>got <00:07:26.902>blazing <00:07:27.019>fast <00:07:27.135>queries. <00:07:27.252>And <00:07:27.369>we <00:07:27.485>used <00:07:27.602>to <00:07:27.719>say

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<00:07:29.430>blazing <00:07:29.431>fast <00:07:29.432>queries. <00:07:29.433>And <00:07:29.435>we <00:07:29.436>used <00:07:29.437>to <00:07:29.439>say

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<00:07:29.440>blazing <00:07:29.547>fast <00:07:29.655>queries. <00:07:29.763>And <00:07:29.870>we <00:07:29.978>used <00:07:30.086>to <00:07:30.193>say <00:07:30.301>it <00:07:30.409>scales <00:07:30.516>to <00:07:30.624>thousands <00:07:30.732>of <00:07:30.840>users.

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<00:07:31.589>it <00:07:31.590>scales <00:07:31.592>to <00:07:31.594>thousands <00:07:31.596>of <00:07:31.598>users.

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<00:07:31.599>it <00:07:31.706>scales <00:07:31.814>to <00:07:31.922>thousands <00:07:32.029>of <00:07:32.137>users. <00:07:32.245>Nowadays <00:07:32.352>we <00:07:32.460>say <00:07:32.568>it <00:07:32.675>scales <00:07:32.783>to <00:07:32.891>millions <00:07:32.998>of

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<00:07:34.790>Nowadays <00:07:34.791>we <00:07:34.792>say <00:07:34.793>it <00:07:34.795>scales <00:07:34.796>to <00:07:34.797>millions <00:07:34.799>of

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<00:07:34.800>Nowadays <00:07:34.975>we <00:07:35.150>say <00:07:35.325>it <00:07:35.500>scales <00:07:35.675>to <00:07:35.850>millions <00:07:36.025>of <00:07:36.200>agents.

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<00:07:42.479>When <00:07:42.758>you <00:07:43.039>have <00:07:43.318>aentic <00:07:43.599>workloads, <00:07:43.878>you

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<00:07:46.950>When <00:07:46.951>you <00:07:46.953>have <00:07:46.955>aentic <00:07:46.957>workloads, <00:07:46.959>you

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<00:07:46.960>When <00:07:47.087>you <00:07:47.214>have <00:07:47.341>aentic <00:07:47.469>workloads, <00:07:47.596>you <00:07:47.723>don't <00:07:47.850>have <00:07:47.978>control <00:07:48.105>over <00:07:48.232>the <00:07:48.359>query

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<00:07:49.990>don't <00:07:49.991>have <00:07:49.993>control <00:07:49.995>over <00:07:49.997>the <00:07:49.999>query

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<00:07:50.000>don't <00:07:50.116>have <00:07:50.233>control <00:07:50.350>over <00:07:50.466>the <00:07:50.583>query <00:07:50.700>volume. <00:07:50.816>You <00:07:50.933>don't <00:07:51.050>have <00:07:51.166>control <00:07:51.283>over <00:07:51.400>the

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<00:07:51.990>volume. <00:07:51.991>You <00:07:51.993>don't <00:07:51.994>have <00:07:51.996>control <00:07:51.997>over <00:07:51.999>the

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<00:07:52.000>volume. <00:07:52.116>You <00:07:52.233>don't <00:07:52.350>have <00:07:52.466>control <00:07:52.583>over <00:07:52.700>the <00:07:52.816>query <00:07:52.933>concurrency. <00:07:53.050>You <00:07:53.166>may <00:07:53.283>have <00:07:53.400>many

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<00:07:54.230>query <00:07:54.231>concurrency. <00:07:54.233>You <00:07:54.235>may <00:07:54.237>have <00:07:54.239>many

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<00:07:54.240>query <00:07:54.356>concurrency. <00:07:54.473>You <00:07:54.590>may <00:07:54.706>have <00:07:54.823>many <00:07:54.940>agents <00:07:55.056>that <00:07:55.173>all <00:07:55.290>query <00:07:55.406>your <00:07:55.523>database <00:07:55.640>at

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<00:07:56.308>agents <00:07:56.310>that <00:07:56.312>all <00:07:56.313>query <00:07:56.315>your <00:07:56.316>database <00:07:56.318>at

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<00:07:56.319>agents <00:07:56.419>that <00:07:56.519>all <00:07:56.619>query <00:07:56.719>your <00:07:56.819>database <00:07:56.919>at <00:07:57.019>the <00:07:57.119>same <00:07:57.219>time. <00:07:57.319>But <00:07:57.419>a <00:07:57.519>typical <00:07:57.619>AI <00:07:57.719>chat

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<00:08:00.469>the <00:08:00.470>same <00:08:00.471>time. <00:08:00.472>But <00:08:00.474>a <00:08:00.475>typical <00:08:00.476>AI <00:08:00.478>chat

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<00:08:00.479>the <00:08:00.586>same <00:08:00.694>time. <00:08:00.802>But <00:08:00.909>a <00:08:01.017>typical <00:08:01.125>AI <00:08:01.232>chat <00:08:01.340>interaction <00:08:01.448>creates <00:08:01.555>many <00:08:01.663>queries. <00:08:01.771>If <00:08:01.878>for

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<00:08:03.670>interaction <00:08:03.671>creates <00:08:03.673>many <00:08:03.675>queries. <00:08:03.677>If <00:08:03.679>for

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<00:08:03.680>interaction <00:08:03.787>creates <00:08:03.895>many <00:08:04.003>queries. <00:08:04.110>If <00:08:04.218>for <00:08:04.326>every <00:08:04.433>query <00:08:04.541>you <00:08:04.649>have <00:08:04.756>to <00:08:04.864>wait <00:08:04.972>for <00:08:05.080>a

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<00:08:05.510>every <00:08:05.511>query <00:08:05.512>you <00:08:05.513>have <00:08:05.515>to <00:08:05.516>wait <00:08:05.517>for <00:08:05.519>a

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<00:08:05.520>every <00:08:05.620>query <00:08:05.719>you <00:08:05.820>have <00:08:05.919>to <00:08:06.020>wait <00:08:06.120>for <00:08:06.219>a <00:08:06.320>minute, <00:08:06.419>you <00:08:06.520>will <00:08:06.620>lose <00:08:06.719>your <00:08:06.820>patience. <00:08:06.919>You

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<00:08:07.270>minute, <00:08:07.271>you <00:08:07.272>will <00:08:07.274>lose <00:08:07.275>your <00:08:07.277>patience. <00:08:07.279>You

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<00:08:07.280>minute, <00:08:07.380>you <00:08:07.479>will <00:08:07.580>lose <00:08:07.679>your <00:08:07.780>patience. <00:08:07.880>You <00:08:07.979>will <00:08:08.080>give <00:08:08.179>up <00:08:08.280>very <00:08:08.380>quickly. <00:08:08.479>So <00:08:08.580>what <00:08:08.679>you

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<00:08:10.390>will <00:08:10.391>give <00:08:10.392>up <00:08:10.393>very <00:08:10.395>quickly. <00:08:10.396>So <00:08:10.397>what <00:08:10.399>you

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<00:08:10.400>will <00:08:10.493>give <00:08:10.586>up <00:08:10.679>very <00:08:10.773>quickly. <00:08:10.866>So <00:08:10.960>what <00:08:11.053>you <00:08:11.146>do <00:08:11.239>in <00:08:11.333>Click <00:08:11.426>House <00:08:11.520>is <00:08:11.613>you <00:08:11.706>have <00:08:11.799>really

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<00:08:13.510>do <00:08:13.511>in <00:08:13.512>Click <00:08:13.513>House <00:08:13.515>is <00:08:13.516>you <00:08:13.517>have <00:08:13.519>really

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<00:08:13.520>do <00:08:13.636>in <00:08:13.753>Click <00:08:13.870>House <00:08:13.986>is <00:08:14.103>you <00:08:14.219>have <00:08:14.336>really <00:08:14.453>fast <00:08:14.570>queries. <00:08:14.686>Clickos <00:08:14.803>interacts <00:08:14.919>with

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<00:08:15.670>fast <00:08:15.672>queries. <00:08:15.674>Clickos <00:08:15.676>interacts <00:08:15.679>with

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<00:08:15.680>fast <00:08:15.796>queries. <00:08:15.913>Clickos <00:08:16.030>interacts <00:08:16.146>with <00:08:16.263>your <00:08:16.380>AI <00:08:16.496>agent <00:08:16.613>through <00:08:16.730>an <00:08:16.846>MTP <00:08:16.963>or <00:08:17.080>through

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<00:08:17.909>your <00:08:17.910>AI <00:08:17.911>agent <00:08:17.912>through <00:08:17.914>an <00:08:17.915>MTP <00:08:17.916>or <00:08:17.918>through

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<00:08:17.919>your <00:08:18.001>AI <00:08:18.083>agent <00:08:18.166>through <00:08:18.248>an <00:08:18.330>MTP <00:08:18.413>or <00:08:18.495>through <00:08:18.577>a <00:08:18.660>CLI <00:08:18.742>and <00:08:18.824>um <00:08:18.907>it <00:08:18.989>is <00:08:19.071>uh <00:08:19.154>it <00:08:19.236>makes <00:08:19.318>your

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<00:08:23.670>a <00:08:23.671>CLI <00:08:23.672>and <00:08:23.673>um <00:08:23.674>it <00:08:23.675>is <00:08:23.676>uh <00:08:23.677>it <00:08:23.678>makes <00:08:23.679>your

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<00:08:23.680>a <00:08:23.773>CLI <00:08:23.866>and <00:08:23.960>um <00:08:24.053>it <00:08:24.146>is <00:08:24.240>uh <00:08:24.333>it <00:08:24.426>makes <00:08:24.520>your <00:08:24.613>interactions <00:08:24.706>really <00:08:24.800>fast. <00:08:24.893>Here <00:08:24.986>is <00:08:25.080>an

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<00:08:25.990>interactions <00:08:25.991>really <00:08:25.993>fast. <00:08:25.995>Here <00:08:25.997>is <00:08:25.999>an

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<00:08:26.000>interactions <00:08:26.140>really <00:08:26.280>fast. <00:08:26.420>Here <00:08:26.560>is <00:08:26.700>an <00:08:26.840>example. <00:08:26.980>Your <00:08:27.120>database <00:08:27.260>choice <00:08:27.400>affects

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<00:08:29.510>example. <00:08:29.512>Your <00:08:29.514>database <00:08:29.516>choice <00:08:29.519>affects

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<00:08:29.520>example. <00:08:29.659>Your <00:08:29.799>database <00:08:29.940>choice <00:08:30.080>affects <00:08:30.219>directly <00:08:30.359>your <00:08:30.500>chat <00:08:30.640>experience. <00:08:30.780>Left <00:08:30.919>is

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<00:08:31.670>directly <00:08:31.671>your <00:08:31.673>chat <00:08:31.675>experience. <00:08:31.677>Left <00:08:31.679>is

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<00:08:31.680>directly <00:08:31.807>your <00:08:31.934>chat <00:08:32.061>experience. <00:08:32.189>Left <00:08:32.316>is <00:08:32.443>clickers. <00:08:32.570>It's <00:08:32.698>already <00:08:32.825>done. <00:08:32.952>On <00:08:33.080>the

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<00:08:34.149>clickers. <00:08:34.150>It's <00:08:34.152>already <00:08:34.154>done. <00:08:34.156>On <00:08:34.158>the

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<00:08:34.159>clickers. <00:08:34.266>It's <00:08:34.374>already <00:08:34.482>done. <00:08:34.589>On <00:08:34.697>the <00:08:34.805>right <00:08:34.912>you <00:08:35.020>see <00:08:35.128>the <00:08:35.235>same <00:08:35.343>on <00:08:35.451>Postress <00:08:35.558>or

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<00:08:36.630>right <00:08:36.631>you <00:08:36.632>see <00:08:36.633>the <00:08:36.635>same <00:08:36.636>on <00:08:36.637>Postress <00:08:36.639>or

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<00:08:36.640>right <00:08:36.740>you <00:08:36.840>see <00:08:36.939>the <00:08:37.039>same <00:08:37.140>on <00:08:37.240>Postress <00:08:37.340>or <00:08:37.439>any <00:08:37.539>other <00:08:37.640>database. <00:08:37.740>You <00:08:37.840>will <00:08:37.939>just <00:08:38.039>wait.

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<00:08:39.509>any <00:08:39.510>other <00:08:39.512>database. <00:08:39.513>You <00:08:39.515>will <00:08:39.516>just <00:08:39.518>wait.

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<00:08:39.519>any <00:08:39.619>other <00:08:39.719>database. <00:08:39.818>You <00:08:39.919>will <00:08:40.019>just <00:08:40.119>wait. <00:08:40.219>You <00:08:40.318>will <00:08:40.419>go <00:08:40.519>get <00:08:40.619>a <00:08:40.719>coffee. <00:08:40.818>Get <00:08:40.919>another

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<00:08:42.149>You <00:08:42.150>will <00:08:42.151>go <00:08:42.152>get <00:08:42.154>a <00:08:42.155>coffee. <00:08:42.156>Get <00:08:42.158>another

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<00:08:42.159>You <00:08:42.333>will <00:08:42.509>go <00:08:42.683>get <00:08:42.859>a <00:08:43.034>coffee. <00:08:43.208>Get <00:08:43.384>another <00:08:43.558>coffee.

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coffee.

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<00:08:44.000>coffee. <00:08:44.200>So, <00:08:44.400>how <00:08:44.600>does <00:08:44.800>it <00:08:45.000>look <00:08:45.200>in <00:08:45.400>practice?

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<00:08:49.680>So, <00:08:51.079>let's

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<00:08:51.910>So, <00:08:51.919>let's

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<00:08:51.920>So, <00:08:52.386>let's <00:08:52.853>go <00:08:53.319>to

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<00:08:53.990>go <00:08:53.999>to

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<00:08:54.000>go <00:08:54.233>to <00:08:54.466>my <00:08:54.700>ClickHose <00:08:54.933>chat. <00:08:55.166>This <00:08:55.400>is

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<00:08:59.190>my <00:08:59.192>ClickHose <00:08:59.194>chat. <00:08:59.196>This <00:08:59.199>is

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<00:08:59.200>my <00:08:59.307>ClickHose <00:08:59.415>chat. <00:08:59.523>This <00:08:59.630>is <00:08:59.738>um <00:08:59.846>a <00:08:59.953>a <00:09:00.061>Click <00:09:00.169>House <00:09:00.276>chat <00:09:00.384>agent <00:09:00.492>powered <00:09:00.600>by

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<00:09:02.150>um <00:09:02.151>a <00:09:02.152>a <00:09:02.153>Click <00:09:02.154>House <00:09:02.155>chat <00:09:02.156>agent <00:09:02.157>powered <00:09:02.159>by

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<00:09:02.160>um <00:09:02.253>a <00:09:02.346>a <00:09:02.439>Click <00:09:02.533>House <00:09:02.626>chat <00:09:02.719>agent <00:09:02.813>powered <00:09:02.906>by <00:09:03.000>Click <00:09:03.093>House <00:09:03.186>built <00:09:03.280>with <00:09:03.373>our <00:09:03.466>own <00:09:03.560>chat

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<00:09:04.470>Click <00:09:04.471>House <00:09:04.473>built <00:09:04.474>with <00:09:04.476>our <00:09:04.477>own <00:09:04.479>chat

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<00:09:04.480>Click <00:09:04.580>House <00:09:04.680>built <00:09:04.780>with <00:09:04.880>our <00:09:04.980>own <00:09:05.080>chat <00:09:05.180>toolkit. <00:09:05.280>And <00:09:05.380>what <00:09:05.480>you <00:09:05.580>can <00:09:05.680>see <00:09:05.780>what <00:09:05.880>you

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<00:09:06.870>toolkit. <00:09:06.871>And <00:09:06.872>what <00:09:06.873>you <00:09:06.875>can <00:09:06.876>see <00:09:06.877>what <00:09:06.879>you

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<00:09:06.880>toolkit. <00:09:06.967>And <00:09:07.055>what <00:09:07.142>you <00:09:07.230>can <00:09:07.317>see <00:09:07.405>what <00:09:07.492>you <00:09:07.580>can <00:09:07.667>do <00:09:07.755>here <00:09:07.842>is <00:09:07.930>you <00:09:08.017>can <00:09:08.105>go <00:09:08.192>and <00:09:08.280>say

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<00:09:14.640>for <00:09:16.040>instance

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<00:09:17.509>for <00:09:17.518>instance

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<00:09:17.519>for <00:09:17.674>instance <00:09:17.830>analyze <00:09:17.985>I <00:09:18.141>just <00:09:18.296>want <00:09:18.452>to <00:09:18.607>analyze <00:09:18.763>my <00:09:18.919>own

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<00:09:20.550>analyze <00:09:20.551>I <00:09:20.552>just <00:09:20.553>want <00:09:20.555>to <00:09:20.556>analyze <00:09:20.557>my <00:09:20.559>own

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<00:09:20.560>analyze <00:09:20.660>I <00:09:20.760>just <00:09:20.859>want <00:09:20.959>to <00:09:21.060>analyze <00:09:21.160>my <00:09:21.260>own <00:09:21.359>GitHub <00:09:21.459>contributions. <00:09:21.560>So <00:09:21.660>let <00:09:21.760>me <00:09:21.859>just <00:09:21.959>go

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<00:09:22.790>GitHub <00:09:22.791>contributions. <00:09:22.793>So <00:09:22.794>let <00:09:22.795>me <00:09:22.797>just <00:09:22.799>go

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<00:09:22.800>GitHub <00:09:22.955>contributions. <00:09:23.111>So <00:09:23.266>let <00:09:23.422>me <00:09:23.577>just <00:09:23.733>go <00:09:23.888>and <00:09:24.044>run <00:09:24.199>this.

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<00:09:29.440>And <00:09:29.790>now <00:09:30.140>it's <00:09:30.490>going <00:09:30.840>off.

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<00:09:33.030>And <00:09:33.032>now <00:09:33.034>it's <00:09:33.036>going <00:09:33.039>off.

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<00:09:33.040>And <00:09:33.167>now <00:09:33.294>it's <00:09:33.421>going <00:09:33.549>off. <00:09:33.676>It's <00:09:33.803>asking <00:09:33.930>ClickOs, <00:09:34.058>what <00:09:34.185>kind <00:09:34.312>of <00:09:34.439>data

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<00:09:35.110>It's <00:09:35.111>asking <00:09:35.113>ClickOs, <00:09:35.114>what <00:09:35.116>kind <00:09:35.117>of <00:09:35.119>data

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<00:09:35.120>It's <00:09:35.275>asking <00:09:35.431>ClickOs, <00:09:35.586>what <00:09:35.742>kind <00:09:35.897>of <00:09:36.053>data <00:09:36.208>do <00:09:36.364>you <00:09:36.520>have?

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<00:09:37.110>do <00:09:37.114>you <00:09:37.119>have?

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<00:09:37.120>do <00:09:37.260>you <00:09:37.400>have? <00:09:37.540>And <00:09:37.680>Clickos, <00:09:37.820>oh, <00:09:37.960>I <00:09:38.100>have <00:09:38.240>got <00:09:38.380>a <00:09:38.520>GitHub

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<00:09:40.150>And <00:09:40.151>Clickos, <00:09:40.152>oh, <00:09:40.153>I <00:09:40.155>have <00:09:40.156>got <00:09:40.157>a <00:09:40.159>GitHub

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<00:09:40.160>And <00:09:40.253>Clickos, <00:09:40.346>oh, <00:09:40.439>I <00:09:40.533>have <00:09:40.626>got <00:09:40.719>a <00:09:40.813>GitHub <00:09:40.906>database <00:09:41.000>here. <00:09:41.093>And <00:09:41.186>you <00:09:41.280>see <00:09:41.373>it <00:09:41.466>does <00:09:41.560>all

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<00:09:42.470>database <00:09:42.471>here. <00:09:42.472>And <00:09:42.473>you <00:09:42.475>see <00:09:42.476>it <00:09:42.477>does <00:09:42.479>all

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<00:09:42.480>database <00:09:42.573>here. <00:09:42.666>And <00:09:42.760>you <00:09:42.853>see <00:09:42.946>it <00:09:43.040>does <00:09:43.133>all <00:09:43.226>this <00:09:43.320>in <00:09:43.413>in <00:09:43.506>in <00:09:43.600>in <00:09:43.693>seconds. <00:09:43.786>Now <00:09:43.880>it's

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<00:09:45.670>this <00:09:45.671>in <00:09:45.672>in <00:09:45.673>in <00:09:45.675>in <00:09:45.676>seconds. <00:09:45.677>Now <00:09:45.679>it's

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<00:09:45.680>this <00:09:45.787>in <00:09:45.895>in <00:09:46.003>in <00:09:46.110>in <00:09:46.218>seconds. <00:09:46.326>Now <00:09:46.433>it's <00:09:46.541>looking <00:09:46.649>for <00:09:46.756>my <00:09:46.864>contributions <00:09:46.972>to <00:09:47.079>GitHub.

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<00:09:48.389>looking <00:09:48.390>for <00:09:48.392>my <00:09:48.394>contributions <00:09:48.396>to <00:09:48.398>GitHub.

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<00:09:48.399>looking <00:09:48.515>for <00:09:48.632>my <00:09:48.749>contributions <00:09:48.865>to <00:09:48.982>GitHub. <00:09:49.099>And <00:09:49.215>the <00:09:49.332>interaction <00:09:49.449>is <00:09:49.565>snappy. <00:09:49.682>It <00:09:49.799>is

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<00:09:51.750>And <00:09:51.751>the <00:09:51.753>interaction <00:09:51.754>is <00:09:51.756>snappy. <00:09:51.757>It <00:09:51.759>is

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<00:09:51.760>And <00:09:51.867>the <00:09:51.975>interaction <00:09:52.083>is <00:09:52.190>snappy. <00:09:52.298>It <00:09:52.406>is <00:09:52.513>fast. <00:09:52.621>And <00:09:52.729>that <00:09:52.836>is <00:09:52.944>what <00:09:53.052>people <00:09:53.160>expect

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<00:09:56.150>fast. <00:09:56.151>And <00:09:56.153>that <00:09:56.154>is <00:09:56.156>what <00:09:56.157>people <00:09:56.159>expect

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<00:09:56.160>fast. <00:09:56.315>And <00:09:56.471>that <00:09:56.626>is <00:09:56.782>what <00:09:56.937>people <00:09:57.093>expect <00:09:57.248>from <00:09:57.404>AI <00:09:57.560>interactions.

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<00:10:00.790>from <00:10:00.794>AI <00:10:00.799>interactions.

00:10:00.800 --> 00:10:02.550 align:start position:0%
<00:10:00.800>from <00:10:00.939>AI <00:10:01.079>interactions. <00:10:01.219>Now <00:10:01.359>it's <00:10:01.500>thinking. <00:10:01.640>So <00:10:01.780>this <00:10:01.920>is <00:10:02.060>not <00:10:02.199>the

00:10:02.550 --> 00:10:02.560 align:start position:0%
<00:10:02.550>Now <00:10:02.551>it's <00:10:02.552>thinking. <00:10:02.553>So <00:10:02.555>this <00:10:02.556>is <00:10:02.557>not <00:10:02.559>the

00:10:02.560 --> 00:10:05.990 align:start position:0%
<00:10:02.560>Now <00:10:02.660>it's <00:10:02.760>thinking. <00:10:02.859>So <00:10:02.959>this <00:10:03.060>is <00:10:03.160>not <00:10:03.260>the <00:10:03.359>LLM <00:10:03.459>working. <00:10:03.560>This <00:10:03.660>is <00:10:03.760>not <00:10:03.859>click <00:10:03.959>house.

00:10:05.990 --> 00:10:06.000 align:start position:0%
<00:10:05.990>LLM <00:10:05.991>working. <00:10:05.993>This <00:10:05.994>is <00:10:05.996>not <00:10:05.997>click <00:10:05.999>house.

00:10:06.000 --> 00:10:10.790 align:start position:0%
<00:10:06.000>LLM <00:10:06.107>working. <00:10:06.215>This <00:10:06.323>is <00:10:06.430>not <00:10:06.538>click <00:10:06.646>house. <00:10:06.753>But <00:10:06.861>I <00:10:06.969>can <00:10:07.076>show <00:10:07.184>you <00:10:07.292>the <00:10:07.400>result

00:10:10.800 --> 00:10:13.269 align:start position:0%
<00:10:10.800>because <00:10:11.000>I <00:10:11.199>ran <00:10:11.400>this <00:10:11.599>before <00:10:11.800>and <00:10:12.000>you <00:10:12.199>can

00:10:13.269 --> 00:10:13.279 align:start position:0%
<00:10:13.269>because <00:10:13.270>I <00:10:13.271>ran <00:10:13.272>this <00:10:13.274>before <00:10:13.275>and <00:10:13.276>you <00:10:13.278>can

00:10:13.279 --> 00:10:19.350 align:start position:0%
<00:10:13.279>because <00:10:13.372>I <00:10:13.465>ran <00:10:13.559>this <00:10:13.652>before <00:10:13.745>and <00:10:13.839>you <00:10:13.932>can <00:10:14.025>see <00:10:14.119>here <00:10:14.212>it <00:10:14.305>is <00:10:14.399>doing <00:10:14.492>everything <00:10:14.585>for <00:10:14.679>me.

00:10:19.360 --> 00:10:21.750 align:start position:0%
<00:10:19.360>So <00:10:20.060>so <00:10:20.760>much

00:10:21.750 --> 00:10:21.760 align:start position:0%
<00:10:21.750>So <00:10:21.754>so <00:10:21.759>much

00:10:21.760 --> 00:10:23.590 align:start position:0%
<00:10:21.760>So <00:10:22.226>so <00:10:22.693>much <00:10:23.160>for

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for

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<00:10:23.600>for <00:10:23.950>click <00:10:24.300>as <00:10:24.650>the <00:10:25.000>foundation.

00:10:28.959 --> 00:10:34.470 align:start position:0%
<00:10:28.959>Now <00:10:29.309>let's <00:10:29.659>come <00:10:30.008>to <00:10:30.358>Langfuse.

00:10:34.480 --> 00:10:38.230 align:start position:0%
<00:10:34.480>What <00:10:34.713>is <00:10:34.946>Langfuse? <00:10:35.180>Langfuse <00:10:35.413>is <00:10:35.646>a <00:10:35.880>startup

00:10:38.230 --> 00:10:38.240 align:start position:0%
<00:10:38.230>What <00:10:38.231>is <00:10:38.233>Langfuse? <00:10:38.234>Langfuse <00:10:38.236>is <00:10:38.237>a <00:10:38.239>startup

00:10:38.240 --> 00:10:39.670 align:start position:0%
<00:10:38.240>What <00:10:38.347>is <00:10:38.454>Langfuse? <00:10:38.561>Langfuse <00:10:38.669>is <00:10:38.776>a <00:10:38.883>startup <00:10:38.990>company <00:10:39.098>that <00:10:39.205>was <00:10:39.312>acquired <00:10:39.419>by <00:10:39.526>Click

00:10:39.670 --> 00:10:39.680 align:start position:0%
<00:10:39.670>company <00:10:39.671>that <00:10:39.673>was <00:10:39.675>acquired <00:10:39.677>by <00:10:39.679>Click

00:10:39.680 --> 00:10:42.870 align:start position:0%
<00:10:39.680>company <00:10:39.780>that <00:10:39.880>was <00:10:39.979>acquired <00:10:40.079>by <00:10:40.180>Click <00:10:40.280>House. <00:10:40.380>And <00:10:40.479>why <00:10:40.579>did <00:10:40.680>we <00:10:40.780>why <00:10:40.880>did <00:10:40.979>we <00:10:41.079>acquire

00:10:42.870 --> 00:10:42.880 align:start position:0%
<00:10:42.870>House. <00:10:42.871>And <00:10:42.872>why <00:10:42.873>did <00:10:42.874>we <00:10:42.875>why <00:10:42.876>did <00:10:42.877>we <00:10:42.879>acquire

00:10:42.880 --> 00:10:46.310 align:start position:0%
<00:10:42.880>House. <00:10:42.980>And <00:10:43.080>why <00:10:43.180>did <00:10:43.280>we <00:10:43.380>why <00:10:43.480>did <00:10:43.580>we <00:10:43.680>acquire <00:10:43.780>Langfuse? <00:10:43.880>Langfuse <00:10:43.980>is <00:10:44.080>an <00:10:44.180>open-source <00:10:44.280>AI

00:10:46.310 --> 00:10:46.320 align:start position:0%
<00:10:46.310>Langfuse? <00:10:46.311>Langfuse <00:10:46.313>is <00:10:46.315>an <00:10:46.317>open-source <00:10:46.319>AI

00:10:46.320 --> 00:10:48.150 align:start position:0%
<00:10:46.320>Langfuse? <00:10:46.475>Langfuse <00:10:46.631>is <00:10:46.786>an <00:10:46.942>open-source <00:10:47.097>AI <00:10:47.253>observability <00:10:47.408>and <00:10:47.564>evaluation <00:10:47.720>platform.

00:10:48.150 --> 00:10:48.160 align:start position:0%
<00:10:48.150>observability <00:10:48.153>and <00:10:48.156>evaluation <00:10:48.159>platform.

00:10:48.160 --> 00:10:49.430 align:start position:0%
<00:10:48.160>observability <00:10:48.274>and <00:10:48.388>evaluation <00:10:48.502>platform. <00:10:48.617>You <00:10:48.731>could <00:10:48.845>also <00:10:48.960>say <00:10:49.074>it's <00:10:49.188>an <00:10:49.303>AI

00:10:49.430 --> 00:10:49.440 align:start position:0%
<00:10:49.430>You <00:10:49.431>could <00:10:49.433>also <00:10:49.434>say <00:10:49.436>it's <00:10:49.437>an <00:10:49.439>AI

00:10:49.440 --> 00:10:51.829 align:start position:0%
<00:10:49.440>You <00:10:49.615>could <00:10:49.790>also <00:10:49.965>say <00:10:50.140>it's <00:10:50.315>an <00:10:50.490>AI <00:10:50.665>engineering <00:10:50.840>platform.

00:10:51.829 --> 00:10:51.839 align:start position:0%
<00:10:51.829>engineering <00:10:51.838>platform.

00:10:51.839 --> 00:10:54.790 align:start position:0%
<00:10:51.839>engineering <00:10:52.039>platform. <00:10:52.238>It <00:10:52.439>brings <00:10:52.638>with <00:10:52.839>it <00:10:53.039>agent <00:10:53.238>observability,

00:10:54.790 --> 00:10:54.800 align:start position:0%
<00:10:54.790>It <00:10:54.791>brings <00:10:54.793>with <00:10:54.795>it <00:10:54.797>agent <00:10:54.799>observability,

00:10:54.800 --> 00:10:58.550 align:start position:0%
<00:10:54.800>It <00:10:54.939>brings <00:10:55.079>with <00:10:55.219>it <00:10:55.359>agent <00:10:55.500>observability, <00:10:55.640>agent <00:10:55.780>evaluation, <00:10:55.920>prompt <00:10:56.060>management <00:10:56.199>and

00:10:58.550 --> 00:10:58.560 align:start position:0%
<00:10:58.550>agent <00:10:58.552>evaluation, <00:10:58.554>prompt <00:10:58.556>management <00:10:58.559>and

00:10:58.560 --> 00:11:02.630 align:start position:0%
<00:10:58.560>agent <00:10:58.793>evaluation, <00:10:59.026>prompt <00:10:59.260>management <00:10:59.493>and <00:10:59.726>various <00:10:59.959>integrations.

00:11:02.640 --> 00:11:05.110 align:start position:0%
<00:11:02.640>Every <00:11:02.840>enterprise <00:11:03.040>is <00:11:03.240>an <00:11:03.439>AI <00:11:03.640>becoming <00:11:03.840>an <00:11:04.040>AI

00:11:05.110 --> 00:11:05.120 align:start position:0%
<00:11:05.110>Every <00:11:05.111>enterprise <00:11:05.112>is <00:11:05.113>an <00:11:05.115>AI <00:11:05.116>becoming <00:11:05.117>an <00:11:05.119>AI

00:11:05.120 --> 00:11:08.710 align:start position:0%
<00:11:05.120>Every <00:11:05.227>enterprise <00:11:05.335>is <00:11:05.443>an <00:11:05.550>AI <00:11:05.658>becoming <00:11:05.766>an <00:11:05.873>AI <00:11:05.981>agent <00:11:06.089>an <00:11:06.196>AI <00:11:06.304>company <00:11:06.412>nowadays. <00:11:06.520>Agents

00:11:08.710 --> 00:11:08.720 align:start position:0%
<00:11:08.710>agent <00:11:08.711>an <00:11:08.713>AI <00:11:08.715>company <00:11:08.717>nowadays. <00:11:08.719>Agents

00:11:08.720 --> 00:11:11.269 align:start position:0%
<00:11:08.720>agent <00:11:08.860>an <00:11:09.000>AI <00:11:09.140>company <00:11:09.280>nowadays. <00:11:09.420>Agents <00:11:09.560>change <00:11:09.700>everything. <00:11:09.840>So <00:11:09.980>everybody <00:11:10.120>is

00:11:11.269 --> 00:11:11.279 align:start position:0%
<00:11:11.269>change <00:11:11.271>everything. <00:11:11.273>So <00:11:11.275>everybody <00:11:11.278>is

00:11:11.279 --> 00:11:13.509 align:start position:0%
<00:11:11.279>change <00:11:11.434>everything. <00:11:11.590>So <00:11:11.745>everybody <00:11:11.901>is <00:11:12.056>experimenting <00:11:12.212>with <00:11:12.367>AI. <00:11:12.523>Everybody <00:11:12.679>is

00:11:13.509 --> 00:11:13.519 align:start position:0%
<00:11:13.509>experimenting <00:11:13.511>with <00:11:13.513>AI. <00:11:13.515>Everybody <00:11:13.518>is

00:11:13.519 --> 00:11:15.509 align:start position:0%
<00:11:13.519>experimenting <00:11:13.659>with <00:11:13.799>AI. <00:11:13.939>Everybody <00:11:14.079>is <00:11:14.219>experimenting <00:11:14.359>with <00:11:14.499>agent. <00:11:14.639>But <00:11:14.779>do <00:11:14.919>you

00:11:15.509 --> 00:11:15.519 align:start position:0%
<00:11:15.509>experimenting <00:11:15.510>with <00:11:15.512>agent. <00:11:15.514>But <00:11:15.516>do <00:11:15.518>you

00:11:15.519 --> 00:11:21.030 align:start position:0%
<00:11:15.519>experimenting <00:11:15.635>with <00:11:15.752>agent. <00:11:15.869>But <00:11:15.985>do <00:11:16.102>you <00:11:16.219>really <00:11:16.335>know <00:11:16.452>what <00:11:16.569>your <00:11:16.685>agents <00:11:16.802>are <00:11:16.919>doing?

00:11:21.030 --> 00:11:21.040 align:start position:0%
<00:11:21.030>really <00:11:21.031>know <00:11:21.033>what <00:11:21.034>your <00:11:21.036>agents <00:11:21.037>are <00:11:21.039>doing?

00:11:21.040 --> 00:11:24.630 align:start position:0%
<00:11:21.040>really <00:11:21.140>know <00:11:21.240>what <00:11:21.339>your <00:11:21.439>agents <00:11:21.540>are <00:11:21.640>doing? <00:11:21.740>You <00:11:21.839>create <00:11:21.939>an <00:11:22.040>agent, <00:11:22.140>you <00:11:22.240>you <00:11:22.339>ask <00:11:22.439>this

00:11:24.630 --> 00:11:24.640 align:start position:0%
<00:11:24.630>You <00:11:24.631>create <00:11:24.632>an <00:11:24.633>agent, <00:11:24.635>you <00:11:24.636>you <00:11:24.637>ask <00:11:24.639>this

00:11:24.640 --> 00:11:27.350 align:start position:0%
<00:11:24.640>You <00:11:24.733>create <00:11:24.826>an <00:11:24.920>agent, <00:11:25.013>you <00:11:25.106>you <00:11:25.199>ask <00:11:25.293>this <00:11:25.386>the <00:11:25.480>same <00:11:25.573>question <00:11:25.666>twice, <00:11:25.760>you <00:11:25.853>get <00:11:25.946>you <00:11:26.040>get

00:11:27.350 --> 00:11:27.360 align:start position:0%
<00:11:27.350>the <00:11:27.351>same <00:11:27.352>question <00:11:27.353>twice, <00:11:27.355>you <00:11:27.356>get <00:11:27.357>you <00:11:27.359>get

00:11:27.360 --> 00:11:30.069 align:start position:0%
<00:11:27.360>the <00:11:27.476>same <00:11:27.593>question <00:11:27.710>twice, <00:11:27.826>you <00:11:27.943>get <00:11:28.060>you <00:11:28.176>get <00:11:28.293>different <00:11:28.410>answers. <00:11:28.526>You <00:11:28.643>have <00:11:28.760>no

00:11:30.069 --> 00:11:30.079 align:start position:0%
<00:11:30.069>different <00:11:30.071>answers. <00:11:30.073>You <00:11:30.075>have <00:11:30.078>no

00:11:30.079 --> 00:11:33.750 align:start position:0%
<00:11:30.079>different <00:11:30.218>answers. <00:11:30.358>You <00:11:30.498>have <00:11:30.638>no <00:11:30.779>deterministic <00:11:30.919>outputs. <00:11:31.059>And <00:11:31.199>it's <00:11:31.339>hard <00:11:31.478>to

00:11:33.750 --> 00:11:33.760 align:start position:0%
<00:11:33.750>deterministic <00:11:33.751>outputs. <00:11:33.753>And <00:11:33.755>it's <00:11:33.757>hard <00:11:33.759>to

00:11:33.760 --> 00:11:36.790 align:start position:0%
<00:11:33.760>deterministic <00:11:33.867>outputs. <00:11:33.975>And <00:11:34.083>it's <00:11:34.190>hard <00:11:34.298>to <00:11:34.406>rate <00:11:34.513>the <00:11:34.621>quality <00:11:34.729>of <00:11:34.836>your <00:11:34.944>of <00:11:35.052>your <00:11:35.160>agent

00:11:36.790 --> 00:11:36.800 align:start position:0%
<00:11:36.790>rate <00:11:36.791>the <00:11:36.792>quality <00:11:36.793>of <00:11:36.795>your <00:11:36.796>of <00:11:36.797>your <00:11:36.799>agent

00:11:36.800 --> 00:11:39.030 align:start position:0%
<00:11:36.800>rate <00:11:36.907>the <00:11:37.015>quality <00:11:37.123>of <00:11:37.230>your <00:11:37.338>of <00:11:37.446>your <00:11:37.553>agent <00:11:37.661>answers. <00:11:37.769>You <00:11:37.876>don't <00:11:37.984>have <00:11:38.092>visibility <00:11:38.199>of

00:11:39.030 --> 00:11:39.040 align:start position:0%
<00:11:39.030>answers. <00:11:39.031>You <00:11:39.033>don't <00:11:39.035>have <00:11:39.037>visibility <00:11:39.039>of

00:11:39.040 --> 00:11:40.790 align:start position:0%
<00:11:39.040>answers. <00:11:39.140>You <00:11:39.240>don't <00:11:39.339>have <00:11:39.439>visibility <00:11:39.540>of <00:11:39.640>the <00:11:39.740>cost. <00:11:39.839>And <00:11:39.939>this <00:11:40.040>is <00:11:40.140>a <00:11:40.240>really <00:11:40.339>big <00:11:40.439>thing

00:11:40.790 --> 00:11:40.800 align:start position:0%
<00:11:40.790>the <00:11:40.791>cost. <00:11:40.792>And <00:11:40.793>this <00:11:40.794>is <00:11:40.795>a <00:11:40.796>really <00:11:40.797>big <00:11:40.799>thing

00:11:40.800 --> 00:11:43.269 align:start position:0%
<00:11:40.800>the <00:11:40.900>cost. <00:11:41.000>And <00:11:41.099>this <00:11:41.199>is <00:11:41.300>a <00:11:41.400>really <00:11:41.500>big <00:11:41.599>thing <00:11:41.699>right <00:11:41.800>now. <00:11:41.900>It's <00:11:42.000>a <00:11:42.099>big <00:11:42.199>discussion.

00:11:43.269 --> 00:11:43.279 align:start position:0%
<00:11:43.269>right <00:11:43.270>now. <00:11:43.272>It's <00:11:43.274>a <00:11:43.276>big <00:11:43.278>discussion.

00:11:43.279 --> 00:11:45.110 align:start position:0%
<00:11:43.279>right <00:11:43.512>now. <00:11:43.745>It's <00:11:43.979>a <00:11:44.212>big <00:11:44.445>discussion. <00:11:44.679>Um

00:11:45.110 --> 00:11:45.120 align:start position:0%
Um

00:11:45.120 --> 00:11:47.430 align:start position:0%
<00:11:45.120>Um <00:11:45.320>how <00:11:45.520>to <00:11:45.720>keep <00:11:45.920>cost <00:11:46.120>under <00:11:46.320>control? <00:11:46.520>Where

00:11:47.430 --> 00:11:47.440 align:start position:0%
<00:11:47.430>how <00:11:47.431>to <00:11:47.433>keep <00:11:47.434>cost <00:11:47.436>under <00:11:47.437>control? <00:11:47.439>Where

00:11:47.440 --> 00:11:49.750 align:start position:0%
<00:11:47.440>how <00:11:47.580>to <00:11:47.720>keep <00:11:47.860>cost <00:11:48.000>under <00:11:48.140>control? <00:11:48.280>Where <00:11:48.420>are <00:11:48.560>my <00:11:48.700>tokens <00:11:48.840>going?

00:11:49.750 --> 00:11:49.760 align:start position:0%
<00:11:49.750>are <00:11:49.753>my <00:11:49.756>tokens <00:11:49.759>going?

00:11:49.760 --> 00:11:53.430 align:start position:0%
<00:11:49.760>are <00:11:49.887>my <00:11:50.014>tokens <00:11:50.141>going? <00:11:50.269>uh <00:11:50.396>are <00:11:50.523>my <00:11:50.650>employees <00:11:50.778>trying <00:11:50.905>to <00:11:51.032>token <00:11:51.160>max

00:11:53.430 --> 00:11:53.440 align:start position:0%
<00:11:53.430>uh <00:11:53.431>are <00:11:53.432>my <00:11:53.433>employees <00:11:53.435>trying <00:11:53.436>to <00:11:53.437>token <00:11:53.439>max

00:11:53.440 --> 00:11:55.430 align:start position:0%
<00:11:53.440>uh <00:11:53.547>are <00:11:53.655>my <00:11:53.763>employees <00:11:53.870>trying <00:11:53.978>to <00:11:54.086>token <00:11:54.193>max <00:11:54.301>or <00:11:54.409>are <00:11:54.516>they <00:11:54.624>really <00:11:54.732>using <00:11:54.840>LLMs

00:11:55.430 --> 00:11:55.440 align:start position:0%
<00:11:55.430>or <00:11:55.431>are <00:11:55.433>they <00:11:55.435>really <00:11:55.437>using <00:11:55.439>LLMs

00:11:55.440 --> 00:11:57.110 align:start position:0%
<00:11:55.440>or <00:11:55.673>are <00:11:55.906>they <00:11:56.140>really <00:11:56.373>using <00:11:56.606>LLMs <00:11:56.840>productively?

00:11:57.110 --> 00:11:57.120 align:start position:0%
productively?

00:11:57.120 --> 00:12:01.670 align:start position:0%
<00:11:57.120>productively? <00:11:57.320>Uh <00:11:57.520>taking <00:11:57.720>things <00:11:57.920>into <00:11:58.120>production <00:11:58.320>is <00:11:58.520>a

00:12:01.670 --> 00:12:01.680 align:start position:0%
<00:12:01.670>Uh <00:12:01.671>taking <00:12:01.673>things <00:12:01.674>into <00:12:01.675>production <00:12:01.677>is <00:12:01.679>a

00:12:01.680 --> 00:12:03.829 align:start position:0%
<00:12:01.680>Uh <00:12:01.787>taking <00:12:01.895>things <00:12:02.003>into <00:12:02.110>production <00:12:02.218>is <00:12:02.326>a <00:12:02.433>challenge. <00:12:02.541>You <00:12:02.649>don't <00:12:02.756>really <00:12:02.864>know <00:12:02.972>if <00:12:03.079>you

00:12:03.829 --> 00:12:03.839 align:start position:0%
<00:12:03.829>challenge. <00:12:03.830>You <00:12:03.832>don't <00:12:03.833>really <00:12:03.835>know <00:12:03.836>if <00:12:03.838>you

00:12:03.839 --> 00:12:05.350 align:start position:0%
<00:12:03.839>challenge. <00:12:03.943>You <00:12:04.048>don't <00:12:04.152>really <00:12:04.257>know <00:12:04.362>if <00:12:04.466>you <00:12:04.571>can <00:12:04.675>trust <00:12:04.780>your <00:12:04.885>agents. <00:12:04.989>You <00:12:05.094>don't <00:12:05.198>really

00:12:05.350 --> 00:12:05.360 align:start position:0%
<00:12:05.350>can <00:12:05.351>trust <00:12:05.353>your <00:12:05.354>agents. <00:12:05.356>You <00:12:05.357>don't <00:12:05.359>really

00:12:05.360 --> 00:12:07.910 align:start position:0%
<00:12:05.360>can <00:12:05.453>trust <00:12:05.546>your <00:12:05.640>agents. <00:12:05.733>You <00:12:05.826>don't <00:12:05.920>really <00:12:06.013>know <00:12:06.106>if <00:12:06.200>if <00:12:06.293>they <00:12:06.386>perform <00:12:06.480>or <00:12:06.573>if <00:12:06.666>you <00:12:06.760>fail

00:12:07.910 --> 00:12:07.920 align:start position:0%
<00:12:07.910>know <00:12:07.911>if <00:12:07.912>if <00:12:07.913>they <00:12:07.914>perform <00:12:07.915>or <00:12:07.916>if <00:12:07.917>you <00:12:07.919>fail

00:12:07.920 --> 00:12:10.790 align:start position:0%
<00:12:07.920>know <00:12:08.027>if <00:12:08.135>if <00:12:08.243>they <00:12:08.350>perform <00:12:08.458>or <00:12:08.566>if <00:12:08.673>you <00:12:08.781>fail <00:12:08.889>somewhere <00:12:08.996>in <00:12:09.104>production. <00:12:09.212>And <00:12:09.319>finally,

00:12:10.790 --> 00:12:10.800 align:start position:0%
<00:12:10.790>somewhere <00:12:10.792>in <00:12:10.794>production. <00:12:10.796>And <00:12:10.799>finally,

00:12:10.800 --> 00:12:12.949 align:start position:0%
<00:12:10.800>somewhere <00:12:10.927>in <00:12:11.054>production. <00:12:11.181>And <00:12:11.309>finally, <00:12:11.436>how <00:12:11.563>to <00:12:11.690>evaluate <00:12:11.818>the <00:12:11.945>answers? <00:12:12.072>How <00:12:12.199>to

00:12:12.949 --> 00:12:12.959 align:start position:0%
<00:12:12.949>how <00:12:12.950>to <00:12:12.952>evaluate <00:12:12.953>the <00:12:12.954>answers? <00:12:12.956>How <00:12:12.958>to

00:12:12.959 --> 00:12:15.110 align:start position:0%
<00:12:12.959>how <00:12:13.066>to <00:12:13.174>evaluate <00:12:13.282>the <00:12:13.389>answers? <00:12:13.497>How <00:12:13.605>to <00:12:13.712>evaluate <00:12:13.820>the <00:12:13.928>quality <00:12:14.035>of <00:12:14.143>the <00:12:14.251>agents? <00:12:14.358>It's

00:12:15.110 --> 00:12:15.120 align:start position:0%
<00:12:15.110>evaluate <00:12:15.111>the <00:12:15.113>quality <00:12:15.114>of <00:12:15.116>the <00:12:15.117>agents? <00:12:15.119>It's

00:12:15.120 --> 00:12:18.629 align:start position:0%
<00:12:15.120>evaluate <00:12:15.295>the <00:12:15.470>quality <00:12:15.645>of <00:12:15.820>the <00:12:15.995>agents? <00:12:16.170>It's <00:12:16.345>really <00:12:16.520>hard.

00:12:18.639 --> 00:12:21.110 align:start position:0%
<00:12:18.639>And <00:12:18.919>that <00:12:19.199>is <00:12:19.479>where <00:12:19.759>Langfuse <00:12:20.039>helps.

00:12:21.110 --> 00:12:21.120 align:start position:0%
<00:12:21.110>And <00:12:21.111>that <00:12:21.113>is <00:12:21.115>where <00:12:21.117>Langfuse <00:12:21.119>helps.

00:12:21.120 --> 00:12:24.629 align:start position:0%
<00:12:21.120>And <00:12:21.247>that <00:12:21.374>is <00:12:21.501>where <00:12:21.629>Langfuse <00:12:21.756>helps. <00:12:21.883>Langfuse <00:12:22.010>helps <00:12:22.138>you <00:12:22.265>to <00:12:22.392>evaluate <00:12:22.520>your

00:12:24.629 --> 00:12:24.639 align:start position:0%
<00:12:24.629>Langfuse <00:12:24.630>helps <00:12:24.632>you <00:12:24.634>to <00:12:24.636>evaluate <00:12:24.638>your

00:12:24.639 --> 00:12:27.190 align:start position:0%
<00:12:24.639>Langfuse <00:12:24.872>helps <00:12:25.105>you <00:12:25.339>to <00:12:25.572>evaluate <00:12:25.805>your <00:12:26.039>LLMs.

00:12:27.190 --> 00:12:27.200 align:start position:0%
LLMs.

00:12:27.200 --> 00:12:30.949 align:start position:0%
<00:12:27.200>LLMs. <00:12:27.480>So <00:12:27.760>uh <00:12:28.040>you <00:12:28.320>can <00:12:28.600>use

00:12:30.949 --> 00:12:30.959 align:start position:0%
<00:12:30.949>So <00:12:30.951>uh <00:12:30.953>you <00:12:30.955>can <00:12:30.958>use

00:12:30.959 --> 00:12:35.110 align:start position:0%
<00:12:30.959>So <00:12:31.086>uh <00:12:31.213>you <00:12:31.340>can <00:12:31.468>use <00:12:31.595>another <00:12:31.722>LLM <00:12:31.849>to <00:12:31.977>judge <00:12:32.104>and <00:12:32.231>to <00:12:32.358>evaluate

00:12:35.110 --> 00:12:35.120 align:start position:0%
<00:12:35.110>another <00:12:35.111>LLM <00:12:35.113>to <00:12:35.114>judge <00:12:35.116>and <00:12:35.117>to <00:12:35.119>evaluate

00:12:35.120 --> 00:12:40.550 align:start position:0%
<00:12:35.120>another <00:12:35.227>LLM <00:12:35.335>to <00:12:35.443>judge <00:12:35.550>and <00:12:35.658>to <00:12:35.766>evaluate <00:12:35.873>your <00:12:35.981>agents <00:12:36.089>answers. <00:12:36.196>You <00:12:36.304>can <00:12:36.412>set <00:12:36.520>up

00:12:40.550 --> 00:12:40.560 align:start position:0%
<00:12:40.550>your <00:12:40.551>agents <00:12:40.553>answers. <00:12:40.554>You <00:12:40.555>can <00:12:40.557>set <00:12:40.559>up

00:12:40.560 --> 00:12:44.069 align:start position:0%
<00:12:40.560>your <00:12:40.687>agents <00:12:40.814>answers. <00:12:40.941>You <00:12:41.069>can <00:12:41.196>set <00:12:41.323>up <00:12:41.450>uh <00:12:41.578>collaboration <00:12:41.705>between <00:12:41.832>domain <00:12:41.959>experts

00:12:44.069 --> 00:12:44.079 align:start position:0%
<00:12:44.069>uh <00:12:44.071>collaboration <00:12:44.073>between <00:12:44.075>domain <00:12:44.078>experts

00:12:44.079 --> 00:12:47.910 align:start position:0%
<00:12:44.079>uh <00:12:44.195>collaboration <00:12:44.312>between <00:12:44.429>domain <00:12:44.545>experts <00:12:44.662>and <00:12:44.779>your <00:12:44.895>AI <00:12:45.012>teams. <00:12:45.128>You <00:12:45.245>can <00:12:45.362>monitor <00:12:45.478>your

00:12:47.910 --> 00:12:47.920 align:start position:0%
<00:12:47.910>and <00:12:47.911>your <00:12:47.912>AI <00:12:47.913>teams. <00:12:47.915>You <00:12:47.916>can <00:12:47.917>monitor <00:12:47.919>your

00:12:47.920 --> 00:12:50.470 align:start position:0%
<00:12:47.920>and <00:12:48.020>your <00:12:48.120>AI <00:12:48.219>teams. <00:12:48.319>You <00:12:48.420>can <00:12:48.520>monitor <00:12:48.620>your <00:12:48.719>cost, <00:12:48.819>you <00:12:48.920>can <00:12:49.020>monitor, <00:12:49.120>you <00:12:49.219>can <00:12:49.319>trace

00:12:50.470 --> 00:12:50.480 align:start position:0%
<00:12:50.470>cost, <00:12:50.471>you <00:12:50.473>can <00:12:50.474>monitor, <00:12:50.476>you <00:12:50.477>can <00:12:50.479>trace

00:12:50.480 --> 00:12:52.310 align:start position:0%
<00:12:50.480>cost, <00:12:50.655>you <00:12:50.830>can <00:12:51.005>monitor, <00:12:51.180>you <00:12:51.355>can <00:12:51.530>trace <00:12:51.705>your <00:12:51.880>LLMs,

00:12:52.310 --> 00:12:52.320 align:start position:0%
<00:12:52.310>your <00:12:52.319>LLMs,

00:12:52.320 --> 00:12:56.230 align:start position:0%
<00:12:52.320>your <00:12:52.475>LLMs, <00:12:52.631>you <00:12:52.786>can <00:12:52.942>um <00:12:53.097>get <00:12:53.253>metrics <00:12:53.408>specific <00:12:53.564>to <00:12:53.720>the

00:12:56.230 --> 00:12:56.240 align:start position:0%
<00:12:56.230>you <00:12:56.231>can <00:12:56.232>um <00:12:56.233>get <00:12:56.235>metrics <00:12:56.236>specific <00:12:56.237>to <00:12:56.239>the

00:12:56.240 --> 00:12:59.030 align:start position:0%
<00:12:56.240>you <00:12:56.356>can <00:12:56.473>um <00:12:56.590>get <00:12:56.706>metrics <00:12:56.823>specific <00:12:56.940>to <00:12:57.056>the <00:12:57.173>Labs <00:12:57.290>out <00:12:57.406>of <00:12:57.523>the <00:12:57.640>box.

00:12:59.030 --> 00:12:59.040 align:start position:0%
<00:12:59.030>Labs <00:12:59.032>out <00:12:59.034>of <00:12:59.036>the <00:12:59.039>box.

00:12:59.040 --> 00:13:05.829 align:start position:0%
<00:12:59.040>Labs <00:12:59.167>out <00:12:59.294>of <00:12:59.421>the <00:12:59.549>box. <00:12:59.676>So, <00:12:59.803>how <00:12:59.930>does <00:13:00.058>this <00:13:00.185>look <00:13:00.312>in <00:13:00.439>practice?

00:13:05.839 --> 00:13:08.389 align:start position:0%
<00:13:05.839>I've <00:13:06.039>got <00:13:06.239>a <00:13:06.439>very <00:13:06.639>simple <00:13:06.839>agent <00:13:07.039>here. <00:13:07.239>This

00:13:08.389 --> 00:13:08.399 align:start position:0%
<00:13:08.389>I've <00:13:08.390>got <00:13:08.391>a <00:13:08.392>very <00:13:08.394>simple <00:13:08.395>agent <00:13:08.396>here. <00:13:08.398>This

00:13:08.399 --> 00:13:10.949 align:start position:0%
<00:13:08.399>I've <00:13:08.499>got <00:13:08.599>a <00:13:08.699>very <00:13:08.799>simple <00:13:08.899>agent <00:13:08.999>here. <00:13:09.099>This <00:13:09.199>is <00:13:09.299>actually <00:13:09.399>something <00:13:09.499>that <00:13:09.599>you <00:13:09.699>can <00:13:09.799>try

00:13:10.949 --> 00:13:10.959 align:start position:0%
<00:13:10.949>is <00:13:10.950>actually <00:13:10.952>something <00:13:10.953>that <00:13:10.954>you <00:13:10.956>can <00:13:10.958>try

00:13:10.959 --> 00:13:14.790 align:start position:0%
<00:13:10.959>is <00:13:11.059>actually <00:13:11.159>something <00:13:11.258>that <00:13:11.358>you <00:13:11.459>can <00:13:11.559>try <00:13:11.659>out <00:13:11.758>yourself <00:13:11.858>and <00:13:11.959>you <00:13:12.059>can <00:13:12.159>um <00:13:12.258>build <00:13:12.358>this

00:13:14.790 --> 00:13:14.800 align:start position:0%
<00:13:14.790>out <00:13:14.791>yourself <00:13:14.792>and <00:13:14.793>you <00:13:14.795>can <00:13:14.796>um <00:13:14.797>build <00:13:14.799>this

00:13:14.800 --> 00:13:18.949 align:start position:0%
<00:13:14.800>out <00:13:14.907>yourself <00:13:15.015>and <00:13:15.123>you <00:13:15.230>can <00:13:15.338>um <00:13:15.446>build <00:13:15.553>this <00:13:15.661>as <00:13:15.769>part <00:13:15.876>of <00:13:15.984>the <00:13:16.092>Langfuse <00:13:16.199>workshop.

00:13:18.949 --> 00:13:18.959 align:start position:0%
<00:13:18.949>as <00:13:18.950>part <00:13:18.952>of <00:13:18.954>the <00:13:18.956>Langfuse <00:13:18.958>workshop.

00:13:18.959 --> 00:13:22.389 align:start position:0%
<00:13:18.959>as <00:13:19.066>part <00:13:19.174>of <00:13:19.282>the <00:13:19.389>Langfuse <00:13:19.497>workshop. <00:13:19.605>This <00:13:19.712>is <00:13:19.820>a <00:13:19.928>that <00:13:20.035>IT <00:13:20.143>support <00:13:20.251>agent. <00:13:20.358>So

00:13:22.389 --> 00:13:22.399 align:start position:0%
<00:13:22.389>This <00:13:22.390>is <00:13:22.391>a <00:13:22.392>that <00:13:22.394>IT <00:13:22.395>support <00:13:22.396>agent. <00:13:22.398>So

00:13:22.399 --> 00:13:26.389 align:start position:0%
<00:13:22.399>This <00:13:22.515>is <00:13:22.632>a <00:13:22.749>that <00:13:22.865>IT <00:13:22.982>support <00:13:23.099>agent. <00:13:23.215>So <00:13:23.332>imagine <00:13:23.449>there's <00:13:23.565>some <00:13:23.682>elderly <00:13:23.799>relative

00:13:26.389 --> 00:13:26.399 align:start position:0%
<00:13:26.389>imagine <00:13:26.391>there's <00:13:26.393>some <00:13:26.395>elderly <00:13:26.398>relative

00:13:26.399 --> 00:13:28.790 align:start position:0%
<00:13:26.399>imagine <00:13:26.526>there's <00:13:26.653>some <00:13:26.780>elderly <00:13:26.908>relative <00:13:27.035>that <00:13:27.162>has <00:13:27.289>questions <00:13:27.417>about <00:13:27.544>how <00:13:27.671>to <00:13:27.799>do

00:13:28.790 --> 00:13:28.800 align:start position:0%
<00:13:28.790>that <00:13:28.791>has <00:13:28.793>questions <00:13:28.794>about <00:13:28.795>how <00:13:28.797>to <00:13:28.799>do

00:13:28.800 --> 00:13:30.790 align:start position:0%
<00:13:28.800>that <00:13:28.893>has <00:13:28.986>questions <00:13:29.079>about <00:13:29.173>how <00:13:29.266>to <00:13:29.359>do <00:13:29.453>things <00:13:29.546>on <00:13:29.640>an <00:13:29.733>iPhone, <00:13:29.826>how <00:13:29.920>do <00:13:30.013>I <00:13:30.106>take <00:13:30.199>a

00:13:30.790 --> 00:13:30.800 align:start position:0%
<00:13:30.790>things <00:13:30.791>on <00:13:30.792>an <00:13:30.793>iPhone, <00:13:30.794>how <00:13:30.795>do <00:13:30.796>I <00:13:30.797>take <00:13:30.799>a

00:13:30.800 --> 00:13:32.629 align:start position:0%
<00:13:30.800>things <00:13:30.882>on <00:13:30.964>an <00:13:31.047>iPhone, <00:13:31.129>how <00:13:31.211>do <00:13:31.294>I <00:13:31.376>take <00:13:31.458>a <00:13:31.541>photo <00:13:31.623>and <00:13:31.705>send <00:13:31.788>it <00:13:31.870>on <00:13:31.952>WhatsApp <00:13:32.035>or <00:13:32.117>how <00:13:32.199>do

00:13:32.629 --> 00:13:32.639 align:start position:0%
<00:13:32.629>photo <00:13:32.630>and <00:13:32.631>send <00:13:32.632>it <00:13:32.633>on <00:13:32.634>WhatsApp <00:13:32.635>or <00:13:32.636>how <00:13:32.638>do

00:13:32.639 --> 00:13:35.030 align:start position:0%
<00:13:32.639>photo <00:13:32.721>and <00:13:32.803>send <00:13:32.886>it <00:13:32.968>on <00:13:33.050>WhatsApp <00:13:33.133>or <00:13:33.215>how <00:13:33.297>do <00:13:33.380>I <00:13:33.462>find <00:13:33.544>directions <00:13:33.627>on <00:13:33.709>maps <00:13:33.791>or <00:13:33.874>how <00:13:33.956>do <00:13:34.039>I

00:13:35.030 --> 00:13:35.040 align:start position:0%
<00:13:35.030>I <00:13:35.031>find <00:13:35.032>directions <00:13:35.033>on <00:13:35.034>maps <00:13:35.035>or <00:13:35.036>how <00:13:35.037>do <00:13:35.039>I

00:13:35.040 --> 00:13:37.590 align:start position:0%
<00:13:35.040>I <00:13:35.133>find <00:13:35.226>directions <00:13:35.319>on <00:13:35.413>maps <00:13:35.506>or <00:13:35.599>how <00:13:35.693>do <00:13:35.786>I <00:13:35.880>reconnect <00:13:35.973>to <00:13:36.066>Wi-Fi? <00:13:36.160>So <00:13:36.253>I'm <00:13:36.346>just <00:13:36.439>asking

00:13:37.590 --> 00:13:37.600 align:start position:0%
<00:13:37.590>reconnect <00:13:37.591>to <00:13:37.593>Wi-Fi? <00:13:37.594>So <00:13:37.596>I'm <00:13:37.597>just <00:13:37.599>asking

00:13:37.600 --> 00:13:39.190 align:start position:0%
<00:13:37.600>reconnect <00:13:37.707>to <00:13:37.815>Wi-Fi? <00:13:37.923>So <00:13:38.030>I'm <00:13:38.138>just <00:13:38.246>asking <00:13:38.353>some <00:13:38.461>questions <00:13:38.569>here. <00:13:38.676>I <00:13:38.784>can <00:13:38.892>also <00:13:39.000>ask

00:13:39.190 --> 00:13:39.200 align:start position:0%
<00:13:39.190>some <00:13:39.191>questions <00:13:39.193>here. <00:13:39.194>I <00:13:39.196>can <00:13:39.197>also <00:13:39.199>ask

00:13:39.200 --> 00:13:42.470 align:start position:0%
<00:13:39.200>some <00:13:39.307>questions <00:13:39.415>here. <00:13:39.523>I <00:13:39.630>can <00:13:39.738>also <00:13:39.846>ask <00:13:39.953>freestyle <00:13:40.061>questions. <00:13:40.169>And <00:13:40.276>now <00:13:40.384>what <00:13:40.492>I <00:13:40.600>want

00:13:42.470 --> 00:13:42.480 align:start position:0%
<00:13:42.470>freestyle <00:13:42.471>questions. <00:13:42.473>And <00:13:42.474>now <00:13:42.476>what <00:13:42.477>I <00:13:42.479>want

00:13:42.480 --> 00:13:47.590 align:start position:0%
<00:13:42.480>freestyle <00:13:42.567>questions. <00:13:42.655>And <00:13:42.742>now <00:13:42.830>what <00:13:42.917>I <00:13:43.005>want <00:13:43.092>to <00:13:43.180>do <00:13:43.267>is <00:13:43.355>I <00:13:43.442>want <00:13:43.530>to <00:13:43.617>be <00:13:43.705>able <00:13:43.792>to <00:13:43.880>uh

00:13:47.590 --> 00:13:47.600 align:start position:0%
<00:13:47.590>to <00:13:47.591>do <00:13:47.592>is <00:13:47.593>I <00:13:47.594>want <00:13:47.595>to <00:13:47.596>be <00:13:47.597>able <00:13:47.598>to <00:13:47.599>uh

00:13:47.600 --> 00:13:50.710 align:start position:0%
<00:13:47.600>to <00:13:47.687>do <00:13:47.775>is <00:13:47.862>I <00:13:47.950>want <00:13:48.037>to <00:13:48.125>be <00:13:48.212>able <00:13:48.300>to <00:13:48.387>uh <00:13:48.475>check <00:13:48.562>the <00:13:48.650>answers <00:13:48.737>to <00:13:48.825>evaluate <00:13:48.912>and <00:13:49.000>to

00:13:50.710 --> 00:13:50.720 align:start position:0%
<00:13:50.710>check <00:13:50.711>the <00:13:50.713>answers <00:13:50.714>to <00:13:50.716>evaluate <00:13:50.717>and <00:13:50.719>to

00:13:50.720 --> 00:13:53.190 align:start position:0%
<00:13:50.720>check <00:13:50.820>the <00:13:50.920>answers <00:13:51.020>to <00:13:51.120>evaluate <00:13:51.220>and <00:13:51.320>to <00:13:51.420>improve <00:13:51.520>my <00:13:51.620>support <00:13:51.720>agents. <00:13:51.820>So <00:13:51.920>I <00:13:52.020>go <00:13:52.120>to

00:13:53.190 --> 00:13:53.200 align:start position:0%
<00:13:53.190>improve <00:13:53.191>my <00:13:53.192>support <00:13:53.193>agents. <00:13:53.195>So <00:13:53.196>I <00:13:53.197>go <00:13:53.199>to

00:13:53.200 --> 00:13:54.790 align:start position:0%
<00:13:53.200>improve <00:13:53.375>my <00:13:53.550>support <00:13:53.725>agents. <00:13:53.900>So <00:13:54.075>I <00:13:54.250>go <00:13:54.425>to <00:13:54.600>Langfuse

00:13:54.790 --> 00:13:54.800 align:start position:0%
Langfuse

00:13:54.800 --> 00:13:57.990 align:start position:0%
<00:13:54.800>Langfuse <00:13:55.000>and <00:13:55.199>here <00:13:55.400>this <00:13:55.599>is <00:13:55.800>the <00:13:56.000>Langfuse <00:13:56.199>homepage

00:13:57.990 --> 00:13:58.000 align:start position:0%
<00:13:57.990>and <00:13:57.991>here <00:13:57.993>this <00:13:57.994>is <00:13:57.996>the <00:13:57.997>Langfuse <00:13:57.999>homepage

00:13:58.000 --> 00:14:01.350 align:start position:0%
<00:13:58.000>and <00:13:58.100>here <00:13:58.200>this <00:13:58.300>is <00:13:58.400>the <00:13:58.500>Langfuse <00:13:58.600>homepage <00:13:58.700>and <00:13:58.800>um <00:13:58.900>here <00:13:59.000>I <00:13:59.100>can <00:13:59.200>see <00:13:59.300>my <00:13:59.400>interactions

00:14:01.350 --> 00:14:01.360 align:start position:0%
<00:14:01.350>and <00:14:01.351>um <00:14:01.352>here <00:14:01.353>I <00:14:01.355>can <00:14:01.356>see <00:14:01.357>my <00:14:01.359>interactions

00:14:01.360 --> 00:14:03.110 align:start position:0%
<00:14:01.360>and <00:14:01.467>um <00:14:01.575>here <00:14:01.683>I <00:14:01.790>can <00:14:01.898>see <00:14:02.006>my <00:14:02.113>interactions <00:14:02.221>immediately. <00:14:02.329>So <00:14:02.436>right <00:14:02.544>now <00:14:02.652>here <00:14:02.760>oh

00:14:03.110 --> 00:14:03.120 align:start position:0%
<00:14:03.110>immediately. <00:14:03.111>So <00:14:03.113>right <00:14:03.115>now <00:14:03.117>here <00:14:03.119>oh

00:14:03.120 --> 00:14:06.150 align:start position:0%
<00:14:03.120>immediately. <00:14:03.236>So <00:14:03.353>right <00:14:03.470>now <00:14:03.586>here <00:14:03.703>oh <00:14:03.820>there's <00:14:03.936>already <00:14:04.053>my <00:14:04.170>my <00:14:04.286>question. <00:14:04.403>So <00:14:04.520>here

00:14:06.150 --> 00:14:06.160 align:start position:0%
<00:14:06.150>there's <00:14:06.151>already <00:14:06.153>my <00:14:06.154>my <00:14:06.156>question. <00:14:06.157>So <00:14:06.159>here

00:14:06.160 --> 00:14:08.790 align:start position:0%
<00:14:06.160>there's <00:14:06.334>already <00:14:06.510>my <00:14:06.685>my <00:14:06.860>question. <00:14:07.035>So <00:14:07.209>here <00:14:07.385>you <00:14:07.560>see

00:14:08.790 --> 00:14:08.800 align:start position:0%
<00:14:08.790>you <00:14:08.799>see

00:14:08.800 --> 00:14:12.949 align:start position:0%
<00:14:08.800>you <00:14:09.150>see <00:14:09.500>um <00:14:09.849>this <00:14:10.199>is

00:14:12.949 --> 00:14:12.959 align:start position:0%
<00:14:12.949>um <00:14:12.953>this <00:14:12.958>is

00:14:12.959 --> 00:14:14.870 align:start position:0%
<00:14:12.959>um <00:14:13.425>this <00:14:13.892>is <00:14:14.358>my

00:14:14.870 --> 00:14:14.880 align:start position:0%
my

00:14:14.880 --> 00:14:18.470 align:start position:0%
<00:14:14.880>my <00:14:15.160>uh <00:14:15.439>my <00:14:15.720>my <00:14:16.000>AI <00:14:16.280>assistant

00:14:18.470 --> 00:14:18.480 align:start position:0%
<00:14:18.470>uh <00:14:18.472>my <00:14:18.474>my <00:14:18.476>AI <00:14:18.479>assistant

00:14:18.480 --> 00:14:25.750 align:start position:0%
<00:14:18.480>uh <00:14:18.760>my <00:14:19.040>my <00:14:19.320>AI <00:14:19.600>assistant <00:14:19.880>and

00:14:25.760 --> 00:14:29.430 align:start position:0%
<00:14:25.760>here <00:14:26.110>is <00:14:26.460>my <00:14:26.810>system <00:14:27.160>prompt.

00:14:29.430 --> 00:14:29.440 align:start position:0%
<00:14:29.430>here <00:14:29.432>is <00:14:29.434>my <00:14:29.436>system <00:14:29.439>prompt.

00:14:29.440 --> 00:14:33.189 align:start position:0%
<00:14:29.440>here <00:14:29.547>is <00:14:29.655>my <00:14:29.763>system <00:14:29.870>prompt. <00:14:29.978>Here <00:14:30.086>are <00:14:30.193>my <00:14:30.301>tool <00:14:30.409>calls. <00:14:30.516>It <00:14:30.624>tells <00:14:30.732>me <00:14:30.840>how

00:14:33.189 --> 00:14:33.199 align:start position:0%
<00:14:33.189>Here <00:14:33.190>are <00:14:33.191>my <00:14:33.192>tool <00:14:33.193>calls. <00:14:33.194>It <00:14:33.195>tells <00:14:33.196>me <00:14:33.198>how

00:14:33.199 --> 00:14:35.350 align:start position:0%
<00:14:33.199>Here <00:14:33.326>are <00:14:33.453>my <00:14:33.580>tool <00:14:33.708>calls. <00:14:33.835>It <00:14:33.962>tells <00:14:34.089>me <00:14:34.217>how <00:14:34.344>long <00:14:34.471>it <00:14:34.598>took.

00:14:35.350 --> 00:14:35.360 align:start position:0%
<00:14:35.350>long <00:14:35.354>it <00:14:35.359>took.

00:14:35.360 --> 00:14:37.590 align:start position:0%
<00:14:35.360>long <00:14:35.500>it <00:14:35.640>took. <00:14:35.780>It <00:14:35.920>tells <00:14:36.060>me <00:14:36.200>the <00:14:36.340>total <00:14:36.480>cost. <00:14:36.620>There's <00:14:36.760>a

00:14:37.590 --> 00:14:37.600 align:start position:0%
<00:14:37.590>It <00:14:37.591>tells <00:14:37.592>me <00:14:37.593>the <00:14:37.595>total <00:14:37.596>cost. <00:14:37.597>There's <00:14:37.599>a

00:14:37.600 --> 00:14:39.350 align:start position:0%
<00:14:37.600>It <00:14:37.693>tells <00:14:37.786>me <00:14:37.880>the <00:14:37.973>total <00:14:38.066>cost. <00:14:38.160>There's <00:14:38.253>a <00:14:38.346>cost <00:14:38.440>formula <00:14:38.533>in <00:14:38.626>there <00:14:38.720>as <00:14:38.813>well <00:14:38.906>for <00:14:39.000>the

00:14:39.350 --> 00:14:39.360 align:start position:0%
<00:14:39.350>cost <00:14:39.351>formula <00:14:39.352>in <00:14:39.353>there <00:14:39.355>as <00:14:39.356>well <00:14:39.357>for <00:14:39.359>the

00:14:39.360 --> 00:14:42.069 align:start position:0%
<00:14:39.360>cost <00:14:39.453>formula <00:14:39.546>in <00:14:39.640>there <00:14:39.733>as <00:14:39.826>well <00:14:39.920>for <00:14:40.013>the <00:14:40.106>tokens <00:14:40.200>that <00:14:40.293>I'm <00:14:40.386>using. <00:14:40.480>And <00:14:40.573>you <00:14:40.666>can <00:14:40.760>see

00:14:42.069 --> 00:14:42.079 align:start position:0%
<00:14:42.069>tokens <00:14:42.070>that <00:14:42.071>I'm <00:14:42.072>using. <00:14:42.074>And <00:14:42.075>you <00:14:42.076>can <00:14:42.078>see

00:14:42.079 --> 00:14:45.189 align:start position:0%
<00:14:42.079>tokens <00:14:42.186>that <00:14:42.294>I'm <00:14:42.402>using. <00:14:42.509>And <00:14:42.617>you <00:14:42.725>can <00:14:42.832>see <00:14:42.940>another <00:14:43.048>a <00:14:43.155>few <00:14:43.263>other <00:14:43.371>things <00:14:43.478>here.

00:14:45.189 --> 00:14:45.199 align:start position:0%
<00:14:45.189>another <00:14:45.190>a <00:14:45.192>few <00:14:45.194>other <00:14:45.196>things <00:14:45.198>here.

00:14:45.199 --> 00:14:47.829 align:start position:0%
<00:14:45.199>another <00:14:45.315>a <00:14:45.432>few <00:14:45.549>other <00:14:45.665>things <00:14:45.782>here. <00:14:45.899>So <00:14:46.015>you <00:14:46.132>see <00:14:46.248>here <00:14:46.365>scores. <00:14:46.482>Oh, <00:14:46.598>the

00:14:47.829 --> 00:14:47.839 align:start position:0%
<00:14:47.829>So <00:14:47.830>you <00:14:47.832>see <00:14:47.833>here <00:14:47.834>scores. <00:14:47.836>Oh, <00:14:47.838>the

00:14:47.839 --> 00:14:51.110 align:start position:0%
<00:14:47.839>So <00:14:47.939>you <00:14:48.039>see <00:14:48.138>here <00:14:48.238>scores. <00:14:48.339>Oh, <00:14:48.439>the <00:14:48.539>resolution <00:14:48.638>is <00:14:48.738>not <00:14:48.839>so <00:14:48.939>good. <00:14:49.039>Um <00:14:49.138>you <00:14:49.238>can

00:14:51.110 --> 00:14:51.120 align:start position:0%
<00:14:51.110>resolution <00:14:51.111>is <00:14:51.112>not <00:14:51.113>so <00:14:51.115>good. <00:14:51.116>Um <00:14:51.117>you <00:14:51.119>can

00:14:51.120 --> 00:14:53.750 align:start position:0%
<00:14:51.120>resolution <00:14:51.213>is <00:14:51.306>not <00:14:51.400>so <00:14:51.493>good. <00:14:51.586>Um <00:14:51.680>you <00:14:51.773>can <00:14:51.866>see <00:14:51.960>scores, <00:14:52.053>you <00:14:52.146>can <00:14:52.240>see <00:14:52.333>the <00:14:52.426>tokens, <00:14:52.520>you

00:14:53.750 --> 00:14:53.760 align:start position:0%
<00:14:53.750>see <00:14:53.751>scores, <00:14:53.752>you <00:14:53.753>can <00:14:53.755>see <00:14:53.756>the <00:14:53.757>tokens, <00:14:53.759>you

00:14:53.760 --> 00:14:56.470 align:start position:0%
<00:14:53.760>see <00:14:53.853>scores, <00:14:53.946>you <00:14:54.040>can <00:14:54.133>see <00:14:54.226>the <00:14:54.319>tokens, <00:14:54.413>you <00:14:54.506>can <00:14:54.600>see <00:14:54.693>the <00:14:54.786>model, <00:14:54.880>you <00:14:54.973>can <00:14:55.066>see <00:14:55.160>the

00:14:56.470 --> 00:14:56.480 align:start position:0%
<00:14:56.470>can <00:14:56.471>see <00:14:56.472>the <00:14:56.473>model, <00:14:56.475>you <00:14:56.476>can <00:14:56.477>see <00:14:56.479>the

00:14:56.480 --> 00:14:57.990 align:start position:0%
<00:14:56.480>can <00:14:56.649>see <00:14:56.819>the <00:14:56.989>model, <00:14:57.159>you <00:14:57.329>can <00:14:57.499>see <00:14:57.669>the <00:14:57.839>prompt.

00:14:57.990 --> 00:14:58.000 align:start position:0%
prompt.

00:14:58.000 --> 00:15:02.389 align:start position:0%
<00:14:58.000>prompt. <00:14:58.155>And <00:14:58.311>all <00:14:58.466>of <00:14:58.622>this <00:14:58.777>can <00:14:58.933>be <00:14:59.088>utilized. <00:14:59.244>So <00:14:59.400>for

00:15:02.389 --> 00:15:02.399 align:start position:0%
<00:15:02.389>And <00:15:02.390>all <00:15:02.391>of <00:15:02.392>this <00:15:02.393>can <00:15:02.394>be <00:15:02.395>utilized. <00:15:02.396>So <00:15:02.398>for

00:15:02.399 --> 00:15:04.470 align:start position:0%
<00:15:02.399>And <00:15:02.554>all <00:15:02.710>of <00:15:02.865>this <00:15:03.021>can <00:15:03.176>be <00:15:03.332>utilized. <00:15:03.487>So <00:15:03.643>for <00:15:03.799>instance,

00:15:04.470 --> 00:15:04.480 align:start position:0%
instance,

00:15:04.480 --> 00:15:08.470 align:start position:0%
<00:15:04.480>instance, <00:15:04.760>I've <00:15:05.040>got <00:15:05.320>my <00:15:05.600>scores <00:15:05.880>here

00:15:08.470 --> 00:15:08.480 align:start position:0%
<00:15:08.470>I've <00:15:08.472>got <00:15:08.474>my <00:15:08.476>scores <00:15:08.479>here

00:15:08.480 --> 00:15:11.269 align:start position:0%
<00:15:08.480>I've <00:15:08.620>got <00:15:08.760>my <00:15:08.900>scores <00:15:09.040>here <00:15:09.180>and <00:15:09.320>I <00:15:09.460>have <00:15:09.600>to <00:15:09.740>go <00:15:09.880>here

00:15:11.269 --> 00:15:11.279 align:start position:0%
<00:15:11.269>and <00:15:11.270>I <00:15:11.272>have <00:15:11.274>to <00:15:11.276>go <00:15:11.278>here

00:15:11.279 --> 00:15:15.030 align:start position:0%
<00:15:11.279>and <00:15:11.379>I <00:15:11.479>have <00:15:11.579>to <00:15:11.679>go <00:15:11.779>here <00:15:11.879>and <00:15:11.979>here <00:15:12.079>are <00:15:12.179>my <00:15:12.279>scores. <00:15:12.379>So <00:15:12.479>I've <00:15:12.579>got <00:15:12.679>some

00:15:15.030 --> 00:15:15.040 align:start position:0%
<00:15:15.030>and <00:15:15.031>here <00:15:15.032>are <00:15:15.033>my <00:15:15.034>scores. <00:15:15.035>So <00:15:15.036>I've <00:15:15.037>got <00:15:15.039>some

00:15:15.040 --> 00:15:16.790 align:start position:0%
<00:15:15.040>and <00:15:15.147>here <00:15:15.255>are <00:15:15.363>my <00:15:15.470>scores. <00:15:15.578>So <00:15:15.686>I've <00:15:15.793>got <00:15:15.901>some <00:15:16.009>evaluators <00:15:16.116>here. <00:15:16.224>One <00:15:16.332>was <00:15:16.439>user

00:15:16.790 --> 00:15:16.800 align:start position:0%
<00:15:16.790>evaluators <00:15:16.792>here. <00:15:16.794>One <00:15:16.796>was <00:15:16.799>user

00:15:16.800 --> 00:15:20.310 align:start position:0%
<00:15:16.800>evaluators <00:15:16.927>here. <00:15:17.054>One <00:15:17.181>was <00:15:17.309>user <00:15:17.436>disagreement. <00:15:17.563>So <00:15:17.690>for <00:15:17.818>instance, <00:15:17.945>if <00:15:18.072>I <00:15:18.199>say,

00:15:20.310 --> 00:15:20.320 align:start position:0%
<00:15:20.310>disagreement. <00:15:20.311>So <00:15:20.313>for <00:15:20.314>instance, <00:15:20.316>if <00:15:20.317>I <00:15:20.319>say,

00:15:20.320 --> 00:15:22.710 align:start position:0%
<00:15:20.320>disagreement. <00:15:20.420>So <00:15:20.520>for <00:15:20.620>instance, <00:15:20.720>if <00:15:20.820>I <00:15:20.920>say, <00:15:21.020>"Oh, <00:15:21.120>I <00:15:21.220>I <00:15:21.320>still <00:15:21.420>couldn't <00:15:21.520>connect," <00:15:21.620>then <00:15:21.720>I

00:15:22.710 --> 00:15:22.720 align:start position:0%
<00:15:22.710>"Oh, <00:15:22.711>I <00:15:22.712>I <00:15:22.713>still <00:15:22.715>couldn't <00:15:22.716>connect," <00:15:22.717>then <00:15:22.719>I

00:15:22.720 --> 00:15:25.269 align:start position:0%
<00:15:22.720>"Oh, <00:15:22.807>I <00:15:22.895>I <00:15:22.982>still <00:15:23.070>couldn't <00:15:23.157>connect," <00:15:23.245>then <00:15:23.332>I <00:15:23.420>would <00:15:23.507>have <00:15:23.595>it <00:15:23.682>through <00:15:23.770>here. <00:15:23.857>Or <00:15:23.945>if <00:15:24.032>I <00:15:24.120>yell

00:15:25.269 --> 00:15:25.279 align:start position:0%
<00:15:25.269>would <00:15:25.270>have <00:15:25.271>it <00:15:25.272>through <00:15:25.273>here. <00:15:25.274>Or <00:15:25.275>if <00:15:25.276>I <00:15:25.278>yell

00:15:25.279 --> 00:15:27.030 align:start position:0%
<00:15:25.279>would <00:15:25.356>have <00:15:25.434>it <00:15:25.512>through <00:15:25.590>here. <00:15:25.667>Or <00:15:25.745>if <00:15:25.823>I <00:15:25.901>yell <00:15:25.979>at <00:15:26.056>the <00:15:26.134>system <00:15:26.212>and <00:15:26.290>I <00:15:26.367>think <00:15:26.445>I <00:15:26.523>did <00:15:26.601>this <00:15:26.679>in

00:15:27.030 --> 00:15:27.040 align:start position:0%
<00:15:27.030>at <00:15:27.031>the <00:15:27.031>system <00:15:27.033>and <00:15:27.034>I <00:15:27.035>think <00:15:27.036>I <00:15:27.036>did <00:15:27.038>this <00:15:27.039>in

00:15:27.040 --> 00:15:30.310 align:start position:0%
<00:15:27.040>at <00:15:27.122>the <00:15:27.204>system <00:15:27.287>and <00:15:27.369>I <00:15:27.451>think <00:15:27.534>I <00:15:27.616>did <00:15:27.698>this <00:15:27.781>in <00:15:27.863>the <00:15:27.945>previous <00:15:28.028>one <00:15:28.110>here, <00:15:28.192>then <00:15:28.275>I <00:15:28.357>have <00:15:28.439>this

00:15:30.310 --> 00:15:30.320 align:start position:0%
<00:15:30.310>the <00:15:30.311>previous <00:15:30.312>one <00:15:30.313>here, <00:15:30.315>then <00:15:30.316>I <00:15:30.317>have <00:15:30.319>this

00:15:30.320 --> 00:15:33.430 align:start position:0%
<00:15:30.320>the <00:15:30.402>previous <00:15:30.484>one <00:15:30.567>here, <00:15:30.649>then <00:15:30.731>I <00:15:30.814>have <00:15:30.896>this <00:15:30.978>one <00:15:31.061>here, <00:15:31.143>user <00:15:31.225>all <00:15:31.308>cups. <00:15:31.390>So <00:15:31.472>I <00:15:31.555>I <00:15:31.637>have <00:15:31.720>two

00:15:33.430 --> 00:15:33.440 align:start position:0%
<00:15:33.430>one <00:15:33.430>here, <00:15:33.432>user <00:15:33.433>all <00:15:33.434>cups. <00:15:33.435>So <00:15:33.436>I <00:15:33.437>I <00:15:33.438>have <00:15:33.439>two

00:15:33.440 --> 00:15:37.110 align:start position:0%
<00:15:33.440>one <00:15:33.527>here, <00:15:33.615>user <00:15:33.702>all <00:15:33.790>cups. <00:15:33.877>So <00:15:33.965>I <00:15:34.052>I <00:15:34.140>have <00:15:34.227>two <00:15:34.315>kinds <00:15:34.402>of <00:15:34.490>evaluators. <00:15:34.577>One <00:15:34.665>kind <00:15:34.752>would <00:15:34.840>be

00:15:37.110 --> 00:15:37.120 align:start position:0%
<00:15:37.110>kinds <00:15:37.111>of <00:15:37.113>evaluators. <00:15:37.114>One <00:15:37.116>kind <00:15:37.117>would <00:15:37.119>be

00:15:37.120 --> 00:15:38.949 align:start position:0%
<00:15:37.120>kinds <00:15:37.295>of <00:15:37.470>evaluators. <00:15:37.645>One <00:15:37.820>kind <00:15:37.995>would <00:15:38.170>be <00:15:38.345>it <00:15:38.520>runs

00:15:38.949 --> 00:15:38.959 align:start position:0%
<00:15:38.949>it <00:15:38.958>runs

00:15:38.959 --> 00:15:41.590 align:start position:0%
<00:15:38.959>it <00:15:39.114>runs <00:15:39.270>with <00:15:39.425>the <00:15:39.581>uh <00:15:39.736>with <00:15:39.892>an <00:15:40.047>LLM <00:15:40.203>in <00:15:40.359>the

00:15:41.590 --> 00:15:41.600 align:start position:0%
<00:15:41.590>with <00:15:41.591>the <00:15:41.592>uh <00:15:41.593>with <00:15:41.595>an <00:15:41.596>LLM <00:15:41.597>in <00:15:41.599>the

00:15:41.600 --> 00:15:44.710 align:start position:0%
<00:15:41.600>with <00:15:41.707>the <00:15:41.815>uh <00:15:41.923>with <00:15:42.030>an <00:15:42.138>LLM <00:15:42.246>in <00:15:42.353>the <00:15:42.461>background <00:15:42.569>and <00:15:42.676>it <00:15:42.784>evaluates <00:15:42.892>using <00:15:43.000>an

00:15:44.710 --> 00:15:44.720 align:start position:0%
<00:15:44.710>background <00:15:44.711>and <00:15:44.713>it <00:15:44.715>evaluates <00:15:44.717>using <00:15:44.719>an

00:15:44.720 --> 00:15:48.389 align:start position:0%
<00:15:44.720>background <00:15:44.827>and <00:15:44.935>it <00:15:45.043>evaluates <00:15:45.150>using <00:15:45.258>an <00:15:45.366>LLM. <00:15:45.473>It <00:15:45.581>evaluates <00:15:45.689>the <00:15:45.796>answers <00:15:45.904>and <00:15:46.012>uh <00:15:46.120>it

00:15:48.389 --> 00:15:48.399 align:start position:0%
<00:15:48.389>LLM. <00:15:48.390>It <00:15:48.391>evaluates <00:15:48.392>the <00:15:48.394>answers <00:15:48.395>and <00:15:48.396>uh <00:15:48.398>it

00:15:48.399 --> 00:15:50.790 align:start position:0%
<00:15:48.399>LLM. <00:15:48.499>It <00:15:48.599>evaluates <00:15:48.699>the <00:15:48.799>answers <00:15:48.899>and <00:15:48.999>uh <00:15:49.099>it <00:15:49.199>says <00:15:49.299>are <00:15:49.399>these <00:15:49.499>answers <00:15:49.599>helpful? <00:15:49.699>Was <00:15:49.799>the

00:15:50.790 --> 00:15:50.800 align:start position:0%
<00:15:50.790>says <00:15:50.791>are <00:15:50.793>these <00:15:50.794>answers <00:15:50.795>helpful? <00:15:50.797>Was <00:15:50.799>the

00:15:50.800 --> 00:15:53.110 align:start position:0%
<00:15:50.800>says <00:15:50.955>are <00:15:51.111>these <00:15:51.266>answers <00:15:51.422>helpful? <00:15:51.577>Was <00:15:51.733>the <00:15:51.888>question <00:15:52.044>off <00:15:52.199>topic?

00:15:53.110 --> 00:15:53.120 align:start position:0%
<00:15:53.110>question <00:15:53.114>off <00:15:53.119>topic?

00:15:53.120 --> 00:15:55.990 align:start position:0%
<00:15:53.120>question <00:15:53.260>off <00:15:53.400>topic? <00:15:53.540>uh <00:15:53.680>how <00:15:53.820>good <00:15:53.960>was <00:15:54.100>the <00:15:54.240>answer, <00:15:54.380>how <00:15:54.520>complete

00:15:55.990 --> 00:15:56.000 align:start position:0%
<00:15:55.990>uh <00:15:55.991>how <00:15:55.992>good <00:15:55.993>was <00:15:55.995>the <00:15:55.996>answer, <00:15:55.997>how <00:15:55.999>complete

00:15:56.000 --> 00:15:58.470 align:start position:0%
<00:15:56.000>uh <00:15:56.093>how <00:15:56.186>good <00:15:56.280>was <00:15:56.373>the <00:15:56.466>answer, <00:15:56.560>how <00:15:56.653>complete <00:15:56.746>was <00:15:56.840>the <00:15:56.933>answer, <00:15:57.026>all <00:15:57.120>that. <00:15:57.213>I <00:15:57.306>can <00:15:57.400>also

00:15:58.470 --> 00:15:58.480 align:start position:0%
<00:15:58.470>was <00:15:58.471>the <00:15:58.472>answer, <00:15:58.473>all <00:15:58.475>that. <00:15:58.476>I <00:15:58.477>can <00:15:58.479>also

00:15:58.480 --> 00:16:02.069 align:start position:0%
<00:15:58.480>was <00:15:58.580>the <00:15:58.680>answer, <00:15:58.780>all <00:15:58.880>that. <00:15:58.980>I <00:15:59.080>can <00:15:59.180>also <00:15:59.280>have <00:15:59.380>code <00:15:59.480>evaluators <00:15:59.580>and <00:15:59.680>these <00:15:59.780>are <00:15:59.880>for

00:16:02.069 --> 00:16:02.079 align:start position:0%
<00:16:02.069>have <00:16:02.070>code <00:16:02.072>evaluators <00:16:02.073>and <00:16:02.074>these <00:16:02.076>are <00:16:02.078>for

00:16:02.079 --> 00:16:04.870 align:start position:0%
<00:16:02.079>have <00:16:02.186>code <00:16:02.294>evaluators <00:16:02.402>and <00:16:02.509>these <00:16:02.617>are <00:16:02.725>for <00:16:02.832>instance <00:16:02.940>the <00:16:03.048>all <00:16:03.155>caps <00:16:03.263>thing <00:16:03.371>is <00:16:03.478>basically

00:16:04.870 --> 00:16:04.880 align:start position:0%
<00:16:04.870>instance <00:16:04.871>the <00:16:04.873>all <00:16:04.874>caps <00:16:04.876>thing <00:16:04.877>is <00:16:04.879>basically

00:16:04.880 --> 00:16:07.430 align:start position:0%
<00:16:04.880>instance <00:16:04.987>the <00:16:05.095>all <00:16:05.203>caps <00:16:05.310>thing <00:16:05.418>is <00:16:05.526>basically <00:16:05.633>just <00:16:05.741>a <00:16:05.849>little <00:16:05.956>script <00:16:06.064>that <00:16:06.172>evaluates <00:16:06.280>the

00:16:07.430 --> 00:16:07.440 align:start position:0%
<00:16:07.430>just <00:16:07.431>a <00:16:07.433>little <00:16:07.434>script <00:16:07.436>that <00:16:07.437>evaluates <00:16:07.439>the

00:16:07.440 --> 00:16:09.749 align:start position:0%
<00:16:07.440>just <00:16:07.533>a <00:16:07.626>little <00:16:07.720>script <00:16:07.813>that <00:16:07.906>evaluates <00:16:08.000>the <00:16:08.093>text <00:16:08.186>and <00:16:08.280>says <00:16:08.373>oh <00:16:08.466>my <00:16:08.560>dad <00:16:08.653>has <00:16:08.746>been <00:16:08.840>yelling

00:16:09.749 --> 00:16:09.759 align:start position:0%
<00:16:09.749>text <00:16:09.750>and <00:16:09.751>says <00:16:09.752>oh <00:16:09.753>my <00:16:09.754>dad <00:16:09.755>has <00:16:09.756>been <00:16:09.758>yelling

00:16:09.759 --> 00:16:12.389 align:start position:0%
<00:16:09.759>text <00:16:09.846>and <00:16:09.934>says <00:16:10.021>oh <00:16:10.109>my <00:16:10.196>dad <00:16:10.284>has <00:16:10.371>been <00:16:10.459>yelling <00:16:10.546>at <00:16:10.634>me <00:16:10.721>and <00:16:10.809>has <00:16:10.896>been <00:16:10.984>frustrated <00:16:11.071>and <00:16:11.159>with

00:16:12.389 --> 00:16:12.399 align:start position:0%
<00:16:12.389>at <00:16:12.390>me <00:16:12.391>and <00:16:12.392>has <00:16:12.394>been <00:16:12.395>frustrated <00:16:12.396>and <00:16:12.398>with

00:16:12.399 --> 00:16:15.430 align:start position:0%
<00:16:12.399>at <00:16:12.539>me <00:16:12.679>and <00:16:12.819>has <00:16:12.959>been <00:16:13.099>frustrated <00:16:13.239>and <00:16:13.379>with <00:16:13.519>that <00:16:13.659>I <00:16:13.799>get

00:16:15.430 --> 00:16:15.440 align:start position:0%
<00:16:15.430>that <00:16:15.434>I <00:16:15.439>get

00:16:15.440 --> 00:16:18.710 align:start position:0%
<00:16:15.440>that <00:16:15.595>I <00:16:15.751>get <00:16:15.906>the <00:16:16.062>quality <00:16:16.217>evaluated. <00:16:16.373>I <00:16:16.528>have <00:16:16.684>also <00:16:16.840>got

00:16:18.710 --> 00:16:18.720 align:start position:0%
<00:16:18.710>the <00:16:18.711>quality <00:16:18.713>evaluated. <00:16:18.714>I <00:16:18.716>have <00:16:18.717>also <00:16:18.719>got

00:16:18.720 --> 00:16:23.030 align:start position:0%
<00:16:18.720>the <00:16:18.827>quality <00:16:18.935>evaluated. <00:16:19.043>I <00:16:19.150>have <00:16:19.258>also <00:16:19.366>got <00:16:19.473>data <00:16:19.581>sets <00:16:19.689>here. <00:16:19.796>So <00:16:19.904>these <00:16:20.012>are <00:16:20.120>examples

00:16:23.030 --> 00:16:23.040 align:start position:0%
<00:16:23.030>data <00:16:23.031>sets <00:16:23.033>here. <00:16:23.034>So <00:16:23.036>these <00:16:23.037>are <00:16:23.039>examples

00:16:23.040 --> 00:16:25.030 align:start position:0%
<00:16:23.040>data <00:16:23.147>sets <00:16:23.255>here. <00:16:23.363>So <00:16:23.470>these <00:16:23.578>are <00:16:23.686>examples <00:16:23.793>for <00:16:23.901>good <00:16:24.009>answers <00:16:24.116>or <00:16:24.224>examples <00:16:24.332>for <00:16:24.439>bad

00:16:25.030 --> 00:16:25.040 align:start position:0%
<00:16:25.030>for <00:16:25.031>good <00:16:25.033>answers <00:16:25.034>or <00:16:25.036>examples <00:16:25.037>for <00:16:25.039>bad

00:16:25.040 --> 00:16:29.749 align:start position:0%
<00:16:25.040>for <00:16:25.133>good <00:16:25.226>answers <00:16:25.319>or <00:16:25.413>examples <00:16:25.506>for <00:16:25.599>bad <00:16:25.693>answers. <00:16:25.786>And <00:16:25.880>with <00:16:25.973>that <00:16:26.066>I <00:16:26.160>can <00:16:26.253>again <00:16:26.346>set <00:16:26.439>a

00:16:29.749 --> 00:16:29.759 align:start position:0%
<00:16:29.749>answers. <00:16:29.750>And <00:16:29.751>with <00:16:29.752>that <00:16:29.753>I <00:16:29.754>can <00:16:29.755>again <00:16:29.756>set <00:16:29.758>a

00:16:29.759 --> 00:16:32.389 align:start position:0%
<00:16:29.759>answers. <00:16:29.846>And <00:16:29.934>with <00:16:30.021>that <00:16:30.109>I <00:16:30.196>can <00:16:30.284>again <00:16:30.371>set <00:16:30.459>a <00:16:30.546>standard <00:16:30.634>I <00:16:30.721>can <00:16:30.809>set <00:16:30.896>a <00:16:30.984>baseline <00:16:31.071>for <00:16:31.159>the

00:16:32.389 --> 00:16:32.399 align:start position:0%
<00:16:32.389>standard <00:16:32.390>I <00:16:32.391>can <00:16:32.392>set <00:16:32.394>a <00:16:32.395>baseline <00:16:32.396>for <00:16:32.398>the

00:16:32.399 --> 00:16:34.790 align:start position:0%
<00:16:32.399>standard <00:16:32.492>I <00:16:32.585>can <00:16:32.679>set <00:16:32.772>a <00:16:32.865>baseline <00:16:32.959>for <00:16:33.052>the <00:16:33.145>expectations <00:16:33.239>that <00:16:33.332>I <00:16:33.425>have <00:16:33.519>and <00:16:33.612>that <00:16:33.705>I <00:16:33.799>can

00:16:34.790 --> 00:16:34.800 align:start position:0%
<00:16:34.790>expectations <00:16:34.791>that <00:16:34.792>I <00:16:34.793>have <00:16:34.795>and <00:16:34.796>that <00:16:34.797>I <00:16:34.799>can

00:16:34.800 --> 00:16:37.590 align:start position:0%
<00:16:34.800>expectations <00:16:34.882>that <00:16:34.964>I <00:16:35.047>have <00:16:35.129>and <00:16:35.211>that <00:16:35.294>I <00:16:35.376>can <00:16:35.458>do <00:16:35.541>all <00:16:35.623>that <00:16:35.705>in <00:16:35.788>in <00:16:35.870>in <00:16:35.952>Langfuse. <00:16:36.035>I <00:16:36.117>can <00:16:36.199>set

00:16:37.590 --> 00:16:37.600 align:start position:0%
<00:16:37.590>do <00:16:37.591>all <00:16:37.592>that <00:16:37.593>in <00:16:37.594>in <00:16:37.595>in <00:16:37.596>Langfuse. <00:16:37.597>I <00:16:37.598>can <00:16:37.599>set

00:16:37.600 --> 00:16:41.189 align:start position:0%
<00:16:37.600>do <00:16:37.687>all <00:16:37.775>that <00:16:37.862>in <00:16:37.950>in <00:16:38.037>in <00:16:38.125>Langfuse. <00:16:38.212>I <00:16:38.300>can <00:16:38.387>set <00:16:38.475>up <00:16:38.562>experiments. <00:16:38.650>So <00:16:38.737>for <00:16:38.825>instance <00:16:38.912>here <00:16:39.000>I

00:16:41.189 --> 00:16:41.199 align:start position:0%
<00:16:41.189>up <00:16:41.190>experiments. <00:16:41.192>So <00:16:41.193>for <00:16:41.194>instance <00:16:41.196>here <00:16:41.198>I

00:16:41.199 --> 00:16:44.069 align:start position:0%
<00:16:41.199>up <00:16:41.399>experiments. <00:16:41.598>So <00:16:41.799>for <00:16:41.998>instance <00:16:42.199>here <00:16:42.399>I <00:16:42.598>have

00:16:44.069 --> 00:16:44.079 align:start position:0%
have

00:16:44.079 --> 00:16:46.550 align:start position:0%
<00:16:44.079>have <00:16:44.312>I've <00:16:44.545>got <00:16:44.779>two <00:16:45.012>different <00:16:45.245>prompt <00:16:45.478>versions

00:16:46.550 --> 00:16:46.560 align:start position:0%
<00:16:46.550>I've <00:16:46.551>got <00:16:46.553>two <00:16:46.555>different <00:16:46.557>prompt <00:16:46.559>versions

00:16:46.560 --> 00:16:50.470 align:start position:0%
<00:16:46.560>I've <00:16:46.660>got <00:16:46.760>two <00:16:46.859>different <00:16:46.959>prompt <00:16:47.060>versions <00:16:47.160>and <00:16:47.260>I <00:16:47.359>can <00:16:47.459>see <00:16:47.560>here <00:16:47.660>how <00:16:47.760>with <00:16:47.859>the <00:16:47.959>second

00:16:50.470 --> 00:16:50.480 align:start position:0%
<00:16:50.470>and <00:16:50.471>I <00:16:50.472>can <00:16:50.473>see <00:16:50.474>here <00:16:50.475>how <00:16:50.476>with <00:16:50.477>the <00:16:50.479>second

00:16:50.480 --> 00:16:52.550 align:start position:0%
<00:16:50.480>and <00:16:50.573>I <00:16:50.666>can <00:16:50.760>see <00:16:50.853>here <00:16:50.946>how <00:16:51.040>with <00:16:51.133>the <00:16:51.226>second <00:16:51.320>prompt <00:16:51.413>version <00:16:51.506>which <00:16:51.600>was <00:16:51.693>a <00:16:51.786>bit <00:16:51.880>more

00:16:52.550 --> 00:16:52.560 align:start position:0%
<00:16:52.550>prompt <00:16:52.551>version <00:16:52.553>which <00:16:52.554>was <00:16:52.555>a <00:16:52.557>bit <00:16:52.559>more

00:16:52.560 --> 00:16:55.590 align:start position:0%
<00:16:52.560>prompt <00:16:52.647>version <00:16:52.734>which <00:16:52.822>was <00:16:52.910>a <00:16:52.997>bit <00:16:53.084>more <00:16:53.172>refined <00:16:53.260>I <00:16:53.347>have <00:16:53.435>a <00:16:53.522>lower <00:16:53.609>cost <00:16:53.697>and <00:16:53.785>I <00:16:53.872>have <00:16:53.959>a

00:16:55.590 --> 00:16:55.600 align:start position:0%
<00:16:55.590>refined <00:16:55.591>I <00:16:55.592>have <00:16:55.593>a <00:16:55.594>lower <00:16:55.595>cost <00:16:55.596>and <00:16:55.597>I <00:16:55.598>have <00:16:55.599>a

00:16:55.600 --> 00:16:58.870 align:start position:0%
<00:16:55.600>refined <00:16:55.716>I <00:16:55.833>have <00:16:55.950>a <00:16:56.066>lower <00:16:56.183>cost <00:16:56.300>and <00:16:56.416>I <00:16:56.533>have <00:16:56.650>a <00:16:56.766>higher <00:16:56.883>correctness <00:16:57.000>score

00:16:58.870 --> 00:16:58.880 align:start position:0%
<00:16:58.870>higher <00:16:58.874>correctness <00:16:58.879>score

00:16:58.880 --> 00:17:02.629 align:start position:0%
<00:16:58.880>higher <00:16:59.020>correctness <00:16:59.160>score <00:16:59.300>and <00:16:59.439>finally <00:16:59.580>I <00:16:59.720>can <00:16:59.860>I <00:17:00.000>can <00:17:00.140>do <00:17:00.280>human

00:17:02.629 --> 00:17:02.639 align:start position:0%
<00:17:02.629>and <00:17:02.630>finally <00:17:02.631>I <00:17:02.632>can <00:17:02.634>I <00:17:02.635>can <00:17:02.636>do <00:17:02.638>human

00:17:02.639 --> 00:17:07.510 align:start position:0%
<00:17:02.639>and <00:17:02.746>finally <00:17:02.854>I <00:17:02.962>can <00:17:03.069>I <00:17:03.177>can <00:17:03.285>do <00:17:03.392>human <00:17:03.500>annotations. <00:17:03.608>I <00:17:03.715>can <00:17:03.823>mark <00:17:03.931>specific <00:17:04.039>answers

00:17:07.510 --> 00:17:07.520 align:start position:0%
<00:17:07.510>annotations. <00:17:07.511>I <00:17:07.513>can <00:17:07.515>mark <00:17:07.517>specific <00:17:07.519>answers

00:17:07.520 --> 00:17:11.510 align:start position:0%
<00:17:07.520>annotations. <00:17:07.647>I <00:17:07.774>can <00:17:07.901>mark <00:17:08.029>specific <00:17:08.156>answers <00:17:08.283>as <00:17:08.410>as <00:17:08.538>successful <00:17:08.665>or <00:17:08.792>as <00:17:08.920>unsuccessful

00:17:11.510 --> 00:17:11.520 align:start position:0%
<00:17:11.510>as <00:17:11.511>as <00:17:11.513>successful <00:17:11.515>or <00:17:11.517>as <00:17:11.519>unsuccessful

00:17:11.520 --> 00:17:14.390 align:start position:0%
<00:17:11.520>as <00:17:11.619>as <00:17:11.720>successful <00:17:11.819>or <00:17:11.920>as <00:17:12.020>unsuccessful <00:17:12.119>and <00:17:12.220>that <00:17:12.319>way <00:17:12.420>I <00:17:12.520>can <00:17:12.619>judge <00:17:12.720>and <00:17:12.819>I <00:17:12.920>can

00:17:14.390 --> 00:17:14.400 align:start position:0%
<00:17:14.390>and <00:17:14.391>that <00:17:14.392>way <00:17:14.393>I <00:17:14.394>can <00:17:14.395>judge <00:17:14.396>and <00:17:14.397>I <00:17:14.399>can

00:17:14.400 --> 00:17:17.669 align:start position:0%
<00:17:14.400>and <00:17:14.493>that <00:17:14.586>way <00:17:14.680>I <00:17:14.773>can <00:17:14.866>judge <00:17:14.960>and <00:17:15.053>I <00:17:15.146>can <00:17:15.240>improve <00:17:15.333>the <00:17:15.426>quality <00:17:15.520>also <00:17:15.613>and <00:17:15.706>that <00:17:15.800>is

00:17:17.669 --> 00:17:17.679 align:start position:0%
<00:17:17.669>improve <00:17:17.670>the <00:17:17.672>quality <00:17:17.673>also <00:17:17.675>and <00:17:17.676>that <00:17:17.678>is

00:17:17.679 --> 00:17:20.230 align:start position:0%
<00:17:17.679>improve <00:17:17.795>the <00:17:17.912>quality <00:17:18.029>also <00:17:18.145>and <00:17:18.262>that <00:17:18.379>is <00:17:18.495>another <00:17:18.612>nice <00:17:18.729>thing. <00:17:18.845>I've <00:17:18.962>got <00:17:19.079>prompt

00:17:20.230 --> 00:17:20.240 align:start position:0%
<00:17:20.230>another <00:17:20.231>nice <00:17:20.233>thing. <00:17:20.235>I've <00:17:20.237>got <00:17:20.239>prompt

00:17:20.240 --> 00:17:23.510 align:start position:0%
<00:17:20.240>another <00:17:20.367>nice <00:17:20.494>thing. <00:17:20.621>I've <00:17:20.749>got <00:17:20.876>prompt <00:17:21.003>management. <00:17:21.130>So <00:17:21.258>instead <00:17:21.385>of <00:17:21.512>putting <00:17:21.640>the

00:17:23.510 --> 00:17:23.520 align:start position:0%
<00:17:23.510>management. <00:17:23.511>So <00:17:23.513>instead <00:17:23.515>of <00:17:23.517>putting <00:17:23.519>the

00:17:23.520 --> 00:17:26.630 align:start position:0%
<00:17:23.520>management. <00:17:23.627>So <00:17:23.735>instead <00:17:23.843>of <00:17:23.950>putting <00:17:24.058>the <00:17:24.166>system <00:17:24.273>prompts <00:17:24.381>into <00:17:24.489>my <00:17:24.596>code <00:17:24.704>and <00:17:24.812>have <00:17:24.920>it

00:17:26.630 --> 00:17:26.640 align:start position:0%
<00:17:26.630>system <00:17:26.631>prompts <00:17:26.632>into <00:17:26.633>my <00:17:26.635>code <00:17:26.636>and <00:17:26.637>have <00:17:26.639>it

00:17:26.640 --> 00:17:29.909 align:start position:0%
<00:17:26.640>system <00:17:26.747>prompts <00:17:26.855>into <00:17:26.963>my <00:17:27.070>code <00:17:27.178>and <00:17:27.286>have <00:17:27.393>it <00:17:27.501>have <00:17:27.609>have <00:17:27.716>the <00:17:27.824>system <00:17:27.932>prompts <00:17:28.040>hardcoded

00:17:29.909 --> 00:17:29.919 align:start position:0%
<00:17:29.909>have <00:17:29.910>have <00:17:29.912>the <00:17:29.914>system <00:17:29.916>prompts <00:17:29.918>hardcoded

00:17:29.919 --> 00:17:33.590 align:start position:0%
<00:17:29.919>have <00:17:30.046>have <00:17:30.173>the <00:17:30.300>system <00:17:30.428>prompts <00:17:30.555>hardcoded <00:17:30.682>inside <00:17:30.809>my <00:17:30.937>code, <00:17:31.064>I <00:17:31.191>can <00:17:31.319>now

00:17:33.590 --> 00:17:33.600 align:start position:0%
<00:17:33.590>inside <00:17:33.591>my <00:17:33.593>code, <00:17:33.595>I <00:17:33.597>can <00:17:33.599>now

00:17:33.600 --> 00:17:36.630 align:start position:0%
<00:17:33.600>inside <00:17:33.740>my <00:17:33.879>code, <00:17:34.020>I <00:17:34.159>can <00:17:34.300>now <00:17:34.439>put <00:17:34.580>the <00:17:34.719>prompts <00:17:34.860>into <00:17:35.000>Langfuse

00:17:36.630 --> 00:17:36.640 align:start position:0%
<00:17:36.630>put <00:17:36.632>the <00:17:36.634>prompts <00:17:36.636>into <00:17:36.639>Langfuse

00:17:36.640 --> 00:17:40.070 align:start position:0%
<00:17:36.640>put <00:17:36.756>the <00:17:36.873>prompts <00:17:36.990>into <00:17:37.106>Langfuse <00:17:37.223>and <00:17:37.340>um <00:17:37.456>then <00:17:37.573>I <00:17:37.690>have <00:17:37.806>versioning. <00:17:37.923>So <00:17:38.040>right

00:17:40.070 --> 00:17:40.080 align:start position:0%
<00:17:40.070>and <00:17:40.071>um <00:17:40.072>then <00:17:40.073>I <00:17:40.075>have <00:17:40.076>versioning. <00:17:40.077>So <00:17:40.079>right

00:17:40.080 --> 00:17:41.909 align:start position:0%
<00:17:40.080>and <00:17:40.179>um <00:17:40.280>then <00:17:40.379>I <00:17:40.480>have <00:17:40.580>versioning. <00:17:40.679>So <00:17:40.780>right <00:17:40.879>now <00:17:40.980>I've <00:17:41.080>got <00:17:41.179>this <00:17:41.280>prompt <00:17:41.379>here <00:17:41.480>for

00:17:41.909 --> 00:17:41.919 align:start position:0%
<00:17:41.909>now <00:17:41.910>I've <00:17:41.912>got <00:17:41.913>this <00:17:41.915>prompt <00:17:41.916>here <00:17:41.918>for

00:17:41.919 --> 00:17:45.830 align:start position:0%
<00:17:41.919>now <00:17:42.019>I've <00:17:42.119>got <00:17:42.219>this <00:17:42.319>prompt <00:17:42.419>here <00:17:42.519>for <00:17:42.619>instance. <00:17:42.719>So <00:17:42.819>I <00:17:42.919>I <00:17:43.019>started <00:17:43.119>with <00:17:43.219>this <00:17:43.319>one.

00:17:45.830 --> 00:17:45.840 align:start position:0%
<00:17:45.830>instance. <00:17:45.831>So <00:17:45.832>I <00:17:45.833>I <00:17:45.835>started <00:17:45.836>with <00:17:45.837>this <00:17:45.839>one.

00:17:45.840 --> 00:17:47.510 align:start position:0%
<00:17:45.840>instance. <00:17:45.933>So <00:17:46.026>I <00:17:46.120>I <00:17:46.213>started <00:17:46.306>with <00:17:46.399>this <00:17:46.493>one. <00:17:46.586>Can <00:17:46.679>you <00:17:46.773>can <00:17:46.866>you <00:17:46.959>read <00:17:47.053>this? <00:17:47.146>It's <00:17:47.240>probably

00:17:47.510 --> 00:17:47.520 align:start position:0%
<00:17:47.510>Can <00:17:47.511>you <00:17:47.512>can <00:17:47.513>you <00:17:47.515>read <00:17:47.516>this? <00:17:47.517>It's <00:17:47.519>probably

00:17:47.520 --> 00:17:51.669 align:start position:0%
<00:17:47.520>Can <00:17:47.607>you <00:17:47.695>can <00:17:47.782>you <00:17:47.870>read <00:17:47.957>this? <00:17:48.045>It's <00:17:48.132>probably <00:17:48.220>hard <00:17:48.307>to <00:17:48.395>read. <00:17:48.482>So <00:17:48.570>in <00:17:48.657>version <00:17:48.745>two <00:17:48.832>I <00:17:48.920>added

00:17:51.669 --> 00:17:51.679 align:start position:0%
<00:17:51.669>hard <00:17:51.670>to <00:17:51.671>read. <00:17:51.672>So <00:17:51.673>in <00:17:51.674>version <00:17:51.675>two <00:17:51.676>I <00:17:51.678>added

00:17:51.679 --> 00:17:53.990 align:start position:0%
<00:17:51.679>hard <00:17:51.772>to <00:17:51.865>read. <00:17:51.959>So <00:17:52.052>in <00:17:52.145>version <00:17:52.239>two <00:17:52.332>I <00:17:52.425>added <00:17:52.519>this <00:17:52.612>text <00:17:52.705>start <00:17:52.799>every <00:17:52.892>answer <00:17:52.985>with <00:17:53.079>a

00:17:53.990 --> 00:17:54.000 align:start position:0%
<00:17:53.990>this <00:17:53.991>text <00:17:53.993>start <00:17:53.994>every <00:17:53.996>answer <00:17:53.997>with <00:17:53.999>a

00:17:54.000 --> 00:17:56.070 align:start position:0%
<00:17:54.000>this <00:17:54.107>text <00:17:54.215>start <00:17:54.323>every <00:17:54.430>answer <00:17:54.538>with <00:17:54.646>a <00:17:54.753>whole <00:17:54.861>com <00:17:54.969>rate <00:17:55.076>just <00:17:55.184>just <00:17:55.292>for <00:17:55.400>fun.

00:17:56.070 --> 00:17:56.080 align:start position:0%
<00:17:56.070>whole <00:17:56.071>com <00:17:56.072>rate <00:17:56.074>just <00:17:56.076>just <00:17:56.077>for <00:17:56.079>fun.

00:17:56.080 --> 00:17:58.950 align:start position:0%
<00:17:56.080>whole <00:17:56.179>com <00:17:56.280>rate <00:17:56.379>just <00:17:56.480>just <00:17:56.580>for <00:17:56.679>fun. <00:17:56.780>Version <00:17:56.879>three <00:17:56.980>is <00:17:57.080>this <00:17:57.179>one <00:17:57.280>here <00:17:57.379>where <00:17:57.480>I

00:17:58.950 --> 00:17:58.960 align:start position:0%
<00:17:58.950>Version <00:17:58.951>three <00:17:58.952>is <00:17:58.953>this <00:17:58.955>one <00:17:58.956>here <00:17:58.957>where <00:17:58.959>I

00:17:58.960 --> 00:18:01.190 align:start position:0%
<00:17:58.960>Version <00:17:59.053>three <00:17:59.146>is <00:17:59.240>this <00:17:59.333>one <00:17:59.426>here <00:17:59.520>where <00:17:59.613>I <00:17:59.706>added <00:17:59.800>another <00:17:59.893>one <00:17:59.986>which <00:18:00.080>is <00:18:00.173>if <00:18:00.266>a <00:18:00.360>request

00:18:01.190 --> 00:18:01.200 align:start position:0%
<00:18:01.190>added <00:18:01.191>another <00:18:01.192>one <00:18:01.193>which <00:18:01.195>is <00:18:01.196>if <00:18:01.197>a <00:18:01.199>request

00:18:01.200 --> 00:18:03.590 align:start position:0%
<00:18:01.200>added <00:18:01.300>another <00:18:01.400>one <00:18:01.500>which <00:18:01.600>is <00:18:01.700>if <00:18:01.800>a <00:18:01.900>request <00:18:02.000>is <00:18:02.100>outside <00:18:02.200>the <00:18:02.300>iPhone <00:18:02.400>help <00:18:02.500>don't <00:18:02.600>even

00:18:03.590 --> 00:18:03.600 align:start position:0%
<00:18:03.590>is <00:18:03.591>outside <00:18:03.592>the <00:18:03.594>iPhone <00:18:03.596>help <00:18:03.597>don't <00:18:03.599>even

00:18:03.600 --> 00:18:06.710 align:start position:0%
<00:18:03.600>is <00:18:03.699>outside <00:18:03.800>the <00:18:03.899>iPhone <00:18:04.000>help <00:18:04.100>don't <00:18:04.199>even <00:18:04.300>attempt <00:18:04.399>to <00:18:04.500>answer <00:18:04.600>and <00:18:04.699>that <00:18:04.800>is <00:18:04.899>how <00:18:05.000>I

00:18:06.710 --> 00:18:06.720 align:start position:0%
<00:18:06.710>attempt <00:18:06.711>to <00:18:06.712>answer <00:18:06.713>and <00:18:06.715>that <00:18:06.716>is <00:18:06.717>how <00:18:06.719>I

00:18:06.720 --> 00:18:08.789 align:start position:0%
<00:18:06.720>attempt <00:18:06.820>to <00:18:06.920>answer <00:18:07.020>and <00:18:07.120>that <00:18:07.220>is <00:18:07.320>how <00:18:07.420>I <00:18:07.520>improved <00:18:07.620>the <00:18:07.720>quality <00:18:07.820>of <00:18:07.920>my <00:18:08.020>answers <00:18:08.120>by

00:18:08.789 --> 00:18:08.799 align:start position:0%
<00:18:08.789>improved <00:18:08.790>the <00:18:08.792>quality <00:18:08.793>of <00:18:08.795>my <00:18:08.796>answers <00:18:08.798>by

00:18:08.799 --> 00:18:11.669 align:start position:0%
<00:18:08.799>improved <00:18:08.915>the <00:18:09.032>quality <00:18:09.149>of <00:18:09.265>my <00:18:09.382>answers <00:18:09.499>by <00:18:09.615>just <00:18:09.732>making <00:18:09.849>it <00:18:09.965>more <00:18:10.082>more <00:18:10.199>concise.

00:18:11.669 --> 00:18:11.679 align:start position:0%
<00:18:11.669>just <00:18:11.670>making <00:18:11.672>it <00:18:11.674>more <00:18:11.676>more <00:18:11.678>concise.

00:18:11.679 --> 00:18:14.150 align:start position:0%
<00:18:11.679>just <00:18:11.779>making <00:18:11.879>it <00:18:11.979>more <00:18:12.079>more <00:18:12.179>concise. <00:18:12.279>So <00:18:12.379>all <00:18:12.479>these <00:18:12.579>things <00:18:12.679>you <00:18:12.779>take <00:18:12.879>this <00:18:12.979>out <00:18:13.079>of

00:18:14.150 --> 00:18:14.160 align:start position:0%
<00:18:14.150>So <00:18:14.151>all <00:18:14.152>these <00:18:14.153>things <00:18:14.154>you <00:18:14.155>take <00:18:14.156>this <00:18:14.157>out <00:18:14.159>of

00:18:14.160 --> 00:18:18.230 align:start position:0%
<00:18:14.160>So <00:18:14.253>all <00:18:14.346>these <00:18:14.440>things <00:18:14.533>you <00:18:14.626>take <00:18:14.720>this <00:18:14.813>out <00:18:14.906>of <00:18:15.000>your <00:18:15.093>code. <00:18:15.186>Um, <00:18:15.280>Langfus <00:18:15.373>comes <00:18:15.466>with <00:18:15.560>SDKs.

00:18:18.230 --> 00:18:18.240 align:start position:0%
<00:18:18.230>your <00:18:18.231>code. <00:18:18.233>Um, <00:18:18.234>Langfus <00:18:18.236>comes <00:18:18.237>with <00:18:18.239>SDKs.

00:18:18.240 --> 00:18:20.549 align:start position:0%
<00:18:18.240>your <00:18:18.356>code. <00:18:18.473>Um, <00:18:18.590>Langfus <00:18:18.706>comes <00:18:18.823>with <00:18:18.940>SDKs. <00:18:19.056>It <00:18:19.173>collects <00:18:19.290>the <00:18:19.406>data <00:18:19.523>from <00:18:19.640>your

00:18:20.549 --> 00:18:20.559 align:start position:0%
<00:18:20.549>It <00:18:20.550>collects <00:18:20.552>the <00:18:20.554>data <00:18:20.556>from <00:18:20.558>your

00:18:20.559 --> 00:18:23.029 align:start position:0%
<00:18:20.559>It <00:18:20.699>collects <00:18:20.839>the <00:18:20.979>data <00:18:21.119>from <00:18:21.259>your <00:18:21.399>application. <00:18:21.539>You <00:18:21.678>instrument <00:18:21.819>your <00:18:21.959>agent

00:18:23.029 --> 00:18:23.039 align:start position:0%
<00:18:23.029>application. <00:18:23.031>You <00:18:23.033>instrument <00:18:23.035>your <00:18:23.038>agent

00:18:23.039 --> 00:18:25.830 align:start position:0%
<00:18:23.039>application. <00:18:23.194>You <00:18:23.350>instrument <00:18:23.505>your <00:18:23.661>agent <00:18:23.816>very <00:18:23.972>very <00:18:24.127>easily <00:18:24.283>with <00:18:24.439>annotations

00:18:25.830 --> 00:18:25.840 align:start position:0%
<00:18:25.830>very <00:18:25.832>very <00:18:25.834>easily <00:18:25.836>with <00:18:25.839>annotations

00:18:25.840 --> 00:18:29.110 align:start position:0%
<00:18:25.840>very <00:18:25.980>very <00:18:26.120>easily <00:18:26.260>with <00:18:26.399>annotations <00:18:26.540>or <00:18:26.679>with <00:18:26.820>um <00:18:26.959>including <00:18:27.100>the <00:18:27.240>Langfuse

00:18:29.110 --> 00:18:29.120 align:start position:0%
<00:18:29.110>or <00:18:29.111>with <00:18:29.113>um <00:18:29.115>including <00:18:29.117>the <00:18:29.119>Langfuse

00:18:29.120 --> 00:18:32.630 align:start position:0%
<00:18:29.120>or <00:18:29.236>with <00:18:29.353>um <00:18:29.469>including <00:18:29.586>the <00:18:29.703>Langfuse <00:18:29.820>library. <00:18:29.936>You <00:18:30.053>can <00:18:30.169>send <00:18:30.286>data <00:18:30.403>via <00:18:30.520>hotel

00:18:32.630 --> 00:18:32.640 align:start position:0%
<00:18:32.630>library. <00:18:32.631>You <00:18:32.633>can <00:18:32.634>send <00:18:32.636>data <00:18:32.637>via <00:18:32.639>hotel

00:18:32.640 --> 00:18:35.350 align:start position:0%
<00:18:32.640>library. <00:18:32.747>You <00:18:32.855>can <00:18:32.963>send <00:18:33.070>data <00:18:33.178>via <00:18:33.286>hotel <00:18:33.393>which <00:18:33.501>is <00:18:33.609>a <00:18:33.716>standard <00:18:33.824>protocol <00:18:33.932>and <00:18:34.040>then

00:18:35.350 --> 00:18:35.360 align:start position:0%
<00:18:35.350>which <00:18:35.351>is <00:18:35.352>a <00:18:35.354>standard <00:18:35.356>protocol <00:18:35.357>and <00:18:35.359>then

00:18:35.360 --> 00:18:39.669 align:start position:0%
<00:18:35.360>which <00:18:35.467>is <00:18:35.575>a <00:18:35.683>standard <00:18:35.790>protocol <00:18:35.898>and <00:18:36.006>then <00:18:36.113>you <00:18:36.221>get <00:18:36.329>the <00:18:36.436>entire <00:18:36.544>evaluation <00:18:36.652>in <00:18:36.760>your

00:18:39.669 --> 00:18:39.679 align:start position:0%
<00:18:39.669>you <00:18:39.670>get <00:18:39.672>the <00:18:39.673>entire <00:18:39.675>evaluation <00:18:39.676>in <00:18:39.678>your

00:18:39.679 --> 00:18:49.510 align:start position:0%
<00:18:39.679>you <00:18:39.795>get <00:18:39.912>the <00:18:40.029>entire <00:18:40.145>evaluation <00:18:40.262>in <00:18:40.379>your <00:18:40.495>language <00:18:40.612>GUI. <00:18:40.729>You <00:18:40.845>also <00:18:40.962>have <00:18:41.079>APIs

00:18:49.520 --> 00:18:54.710 align:start position:0%
So

00:18:54.720 --> 00:18:56.549 align:start position:0%
<00:18:54.720>that's <00:18:54.953>the <00:18:55.186>foundation <00:18:55.420>for <00:18:55.653>for <00:18:55.886>a <00:18:56.120>modern

00:18:56.549 --> 00:18:56.559 align:start position:0%
<00:18:56.549>that's <00:18:56.550>the <00:18:56.552>foundation <00:18:56.553>for <00:18:56.555>for <00:18:56.556>a <00:18:56.558>modern

00:18:56.559 --> 00:18:59.990 align:start position:0%
<00:18:56.559>that's <00:18:56.675>the <00:18:56.792>foundation <00:18:56.908>for <00:18:57.025>for <00:18:57.142>a <00:18:57.259>modern <00:18:57.375>architecture. <00:18:57.492>You've <00:18:57.609>got <00:18:57.725>Click <00:18:57.842>House <00:18:57.959>as

00:18:59.990 --> 00:19:00.000 align:start position:0%
<00:18:59.990>architecture. <00:18:59.991>You've <00:18:59.993>got <00:18:59.995>Click <00:18:59.997>House <00:18:59.999>as

00:19:00.000 --> 00:19:01.990 align:start position:0%
<00:19:00.000>architecture. <00:19:00.107>You've <00:19:00.215>got <00:19:00.323>Click <00:19:00.430>House <00:19:00.538>as <00:19:00.646>the <00:19:00.753>data <00:19:00.861>store. <00:19:00.969>And <00:19:01.076>by <00:19:01.184>the <00:19:01.292>way, <00:19:01.400>Langfuse

00:19:01.990 --> 00:19:02.000 align:start position:0%
<00:19:01.990>the <00:19:01.991>data <00:19:01.992>store. <00:19:01.993>And <00:19:01.995>by <00:19:01.996>the <00:19:01.997>way, <00:19:01.999>Langfuse

00:19:02.000 --> 00:19:04.710 align:start position:0%
<00:19:02.000>the <00:19:02.100>data <00:19:02.200>store. <00:19:02.300>And <00:19:02.400>by <00:19:02.500>the <00:19:02.600>way, <00:19:02.700>Langfuse <00:19:02.800>itself <00:19:02.900>also <00:19:03.000>stores <00:19:03.100>data <00:19:03.200>in <00:19:03.300>Click <00:19:03.400>House.

00:19:04.710 --> 00:19:04.720 align:start position:0%
<00:19:04.710>itself <00:19:04.711>also <00:19:04.713>stores <00:19:04.714>data <00:19:04.716>in <00:19:04.717>Click <00:19:04.719>House.

00:19:04.720 --> 00:19:07.990 align:start position:0%
<00:19:04.720>itself <00:19:04.820>also <00:19:04.920>stores <00:19:05.020>data <00:19:05.120>in <00:19:05.220>Click <00:19:05.320>House. <00:19:05.420>Click <00:19:05.520>House <00:19:05.620>gets <00:19:05.720>data <00:19:05.820>in <00:19:05.920>very <00:19:06.020>fast. <00:19:06.120>Gets

00:19:07.990 --> 00:19:08.000 align:start position:0%
<00:19:07.990>Click <00:19:07.991>House <00:19:07.992>gets <00:19:07.993>data <00:19:07.995>in <00:19:07.996>very <00:19:07.997>fast. <00:19:07.999>Gets

00:19:08.000 --> 00:19:10.710 align:start position:0%
<00:19:08.000>Click <00:19:08.127>House <00:19:08.254>gets <00:19:08.381>data <00:19:08.509>in <00:19:08.636>very <00:19:08.763>fast. <00:19:08.890>Gets <00:19:09.018>data <00:19:09.145>in <00:19:09.272>in <00:19:09.400>bulk.

00:19:10.710 --> 00:19:10.720 align:start position:0%
<00:19:10.710>data <00:19:10.713>in <00:19:10.716>in <00:19:10.719>bulk.

00:19:10.720 --> 00:19:14.549 align:start position:0%
<00:19:10.720>data <00:19:10.847>in <00:19:10.974>in <00:19:11.101>bulk. <00:19:11.229>uh <00:19:11.356>is <00:19:11.483>made <00:19:11.610>for <00:19:11.738>blazing <00:19:11.865>fast <00:19:11.992>queries. <00:19:12.120>It

00:19:14.549 --> 00:19:14.559 align:start position:0%
<00:19:14.549>uh <00:19:14.550>is <00:19:14.551>made <00:19:14.552>for <00:19:14.554>blazing <00:19:14.555>fast <00:19:14.556>queries. <00:19:14.558>It

00:19:14.559 --> 00:19:17.029 align:start position:0%
<00:19:14.559>uh <00:19:14.666>is <00:19:14.774>made <00:19:14.882>for <00:19:14.989>blazing <00:19:15.097>fast <00:19:15.205>queries. <00:19:15.312>It <00:19:15.420>organizes <00:19:15.528>data <00:19:15.635>internally <00:19:15.743>and <00:19:15.851>if <00:19:15.959>you

00:19:17.029 --> 00:19:17.039 align:start position:0%
<00:19:17.029>organizes <00:19:17.030>data <00:19:17.032>internally <00:19:17.034>and <00:19:17.036>if <00:19:17.038>you

00:19:17.039 --> 00:19:19.350 align:start position:0%
<00:19:17.039>organizes <00:19:17.146>data <00:19:17.254>internally <00:19:17.362>and <00:19:17.469>if <00:19:17.577>you <00:19:17.685>want <00:19:17.792>to <00:19:17.900>learn <00:19:18.008>more <00:19:18.115>about <00:19:18.223>how <00:19:18.331>click <00:19:18.439>house

00:19:19.350 --> 00:19:19.360 align:start position:0%
<00:19:19.350>want <00:19:19.351>to <00:19:19.352>learn <00:19:19.353>more <00:19:19.355>about <00:19:19.356>how <00:19:19.357>click <00:19:19.359>house

00:19:19.360 --> 00:19:22.150 align:start position:0%
<00:19:19.360>want <00:19:19.453>to <00:19:19.546>learn <00:19:19.639>more <00:19:19.733>about <00:19:19.826>how <00:19:19.919>click <00:19:20.013>house <00:19:20.106>works, <00:19:20.199>you <00:19:20.293>can <00:19:20.386>also <00:19:20.479>come <00:19:20.573>to <00:19:20.666>our <00:19:20.760>booth.

00:19:22.150 --> 00:19:22.160 align:start position:0%
<00:19:22.150>works, <00:19:22.151>you <00:19:22.152>can <00:19:22.153>also <00:19:22.155>come <00:19:22.156>to <00:19:22.157>our <00:19:22.159>booth.

00:19:22.160 --> 00:19:23.830 align:start position:0%
<00:19:22.160>works, <00:19:22.335>you <00:19:22.510>can <00:19:22.685>also <00:19:22.860>come <00:19:23.035>to <00:19:23.210>our <00:19:23.385>booth. <00:19:23.560>Oh,

00:19:23.830 --> 00:19:23.840 align:start position:0%
Oh,

00:19:23.840 --> 00:19:26.789 align:start position:0%
<00:19:23.840>Oh, <00:19:23.995>we <00:19:24.151>are <00:19:24.306>at <00:19:24.462>booth <00:19:24.617>241 <00:19:24.773>which <00:19:24.928>is <00:19:25.084>over <00:19:25.240>there

00:19:26.789 --> 00:19:26.799 align:start position:0%
<00:19:26.789>we <00:19:26.790>are <00:19:26.791>at <00:19:26.792>booth <00:19:26.793>241 <00:19:26.794>which <00:19:26.795>is <00:19:26.796>over <00:19:26.798>there

00:19:26.799 --> 00:19:29.110 align:start position:0%
<00:19:26.799>we <00:19:26.926>are <00:19:27.053>at <00:19:27.180>booth <00:19:27.308>241 <00:19:27.435>which <00:19:27.562>is <00:19:27.689>over <00:19:27.817>there <00:19:27.944>in <00:19:28.071>hall <00:19:28.199>2.2.

00:19:29.110 --> 00:19:29.120 align:start position:0%
<00:19:29.110>in <00:19:29.114>hall <00:19:29.119>2.2.

00:19:29.120 --> 00:19:31.510 align:start position:0%
<00:19:29.120>in <00:19:29.260>hall <00:19:29.399>2.2. <00:19:29.540>And <00:19:29.679>um <00:19:29.820>this <00:19:29.959>is <00:19:30.100>another <00:19:30.239>thing <00:19:30.379>that <00:19:30.520>is

00:19:31.510 --> 00:19:31.520 align:start position:0%
<00:19:31.510>And <00:19:31.511>um <00:19:31.512>this <00:19:31.513>is <00:19:31.515>another <00:19:31.516>thing <00:19:31.517>that <00:19:31.519>is

00:19:31.520 --> 00:19:33.510 align:start position:0%
<00:19:31.520>And <00:19:31.613>um <00:19:31.706>this <00:19:31.800>is <00:19:31.893>another <00:19:31.986>thing <00:19:32.080>that <00:19:32.173>is <00:19:32.266>close <00:19:32.360>to <00:19:32.453>my <00:19:32.546>heart. <00:19:32.639>We've <00:19:32.733>got <00:19:32.826>our <00:19:32.920>own

00:19:33.510 --> 00:19:33.520 align:start position:0%
<00:19:33.510>close <00:19:33.511>to <00:19:33.512>my <00:19:33.513>heart. <00:19:33.515>We've <00:19:33.516>got <00:19:33.517>our <00:19:33.519>own

00:19:33.520 --> 00:19:38.310 align:start position:0%
<00:19:33.520>close <00:19:33.607>to <00:19:33.695>my <00:19:33.782>heart. <00:19:33.870>We've <00:19:33.957>got <00:19:34.045>our <00:19:34.132>own <00:19:34.220>event <00:19:34.307>on <00:19:34.395>6th <00:19:34.482>of <00:19:34.570>October <00:19:34.657>in <00:19:34.745>Munich. <00:19:34.832>So <00:19:34.920>if

00:19:38.310 --> 00:19:38.320 align:start position:0%
<00:19:38.310>event <00:19:38.311>on <00:19:38.312>6th <00:19:38.313>of <00:19:38.314>October <00:19:38.315>in <00:19:38.316>Munich. <00:19:38.317>So <00:19:38.319>if

00:19:38.320 --> 00:19:42.390 align:start position:0%
<00:19:38.320>event <00:19:38.402>on <00:19:38.484>6th <00:19:38.567>of <00:19:38.649>October <00:19:38.731>in <00:19:38.814>Munich. <00:19:38.896>So <00:19:38.978>if <00:19:39.061>anybody <00:19:39.143>of <00:19:39.225>you <00:19:39.308>is <00:19:39.390>in <00:19:39.472>or <00:19:39.555>around <00:19:39.637>Munich <00:19:39.720>at

00:19:42.390 --> 00:19:42.400 align:start position:0%
<00:19:42.390>anybody <00:19:42.391>of <00:19:42.392>you <00:19:42.393>is <00:19:42.394>in <00:19:42.395>or <00:19:42.396>around <00:19:42.397>Munich <00:19:42.399>at

00:19:42.400 --> 00:19:45.430 align:start position:0%
<00:19:42.400>anybody <00:19:42.487>of <00:19:42.575>you <00:19:42.662>is <00:19:42.750>in <00:19:42.837>or <00:19:42.925>around <00:19:43.012>Munich <00:19:43.100>at <00:19:43.187>that <00:19:43.275>time, <00:19:43.362>you <00:19:43.450>are <00:19:43.537>most <00:19:43.625>welcome <00:19:43.712>to <00:19:43.800>join

00:19:45.430 --> 00:19:45.440 align:start position:0%
<00:19:45.430>that <00:19:45.431>time, <00:19:45.432>you <00:19:45.433>are <00:19:45.435>most <00:19:45.436>welcome <00:19:45.437>to <00:19:45.439>join

00:19:45.440 --> 00:19:47.029 align:start position:0%
<00:19:45.440>that <00:19:45.547>time, <00:19:45.655>you <00:19:45.763>are <00:19:45.870>most <00:19:45.978>welcome <00:19:46.086>to <00:19:46.193>join <00:19:46.301>this <00:19:46.409>is <00:19:46.516>the <00:19:46.624>the <00:19:46.732>barcode <00:19:46.840>for

00:19:47.029 --> 00:19:47.039 align:start position:0%
<00:19:47.029>this <00:19:47.030>is <00:19:47.032>the <00:19:47.034>the <00:19:47.036>barcode <00:19:47.038>for

00:19:47.039 --> 00:19:50.390 align:start position:0%
<00:19:47.039>this <00:19:47.166>is <00:19:47.293>the <00:19:47.420>the <00:19:47.548>barcode <00:19:47.675>for <00:19:47.802>registration. <00:19:47.929>It's <00:19:48.057>free. <00:19:48.184>There <00:19:48.311>will <00:19:48.439>be

00:19:50.390 --> 00:19:50.400 align:start position:0%
<00:19:50.390>registration. <00:19:50.391>It's <00:19:50.393>free. <00:19:50.395>There <00:19:50.397>will <00:19:50.399>be

00:19:50.400 --> 00:19:52.310 align:start position:0%
<00:19:50.400>registration. <00:19:50.527>It's <00:19:50.654>free. <00:19:50.781>There <00:19:50.909>will <00:19:51.036>be <00:19:51.163>talks <00:19:51.290>from <00:19:51.418>PR <00:19:51.545>practitioners. <00:19:51.672>There <00:19:51.800>will

00:19:52.310 --> 00:19:52.320 align:start position:0%
<00:19:52.310>talks <00:19:52.311>from <00:19:52.313>PR <00:19:52.315>practitioners. <00:19:52.317>There <00:19:52.319>will

00:19:52.320 --> 00:19:54.549 align:start position:0%
<00:19:52.320>talks <00:19:52.436>from <00:19:52.553>PR <00:19:52.669>practitioners. <00:19:52.786>There <00:19:52.903>will <00:19:53.020>be <00:19:53.136>workshops. <00:19:53.253>It <00:19:53.370>will <00:19:53.486>be <00:19:53.603>an <00:19:53.720>exciting

00:19:54.549 --> 00:19:54.559 align:start position:0%
<00:19:54.549>be <00:19:54.550>workshops. <00:19:54.552>It <00:19:54.553>will <00:19:54.555>be <00:19:54.556>an <00:19:54.558>exciting

00:19:54.559 --> 00:19:56.630 align:start position:0%
<00:19:54.559>be <00:19:54.759>workshops. <00:19:54.959>It <00:19:55.158>will <00:19:55.359>be <00:19:55.559>an <00:19:55.759>exciting <00:19:55.959>thing.

00:19:56.630 --> 00:19:56.640 align:start position:0%
thing.

00:19:56.640 --> 00:19:59.308 align:start position:0%
<00:19:56.640>thing. <00:19:57.340>Thank <00:19:58.040>you.

00:19:59.308 --> 00:19:59.318 align:start position:0%
<00:19:59.308>Thank <00:19:59.317>you.

00:19:59.318 --> 00:20:03.430 align:start position:0%
<00:19:59.318>Thank <00:20:00.018>you. <00:20:00.718>[applause]

00:20:03.440 --> 00:20:05.909 align:start position:0%
<00:20:03.440>Thank <00:20:03.673>you <00:20:03.906>for <00:20:04.140>this <00:20:04.373>great <00:20:04.606>introduction. <00:20:04.840>I

00:20:05.909 --> 00:20:05.919 align:start position:0%
<00:20:05.909>Thank <00:20:05.910>you <00:20:05.912>for <00:20:05.913>this <00:20:05.915>great <00:20:05.916>introduction. <00:20:05.918>I

00:20:05.919 --> 00:20:07.990 align:start position:0%
<00:20:05.919>Thank <00:20:06.026>you <00:20:06.134>for <00:20:06.242>this <00:20:06.349>great <00:20:06.457>introduction. <00:20:06.565>I <00:20:06.672>already <00:20:06.780>have <00:20:06.888>a <00:20:06.995>question <00:20:07.103>from <00:20:07.211>my <00:20:07.319>side.

00:20:07.990 --> 00:20:08.000 align:start position:0%
<00:20:07.990>already <00:20:07.991>have <00:20:07.993>a <00:20:07.994>question <00:20:07.996>from <00:20:07.997>my <00:20:07.999>side.

00:20:08.000 --> 00:20:10.070 align:start position:0%
<00:20:08.000>already <00:20:08.116>have <00:20:08.233>a <00:20:08.350>question <00:20:08.466>from <00:20:08.583>my <00:20:08.700>side. <00:20:08.816>You <00:20:08.933>talked <00:20:09.050>about <00:20:09.166>agents <00:20:09.283>exploring <00:20:09.400>the

00:20:10.070 --> 00:20:10.080 align:start position:0%
<00:20:10.070>You <00:20:10.071>talked <00:20:10.073>about <00:20:10.075>agents <00:20:10.077>exploring <00:20:10.079>the

00:20:10.080 --> 00:20:11.990 align:start position:0%
<00:20:10.080>You <00:20:10.196>talked <00:20:10.313>about <00:20:10.429>agents <00:20:10.546>exploring <00:20:10.663>the <00:20:10.780>traces <00:20:10.896>of <00:20:11.013>your <00:20:11.129>agents. <00:20:11.246>How <00:20:11.363>many <00:20:11.480>agents

00:20:11.990 --> 00:20:12.000 align:start position:0%
<00:20:11.990>traces <00:20:11.991>of <00:20:11.993>your <00:20:11.994>agents. <00:20:11.996>How <00:20:11.997>many <00:20:11.999>agents

00:20:12.000 --> 00:20:14.390 align:start position:0%
<00:20:12.000>traces <00:20:12.100>of <00:20:12.200>your <00:20:12.300>agents. <00:20:12.400>How <00:20:12.500>many <00:20:12.600>agents <00:20:12.700>do <00:20:12.800>you <00:20:12.900>put <00:20:13.000>then <00:20:13.100>into <00:20:13.200>a <00:20:13.300>chain? <00:20:13.400>Because

00:20:14.390 --> 00:20:14.400 align:start position:0%
<00:20:14.390>do <00:20:14.391>you <00:20:14.392>put <00:20:14.393>then <00:20:14.395>into <00:20:14.396>a <00:20:14.397>chain? <00:20:14.399>Because

00:20:14.400 --> 00:20:16.150 align:start position:0%
<00:20:14.400>do <00:20:14.493>you <00:20:14.586>put <00:20:14.680>then <00:20:14.773>into <00:20:14.866>a <00:20:14.960>chain? <00:20:15.053>Because <00:20:15.146>you <00:20:15.240>also <00:20:15.333>need <00:20:15.426>to <00:20:15.520>observe <00:20:15.613>the <00:20:15.706>agent <00:20:15.800>which

00:20:16.150 --> 00:20:16.160 align:start position:0%
<00:20:16.150>you <00:20:16.151>also <00:20:16.152>need <00:20:16.153>to <00:20:16.155>observe <00:20:16.156>the <00:20:16.157>agent <00:20:16.159>which

00:20:16.160 --> 00:20:18.310 align:start position:0%
<00:20:16.160>you <00:20:16.260>also <00:20:16.360>need <00:20:16.460>to <00:20:16.560>observe <00:20:16.660>the <00:20:16.760>agent <00:20:16.860>which <00:20:16.960>is <00:20:17.060>observing <00:20:17.160>your <00:20:17.260>agent. <00:20:17.360>To <00:20:17.460>observe <00:20:17.560>the

00:20:18.310 --> 00:20:18.320 align:start position:0%
<00:20:18.310>is <00:20:18.311>observing <00:20:18.312>your <00:20:18.314>agent. <00:20:18.316>To <00:20:18.317>observe <00:20:18.319>the

00:20:18.320 --> 00:20:21.990 align:start position:0%
<00:20:18.320>is <00:20:18.427>observing <00:20:18.535>your <00:20:18.643>agent. <00:20:18.750>To <00:20:18.858>observe <00:20:18.966>the <00:20:19.073>agent, <00:20:19.181>where <00:20:19.289>would <00:20:19.396>you <00:20:19.504>draw <00:20:19.612>the <00:20:19.720>line?

00:20:21.990 --> 00:20:22.000 align:start position:0%
<00:20:21.990>agent, <00:20:21.991>where <00:20:21.993>would <00:20:21.994>you <00:20:21.996>draw <00:20:21.997>the <00:20:21.999>line?

00:20:22.000 --> 00:20:24.070 align:start position:0%
<00:20:22.000>agent, <00:20:22.107>where <00:20:22.215>would <00:20:22.323>you <00:20:22.430>draw <00:20:22.538>the <00:20:22.646>line? <00:20:22.753>&gt;&gt; <00:20:22.861>Ah, <00:20:22.969>now <00:20:23.076>you're <00:20:23.184>getting <00:20:23.292>into <00:20:23.400>Russell's

00:20:24.070 --> 00:20:24.080 align:start position:0%
<00:20:24.070>&gt;&gt; <00:20:24.071>Ah, <00:20:24.072>now <00:20:24.074>you're <00:20:24.076>getting <00:20:24.077>into <00:20:24.079>Russell's

00:20:24.080 --> 00:20:27.350 align:start position:0%
<00:20:24.080>&gt;&gt; <00:20:24.254>Ah, <00:20:24.429>now <00:20:24.605>you're <00:20:24.780>getting <00:20:24.955>into <00:20:25.129>Russell's <00:20:25.304>paradox. <00:20:25.480>[laughter]

00:20:27.360 --> 00:20:29.350 align:start position:0%
<00:20:27.360>Um <00:20:28.760>[snorts]

00:20:29.350 --> 00:20:29.360 align:start position:0%
<00:20:29.350>Um <00:20:29.359>[snorts]

00:20:29.360 --> 00:20:33.909 align:start position:0%
<00:20:29.360>Um <00:20:29.515>[snorts] <00:20:29.671>I <00:20:29.826>would <00:20:29.982>draw <00:20:30.137>the <00:20:30.293>line <00:20:30.448>at <00:20:30.604>probably <00:20:30.760>like

00:20:33.909 --> 00:20:33.919 align:start position:0%
<00:20:33.909>I <00:20:33.910>would <00:20:33.911>draw <00:20:33.912>the <00:20:33.914>line <00:20:33.915>at <00:20:33.916>probably <00:20:33.918>like

00:20:33.919 --> 00:20:36.630 align:start position:0%
<00:20:33.919>I <00:20:34.046>would <00:20:34.173>draw <00:20:34.300>the <00:20:34.428>line <00:20:34.555>at <00:20:34.682>probably <00:20:34.809>like <00:20:34.937>like <00:20:35.064>one <00:20:35.191>level <00:20:35.319>deep.

00:20:36.630 --> 00:20:36.640 align:start position:0%
<00:20:36.630>like <00:20:36.633>one <00:20:36.636>level <00:20:36.639>deep.

00:20:36.640 --> 00:20:36.950 align:start position:0%
<00:20:36.640>like <00:20:36.695>one <00:20:36.751>level <00:20:36.807>deep. <00:20:36.863>&gt;&gt; <00:20:36.919>Okay.

00:20:36.950 --> 00:20:36.960 align:start position:0%
<00:20:36.950>&gt;&gt; <00:20:36.959>Okay.

00:20:36.960 --> 00:20:40.070 align:start position:0%
<00:20:36.960>&gt;&gt; <00:20:37.087>Okay. <00:20:37.214>&gt;&gt; <00:20:37.341>And <00:20:37.469>you <00:20:37.596>can <00:20:37.723>you <00:20:37.850>can <00:20:37.978>of <00:20:38.105>course <00:20:38.232>use <00:20:38.360>the

00:20:40.070 --> 00:20:40.080 align:start position:0%
<00:20:40.070>&gt;&gt; <00:20:40.071>And <00:20:40.072>you <00:20:40.072>can <00:20:40.073>you <00:20:40.074>can <00:20:40.076>of <00:20:40.077>course <00:20:40.078>use <00:20:40.079>the

00:20:40.080 --> 00:20:41.909 align:start position:0%
<00:20:40.080>&gt;&gt; <00:20:40.173>And <00:20:40.266>you <00:20:40.360>can <00:20:40.453>you <00:20:40.546>can <00:20:40.639>of <00:20:40.733>course <00:20:40.826>use <00:20:40.919>the <00:20:41.013>observation <00:20:41.106>again <00:20:41.199>to <00:20:41.293>observe <00:20:41.386>the <00:20:41.480>agent

00:20:41.909 --> 00:20:41.919 align:start position:0%
<00:20:41.909>observation <00:20:41.910>again <00:20:41.912>to <00:20:41.914>observe <00:20:41.916>the <00:20:41.918>agent

00:20:41.919 --> 00:20:45.430 align:start position:0%
<00:20:41.919>observation <00:20:42.026>again <00:20:42.134>to <00:20:42.242>observe <00:20:42.349>the <00:20:42.457>agent <00:20:42.565>that <00:20:42.672>observes <00:20:42.780>the <00:20:42.888>agent. <00:20:42.995>But <00:20:43.103>I <00:20:43.211>think <00:20:43.319>the

00:20:45.430 --> 00:20:45.440 align:start position:0%
<00:20:45.430>that <00:20:45.431>observes <00:20:45.432>the <00:20:45.433>agent. <00:20:45.435>But <00:20:45.436>I <00:20:45.437>think <00:20:45.439>the

00:20:45.440 --> 00:20:48.870 align:start position:0%
<00:20:45.440>that <00:20:45.522>observes <00:20:45.604>the <00:20:45.687>agent. <00:20:45.769>But <00:20:45.851>I <00:20:45.934>think <00:20:46.016>the <00:20:46.098>the <00:20:46.181>clue <00:20:46.263>is <00:20:46.345>or <00:20:46.428>the <00:20:46.510>the <00:20:46.592>clue <00:20:46.675>here <00:20:46.757>is <00:20:46.840>that

00:20:48.870 --> 00:20:48.880 align:start position:0%
<00:20:48.870>the <00:20:48.870>clue <00:20:48.871>is <00:20:48.873>or <00:20:48.874>the <00:20:48.875>the <00:20:48.876>clue <00:20:48.877>here <00:20:48.878>is <00:20:48.879>that

00:20:48.880 --> 00:20:51.990 align:start position:0%
<00:20:48.880>the <00:20:48.967>clue <00:20:49.055>is <00:20:49.142>or <00:20:49.230>the <00:20:49.317>the <00:20:49.405>clue <00:20:49.492>here <00:20:49.580>is <00:20:49.667>that <00:20:49.755>uh <00:20:49.842>the <00:20:49.930>second <00:20:50.017>level <00:20:50.105>you <00:20:50.192>keep <00:20:50.280>that

00:20:51.990 --> 00:20:52.000 align:start position:0%
<00:20:51.990>uh <00:20:51.991>the <00:20:51.993>second <00:20:51.994>level <00:20:51.996>you <00:20:51.997>keep <00:20:51.999>that

00:20:52.000 --> 00:20:55.909 align:start position:0%
<00:20:52.000>uh <00:20:52.107>the <00:20:52.215>second <00:20:52.323>level <00:20:52.430>you <00:20:52.538>keep <00:20:52.646>that <00:20:52.753>humanly <00:20:52.861>um <00:20:52.969>how <00:20:53.076>do <00:20:53.184>I <00:20:53.292>say <00:20:53.400>trackable?

00:20:55.909 --> 00:20:55.919 align:start position:0%
<00:20:55.909>humanly <00:20:55.910>um <00:20:55.912>how <00:20:55.913>do <00:20:55.915>I <00:20:55.916>say <00:20:55.918>trackable?

00:20:55.919 --> 00:20:58.310 align:start position:0%
<00:20:55.919>humanly <00:20:56.019>um <00:20:56.119>how <00:20:56.219>do <00:20:56.319>I <00:20:56.419>say <00:20:56.519>trackable? <00:20:56.619>&gt;&gt; <00:20:56.719>Okay. <00:20:56.819>Oh, <00:20:56.919>thank <00:20:57.019>you. <00:20:57.119>There's <00:20:57.219>also <00:20:57.319>a

00:20:58.310 --> 00:20:58.320 align:start position:0%
<00:20:58.310>&gt;&gt; <00:20:58.311>Okay. <00:20:58.312>Oh, <00:20:58.313>thank <00:20:58.315>you. <00:20:58.316>There's <00:20:58.317>also <00:20:58.319>a

00:20:58.320 --> 00:21:01.029 align:start position:0%
<00:20:58.320>&gt;&gt; <00:20:58.419>Okay. <00:20:58.520>Oh, <00:20:58.620>thank <00:20:58.720>you. <00:20:58.820>There's <00:20:58.919>also <00:20:59.020>a <00:20:59.120>really <00:20:59.220>nice <00:20:59.320>question <00:20:59.419>in <00:20:59.520>here <00:20:59.620>about <00:20:59.720>uh

00:21:01.029 --> 00:21:01.039 align:start position:0%
<00:21:01.029>really <00:21:01.030>nice <00:21:01.032>question <00:21:01.033>in <00:21:01.035>here <00:21:01.036>about <00:21:01.038>uh

00:21:01.039 --> 00:21:04.390 align:start position:0%
<00:21:01.039>really <00:21:01.146>nice <00:21:01.254>question <00:21:01.362>in <00:21:01.469>here <00:21:01.577>about <00:21:01.685>uh <00:21:01.792>person <00:21:01.900>as <00:21:02.008>a <00:21:02.115>PII <00:21:02.223>uh <00:21:02.331>personal <00:21:02.439>personal

00:21:04.390 --> 00:21:04.400 align:start position:0%
<00:21:04.390>person <00:21:04.391>as <00:21:04.393>a <00:21:04.394>PII <00:21:04.396>uh <00:21:04.397>personal <00:21:04.399>personal

00:21:04.400 --> 00:21:06.549 align:start position:0%
<00:21:04.400>person <00:21:04.516>as <00:21:04.633>a <00:21:04.750>PII <00:21:04.866>uh <00:21:04.983>personal <00:21:05.100>personal <00:21:05.216>identifiable <00:21:05.333>information <00:21:05.450>and <00:21:05.566>what <00:21:05.683>is <00:21:05.800>a

00:21:06.549 --> 00:21:06.559 align:start position:0%
<00:21:06.549>identifiable <00:21:06.550>information <00:21:06.552>and <00:21:06.554>what <00:21:06.556>is <00:21:06.558>a

00:21:06.559 --> 00:21:08.390 align:start position:0%
<00:21:06.559>identifiable <00:21:06.675>information <00:21:06.792>and <00:21:06.908>what <00:21:07.025>is <00:21:07.142>a <00:21:07.259>good <00:21:07.375>and <00:21:07.492>safe <00:21:07.609>practice <00:21:07.725>actually <00:21:07.842>to <00:21:07.959>log

00:21:08.390 --> 00:21:08.400 align:start position:0%
<00:21:08.390>good <00:21:08.391>and <00:21:08.393>safe <00:21:08.394>practice <00:21:08.396>actually <00:21:08.397>to <00:21:08.399>log

00:21:08.400 --> 00:21:09.750 align:start position:0%
<00:21:08.400>good <00:21:08.493>and <00:21:08.586>safe <00:21:08.680>practice <00:21:08.773>actually <00:21:08.867>to <00:21:08.960>log <00:21:09.054>it <00:21:09.147>because <00:21:09.241>user <00:21:09.334>prompts <00:21:09.428>as <00:21:09.521>you <00:21:09.615>have

00:21:09.750 --> 00:21:09.760 align:start position:0%
<00:21:09.750>it <00:21:09.751>because <00:21:09.753>user <00:21:09.754>prompts <00:21:09.756>as <00:21:09.757>you <00:21:09.759>have

00:21:09.760 --> 00:21:11.669 align:start position:0%
<00:21:09.760>it <00:21:09.867>because <00:21:09.975>user <00:21:10.083>prompts <00:21:10.190>as <00:21:10.298>you <00:21:10.406>have <00:21:10.513>shown <00:21:10.621>it <00:21:10.729>might <00:21:10.836>contain <00:21:10.944>this <00:21:11.052>kind <00:21:11.160>of

00:21:11.669 --> 00:21:11.679 align:start position:0%
<00:21:11.669>shown <00:21:11.670>it <00:21:11.672>might <00:21:11.673>contain <00:21:11.675>this <00:21:11.676>kind <00:21:11.678>of

00:21:11.679 --> 00:21:14.230 align:start position:0%
<00:21:11.679>shown <00:21:11.795>it <00:21:11.912>might <00:21:12.029>contain <00:21:12.145>this <00:21:12.262>kind <00:21:12.379>of <00:21:12.495>information. <00:21:12.612>Oh, <00:21:12.729>sorry. <00:21:12.845>What <00:21:12.962>what <00:21:13.079>what

00:21:14.230 --> 00:21:14.240 align:start position:0%
<00:21:14.230>information. <00:21:14.231>Oh, <00:21:14.233>sorry. <00:21:14.235>What <00:21:14.237>what <00:21:14.239>what

00:21:14.240 --> 00:21:16.310 align:start position:0%
<00:21:14.240>information. <00:21:14.347>Oh, <00:21:14.455>sorry. <00:21:14.563>What <00:21:14.670>what <00:21:14.778>what <00:21:14.886>is <00:21:14.993>the <00:21:15.101>the <00:21:15.209>approach <00:21:15.316>there <00:21:15.424>to <00:21:15.532>to <00:21:15.640>prevent

00:21:16.310 --> 00:21:16.320 align:start position:0%
<00:21:16.310>is <00:21:16.311>the <00:21:16.312>the <00:21:16.313>approach <00:21:16.315>there <00:21:16.316>to <00:21:16.317>to <00:21:16.319>prevent

00:21:16.320 --> 00:21:18.230 align:start position:0%
<00:21:16.320>is <00:21:16.407>the <00:21:16.495>the <00:21:16.582>approach <00:21:16.669>there <00:21:16.757>to <00:21:16.845>to <00:21:16.932>prevent <00:21:17.020>this <00:21:17.107>or <00:21:17.195>how <00:21:17.282>how <00:21:17.370>do <00:21:17.457>you <00:21:17.544>handle <00:21:17.632>this <00:21:17.720>in

00:21:18.230 --> 00:21:18.240 align:start position:0%
<00:21:18.230>this <00:21:18.231>or <00:21:18.232>how <00:21:18.233>how <00:21:18.234>do <00:21:18.235>you <00:21:18.236>handle <00:21:18.237>this <00:21:18.239>in

00:21:18.240 --> 00:21:20.789 align:start position:0%
<00:21:18.240>this <00:21:18.347>or <00:21:18.455>how <00:21:18.563>how <00:21:18.670>do <00:21:18.778>you <00:21:18.886>handle <00:21:18.993>this <00:21:19.101>in <00:21:19.209>Click <00:21:19.316>House <00:21:19.424>and <00:21:19.532>with <00:21:19.640>Langfuse?

00:21:20.789 --> 00:21:20.799 align:start position:0%
<00:21:20.789>Click <00:21:20.791>House <00:21:20.793>and <00:21:20.795>with <00:21:20.798>Langfuse?

00:21:20.799 --> 00:21:22.549 align:start position:0%
<00:21:20.799>Click <00:21:20.906>House <00:21:21.014>and <00:21:21.122>with <00:21:21.229>Langfuse? <00:21:21.337>&gt;&gt; <00:21:21.445>Okay, <00:21:21.552>so <00:21:21.660>there <00:21:21.768>is <00:21:21.875>a <00:21:21.983>Click <00:21:22.091>House <00:21:22.199>answer

00:21:22.549 --> 00:21:22.559 align:start position:0%
<00:21:22.549>&gt;&gt; <00:21:22.550>Okay, <00:21:22.551>so <00:21:22.552>there <00:21:22.553>is <00:21:22.554>a <00:21:22.555>Click <00:21:22.556>House <00:21:22.558>answer

00:21:22.559 --> 00:21:24.630 align:start position:0%
<00:21:22.559>&gt;&gt; <00:21:22.652>Okay, <00:21:22.745>so <00:21:22.839>there <00:21:22.932>is <00:21:23.025>a <00:21:23.119>Click <00:21:23.212>House <00:21:23.305>answer <00:21:23.399>and <00:21:23.492>there's <00:21:23.585>a <00:21:23.678>Langfuse <00:21:23.772>answer. <00:21:23.865>So <00:21:23.959>let

00:21:24.630 --> 00:21:24.640 align:start position:0%
<00:21:24.630>and <00:21:24.631>there's <00:21:24.633>a <00:21:24.634>Langfuse <00:21:24.636>answer. <00:21:24.637>So <00:21:24.639>let

00:21:24.640 --> 00:21:26.470 align:start position:0%
<00:21:24.640>and <00:21:24.756>there's <00:21:24.873>a <00:21:24.990>Langfuse <00:21:25.106>answer. <00:21:25.223>So <00:21:25.340>let <00:21:25.456>let's <00:21:25.573>start <00:21:25.690>with <00:21:25.806>the <00:21:25.923>domain <00:21:26.040>specific

00:21:26.470 --> 00:21:26.480 align:start position:0%
<00:21:26.470>let's <00:21:26.471>start <00:21:26.473>with <00:21:26.475>the <00:21:26.477>domain <00:21:26.479>specific

00:21:26.480 --> 00:21:28.710 align:start position:0%
<00:21:26.480>let's <00:21:26.607>start <00:21:26.734>with <00:21:26.861>the <00:21:26.989>domain <00:21:27.116>specific <00:21:27.243>answer <00:21:27.370>for <00:21:27.498>Langfuse. <00:21:27.625>There <00:21:27.752>is <00:21:27.880>data

00:21:28.710 --> 00:21:28.720 align:start position:0%
<00:21:28.710>answer <00:21:28.711>for <00:21:28.713>Langfuse. <00:21:28.715>There <00:21:28.717>is <00:21:28.719>data

00:21:28.720 --> 00:21:31.190 align:start position:0%
<00:21:28.720>answer <00:21:28.827>for <00:21:28.935>Langfuse. <00:21:29.043>There <00:21:29.150>is <00:21:29.258>data <00:21:29.366>masking <00:21:29.473>in <00:21:29.581>Langfuse. <00:21:29.689>You <00:21:29.796>can <00:21:29.904>set <00:21:30.012>up <00:21:30.120>your

00:21:31.190 --> 00:21:31.200 align:start position:0%
<00:21:31.190>masking <00:21:31.191>in <00:21:31.192>Langfuse. <00:21:31.193>You <00:21:31.195>can <00:21:31.196>set <00:21:31.197>up <00:21:31.199>your

00:21:31.200 --> 00:21:35.110 align:start position:0%
<00:21:31.200>masking <00:21:31.307>in <00:21:31.415>Langfuse. <00:21:31.523>You <00:21:31.630>can <00:21:31.738>set <00:21:31.846>up <00:21:31.953>your <00:21:32.061>own <00:21:32.169>data <00:21:32.276>masking <00:21:32.384>rules. <00:21:32.492>Uh <00:21:32.600>Langfuse

00:21:35.110 --> 00:21:35.120 align:start position:0%
<00:21:35.110>own <00:21:35.111>data <00:21:35.113>masking <00:21:35.115>rules. <00:21:35.117>Uh <00:21:35.119>Langfuse

00:21:35.120 --> 00:21:37.270 align:start position:0%
<00:21:35.120>own <00:21:35.213>data <00:21:35.306>masking <00:21:35.399>rules. <00:21:35.493>Uh <00:21:35.586>Langfuse <00:21:35.679>I <00:21:35.773>have <00:21:35.866>to <00:21:35.959>go <00:21:36.053>a <00:21:36.146>bit <00:21:36.239>into <00:21:36.333>the <00:21:36.426>weeds <00:21:36.520>here.

00:21:37.270 --> 00:21:37.280 align:start position:0%
<00:21:37.270>I <00:21:37.271>have <00:21:37.272>to <00:21:37.273>go <00:21:37.274>a <00:21:37.275>bit <00:21:37.276>into <00:21:37.277>the <00:21:37.278>weeds <00:21:37.279>here.

00:21:37.280 --> 00:21:40.149 align:start position:0%
<00:21:37.280>I <00:21:37.367>have <00:21:37.455>to <00:21:37.542>go <00:21:37.629>a <00:21:37.717>bit <00:21:37.805>into <00:21:37.892>the <00:21:37.980>weeds <00:21:38.067>here. <00:21:38.155>There <00:21:38.242>are <00:21:38.330>basically <00:21:38.417>three <00:21:38.504>way <00:21:38.592>or <00:21:38.680>there

00:21:40.149 --> 00:21:40.159 align:start position:0%
<00:21:40.149>There <00:21:40.150>are <00:21:40.152>basically <00:21:40.153>three <00:21:40.155>way <00:21:40.156>or <00:21:40.158>there

00:21:40.159 --> 00:21:43.029 align:start position:0%
<00:21:40.159>There <00:21:40.259>are <00:21:40.359>basically <00:21:40.459>three <00:21:40.559>way <00:21:40.659>or <00:21:40.759>there <00:21:40.859>you <00:21:40.959>can <00:21:41.059>um <00:21:41.159>deploy <00:21:41.259>lang <00:21:41.359>yourself <00:21:41.459>as <00:21:41.559>an

00:21:43.029 --> 00:21:43.039 align:start position:0%
<00:21:43.029>you <00:21:43.030>can <00:21:43.031>um <00:21:43.032>deploy <00:21:43.034>lang <00:21:43.035>yourself <00:21:43.036>as <00:21:43.038>an

00:21:43.039 --> 00:21:45.110 align:start position:0%
<00:21:43.039>you <00:21:43.139>can <00:21:43.239>um <00:21:43.339>deploy <00:21:43.439>lang <00:21:43.539>yourself <00:21:43.639>as <00:21:43.739>an <00:21:43.839>open <00:21:43.939>source <00:21:44.039>tool. <00:21:44.139>Then <00:21:44.239>there <00:21:44.339>is <00:21:44.439>an

00:21:45.110 --> 00:21:45.120 align:start position:0%
<00:21:45.110>open <00:21:45.111>source <00:21:45.112>tool. <00:21:45.114>Then <00:21:45.116>there <00:21:45.117>is <00:21:45.119>an

00:21:45.120 --> 00:21:48.310 align:start position:0%
<00:21:45.120>open <00:21:45.260>source <00:21:45.399>tool. <00:21:45.540>Then <00:21:45.679>there <00:21:45.820>is <00:21:45.959>an <00:21:46.100>enterprise <00:21:46.239>self-deployed <00:21:46.379>version <00:21:46.520>and

00:21:48.310 --> 00:21:48.320 align:start position:0%
<00:21:48.310>enterprise <00:21:48.312>self-deployed <00:21:48.316>version <00:21:48.319>and

00:21:48.320 --> 00:21:50.390 align:start position:0%
<00:21:48.320>enterprise <00:21:48.475>self-deployed <00:21:48.631>version <00:21:48.786>and <00:21:48.942>then <00:21:49.097>there's <00:21:49.253>langfuse <00:21:49.408>cloud. <00:21:49.564>In <00:21:49.720>the

00:21:50.390 --> 00:21:50.400 align:start position:0%
<00:21:50.390>then <00:21:50.391>there's <00:21:50.393>langfuse <00:21:50.395>cloud. <00:21:50.397>In <00:21:50.399>the

00:21:50.400 --> 00:21:52.630 align:start position:0%
<00:21:50.400>then <00:21:50.527>there's <00:21:50.654>langfuse <00:21:50.781>cloud. <00:21:50.909>In <00:21:51.036>the <00:21:51.163>enterprise <00:21:51.290>version <00:21:51.418>you <00:21:51.545>can <00:21:51.672>do <00:21:51.800>server

00:21:52.630 --> 00:21:52.640 align:start position:0%
<00:21:52.630>enterprise <00:21:52.631>version <00:21:52.633>you <00:21:52.635>can <00:21:52.637>do <00:21:52.639>server

00:21:52.640 --> 00:21:55.350 align:start position:0%
<00:21:52.640>enterprise <00:21:52.756>version <00:21:52.873>you <00:21:52.990>can <00:21:53.106>do <00:21:53.223>server <00:21:53.340>server <00:21:53.456>side <00:21:53.573>uh <00:21:53.690>data <00:21:53.806>masking. <00:21:53.923>In <00:21:54.040>any

00:21:55.350 --> 00:21:55.360 align:start position:0%
<00:21:55.350>server <00:21:55.351>side <00:21:55.352>uh <00:21:55.354>data <00:21:55.356>masking. <00:21:55.357>In <00:21:55.359>any

00:21:55.360 --> 00:21:57.350 align:start position:0%
<00:21:55.360>server <00:21:55.459>side <00:21:55.560>uh <00:21:55.659>data <00:21:55.760>masking. <00:21:55.860>In <00:21:55.959>any <00:21:56.060>version <00:21:56.159>of <00:21:56.260>langu <00:21:56.360>you <00:21:56.459>can <00:21:56.560>do <00:21:56.659>client <00:21:56.760>side

00:21:57.350 --> 00:21:57.360 align:start position:0%
<00:21:57.350>version <00:21:57.351>of <00:21:57.352>langu <00:21:57.353>you <00:21:57.355>can <00:21:57.356>do <00:21:57.357>client <00:21:57.359>side

00:21:57.360 --> 00:21:59.350 align:start position:0%
<00:21:57.360>version <00:21:57.453>of <00:21:57.546>langu <00:21:57.639>you <00:21:57.733>can <00:21:57.826>do <00:21:57.919>client <00:21:58.013>side <00:21:58.106>server <00:21:58.199>masking. <00:21:58.293>So <00:21:58.386>in <00:21:58.479>the <00:21:58.573>client <00:21:58.666>SDK <00:21:58.760>you

00:21:59.350 --> 00:21:59.360 align:start position:0%
<00:21:59.350>server <00:21:59.351>masking. <00:21:59.352>So <00:21:59.353>in <00:21:59.355>the <00:21:59.356>client <00:21:59.357>SDK <00:21:59.359>you

00:21:59.360 --> 00:22:02.070 align:start position:0%
<00:21:59.360>server <00:21:59.453>masking. <00:21:59.546>So <00:21:59.639>in <00:21:59.733>the <00:21:59.826>client <00:21:59.919>SDK <00:22:00.013>you <00:22:00.106>have <00:22:00.199>you <00:22:00.293>set <00:22:00.386>up <00:22:00.479>your <00:22:00.573>masking <00:22:00.666>rules. <00:22:00.760>Um

00:22:02.070 --> 00:22:02.080 align:start position:0%
<00:22:02.070>have <00:22:02.071>you <00:22:02.072>set <00:22:02.073>up <00:22:02.075>your <00:22:02.076>masking <00:22:02.077>rules. <00:22:02.079>Um

00:22:02.080 --> 00:22:03.750 align:start position:0%
<00:22:02.080>have <00:22:02.173>you <00:22:02.266>set <00:22:02.360>up <00:22:02.453>your <00:22:02.546>masking <00:22:02.639>rules. <00:22:02.733>Um <00:22:02.826>it's <00:22:02.919>still <00:22:03.013>of <00:22:03.106>course <00:22:03.199>a <00:22:03.293>question <00:22:03.386>of <00:22:03.480>the

00:22:03.750 --> 00:22:03.760 align:start position:0%
<00:22:03.750>it's <00:22:03.751>still <00:22:03.752>of <00:22:03.753>course <00:22:03.755>a <00:22:03.756>question <00:22:03.757>of <00:22:03.759>the

00:22:03.760 --> 00:22:07.350 align:start position:0%
<00:22:03.760>it's <00:22:03.853>still <00:22:03.946>of <00:22:04.040>course <00:22:04.133>a <00:22:04.226>question <00:22:04.320>of <00:22:04.413>the <00:22:04.506>how <00:22:04.600>and <00:22:04.693>how <00:22:04.786>exactly. <00:22:04.879>It <00:22:04.973>goes <00:22:05.066>quite <00:22:05.160>into

00:22:07.350 --> 00:22:07.360 align:start position:0%
<00:22:07.350>how <00:22:07.351>and <00:22:07.352>how <00:22:07.353>exactly. <00:22:07.355>It <00:22:07.356>goes <00:22:07.357>quite <00:22:07.359>into

00:22:07.360 --> 00:22:09.270 align:start position:0%
<00:22:07.360>how <00:22:07.453>and <00:22:07.546>how <00:22:07.639>exactly. <00:22:07.733>It <00:22:07.826>goes <00:22:07.919>quite <00:22:08.013>into <00:22:08.106>detail. <00:22:08.199>So <00:22:08.293>for <00:22:08.386>instance, <00:22:08.479>you <00:22:08.573>may <00:22:08.666>you <00:22:08.760>may

00:22:09.270 --> 00:22:09.280 align:start position:0%
<00:22:09.270>detail. <00:22:09.271>So <00:22:09.272>for <00:22:09.273>instance, <00:22:09.275>you <00:22:09.276>may <00:22:09.277>you <00:22:09.279>may

00:22:09.280 --> 00:22:11.750 align:start position:0%
<00:22:09.280>detail. <00:22:09.379>So <00:22:09.480>for <00:22:09.580>instance, <00:22:09.680>you <00:22:09.780>may <00:22:09.879>you <00:22:09.980>may <00:22:10.080>want <00:22:10.180>to <00:22:10.280>to <00:22:10.379>mask <00:22:10.480>phone <00:22:10.580>numbers <00:22:10.680>because

00:22:11.750 --> 00:22:11.760 align:start position:0%
<00:22:11.750>want <00:22:11.751>to <00:22:11.753>to <00:22:11.754>mask <00:22:11.756>phone <00:22:11.757>numbers <00:22:11.759>because

00:22:11.760 --> 00:22:13.909 align:start position:0%
<00:22:11.760>want <00:22:11.867>to <00:22:11.975>to <00:22:12.083>mask <00:22:12.190>phone <00:22:12.298>numbers <00:22:12.406>because <00:22:12.513>they <00:22:12.621>are <00:22:12.729>PII. <00:22:12.836>But <00:22:12.944>when <00:22:13.052>somebody <00:22:13.160>talks

00:22:13.909 --> 00:22:13.919 align:start position:0%
<00:22:13.909>they <00:22:13.910>are <00:22:13.912>PII. <00:22:13.913>But <00:22:13.915>when <00:22:13.916>somebody <00:22:13.918>talks

00:22:13.919 --> 00:22:15.350 align:start position:0%
<00:22:13.919>they <00:22:14.026>are <00:22:14.133>PII. <00:22:14.240>But <00:22:14.348>when <00:22:14.455>somebody <00:22:14.562>talks <00:22:14.670>about <00:22:14.777>the <00:22:14.884>emergency <00:22:14.992>phone <00:22:15.099>number, <00:22:15.206>that's

00:22:15.350 --> 00:22:15.360 align:start position:0%
<00:22:15.350>about <00:22:15.351>the <00:22:15.353>emergency <00:22:15.355>phone <00:22:15.357>number, <00:22:15.359>that's

00:22:15.360 --> 00:22:16.870 align:start position:0%
<00:22:15.360>about <00:22:15.464>the <00:22:15.569>emergency <00:22:15.673>phone <00:22:15.778>number, <00:22:15.882>that's <00:22:15.987>a <00:22:16.091>public <00:22:16.196>number. <00:22:16.300>You <00:22:16.405>don't <00:22:16.509>want <00:22:16.614>to <00:22:16.718>mask

00:22:16.870 --> 00:22:16.880 align:start position:0%
<00:22:16.870>a <00:22:16.871>public <00:22:16.872>number. <00:22:16.873>You <00:22:16.875>don't <00:22:16.876>want <00:22:16.877>to <00:22:16.879>mask

00:22:16.880 --> 00:22:20.149 align:start position:0%
<00:22:16.880>a <00:22:16.973>public <00:22:17.066>number. <00:22:17.160>You <00:22:17.253>don't <00:22:17.346>want <00:22:17.440>to <00:22:17.533>mask <00:22:17.626>that. <00:22:17.720>You <00:22:17.813>may <00:22:17.906>want <00:22:18.000>to <00:22:18.093>mask <00:22:18.186>person <00:22:18.280>names,

00:22:20.149 --> 00:22:20.159 align:start position:0%
<00:22:20.149>that. <00:22:20.150>You <00:22:20.151>may <00:22:20.152>want <00:22:20.154>to <00:22:20.155>mask <00:22:20.156>person <00:22:20.158>names,

00:22:20.159 --> 00:22:23.990 align:start position:0%
<00:22:20.159>that. <00:22:20.252>You <00:22:20.345>may <00:22:20.439>want <00:22:20.532>to <00:22:20.625>mask <00:22:20.719>person <00:22:20.812>names, <00:22:20.905>but <00:22:20.999>then <00:22:21.092>not <00:22:21.185>names <00:22:21.279>of <00:22:21.372>of <00:22:21.465>public <00:22:21.559>persons.

00:22:23.990 --> 00:22:24.000 align:start position:0%
<00:22:23.990>but <00:22:23.991>then <00:22:23.992>not <00:22:23.993>names <00:22:23.995>of <00:22:23.996>of <00:22:23.997>public <00:22:23.999>persons.

00:22:24.000 --> 00:22:27.270 align:start position:0%
<00:22:24.000>but <00:22:24.093>then <00:22:24.186>not <00:22:24.280>names <00:22:24.373>of <00:22:24.466>of <00:22:24.560>public <00:22:24.653>persons. <00:22:24.746>So <00:22:24.840>uh <00:22:24.933>it <00:22:25.026>is <00:22:25.120>actually <00:22:25.213>quite <00:22:25.306>a <00:22:25.400>rabbit

00:22:27.270 --> 00:22:27.280 align:start position:0%
<00:22:27.270>So <00:22:27.271>uh <00:22:27.272>it <00:22:27.273>is <00:22:27.275>actually <00:22:27.276>quite <00:22:27.277>a <00:22:27.279>rabbit

00:22:27.280 --> 00:22:29.669 align:start position:0%
<00:22:27.280>So <00:22:27.373>uh <00:22:27.466>it <00:22:27.560>is <00:22:27.653>actually <00:22:27.746>quite <00:22:27.840>a <00:22:27.933>rabbit <00:22:28.026>hole, <00:22:28.120>but <00:22:28.213>that <00:22:28.306>is <00:22:28.399>the <00:22:28.493>basic <00:22:28.586>stuff. <00:22:28.680>In

00:22:29.669 --> 00:22:29.679 align:start position:0%
<00:22:29.669>hole, <00:22:29.670>but <00:22:29.671>that <00:22:29.672>is <00:22:29.674>the <00:22:29.675>basic <00:22:29.676>stuff. <00:22:29.678>In

00:22:29.679 --> 00:22:31.270 align:start position:0%
<00:22:29.679>hole, <00:22:29.786>but <00:22:29.894>that <00:22:30.002>is <00:22:30.109>the <00:22:30.217>basic <00:22:30.325>stuff. <00:22:30.432>In <00:22:30.540>Click <00:22:30.648>House, <00:22:30.755>you've <00:22:30.863>got <00:22:30.971>dynamic <00:22:31.079>data

00:22:31.270 --> 00:22:31.280 align:start position:0%
<00:22:31.270>Click <00:22:31.271>House, <00:22:31.273>you've <00:22:31.275>got <00:22:31.277>dynamic <00:22:31.279>data

00:22:31.280 --> 00:22:33.990 align:start position:0%
<00:22:31.280>Click <00:22:31.396>House, <00:22:31.513>you've <00:22:31.629>got <00:22:31.746>dynamic <00:22:31.863>data <00:22:31.980>masking. <00:22:32.096>So <00:22:32.213>you <00:22:32.330>can <00:22:32.446>actually <00:22:32.563>store <00:22:32.680>the

00:22:33.990 --> 00:22:34.000 align:start position:0%
<00:22:33.990>masking. <00:22:33.991>So <00:22:33.993>you <00:22:33.994>can <00:22:33.996>actually <00:22:33.997>store <00:22:33.999>the

00:22:34.000 --> 00:22:35.990 align:start position:0%
<00:22:34.000>masking. <00:22:34.093>So <00:22:34.186>you <00:22:34.280>can <00:22:34.373>actually <00:22:34.466>store <00:22:34.560>the <00:22:34.653>PII <00:22:34.746>data. <00:22:34.840>I <00:22:34.933>mean <00:22:35.026>you <00:22:35.120>can <00:22:35.213>mask <00:22:35.306>them <00:22:35.400>and

00:22:35.990 --> 00:22:36.000 align:start position:0%
<00:22:35.990>PII <00:22:35.991>data. <00:22:35.992>I <00:22:35.993>mean <00:22:35.994>you <00:22:35.995>can <00:22:35.996>mask <00:22:35.997>them <00:22:35.999>and

00:22:36.000 --> 00:22:38.390 align:start position:0%
<00:22:36.000>PII <00:22:36.087>data. <00:22:36.175>I <00:22:36.262>mean <00:22:36.350>you <00:22:36.437>can <00:22:36.525>mask <00:22:36.612>them <00:22:36.700>and <00:22:36.787>and <00:22:36.875>then <00:22:36.962>just <00:22:37.050>throw <00:22:37.137>them <00:22:37.225>away <00:22:37.312>but <00:22:37.400>you

00:22:38.390 --> 00:22:38.400 align:start position:0%
<00:22:38.390>and <00:22:38.391>then <00:22:38.392>just <00:22:38.393>throw <00:22:38.395>them <00:22:38.396>away <00:22:38.397>but <00:22:38.399>you

00:22:38.400 --> 00:22:41.029 align:start position:0%
<00:22:38.400>and <00:22:38.493>then <00:22:38.586>just <00:22:38.680>throw <00:22:38.773>them <00:22:38.866>away <00:22:38.960>but <00:22:39.053>you <00:22:39.146>also <00:22:39.240>have <00:22:39.333>the <00:22:39.426>ability <00:22:39.520>to <00:22:39.613>store <00:22:39.706>the <00:22:39.800>data

00:22:41.029 --> 00:22:41.039 align:start position:0%
<00:22:41.029>also <00:22:41.030>have <00:22:41.031>the <00:22:41.032>ability <00:22:41.034>to <00:22:41.035>store <00:22:41.036>the <00:22:41.038>data

00:22:41.039 --> 00:22:44.390 align:start position:0%
<00:22:41.039>also <00:22:41.126>have <00:22:41.214>the <00:22:41.301>ability <00:22:41.389>to <00:22:41.476>store <00:22:41.564>the <00:22:41.651>data <00:22:41.739>in <00:22:41.826>full <00:22:41.914>detail <00:22:42.001>and <00:22:42.089>then <00:22:42.176>define <00:22:42.264>in <00:22:42.351>a <00:22:42.439>very

00:22:44.390 --> 00:22:44.400 align:start position:0%
<00:22:44.390>in <00:22:44.391>full <00:22:44.392>detail <00:22:44.393>and <00:22:44.394>then <00:22:44.395>define <00:22:44.396>in <00:22:44.397>a <00:22:44.399>very

00:22:44.400 --> 00:22:46.870 align:start position:0%
<00:22:44.400>in <00:22:44.487>full <00:22:44.575>detail <00:22:44.662>and <00:22:44.750>then <00:22:44.837>define <00:22:44.925>in <00:22:45.012>a <00:22:45.100>very <00:22:45.187>fine <00:22:45.275>grain <00:22:45.362>way <00:22:45.450>who <00:22:45.537>gets <00:22:45.625>to <00:22:45.712>see <00:22:45.800>those

00:22:46.870 --> 00:22:46.880 align:start position:0%
<00:22:46.870>fine <00:22:46.871>grain <00:22:46.872>way <00:22:46.873>who <00:22:46.875>gets <00:22:46.876>to <00:22:46.877>see <00:22:46.879>those

00:22:46.880 --> 00:22:48.950 align:start position:0%
<00:22:46.880>fine <00:22:46.967>grain <00:22:47.055>way <00:22:47.142>who <00:22:47.230>gets <00:22:47.317>to <00:22:47.405>see <00:22:47.492>those <00:22:47.580>data <00:22:47.667>who <00:22:47.755>gets <00:22:47.842>to <00:22:47.930>see <00:22:48.017>only <00:22:48.105>an <00:22:48.192>a <00:22:48.280>bridged

00:22:48.950 --> 00:22:48.960 align:start position:0%
<00:22:48.950>data <00:22:48.951>who <00:22:48.952>gets <00:22:48.953>to <00:22:48.954>see <00:22:48.955>only <00:22:48.956>an <00:22:48.957>a <00:22:48.959>bridged

00:22:48.960 --> 00:22:50.549 align:start position:0%
<00:22:48.960>data <00:22:49.053>who <00:22:49.146>gets <00:22:49.240>to <00:22:49.333>see <00:22:49.426>only <00:22:49.520>an <00:22:49.613>a <00:22:49.706>bridged <00:22:49.800>version <00:22:49.893>and <00:22:49.986>who <00:22:50.080>doesn't <00:22:50.173>get <00:22:50.266>any <00:22:50.360>access

00:22:50.549 --> 00:22:50.559 align:start position:0%
<00:22:50.549>version <00:22:50.550>and <00:22:50.552>who <00:22:50.553>doesn't <00:22:50.555>get <00:22:50.556>any <00:22:50.558>access

00:22:50.559 --> 00:22:52.070 align:start position:0%
<00:22:50.559>version <00:22:50.728>and <00:22:50.898>who <00:22:51.068>doesn't <00:22:51.238>get <00:22:51.408>any <00:22:51.578>access <00:22:51.748>at <00:22:51.918>all.

00:22:52.070 --> 00:22:52.080 align:start position:0%
<00:22:52.070>at <00:22:52.079>all.

00:22:52.080 --> 00:22:54.710 align:start position:0%
<00:22:52.080>at <00:22:52.235>all. <00:22:52.391>&gt;&gt; <00:22:52.546>Okay <00:22:52.702>cool <00:22:52.857>thank <00:22:53.013>you. <00:22:53.168>Uh <00:22:53.324>there's <00:22:53.480>another

00:22:54.710 --> 00:22:54.720 align:start position:0%
<00:22:54.710>&gt;&gt; <00:22:54.711>Okay <00:22:54.712>cool <00:22:54.713>thank <00:22:54.715>you. <00:22:54.716>Uh <00:22:54.717>there's <00:22:54.719>another

00:22:54.720 --> 00:22:57.430 align:start position:0%
<00:22:54.720>&gt;&gt; <00:22:54.827>Okay <00:22:54.935>cool <00:22:55.043>thank <00:22:55.150>you. <00:22:55.258>Uh <00:22:55.366>there's <00:22:55.473>another <00:22:55.581>questions <00:22:55.689>uh <00:22:55.796>uh <00:22:55.904>the <00:22:56.012>question <00:22:56.120>is

00:22:57.430 --> 00:22:57.440 align:start position:0%
<00:22:57.430>questions <00:22:57.431>uh <00:22:57.433>uh <00:22:57.435>the <00:22:57.437>question <00:22:57.439>is

00:22:57.440 --> 00:22:59.350 align:start position:0%
<00:22:57.440>questions <00:22:57.547>uh <00:22:57.655>uh <00:22:57.763>the <00:22:57.870>question <00:22:57.978>is <00:22:58.086>basically <00:22:58.193>why <00:22:58.301>do <00:22:58.409>you <00:22:58.516>not <00:22:58.624>want <00:22:58.732>to <00:22:58.840>store

00:22:59.350 --> 00:22:59.360 align:start position:0%
<00:22:59.350>basically <00:22:59.351>why <00:22:59.352>do <00:22:59.353>you <00:22:59.355>not <00:22:59.356>want <00:22:59.357>to <00:22:59.359>store

00:22:59.360 --> 00:23:02.710 align:start position:0%
<00:22:59.360>basically <00:22:59.467>why <00:22:59.575>do <00:22:59.683>you <00:22:59.790>not <00:22:59.898>want <00:23:00.006>to <00:23:00.113>store <00:23:00.221>prompts <00:23:00.329>hardcoded <00:23:00.436>in <00:23:00.544>your <00:23:00.652>code? <00:23:00.760>because

00:23:02.710 --> 00:23:02.720 align:start position:0%
<00:23:02.710>prompts <00:23:02.711>hardcoded <00:23:02.713>in <00:23:02.715>your <00:23:02.717>code? <00:23:02.719>because

00:23:02.720 --> 00:23:06.950 align:start position:0%
<00:23:02.720>prompts <00:23:02.836>hardcoded <00:23:02.953>in <00:23:03.070>your <00:23:03.186>code? <00:23:03.303>because <00:23:03.420>that <00:23:03.536>means <00:23:03.653>that <00:23:03.770>you <00:23:03.886>get <00:23:04.003>a <00:23:04.120>dependency.

00:23:06.950 --> 00:23:06.960 align:start position:0%
<00:23:06.950>that <00:23:06.951>means <00:23:06.953>that <00:23:06.954>you <00:23:06.956>get <00:23:06.957>a <00:23:06.959>dependency.

00:23:06.960 --> 00:23:09.029 align:start position:0%
<00:23:06.960>that <00:23:07.067>means <00:23:07.175>that <00:23:07.283>you <00:23:07.390>get <00:23:07.498>a <00:23:07.606>dependency. <00:23:07.713>Normally, <00:23:07.821>it's <00:23:07.929>not <00:23:08.036>the <00:23:08.144>same <00:23:08.252>person <00:23:08.360>who

00:23:09.029 --> 00:23:09.039 align:start position:0%
<00:23:09.029>Normally, <00:23:09.030>it's <00:23:09.032>not <00:23:09.033>the <00:23:09.035>same <00:23:09.036>person <00:23:09.038>who

00:23:09.039 --> 00:23:11.270 align:start position:0%
<00:23:09.039>Normally, <00:23:09.146>it's <00:23:09.254>not <00:23:09.362>the <00:23:09.469>same <00:23:09.577>person <00:23:09.685>who <00:23:09.792>develops <00:23:09.900>the <00:23:10.008>system <00:23:10.115>prompt <00:23:10.223>and <00:23:10.331>the <00:23:10.439>the

00:23:11.270 --> 00:23:11.280 align:start position:0%
<00:23:11.270>develops <00:23:11.271>the <00:23:11.273>system <00:23:11.274>prompt <00:23:11.276>and <00:23:11.277>the <00:23:11.279>the

00:23:11.280 --> 00:23:13.750 align:start position:0%
<00:23:11.280>develops <00:23:11.396>the <00:23:11.513>system <00:23:11.629>prompt <00:23:11.746>and <00:23:11.863>the <00:23:11.980>the <00:23:12.096>person <00:23:12.213>who <00:23:12.330>develops <00:23:12.446>the <00:23:12.563>application. <00:23:12.680>So,

00:23:13.750 --> 00:23:13.760 align:start position:0%
<00:23:13.750>person <00:23:13.751>who <00:23:13.753>develops <00:23:13.755>the <00:23:13.757>application. <00:23:13.759>So,

00:23:13.760 --> 00:23:15.830 align:start position:0%
<00:23:13.760>person <00:23:13.860>who <00:23:13.960>develops <00:23:14.060>the <00:23:14.160>application. <00:23:14.260>So, <00:23:14.360>you <00:23:14.460>want <00:23:14.560>to <00:23:14.660>be <00:23:14.760>able <00:23:14.860>to <00:23:14.960>change <00:23:15.060>and <00:23:15.160>modify

00:23:15.830 --> 00:23:15.840 align:start position:0%
<00:23:15.830>you <00:23:15.831>want <00:23:15.832>to <00:23:15.833>be <00:23:15.834>able <00:23:15.835>to <00:23:15.836>change <00:23:15.837>and <00:23:15.839>modify

00:23:15.840 --> 00:23:18.549 align:start position:0%
<00:23:15.840>you <00:23:15.933>want <00:23:16.026>to <00:23:16.120>be <00:23:16.213>able <00:23:16.306>to <00:23:16.399>change <00:23:16.493>and <00:23:16.586>modify <00:23:16.679>your <00:23:16.773>prompts <00:23:16.866>without <00:23:16.959>going <00:23:17.053>back <00:23:17.146>to <00:23:17.240>the

00:23:18.549 --> 00:23:18.559 align:start position:0%
<00:23:18.549>your <00:23:18.550>prompts <00:23:18.552>without <00:23:18.553>going <00:23:18.555>back <00:23:18.556>to <00:23:18.558>the

00:23:18.559 --> 00:23:20.310 align:start position:0%
<00:23:18.559>your <00:23:18.699>prompts <00:23:18.839>without <00:23:18.979>going <00:23:19.119>back <00:23:19.259>to <00:23:19.399>the <00:23:19.539>to <00:23:19.678>the <00:23:19.819>application <00:23:19.959>team.

00:23:20.310 --> 00:23:20.320 align:start position:0%
<00:23:20.310>to <00:23:20.312>the <00:23:20.316>application <00:23:20.319>team.

00:23:20.320 --> 00:23:22.070 align:start position:0%
<00:23:20.320>to <00:23:20.460>the <00:23:20.600>application <00:23:20.740>team. <00:23:20.879>&gt;&gt; <00:23:21.020>Okay, <00:23:21.159>cool. <00:23:21.300>Thank <00:23:21.439>you. <00:23:21.580>Any <00:23:21.720>other

00:23:22.070 --> 00:23:22.080 align:start position:0%
<00:23:22.070>&gt;&gt; <00:23:22.071>Okay, <00:23:22.072>cool. <00:23:22.074>Thank <00:23:22.076>you. <00:23:22.077>Any <00:23:22.079>other

00:23:22.080 --> 00:23:23.909 align:start position:0%
<00:23:22.080>&gt;&gt; <00:23:22.187>Okay, <00:23:22.295>cool. <00:23:22.403>Thank <00:23:22.510>you. <00:23:22.618>Any <00:23:22.726>other <00:23:22.833>questions <00:23:22.941>here <00:23:23.049>from <00:23:23.156>the <00:23:23.264>audience? <00:23:23.372>So, <00:23:23.480>we

00:23:23.909 --> 00:23:23.919 align:start position:0%
<00:23:23.909>questions <00:23:23.910>here <00:23:23.912>from <00:23:23.913>the <00:23:23.915>audience? <00:23:23.916>So, <00:23:23.918>we

00:23:23.919 --> 00:23:25.350 align:start position:0%
<00:23:23.919>questions <00:23:24.010>here <00:23:24.102>from <00:23:24.194>the <00:23:24.286>audience? <00:23:24.378>So, <00:23:24.470>we <00:23:24.562>also <00:23:24.654>have <00:23:24.746>a <00:23:24.838>microphone <00:23:24.930>if <00:23:25.022>you <00:23:25.114>want <00:23:25.206>to

00:23:25.350 --> 00:23:25.360 align:start position:0%
<00:23:25.350>also <00:23:25.351>have <00:23:25.352>a <00:23:25.353>microphone <00:23:25.355>if <00:23:25.356>you <00:23:25.357>want <00:23:25.359>to

00:23:25.360 --> 00:23:29.669 align:start position:0%
<00:23:25.360>also <00:23:25.487>have <00:23:25.614>a <00:23:25.741>microphone <00:23:25.869>if <00:23:25.996>you <00:23:26.123>want <00:23:26.250>to <00:23:26.378>ask <00:23:26.505>a <00:23:26.632>question <00:23:26.760>intermediately.

00:23:29.679 --> 00:23:32.149 align:start position:0%
<00:23:29.679>No. <00:23:29.854>Then <00:23:30.029>I <00:23:30.204>would <00:23:30.379>say <00:23:30.554>thank <00:23:30.729>you. <00:23:30.904>That <00:23:31.079>was

00:23:32.149 --> 00:23:32.159 align:start position:0%
<00:23:32.149>No. <00:23:32.150>Then <00:23:32.151>I <00:23:32.152>would <00:23:32.153>say <00:23:32.154>thank <00:23:32.155>you. <00:23:32.156>That <00:23:32.158>was

00:23:32.159 --> 00:23:33.590 align:start position:0%
<00:23:32.159>No. <00:23:32.250>Then <00:23:32.342>I <00:23:32.434>would <00:23:32.526>say <00:23:32.618>thank <00:23:32.710>you. <00:23:32.802>That <00:23:32.894>was <00:23:32.986>a <00:23:33.078>really <00:23:33.170>nice <00:23:33.262>introduction, <00:23:33.354>a <00:23:33.446>really

00:23:33.590 --> 00:23:33.600 align:start position:0%
<00:23:33.590>a <00:23:33.591>really <00:23:33.593>nice <00:23:33.595>introduction, <00:23:33.597>a <00:23:33.599>really

00:23:33.600 --> 00:23:36.760 align:start position:0%
<00:23:33.600>a <00:23:33.800>really <00:23:34.000>nice <00:23:34.199>introduction, <00:23:34.399>a <00:23:34.600>really <00:23:34.800>nice <00:23:35.000>talk.