WEBVTT

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<00:00:02.880>Let <00:00:03.113>me <00:00:03.346>start <00:00:03.580>with <00:00:03.813>a <00:00:04.046>headline <00:00:04.279>you've

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<00:00:05.110>Let <00:00:05.111>me <00:00:05.113>start <00:00:05.114>with <00:00:05.116>a <00:00:05.117>headline <00:00:05.119>you've

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<00:00:05.120>Let <00:00:05.275>me <00:00:05.431>start <00:00:05.586>with <00:00:05.742>a <00:00:05.897>headline <00:00:06.053>you've <00:00:06.208>probably <00:00:06.364>heard <00:00:06.520>of.

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<00:00:06.790>probably <00:00:06.794>heard <00:00:06.798>of.

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<00:00:06.800>probably <00:00:06.955>heard <00:00:07.111>of. <00:00:07.266>Only <00:00:07.422>a <00:00:07.577>few <00:00:07.733>months <00:00:07.888>ago, <00:00:08.044>many <00:00:08.200>companies

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<00:00:09.710>Only <00:00:09.711>a <00:00:09.713>few <00:00:09.714>months <00:00:09.716>ago, <00:00:09.717>many <00:00:09.719>companies

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<00:00:09.720>Only <00:00:09.836>a <00:00:09.953>few <00:00:10.070>months <00:00:10.186>ago, <00:00:10.303>many <00:00:10.420>companies <00:00:10.536>had <00:00:10.653>one <00:00:10.770>message <00:00:10.886>to <00:00:11.003>their <00:00:11.120>employees.

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<00:00:12.670>had <00:00:12.671>one <00:00:12.673>message <00:00:12.675>to <00:00:12.677>their <00:00:12.679>employees.

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<00:00:12.680>had <00:00:12.855>one <00:00:13.030>message <00:00:13.205>to <00:00:13.379>their <00:00:13.555>employees. <00:00:13.730>Use <00:00:13.905>more <00:00:14.080>AI.

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<00:00:16.470>Use <00:00:16.474>more <00:00:16.479>AI.

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<00:00:16.480>Use <00:00:16.635>more <00:00:16.791>AI. <00:00:16.946>Use <00:00:17.102>it <00:00:17.257>for <00:00:17.413>coding, <00:00:17.568>for <00:00:17.724>writing <00:00:17.880>in

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<00:00:18.990>Use <00:00:18.991>it <00:00:18.993>for <00:00:18.994>coding, <00:00:18.996>for <00:00:18.997>writing <00:00:18.999>in

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<00:00:19.000>Use <00:00:19.100>it <00:00:19.200>for <00:00:19.300>coding, <00:00:19.400>for <00:00:19.500>writing <00:00:19.600>in <00:00:19.700>emails, <00:00:19.800>even <00:00:19.900>to <00:00:20.000>save <00:00:20.100>a <00:00:20.200>document <00:00:20.300>as <00:00:20.400>a

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<00:00:22.350>emails, <00:00:22.351>even <00:00:22.352>to <00:00:22.353>save <00:00:22.355>a <00:00:22.356>document <00:00:22.357>as <00:00:22.359>a

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<00:00:22.360>emails, <00:00:22.500>even <00:00:22.640>to <00:00:22.780>save <00:00:22.919>a <00:00:23.060>document <00:00:23.200>as <00:00:23.340>a <00:00:23.480>PDF. <00:00:23.619>True <00:00:23.759>story.

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<00:00:25.070>PDF. <00:00:25.074>True <00:00:25.078>story.

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<00:00:25.080>PDF. <00:00:25.220>True <00:00:25.360>story. <00:00:25.500>The <00:00:25.639>goal <00:00:25.779>was <00:00:25.919>spending <00:00:26.060>as <00:00:26.200>many <00:00:26.339>tokens <00:00:26.479>as

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<00:00:27.310>The <00:00:27.311>goal <00:00:27.312>was <00:00:27.313>spending <00:00:27.315>as <00:00:27.316>many <00:00:27.317>tokens <00:00:27.319>as

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<00:00:27.320>The <00:00:27.462>goal <00:00:27.605>was <00:00:27.748>spending <00:00:27.891>as <00:00:28.034>many <00:00:28.177>tokens <00:00:28.320>as <00:00:28.463>possible.

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possible.

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<00:00:28.600>possible. <00:00:28.950>At <00:00:29.300>Amazon, <00:00:29.650>some <00:00:30.000>people

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<00:00:31.150>At <00:00:31.153>Amazon, <00:00:31.156>some <00:00:31.159>people

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<00:00:31.160>At <00:00:31.300>Amazon, <00:00:31.440>some <00:00:31.580>people <00:00:31.720>used <00:00:31.860>AI <00:00:32.000>just <00:00:32.140>to <00:00:32.280>improve <00:00:32.420>their <00:00:32.560>rankings.

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<00:00:34.750>used <00:00:34.751>AI <00:00:34.753>just <00:00:34.754>to <00:00:34.756>improve <00:00:34.757>their <00:00:34.759>rankings.

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<00:00:34.760>used <00:00:34.867>AI <00:00:34.975>just <00:00:35.083>to <00:00:35.190>improve <00:00:35.298>their <00:00:35.406>rankings. <00:00:35.513>Not <00:00:35.621>because <00:00:35.729>the <00:00:35.836>task <00:00:35.944>makes <00:00:36.052>sense. <00:00:36.160>A

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<00:00:37.150>Not <00:00:37.151>because <00:00:37.153>the <00:00:37.154>task <00:00:37.156>makes <00:00:37.157>sense. <00:00:37.159>A

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<00:00:37.160>Not <00:00:37.260>because <00:00:37.360>the <00:00:37.459>task <00:00:37.559>makes <00:00:37.660>sense. <00:00:37.760>A <00:00:37.860>tactic <00:00:37.959>that <00:00:38.059>was <00:00:38.160>so <00:00:38.260>popular <00:00:38.360>that <00:00:38.459>it <00:00:38.559>even

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<00:00:40.230>tactic <00:00:40.231>that <00:00:40.232>was <00:00:40.233>so <00:00:40.235>popular <00:00:40.236>that <00:00:40.237>it <00:00:40.239>even

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<00:00:40.240>tactic <00:00:40.347>that <00:00:40.455>was <00:00:40.563>so <00:00:40.670>popular <00:00:40.778>that <00:00:40.886>it <00:00:40.993>even <00:00:41.101>has <00:00:41.209>a <00:00:41.316>name <00:00:41.424>called <00:00:41.532>token <00:00:41.640>maxing.

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<00:00:43.590>has <00:00:43.591>a <00:00:43.593>name <00:00:43.595>called <00:00:43.597>token <00:00:43.599>maxing.

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<00:00:43.600>has <00:00:43.727>a <00:00:43.854>name <00:00:43.981>called <00:00:44.109>token <00:00:44.236>maxing. <00:00:44.363>By <00:00:44.490>now, <00:00:44.618>Amazon <00:00:44.745>stopped <00:00:44.872>that <00:00:45.000>leader

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<00:00:46.390>By <00:00:46.391>now, <00:00:46.393>Amazon <00:00:46.395>stopped <00:00:46.397>that <00:00:46.399>leader

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<00:00:46.400>By <00:00:46.600>now, <00:00:46.800>Amazon <00:00:47.000>stopped <00:00:47.199>that <00:00:47.400>leader <00:00:47.600>leader <00:00:47.800>board.

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<00:00:48.070>leader <00:00:48.079>board.

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<00:00:48.080>leader <00:00:48.280>board. <00:00:48.480>Also, <00:00:48.680>Meta <00:00:48.879>shut <00:00:49.080>down <00:00:49.280>their <00:00:49.480>internal

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<00:00:50.710>Also, <00:00:50.711>Meta <00:00:50.713>shut <00:00:50.715>down <00:00:50.717>their <00:00:50.719>internal

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<00:00:50.720>Also, <00:00:50.847>Meta <00:00:50.974>shut <00:00:51.101>down <00:00:51.229>their <00:00:51.356>internal <00:00:51.483>leader <00:00:51.610>board <00:00:51.738>after <00:00:51.865>employees <00:00:51.992>burned <00:00:52.120>an

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<00:00:53.870>leader <00:00:53.871>board <00:00:53.873>after <00:00:53.875>employees <00:00:53.877>burned <00:00:53.879>an

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<00:00:53.880>leader <00:00:54.007>board <00:00:54.134>after <00:00:54.261>employees <00:00:54.389>burned <00:00:54.516>an <00:00:54.643>estimate <00:00:54.770>of <00:00:54.898>900 <00:00:55.025>million <00:00:55.152>dollars <00:00:55.280>in

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<00:00:56.270>estimate <00:00:56.271>of <00:00:56.273>900 <00:00:56.275>million <00:00:56.277>dollars <00:00:56.279>in

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<00:00:56.280>estimate <00:00:56.435>of <00:00:56.591>900 <00:00:56.746>million <00:00:56.902>dollars <00:00:57.057>in <00:00:57.213>tokens <00:00:57.368>over <00:00:57.524>30 <00:00:57.680>days.

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<00:00:59.470>tokens <00:00:59.473>over <00:00:59.476>30 <00:00:59.479>days.

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<00:00:59.480>tokens <00:00:59.607>over <00:00:59.734>30 <00:00:59.861>days. <00:00:59.989>We <00:01:00.116>see <00:01:00.243>the <00:01:00.370>same <00:01:00.498>thing <00:01:00.625>not <00:01:00.752>only <00:01:00.879>with

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<00:01:01.910>We <00:01:01.911>see <00:01:01.912>the <00:01:01.913>same <00:01:01.915>thing <00:01:01.916>not <00:01:01.917>only <00:01:01.919>with

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<00:01:01.920>We <00:01:02.013>see <00:01:02.106>the <00:01:02.200>same <00:01:02.293>thing <00:01:02.386>not <00:01:02.480>only <00:01:02.573>with <00:01:02.666>Amazon <00:01:02.760>and <00:01:02.853>Meta, <00:01:02.946>but <00:01:03.040>also <00:01:03.133>with <00:01:03.226>other <00:01:03.320>big

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<00:01:05.188>Amazon <00:01:05.190>and <00:01:05.191>Meta, <00:01:05.192>but <00:01:05.194>also <00:01:05.195>with <00:01:05.196>other <00:01:05.197>big

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<00:01:05.199>Amazon <00:01:05.315>and <00:01:05.432>Meta, <00:01:05.548>but <00:01:05.665>also <00:01:05.782>with <00:01:05.899>other <00:01:06.015>big <00:01:06.132>names <00:01:06.249>like <00:01:06.365>Adobe, <00:01:06.482>Atlassian, <00:01:06.599>and

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<00:01:08.150>names <00:01:08.152>like <00:01:08.154>Adobe, <00:01:08.156>Atlassian, <00:01:08.158>and

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<00:01:08.160>names <00:01:08.431>like <00:01:08.703>Adobe, <00:01:08.975>Atlassian, <00:01:09.247>and <00:01:09.519>Citibank.

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Citibank.

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<00:01:09.680>Citibank. <00:01:09.913>Some <00:01:10.146>companies <00:01:10.380>limiting <00:01:10.613>the <00:01:10.846>access <00:01:11.080>to

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<00:01:13.430>Some <00:01:13.431>companies <00:01:13.433>limiting <00:01:13.435>the <00:01:13.437>access <00:01:13.439>to

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<00:01:13.440>Some <00:01:13.615>companies <00:01:13.789>limiting <00:01:13.965>the <00:01:14.140>access <00:01:14.315>to <00:01:14.490>newer <00:01:14.664>AI <00:01:14.840>models.

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<00:01:15.789>newer <00:01:15.794>AI <00:01:15.798>models.

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<00:01:15.800>newer <00:01:16.169>AI <00:01:16.538>models. <00:01:16.907>Others

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Others

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<00:01:17.039>Others <00:01:17.389>introduced <00:01:17.740>token <00:01:18.089>limits <00:01:18.440>and

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<00:01:19.990>introduced <00:01:19.993>token <00:01:19.996>limits <00:01:19.999>and

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<00:01:20.000>introduced <00:01:20.155>token <00:01:20.311>limits <00:01:20.466>and <00:01:20.622>others <00:01:20.777>even <00:01:20.933>show <00:01:21.088>their <00:01:21.244>employees <00:01:21.400>how

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<00:01:23.870>others <00:01:23.871>even <00:01:23.873>show <00:01:23.875>their <00:01:23.877>employees <00:01:23.878>how

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<00:01:23.880>others <00:01:24.020>even <00:01:24.160>show <00:01:24.300>their <00:01:24.440>employees <00:01:24.580>how <00:01:24.720>much <00:01:24.860>their <00:01:25.000>AI <00:01:25.140>usage <00:01:25.280>costs.

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<00:01:27.350>much <00:01:27.352>their <00:01:27.354>AI <00:01:27.356>usage <00:01:27.359>costs.

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<00:01:27.360>much <00:01:27.560>their <00:01:27.760>AI <00:01:27.960>usage <00:01:28.160>costs. <00:01:28.360>And <00:01:28.560>I <00:01:28.760>think

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<00:01:29.030>And <00:01:29.034>I <00:01:29.038>think

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<00:01:29.039>And <00:01:29.179>I <00:01:29.320>think <00:01:29.460>this <00:01:29.600>is <00:01:29.740>an <00:01:29.880>important <00:01:30.020>moment <00:01:30.160>to <00:01:30.300>pause <00:01:30.440>for

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<00:01:31.390>this <00:01:31.391>is <00:01:31.392>an <00:01:31.393>important <00:01:31.395>moment <00:01:31.396>to <00:01:31.397>pause <00:01:31.399>for

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<00:01:31.400>this <00:01:31.555>is <00:01:31.711>an <00:01:31.866>important <00:01:32.022>moment <00:01:32.177>to <00:01:32.333>pause <00:01:32.488>for <00:01:32.644>a <00:01:32.800>second.

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<00:01:33.750>a <00:01:33.758>second.

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<00:01:33.759>a <00:01:33.915>second. <00:01:34.071>Because <00:01:34.226>it <00:01:34.382>shows <00:01:34.537>that <00:01:34.693>AI <00:01:34.848>is <00:01:35.004>moving <00:01:35.160>from

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<00:01:37.630>Because <00:01:37.631>it <00:01:37.632>shows <00:01:37.633>that <00:01:37.635>AI <00:01:37.636>is <00:01:37.637>moving <00:01:37.639>from

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<00:01:37.640>Because <00:01:37.779>it <00:01:37.918>shows <00:01:38.057>that <00:01:38.196>AI <00:01:38.335>is <00:01:38.474>moving <00:01:38.613>from <00:01:38.752>a <00:01:38.891>hype

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<00:01:39.030>a <00:01:39.038>hype

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<00:01:39.039>a <00:01:39.506>hype <00:01:39.973>into <00:01:40.440>operations.

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<00:01:41.229>into <00:01:41.239>operations.

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<00:01:41.240>into <00:01:41.520>operations. <00:01:41.800>And <00:01:42.080>operations <00:01:42.360>mean <00:01:42.640>budgets.

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<00:01:44.030>And <00:01:44.033>operations <00:01:44.036>mean <00:01:44.038>budgets.

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<00:01:44.039>And <00:01:44.240>operations <00:01:44.440>mean <00:01:44.639>budgets. <00:01:44.839>And <00:01:45.039>budgets <00:01:45.240>mean <00:01:45.440>accountability.

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<00:01:46.910>And <00:01:46.913>budgets <00:01:46.916>mean <00:01:46.919>accountability.

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<00:01:46.920>And <00:01:47.095>budgets <00:01:47.270>mean <00:01:47.445>accountability. <00:01:47.620>And <00:01:47.795>accountability <00:01:47.970>means <00:01:48.145>measuring <00:01:48.320>value

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<00:01:50.270>And <00:01:50.272>accountability <00:01:50.274>means <00:01:50.276>measuring <00:01:50.279>value

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<00:01:50.280>And <00:01:50.455>accountability <00:01:50.630>means <00:01:50.805>measuring <00:01:50.980>value <00:01:51.155>and <00:01:51.330>return <00:01:51.505>on <00:01:51.680>invest.

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<00:01:52.590>and <00:01:52.593>return <00:01:52.596>on <00:01:52.598>invest.

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<00:01:52.600>and <00:01:52.727>return <00:01:52.854>on <00:01:52.981>invest. <00:01:53.109>So <00:01:53.236>the <00:01:53.363>question <00:01:53.490>is <00:01:53.618>no <00:01:53.745>longer, <00:01:53.872>does <00:01:54.000>your

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<00:01:54.789>So <00:01:54.791>the <00:01:54.792>question <00:01:54.793>is <00:01:54.795>no <00:01:54.796>longer, <00:01:54.797>does <00:01:54.798>your

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<00:01:54.800>So <00:01:54.899>the <00:01:55.000>question <00:01:55.100>is <00:01:55.200>no <00:01:55.300>longer, <00:01:55.399>does <00:01:55.500>your <00:01:55.600>company <00:01:55.700>use <00:01:55.800>AI <00:01:55.899>and <00:01:56.000>to <00:01:56.100>what <00:01:56.200>extent.

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<00:01:58.590>company <00:01:58.591>use <00:01:58.593>AI <00:01:58.594>and <00:01:58.596>to <00:01:58.597>what <00:01:58.598>extent.

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<00:01:58.600>company <00:01:58.699>use <00:01:58.800>AI <00:01:58.899>and <00:01:59.000>to <00:01:59.100>what <00:01:59.199>extent. <00:01:59.300>The <00:01:59.399>real <00:01:59.500>question <00:01:59.600>is <00:01:59.699>does <00:01:59.800>AI <00:01:59.899>really <00:02:00.000>work

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<00:02:02.110>The <00:02:02.111>real <00:02:02.112>question <00:02:02.113>is <00:02:02.115>does <00:02:02.116>AI <00:02:02.117>really <00:02:02.119>work

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<00:02:02.120>The <00:02:02.260>real <00:02:02.400>question <00:02:02.540>is <00:02:02.680>does <00:02:02.820>AI <00:02:02.960>really <00:02:03.100>work <00:02:03.240>in <00:02:03.380>your <00:02:03.520>company?

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<00:02:04.030>in <00:02:04.034>your <00:02:04.039>company?

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<00:02:04.040>in <00:02:04.180>your <00:02:04.320>company? <00:02:04.460>Does <00:02:04.600>it <00:02:04.740>create <00:02:04.880>value <00:02:05.020>that <00:02:05.160>is <00:02:05.300>bigger <00:02:05.440>than

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<00:02:06.710>Does <00:02:06.711>it <00:02:06.712>create <00:02:06.713>value <00:02:06.715>that <00:02:06.716>is <00:02:06.717>bigger <00:02:06.719>than

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<00:02:06.720>Does <00:02:06.875>it <00:02:07.031>create <00:02:07.186>value <00:02:07.342>that <00:02:07.497>is <00:02:07.653>bigger <00:02:07.808>than <00:02:07.964>the <00:02:08.120>costs?

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<00:02:08.749>the <00:02:08.758>costs?

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<00:02:08.759>the <00:02:08.992>costs? <00:02:09.225>Can <00:02:09.459>it <00:02:09.692>scale <00:02:09.925>beyond <00:02:10.159>pilots?

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<00:02:11.790>Can <00:02:11.792>it <00:02:11.794>scale <00:02:11.796>beyond <00:02:11.799>pilots?

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<00:02:11.800>Can <00:02:11.900>it <00:02:12.000>scale <00:02:12.100>beyond <00:02:12.200>pilots? <00:02:12.300>And <00:02:12.400>can <00:02:12.500>people <00:02:12.600>use <00:02:12.700>it <00:02:12.800>in <00:02:12.900>a <00:02:13.000>way <00:02:13.100>that <00:02:13.200>is

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<00:02:15.030>And <00:02:15.031>can <00:02:15.032>people <00:02:15.033>use <00:02:15.034>it <00:02:15.035>in <00:02:15.036>a <00:02:15.037>way <00:02:15.037>that <00:02:15.039>is

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<00:02:15.040>And <00:02:15.147>can <00:02:15.255>people <00:02:15.363>use <00:02:15.470>it <00:02:15.578>in <00:02:15.686>a <00:02:15.793>way <00:02:15.901>that <00:02:16.009>is <00:02:16.116>smart, <00:02:16.224>safe, <00:02:16.332>and <00:02:16.440>economically

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<00:02:18.230>smart, <00:02:18.233>safe, <00:02:18.236>and <00:02:18.239>economically

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<00:02:18.240>smart, <00:02:18.590>safe, <00:02:18.940>and <00:02:19.290>economically <00:02:19.640>sustainable?

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sustainable?

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<00:02:20.440>sustainable? <00:02:20.595>This <00:02:20.751>is <00:02:20.906>exactly <00:02:21.062>what <00:02:21.217>we <00:02:21.373>what <00:02:21.528>we <00:02:21.684>want <00:02:21.840>to

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<00:02:22.430>This <00:02:22.431>is <00:02:22.432>exactly <00:02:22.433>what <00:02:22.434>we <00:02:22.435>what <00:02:22.436>we <00:02:22.437>want <00:02:22.439>to

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<00:02:22.440>This <00:02:22.579>is <00:02:22.720>exactly <00:02:22.859>what <00:02:23.000>we <00:02:23.140>what <00:02:23.280>we <00:02:23.420>want <00:02:23.560>to <00:02:23.700>discuss <00:02:23.840>today.

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<00:02:24.150>discuss <00:02:24.159>today.

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<00:02:24.160>discuss <00:02:24.315>today. <00:02:24.471>What <00:02:24.626>are <00:02:24.782>the <00:02:24.937>limitations <00:02:25.093>of <00:02:25.248>LLMs <00:02:25.404>and <00:02:25.560>how

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<00:02:27.870>What <00:02:27.871>are <00:02:27.872>the <00:02:27.873>limitations <00:02:27.875>of <00:02:27.876>LLMs <00:02:27.877>and <00:02:27.879>how

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<00:02:27.880>What <00:02:27.980>are <00:02:28.079>the <00:02:28.180>limitations <00:02:28.280>of <00:02:28.380>LLMs <00:02:28.480>and <00:02:28.579>how <00:02:28.680>can <00:02:28.780>we <00:02:28.880>ensure <00:02:28.980>that <00:02:29.079>AI <00:02:29.180>works <00:02:29.280>in

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<00:02:31.070>can <00:02:31.071>we <00:02:31.072>ensure <00:02:31.074>that <00:02:31.076>AI <00:02:31.077>works <00:02:31.078>in

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<00:02:31.079>can <00:02:31.255>we <00:02:31.429>ensure <00:02:31.605>that <00:02:31.779>AI <00:02:31.954>works <00:02:32.130>in <00:02:32.304>real-world <00:02:32.480>companies?

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<00:02:35.000>My <00:02:35.200>name <00:02:35.400>is <00:02:35.600>Laura <00:02:35.800>Moritz. <00:02:36.000>I'm <00:02:36.200>a <00:02:36.400>tech

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<00:02:36.949>My <00:02:36.950>name <00:02:36.951>is <00:02:36.952>Laura <00:02:36.954>Moritz. <00:02:36.955>I'm <00:02:36.956>a <00:02:36.958>tech

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<00:02:36.959>My <00:02:37.052>name <00:02:37.145>is <00:02:37.239>Laura <00:02:37.332>Moritz. <00:02:37.425>I'm <00:02:37.519>a <00:02:37.612>tech <00:02:37.705>manager <00:02:37.799>for <00:02:37.892>data <00:02:37.985>and <00:02:38.079>AI <00:02:38.172>at <00:02:38.265>Globant. <00:02:38.359>I

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<00:02:39.590>manager <00:02:39.591>for <00:02:39.592>data <00:02:39.593>and <00:02:39.595>AI <00:02:39.596>at <00:02:39.597>Globant. <00:02:39.599>I

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<00:02:39.600>manager <00:02:39.693>for <00:02:39.786>data <00:02:39.880>and <00:02:39.973>AI <00:02:40.066>at <00:02:40.160>Globant. <00:02:40.253>I <00:02:40.346>lead <00:02:40.440>six <00:02:40.533>teams <00:02:40.626>in <00:02:40.720>data <00:02:40.813>science <00:02:40.906>and <00:02:41.000>AI

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<00:02:42.230>lead <00:02:42.231>six <00:02:42.232>teams <00:02:42.233>in <00:02:42.235>data <00:02:42.236>science <00:02:42.237>and <00:02:42.239>AI

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<00:02:42.240>lead <00:02:42.415>six <00:02:42.590>teams <00:02:42.765>in <00:02:42.940>data <00:02:43.115>science <00:02:43.290>and <00:02:43.465>AI <00:02:43.640>engineering.

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engineering.

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<00:02:43.840>engineering. <00:02:44.015>I <00:02:44.190>also <00:02:44.365>volunteer <00:02:44.540>as <00:02:44.715>a <00:02:44.890>head <00:02:45.065>of <00:02:45.240>strategic

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<00:02:46.510>I <00:02:46.511>also <00:02:46.512>volunteer <00:02:46.513>as <00:02:46.515>a <00:02:46.516>head <00:02:46.517>of <00:02:46.519>strategic

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<00:02:46.520>I <00:02:46.636>also <00:02:46.753>volunteer <00:02:46.870>as <00:02:46.986>a <00:02:47.103>head <00:02:47.220>of <00:02:47.336>strategic <00:02:47.453>partnerships <00:02:47.570>at <00:02:47.686>Women <00:02:47.803>in <00:02:47.920>Tech

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<00:02:49.310>partnerships <00:02:49.312>at <00:02:49.314>Women <00:02:49.316>in <00:02:49.319>Tech

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<00:02:49.320>partnerships <00:02:49.447>at <00:02:49.574>Women <00:02:49.701>in <00:02:49.829>Tech <00:02:49.956>where <00:02:50.083>I <00:02:50.210>advocate <00:02:50.338>for <00:02:50.465>more <00:02:50.592>women <00:02:50.720>in

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<00:02:51.630>where <00:02:51.631>I <00:02:51.632>advocate <00:02:51.634>for <00:02:51.636>more <00:02:51.637>women <00:02:51.638>in

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<00:02:51.640>where <00:02:51.756>I <00:02:51.873>advocate <00:02:51.989>for <00:02:52.106>more <00:02:52.223>women <00:02:52.339>in <00:02:52.456>technology <00:02:52.573>leadership <00:02:52.690>and <00:02:52.806>on <00:02:52.923>stages <00:02:53.040>like

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<00:02:54.350>technology <00:02:54.351>leadership <00:02:54.353>and <00:02:54.355>on <00:02:54.357>stages <00:02:54.359>like

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<00:02:54.360>technology <00:02:54.554>leadership <00:02:54.748>and <00:02:54.942>on <00:02:55.136>stages <00:02:55.330>like <00:02:55.524>this <00:02:55.719>one.

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<00:02:55.870>this <00:02:55.879>one.

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<00:02:55.880>this <00:02:56.035>one. <00:02:56.191>And <00:02:56.346>it's <00:02:56.502>a <00:02:56.657>great <00:02:56.813>pleasure <00:02:56.968>for <00:02:57.124>me <00:02:57.280>today

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<00:02:58.270>And <00:02:58.271>it's <00:02:58.272>a <00:02:58.273>great <00:02:58.275>pleasure <00:02:58.276>for <00:02:58.277>me <00:02:58.279>today

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<00:02:58.280>And <00:02:58.380>it's <00:02:58.480>a <00:02:58.580>great <00:02:58.680>pleasure <00:02:58.780>for <00:02:58.880>me <00:02:58.980>today <00:02:59.080>to <00:02:59.180>dive <00:02:59.280>deeper <00:02:59.380>into <00:02:59.480>LLMs <00:02:59.580>with <00:02:59.680>three

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<00:03:01.430>to <00:03:01.431>dive <00:03:01.433>deeper <00:03:01.434>into <00:03:01.436>LLMs <00:03:01.437>with <00:03:01.439>three

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<00:03:01.440>to <00:03:01.556>dive <00:03:01.673>deeper <00:03:01.790>into <00:03:01.906>LLMs <00:03:02.023>with <00:03:02.140>three <00:03:02.256>experts <00:03:02.373>on <00:03:02.490>this <00:03:02.606>topic. <00:03:02.723>So, <00:03:02.840>please

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<00:03:03.990>experts <00:03:03.991>on <00:03:03.993>this <00:03:03.995>topic. <00:03:03.997>So, <00:03:03.999>please

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<00:03:04.000>experts <00:03:04.127>on <00:03:04.254>this <00:03:04.381>topic. <00:03:04.509>So, <00:03:04.636>please <00:03:04.763>welcome <00:03:04.890>with <00:03:05.018>me <00:03:05.145>on <00:03:05.272>stage <00:03:05.400>Mariam

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<00:03:06.990>welcome <00:03:06.991>with <00:03:06.993>me <00:03:06.995>on <00:03:06.997>stage <00:03:06.999>Mariam

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<00:03:07.000>welcome <00:03:07.233>with <00:03:07.466>me <00:03:07.700>on <00:03:07.933>stage <00:03:08.166>Mariam <00:03:08.400>Hakobian.

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<00:03:12.572>&gt;&gt; <00:03:13.972>[applause]

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<00:03:15.400>&gt;&gt; <00:03:15.600>Mariam <00:03:15.800>is <00:03:16.000>the <00:03:16.200>co-founder <00:03:16.400>and <00:03:16.600>CEO <00:03:16.800>of

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<00:03:17.910>&gt;&gt; <00:03:17.911>Mariam <00:03:17.912>is <00:03:17.913>the <00:03:17.915>co-founder <00:03:17.916>and <00:03:17.917>CEO <00:03:17.919>of

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<00:03:17.920>&gt;&gt; <00:03:18.020>Mariam <00:03:18.120>is <00:03:18.220>the <00:03:18.320>co-founder <00:03:18.420>and <00:03:18.520>CEO <00:03:18.620>of <00:03:18.720>Softr <00:03:18.820>IO. <00:03:18.920>Softr <00:03:19.020>IO <00:03:19.120>is <00:03:19.220>a <00:03:19.320>Berlin-based

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<00:03:21.790>Softr <00:03:21.791>IO. <00:03:21.793>Softr <00:03:21.794>IO <00:03:21.796>is <00:03:21.797>a <00:03:21.799>Berlin-based

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<00:03:21.800>Softr <00:03:21.927>IO. <00:03:22.054>Softr <00:03:22.181>IO <00:03:22.309>is <00:03:22.436>a <00:03:22.563>Berlin-based <00:03:22.690>no-code <00:03:22.818>platform <00:03:22.945>for <00:03:23.072>building <00:03:23.200>business

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<00:03:23.870>no-code <00:03:23.872>platform <00:03:23.874>for <00:03:23.876>building <00:03:23.879>business

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<00:03:23.880>no-code <00:03:24.087>platform <00:03:24.294>for <00:03:24.501>building <00:03:24.708>business <00:03:24.915>apps.

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apps.

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<00:03:25.040>apps. <00:03:25.273>They <00:03:25.506>help <00:03:25.739>business <00:03:25.973>teams <00:03:26.206>to <00:03:26.440>build

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<00:03:27.670>They <00:03:27.671>help <00:03:27.673>business <00:03:27.675>teams <00:03:27.677>to <00:03:27.679>build

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<00:03:27.680>They <00:03:27.820>help <00:03:27.960>business <00:03:28.100>teams <00:03:28.240>to <00:03:28.380>build <00:03:28.520>software <00:03:28.660>without <00:03:28.800>writing <00:03:28.940>code <00:03:29.080>by

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<00:03:30.190>software <00:03:30.192>without <00:03:30.194>writing <00:03:30.196>code <00:03:30.198>by

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<00:03:30.200>software <00:03:30.399>without <00:03:30.600>writing <00:03:30.799>code <00:03:31.000>by <00:03:31.200>providing <00:03:31.399>database, <00:03:31.600>permissions,

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<00:03:32.910>providing <00:03:32.914>database, <00:03:32.919>permissions,

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<00:03:32.920>providing <00:03:33.153>database, <00:03:33.386>permissions, <00:03:33.620>workflows, <00:03:33.853>integrations, <00:03:34.086>hosting, <00:03:34.320>and

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<00:03:35.990>workflows, <00:03:35.993>integrations, <00:03:35.996>hosting, <00:03:35.999>and

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<00:03:36.000>workflows, <00:03:36.200>integrations, <00:03:36.400>hosting, <00:03:36.600>and <00:03:36.800>the <00:03:37.000>security <00:03:37.200>behind <00:03:37.400>it.

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<00:03:38.470>the <00:03:38.472>security <00:03:38.476>behind <00:03:38.478>it.

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<00:03:38.480>the <00:03:38.655>security <00:03:38.829>behind <00:03:39.005>it. <00:03:39.179>Mariam <00:03:39.355>brings <00:03:39.530>the <00:03:39.704>perspective <00:03:39.880>of

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<00:03:40.470>Mariam <00:03:40.472>brings <00:03:40.474>the <00:03:40.476>perspective <00:03:40.478>of

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<00:03:40.480>Mariam <00:03:40.635>brings <00:03:40.791>the <00:03:40.946>perspective <00:03:41.102>of <00:03:41.257>business <00:03:41.413>users <00:03:41.568>and <00:03:41.724>citizen <00:03:41.880>developers

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<00:03:43.509>business <00:03:43.511>users <00:03:43.513>and <00:03:43.515>citizen <00:03:43.518>developers

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<00:03:43.519>business <00:03:43.635>users <00:03:43.752>and <00:03:43.869>citizen <00:03:43.985>developers <00:03:44.102>and <00:03:44.219>she <00:03:44.335>helps <00:03:44.452>us <00:03:44.569>today <00:03:44.685>to <00:03:44.802>understand <00:03:44.919>how

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<00:03:46.270>and <00:03:46.271>she <00:03:46.272>helps <00:03:46.273>us <00:03:46.275>today <00:03:46.276>to <00:03:46.277>understand <00:03:46.279>how

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<00:03:46.280>and <00:03:46.380>she <00:03:46.480>helps <00:03:46.580>us <00:03:46.680>today <00:03:46.780>to <00:03:46.880>understand <00:03:46.980>how <00:03:47.080>AI <00:03:47.180>can <00:03:47.280>move <00:03:47.380>beyond <00:03:47.480>prompts <00:03:47.580>into <00:03:47.680>real

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<00:03:49.390>AI <00:03:49.391>can <00:03:49.393>move <00:03:49.394>beyond <00:03:49.396>prompts <00:03:49.397>into <00:03:49.399>real

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<00:03:49.400>AI <00:03:49.600>can <00:03:49.800>move <00:03:50.000>beyond <00:03:50.200>prompts <00:03:50.400>into <00:03:50.600>real <00:03:50.800>tools.

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tools.

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<00:03:51.560>tools. <00:03:51.735>Also <00:03:51.910>with <00:03:52.085>us <00:03:52.260>on <00:03:52.435>stage <00:03:52.610>is <00:03:52.785>Day <00:03:52.960>Wilkinson.

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<00:04:00.200>Day <00:04:00.433>is <00:04:00.666>founder <00:04:00.899>and <00:04:01.133>CEO <00:04:01.366>of <00:04:01.600>Hash.

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<00:04:03.950>Day <00:04:03.951>is <00:04:03.953>founder <00:04:03.954>and <00:04:03.956>CEO <00:04:03.957>of <00:04:03.959>Hash.

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<00:04:03.960>Day <00:04:04.076>is <00:04:04.193>founder <00:04:04.310>and <00:04:04.426>CEO <00:04:04.543>of <00:04:04.660>Hash. <00:04:04.776>Hash <00:04:04.893>is <00:04:05.010>an <00:04:05.126>open-source <00:04:05.243>alternative <00:04:05.360>to

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<00:04:06.510>Hash <00:04:06.511>is <00:04:06.513>an <00:04:06.515>open-source <00:04:06.517>alternative <00:04:06.519>to

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<00:04:06.520>Hash <00:04:06.660>is <00:04:06.800>an <00:04:06.940>open-source <00:04:07.080>alternative <00:04:07.220>to <00:04:07.360>Palantir, <00:04:07.500>which <00:04:07.640>focusing <00:04:07.780>focuses <00:04:07.920>on

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<00:04:09.830>Palantir, <00:04:09.832>which <00:04:09.834>focusing <00:04:09.836>focuses <00:04:09.839>on

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<00:04:09.840>Palantir, <00:04:10.015>which <00:04:10.190>focusing <00:04:10.365>focuses <00:04:10.540>on <00:04:10.715>deploying <00:04:10.890>AI <00:04:11.065>in <00:04:11.240>aero-sensitive,

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<00:04:13.030>deploying <00:04:13.033>AI <00:04:13.036>in <00:04:13.039>aero-sensitive,

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<00:04:13.040>deploying <00:04:13.320>AI <00:04:13.600>in <00:04:13.880>aero-sensitive, <00:04:14.160>safety-critical <00:04:14.440>domains.

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<00:04:15.550>safety-critical <00:04:15.559>domains.

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<00:04:15.560>safety-critical <00:04:15.715>domains. <00:04:15.871>Day <00:04:16.026>also <00:04:16.182>leads <00:04:16.337>the <00:04:16.493>technical <00:04:16.648>area <00:04:16.804>in <00:04:16.959>the

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<00:04:18.349>Day <00:04:18.350>also <00:04:18.351>leads <00:04:18.352>the <00:04:18.354>technical <00:04:18.355>area <00:04:18.356>in <00:04:18.358>the

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<00:04:18.358>Day <00:04:18.466>also <00:04:18.574>leads <00:04:18.682>the <00:04:18.789>technical <00:04:18.897>area <00:04:19.005>in <00:04:19.112>the <00:04:19.220>UK <00:04:19.328>safeguarded <00:04:19.435>AI <00:04:19.543>program <00:04:19.651>together <00:04:19.758>with

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<00:04:22.390>UK <00:04:22.391>safeguarded <00:04:22.393>AI <00:04:22.395>program <00:04:22.397>together <00:04:22.399>with

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<00:04:22.400>UK <00:04:22.527>safeguarded <00:04:22.654>AI <00:04:22.781>program <00:04:22.909>together <00:04:23.036>with <00:04:23.163>Yoshua <00:04:23.290>Bengio, <00:04:23.418>also <00:04:23.545>known <00:04:23.672>as <00:04:23.799>the

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<00:04:25.190>Yoshua <00:04:25.191>Bengio, <00:04:25.193>also <00:04:25.195>known <00:04:25.197>as <00:04:25.199>the

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<00:04:25.200>Yoshua <00:04:25.375>Bengio, <00:04:25.550>also <00:04:25.724>known <00:04:25.900>as <00:04:26.075>the <00:04:26.250>Godfather <00:04:26.425>of <00:04:26.599>AI.

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<00:04:27.590>Godfather <00:04:27.594>of <00:04:27.599>AI.

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<00:04:27.600>Godfather <00:04:27.755>of <00:04:27.911>AI. <00:04:28.066>So, <00:04:28.222>Day <00:04:28.377>brings <00:04:28.533>in <00:04:28.688>the <00:04:28.844>perspective <00:04:29.000>of

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<00:04:29.550>So, <00:04:29.551>Day <00:04:29.553>brings <00:04:29.554>in <00:04:29.556>the <00:04:29.557>perspective <00:04:29.559>of

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<00:04:29.560>So, <00:04:29.700>Day <00:04:29.840>brings <00:04:29.980>in <00:04:30.120>the <00:04:30.260>perspective <00:04:30.400>of <00:04:30.540>trustworthy <00:04:30.680>AI, <00:04:30.820>verification, <00:04:30.960>and

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<00:04:32.870>trustworthy <00:04:32.873>AI, <00:04:32.876>verification, <00:04:32.879>and

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<00:04:32.880>trustworthy <00:04:33.159>AI, <00:04:33.440>verification, <00:04:33.719>and <00:04:34.000>high-stake <00:04:34.280>environments.

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<00:04:35.310>high-stake <00:04:35.319>environments.

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<00:04:35.320>high-stake <00:04:35.475>environments. <00:04:35.631>And <00:04:35.786>last <00:04:35.942>but <00:04:36.097>not <00:04:36.253>least, <00:04:36.408>we <00:04:36.564>have <00:04:36.719>have

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<00:04:37.310>And <00:04:37.311>last <00:04:37.312>but <00:04:37.313>not <00:04:37.315>least, <00:04:37.316>we <00:04:37.317>have <00:04:37.319>have

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<00:04:37.320>And <00:04:37.447>last <00:04:37.574>but <00:04:37.701>not <00:04:37.829>least, <00:04:37.956>we <00:04:38.083>have <00:04:38.210>have <00:04:38.338>Guillaume <00:04:38.465>Isno <00:04:38.592>with <00:04:38.719>us.

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<00:04:42.308>&gt;&gt; <00:04:43.707>[applause]

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<00:04:43.990>&gt;&gt; <00:04:43.999>[applause]

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<00:04:44.000>&gt;&gt; <00:04:44.200>[applause] <00:04:44.400>&gt;&gt; <00:04:44.600>Guillaume <00:04:44.800>is <00:04:45.000>CTO <00:04:45.200>at <00:04:45.400>Invisible

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<00:04:46.350>&gt;&gt; <00:04:46.351>Guillaume <00:04:46.353>is <00:04:46.355>CTO <00:04:46.357>at <00:04:46.359>Invisible

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<00:04:46.360>&gt;&gt; <00:04:46.593>Guillaume <00:04:46.826>is <00:04:47.060>CTO <00:04:47.293>at <00:04:47.526>Invisible <00:04:47.760>Technologies.

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Technologies.

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<00:04:48.000>Technologies. <00:04:48.200>A <00:04:48.400>company <00:04:48.600>that <00:04:48.800>helps <00:04:49.000>enterprises <00:04:49.200>make <00:04:49.400>AI

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<00:04:51.909>A <00:04:51.910>company <00:04:51.912>that <00:04:51.913>helps <00:04:51.914>enterprises <00:04:51.916>make <00:04:51.918>AI

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<00:04:51.919>A <00:04:52.046>company <00:04:52.173>that <00:04:52.300>helps <00:04:52.428>enterprises <00:04:52.555>make <00:04:52.682>AI <00:04:52.809>operational <00:04:52.937>by <00:04:53.064>combining <00:04:53.191>data, <00:04:53.318>models,

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<00:04:55.710>operational <00:04:55.712>by <00:04:55.714>combining <00:04:55.716>data, <00:04:55.719>models,

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<00:04:55.720>operational <00:04:55.895>by <00:04:56.070>combining <00:04:56.245>data, <00:04:56.420>models, <00:04:56.595>workflows, <00:04:56.770>and <00:04:56.945>human <00:04:57.120>expertise.

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<00:04:58.870>workflows, <00:04:58.873>and <00:04:58.876>human <00:04:58.879>expertise.

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<00:04:58.880>workflows, <00:04:59.055>and <00:04:59.230>human <00:04:59.405>expertise. <00:04:59.580>Noteworthy, <00:04:59.755>Invisible <00:04:59.930>raised <00:05:00.105>a <00:05:00.280>hundred

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<00:05:01.430>Noteworthy, <00:05:01.432>Invisible <00:05:01.434>raised <00:05:01.436>a <00:05:01.439>hundred

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<00:05:01.440>Noteworthy, <00:05:01.595>Invisible <00:05:01.751>raised <00:05:01.906>a <00:05:02.062>hundred <00:05:02.217>million <00:05:02.373>at <00:05:02.528>two <00:05:02.684>billion <00:05:02.840>valuation

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<00:05:05.670>million <00:05:05.672>at <00:05:05.674>two <00:05:05.676>billion <00:05:05.679>valuation

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<00:05:05.680>million <00:05:05.913>at <00:05:06.146>two <00:05:06.380>billion <00:05:06.613>valuation <00:05:06.846>in <00:05:07.080>2025.

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<00:05:07.870>in <00:05:07.879>2025.

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<00:05:07.880>in <00:05:08.080>2025. <00:05:08.280>So, <00:05:08.480>Guillaume <00:05:08.680>brings <00:05:08.880>in <00:05:09.080>deep <00:05:09.280>expertise

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<00:05:10.470>So, <00:05:10.471>Guillaume <00:05:10.473>brings <00:05:10.475>in <00:05:10.477>deep <00:05:10.479>expertise

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<00:05:10.480>So, <00:05:10.620>Guillaume <00:05:10.760>brings <00:05:10.900>in <00:05:11.040>deep <00:05:11.180>expertise <00:05:11.320>in <00:05:11.460>scaling <00:05:11.600>production-grade <00:05:11.740>AI <00:05:11.880>systems

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<00:05:13.350>in <00:05:13.352>scaling <00:05:13.354>production-grade <00:05:13.356>AI <00:05:13.359>systems

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<00:05:13.360>in <00:05:13.535>scaling <00:05:13.710>production-grade <00:05:13.885>AI <00:05:14.060>systems <00:05:14.235>in <00:05:14.410>complex <00:05:14.585>enterprise <00:05:14.760>settings.

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<00:05:17.070>in <00:05:17.073>complex <00:05:17.075>enterprise <00:05:17.079>settings.

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<00:05:17.080>in <00:05:17.219>complex <00:05:17.359>enterprise <00:05:17.500>settings. <00:05:17.640>All <00:05:17.780>right <00:05:17.919>then, <00:05:18.060>let's <00:05:18.200>get <00:05:18.340>this <00:05:18.479>started.

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<00:05:23.440>I <00:05:23.640>would <00:05:23.840>like <00:05:24.040>to <00:05:24.240>start <00:05:24.440>with <00:05:24.640>a <00:05:24.840>quick

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<00:05:25.110>I <00:05:25.111>would <00:05:25.112>like <00:05:25.113>to <00:05:25.115>start <00:05:25.116>with <00:05:25.117>a <00:05:25.119>quick

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<00:05:25.120>I <00:05:25.227>would <00:05:25.335>like <00:05:25.443>to <00:05:25.550>start <00:05:25.658>with <00:05:25.766>a <00:05:25.873>quick <00:05:25.981>warm-up <00:05:26.089>question <00:05:26.196>to <00:05:26.304>each <00:05:26.412>of <00:05:26.520>you.

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<00:05:28.710>warm-up <00:05:28.711>question <00:05:28.713>to <00:05:28.715>each <00:05:28.717>of <00:05:28.719>you.

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<00:05:28.720>warm-up <00:05:28.836>question <00:05:28.953>to <00:05:29.070>each <00:05:29.186>of <00:05:29.303>you. <00:05:29.420>So, <00:05:29.536>many <00:05:29.653>companies <00:05:29.770>have <00:05:29.886>an <00:05:30.003>AI <00:05:30.120>strategy,

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<00:05:31.590>So, <00:05:31.591>many <00:05:31.592>companies <00:05:31.594>have <00:05:31.596>an <00:05:31.597>AI <00:05:31.599>strategy,

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<00:05:31.600>So, <00:05:31.700>many <00:05:31.800>companies <00:05:31.900>have <00:05:32.000>an <00:05:32.100>AI <00:05:32.200>strategy, <00:05:32.300>but <00:05:32.400>very <00:05:32.500>few <00:05:32.600>have <00:05:32.700>working <00:05:32.800>at <00:05:32.900>AI <00:05:33.000>at

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<00:05:33.750>but <00:05:33.751>very <00:05:33.752>few <00:05:33.753>have <00:05:33.755>working <00:05:33.756>at <00:05:33.757>AI <00:05:33.759>at

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<00:05:33.760>but <00:05:33.860>very <00:05:33.960>few <00:05:34.060>have <00:05:34.159>working <00:05:34.260>at <00:05:34.360>AI <00:05:34.460>at <00:05:34.560>scale. <00:05:34.659>Please <00:05:34.760>name <00:05:34.860>one <00:05:34.960>area <00:05:35.060>where <00:05:35.159>the

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<00:05:37.510>scale. <00:05:37.511>Please <00:05:37.513>name <00:05:37.514>one <00:05:37.515>area <00:05:37.517>where <00:05:37.519>the

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<00:05:37.520>scale. <00:05:37.636>Please <00:05:37.753>name <00:05:37.870>one <00:05:37.986>area <00:05:38.103>where <00:05:38.219>the <00:05:38.336>gap <00:05:38.453>usually <00:05:38.570>appears <00:05:38.686>first. <00:05:38.803>Starting <00:05:38.919>with

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<00:05:40.710>gap <00:05:40.711>usually <00:05:40.713>appears <00:05:40.715>first. <00:05:40.717>Starting <00:05:40.719>with

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<00:05:40.720>gap <00:05:40.953>usually <00:05:41.186>appears <00:05:41.420>first. <00:05:41.653>Starting <00:05:41.886>with <00:05:42.120>Day.

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Day.

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<00:05:42.919>Day. <00:05:43.152>&gt;&gt; <00:05:43.385>Yeah, <00:05:43.619>sure. <00:05:43.852>So, <00:05:44.085>I <00:05:44.318>I

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<00:05:45.909>&gt;&gt; <00:05:45.910>Yeah, <00:05:45.912>sure. <00:05:45.914>So, <00:05:45.916>I <00:05:45.918>I

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<00:05:45.919>&gt;&gt; <00:05:46.046>Yeah, <00:05:46.173>sure. <00:05:46.300>So, <00:05:46.428>I <00:05:46.555>I <00:05:46.682>often <00:05:46.809>times, <00:05:46.937>especially <00:05:47.064>in <00:05:47.191>an <00:05:47.318>enterprise

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<00:05:47.550>often <00:05:47.551>times, <00:05:47.553>especially <00:05:47.555>in <00:05:47.557>an <00:05:47.559>enterprise

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<00:05:47.560>often <00:05:47.762>times, <00:05:47.965>especially <00:05:48.167>in <00:05:48.370>an <00:05:48.572>enterprise <00:05:48.775>setting,

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setting,

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<00:05:48.920>setting, <00:05:49.075>you <00:05:49.231>start <00:05:49.386>with <00:05:49.542>a <00:05:49.697>demo <00:05:49.853>or <00:05:50.008>a <00:05:50.164>pilot <00:05:50.320>and

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<00:05:50.670>you <00:05:50.671>start <00:05:50.672>with <00:05:50.673>a <00:05:50.674>demo <00:05:50.675>or <00:05:50.676>a <00:05:50.677>pilot <00:05:50.679>and

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<00:05:50.680>you <00:05:50.780>start <00:05:50.880>with <00:05:50.980>a <00:05:51.080>demo <00:05:51.180>or <00:05:51.280>a <00:05:51.380>pilot <00:05:51.480>and <00:05:51.580>that <00:05:51.680>optimizes <00:05:51.780>for <00:05:51.880>the <00:05:51.980>happy <00:05:52.080>path.

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<00:05:54.350>that <00:05:54.351>optimizes <00:05:54.353>for <00:05:54.355>the <00:05:54.357>happy <00:05:54.359>path.

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<00:05:54.360>that <00:05:54.467>optimizes <00:05:54.575>for <00:05:54.683>the <00:05:54.790>happy <00:05:54.898>path. <00:05:55.006>It <00:05:55.113>proves <00:05:55.221>it <00:05:55.329>can <00:05:55.436>work <00:05:55.544>in <00:05:55.652>some <00:05:55.760>setting

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<00:05:57.550>It <00:05:57.551>proves <00:05:57.552>it <00:05:57.553>can <00:05:57.555>work <00:05:57.556>in <00:05:57.557>some <00:05:57.559>setting

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<00:05:57.560>It <00:05:57.647>proves <00:05:57.735>it <00:05:57.822>can <00:05:57.910>work <00:05:57.997>in <00:05:58.085>some <00:05:58.172>setting <00:05:58.260>and <00:05:58.347>as <00:05:58.435>soon <00:05:58.522>as <00:05:58.610>you <00:05:58.697>then <00:05:58.785>expose <00:05:58.872>that <00:05:58.960>to

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<00:05:59.909>and <00:05:59.911>as <00:05:59.912>soon <00:05:59.913>as <00:05:59.914>you <00:05:59.915>then <00:05:59.916>expose <00:05:59.917>that <00:05:59.919>to

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<00:05:59.920>and <00:06:00.013>as <00:06:00.106>soon <00:06:00.200>as <00:06:00.293>you <00:06:00.386>then <00:06:00.480>expose <00:06:00.573>that <00:06:00.666>to <00:06:00.760>the <00:06:00.853>real <00:06:00.946>world, <00:06:01.040>you <00:06:01.133>find <00:06:01.226>that <00:06:01.320>actually

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<00:06:01.670>the <00:06:01.671>real <00:06:01.673>world, <00:06:01.674>you <00:06:01.676>find <00:06:01.677>that <00:06:01.679>actually

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<00:06:01.680>the <00:06:01.787>real <00:06:01.895>world, <00:06:02.003>you <00:06:02.110>find <00:06:02.218>that <00:06:02.326>actually <00:06:02.433>the <00:06:02.541>input <00:06:02.649>data <00:06:02.756>is <00:06:02.864>messy, <00:06:02.972>users <00:06:03.080>are

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<00:06:04.030>the <00:06:04.031>input <00:06:04.033>data <00:06:04.034>is <00:06:04.036>messy, <00:06:04.037>users <00:06:04.039>are

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<00:06:04.040>the <00:06:04.153>input <00:06:04.267>data <00:06:04.381>is <00:06:04.494>messy, <00:06:04.608>users <00:06:04.722>are <00:06:04.836>asking <00:06:04.949>questions <00:06:05.063>that <00:06:05.177>you've <00:06:05.291>not

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<00:06:05.430>asking <00:06:05.432>questions <00:06:05.434>that <00:06:05.436>you've <00:06:05.439>not

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<00:06:05.440>asking <00:06:05.673>questions <00:06:05.906>that <00:06:06.140>you've <00:06:06.373>not <00:06:06.606>pre-planned <00:06:06.840>for

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<00:06:07.270>pre-planned <00:06:07.279>for

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<00:06:07.280>pre-planned <00:06:07.435>for <00:06:07.591>or <00:06:07.746>in <00:06:07.902>general <00:06:08.057>you <00:06:08.213>have <00:06:08.368>to <00:06:08.524>reconcile <00:06:08.679>a

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<00:06:09.550>or <00:06:09.551>in <00:06:09.552>general <00:06:09.553>you <00:06:09.555>have <00:06:09.556>to <00:06:09.557>reconcile <00:06:09.559>a

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<00:06:09.560>or <00:06:09.653>in <00:06:09.746>general <00:06:09.840>you <00:06:09.933>have <00:06:10.026>to <00:06:10.120>reconcile <00:06:10.213>a <00:06:10.306>lot <00:06:10.400>of <00:06:10.493>edge <00:06:10.586>cases <00:06:10.680>and <00:06:10.773>risks <00:06:10.866>and <00:06:10.960>things

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<00:06:11.190>lot <00:06:11.191>of <00:06:11.192>edge <00:06:11.193>cases <00:06:11.195>and <00:06:11.196>risks <00:06:11.197>and <00:06:11.199>things

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<00:06:11.200>lot <00:06:11.316>of <00:06:11.433>edge <00:06:11.550>cases <00:06:11.666>and <00:06:11.783>risks <00:06:11.900>and <00:06:12.016>things <00:06:12.133>that <00:06:12.250>you <00:06:12.366>haven't <00:06:12.483>really <00:06:12.599>considered

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<00:06:13.110>that <00:06:13.112>you <00:06:13.114>haven't <00:06:13.116>really <00:06:13.119>considered

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<00:06:13.120>that <00:06:13.260>you <00:06:13.400>haven't <00:06:13.540>really <00:06:13.680>considered <00:06:13.820>in <00:06:13.960>your <00:06:14.100>your <00:06:14.240>perfectly <00:06:14.380>planned <00:06:14.520>demo.

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<00:06:15.030>in <00:06:15.031>your <00:06:15.033>your <00:06:15.035>perfectly <00:06:15.037>planned <00:06:15.039>demo.

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<00:06:15.040>in <00:06:15.128>your <00:06:15.216>your <00:06:15.304>perfectly <00:06:15.392>planned <00:06:15.481>demo. <00:06:15.569>&gt;&gt; <00:06:15.657>So <00:06:15.745>yeah, <00:06:15.833>I <00:06:15.922>would <00:06:16.010>just <00:06:16.098>say <00:06:16.186>that <00:06:16.274>as <00:06:16.363>you

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<00:06:16.510>&gt;&gt; <00:06:16.510>So <00:06:16.512>yeah, <00:06:16.513>I <00:06:16.514>would <00:06:16.515>just <00:06:16.515>say <00:06:16.517>that <00:06:16.518>as <00:06:16.519>you

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<00:06:16.520>&gt;&gt; <00:06:16.627>So <00:06:16.735>yeah, <00:06:16.843>I <00:06:16.950>would <00:06:17.058>just <00:06:17.166>say <00:06:17.273>that <00:06:17.381>as <00:06:17.489>you <00:06:17.596>know, <00:06:17.704>folks <00:06:17.812>scale <00:06:17.919>up,

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<00:06:18.630>know, <00:06:18.633>folks <00:06:18.635>scale <00:06:18.639>up,

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<00:06:18.640>know, <00:06:18.766>folks <00:06:18.893>scale <00:06:19.020>up, <00:06:19.147>they <00:06:19.274>find <00:06:19.400>the <00:06:19.527>thing <00:06:19.654>they <00:06:19.781>thought <00:06:19.908>was <00:06:20.034>a

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<00:06:20.190>they <00:06:20.191>find <00:06:20.192>the <00:06:20.193>thing <00:06:20.195>they <00:06:20.196>thought <00:06:20.197>was <00:06:20.199>a

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<00:06:20.200>they <00:06:20.307>find <00:06:20.415>the <00:06:20.523>thing <00:06:20.630>they <00:06:20.738>thought <00:06:20.846>was <00:06:20.953>a <00:06:21.061>really <00:06:21.169>simple <00:06:21.276>solution <00:06:21.384>or <00:06:21.492>simple <00:06:21.599>system

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<00:06:21.909>really <00:06:21.910>simple <00:06:21.912>solution <00:06:21.914>or <00:06:21.916>simple <00:06:21.918>system

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<00:06:21.919>really <00:06:22.035>simple <00:06:22.152>solution <00:06:22.269>or <00:06:22.385>simple <00:06:22.502>system <00:06:22.619>is <00:06:22.735>actually <00:06:22.852>quite <00:06:22.969>a <00:06:23.085>complicated <00:06:23.202>piece <00:06:23.318>of

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<00:06:23.790>is <00:06:23.791>actually <00:06:23.793>quite <00:06:23.794>a <00:06:23.796>complicated <00:06:23.797>piece <00:06:23.799>of

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<00:06:23.800>is <00:06:23.927>actually <00:06:24.054>quite <00:06:24.181>a <00:06:24.309>complicated <00:06:24.436>piece <00:06:24.563>of <00:06:24.690>engineering <00:06:24.818>to <00:06:24.945>to <00:06:25.072>get <00:06:25.200>right.

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<00:06:25.710>engineering <00:06:25.712>to <00:06:25.714>to <00:06:25.716>get <00:06:25.719>right.

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<00:06:25.720>engineering <00:06:25.769>to <00:06:25.818>to <00:06:25.867>get <00:06:25.916>right. <00:06:25.965>&gt;&gt; <00:06:26.014>Thank <00:06:26.064>you. <00:06:26.113>That <00:06:26.162>was <00:06:26.211>a <00:06:26.260>little <00:06:26.309>bit <00:06:26.359>more

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<00:06:26.430>&gt;&gt; <00:06:26.431>Thank <00:06:26.432>you. <00:06:26.433>That <00:06:26.434>was <00:06:26.435>a <00:06:26.436>little <00:06:26.437>bit <00:06:26.439>more

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<00:06:26.440>&gt;&gt; <00:06:26.522>Thank <00:06:26.604>you. <00:06:26.687>That <00:06:26.769>was <00:06:26.851>a <00:06:26.934>little <00:06:27.016>bit <00:06:27.098>more <00:06:27.181>than <00:06:27.263>a <00:06:27.345>little <00:06:27.428>bit <00:06:27.510>more <00:06:27.592>than <00:06:27.675>a <00:06:27.757>warm <00:06:27.840>up.

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<00:06:28.409>than <00:06:28.410>a <00:06:28.411>little <00:06:28.412>bit <00:06:28.413>more <00:06:28.414>than <00:06:28.415>a <00:06:28.416>warm <00:06:28.418>up.

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<00:06:28.419>than <00:06:28.470>a <00:06:28.521>little <00:06:28.573>bit <00:06:28.624>more <00:06:28.675>than <00:06:28.727>a <00:06:28.778>warm <00:06:28.830>up. <00:06:28.881>&gt;&gt; <00:06:28.932>[laughter]

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<00:06:28.990>&gt;&gt; <00:06:28.999>[laughter]

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<00:06:29.000>&gt;&gt; <00:06:29.200>[laughter] <00:06:29.400>&gt;&gt; <00:06:29.600>Let's <00:06:29.800>not <00:06:30.000>worry <00:06:30.200>them, <00:06:30.400>please.

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<00:06:30.590>&gt;&gt; <00:06:30.591>Let's <00:06:30.593>not <00:06:30.595>worry <00:06:30.597>them, <00:06:30.599>please.

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<00:06:30.600>&gt;&gt; <00:06:30.700>Let's <00:06:30.800>not <00:06:30.900>worry <00:06:31.000>them, <00:06:31.100>please. <00:06:31.200>&gt;&gt; <00:06:31.300>Yeah, <00:06:31.400>okay, <00:06:31.500>I'll <00:06:31.600>keep <00:06:31.700>it <00:06:31.800>short. <00:06:31.900>So <00:06:32.000>many

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<00:06:33.070>&gt;&gt; <00:06:33.071>Yeah, <00:06:33.072>okay, <00:06:33.073>I'll <00:06:33.074>keep <00:06:33.075>it <00:06:33.076>short. <00:06:33.077>So <00:06:33.079>many

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<00:06:33.080>&gt;&gt; <00:06:33.180>Yeah, <00:06:33.280>okay, <00:06:33.380>I'll <00:06:33.479>keep <00:06:33.580>it <00:06:33.680>short. <00:06:33.780>So <00:06:33.880>many <00:06:33.979>companies <00:06:34.080>I <00:06:34.180>think <00:06:34.280>nowadays <00:06:34.380>have <00:06:34.479>AI

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<00:06:35.270>companies <00:06:35.271>I <00:06:35.273>think <00:06:35.275>nowadays <00:06:35.277>have <00:06:35.279>AI

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<00:06:35.280>companies <00:06:35.396>I <00:06:35.513>think <00:06:35.630>nowadays <00:06:35.746>have <00:06:35.863>AI <00:06:35.979>strategy <00:06:36.096>and <00:06:36.213>see <00:06:36.330>a <00:06:36.446>lot <00:06:36.563>of <00:06:36.679>companies

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<00:06:37.630>strategy <00:06:37.631>and <00:06:37.633>see <00:06:37.634>a <00:06:37.635>lot <00:06:37.637>of <00:06:37.639>companies

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<00:06:37.640>strategy <00:06:37.747>and <00:06:37.855>see <00:06:37.963>a <00:06:38.070>lot <00:06:38.178>of <00:06:38.286>companies <00:06:38.393>building <00:06:38.501>out <00:06:38.609>decks, <00:06:38.716>but <00:06:38.824>I <00:06:38.932>think <00:06:39.039>where

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<00:06:40.870>building <00:06:40.871>out <00:06:40.873>decks, <00:06:40.874>but <00:06:40.876>I <00:06:40.877>think <00:06:40.879>where

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<00:06:40.880>building <00:06:41.055>out <00:06:41.230>decks, <00:06:41.405>but <00:06:41.580>I <00:06:41.755>think <00:06:41.930>where <00:06:42.105>AI <00:06:42.280>really

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<00:06:42.510>AI <00:06:42.519>really

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<00:06:42.520>AI <00:06:42.695>really <00:06:42.870>really <00:06:43.044>is <00:06:43.219>useful <00:06:43.395>is <00:06:43.570>how <00:06:43.745>actually <00:06:43.919>the

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<00:06:44.909>really <00:06:44.910>is <00:06:44.912>useful <00:06:44.913>is <00:06:44.914>how <00:06:44.916>actually <00:06:44.918>the

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<00:06:44.919>really <00:06:45.019>is <00:06:45.119>useful <00:06:45.219>is <00:06:45.318>how <00:06:45.419>actually <00:06:45.519>the <00:06:45.619>question <00:06:45.719>to <00:06:45.818>ask <00:06:45.919>is <00:06:46.019>really <00:06:46.119>how <00:06:46.219>does <00:06:46.318>AI

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<00:06:47.510>question <00:06:47.511>to <00:06:47.512>ask <00:06:47.513>is <00:06:47.515>really <00:06:47.516>how <00:06:47.517>does <00:06:47.519>AI

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<00:06:47.520>question <00:06:47.694>to <00:06:47.868>ask <00:06:48.043>is <00:06:48.217>really <00:06:48.391>how <00:06:48.566>does <00:06:48.740>AI <00:06:48.914>turn

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turn

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<00:06:49.080>turn <00:06:49.359>anything <00:06:49.640>internally <00:06:49.919>that's <00:06:50.200>manually <00:06:50.479>not

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<00:06:51.470>anything <00:06:51.472>internally <00:06:51.474>that's <00:06:51.476>manually <00:06:51.479>not

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<00:06:51.480>anything <00:06:51.615>internally <00:06:51.751>that's <00:06:51.887>manually <00:06:52.023>not <00:06:52.159>automated <00:06:52.295>etc. <00:06:52.431>into <00:06:52.567>some <00:06:52.703>kind <00:06:52.839>of

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<00:06:52.990>automated <00:06:52.991>etc. <00:06:52.993>into <00:06:52.995>some <00:06:52.997>kind <00:06:52.999>of

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<00:06:53.000>automated <00:06:53.127>etc. <00:06:53.254>into <00:06:53.381>some <00:06:53.509>kind <00:06:53.636>of <00:06:53.763>automated <00:06:53.890>system. <00:06:54.018>So <00:06:54.145>what <00:06:54.272>is <00:06:54.400>actually

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<00:06:55.150>automated <00:06:55.151>system. <00:06:55.153>So <00:06:55.155>what <00:06:55.157>is <00:06:55.159>actually

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<00:06:55.159>automated <00:06:55.260>system. <00:06:55.359>So <00:06:55.460>what <00:06:55.559>is <00:06:55.659>actually <00:06:55.760>the <00:06:55.859>value <00:06:55.960>of <00:06:56.059>the <00:06:56.159>AI <00:06:56.260>that <00:06:56.359>it <00:06:56.460>brings <00:06:56.559>to

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<00:06:57.190>the <00:06:57.191>value <00:06:57.192>of <00:06:57.193>the <00:06:57.194>AI <00:06:57.195>that <00:06:57.196>it <00:06:57.197>brings <00:06:57.199>to

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<00:06:57.200>the <00:06:57.293>value <00:06:57.386>of <00:06:57.479>the <00:06:57.573>AI <00:06:57.666>that <00:06:57.760>it <00:06:57.853>brings <00:06:57.946>to <00:06:58.039>the <00:06:58.133>company? <00:06:58.226>Does <00:06:58.320>it <00:06:58.413>help <00:06:58.506>reduce <00:06:58.599>cost?

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<00:06:59.510>the <00:06:59.511>company? <00:06:59.513>Does <00:06:59.514>it <00:06:59.515>help <00:06:59.517>reduce <00:06:59.519>cost?

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<00:06:59.520>the <00:06:59.627>company? <00:06:59.735>Does <00:06:59.843>it <00:06:59.950>help <00:07:00.058>reduce <00:07:00.166>cost? <00:07:00.273>Does <00:07:00.381>it <00:07:00.489>help <00:07:00.596>reduce, <00:07:00.704>you <00:07:00.812>know, <00:07:00.919>human

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<00:07:01.430>Does <00:07:01.431>it <00:07:01.433>help <00:07:01.434>reduce, <00:07:01.436>you <00:07:01.437>know, <00:07:01.439>human

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<00:07:01.440>Does <00:07:01.540>it <00:07:01.640>help <00:07:01.740>reduce, <00:07:01.840>you <00:07:01.940>know, <00:07:02.040>human <00:07:02.140>effort <00:07:02.240>in <00:07:02.340>doing <00:07:02.440>the <00:07:02.540>same <00:07:02.640>work <00:07:02.740>that <00:07:02.840>you

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<00:07:03.909>effort <00:07:03.910>in <00:07:03.911>doing <00:07:03.912>the <00:07:03.914>same <00:07:03.915>work <00:07:03.916>that <00:07:03.918>you

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<00:07:03.919>effort <00:07:04.036>in <00:07:04.154>doing <00:07:04.272>the <00:07:04.390>same <00:07:04.508>work <00:07:04.626>that <00:07:04.744>you <00:07:04.862>were <00:07:04.980>doing <00:07:05.098>before?

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<00:07:05.230>were <00:07:05.234>doing <00:07:05.239>before?

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<00:07:05.240>were <00:07:05.461>doing <00:07:05.682>before? <00:07:05.904>&gt;&gt; <00:07:06.125>Totally. <00:07:06.347>Guillaume.

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<00:07:06.470>&gt;&gt; <00:07:06.474>Totally. <00:07:06.479>Guillaume.

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<00:07:06.480>&gt;&gt; <00:07:06.607>Totally. <00:07:06.734>Guillaume. <00:07:06.861>&gt;&gt; <00:07:06.989>Yeah, <00:07:07.116>I <00:07:07.243>mean <00:07:07.370>I'll <00:07:07.498>add <00:07:07.625>to <00:07:07.752>that <00:07:07.880>fully

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<00:07:08.270>&gt;&gt; <00:07:08.271>Yeah, <00:07:08.272>I <00:07:08.273>mean <00:07:08.274>I'll <00:07:08.275>add <00:07:08.276>to <00:07:08.277>that <00:07:08.279>fully

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<00:07:08.280>&gt;&gt; <00:07:08.373>Yeah, <00:07:08.466>I <00:07:08.559>mean <00:07:08.653>I'll <00:07:08.746>add <00:07:08.840>to <00:07:08.933>that <00:07:09.026>fully <00:07:09.119>aligned. <00:07:09.213>I <00:07:09.306>think <00:07:09.400>it's <00:07:09.493>when <00:07:09.586>the <00:07:09.679>strategy

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<00:07:10.710>aligned. <00:07:10.711>I <00:07:10.712>think <00:07:10.714>it's <00:07:10.716>when <00:07:10.717>the <00:07:10.719>strategy

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<00:07:10.720>aligned. <00:07:10.820>I <00:07:10.920>think <00:07:11.020>it's <00:07:11.120>when <00:07:11.220>the <00:07:11.320>strategy <00:07:11.420>the <00:07:11.520>strategy <00:07:11.620>needs <00:07:11.720>to <00:07:11.820>be <00:07:11.920>aligned <00:07:12.020>with <00:07:12.120>a

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<00:07:12.390>the <00:07:12.391>strategy <00:07:12.392>needs <00:07:12.393>to <00:07:12.395>be <00:07:12.396>aligned <00:07:12.397>with <00:07:12.399>a

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<00:07:12.400>the <00:07:12.500>strategy <00:07:12.599>needs <00:07:12.700>to <00:07:12.799>be <00:07:12.900>aligned <00:07:13.000>with <00:07:13.099>a <00:07:13.200>return <00:07:13.299>on <00:07:13.400>investment. <00:07:13.500>So <00:07:13.599>most <00:07:13.700>of <00:07:13.799>the

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<00:07:14.390>return <00:07:14.391>on <00:07:14.393>investment. <00:07:14.394>So <00:07:14.395>most <00:07:14.397>of <00:07:14.399>the

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<00:07:14.400>return <00:07:14.500>on <00:07:14.599>investment. <00:07:14.700>So <00:07:14.799>most <00:07:14.900>of <00:07:15.000>the <00:07:15.099>time, <00:07:15.200>you <00:07:15.299>know, <00:07:15.400>board <00:07:15.500>and <00:07:15.599>other <00:07:15.700>will <00:07:15.799>say

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<00:07:16.670>time, <00:07:16.671>you <00:07:16.672>know, <00:07:16.673>board <00:07:16.675>and <00:07:16.676>other <00:07:16.677>will <00:07:16.679>say

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<00:07:16.680>time, <00:07:16.762>you <00:07:16.844>know, <00:07:16.927>board <00:07:17.009>and <00:07:17.091>other <00:07:17.174>will <00:07:17.256>say <00:07:17.338>we <00:07:17.421>go <00:07:17.503>full <00:07:17.585>AI <00:07:17.668>or <00:07:17.750>AI <00:07:17.832>native <00:07:17.915>and <00:07:17.997>then <00:07:18.080>when

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<00:07:19.030>we <00:07:19.030>go <00:07:19.032>full <00:07:19.033>AI <00:07:19.034>or <00:07:19.034>AI <00:07:19.036>native <00:07:19.037>and <00:07:19.038>then <00:07:19.039>when

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<00:07:19.040>we <00:07:19.127>go <00:07:19.215>full <00:07:19.302>AI <00:07:19.390>or <00:07:19.477>AI <00:07:19.565>native <00:07:19.652>and <00:07:19.740>then <00:07:19.827>when <00:07:19.915>it <00:07:20.002>trickle <00:07:20.090>down <00:07:20.177>to <00:07:20.265>business <00:07:20.352>leader, <00:07:20.440>they

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<00:07:21.750>it <00:07:21.751>trickle <00:07:21.753>down <00:07:21.754>to <00:07:21.756>business <00:07:21.757>leader, <00:07:21.759>they

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<00:07:21.760>it <00:07:21.855>trickle <00:07:21.950>down <00:07:22.045>to <00:07:22.140>business <00:07:22.236>leader, <00:07:22.331>they <00:07:22.426>don't <00:07:22.522>understand <00:07:22.617>because <00:07:22.712>they <00:07:22.807>have <00:07:22.902>a

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<00:07:23.030>don't <00:07:23.031>understand <00:07:23.033>because <00:07:23.035>they <00:07:23.037>have <00:07:23.039>a

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<00:07:23.040>don't <00:07:23.166>understand <00:07:23.293>because <00:07:23.420>they <00:07:23.547>have <00:07:23.674>a <00:07:23.800>budget <00:07:23.927>and <00:07:24.054>they <00:07:24.181>don't <00:07:24.308>understand <00:07:24.435>how

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<00:07:24.590>budget <00:07:24.591>and <00:07:24.593>they <00:07:24.595>don't <00:07:24.597>understand <00:07:24.599>how

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<00:07:24.600>budget <00:07:24.698>and <00:07:24.796>they <00:07:24.894>don't <00:07:24.992>understand <00:07:25.090>how <00:07:25.189>they <00:07:25.287>have <00:07:25.385>to <00:07:25.483>manage <00:07:25.581>it, <00:07:25.679>right? <00:07:25.778>Because

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<00:07:25.909>they <00:07:25.910>have <00:07:25.912>to <00:07:25.913>manage <00:07:25.914>it, <00:07:25.916>right? <00:07:25.918>Because

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<00:07:25.919>they <00:07:26.058>have <00:07:26.198>to <00:07:26.339>manage <00:07:26.479>it, <00:07:26.619>right? <00:07:26.758>Because <00:07:26.899>now <00:07:27.039>there's <00:07:27.179>another <00:07:27.318>cost.

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<00:07:27.830>now <00:07:27.832>there's <00:07:27.835>another <00:07:27.839>cost.

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<00:07:27.840>now <00:07:27.956>there's <00:07:28.073>another <00:07:28.190>cost. <00:07:28.306>Do <00:07:28.423>I <00:07:28.539>make <00:07:28.656>more <00:07:28.773>money? <00:07:28.890>Do <00:07:29.006>I <00:07:29.123>save <00:07:29.239>money?

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<00:07:29.710>Do <00:07:29.711>I <00:07:29.712>make <00:07:29.713>more <00:07:29.714>money? <00:07:29.715>Do <00:07:29.716>I <00:07:29.717>save <00:07:29.719>money?

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<00:07:29.720>Do <00:07:29.813>I <00:07:29.906>make <00:07:30.000>more <00:07:30.093>money? <00:07:30.186>Do <00:07:30.280>I <00:07:30.373>save <00:07:30.466>money? <00:07:30.560>You <00:07:30.653>know, <00:07:30.746>what's <00:07:30.840>the <00:07:30.933>link? <00:07:31.026>And <00:07:31.120>linking

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<00:07:31.510>You <00:07:31.511>know, <00:07:31.513>what's <00:07:31.514>the <00:07:31.515>link? <00:07:31.517>And <00:07:31.519>linking

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<00:07:31.520>You <00:07:31.620>know, <00:07:31.719>what's <00:07:31.820>the <00:07:31.919>link? <00:07:32.020>And <00:07:32.120>linking <00:07:32.219>those <00:07:32.320>two <00:07:32.419>are <00:07:32.520>usually <00:07:32.620>the <00:07:32.719>it's <00:07:32.820>the <00:07:32.919>first

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<00:07:33.750>those <00:07:33.751>two <00:07:33.752>are <00:07:33.753>usually <00:07:33.755>the <00:07:33.756>it's <00:07:33.757>the <00:07:33.759>first

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<00:07:33.760>those <00:07:33.900>two <00:07:34.039>are <00:07:34.180>usually <00:07:34.320>the <00:07:34.460>it's <00:07:34.599>the <00:07:34.740>first <00:07:34.880>point <00:07:35.020>of <00:07:35.159>failure.

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<00:07:35.790>point <00:07:35.794>of <00:07:35.799>failure.

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<00:07:35.800>point <00:07:35.992>of <00:07:36.185>failure. <00:07:36.377>&gt;&gt; <00:07:36.570>Thank <00:07:36.763>you.

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<00:07:36.870>&gt;&gt; <00:07:36.874>Thank <00:07:36.879>you.

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<00:07:36.880>&gt;&gt; <00:07:37.020>Thank <00:07:37.159>you. <00:07:37.300>So <00:07:37.440>if <00:07:37.580>the <00:07:37.719>gap <00:07:37.860>is <00:07:38.000>not <00:07:38.140>simply <00:07:38.280>the

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<00:07:39.110>So <00:07:39.111>if <00:07:39.112>the <00:07:39.113>gap <00:07:39.115>is <00:07:39.116>not <00:07:39.117>simply <00:07:39.119>the

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<00:07:39.120>So <00:07:39.275>if <00:07:39.431>the <00:07:39.586>gap <00:07:39.742>is <00:07:39.897>not <00:07:40.053>simply <00:07:40.208>the <00:07:40.364>strategy, <00:07:40.520>Um,

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<00:07:41.230>strategy, <00:07:41.239>Um,

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<00:07:41.240>strategy, <00:07:41.473>Um, <00:07:41.706>look <00:07:41.940>at <00:07:42.173>what <00:07:42.406>breaks <00:07:42.640>underneath.

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<00:07:43.790>look <00:07:43.792>at <00:07:43.794>what <00:07:43.796>breaks <00:07:43.799>underneath.

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<00:07:43.800>look <00:07:43.940>at <00:07:44.080>what <00:07:44.220>breaks <00:07:44.360>underneath. <00:07:44.500>Guillaume, <00:07:44.640>when <00:07:44.780>an <00:07:44.920>AI <00:07:45.060>initiatives <00:07:45.200>fail,

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<00:07:47.510>Guillaume, <00:07:47.511>when <00:07:47.513>an <00:07:47.515>AI <00:07:47.517>initiatives <00:07:47.519>fail,

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<00:07:47.520>Guillaume, <00:07:47.627>when <00:07:47.735>an <00:07:47.843>AI <00:07:47.950>initiatives <00:07:48.058>fail, <00:07:48.166>how <00:07:48.273>often <00:07:48.381>is <00:07:48.489>the <00:07:48.596>root <00:07:48.704>cause <00:07:48.812>really <00:07:48.919>the

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<00:07:49.510>how <00:07:49.511>often <00:07:49.512>is <00:07:49.513>the <00:07:49.515>root <00:07:49.516>cause <00:07:49.517>really <00:07:49.519>the

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<00:07:49.520>how <00:07:49.620>often <00:07:49.719>is <00:07:49.820>the <00:07:49.919>root <00:07:50.020>cause <00:07:50.120>really <00:07:50.219>the <00:07:50.320>model <00:07:50.419>and <00:07:50.520>how <00:07:50.620>often <00:07:50.719>are <00:07:50.820>other <00:07:50.919>factors

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<00:07:52.070>model <00:07:52.071>and <00:07:52.073>how <00:07:52.074>often <00:07:52.075>are <00:07:52.077>other <00:07:52.079>factors

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<00:07:52.080>model <00:07:52.280>and <00:07:52.479>how <00:07:52.680>often <00:07:52.880>are <00:07:53.080>other <00:07:53.280>factors <00:07:53.479>involved?

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involved?

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<00:07:53.680>involved? <00:07:54.030>&gt;&gt; <00:07:54.380>I <00:07:54.730>mean, <00:07:55.080>honestly,

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<00:07:55.310>&gt;&gt; <00:07:55.313>I <00:07:55.316>mean, <00:07:55.319>honestly,

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<00:07:55.320>&gt;&gt; <00:07:55.447>I <00:07:55.574>mean, <00:07:55.701>honestly, <00:07:55.829>most <00:07:55.956>of <00:07:56.083>the <00:07:56.210>time <00:07:56.338>it's <00:07:56.465>not <00:07:56.592>the <00:07:56.719>model,

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<00:07:57.110>most <00:07:57.111>of <00:07:57.112>the <00:07:57.113>time <00:07:57.115>it's <00:07:57.116>not <00:07:57.117>the <00:07:57.119>model,

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<00:07:57.120>most <00:07:57.202>of <00:07:57.284>the <00:07:57.367>time <00:07:57.449>it's <00:07:57.531>not <00:07:57.614>the <00:07:57.696>model, <00:07:57.778>it's <00:07:57.861>the <00:07:57.943>data <00:07:58.025>or <00:07:58.108>the <00:07:58.190>approach <00:07:58.272>to <00:07:58.355>it <00:07:58.437>or <00:07:58.520>a

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<00:07:59.150>it's <00:07:59.150>the <00:07:59.152>data <00:07:59.152>or <00:07:59.154>the <00:07:59.155>approach <00:07:59.155>to <00:07:59.157>it <00:07:59.157>or <00:07:59.159>a

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<00:07:59.159>it's <00:07:59.260>the <00:07:59.359>data <00:07:59.460>or <00:07:59.559>the <00:07:59.659>approach <00:07:59.760>to <00:07:59.859>it <00:07:59.960>or <00:08:00.059>a <00:08:00.159>misunderstanding, <00:08:00.260>right? <00:08:00.359>You <00:08:00.460>need, <00:08:00.559>you

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<00:08:01.350>misunderstanding, <00:08:01.352>right? <00:08:01.354>You <00:08:01.356>need, <00:08:01.359>you

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<00:08:01.360>misunderstanding, <00:08:01.487>right? <00:08:01.614>You <00:08:01.741>need, <00:08:01.869>you <00:08:01.996>know, <00:08:02.123>garbage <00:08:02.250>in, <00:08:02.378>garbage <00:08:02.505>out <00:08:02.632>is <00:08:02.760>still

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<00:08:03.110>know, <00:08:03.111>garbage <00:08:03.113>in, <00:08:03.114>garbage <00:08:03.116>out <00:08:03.117>is <00:08:03.119>still

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<00:08:03.120>know, <00:08:03.213>garbage <00:08:03.306>in, <00:08:03.400>garbage <00:08:03.493>out <00:08:03.586>is <00:08:03.680>still <00:08:03.773>true. <00:08:03.866>It <00:08:03.960>was <00:08:04.053>already <00:08:04.146>true <00:08:04.240>in <00:08:04.333>the <00:08:04.426>in <00:08:04.520>the

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<00:08:04.910>true. <00:08:04.911>It <00:08:04.912>was <00:08:04.913>already <00:08:04.914>true <00:08:04.915>in <00:08:04.916>the <00:08:04.917>in <00:08:04.919>the

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<00:08:04.920>true. <00:08:05.013>It <00:08:05.106>was <00:08:05.200>already <00:08:05.293>true <00:08:05.386>in <00:08:05.480>the <00:08:05.573>in <00:08:05.666>the <00:08:05.760>world <00:08:05.853>of <00:08:05.946>ML, <00:08:06.040>you <00:08:06.133>know, <00:08:06.226>and <00:08:06.320>machine

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<00:08:06.830>world <00:08:06.831>of <00:08:06.832>ML, <00:08:06.834>you <00:08:06.835>know, <00:08:06.837>and <00:08:06.839>machine

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<00:08:06.840>world <00:08:06.956>of <00:08:07.073>ML, <00:08:07.190>you <00:08:07.306>know, <00:08:07.423>and <00:08:07.539>machine <00:08:07.656>learning <00:08:07.773>before <00:08:07.890>computer <00:08:08.006>vision. <00:08:08.123>Um, <00:08:08.239>so

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<00:08:10.550>learning <00:08:10.551>before <00:08:10.553>computer <00:08:10.555>vision. <00:08:10.557>Um, <00:08:10.559>so

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<00:08:10.560>learning <00:08:10.664>before <00:08:10.768>computer <00:08:10.872>vision. <00:08:10.977>Um, <00:08:11.081>so <00:08:11.185>that's <00:08:11.289>really, <00:08:11.394>you <00:08:11.498>know, <00:08:11.602>most <00:08:11.706>of <00:08:11.811>the

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<00:08:11.950>that's <00:08:11.951>really, <00:08:11.953>you <00:08:11.954>know, <00:08:11.955>most <00:08:11.957>of <00:08:11.959>the

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<00:08:11.960>that's <00:08:12.076>really, <00:08:12.193>you <00:08:12.310>know, <00:08:12.426>most <00:08:12.543>of <00:08:12.659>the <00:08:12.776>time <00:08:12.893>that <00:08:13.010>and <00:08:13.126>then <00:08:13.243>misunderstanding <00:08:13.359>or

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<00:08:13.710>time <00:08:13.711>that <00:08:13.713>and <00:08:13.715>then <00:08:13.717>misunderstanding <00:08:13.719>or

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<00:08:13.720>time <00:08:13.895>that <00:08:14.070>and <00:08:14.245>then <00:08:14.420>misunderstanding <00:08:14.595>or <00:08:14.770>it <00:08:14.945>works, <00:08:15.120>right?

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<00:08:15.430>it <00:08:15.434>works, <00:08:15.439>right?

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<00:08:15.440>it <00:08:15.580>works, <00:08:15.719>right? <00:08:15.860>Throwing <00:08:16.000>a <00:08:16.140>question <00:08:16.280>at <00:08:16.420>it <00:08:16.560>and, <00:08:16.700>you <00:08:16.840>know,

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<00:08:17.390>Throwing <00:08:17.391>a <00:08:17.392>question <00:08:17.393>at <00:08:17.395>it <00:08:17.396>and, <00:08:17.397>you <00:08:17.399>know,

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<00:08:17.400>Throwing <00:08:17.507>a <00:08:17.615>question <00:08:17.723>at <00:08:17.830>it <00:08:17.938>and, <00:08:18.046>you <00:08:18.153>know, <00:08:18.261>assuming <00:08:18.369>you'll <00:08:18.476>get <00:08:18.584>your <00:08:18.692>answer <00:08:18.799>and

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<00:08:19.550>assuming <00:08:19.551>you'll <00:08:19.553>get <00:08:19.555>your <00:08:19.557>answer <00:08:19.559>and

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<00:08:19.560>assuming <00:08:19.655>you'll <00:08:19.750>get <00:08:19.845>your <00:08:19.941>answer <00:08:20.036>and <00:08:20.131>it'll <00:08:20.226>be <00:08:20.322>accurate <00:08:20.417>and <00:08:20.512>you <00:08:20.607>have <00:08:20.703>nothing

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<00:08:20.830>it'll <00:08:20.831>be <00:08:20.832>accurate <00:08:20.834>and <00:08:20.835>you <00:08:20.837>have <00:08:20.839>nothing

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<00:08:20.840>it'll <00:08:20.995>be <00:08:21.151>accurate <00:08:21.306>and <00:08:21.462>you <00:08:21.617>have <00:08:21.773>nothing <00:08:21.928>else <00:08:22.084>to <00:08:22.239>do.

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<00:08:22.590>else <00:08:22.594>to <00:08:22.599>do.

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<00:08:22.600>else <00:08:22.800>to <00:08:23.000>do. <00:08:23.200>&gt;&gt; <00:08:23.400>Interesting. <00:08:23.600>Yeah, <00:08:23.800>so <00:08:24.000>misunderstandings,

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<00:08:24.630>&gt;&gt; <00:08:24.632>Interesting. <00:08:24.634>Yeah, <00:08:24.636>so <00:08:24.639>misunderstandings,

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<00:08:24.640>&gt;&gt; <00:08:24.756>Interesting. <00:08:24.873>Yeah, <00:08:24.990>so <00:08:25.106>misunderstandings, <00:08:25.223>I <00:08:25.340>assume <00:08:25.456>uh <00:08:25.573>you <00:08:25.690>also <00:08:25.806>relate <00:08:25.923>to <00:08:26.039>human

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<00:08:28.030>I <00:08:28.031>assume <00:08:28.032>uh <00:08:28.033>you <00:08:28.035>also <00:08:28.036>relate <00:08:28.037>to <00:08:28.039>human

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<00:08:28.040>I <00:08:28.180>assume <00:08:28.320>uh <00:08:28.460>you <00:08:28.600>also <00:08:28.740>relate <00:08:28.880>to <00:08:29.020>human <00:08:29.160>human <00:08:29.300>interactions <00:08:29.440>again.

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<00:08:29.990>human <00:08:29.994>interactions <00:08:29.999>again.

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<00:08:30.000>human <00:08:30.155>interactions <00:08:30.311>again. <00:08:30.466>Very <00:08:30.622>nice. <00:08:30.777>And <00:08:30.933>same <00:08:31.088>same <00:08:31.244>question <00:08:31.400>to

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<00:08:32.429>Very <00:08:32.431>nice. <00:08:32.433>And <00:08:32.434>same <00:08:32.436>same <00:08:32.437>question <00:08:32.439>to

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<00:08:32.440>Very <00:08:32.547>nice. <00:08:32.655>And <00:08:32.763>same <00:08:32.870>same <00:08:32.978>question <00:08:33.086>to <00:08:33.193>you. <00:08:33.301>Um, <00:08:33.409>yeah, <00:08:33.516>how <00:08:33.624>often <00:08:33.732>are <00:08:33.840>other

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<00:08:34.990>you. <00:08:34.991>Um, <00:08:34.993>yeah, <00:08:34.994>how <00:08:34.996>often <00:08:34.997>are <00:08:34.999>other

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<00:08:35.000>you. <00:08:35.116>Um, <00:08:35.233>yeah, <00:08:35.350>how <00:08:35.466>often <00:08:35.583>are <00:08:35.700>other <00:08:35.816>factors <00:08:35.933>involved <00:08:36.049>uh <00:08:36.166>than <00:08:36.283>the <00:08:36.400>model

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<00:08:37.309>factors <00:08:37.311>involved <00:08:37.313>uh <00:08:37.315>than <00:08:37.317>the <00:08:37.319>model

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<00:08:37.320>factors <00:08:37.447>involved <00:08:37.574>uh <00:08:37.701>than <00:08:37.829>the <00:08:37.956>model <00:08:38.083>itself <00:08:38.210>and <00:08:38.338>what <00:08:38.465>factors <00:08:38.592>are <00:08:38.720>they?

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<00:08:40.630>itself <00:08:40.631>and <00:08:40.633>what <00:08:40.635>factors <00:08:40.637>are <00:08:40.639>they?

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<00:08:40.640>itself <00:08:40.740>and <00:08:40.840>what <00:08:40.939>factors <00:08:41.039>are <00:08:41.140>they? <00:08:41.240>&gt;&gt; <00:08:41.340>Yeah, <00:08:41.439>I <00:08:41.539>think <00:08:41.640>the <00:08:41.740>vast <00:08:41.840>majority <00:08:41.939>of <00:08:42.039>the

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<00:08:42.230>&gt;&gt; <00:08:42.231>Yeah, <00:08:42.232>I <00:08:42.233>think <00:08:42.234>the <00:08:42.235>vast <00:08:42.236>majority <00:08:42.237>of <00:08:42.239>the

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<00:08:42.240>&gt;&gt; <00:08:42.379>Yeah, <00:08:42.519>I <00:08:42.658>think <00:08:42.798>the <00:08:42.937>vast <00:08:43.077>majority <00:08:43.216>of <00:08:43.356>the <00:08:43.495>time <00:08:43.635>uh

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<00:08:43.789>time <00:08:43.799>uh

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<00:08:43.799>time <00:08:43.974>uh <00:08:44.150>as <00:08:44.324>Guillaume <00:08:44.500>said, <00:08:44.675>it's <00:08:44.849>not <00:08:45.025>the <00:08:45.199>models

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<00:08:46.350>as <00:08:46.351>Guillaume <00:08:46.353>said, <00:08:46.354>it's <00:08:46.356>not <00:08:46.357>the <00:08:46.359>models

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<00:08:46.360>as <00:08:46.500>Guillaume <00:08:46.640>said, <00:08:46.780>it's <00:08:46.920>not <00:08:47.060>the <00:08:47.200>models <00:08:47.340>themselves <00:08:47.480>that <00:08:47.620>are <00:08:47.760>insufficiently

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<00:08:48.790>themselves <00:08:48.793>that <00:08:48.795>are <00:08:48.799>insufficiently

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<00:08:48.800>themselves <00:08:48.955>that <00:08:49.111>are <00:08:49.266>insufficiently <00:08:49.422>powerful. <00:08:49.577>It's <00:08:49.733>maybe <00:08:49.888>the <00:08:50.044>context <00:08:50.199>is

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<00:08:51.470>powerful. <00:08:51.471>It's <00:08:51.473>maybe <00:08:51.475>the <00:08:51.477>context <00:08:51.479>is

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<00:08:51.480>powerful. <00:08:51.655>It's <00:08:51.830>maybe <00:08:52.005>the <00:08:52.180>context <00:08:52.355>is <00:08:52.530>insufficiently <00:08:52.705>available, <00:08:52.880>rich,

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<00:08:54.070>insufficiently <00:08:54.074>available, <00:08:54.079>rich,

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<00:08:54.080>insufficiently <00:08:54.546>available, <00:08:55.013>rich, <00:08:55.480>trustworthy,

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trustworthy,

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<00:08:55.760>trustworthy, <00:08:56.399>uh

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uh

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<00:08:56.480>uh <00:08:56.627>or <00:08:56.775>whatever <00:08:56.923>it <00:08:57.071>might <00:08:57.219>be. <00:08:57.367>And <00:08:57.515>actually,

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<00:08:57.630>or <00:08:57.631>whatever <00:08:57.633>it <00:08:57.634>might <00:08:57.636>be. <00:08:57.637>And <00:08:57.639>actually,

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<00:08:57.640>or <00:08:57.756>whatever <00:08:57.873>it <00:08:57.990>might <00:08:58.106>be. <00:08:58.223>And <00:08:58.340>actually, <00:08:58.456>sometimes <00:08:58.573>the <00:08:58.689>more <00:08:58.806>powerful <00:08:58.923>the <00:08:59.040>model,

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<00:08:59.710>sometimes <00:08:59.711>the <00:08:59.713>more <00:08:59.715>powerful <00:08:59.717>the <00:08:59.719>model,

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<00:08:59.720>sometimes <00:08:59.820>the <00:08:59.920>more <00:09:00.020>powerful <00:09:00.120>the <00:09:00.220>model, <00:09:00.320>uh <00:09:00.420>the <00:09:00.520>more <00:09:00.620>it <00:09:00.720>can <00:09:00.820>just <00:09:00.920>mask <00:09:01.020>or <00:09:01.120>disguise

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<00:09:01.750>uh <00:09:01.751>the <00:09:01.752>more <00:09:01.753>it <00:09:01.754>can <00:09:01.755>just <00:09:01.756>mask <00:09:01.757>or <00:09:01.759>disguise

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<00:09:01.760>uh <00:09:01.847>the <00:09:01.935>more <00:09:02.022>it <00:09:02.110>can <00:09:02.197>just <00:09:02.285>mask <00:09:02.372>or <00:09:02.460>disguise <00:09:02.547>the <00:09:02.635>fact <00:09:02.722>that <00:09:02.810>the <00:09:02.897>underlying <00:09:02.985>data <00:09:03.072>is <00:09:03.160>the

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<00:09:03.710>the <00:09:03.711>fact <00:09:03.712>that <00:09:03.713>the <00:09:03.715>underlying <00:09:03.716>data <00:09:03.717>is <00:09:03.719>the

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<00:09:03.720>the <00:09:03.820>fact <00:09:03.920>that <00:09:04.020>the <00:09:04.120>underlying <00:09:04.220>data <00:09:04.320>is <00:09:04.420>the <00:09:04.520>problem. <00:09:04.620>These <00:09:04.720>models <00:09:04.820>are <00:09:04.920>very <00:09:05.020>good <00:09:05.120>at

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<00:09:05.590>problem. <00:09:05.591>These <00:09:05.593>models <00:09:05.594>are <00:09:05.596>very <00:09:05.597>good <00:09:05.599>at

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<00:09:05.600>problem. <00:09:05.740>These <00:09:05.880>models <00:09:06.020>are <00:09:06.160>very <00:09:06.300>good <00:09:06.440>at <00:09:06.580>post <00:09:06.720>hoc <00:09:06.860>rationalizing <00:09:07.000>basically

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<00:09:07.430>post <00:09:07.433>hoc <00:09:07.436>rationalizing <00:09:07.439>basically

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<00:09:07.440>post <00:09:07.595>hoc <00:09:07.751>rationalizing <00:09:07.906>basically <00:09:08.062>anything, <00:09:08.217>so <00:09:08.373>they <00:09:08.528>can <00:09:08.684>very <00:09:08.840>convincingly

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<00:09:09.350>anything, <00:09:09.351>so <00:09:09.353>they <00:09:09.355>can <00:09:09.357>very <00:09:09.359>convincingly

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<00:09:09.360>anything, <00:09:09.485>so <00:09:09.610>they <00:09:09.735>can <00:09:09.860>very <00:09:09.985>convincingly <00:09:10.110>you <00:09:10.235>when <00:09:10.360>they're <00:09:10.485>very <00:09:10.611>very

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<00:09:10.750>you <00:09:10.752>when <00:09:10.754>they're <00:09:10.756>very <00:09:10.759>very

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<00:09:10.760>you <00:09:11.040>when <00:09:11.319>they're <00:09:11.600>very <00:09:11.880>very <00:09:12.160>powerful.

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powerful.

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<00:09:12.520>powerful. <00:09:12.675>&gt;&gt; <00:09:12.831>All <00:09:12.986>right, <00:09:13.142>that <00:09:13.297>brings <00:09:13.453>us <00:09:13.608>to <00:09:13.764>the <00:09:13.920>moment

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<00:09:14.790>&gt;&gt; <00:09:14.791>All <00:09:14.792>right, <00:09:14.793>that <00:09:14.794>brings <00:09:14.795>us <00:09:14.796>to <00:09:14.797>the <00:09:14.799>moment

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<00:09:14.800>&gt;&gt; <00:09:14.893>All <00:09:14.986>right, <00:09:15.079>that <00:09:15.173>brings <00:09:15.266>us <00:09:15.359>to <00:09:15.453>the <00:09:15.546>moment <00:09:15.640>where <00:09:15.733>many <00:09:15.826>teams <00:09:15.920>struggle, <00:09:16.013>moving <00:09:16.106>from <00:09:16.199>a

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<00:09:17.190>where <00:09:17.191>many <00:09:17.193>teams <00:09:17.194>struggle, <00:09:17.196>moving <00:09:17.197>from <00:09:17.199>a

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<00:09:17.200>where <00:09:17.316>many <00:09:17.433>teams <00:09:17.550>struggle, <00:09:17.666>moving <00:09:17.783>from <00:09:17.900>a <00:09:18.016>promising <00:09:18.133>idea <00:09:18.250>to <00:09:18.366>something <00:09:18.483>that <00:09:18.600>people

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<00:09:19.710>promising <00:09:19.711>idea <00:09:19.713>to <00:09:19.715>something <00:09:19.717>that <00:09:19.719>people

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<00:09:19.720>promising <00:09:19.847>idea <00:09:19.974>to <00:09:20.101>something <00:09:20.229>that <00:09:20.356>people <00:09:20.483>actually <00:09:20.610>can <00:09:20.738>use. <00:09:20.865>Mariam, <00:09:20.992>what <00:09:21.120>changes

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<00:09:23.590>actually <00:09:23.591>can <00:09:23.593>use. <00:09:23.595>Mariam, <00:09:23.597>what <00:09:23.599>changes

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<00:09:23.600>actually <00:09:23.716>can <00:09:23.833>use. <00:09:23.950>Mariam, <00:09:24.066>what <00:09:24.183>changes <00:09:24.300>when <00:09:24.416>an <00:09:24.533>AI <00:09:24.650>use <00:09:24.766>case <00:09:24.883>moves <00:09:25.000>from

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<00:09:25.710>when <00:09:25.711>an <00:09:25.713>AI <00:09:25.714>use <00:09:25.716>case <00:09:25.717>moves <00:09:25.719>from

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<00:09:25.720>when <00:09:25.847>an <00:09:25.974>AI <00:09:26.101>use <00:09:26.229>case <00:09:26.356>moves <00:09:26.483>from <00:09:26.610>compelling <00:09:26.738>demo <00:09:26.865>into <00:09:26.992>real <00:09:27.120>business

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<00:09:28.270>compelling <00:09:28.272>demo <00:09:28.274>into <00:09:28.276>real <00:09:28.279>business

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<00:09:28.280>compelling <00:09:28.420>demo <00:09:28.560>into <00:09:28.699>real <00:09:28.839>business <00:09:28.980>process <00:09:29.120>with <00:09:29.260>real <00:09:29.400>users, <00:09:29.540>risk, <00:09:29.680>and

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<00:09:30.990>process <00:09:30.991>with <00:09:30.993>real <00:09:30.995>users, <00:09:30.997>risk, <00:09:30.999>and

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<00:09:31.000>process <00:09:31.214>with <00:09:31.429>real <00:09:31.643>users, <00:09:31.858>risk, <00:09:32.072>and <00:09:32.286>accountability?

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accountability?

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<00:09:32.440>accountability? <00:09:32.600>&gt;&gt; <00:09:32.761>Yeah, <00:09:32.922>really <00:09:33.083>good <00:09:33.244>question. <00:09:33.405>I <00:09:33.566>think <00:09:33.727>that

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<00:09:33.870>&gt;&gt; <00:09:33.871>Yeah, <00:09:33.872>really <00:09:33.873>good <00:09:33.875>question. <00:09:33.876>I <00:09:33.877>think <00:09:33.879>that

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<00:09:33.880>&gt;&gt; <00:09:33.987>Yeah, <00:09:34.095>really <00:09:34.203>good <00:09:34.310>question. <00:09:34.418>I <00:09:34.526>think <00:09:34.633>that <00:09:34.741>exactly <00:09:34.849>matches <00:09:34.956>actually <00:09:35.064>what <00:09:35.172>we <00:09:35.280>are

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<00:09:36.030>exactly <00:09:36.031>matches <00:09:36.033>actually <00:09:36.035>what <00:09:36.037>we <00:09:36.039>are

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<00:09:36.040>exactly <00:09:36.167>matches <00:09:36.294>actually <00:09:36.421>what <00:09:36.549>we <00:09:36.676>are <00:09:36.803>doing <00:09:36.930>as <00:09:37.058>an <00:09:37.185>AI <00:09:37.312>application <00:09:37.439>platform

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<00:09:38.590>doing <00:09:38.591>as <00:09:38.593>an <00:09:38.595>AI <00:09:38.597>application <00:09:38.599>platform

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<00:09:38.600>doing <00:09:38.716>as <00:09:38.833>an <00:09:38.950>AI <00:09:39.066>application <00:09:39.183>platform <00:09:39.300>building <00:09:39.416>as <00:09:39.533>an <00:09:39.650>AI <00:09:39.766>platform <00:09:39.883>for <00:09:40.000>building

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<00:09:40.430>building <00:09:40.431>as <00:09:40.433>an <00:09:40.434>AI <00:09:40.436>platform <00:09:40.437>for <00:09:40.439>building

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<00:09:40.440>building <00:09:40.540>as <00:09:40.640>an <00:09:40.740>AI <00:09:40.840>platform <00:09:40.940>for <00:09:41.040>building <00:09:41.140>business <00:09:41.240>apps. <00:09:41.340>One <00:09:41.440>of <00:09:41.540>the <00:09:41.640>things <00:09:41.740>we <00:09:41.840>see

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<00:09:42.390>business <00:09:42.391>apps. <00:09:42.392>One <00:09:42.393>of <00:09:42.395>the <00:09:42.396>things <00:09:42.397>we <00:09:42.399>see

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<00:09:42.400>business <00:09:42.507>apps. <00:09:42.615>One <00:09:42.723>of <00:09:42.830>the <00:09:42.938>things <00:09:43.046>we <00:09:43.153>see <00:09:43.261>and <00:09:43.369>obviously <00:09:43.476>today <00:09:43.584>everyone <00:09:43.692>knows <00:09:43.800>about

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<00:09:44.190>and <00:09:44.191>obviously <00:09:44.193>today <00:09:44.195>everyone <00:09:44.197>knows <00:09:44.199>about

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<00:09:44.200>and <00:09:44.316>obviously <00:09:44.433>today <00:09:44.550>everyone <00:09:44.666>knows <00:09:44.783>about <00:09:44.900>live <00:09:45.016>coding, <00:09:45.133>knows <00:09:45.250>about <00:09:45.366>all <00:09:45.483>of <00:09:45.600>the

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<00:09:46.070>live <00:09:46.071>coding, <00:09:46.073>knows <00:09:46.074>about <00:09:46.076>all <00:09:46.077>of <00:09:46.079>the

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<00:09:46.080>live <00:09:46.187>coding, <00:09:46.295>knows <00:09:46.403>about <00:09:46.510>all <00:09:46.618>of <00:09:46.726>the <00:09:46.833>tools <00:09:46.941>that <00:09:47.049>exist <00:09:47.156>there <00:09:47.264>to <00:09:47.372>build <00:09:47.480>things

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<00:09:48.230>tools <00:09:48.231>that <00:09:48.233>exist <00:09:48.234>there <00:09:48.236>to <00:09:48.237>build <00:09:48.239>things

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<00:09:48.240>tools <00:09:48.380>that <00:09:48.520>exist <00:09:48.660>there <00:09:48.800>to <00:09:48.940>build <00:09:49.080>things <00:09:49.220>quickly <00:09:49.360>within <00:09:49.500>organization. <00:09:49.640>So

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<00:09:50.870>quickly <00:09:50.873>within <00:09:50.876>organization. <00:09:50.879>So

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<00:09:50.880>quickly <00:09:51.007>within <00:09:51.134>organization. <00:09:51.261>So <00:09:51.389>it's <00:09:51.516>very <00:09:51.643>easy <00:09:51.770>to <00:09:51.898>build <00:09:52.025>a <00:09:52.152>prototype <00:09:52.280>or

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<00:09:52.710>it's <00:09:52.711>very <00:09:52.712>easy <00:09:52.713>to <00:09:52.715>build <00:09:52.716>a <00:09:52.717>prototype <00:09:52.719>or

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<00:09:52.720>it's <00:09:52.820>very <00:09:52.920>easy <00:09:53.020>to <00:09:53.120>build <00:09:53.220>a <00:09:53.320>prototype <00:09:53.420>or <00:09:53.520>to <00:09:53.620>put <00:09:53.720>together, <00:09:53.820>you <00:09:53.920>know, <00:09:54.020>a <00:09:54.120>website

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<00:09:54.470>to <00:09:54.471>put <00:09:54.473>together, <00:09:54.474>you <00:09:54.476>know, <00:09:54.477>a <00:09:54.479>website

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<00:09:54.480>to <00:09:54.587>put <00:09:54.695>together, <00:09:54.803>you <00:09:54.910>know, <00:09:55.018>a <00:09:55.126>website <00:09:55.233>really <00:09:55.341>quickly, <00:09:55.449>but <00:09:55.556>what <00:09:55.664>what <00:09:55.772>is <00:09:55.880>not

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<00:09:56.910>really <00:09:56.911>quickly, <00:09:56.913>but <00:09:56.914>what <00:09:56.915>what <00:09:56.917>is <00:09:56.919>not

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<00:09:56.920>really <00:09:57.027>quickly, <00:09:57.135>but <00:09:57.243>what <00:09:57.350>what <00:09:57.458>is <00:09:57.566>not <00:09:57.673>possible <00:09:57.781>yet <00:09:57.889>well <00:09:57.996>with <00:09:58.104>live <00:09:58.212>coding <00:09:58.319>or

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<00:09:59.790>possible <00:09:59.791>yet <00:09:59.793>well <00:09:59.794>with <00:09:59.795>live <00:09:59.797>coding <00:09:59.799>or

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<00:09:59.800>possible <00:09:59.900>yet <00:10:00.000>well <00:10:00.099>with <00:10:00.199>live <00:10:00.300>coding <00:10:00.400>or <00:10:00.500>the <00:10:00.599>a <00:10:00.699>lot <00:10:00.800>of <00:10:00.900>the <00:10:01.000>AI <00:10:01.099>tools <00:10:01.199>is

00:10:02.630 --> 00:10:02.640 align:start position:0%
<00:10:02.630>the <00:10:02.631>a <00:10:02.632>lot <00:10:02.633>of <00:10:02.635>the <00:10:02.636>AI <00:10:02.637>tools <00:10:02.639>is

00:10:02.640 --> 00:10:04.310 align:start position:0%
<00:10:02.640>the <00:10:02.747>a <00:10:02.855>lot <00:10:02.963>of <00:10:03.070>the <00:10:03.178>AI <00:10:03.286>tools <00:10:03.393>is <00:10:03.501>how <00:10:03.609>much <00:10:03.716>does <00:10:03.824>this <00:10:03.932>actually <00:10:04.040>empower

00:10:04.310 --> 00:10:04.320 align:start position:0%
<00:10:04.310>how <00:10:04.311>much <00:10:04.313>does <00:10:04.315>this <00:10:04.317>actually <00:10:04.319>empower

00:10:04.320 --> 00:10:06.550 align:start position:0%
<00:10:04.320>how <00:10:04.447>much <00:10:04.574>does <00:10:04.701>this <00:10:04.829>actually <00:10:04.956>empower <00:10:05.083>business <00:10:05.210>users <00:10:05.338>still <00:10:05.465>if <00:10:05.592>you <00:10:05.720>really

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<00:10:06.550>business <00:10:06.551>users <00:10:06.553>still <00:10:06.555>if <00:10:06.557>you <00:10:06.559>really

00:10:06.560 --> 00:10:09.110 align:start position:0%
<00:10:06.560>business <00:10:06.676>users <00:10:06.793>still <00:10:06.910>if <00:10:07.026>you <00:10:07.143>really <00:10:07.260>that's <00:10:07.376>what <00:10:07.493>software <00:10:07.609>is <00:10:07.726>is <00:10:07.843>focusing <00:10:07.959>on.

00:10:09.110 --> 00:10:09.120 align:start position:0%
<00:10:09.110>that's <00:10:09.111>what <00:10:09.113>software <00:10:09.114>is <00:10:09.116>is <00:10:09.117>focusing <00:10:09.119>on.

00:10:09.120 --> 00:10:10.630 align:start position:0%
<00:10:09.120>that's <00:10:09.224>what <00:10:09.329>software <00:10:09.433>is <00:10:09.538>is <00:10:09.642>focusing <00:10:09.747>on. <00:10:09.851>That's <00:10:09.956>why <00:10:10.060>I'm <00:10:10.165>kind <00:10:10.269>of <00:10:10.374>just <00:10:10.479>narrowing

00:10:10.630 --> 00:10:10.640 align:start position:0%
<00:10:10.630>That's <00:10:10.631>why <00:10:10.633>I'm <00:10:10.634>kind <00:10:10.636>of <00:10:10.637>just <00:10:10.639>narrowing

00:10:10.640 --> 00:10:13.310 align:start position:0%
<00:10:10.640>That's <00:10:10.747>why <00:10:10.855>I'm <00:10:10.963>kind <00:10:11.070>of <00:10:11.178>just <00:10:11.286>narrowing <00:10:11.393>down <00:10:11.501>on <00:10:11.609>that. <00:10:11.716>If <00:10:11.824>we <00:10:11.932>want <00:10:12.040>to

00:10:13.310 --> 00:10:13.320 align:start position:0%
<00:10:13.310>down <00:10:13.311>on <00:10:13.313>that. <00:10:13.314>If <00:10:13.316>we <00:10:13.317>want <00:10:13.319>to

00:10:13.320 --> 00:10:15.110 align:start position:0%
<00:10:13.320>down <00:10:13.436>on <00:10:13.553>that. <00:10:13.670>If <00:10:13.786>we <00:10:13.903>want <00:10:14.020>to <00:10:14.136>empower <00:10:14.253>business <00:10:14.370>users <00:10:14.486>to <00:10:14.603>build <00:10:14.720>their

00:10:15.110 --> 00:10:15.120 align:start position:0%
<00:10:15.110>empower <00:10:15.111>business <00:10:15.113>users <00:10:15.115>to <00:10:15.117>build <00:10:15.119>their

00:10:15.120 --> 00:10:17.150 align:start position:0%
<00:10:15.120>empower <00:10:15.260>business <00:10:15.400>users <00:10:15.540>to <00:10:15.680>build <00:10:15.820>their <00:10:15.960>own <00:10:16.100>tooling <00:10:16.240>within <00:10:16.380>organizations <00:10:16.520>that

00:10:17.150 --> 00:10:17.160 align:start position:0%
<00:10:17.150>own <00:10:17.152>tooling <00:10:17.154>within <00:10:17.156>organizations <00:10:17.159>that

00:10:17.160 --> 00:10:18.470 align:start position:0%
<00:10:17.160>own <00:10:17.277>tooling <00:10:17.395>within <00:10:17.513>organizations <00:10:17.631>that <00:10:17.749>they <00:10:17.867>build <00:10:17.985>tools <00:10:18.103>there <00:10:18.221>for <00:10:18.339>their

00:10:18.470 --> 00:10:18.480 align:start position:0%
<00:10:18.470>they <00:10:18.471>build <00:10:18.473>tools <00:10:18.475>there <00:10:18.477>for <00:10:18.479>their

00:10:18.480 --> 00:10:20.950 align:start position:0%
<00:10:18.480>they <00:10:18.620>build <00:10:18.760>tools <00:10:18.900>there <00:10:19.040>for <00:10:19.180>their <00:10:19.320>day-to-day <00:10:19.460>operational <00:10:19.600>needs <00:10:19.740>etc. <00:10:19.880>What

00:10:20.950 --> 00:10:20.960 align:start position:0%
<00:10:20.950>day-to-day <00:10:20.952>operational <00:10:20.954>needs <00:10:20.956>etc. <00:10:20.959>What

00:10:20.960 --> 00:10:22.990 align:start position:0%
<00:10:20.960>day-to-day <00:10:21.076>operational <00:10:21.193>needs <00:10:21.310>etc. <00:10:21.426>What <00:10:21.543>is <00:10:21.660>still <00:10:21.776>really <00:10:21.893>huge <00:10:22.010>gap <00:10:22.126>and <00:10:22.243>is <00:10:22.360>really

00:10:22.990 --> 00:10:23.000 align:start position:0%
<00:10:22.990>is <00:10:22.991>still <00:10:22.992>really <00:10:22.993>huge <00:10:22.995>gap <00:10:22.996>and <00:10:22.997>is <00:10:22.999>really

00:10:23.000 --> 00:10:25.830 align:start position:0%
<00:10:23.000>is <00:10:23.100>still <00:10:23.200>really <00:10:23.300>huge <00:10:23.400>gap <00:10:23.500>and <00:10:23.600>is <00:10:23.700>really <00:10:23.800>lacking <00:10:23.900>is <00:10:24.000>not <00:10:24.100>the <00:10:24.200>front <00:10:24.300>end <00:10:24.400>generation

00:10:25.830 --> 00:10:25.840 align:start position:0%
<00:10:25.830>lacking <00:10:25.831>is <00:10:25.833>not <00:10:25.834>the <00:10:25.836>front <00:10:25.837>end <00:10:25.839>generation

00:10:25.840 --> 00:10:27.870 align:start position:0%
<00:10:25.840>lacking <00:10:25.947>is <00:10:26.055>not <00:10:26.163>the <00:10:26.270>front <00:10:26.378>end <00:10:26.486>generation <00:10:26.593>that <00:10:26.701>is <00:10:26.809>just <00:10:26.916>10% <00:10:27.024>of <00:10:27.132>any <00:10:27.240>business

00:10:27.870 --> 00:10:27.880 align:start position:0%
<00:10:27.870>that <00:10:27.871>is <00:10:27.873>just <00:10:27.874>10% <00:10:27.876>of <00:10:27.877>any <00:10:27.879>business

00:10:27.880 --> 00:10:30.670 align:start position:0%
<00:10:27.880>that <00:10:28.007>is <00:10:28.134>just <00:10:28.261>10% <00:10:28.389>of <00:10:28.516>any <00:10:28.643>business <00:10:28.770>software, <00:10:28.898>right? <00:10:29.025>Business <00:10:29.152>software <00:10:29.280>is

00:10:30.670 --> 00:10:30.680 align:start position:0%
<00:10:30.670>software, <00:10:30.672>right? <00:10:30.674>Business <00:10:30.676>software <00:10:30.679>is

00:10:30.680 --> 00:10:32.950 align:start position:0%
<00:10:30.680>software, <00:10:30.854>right? <00:10:31.030>Business <00:10:31.204>software <00:10:31.380>is <00:10:31.555>comes <00:10:31.729>with <00:10:31.905>databases, <00:10:32.079>permissions,

00:10:32.950 --> 00:10:32.960 align:start position:0%
<00:10:32.950>comes <00:10:32.953>with <00:10:32.956>databases, <00:10:32.959>permissions,

00:10:32.960 --> 00:10:34.470 align:start position:0%
<00:10:32.960>comes <00:10:33.186>with <00:10:33.413>databases, <00:10:33.639>permissions, <00:10:33.866>authentication, <00:10:34.092>the <00:10:34.319>security,

00:10:34.470 --> 00:10:34.480 align:start position:0%
<00:10:34.470>authentication, <00:10:34.474>the <00:10:34.479>security,

00:10:34.480 --> 00:10:36.310 align:start position:0%
<00:10:34.480>authentication, <00:10:34.635>the <00:10:34.791>security, <00:10:34.946>governance. <00:10:35.102>All <00:10:35.257>of <00:10:35.413>that <00:10:35.568>is, <00:10:35.724>you <00:10:35.880>know,

00:10:36.310 --> 00:10:36.320 align:start position:0%
<00:10:36.310>governance. <00:10:36.311>All <00:10:36.313>of <00:10:36.314>that <00:10:36.316>is, <00:10:36.317>you <00:10:36.319>know,

00:10:36.320 --> 00:10:39.590 align:start position:0%
<00:10:36.320>governance. <00:10:36.427>All <00:10:36.535>of <00:10:36.643>that <00:10:36.750>is, <00:10:36.858>you <00:10:36.966>know, <00:10:37.073>you <00:10:37.181>don't <00:10:37.289>deploy <00:10:37.396>employee <00:10:37.504>HR <00:10:37.612>portal <00:10:37.720>on

00:10:39.590 --> 00:10:39.600 align:start position:0%
<00:10:39.590>you <00:10:39.591>don't <00:10:39.593>deploy <00:10:39.594>employee <00:10:39.596>HR <00:10:39.597>portal <00:10:39.599>on

00:10:39.600 --> 00:10:41.510 align:start position:0%
<00:10:39.600>you <00:10:39.700>don't <00:10:39.800>deploy <00:10:39.900>employee <00:10:40.000>HR <00:10:40.100>portal <00:10:40.200>on <00:10:40.300>you <00:10:40.400>don't <00:10:40.500>live <00:10:40.600>code <00:10:40.700>that <00:10:40.800>and <00:10:40.900>then <00:10:41.000>deploy

00:10:41.510 --> 00:10:41.520 align:start position:0%
<00:10:41.510>you <00:10:41.511>don't <00:10:41.512>live <00:10:41.513>code <00:10:41.515>that <00:10:41.516>and <00:10:41.517>then <00:10:41.519>deploy

00:10:41.520 --> 00:10:44.670 align:start position:0%
<00:10:41.520>you <00:10:41.613>don't <00:10:41.706>live <00:10:41.800>code <00:10:41.893>that <00:10:41.986>and <00:10:42.079>then <00:10:42.173>deploy <00:10:42.266>it <00:10:42.360>on <00:10:42.453>nowhere <00:10:42.546>or <00:10:42.640>you <00:10:42.733>don't <00:10:42.826>trust <00:10:42.920>that

00:10:44.670 --> 00:10:44.680 align:start position:0%
<00:10:44.670>it <00:10:44.671>on <00:10:44.672>nowhere <00:10:44.673>or <00:10:44.675>you <00:10:44.676>don't <00:10:44.677>trust <00:10:44.679>that

00:10:44.680 --> 00:10:46.310 align:start position:0%
<00:10:44.680>it <00:10:44.773>on <00:10:44.866>nowhere <00:10:44.959>or <00:10:45.053>you <00:10:45.146>don't <00:10:45.239>trust <00:10:45.333>that <00:10:45.426>you <00:10:45.520>don't <00:10:45.613>have <00:10:45.706>a <00:10:45.800>business <00:10:45.893>user <00:10:45.986>to <00:10:46.079>deploy

00:10:46.310 --> 00:10:46.320 align:start position:0%
<00:10:46.310>you <00:10:46.311>don't <00:10:46.312>have <00:10:46.313>a <00:10:46.315>business <00:10:46.316>user <00:10:46.317>to <00:10:46.319>deploy

00:10:46.320 --> 00:10:48.710 align:start position:0%
<00:10:46.320>you <00:10:46.413>don't <00:10:46.506>have <00:10:46.600>a <00:10:46.693>business <00:10:46.786>user <00:10:46.880>to <00:10:46.973>deploy <00:10:47.066>that. <00:10:47.160>So <00:10:47.253>what <00:10:47.346>I <00:10:47.440>think <00:10:47.533>is <00:10:47.626>still <00:10:47.720>missing

00:10:48.710 --> 00:10:48.720 align:start position:0%
<00:10:48.710>that. <00:10:48.711>So <00:10:48.712>what <00:10:48.713>I <00:10:48.715>think <00:10:48.716>is <00:10:48.717>still <00:10:48.719>missing

00:10:48.720 --> 00:10:49.829 align:start position:0%
<00:10:48.720>that. <00:10:48.844>So <00:10:48.969>what <00:10:49.094>I <00:10:49.219>think <00:10:49.343>is <00:10:49.468>still <00:10:49.593>missing <00:10:49.718>is

00:10:49.829 --> 00:10:49.839 align:start position:0%
is

00:10:49.839 --> 00:10:52.710 align:start position:0%
<00:10:49.839>is <00:10:50.072>really <00:10:50.305>this <00:10:50.539>powerful <00:10:50.772>platforms <00:10:51.005>where <00:10:51.238>the

00:10:52.710 --> 00:10:52.720 align:start position:0%
<00:10:52.710>really <00:10:52.711>this <00:10:52.713>powerful <00:10:52.715>platforms <00:10:52.717>where <00:10:52.719>the

00:10:52.720 --> 00:10:54.190 align:start position:0%
<00:10:52.720>really <00:10:52.840>this <00:10:52.960>powerful <00:10:53.080>platforms <00:10:53.201>where <00:10:53.321>the <00:10:53.441>platform <00:10:53.561>handles <00:10:53.682>a <00:10:53.802>lot <00:10:53.922>of <00:10:54.043>these

00:10:54.190 --> 00:10:54.200 align:start position:0%
<00:10:54.190>platform <00:10:54.191>handles <00:10:54.193>a <00:10:54.195>lot <00:10:54.197>of <00:10:54.199>these

00:10:54.200 --> 00:10:55.910 align:start position:0%
<00:10:54.200>platform <00:10:54.355>handles <00:10:54.511>a <00:10:54.666>lot <00:10:54.822>of <00:10:54.977>these <00:10:55.133>complexities <00:10:55.288>of <00:10:55.444>software <00:10:55.600>engineering

00:10:55.910 --> 00:10:55.920 align:start position:0%
<00:10:55.910>complexities <00:10:55.913>of <00:10:55.915>software <00:10:55.919>engineering

00:10:55.920 --> 00:10:58.150 align:start position:0%
<00:10:55.920>complexities <00:10:56.075>of <00:10:56.231>software <00:10:56.386>engineering <00:10:56.542>because <00:10:56.697>AI <00:10:56.853>didn't <00:10:57.008>remove <00:10:57.164>the <00:10:57.319>complexity,

00:10:58.150 --> 00:10:58.160 align:start position:0%
<00:10:58.150>because <00:10:58.151>AI <00:10:58.153>didn't <00:10:58.155>remove <00:10:58.157>the <00:10:58.159>complexity,

00:10:58.160 --> 00:10:59.910 align:start position:0%
<00:10:58.160>because <00:10:58.260>AI <00:10:58.360>didn't <00:10:58.459>remove <00:10:58.560>the <00:10:58.660>complexity, <00:10:58.760>right? <00:10:58.860>It <00:10:58.959>just <00:10:59.060>handed <00:10:59.160>it <00:10:59.260>over <00:10:59.360>it <00:10:59.459>over <00:10:59.560>to

00:10:59.910 --> 00:10:59.920 align:start position:0%
<00:10:59.910>right? <00:10:59.911>It <00:10:59.912>just <00:10:59.913>handed <00:10:59.914>it <00:10:59.915>over <00:10:59.916>it <00:10:59.917>over <00:10:59.919>to

00:10:59.920 --> 00:11:02.110 align:start position:0%
<00:10:59.920>right? <00:11:00.020>It <00:11:00.120>just <00:11:00.219>handed <00:11:00.319>it <00:11:00.420>over <00:11:00.520>it <00:11:00.620>over <00:11:00.719>to <00:11:00.819>everyone. <00:11:00.920>So <00:11:01.020>where <00:11:01.120>that <00:11:01.219>complexity <00:11:01.319>is

00:11:02.110 --> 00:11:02.120 align:start position:0%
<00:11:02.110>everyone. <00:11:02.111>So <00:11:02.113>where <00:11:02.115>that <00:11:02.117>complexity <00:11:02.119>is

00:11:02.120 --> 00:11:04.630 align:start position:0%
<00:11:02.120>everyone. <00:11:02.247>So <00:11:02.374>where <00:11:02.501>that <00:11:02.629>complexity <00:11:02.756>is <00:11:02.883>removed <00:11:03.010>and <00:11:03.138>then <00:11:03.265>business <00:11:03.392>users <00:11:03.520>really

00:11:04.630 --> 00:11:04.640 align:start position:0%
<00:11:04.630>removed <00:11:04.631>and <00:11:04.633>then <00:11:04.635>business <00:11:04.637>users <00:11:04.639>really

00:11:04.640 --> 00:11:06.510 align:start position:0%
<00:11:04.640>removed <00:11:04.740>and <00:11:04.840>then <00:11:04.939>business <00:11:05.040>users <00:11:05.140>really <00:11:05.240>are <00:11:05.340>able <00:11:05.439>to <00:11:05.540>build <00:11:05.640>the <00:11:05.740>tools <00:11:05.840>they <00:11:05.939>need <00:11:06.040>on

00:11:06.510 --> 00:11:06.520 align:start position:0%
<00:11:06.510>are <00:11:06.511>able <00:11:06.512>to <00:11:06.513>build <00:11:06.514>the <00:11:06.515>tools <00:11:06.516>they <00:11:06.517>need <00:11:06.519>on

00:11:06.520 --> 00:11:07.630 align:start position:0%
<00:11:06.520>are <00:11:06.610>able <00:11:06.701>to <00:11:06.792>build <00:11:06.883>the <00:11:06.974>tools <00:11:07.064>they <00:11:07.155>need <00:11:07.246>on <00:11:07.337>top <00:11:07.428>of <00:11:07.519>that.

00:11:07.630 --> 00:11:07.640 align:start position:0%
<00:11:07.630>top <00:11:07.634>of <00:11:07.639>that.

00:11:07.640 --> 00:11:09.230 align:start position:0%
<00:11:07.640>top <00:11:07.795>of <00:11:07.951>that. <00:11:08.106>&gt;&gt; <00:11:08.262>Totally. <00:11:08.417>Guillaume, <00:11:08.573>I <00:11:08.728>saw <00:11:08.884>you're <00:11:09.040>already

00:11:09.230 --> 00:11:09.240 align:start position:0%
<00:11:09.230>&gt;&gt; <00:11:09.231>Totally. <00:11:09.233>Guillaume, <00:11:09.234>I <00:11:09.236>saw <00:11:09.237>you're <00:11:09.239>already

00:11:09.240 --> 00:11:10.350 align:start position:0%
<00:11:09.240>&gt;&gt; <00:11:09.351>Totally. <00:11:09.462>Guillaume, <00:11:09.573>I <00:11:09.684>saw <00:11:09.795>you're <00:11:09.906>already <00:11:10.017>nodding <00:11:10.128>your <00:11:10.239>head.

00:11:10.350 --> 00:11:10.360 align:start position:0%
<00:11:10.350>nodding <00:11:10.354>your <00:11:10.359>head.

00:11:10.360 --> 00:11:13.270 align:start position:0%
<00:11:10.360>nodding <00:11:10.476>your <00:11:10.593>head. <00:11:10.710>&gt;&gt; <00:11:10.826>Yeah, <00:11:10.943>no <00:11:11.060>it's <00:11:11.176>it's <00:11:11.293>I <00:11:11.410>think <00:11:11.526>we <00:11:11.643>we <00:11:11.760>touch

00:11:13.270 --> 00:11:13.280 align:start position:0%
<00:11:13.270>&gt;&gt; <00:11:13.271>Yeah, <00:11:13.271>no <00:11:13.273>it's <00:11:13.274>it's <00:11:13.275>I <00:11:13.276>think <00:11:13.276>we <00:11:13.278>we <00:11:13.279>touch

00:11:13.280 --> 00:11:16.870 align:start position:0%
<00:11:13.280>&gt;&gt; <00:11:13.362>Yeah, <00:11:13.444>no <00:11:13.527>it's <00:11:13.609>it's <00:11:13.691>I <00:11:13.774>think <00:11:13.856>we <00:11:13.938>we <00:11:14.021>touch <00:11:14.103>on <00:11:14.185>our <00:11:14.268>eye <00:11:14.350>data, <00:11:14.432>business <00:11:14.515>user. <00:11:14.597>I <00:11:14.680>think

00:11:16.870 --> 00:11:16.880 align:start position:0%
<00:11:16.870>on <00:11:16.871>our <00:11:16.872>eye <00:11:16.873>data, <00:11:16.875>business <00:11:16.876>user. <00:11:16.877>I <00:11:16.879>think

00:11:16.880 --> 00:11:19.190 align:start position:0%
<00:11:16.880>on <00:11:16.962>our <00:11:17.044>eye <00:11:17.127>data, <00:11:17.209>business <00:11:17.291>user. <00:11:17.374>I <00:11:17.456>think <00:11:17.538>the <00:11:17.621>the <00:11:17.703>two <00:11:17.785>I <00:11:17.868>want <00:11:17.950>to <00:11:18.032>add <00:11:18.115>and <00:11:18.197>one <00:11:18.280>is

00:11:19.190 --> 00:11:19.200 align:start position:0%
<00:11:19.190>the <00:11:19.191>the <00:11:19.192>two <00:11:19.193>I <00:11:19.194>want <00:11:19.195>to <00:11:19.196>add <00:11:19.197>and <00:11:19.198>one <00:11:19.199>is

00:11:19.200 --> 00:11:20.470 align:start position:0%
<00:11:19.200>the <00:11:19.271>the <00:11:19.342>two <00:11:19.414>I <00:11:19.485>want <00:11:19.557>to <00:11:19.628>add <00:11:19.700>and <00:11:19.771>one <00:11:19.842>is <00:11:19.914>linked <00:11:19.985>to <00:11:20.057>the <00:11:20.128>business <00:11:20.200>user <00:11:20.271>is <00:11:20.343>the

00:11:20.470 --> 00:11:20.480 align:start position:0%
<00:11:20.470>linked <00:11:20.471>to <00:11:20.473>the <00:11:20.474>business <00:11:20.476>user <00:11:20.477>is <00:11:20.479>the

00:11:20.480 --> 00:11:22.470 align:start position:0%
<00:11:20.480>linked <00:11:20.635>to <00:11:20.791>the <00:11:20.946>business <00:11:21.102>user <00:11:21.257>is <00:11:21.413>the <00:11:21.568>change <00:11:21.724>management, <00:11:21.880>right?

00:11:22.470 --> 00:11:22.480 align:start position:0%
<00:11:22.470>change <00:11:22.474>management, <00:11:22.479>right?

00:11:22.480 --> 00:11:24.070 align:start position:0%
<00:11:22.480>change <00:11:22.607>management, <00:11:22.734>right? <00:11:22.861>You <00:11:22.989>have <00:11:23.116>a <00:11:23.243>big <00:11:23.370>you <00:11:23.498>have <00:11:23.625>a <00:11:23.752>demo, <00:11:23.880>it's

00:11:24.070 --> 00:11:24.080 align:start position:0%
<00:11:24.070>You <00:11:24.071>have <00:11:24.072>a <00:11:24.073>big <00:11:24.074>you <00:11:24.075>have <00:11:24.076>a <00:11:24.077>demo, <00:11:24.079>it's

00:11:24.080 --> 00:11:26.870 align:start position:0%
<00:11:24.080>You <00:11:24.162>have <00:11:24.244>a <00:11:24.327>big <00:11:24.409>you <00:11:24.491>have <00:11:24.574>a <00:11:24.656>demo, <00:11:24.738>it's <00:11:24.821>great, <00:11:24.903>it <00:11:24.985>works, <00:11:25.068>but <00:11:25.150>to <00:11:25.232>go <00:11:25.315>from <00:11:25.397>the <00:11:25.480>demo

00:11:26.870 --> 00:11:26.880 align:start position:0%
<00:11:26.870>great, <00:11:26.871>it <00:11:26.872>works, <00:11:26.873>but <00:11:26.874>to <00:11:26.875>go <00:11:26.876>from <00:11:26.877>the <00:11:26.879>demo

00:11:26.880 --> 00:11:28.590 align:start position:0%
<00:11:26.880>great, <00:11:26.973>it <00:11:27.066>works, <00:11:27.160>but <00:11:27.253>to <00:11:27.346>go <00:11:27.439>from <00:11:27.533>the <00:11:27.626>demo <00:11:27.720>to <00:11:27.813>production, <00:11:27.906>you <00:11:28.000>need <00:11:28.093>to <00:11:28.186>bring <00:11:28.280>along

00:11:28.590 --> 00:11:28.600 align:start position:0%
<00:11:28.590>to <00:11:28.591>production, <00:11:28.593>you <00:11:28.594>need <00:11:28.596>to <00:11:28.597>bring <00:11:28.599>along

00:11:28.600 --> 00:11:31.310 align:start position:0%
<00:11:28.600>to <00:11:28.716>production, <00:11:28.833>you <00:11:28.950>need <00:11:29.066>to <00:11:29.183>bring <00:11:29.300>along <00:11:29.416>everyone, <00:11:29.533>right? <00:11:29.650>And <00:11:29.766>it's <00:11:29.883>linked <00:11:30.000>to

00:11:31.310 --> 00:11:31.320 align:start position:0%
<00:11:31.310>everyone, <00:11:31.311>right? <00:11:31.313>And <00:11:31.315>it's <00:11:31.317>linked <00:11:31.319>to

00:11:31.320 --> 00:11:33.390 align:start position:0%
<00:11:31.320>everyone, <00:11:31.447>right? <00:11:31.574>And <00:11:31.701>it's <00:11:31.829>linked <00:11:31.956>to <00:11:32.083>what's <00:11:32.210>the <00:11:32.338>data <00:11:32.465>ingested, <00:11:32.592>what's <00:11:32.720>the

00:11:33.390 --> 00:11:33.400 align:start position:0%
<00:11:33.390>what's <00:11:33.391>the <00:11:33.393>data <00:11:33.395>ingested, <00:11:33.397>what's <00:11:33.399>the

00:11:33.400 --> 00:11:35.070 align:start position:0%
<00:11:33.400>what's <00:11:33.507>the <00:11:33.615>data <00:11:33.723>ingested, <00:11:33.830>what's <00:11:33.938>the <00:11:34.046>return <00:11:34.153>of <00:11:34.261>investment, <00:11:34.369>what <00:11:34.476>do <00:11:34.584>I <00:11:34.692>do <00:11:34.800>with

00:11:35.070 --> 00:11:35.080 align:start position:0%
<00:11:35.070>return <00:11:35.071>of <00:11:35.072>investment, <00:11:35.073>what <00:11:35.075>do <00:11:35.076>I <00:11:35.077>do <00:11:35.079>with

00:11:35.080 --> 00:11:36.150 align:start position:0%
<00:11:35.080>return <00:11:35.200>of <00:11:35.320>investment, <00:11:35.441>what <00:11:35.561>do <00:11:35.681>I <00:11:35.802>do <00:11:35.922>with <00:11:36.043>it?

00:11:36.150 --> 00:11:36.160 align:start position:0%
it?

00:11:36.160 --> 00:11:36.710 align:start position:0%
<00:11:36.160>it? <00:11:36.655>Um

00:11:36.710 --> 00:11:36.720 align:start position:0%
Um

00:11:36.720 --> 00:11:39.710 align:start position:0%
<00:11:36.720>Um <00:11:36.953>alongside <00:11:37.186>with <00:11:37.420>the <00:11:37.653>observability <00:11:37.886>of <00:11:38.120>your

00:11:39.710 --> 00:11:39.720 align:start position:0%
<00:11:39.710>alongside <00:11:39.711>with <00:11:39.713>the <00:11:39.715>observability <00:11:39.717>of <00:11:39.719>your

00:11:39.720 --> 00:11:42.550 align:start position:0%
<00:11:39.720>alongside <00:11:39.860>with <00:11:40.000>the <00:11:40.140>observability <00:11:40.280>of <00:11:40.420>your <00:11:40.560>model, <00:11:40.700>right? <00:11:40.840>Which <00:11:40.980>links <00:11:41.120>to

00:11:42.550 --> 00:11:42.560 align:start position:0%
<00:11:42.550>model, <00:11:42.552>right? <00:11:42.554>Which <00:11:42.556>links <00:11:42.559>to

00:11:42.560 --> 00:11:44.990 align:start position:0%
<00:11:42.560>model, <00:11:42.687>right? <00:11:42.814>Which <00:11:42.941>links <00:11:43.069>to <00:11:43.196>like <00:11:43.323>any <00:11:43.450>model <00:11:43.578>it'll <00:11:43.705>drift, <00:11:43.832>right? <00:11:43.959>What

00:11:44.990 --> 00:11:45.000 align:start position:0%
<00:11:44.990>like <00:11:44.991>any <00:11:44.993>model <00:11:44.994>it'll <00:11:44.996>drift, <00:11:44.997>right? <00:11:44.999>What

00:11:45.000 --> 00:11:46.830 align:start position:0%
<00:11:45.000>like <00:11:45.100>any <00:11:45.200>model <00:11:45.300>it'll <00:11:45.400>drift, <00:11:45.500>right? <00:11:45.600>What <00:11:45.700>will <00:11:45.800>happen, <00:11:45.900>right? <00:11:46.000>Back <00:11:46.100>in <00:11:46.200>the <00:11:46.300>day <00:11:46.400>we

00:11:46.830 --> 00:11:46.840 align:start position:0%
<00:11:46.830>will <00:11:46.831>happen, <00:11:46.832>right? <00:11:46.833>Back <00:11:46.835>in <00:11:46.836>the <00:11:46.837>day <00:11:46.839>we

00:11:46.840 --> 00:11:48.670 align:start position:0%
<00:11:46.840>will <00:11:46.933>happen, <00:11:47.026>right? <00:11:47.120>Back <00:11:47.213>in <00:11:47.306>the <00:11:47.400>day <00:11:47.493>we <00:11:47.586>would <00:11:47.680>put <00:11:47.773>ML <00:11:47.866>model <00:11:47.960>in <00:11:48.053>production, <00:11:48.146>it <00:11:48.240>was

00:11:48.670 --> 00:11:48.680 align:start position:0%
<00:11:48.670>would <00:11:48.671>put <00:11:48.672>ML <00:11:48.673>model <00:11:48.675>in <00:11:48.676>production, <00:11:48.677>it <00:11:48.679>was

00:11:48.680 --> 00:11:50.750 align:start position:0%
<00:11:48.680>would <00:11:48.780>put <00:11:48.880>ML <00:11:48.979>model <00:11:49.079>in <00:11:49.180>production, <00:11:49.280>it <00:11:49.380>was <00:11:49.479>same. <00:11:49.579>6 <00:11:49.680>months <00:11:49.780>later <00:11:49.880>the <00:11:49.979>data <00:11:50.079>has

00:11:50.750 --> 00:11:50.760 align:start position:0%
<00:11:50.750>same. <00:11:50.751>6 <00:11:50.753>months <00:11:50.754>later <00:11:50.756>the <00:11:50.757>data <00:11:50.759>has

00:11:50.760 --> 00:11:52.310 align:start position:0%
<00:11:50.760>same. <00:11:50.867>6 <00:11:50.974>months <00:11:51.081>later <00:11:51.189>the <00:11:51.296>data <00:11:51.403>has <00:11:51.511>changed, <00:11:51.618>right? <00:11:51.725>The <00:11:51.833>pipes <00:11:51.940>coming <00:11:52.047>in <00:11:52.155>are

00:11:52.310 --> 00:11:52.320 align:start position:0%
<00:11:52.310>changed, <00:11:52.311>right? <00:11:52.313>The <00:11:52.314>pipes <00:11:52.316>coming <00:11:52.317>in <00:11:52.319>are

00:11:52.320 --> 00:11:55.190 align:start position:0%
<00:11:52.320>changed, <00:11:52.460>right? <00:11:52.600>The <00:11:52.740>pipes <00:11:52.880>coming <00:11:53.020>in <00:11:53.160>are <00:11:53.300>different. <00:11:53.440>What <00:11:53.580>happens, <00:11:53.720>right?

00:11:55.190 --> 00:11:55.200 align:start position:0%
<00:11:55.190>different. <00:11:55.193>What <00:11:55.196>happens, <00:11:55.199>right?

00:11:55.200 --> 00:11:56.670 align:start position:0%
<00:11:55.200>different. <00:11:55.332>What <00:11:55.464>happens, <00:11:55.596>right? <00:11:55.729>Um <00:11:55.861>and <00:11:55.993>I <00:11:56.126>think <00:11:56.258>that's <00:11:56.390>the <00:11:56.522>difficult

00:11:56.670 --> 00:11:56.680 align:start position:0%
<00:11:56.670>Um <00:11:56.671>and <00:11:56.673>I <00:11:56.674>think <00:11:56.675>that's <00:11:56.677>the <00:11:56.679>difficult

00:11:56.680 --> 00:11:58.390 align:start position:0%
<00:11:56.680>Um <00:11:56.807>and <00:11:56.934>I <00:11:57.061>think <00:11:57.189>that's <00:11:57.316>the <00:11:57.443>difficult <00:11:57.570>part, <00:11:57.698>especially <00:11:57.825>with <00:11:57.952>the <00:11:58.079>speed

00:11:58.390 --> 00:11:58.400 align:start position:0%
<00:11:58.390>part, <00:11:58.392>especially <00:11:58.394>with <00:11:58.396>the <00:11:58.399>speed

00:11:58.400 --> 00:11:59.790 align:start position:0%
<00:11:58.400>part, <00:11:58.650>especially <00:11:58.900>with <00:11:59.150>the <00:11:59.400>speed <00:11:59.651>nowadays.

00:11:59.790 --> 00:11:59.800 align:start position:0%
nowadays.

00:11:59.800 --> 00:12:01.390 align:start position:0%
<00:11:59.800>nowadays. <00:12:00.000>You <00:12:00.199>know, <00:12:00.400>I <00:12:00.599>build <00:12:00.800>something, <00:12:01.000>a <00:12:01.199>month

00:12:01.390 --> 00:12:01.400 align:start position:0%
<00:12:01.390>You <00:12:01.391>know, <00:12:01.393>I <00:12:01.394>build <00:12:01.396>something, <00:12:01.397>a <00:12:01.399>month

00:12:01.400 --> 00:12:03.350 align:start position:0%
<00:12:01.400>You <00:12:01.507>know, <00:12:01.615>I <00:12:01.723>build <00:12:01.830>something, <00:12:01.938>a <00:12:02.046>month <00:12:02.153>later <00:12:02.261>it's <00:12:02.369>on <00:12:02.476>in <00:12:02.584>production, <00:12:02.692>let's <00:12:02.800>say

00:12:03.350 --> 00:12:03.360 align:start position:0%
<00:12:03.350>later <00:12:03.351>it's <00:12:03.353>on <00:12:03.354>in <00:12:03.356>production, <00:12:03.357>let's <00:12:03.359>say

00:12:03.360 --> 00:12:05.030 align:start position:0%
<00:12:03.360>later <00:12:03.515>it's <00:12:03.671>on <00:12:03.826>in <00:12:03.982>production, <00:12:04.137>let's <00:12:04.293>say <00:12:04.448>we're <00:12:04.604>super <00:12:04.760>fast.

00:12:05.030 --> 00:12:05.040 align:start position:0%
<00:12:05.030>we're <00:12:05.034>super <00:12:05.039>fast.

00:12:05.040 --> 00:12:06.630 align:start position:0%
<00:12:05.040>we're <00:12:05.319>super <00:12:05.599>fast. <00:12:05.880>A <00:12:06.160>month <00:12:06.439>after,

00:12:06.630 --> 00:12:06.640 align:start position:0%
<00:12:06.630>A <00:12:06.634>month <00:12:06.639>after,

00:12:06.640 --> 00:12:08.790 align:start position:0%
<00:12:06.640>A <00:12:06.795>month <00:12:06.951>after, <00:12:07.106>a <00:12:07.262>lot <00:12:07.417>may <00:12:07.573>have <00:12:07.728>changed, <00:12:07.884>right? <00:12:08.040>Model,

00:12:08.790 --> 00:12:08.800 align:start position:0%
<00:12:08.790>a <00:12:08.791>lot <00:12:08.793>may <00:12:08.794>have <00:12:08.795>changed, <00:12:08.797>right? <00:12:08.799>Model,

00:12:08.800 --> 00:12:11.750 align:start position:0%
<00:12:08.800>a <00:12:08.907>lot <00:12:09.015>may <00:12:09.123>have <00:12:09.230>changed, <00:12:09.338>right? <00:12:09.446>Model, <00:12:09.553>regulation, <00:12:09.661>data, <00:12:09.769>what <00:12:09.876>do <00:12:09.984>I <00:12:10.092>have <00:12:10.199>around

00:12:11.750 --> 00:12:11.760 align:start position:0%
<00:12:11.750>regulation, <00:12:11.751>data, <00:12:11.753>what <00:12:11.754>do <00:12:11.756>I <00:12:11.757>have <00:12:11.759>around

00:12:11.760 --> 00:12:13.950 align:start position:0%
<00:12:11.760>regulation, <00:12:11.860>data, <00:12:11.960>what <00:12:12.060>do <00:12:12.160>I <00:12:12.260>have <00:12:12.360>around <00:12:12.460>that, <00:12:12.560>right? <00:12:12.660>So <00:12:12.760>so <00:12:12.860>it <00:12:12.960>doesn't <00:12:13.060>break <00:12:13.160>and

00:12:13.950 --> 00:12:13.960 align:start position:0%
<00:12:13.950>that, <00:12:13.951>right? <00:12:13.952>So <00:12:13.953>so <00:12:13.955>it <00:12:13.956>doesn't <00:12:13.957>break <00:12:13.959>and

00:12:13.960 --> 00:12:15.670 align:start position:0%
<00:12:13.960>that, <00:12:14.053>right? <00:12:14.146>So <00:12:14.240>so <00:12:14.333>it <00:12:14.426>doesn't <00:12:14.520>break <00:12:14.613>and <00:12:14.706>you're <00:12:14.800>not <00:12:14.893>back <00:12:14.986>to <00:12:15.080>demo <00:12:15.173>state, <00:12:15.266>you <00:12:15.360>know,

00:12:15.670 --> 00:12:15.680 align:start position:0%
<00:12:15.670>you're <00:12:15.671>not <00:12:15.672>back <00:12:15.673>to <00:12:15.675>demo <00:12:15.676>state, <00:12:15.677>you <00:12:15.679>know,

00:12:15.680 --> 00:12:17.590 align:start position:0%
<00:12:15.680>you're <00:12:15.807>not <00:12:15.934>back <00:12:16.061>to <00:12:16.189>demo <00:12:16.316>state, <00:12:16.443>you <00:12:16.570>know, <00:12:16.698>demo <00:12:16.825>step <00:12:16.952>again, <00:12:17.079>right?

00:12:17.590 --> 00:12:17.600 align:start position:0%
<00:12:17.590>demo <00:12:17.593>step <00:12:17.596>again, <00:12:17.599>right?

00:12:17.600 --> 00:12:19.950 align:start position:0%
<00:12:17.600>demo <00:12:17.727>step <00:12:17.854>again, <00:12:17.981>right? <00:12:18.109>&gt;&gt; <00:12:18.236>Totally. <00:12:18.363>Yeah, <00:12:18.490>that <00:12:18.618>that <00:12:18.745>brings <00:12:18.872>us <00:12:19.000>also

00:12:19.950 --> 00:12:19.960 align:start position:0%
<00:12:19.950>&gt;&gt; <00:12:19.951>Totally. <00:12:19.952>Yeah, <00:12:19.953>that <00:12:19.955>that <00:12:19.956>brings <00:12:19.957>us <00:12:19.959>also

00:12:19.960 --> 00:12:22.510 align:start position:0%
<00:12:19.960>&gt;&gt; <00:12:20.076>Totally. <00:12:20.193>Yeah, <00:12:20.310>that <00:12:20.426>that <00:12:20.543>brings <00:12:20.660>us <00:12:20.776>also <00:12:20.893>to <00:12:21.010>the <00:12:21.126>question <00:12:21.243>of <00:12:21.360>reliability.

00:12:22.510 --> 00:12:22.520 align:start position:0%
<00:12:22.510>to <00:12:22.512>the <00:12:22.514>question <00:12:22.516>of <00:12:22.519>reliability.

00:12:22.520 --> 00:12:25.630 align:start position:0%
<00:12:22.520>to <00:12:22.647>the <00:12:22.774>question <00:12:22.901>of <00:12:23.029>reliability. <00:12:23.156>They <00:12:23.283>At <00:12:23.410>what <00:12:23.538>point <00:12:23.665>is <00:12:23.792>an <00:12:23.920>LLM-based

00:12:25.630 --> 00:12:25.640 align:start position:0%
<00:12:25.630>They <00:12:25.631>At <00:12:25.633>what <00:12:25.634>point <00:12:25.636>is <00:12:25.637>an <00:12:25.639>LLM-based

00:12:25.640 --> 00:12:28.790 align:start position:0%
<00:12:25.640>They <00:12:25.756>At <00:12:25.873>what <00:12:25.990>point <00:12:26.106>is <00:12:26.223>an <00:12:26.340>LLM-based <00:12:26.456>solution <00:12:26.573>good <00:12:26.689>enough <00:12:26.806>for <00:12:26.923>production? <00:12:27.040>And

00:12:28.790 --> 00:12:28.800 align:start position:0%
<00:12:28.790>solution <00:12:28.791>good <00:12:28.793>enough <00:12:28.795>for <00:12:28.797>production? <00:12:28.799>And

00:12:28.800 --> 00:12:32.470 align:start position:0%
<00:12:28.800>solution <00:12:28.907>good <00:12:29.015>enough <00:12:29.123>for <00:12:29.230>production? <00:12:29.338>And <00:12:29.446>who <00:12:29.553>should <00:12:29.661>be <00:12:29.769>allowed <00:12:29.876>to <00:12:29.984>make <00:12:30.092>that <00:12:30.199>call?

00:12:32.470 --> 00:12:32.480 align:start position:0%
<00:12:32.470>who <00:12:32.471>should <00:12:32.472>be <00:12:32.473>allowed <00:12:32.475>to <00:12:32.476>make <00:12:32.477>that <00:12:32.479>call?

00:12:32.480 --> 00:12:33.430 align:start position:0%
<00:12:32.480>who <00:12:32.545>should <00:12:32.611>be <00:12:32.677>allowed <00:12:32.743>to <00:12:32.808>make <00:12:32.874>that <00:12:32.940>call? <00:12:33.006>&gt;&gt; <00:12:33.071>Yeah, <00:12:33.137>there's <00:12:33.203>definitely <00:12:33.269>not <00:12:33.334>a

00:12:33.430 --> 00:12:33.440 align:start position:0%
<00:12:33.430>&gt;&gt; <00:12:33.431>Yeah, <00:12:33.433>there's <00:12:33.435>definitely <00:12:33.437>not <00:12:33.439>a

00:12:33.440 --> 00:12:35.470 align:start position:0%
<00:12:33.440>&gt;&gt; <00:12:33.580>Yeah, <00:12:33.720>there's <00:12:33.860>definitely <00:12:34.000>not <00:12:34.140>a <00:12:34.280>one-size-fits-all <00:12:34.420>answer <00:12:34.560>to <00:12:34.700>this. <00:12:34.840>I

00:12:35.470 --> 00:12:35.480 align:start position:0%
<00:12:35.470>one-size-fits-all <00:12:35.472>answer <00:12:35.474>to <00:12:35.476>this. <00:12:35.479>I

00:12:35.480 --> 00:12:38.070 align:start position:0%
<00:12:35.480>one-size-fits-all <00:12:35.635>answer <00:12:35.791>to <00:12:35.946>this. <00:12:36.102>I <00:12:36.257>think <00:12:36.413>it's <00:12:36.568>very <00:12:36.724>very <00:12:36.880>contextual.

00:12:38.070 --> 00:12:38.080 align:start position:0%
<00:12:38.070>think <00:12:38.072>it's <00:12:38.074>very <00:12:38.076>very <00:12:38.079>contextual.

00:12:38.080 --> 00:12:40.070 align:start position:0%
<00:12:38.080>think <00:12:38.196>it's <00:12:38.313>very <00:12:38.430>very <00:12:38.546>contextual. <00:12:38.663>Um <00:12:38.780>so <00:12:38.896>there's <00:12:39.013>not <00:12:39.130>a <00:12:39.246>set <00:12:39.363>set <00:12:39.480>percentage.

00:12:40.070 --> 00:12:40.080 align:start position:0%
<00:12:40.070>Um <00:12:40.071>so <00:12:40.072>there's <00:12:40.073>not <00:12:40.075>a <00:12:40.076>set <00:12:40.077>set <00:12:40.079>percentage.

00:12:40.080 --> 00:12:41.310 align:start position:0%
<00:12:40.080>Um <00:12:40.159>so <00:12:40.238>there's <00:12:40.317>not <00:12:40.396>a <00:12:40.475>set <00:12:40.554>set <00:12:40.633>percentage. <00:12:40.712>You <00:12:40.791>know, <00:12:40.870>if <00:12:40.949>you're <00:12:41.028>doing <00:12:41.107>sales <00:12:41.186>and

00:12:41.310 --> 00:12:41.320 align:start position:0%
<00:12:41.310>You <00:12:41.311>know, <00:12:41.313>if <00:12:41.314>you're <00:12:41.316>doing <00:12:41.317>sales <00:12:41.319>and

00:12:41.320 --> 00:12:43.750 align:start position:0%
<00:12:41.320>You <00:12:41.427>know, <00:12:41.535>if <00:12:41.643>you're <00:12:41.750>doing <00:12:41.858>sales <00:12:41.966>and <00:12:42.073>recruiting, <00:12:42.181>it's <00:12:42.289>probably <00:12:42.396>fine <00:12:42.504>if <00:12:42.612>one <00:12:42.720>in

00:12:43.750 --> 00:12:43.760 align:start position:0%
<00:12:43.750>recruiting, <00:12:43.751>it's <00:12:43.753>probably <00:12:43.754>fine <00:12:43.756>if <00:12:43.757>one <00:12:43.759>in

00:12:43.760 --> 00:12:45.590 align:start position:0%
<00:12:43.760>recruiting, <00:12:43.915>it's <00:12:44.071>probably <00:12:44.226>fine <00:12:44.382>if <00:12:44.537>one <00:12:44.693>in <00:12:44.848>every <00:12:45.004>100 <00:12:45.160>emails

00:12:45.590 --> 00:12:45.600 align:start position:0%
<00:12:45.590>every <00:12:45.594>100 <00:12:45.599>emails

00:12:45.600 --> 00:12:47.190 align:start position:0%
<00:12:45.600>every <00:12:45.755>100 <00:12:45.911>emails <00:12:46.066>uh <00:12:46.222>is <00:12:46.377>maybe <00:12:46.533>addressed <00:12:46.688>to <00:12:46.844>the <00:12:47.000>wrong

00:12:47.190 --> 00:12:47.200 align:start position:0%
<00:12:47.190>uh <00:12:47.191>is <00:12:47.193>maybe <00:12:47.194>addressed <00:12:47.196>to <00:12:47.197>the <00:12:47.199>wrong

00:12:47.200 --> 00:12:49.070 align:start position:0%
<00:12:47.200>uh <00:12:47.316>is <00:12:47.433>maybe <00:12:47.550>addressed <00:12:47.666>to <00:12:47.783>the <00:12:47.900>wrong <00:12:48.016>person. <00:12:48.133>A <00:12:48.250>little <00:12:48.366>bit <00:12:48.483>embarrassing, <00:12:48.600>but

00:12:49.070 --> 00:12:49.080 align:start position:0%
<00:12:49.070>person. <00:12:49.071>A <00:12:49.073>little <00:12:49.075>bit <00:12:49.077>embarrassing, <00:12:49.079>but

00:12:49.080 --> 00:12:50.350 align:start position:0%
<00:12:49.080>person. <00:12:49.222>A <00:12:49.365>little <00:12:49.508>bit <00:12:49.651>embarrassing, <00:12:49.794>but <00:12:49.937>no <00:12:50.080>one <00:12:50.223>dies.

00:12:50.350 --> 00:12:50.360 align:start position:0%
<00:12:50.350>no <00:12:50.354>one <00:12:50.359>dies.

00:12:50.360 --> 00:12:51.670 align:start position:0%
<00:12:50.360>no <00:12:50.507>one <00:12:50.654>dies. <00:12:50.802>Uh <00:12:50.949>but <00:12:51.096>if <00:12:51.244>you're <00:12:51.391>doing <00:12:51.539>biopharmaceutical

00:12:51.670 --> 00:12:51.680 align:start position:0%
<00:12:51.670>Uh <00:12:51.671>but <00:12:51.673>if <00:12:51.675>you're <00:12:51.677>doing <00:12:51.679>biopharmaceutical

00:12:51.680 --> 00:12:54.030 align:start position:0%
<00:12:51.680>Uh <00:12:51.807>but <00:12:51.934>if <00:12:52.061>you're <00:12:52.189>doing <00:12:52.316>biopharmaceutical <00:12:52.443>manufacturing <00:12:52.570>or <00:12:52.698>air <00:12:52.825>traffic <00:12:52.952>control <00:12:53.079>or

00:12:54.030 --> 00:12:54.040 align:start position:0%
<00:12:54.030>manufacturing <00:12:54.031>or <00:12:54.033>air <00:12:54.035>traffic <00:12:54.037>control <00:12:54.039>or

00:12:54.040 --> 00:12:55.910 align:start position:0%
<00:12:54.040>manufacturing <00:12:54.167>or <00:12:54.294>air <00:12:54.421>traffic <00:12:54.549>control <00:12:54.676>or <00:12:54.803>something <00:12:54.930>like <00:12:55.058>that, <00:12:55.185>then <00:12:55.312>obviously <00:12:55.439>a

00:12:55.910 --> 00:12:55.920 align:start position:0%
<00:12:55.910>something <00:12:55.911>like <00:12:55.913>that, <00:12:55.915>then <00:12:55.917>obviously <00:12:55.919>a

00:12:55.920 --> 00:12:58.950 align:start position:0%
<00:12:55.920>something <00:12:56.036>like <00:12:56.153>that, <00:12:56.270>then <00:12:56.386>obviously <00:12:56.503>a <00:12:56.620>99% <00:12:56.736>accuracy <00:12:56.853>rate <00:12:56.969>is <00:12:57.086>probably <00:12:57.203>not <00:12:57.319>good

00:12:58.950 --> 00:12:58.960 align:start position:0%
<00:12:58.950>99% <00:12:58.951>accuracy <00:12:58.953>rate <00:12:58.954>is <00:12:58.956>probably <00:12:58.957>not <00:12:58.959>good

00:12:58.960 --> 00:13:01.950 align:start position:0%
<00:12:58.960>99% <00:12:59.067>accuracy <00:12:59.175>rate <00:12:59.283>is <00:12:59.390>probably <00:12:59.498>not <00:12:59.606>good <00:12:59.713>enough <00:12:59.821>for <00:12:59.929>your <00:13:00.036>particular <00:13:00.144>use <00:13:00.252>case. <00:13:00.360>Um

00:13:01.950 --> 00:13:01.960 align:start position:0%
<00:13:01.950>enough <00:13:01.951>for <00:13:01.953>your <00:13:01.954>particular <00:13:01.956>use <00:13:01.957>case. <00:13:01.959>Um

00:13:01.960 --> 00:13:03.670 align:start position:0%
<00:13:01.960>enough <00:13:02.053>for <00:13:02.146>your <00:13:02.240>particular <00:13:02.333>use <00:13:02.426>case. <00:13:02.520>Um <00:13:02.613>so <00:13:02.706>yeah, <00:13:02.800>I <00:13:02.893>think <00:13:02.986>it <00:13:03.080>depends <00:13:03.173>on <00:13:03.266>uh <00:13:03.360>a

00:13:03.670 --> 00:13:03.680 align:start position:0%
<00:13:03.670>so <00:13:03.671>yeah, <00:13:03.672>I <00:13:03.673>think <00:13:03.674>it <00:13:03.675>depends <00:13:03.676>on <00:13:03.677>uh <00:13:03.679>a

00:13:03.680 --> 00:13:06.030 align:start position:0%
<00:13:03.680>so <00:13:03.767>yeah, <00:13:03.854>I <00:13:03.942>think <00:13:04.030>it <00:13:04.117>depends <00:13:04.204>on <00:13:04.292>uh <00:13:04.380>a <00:13:04.467>whole <00:13:04.555>bunch <00:13:04.642>of <00:13:04.729>things. <00:13:04.817>Um <00:13:04.905>you <00:13:04.992>know, <00:13:05.079>can

00:13:06.030 --> 00:13:06.040 align:start position:0%
<00:13:06.030>whole <00:13:06.031>bunch <00:13:06.032>of <00:13:06.033>things. <00:13:06.035>Um <00:13:06.036>you <00:13:06.037>know, <00:13:06.039>can

00:13:06.040 --> 00:13:08.350 align:start position:0%
<00:13:06.040>whole <00:13:06.156>bunch <00:13:06.273>of <00:13:06.390>things. <00:13:06.506>Um <00:13:06.623>you <00:13:06.740>know, <00:13:06.856>can <00:13:06.973>you <00:13:07.089>create <00:13:07.206>proximate <00:13:07.323>solutions <00:13:07.439>as

00:13:08.350 --> 00:13:08.360 align:start position:0%
<00:13:08.350>you <00:13:08.352>create <00:13:08.354>proximate <00:13:08.356>solutions <00:13:08.359>as

00:13:08.360 --> 00:13:11.070 align:start position:0%
<00:13:08.360>you <00:13:08.476>create <00:13:08.593>proximate <00:13:08.710>solutions <00:13:08.826>as <00:13:08.943>fallbacks? <00:13:09.060>Uh <00:13:09.176>can <00:13:09.293>you <00:13:09.410>defer <00:13:09.526>to <00:13:09.643>a <00:13:09.760>humans

00:13:11.070 --> 00:13:11.080 align:start position:0%
<00:13:11.070>fallbacks? <00:13:11.071>Uh <00:13:11.072>can <00:13:11.073>you <00:13:11.075>defer <00:13:11.076>to <00:13:11.077>a <00:13:11.079>humans

00:13:11.080 --> 00:13:12.950 align:start position:0%
<00:13:11.080>fallbacks? <00:13:11.167>Uh <00:13:11.255>can <00:13:11.342>you <00:13:11.430>defer <00:13:11.517>to <00:13:11.605>a <00:13:11.692>humans <00:13:11.780>in <00:13:11.867>the <00:13:11.955>loop <00:13:12.042>at <00:13:12.130>some <00:13:12.217>point? <00:13:12.305>Uh <00:13:12.392>what <00:13:12.480>are

00:13:12.950 --> 00:13:12.960 align:start position:0%
<00:13:12.950>in <00:13:12.951>the <00:13:12.952>loop <00:13:12.953>at <00:13:12.954>some <00:13:12.955>point? <00:13:12.956>Uh <00:13:12.957>what <00:13:12.959>are

00:13:12.960 --> 00:13:14.710 align:start position:0%
<00:13:12.960>in <00:13:13.060>the <00:13:13.160>loop <00:13:13.260>at <00:13:13.360>some <00:13:13.460>point? <00:13:13.560>Uh <00:13:13.660>what <00:13:13.760>are <00:13:13.860>your <00:13:13.960>latency <00:13:14.060>requirements? <00:13:14.160>It's <00:13:14.260>just <00:13:14.360>too

00:13:14.710 --> 00:13:14.720 align:start position:0%
<00:13:14.710>your <00:13:14.711>latency <00:13:14.713>requirements? <00:13:14.715>It's <00:13:14.717>just <00:13:14.719>too

00:13:14.720 --> 00:13:16.630 align:start position:0%
<00:13:14.720>your <00:13:14.847>latency <00:13:14.974>requirements? <00:13:15.101>It's <00:13:15.229>just <00:13:15.356>too <00:13:15.483>too <00:13:15.610>many <00:13:15.738>different <00:13:15.865>things <00:13:15.992>depending <00:13:16.120>on

00:13:16.630 --> 00:13:16.640 align:start position:0%
<00:13:16.630>too <00:13:16.631>many <00:13:16.633>different <00:13:16.635>things <00:13:16.637>depending <00:13:16.639>on

00:13:16.640 --> 00:13:18.310 align:start position:0%
<00:13:16.640>too <00:13:16.795>many <00:13:16.951>different <00:13:17.106>things <00:13:17.262>depending <00:13:17.417>on <00:13:17.573>the <00:13:17.728>individual <00:13:17.884>case, <00:13:18.040>really.

00:13:18.310 --> 00:13:18.320 align:start position:0%
<00:13:18.310>the <00:13:18.313>individual <00:13:18.316>case, <00:13:18.319>really.

00:13:18.320 --> 00:13:20.870 align:start position:0%
<00:13:18.320>the <00:13:18.447>individual <00:13:18.574>case, <00:13:18.701>really. <00:13:18.829>&gt;&gt; <00:13:18.956>Very <00:13:19.083>interesting. <00:13:19.210>Um <00:13:19.338>I <00:13:19.465>assume <00:13:19.592>you <00:13:19.720>you

00:13:20.870 --> 00:13:20.880 align:start position:0%
<00:13:20.870>&gt;&gt; <00:13:20.871>Very <00:13:20.872>interesting. <00:13:20.873>Um <00:13:20.875>I <00:13:20.876>assume <00:13:20.877>you <00:13:20.879>you

00:13:20.880 --> 00:13:23.110 align:start position:0%
<00:13:20.880>&gt;&gt; <00:13:20.980>Very <00:13:21.080>interesting. <00:13:21.180>Um <00:13:21.280>I <00:13:21.380>assume <00:13:21.480>you <00:13:21.580>you <00:13:21.680>cannot <00:13:21.780>talk <00:13:21.880>uh <00:13:21.980>you <00:13:22.080>cannot <00:13:22.180>name <00:13:22.280>companies

00:13:23.110 --> 00:13:23.120 align:start position:0%
<00:13:23.110>cannot <00:13:23.111>talk <00:13:23.113>uh <00:13:23.114>you <00:13:23.116>cannot <00:13:23.117>name <00:13:23.119>companies

00:13:23.120 --> 00:13:25.070 align:start position:0%
<00:13:23.120>cannot <00:13:23.220>talk <00:13:23.320>uh <00:13:23.420>you <00:13:23.520>cannot <00:13:23.620>name <00:13:23.720>companies <00:13:23.820>or <00:13:23.920>your <00:13:24.020>customers, <00:13:24.120>but <00:13:24.220>can <00:13:24.320>you <00:13:24.420>give <00:13:24.520>like

00:13:25.070 --> 00:13:25.080 align:start position:0%
<00:13:25.070>or <00:13:25.071>your <00:13:25.072>customers, <00:13:25.073>but <00:13:25.075>can <00:13:25.076>you <00:13:25.077>give <00:13:25.079>like

00:13:25.080 --> 00:13:28.590 align:start position:0%
<00:13:25.080>or <00:13:25.180>your <00:13:25.280>customers, <00:13:25.380>but <00:13:25.480>can <00:13:25.580>you <00:13:25.680>give <00:13:25.780>like <00:13:25.880>uh <00:13:25.980>an <00:13:26.080>example <00:13:26.180>from <00:13:26.280>your <00:13:26.380>everyday <00:13:26.480>life?

00:13:28.590 --> 00:13:28.600 align:start position:0%
<00:13:28.590>uh <00:13:28.591>an <00:13:28.593>example <00:13:28.594>from <00:13:28.596>your <00:13:28.597>everyday <00:13:28.599>life?

00:13:28.600 --> 00:13:32.310 align:start position:0%
<00:13:28.600>uh <00:13:28.700>an <00:13:28.800>example <00:13:28.900>from <00:13:29.000>your <00:13:29.100>everyday <00:13:29.200>life? <00:13:29.300>&gt;&gt; <00:13:29.400>Yeah, <00:13:29.500>sure. <00:13:29.600>So, <00:13:29.700>the <00:13:29.800>Safeguard <00:13:29.900>AI <00:13:30.000>program

00:13:32.310 --> 00:13:32.320 align:start position:0%
<00:13:32.310>&gt;&gt; <00:13:32.311>Yeah, <00:13:32.312>sure. <00:13:32.313>So, <00:13:32.315>the <00:13:32.316>Safeguard <00:13:32.317>AI <00:13:32.319>program

00:13:32.320 --> 00:13:34.790 align:start position:0%
<00:13:32.320>&gt;&gt; <00:13:32.413>Yeah, <00:13:32.506>sure. <00:13:32.600>So, <00:13:32.693>the <00:13:32.786>Safeguard <00:13:32.880>AI <00:13:32.973>program <00:13:33.066>is <00:13:33.160>looking <00:13:33.253>at <00:13:33.346>a <00:13:33.440>whole <00:13:33.533>bunch <00:13:33.626>of <00:13:33.720>different

00:13:34.790 --> 00:13:34.800 align:start position:0%
<00:13:34.790>is <00:13:34.791>looking <00:13:34.792>at <00:13:34.793>a <00:13:34.795>whole <00:13:34.796>bunch <00:13:34.797>of <00:13:34.799>different

00:13:34.800 --> 00:13:36.510 align:start position:0%
<00:13:34.800>is <00:13:34.916>looking <00:13:35.033>at <00:13:35.150>a <00:13:35.266>whole <00:13:35.383>bunch <00:13:35.500>of <00:13:35.616>different <00:13:35.733>safety <00:13:35.849>critical <00:13:35.966>error <00:13:36.083>sensitive <00:13:36.199>use

00:13:36.510 --> 00:13:36.520 align:start position:0%
<00:13:36.510>safety <00:13:36.512>critical <00:13:36.514>error <00:13:36.516>sensitive <00:13:36.519>use

00:13:36.520 --> 00:13:38.110 align:start position:0%
<00:13:36.520>safety <00:13:36.800>critical <00:13:37.079>error <00:13:37.360>sensitive <00:13:37.640>use <00:13:37.920>cases.

00:13:38.110 --> 00:13:38.120 align:start position:0%
cases.

00:13:38.120 --> 00:13:39.670 align:start position:0%
<00:13:38.120>cases. <00:13:38.817>Um <00:13:39.515>and

00:13:39.670 --> 00:13:39.680 align:start position:0%
<00:13:39.670>Um <00:13:39.679>and

00:13:39.680 --> 00:13:40.710 align:start position:0%
<00:13:39.680>Um <00:13:39.812>and <00:13:39.944>you <00:13:40.077>know, <00:13:40.209>whether <00:13:40.342>it's <00:13:40.474>energy <00:13:40.607>grid

00:13:40.710 --> 00:13:40.720 align:start position:0%
<00:13:40.710>you <00:13:40.711>know, <00:13:40.713>whether <00:13:40.715>it's <00:13:40.717>energy <00:13:40.719>grid

00:13:40.720 --> 00:13:44.030 align:start position:0%
<00:13:40.720>you <00:13:40.860>know, <00:13:41.000>whether <00:13:41.140>it's <00:13:41.280>energy <00:13:41.420>grid <00:13:41.560>optimization <00:13:41.700>or <00:13:41.840>air <00:13:41.980>traffic <00:13:42.120>control,

00:13:44.030 --> 00:13:44.040 align:start position:0%
<00:13:44.030>optimization <00:13:44.032>or <00:13:44.034>air <00:13:44.036>traffic <00:13:44.039>control,

00:13:44.040 --> 00:13:45.510 align:start position:0%
<00:13:44.040>optimization <00:13:44.160>or <00:13:44.280>air <00:13:44.400>traffic <00:13:44.521>control, <00:13:44.641>you <00:13:44.761>often <00:13:44.881>need <00:13:45.002>to <00:13:45.122>make <00:13:45.242>decisions <00:13:45.363>very

00:13:45.510 --> 00:13:45.520 align:start position:0%
<00:13:45.510>you <00:13:45.511>often <00:13:45.513>need <00:13:45.514>to <00:13:45.516>make <00:13:45.517>decisions <00:13:45.519>very

00:13:45.520 --> 00:13:47.390 align:start position:0%
<00:13:45.520>you <00:13:45.613>often <00:13:45.706>need <00:13:45.800>to <00:13:45.893>make <00:13:45.986>decisions <00:13:46.079>very <00:13:46.173>very <00:13:46.266>fast <00:13:46.360>and <00:13:46.453>you <00:13:46.546>can <00:13:46.640>wait <00:13:46.733>a <00:13:46.826>little <00:13:46.920>bit

00:13:47.390 --> 00:13:47.400 align:start position:0%
<00:13:47.390>very <00:13:47.391>fast <00:13:47.392>and <00:13:47.393>you <00:13:47.394>can <00:13:47.395>wait <00:13:47.396>a <00:13:47.397>little <00:13:47.399>bit

00:13:47.400 --> 00:13:49.430 align:start position:0%
<00:13:47.400>very <00:13:47.477>fast <00:13:47.555>and <00:13:47.633>you <00:13:47.711>can <00:13:47.788>wait <00:13:47.866>a <00:13:47.944>little <00:13:48.022>bit <00:13:48.100>longer <00:13:48.177>to <00:13:48.255>try <00:13:48.333>and <00:13:48.411>get <00:13:48.488>a <00:13:48.566>you <00:13:48.644>know, <00:13:48.722>a <00:13:48.800>more

00:13:49.430 --> 00:13:49.440 align:start position:0%
<00:13:49.430>longer <00:13:49.430>to <00:13:49.432>try <00:13:49.433>and <00:13:49.434>get <00:13:49.435>a <00:13:49.436>you <00:13:49.437>know, <00:13:49.438>a <00:13:49.439>more

00:13:49.440 --> 00:13:51.790 align:start position:0%
<00:13:49.440>longer <00:13:49.527>to <00:13:49.615>try <00:13:49.702>and <00:13:49.790>get <00:13:49.877>a <00:13:49.965>you <00:13:50.052>know, <00:13:50.140>a <00:13:50.227>more <00:13:50.315>optimal <00:13:50.402>result. <00:13:50.490>Um <00:13:50.577>but <00:13:50.665>if <00:13:50.752>for <00:13:50.840>whatever

00:13:51.790 --> 00:13:51.800 align:start position:0%
<00:13:51.790>optimal <00:13:51.791>result. <00:13:51.793>Um <00:13:51.794>but <00:13:51.795>if <00:13:51.797>for <00:13:51.799>whatever

00:13:51.800 --> 00:13:53.310 align:start position:0%
<00:13:51.800>optimal <00:13:51.913>result. <00:13:52.026>Um <00:13:52.139>but <00:13:52.252>if <00:13:52.366>for <00:13:52.479>whatever <00:13:52.592>reason <00:13:52.705>that <00:13:52.819>you <00:13:52.932>know, <00:13:53.045>computation <00:13:53.159>you're

00:13:53.310 --> 00:13:53.320 align:start position:0%
<00:13:53.310>reason <00:13:53.311>that <00:13:53.313>you <00:13:53.315>know, <00:13:53.317>computation <00:13:53.319>you're

00:13:53.320 --> 00:13:56.510 align:start position:0%
<00:13:53.320>reason <00:13:53.436>that <00:13:53.553>you <00:13:53.670>know, <00:13:53.786>computation <00:13:53.903>you're <00:13:54.020>doing <00:13:54.136>doesn't <00:13:54.253>actually <00:13:54.370>reach <00:13:54.486>the <00:13:54.603>in <00:13:54.720>time

00:13:56.510 --> 00:13:56.520 align:start position:0%
<00:13:56.510>doing <00:13:56.511>doesn't <00:13:56.513>actually <00:13:56.514>reach <00:13:56.516>the <00:13:56.517>in <00:13:56.519>time

00:13:56.520 --> 00:13:58.470 align:start position:0%
<00:13:56.520>doing <00:13:56.613>doesn't <00:13:56.706>actually <00:13:56.800>reach <00:13:56.893>the <00:13:56.986>in <00:13:57.079>time <00:13:57.173>or <00:13:57.266>an <00:13:57.360>answer <00:13:57.453>in <00:13:57.546>time, <00:13:57.640>you <00:13:57.733>need <00:13:57.826>some <00:13:57.920>kind

00:13:58.470 --> 00:13:58.480 align:start position:0%
<00:13:58.470>or <00:13:58.471>an <00:13:58.472>answer <00:13:58.473>in <00:13:58.474>time, <00:13:58.475>you <00:13:58.476>need <00:13:58.477>some <00:13:58.479>kind

00:13:58.480 --> 00:14:00.350 align:start position:0%
<00:13:58.480>or <00:13:58.573>an <00:13:58.666>answer <00:13:58.760>in <00:13:58.853>time, <00:13:58.946>you <00:13:59.040>need <00:13:59.133>some <00:13:59.226>kind <00:13:59.320>of <00:13:59.413>safe <00:13:59.506>known <00:13:59.600>fallback <00:13:59.693>that <00:13:59.786>you <00:13:59.880>can

00:14:00.350 --> 00:14:00.360 align:start position:0%
<00:14:00.350>of <00:14:00.351>safe <00:14:00.353>known <00:14:00.354>fallback <00:14:00.356>that <00:14:00.357>you <00:14:00.359>can

00:14:00.360 --> 00:14:02.790 align:start position:0%
<00:14:00.360>of <00:14:00.467>safe <00:14:00.575>known <00:14:00.683>fallback <00:14:00.790>that <00:14:00.898>you <00:14:01.006>can <00:14:01.113>switch <00:14:01.221>over <00:14:01.329>to <00:14:01.436>to <00:14:01.544>ensure <00:14:01.652>that <00:14:01.760>planes

00:14:02.790 --> 00:14:02.800 align:start position:0%
<00:14:02.790>switch <00:14:02.791>over <00:14:02.793>to <00:14:02.794>to <00:14:02.795>ensure <00:14:02.797>that <00:14:02.799>planes

00:14:02.800 --> 00:14:04.310 align:start position:0%
<00:14:02.800>switch <00:14:02.904>over <00:14:03.009>to <00:14:03.113>to <00:14:03.218>ensure <00:14:03.322>that <00:14:03.427>planes <00:14:03.531>don't <00:14:03.636>crash <00:14:03.740>into <00:14:03.845>each <00:14:03.949>other <00:14:04.054>or <00:14:04.159>the

00:14:04.310 --> 00:14:04.320 align:start position:0%
<00:14:04.310>don't <00:14:04.311>crash <00:14:04.313>into <00:14:04.314>each <00:14:04.316>other <00:14:04.317>or <00:14:04.319>the

00:14:04.320 --> 00:14:05.430 align:start position:0%
<00:14:04.320>don't <00:14:04.462>crash <00:14:04.605>into <00:14:04.748>each <00:14:04.890>other <00:14:05.033>or <00:14:05.176>the <00:14:05.319>ground.

00:14:05.430 --> 00:14:05.440 align:start position:0%
ground.

00:14:05.440 --> 00:14:06.790 align:start position:0%
<00:14:05.440>ground. <00:14:05.591>You <00:14:05.743>can't <00:14:05.895>afford <00:14:06.047>to <00:14:06.199>just <00:14:06.351>let <00:14:06.503>it <00:14:06.655>run

00:14:06.790 --> 00:14:06.800 align:start position:0%
<00:14:06.790>You <00:14:06.791>can't <00:14:06.792>afford <00:14:06.793>to <00:14:06.795>just <00:14:06.796>let <00:14:06.797>it <00:14:06.799>run

00:14:06.800 --> 00:14:08.870 align:start position:0%
<00:14:06.800>You <00:14:06.916>can't <00:14:07.033>afford <00:14:07.150>to <00:14:07.266>just <00:14:07.383>let <00:14:07.500>it <00:14:07.616>run <00:14:07.733>indefinitely. <00:14:07.849>So, <00:14:07.966>in <00:14:08.083>that <00:14:08.199>particular

00:14:08.870 --> 00:14:08.880 align:start position:0%
<00:14:08.870>indefinitely. <00:14:08.872>So, <00:14:08.874>in <00:14:08.876>that <00:14:08.879>particular

00:14:08.880 --> 00:14:10.670 align:start position:0%
<00:14:08.880>indefinitely. <00:14:09.007>So, <00:14:09.134>in <00:14:09.261>that <00:14:09.389>particular <00:14:09.516>example, <00:14:09.643>you <00:14:09.770>would <00:14:09.898>always <00:14:10.025>have <00:14:10.152>some <00:14:10.280>kind

00:14:10.670 --> 00:14:10.680 align:start position:0%
<00:14:10.670>example, <00:14:10.671>you <00:14:10.673>would <00:14:10.674>always <00:14:10.675>have <00:14:10.677>some <00:14:10.679>kind

00:14:10.680 --> 00:14:12.910 align:start position:0%
<00:14:10.680>example, <00:14:10.780>you <00:14:10.880>would <00:14:10.979>always <00:14:11.079>have <00:14:11.180>some <00:14:11.280>kind <00:14:11.380>of <00:14:11.479>switch <00:14:11.579>over <00:14:11.680>that <00:14:11.780>you <00:14:11.880>can <00:14:11.979>rely <00:14:12.079>upon.

00:14:12.910 --> 00:14:12.920 align:start position:0%
<00:14:12.910>of <00:14:12.911>switch <00:14:12.912>over <00:14:12.913>that <00:14:12.915>you <00:14:12.916>can <00:14:12.917>rely <00:14:12.919>upon.

00:14:12.920 --> 00:14:14.790 align:start position:0%
<00:14:12.920>of <00:14:13.020>switch <00:14:13.120>over <00:14:13.219>that <00:14:13.319>you <00:14:13.420>can <00:14:13.520>rely <00:14:13.620>upon. <00:14:13.719>That'll <00:14:13.819>be <00:14:13.920>much <00:14:14.020>less <00:14:14.120>efficient, <00:14:14.219>but <00:14:14.319>you

00:14:14.790 --> 00:14:14.800 align:start position:0%
<00:14:14.790>That'll <00:14:14.791>be <00:14:14.793>much <00:14:14.794>less <00:14:14.795>efficient, <00:14:14.797>but <00:14:14.799>you

00:14:14.800 --> 00:14:17.310 align:start position:0%
<00:14:14.800>That'll <00:14:14.900>be <00:14:15.000>much <00:14:15.099>less <00:14:15.199>efficient, <00:14:15.300>but <00:14:15.400>you <00:14:15.500>know, <00:14:15.599>will <00:14:15.699>be <00:14:15.800>a <00:14:15.900>safe <00:14:16.000>known <00:14:16.099>path <00:14:16.199>to

00:14:17.310 --> 00:14:17.320 align:start position:0%
<00:14:17.310>know, <00:14:17.311>will <00:14:17.312>be <00:14:17.313>a <00:14:17.315>safe <00:14:17.316>known <00:14:17.317>path <00:14:17.319>to

00:14:17.320 --> 00:14:18.230 align:start position:0%
<00:14:17.320>know, <00:14:17.422>will <00:14:17.524>be <00:14:17.627>a <00:14:17.729>safe <00:14:17.831>known <00:14:17.934>path <00:14:18.036>to <00:14:18.139>follow.

00:14:18.230 --> 00:14:18.240 align:start position:0%
follow.

00:14:18.240 --> 00:14:19.870 align:start position:0%
<00:14:18.240>follow. <00:14:18.415>&gt;&gt; <00:14:18.590>Very <00:14:18.765>nice. <00:14:18.940>Thank <00:14:19.115>you <00:14:19.290>for <00:14:19.465>sharing <00:14:19.640>these

00:14:19.870 --> 00:14:19.880 align:start position:0%
<00:14:19.870>&gt;&gt; <00:14:19.871>Very <00:14:19.872>nice. <00:14:19.873>Thank <00:14:19.875>you <00:14:19.876>for <00:14:19.877>sharing <00:14:19.879>these

00:14:19.880 --> 00:14:21.390 align:start position:0%
<00:14:19.880>&gt;&gt; <00:14:20.049>Very <00:14:20.219>nice. <00:14:20.389>Thank <00:14:20.559>you <00:14:20.729>for <00:14:20.899>sharing <00:14:21.069>these <00:14:21.239>insights.

00:14:21.390 --> 00:14:21.400 align:start position:0%
insights.

00:14:21.400 --> 00:14:23.790 align:start position:0%
<00:14:21.400>insights. <00:14:21.574>I <00:14:21.750>think <00:14:21.925>the <00:14:22.100>topic <00:14:22.275>naturally <00:14:22.449>leads <00:14:22.625>to <00:14:22.800>the

00:14:23.790 --> 00:14:23.800 align:start position:0%
<00:14:23.790>I <00:14:23.791>think <00:14:23.792>the <00:14:23.793>topic <00:14:23.795>naturally <00:14:23.796>leads <00:14:23.797>to <00:14:23.799>the

00:14:23.800 --> 00:14:26.270 align:start position:0%
<00:14:23.800>I <00:14:23.893>think <00:14:23.986>the <00:14:24.079>topic <00:14:24.173>naturally <00:14:24.266>leads <00:14:24.359>to <00:14:24.453>the <00:14:24.546>role <00:14:24.640>of <00:14:24.733>the <00:14:24.826>people. <00:14:24.920>When <00:14:25.013>do <00:14:25.106>we <00:14:25.199>need

00:14:26.270 --> 00:14:26.280 align:start position:0%
<00:14:26.270>role <00:14:26.271>of <00:14:26.272>the <00:14:26.273>people. <00:14:26.275>When <00:14:26.276>do <00:14:26.277>we <00:14:26.279>need

00:14:26.280 --> 00:14:28.550 align:start position:0%
<00:14:26.280>role <00:14:26.380>of <00:14:26.480>the <00:14:26.579>people. <00:14:26.680>When <00:14:26.780>do <00:14:26.880>we <00:14:26.980>need <00:14:27.079>human <00:14:27.180>judgment <00:14:27.280>and <00:14:27.380>when <00:14:27.480>does <00:14:27.579>it <00:14:27.680>slow

00:14:28.550 --> 00:14:28.560 align:start position:0%
<00:14:28.550>human <00:14:28.551>judgment <00:14:28.553>and <00:14:28.554>when <00:14:28.555>does <00:14:28.557>it <00:14:28.559>slow

00:14:28.560 --> 00:14:31.750 align:start position:0%
<00:14:28.560>human <00:14:28.667>judgment <00:14:28.775>and <00:14:28.883>when <00:14:28.990>does <00:14:29.098>it <00:14:29.206>slow <00:14:29.313>things <00:14:29.421>down? <00:14:29.529>Miriam, <00:14:29.636>a <00:14:29.744>lot <00:14:29.852>of <00:14:29.959>companies

00:14:31.750 --> 00:14:31.760 align:start position:0%
<00:14:31.750>things <00:14:31.751>down? <00:14:31.753>Miriam, <00:14:31.754>a <00:14:31.756>lot <00:14:31.757>of <00:14:31.759>companies

00:14:31.760 --> 00:14:34.110 align:start position:0%
<00:14:31.760>things <00:14:31.876>down? <00:14:31.993>Miriam, <00:14:32.110>a <00:14:32.226>lot <00:14:32.343>of <00:14:32.460>companies <00:14:32.576>want <00:14:32.693>automation, <00:14:32.810>but <00:14:32.926>still <00:14:33.043>need <00:14:33.160>human

00:14:34.110 --> 00:14:34.120 align:start position:0%
<00:14:34.110>want <00:14:34.111>automation, <00:14:34.113>but <00:14:34.115>still <00:14:34.117>need <00:14:34.119>human

00:14:34.120 --> 00:14:36.829 align:start position:0%
<00:14:34.120>want <00:14:34.247>automation, <00:14:34.374>but <00:14:34.501>still <00:14:34.629>need <00:14:34.756>human <00:14:34.883>judgment. <00:14:35.010>Where <00:14:35.138>should <00:14:35.265>humans <00:14:35.392>stay <00:14:35.520>in

00:14:36.829 --> 00:14:36.839 align:start position:0%
<00:14:36.829>judgment. <00:14:36.830>Where <00:14:36.832>should <00:14:36.834>humans <00:14:36.836>stay <00:14:36.838>in

00:14:36.839 --> 00:14:38.910 align:start position:0%
<00:14:36.839>judgment. <00:14:36.946>Where <00:14:37.054>should <00:14:37.162>humans <00:14:37.269>stay <00:14:37.377>in <00:14:37.485>the <00:14:37.592>loop <00:14:37.700>and <00:14:37.808>where <00:14:37.915>do <00:14:38.023>they <00:14:38.131>become <00:14:38.238>the

00:14:38.910 --> 00:14:38.920 align:start position:0%
<00:14:38.910>the <00:14:38.911>loop <00:14:38.912>and <00:14:38.913>where <00:14:38.915>do <00:14:38.916>they <00:14:38.917>become <00:14:38.919>the

00:14:38.920 --> 00:14:40.710 align:start position:0%
<00:14:38.920>the <00:14:39.094>loop <00:14:39.270>and <00:14:39.444>where <00:14:39.620>do <00:14:39.795>they <00:14:39.969>become <00:14:40.145>the <00:14:40.319>bottleneck?

00:14:40.710 --> 00:14:40.720 align:start position:0%
bottleneck?

00:14:40.720 --> 00:14:42.710 align:start position:0%
<00:14:40.720>bottleneck? <00:14:40.895>&gt;&gt; <00:14:41.070>Yeah, <00:14:41.245>I <00:14:41.420>think <00:14:41.595>humans <00:14:41.770>definitely <00:14:41.945>need <00:14:42.120>I

00:14:42.710 --> 00:14:42.720 align:start position:0%
<00:14:42.710>&gt;&gt; <00:14:42.711>Yeah, <00:14:42.712>I <00:14:42.713>think <00:14:42.715>humans <00:14:42.716>definitely <00:14:42.717>need <00:14:42.719>I

00:14:42.720 --> 00:14:44.829 align:start position:0%
<00:14:42.720>&gt;&gt; <00:14:42.847>Yeah, <00:14:42.974>I <00:14:43.101>think <00:14:43.229>humans <00:14:43.356>definitely <00:14:43.483>need <00:14:43.610>I <00:14:43.738>mean, <00:14:43.865>I <00:14:43.992>think <00:14:44.120>it's

00:14:44.829 --> 00:14:44.839 align:start position:0%
<00:14:44.829>mean, <00:14:44.832>I <00:14:44.834>think <00:14:44.838>it's

00:14:44.839 --> 00:14:46.829 align:start position:0%
<00:14:44.839>mean, <00:14:44.978>I <00:14:45.118>think <00:14:45.258>it's <00:14:45.398>unrealistic <00:14:45.539>or <00:14:45.679>even <00:14:45.819>it <00:14:45.959>does <00:14:46.098>it <00:14:46.238>just

00:14:46.829 --> 00:14:46.839 align:start position:0%
<00:14:46.829>unrealistic <00:14:46.830>or <00:14:46.832>even <00:14:46.833>it <00:14:46.834>does <00:14:46.836>it <00:14:46.838>just

00:14:46.839 --> 00:14:48.350 align:start position:0%
<00:14:46.839>unrealistic <00:14:46.952>or <00:14:47.065>even <00:14:47.178>it <00:14:47.292>does <00:14:47.405>it <00:14:47.518>just <00:14:47.632>doesn't <00:14:47.745>make <00:14:47.858>sense <00:14:47.972>to <00:14:48.085>expect <00:14:48.198>that

00:14:48.350 --> 00:14:48.360 align:start position:0%
<00:14:48.350>doesn't <00:14:48.351>make <00:14:48.353>sense <00:14:48.355>to <00:14:48.357>expect <00:14:48.359>that

00:14:48.360 --> 00:14:50.150 align:start position:0%
<00:14:48.360>doesn't <00:14:48.476>make <00:14:48.593>sense <00:14:48.710>to <00:14:48.826>expect <00:14:48.943>that <00:14:49.060>everything <00:14:49.176>should <00:14:49.293>be <00:14:49.410>automated <00:14:49.526>for <00:14:49.643>a <00:14:49.760>lot

00:14:50.150 --> 00:14:50.160 align:start position:0%
<00:14:50.150>everything <00:14:50.151>should <00:14:50.153>be <00:14:50.154>automated <00:14:50.156>for <00:14:50.157>a <00:14:50.159>lot

00:14:50.160 --> 00:14:52.230 align:start position:0%
<00:14:50.160>everything <00:14:50.276>should <00:14:50.393>be <00:14:50.510>automated <00:14:50.626>for <00:14:50.743>a <00:14:50.860>lot <00:14:50.976>of <00:14:51.093>reasons <00:14:51.209>already <00:14:51.326>mentioned. <00:14:51.443>The <00:14:51.560>humans

00:14:52.230 --> 00:14:52.240 align:start position:0%
<00:14:52.230>of <00:14:52.231>reasons <00:14:52.233>already <00:14:52.235>mentioned. <00:14:52.237>The <00:14:52.239>humans

00:14:52.240 --> 00:14:54.270 align:start position:0%
<00:14:52.240>of <00:14:52.356>reasons <00:14:52.473>already <00:14:52.590>mentioned. <00:14:52.706>The <00:14:52.823>humans <00:14:52.940>do <00:14:53.056>definitely <00:14:53.173>be <00:14:53.290>the <00:14:53.406>ones <00:14:53.523>making <00:14:53.640>the

00:14:54.270 --> 00:14:54.280 align:start position:0%
<00:14:54.270>do <00:14:54.271>definitely <00:14:54.273>be <00:14:54.274>the <00:14:54.276>ones <00:14:54.277>making <00:14:54.279>the

00:14:54.280 --> 00:14:57.150 align:start position:0%
<00:14:54.280>do <00:14:54.407>definitely <00:14:54.534>be <00:14:54.661>the <00:14:54.789>ones <00:14:54.916>making <00:14:55.043>the <00:14:55.170>highest <00:14:55.298>impact <00:14:55.425>decisions <00:14:55.552>and <00:14:55.680>where

00:14:57.150 --> 00:14:57.160 align:start position:0%
<00:14:57.150>highest <00:14:57.152>impact <00:14:57.154>decisions <00:14:57.156>and <00:14:57.159>where

00:14:57.160 --> 00:14:59.190 align:start position:0%
<00:14:57.160>highest <00:14:57.334>impact <00:14:57.510>decisions <00:14:57.685>and <00:14:57.860>where <00:14:58.035>everything <00:14:58.209>is <00:14:58.385>deterministic, <00:14:58.560>everything

00:14:59.190 --> 00:14:59.200 align:start position:0%
<00:14:59.190>everything <00:14:59.193>is <00:14:59.196>deterministic, <00:14:59.199>everything

00:14:59.200 --> 00:15:00.550 align:start position:0%
<00:14:59.200>everything <00:14:59.310>is <00:14:59.420>deterministic, <00:14:59.531>everything <00:14:59.641>is <00:14:59.752>just <00:14:59.862>you <00:14:59.973>know, <00:15:00.083>there <00:15:00.194>is <00:15:00.304>there's <00:15:00.415>lots

00:15:00.550 --> 00:15:00.560 align:start position:0%
<00:15:00.550>is <00:15:00.551>just <00:15:00.552>you <00:15:00.553>know, <00:15:00.555>there <00:15:00.556>is <00:15:00.557>there's <00:15:00.559>lots

00:15:00.560 --> 00:15:03.310 align:start position:0%
<00:15:00.560>is <00:15:00.660>just <00:15:00.760>you <00:15:00.859>know, <00:15:00.959>there <00:15:01.060>is <00:15:01.160>there's <00:15:01.260>lots <00:15:01.359>of <00:15:01.459>things <00:15:01.560>in <00:15:01.660>in <00:15:01.760>business <00:15:01.859>processes <00:15:01.959>where

00:15:03.310 --> 00:15:03.320 align:start position:0%
<00:15:03.310>of <00:15:03.311>things <00:15:03.313>in <00:15:03.314>in <00:15:03.316>business <00:15:03.317>processes <00:15:03.319>where

00:15:03.320 --> 00:15:04.670 align:start position:0%
<00:15:03.320>of <00:15:03.413>things <00:15:03.506>in <00:15:03.600>in <00:15:03.693>business <00:15:03.787>processes <00:15:03.880>where <00:15:03.974>they <00:15:04.067>just <00:15:04.161>have <00:15:04.254>to <00:15:04.348>it's <00:15:04.441>almost <00:15:04.535>like

00:15:04.670 --> 00:15:04.680 align:start position:0%
<00:15:04.670>they <00:15:04.671>just <00:15:04.673>have <00:15:04.674>to <00:15:04.675>it's <00:15:04.677>almost <00:15:04.679>like

00:15:04.680 --> 00:15:05.829 align:start position:0%
<00:15:04.680>they <00:15:04.774>just <00:15:04.868>have <00:15:04.962>to <00:15:05.056>it's <00:15:05.150>almost <00:15:05.244>like <00:15:05.338>automation, <00:15:05.432>right? <00:15:05.526>There <00:15:05.620>there <00:15:05.714>is

00:15:05.829 --> 00:15:05.839 align:start position:0%
<00:15:05.829>automation, <00:15:05.831>right? <00:15:05.833>There <00:15:05.835>there <00:15:05.838>is

00:15:05.839 --> 00:15:07.910 align:start position:0%
<00:15:05.839>automation, <00:15:05.966>right? <00:15:06.093>There <00:15:06.220>there <00:15:06.348>is <00:15:06.475>certain <00:15:06.602>rules <00:15:06.729>that <00:15:06.857>have <00:15:06.984>to <00:15:07.111>be <00:15:07.239>just

00:15:07.910 --> 00:15:07.920 align:start position:0%
<00:15:07.910>certain <00:15:07.911>rules <00:15:07.913>that <00:15:07.914>have <00:15:07.915>to <00:15:07.917>be <00:15:07.919>just

00:15:07.920 --> 00:15:09.670 align:start position:0%
<00:15:07.920>certain <00:15:08.036>rules <00:15:08.153>that <00:15:08.270>have <00:15:08.386>to <00:15:08.503>be <00:15:08.620>just <00:15:08.736>processed. <00:15:08.853>They <00:15:08.969>can <00:15:09.086>be <00:15:09.203>automated <00:15:09.319>with

00:15:09.670 --> 00:15:09.680 align:start position:0%
<00:15:09.670>processed. <00:15:09.671>They <00:15:09.673>can <00:15:09.675>be <00:15:09.677>automated <00:15:09.679>with

00:15:09.680 --> 00:15:12.790 align:start position:0%
<00:15:09.680>processed. <00:15:09.787>They <00:15:09.895>can <00:15:10.003>be <00:15:10.110>automated <00:15:10.218>with <00:15:10.326>AI, <00:15:10.433>with <00:15:10.541>no <00:15:10.649>code <00:15:10.756>tools, <00:15:10.864>etc. <00:15:10.972>But <00:15:11.079>where

00:15:12.790 --> 00:15:12.800 align:start position:0%
<00:15:12.790>AI, <00:15:12.791>with <00:15:12.792>no <00:15:12.793>code <00:15:12.795>tools, <00:15:12.796>etc. <00:15:12.797>But <00:15:12.799>where

00:15:12.800 --> 00:15:15.630 align:start position:0%
<00:15:12.800>AI, <00:15:12.900>with <00:15:13.000>no <00:15:13.099>code <00:15:13.199>tools, <00:15:13.300>etc. <00:15:13.400>But <00:15:13.500>where <00:15:13.599>very <00:15:13.699>critical <00:15:13.800>decisions <00:15:13.900>have <00:15:14.000>to <00:15:14.099>be <00:15:14.199>made

00:15:15.630 --> 00:15:15.640 align:start position:0%
<00:15:15.630>very <00:15:15.631>critical <00:15:15.633>decisions <00:15:15.634>have <00:15:15.636>to <00:15:15.637>be <00:15:15.639>made

00:15:15.640 --> 00:15:16.990 align:start position:0%
<00:15:15.640>very <00:15:15.813>critical <00:15:15.987>decisions <00:15:16.160>have <00:15:16.334>to <00:15:16.507>be <00:15:16.681>made <00:15:16.855>or

00:15:16.990 --> 00:15:17.000 align:start position:0%
or

00:15:17.000 --> 00:15:18.829 align:start position:0%
<00:15:17.000>or <00:15:17.280>essentially <00:15:17.560>certain <00:15:17.840>things <00:15:18.120>that <00:15:18.400>might

00:15:18.829 --> 00:15:18.839 align:start position:0%
<00:15:18.829>essentially <00:15:18.831>certain <00:15:18.833>things <00:15:18.835>that <00:15:18.838>might

00:15:18.839 --> 00:15:20.630 align:start position:0%
<00:15:18.839>essentially <00:15:18.966>certain <00:15:19.093>things <00:15:19.220>that <00:15:19.348>might <00:15:19.475>impact <00:15:19.602>the <00:15:19.729>result, <00:15:19.857>that <00:15:19.984>that's <00:15:20.111>where <00:15:20.238>the

00:15:20.630 --> 00:15:20.640 align:start position:0%
<00:15:20.630>impact <00:15:20.631>the <00:15:20.633>result, <00:15:20.634>that <00:15:20.636>that's <00:15:20.637>where <00:15:20.639>the

00:15:20.640 --> 00:15:22.470 align:start position:0%
<00:15:20.640>impact <00:15:20.747>the <00:15:20.855>result, <00:15:20.963>that <00:15:21.070>that's <00:15:21.178>where <00:15:21.286>the <00:15:21.393>humans <00:15:21.501>need <00:15:21.609>to <00:15:21.716>be <00:15:21.824>involved. <00:15:21.932>I <00:15:22.040>mean,

00:15:22.470 --> 00:15:22.480 align:start position:0%
<00:15:22.470>humans <00:15:22.471>need <00:15:22.473>to <00:15:22.474>be <00:15:22.476>involved. <00:15:22.477>I <00:15:22.479>mean,

00:15:22.480 --> 00:15:24.790 align:start position:0%
<00:15:22.480>humans <00:15:22.580>need <00:15:22.680>to <00:15:22.780>be <00:15:22.880>involved. <00:15:22.980>I <00:15:23.080>mean, <00:15:23.180>again, <00:15:23.280>one <00:15:23.380>example <00:15:23.480>I <00:15:23.580>can <00:15:23.680>bring <00:15:23.780>for <00:15:23.880>from

00:15:24.790 --> 00:15:24.800 align:start position:0%
<00:15:24.790>again, <00:15:24.791>one <00:15:24.792>example <00:15:24.793>I <00:15:24.795>can <00:15:24.796>bring <00:15:24.797>for <00:15:24.799>from

00:15:24.800 --> 00:15:27.510 align:start position:0%
<00:15:24.800>again, <00:15:24.916>one <00:15:25.033>example <00:15:25.150>I <00:15:25.266>can <00:15:25.383>bring <00:15:25.500>for <00:15:25.616>from <00:15:25.733>our <00:15:25.849>space, <00:15:25.966>building <00:15:26.083>business <00:15:26.199>apps,

00:15:27.510 --> 00:15:27.520 align:start position:0%
<00:15:27.510>our <00:15:27.512>space, <00:15:27.514>building <00:15:27.516>business <00:15:27.519>apps,

00:15:27.520 --> 00:15:30.070 align:start position:0%
<00:15:27.520>our <00:15:27.636>space, <00:15:27.753>building <00:15:27.870>business <00:15:27.986>apps, <00:15:28.103>I <00:15:28.220>think <00:15:28.336>today's <00:15:28.453>tools <00:15:28.569>what <00:15:28.686>what <00:15:28.803>they <00:15:28.920>try

00:15:30.070 --> 00:15:30.080 align:start position:0%
<00:15:30.070>I <00:15:30.071>think <00:15:30.072>today's <00:15:30.073>tools <00:15:30.075>what <00:15:30.076>what <00:15:30.077>they <00:15:30.079>try

00:15:30.080 --> 00:15:32.150 align:start position:0%
<00:15:30.080>I <00:15:30.162>think <00:15:30.244>today's <00:15:30.327>tools <00:15:30.409>what <00:15:30.491>what <00:15:30.574>they <00:15:30.656>try <00:15:30.738>to <00:15:30.821>do <00:15:30.903>is <00:15:30.985>just, <00:15:31.068>you <00:15:31.150>know, <00:15:31.232>pass <00:15:31.315>all <00:15:31.397>of <00:15:31.480>the

00:15:32.150 --> 00:15:32.160 align:start position:0%
<00:15:32.150>to <00:15:32.151>do <00:15:32.151>is <00:15:32.153>just, <00:15:32.154>you <00:15:32.155>know, <00:15:32.156>pass <00:15:32.156>all <00:15:32.158>of <00:15:32.159>the

00:15:32.160 --> 00:15:34.190 align:start position:0%
<00:15:32.160>to <00:15:32.253>do <00:15:32.346>is <00:15:32.439>just, <00:15:32.533>you <00:15:32.626>know, <00:15:32.719>pass <00:15:32.813>all <00:15:32.906>of <00:15:33.000>the <00:15:33.093>responsibility <00:15:33.186>to <00:15:33.280>the <00:15:33.373>user. <00:15:33.466>So, <00:15:33.560>just

00:15:34.190 --> 00:15:34.200 align:start position:0%
<00:15:34.190>responsibility <00:15:34.191>to <00:15:34.193>the <00:15:34.195>user. <00:15:34.197>So, <00:15:34.199>just

00:15:34.200 --> 00:15:35.510 align:start position:0%
<00:15:34.200>responsibility <00:15:34.290>to <00:15:34.381>the <00:15:34.472>user. <00:15:34.562>So, <00:15:34.653>just <00:15:34.744>prompt <00:15:34.834>it <00:15:34.925>and <00:15:35.016>you <00:15:35.106>will <00:15:35.197>get <00:15:35.288>to <00:15:35.379>the

00:15:35.510 --> 00:15:35.520 align:start position:0%
<00:15:35.510>prompt <00:15:35.511>it <00:15:35.512>and <00:15:35.513>you <00:15:35.515>will <00:15:35.516>get <00:15:35.517>to <00:15:35.519>the

00:15:35.520 --> 00:15:37.910 align:start position:0%
<00:15:35.520>prompt <00:15:35.627>it <00:15:35.735>and <00:15:35.843>you <00:15:35.950>will <00:15:36.058>get <00:15:36.166>to <00:15:36.273>the <00:15:36.381>result, <00:15:36.489>right? <00:15:36.596>But, <00:15:36.704>again, <00:15:36.812>if <00:15:36.920>you're

00:15:37.910 --> 00:15:37.920 align:start position:0%
<00:15:37.910>result, <00:15:37.911>right? <00:15:37.913>But, <00:15:37.915>again, <00:15:37.917>if <00:15:37.919>you're

00:15:37.920 --> 00:15:39.630 align:start position:0%
<00:15:37.920>result, <00:15:38.075>right? <00:15:38.231>But, <00:15:38.386>again, <00:15:38.542>if <00:15:38.697>you're <00:15:38.853>building <00:15:39.008>something <00:15:39.164>business <00:15:39.319>critical

00:15:39.630 --> 00:15:39.640 align:start position:0%
<00:15:39.630>building <00:15:39.633>something <00:15:39.636>business <00:15:39.639>critical

00:15:39.640 --> 00:15:41.990 align:start position:0%
<00:15:39.640>building <00:15:39.795>something <00:15:39.951>business <00:15:40.106>critical <00:15:40.262>like <00:15:40.417>an <00:15:40.573>internal <00:15:40.728>operational <00:15:40.884>tool, <00:15:41.040>you

00:15:41.990 --> 00:15:42.000 align:start position:0%
<00:15:41.990>like <00:15:41.991>an <00:15:41.993>internal <00:15:41.995>operational <00:15:41.997>tool, <00:15:41.999>you

00:15:42.000 --> 00:15:44.390 align:start position:0%
<00:15:42.000>like <00:15:42.107>an <00:15:42.215>internal <00:15:42.323>operational <00:15:42.430>tool, <00:15:42.538>you <00:15:42.646>cannot <00:15:42.753>get <00:15:42.861>it <00:15:42.969>wrong. <00:15:43.076>If <00:15:43.184>you <00:15:43.292>are <00:15:43.400>exposing

00:15:44.390 --> 00:15:44.400 align:start position:0%
<00:15:44.390>cannot <00:15:44.391>get <00:15:44.392>it <00:15:44.393>wrong. <00:15:44.395>If <00:15:44.396>you <00:15:44.397>are <00:15:44.399>exposing

00:15:44.400 --> 00:15:46.150 align:start position:0%
<00:15:44.400>cannot <00:15:44.493>get <00:15:44.586>it <00:15:44.680>wrong. <00:15:44.773>If <00:15:44.866>you <00:15:44.959>are <00:15:45.053>exposing <00:15:45.146>data <00:15:45.240>to <00:15:45.333>your <00:15:45.426>client, <00:15:45.520>you <00:15:45.613>can't <00:15:45.706>get <00:15:45.800>that

00:15:46.150 --> 00:15:46.160 align:start position:0%
<00:15:46.150>data <00:15:46.151>to <00:15:46.152>your <00:15:46.153>client, <00:15:46.155>you <00:15:46.156>can't <00:15:46.157>get <00:15:46.159>that

00:15:46.160 --> 00:15:48.150 align:start position:0%
<00:15:46.160>data <00:15:46.260>to <00:15:46.360>your <00:15:46.459>client, <00:15:46.560>you <00:15:46.660>can't <00:15:46.760>get <00:15:46.860>that <00:15:46.959>app <00:15:47.060>wrong. <00:15:47.160>So, <00:15:47.260>that <00:15:47.360>is <00:15:47.459>where <00:15:47.560>our

00:15:48.150 --> 00:15:48.160 align:start position:0%
<00:15:48.150>app <00:15:48.151>wrong. <00:15:48.153>So, <00:15:48.154>that <00:15:48.156>is <00:15:48.157>where <00:15:48.159>our

00:15:48.160 --> 00:15:49.830 align:start position:0%
<00:15:48.160>app <00:15:48.287>wrong. <00:15:48.414>So, <00:15:48.541>that <00:15:48.669>is <00:15:48.796>where <00:15:48.923>our <00:15:49.050>platform, <00:15:49.178>for <00:15:49.305>example, <00:15:49.432>would <00:15:49.560>abstract

00:15:49.830 --> 00:15:49.840 align:start position:0%
<00:15:49.830>platform, <00:15:49.832>for <00:15:49.834>example, <00:15:49.836>would <00:15:49.839>abstract

00:15:49.840 --> 00:15:51.630 align:start position:0%
<00:15:49.840>platform, <00:15:49.967>for <00:15:50.094>example, <00:15:50.221>would <00:15:50.349>abstract <00:15:50.476>away <00:15:50.603>a <00:15:50.730>lot <00:15:50.858>of <00:15:50.985>these <00:15:51.112>deterministic <00:15:51.240>and

00:15:51.630 --> 00:15:51.640 align:start position:0%
<00:15:51.630>away <00:15:51.631>a <00:15:51.633>lot <00:15:51.634>of <00:15:51.636>these <00:15:51.637>deterministic <00:15:51.639>and

00:15:51.640 --> 00:15:53.870 align:start position:0%
<00:15:51.640>away <00:15:51.767>a <00:15:51.894>lot <00:15:52.021>of <00:15:52.149>these <00:15:52.276>deterministic <00:15:52.403>and <00:15:52.530>repetitive <00:15:52.658>parts <00:15:52.785>of <00:15:52.912>software <00:15:53.040>building

00:15:53.870 --> 00:15:53.880 align:start position:0%
<00:15:53.870>repetitive <00:15:53.872>parts <00:15:53.874>of <00:15:53.876>software <00:15:53.879>building

00:15:53.880 --> 00:15:56.470 align:start position:0%
<00:15:53.880>repetitive <00:15:54.055>parts <00:15:54.230>of <00:15:54.405>software <00:15:54.580>building <00:15:54.755>engineering, <00:15:54.930>right? <00:15:55.105>Login, <00:15:55.280>permissions,

00:15:56.470 --> 00:15:56.480 align:start position:0%
<00:15:56.470>engineering, <00:15:56.473>right? <00:15:56.476>Login, <00:15:56.479>permissions,

00:15:56.480 --> 00:15:58.710 align:start position:0%
<00:15:56.480>engineering, <00:15:56.635>right? <00:15:56.791>Login, <00:15:56.946>permissions, <00:15:57.102>and <00:15:57.257>security. <00:15:57.413>But, <00:15:57.568>then <00:15:57.724>we <00:15:57.880>completely

00:15:58.710 --> 00:15:58.720 align:start position:0%
<00:15:58.710>and <00:15:58.711>security. <00:15:58.713>But, <00:15:58.715>then <00:15:58.717>we <00:15:58.719>completely

00:15:58.720 --> 00:16:00.950 align:start position:0%
<00:15:58.720>and <00:15:58.820>security. <00:15:58.920>But, <00:15:59.020>then <00:15:59.120>we <00:15:59.220>completely <00:15:59.320>leave <00:15:59.420>it <00:15:59.520>up <00:15:59.620>to <00:15:59.720>the <00:15:59.820>user <00:15:59.920>to <00:16:00.020>decide <00:16:00.120>what

00:16:00.950 --> 00:16:00.960 align:start position:0%
<00:16:00.950>leave <00:16:00.951>it <00:16:00.952>up <00:16:00.953>to <00:16:00.954>the <00:16:00.955>user <00:16:00.956>to <00:16:00.957>decide <00:16:00.959>what

00:16:00.960 --> 00:16:02.590 align:start position:0%
<00:16:00.960>leave <00:16:01.053>it <00:16:01.146>up <00:16:01.240>to <00:16:01.333>the <00:16:01.426>user <00:16:01.520>to <00:16:01.613>decide <00:16:01.706>what <00:16:01.800>kinds <00:16:01.893>of <00:16:01.986>rules, <00:16:02.080>what <00:16:02.173>kinds <00:16:02.266>of <00:16:02.360>business

00:16:02.590 --> 00:16:02.600 align:start position:0%
<00:16:02.590>kinds <00:16:02.591>of <00:16:02.593>rules, <00:16:02.594>what <00:16:02.596>kinds <00:16:02.597>of <00:16:02.599>business

00:16:02.600 --> 00:16:05.110 align:start position:0%
<00:16:02.600>kinds <00:16:02.716>of <00:16:02.833>rules, <00:16:02.950>what <00:16:03.066>kinds <00:16:03.183>of <00:16:03.300>business <00:16:03.416>processes, <00:16:03.533>or <00:16:03.650>you <00:16:03.766>know, <00:16:03.883>logic <00:16:04.000>their

00:16:05.110 --> 00:16:05.120 align:start position:0%
<00:16:05.110>processes, <00:16:05.111>or <00:16:05.113>you <00:16:05.115>know, <00:16:05.117>logic <00:16:05.119>their

00:16:05.120 --> 00:16:06.670 align:start position:0%
<00:16:05.120>processes, <00:16:05.246>or <00:16:05.373>you <00:16:05.500>know, <00:16:05.627>logic <00:16:05.754>their <00:16:05.880>application <00:16:06.007>should <00:16:06.134>have. <00:16:06.261>So, <00:16:06.388>that's <00:16:06.515>just

00:16:06.670 --> 00:16:06.680 align:start position:0%
<00:16:06.670>application <00:16:06.671>should <00:16:06.673>have. <00:16:06.675>So, <00:16:06.677>that's <00:16:06.679>just

00:16:06.680 --> 00:16:09.590 align:start position:0%
<00:16:06.680>application <00:16:06.787>should <00:16:06.895>have. <00:16:07.003>So, <00:16:07.110>that's <00:16:07.218>just <00:16:07.326>kind <00:16:07.433>of <00:16:07.541>one <00:16:07.649>example <00:16:07.756>how <00:16:07.864>we <00:16:07.972>apply <00:16:08.079>where

00:16:09.590 --> 00:16:09.600 align:start position:0%
<00:16:09.590>kind <00:16:09.591>of <00:16:09.592>one <00:16:09.593>example <00:16:09.595>how <00:16:09.596>we <00:16:09.597>apply <00:16:09.599>where

00:16:09.600 --> 00:16:11.390 align:start position:0%
<00:16:09.600>kind <00:16:09.693>of <00:16:09.786>one <00:16:09.880>example <00:16:09.973>how <00:16:10.066>we <00:16:10.160>apply <00:16:10.253>where <00:16:10.346>where <00:16:10.440>human <00:16:10.533>needs <00:16:10.626>to <00:16:10.720>be <00:16:10.813>and <00:16:10.906>where <00:16:11.000>we

00:16:11.390 --> 00:16:11.400 align:start position:0%
<00:16:11.390>where <00:16:11.391>human <00:16:11.392>needs <00:16:11.393>to <00:16:11.395>be <00:16:11.396>and <00:16:11.397>where <00:16:11.399>we

00:16:11.400 --> 00:16:13.070 align:start position:0%
<00:16:11.400>where <00:16:11.493>human <00:16:11.586>needs <00:16:11.680>to <00:16:11.773>be <00:16:11.866>and <00:16:11.959>where <00:16:12.053>we <00:16:12.146>where <00:16:12.240>we <00:16:12.333>want <00:16:12.426>to <00:16:12.520>automate <00:16:12.613>stuff <00:16:12.706>that <00:16:12.800>is

00:16:13.070 --> 00:16:13.080 align:start position:0%
<00:16:13.070>where <00:16:13.071>we <00:16:13.072>want <00:16:13.073>to <00:16:13.075>automate <00:16:13.076>stuff <00:16:13.077>that <00:16:13.079>is

00:16:13.080 --> 00:16:16.550 align:start position:0%
<00:16:13.080>where <00:16:13.196>we <00:16:13.313>want <00:16:13.430>to <00:16:13.546>automate <00:16:13.663>stuff <00:16:13.780>that <00:16:13.896>is <00:16:14.013>just <00:16:14.130>manual, <00:16:14.246>yeah, <00:16:14.363>that's <00:16:14.480>repetitive.

00:16:16.550 --> 00:16:16.560 align:start position:0%
<00:16:16.550>just <00:16:16.552>manual, <00:16:16.554>yeah, <00:16:16.556>that's <00:16:16.559>repetitive.

00:16:16.560 --> 00:16:19.030 align:start position:0%
<00:16:16.560>just <00:16:16.676>manual, <00:16:16.793>yeah, <00:16:16.910>that's <00:16:17.026>repetitive. <00:16:17.143>&gt;&gt; <00:16:17.260>Very <00:16:17.376>interesting. <00:16:17.493>Um <00:16:17.609>so, <00:16:17.726>yeah, <00:16:17.843>when <00:16:17.959>when

00:16:19.030 --> 00:16:19.040 align:start position:0%
<00:16:19.030>&gt;&gt; <00:16:19.031>Very <00:16:19.032>interesting. <00:16:19.033>Um <00:16:19.035>so, <00:16:19.036>yeah, <00:16:19.037>when <00:16:19.039>when

00:16:19.040 --> 00:16:21.030 align:start position:0%
<00:16:19.040>&gt;&gt; <00:16:19.167>Very <00:16:19.294>interesting. <00:16:19.421>Um <00:16:19.549>so, <00:16:19.676>yeah, <00:16:19.803>when <00:16:19.930>when <00:16:20.058>we <00:16:20.185>talk <00:16:20.312>about <00:16:20.439>um

00:16:21.030 --> 00:16:21.040 align:start position:0%
<00:16:21.030>we <00:16:21.033>talk <00:16:21.036>about <00:16:21.039>um

00:16:21.040 --> 00:16:22.870 align:start position:0%
<00:16:21.040>we <00:16:21.167>talk <00:16:21.294>about <00:16:21.421>um <00:16:21.549>humans <00:16:21.676>humans <00:16:21.803>in <00:16:21.930>the <00:16:22.058>loop, <00:16:22.185>we <00:16:22.312>also <00:16:22.439>need

00:16:22.870 --> 00:16:22.880 align:start position:0%
<00:16:22.870>humans <00:16:22.871>humans <00:16:22.872>in <00:16:22.873>the <00:16:22.875>loop, <00:16:22.876>we <00:16:22.877>also <00:16:22.879>need

00:16:22.880 --> 00:16:25.950 align:start position:0%
<00:16:22.880>humans <00:16:22.980>humans <00:16:23.080>in <00:16:23.180>the <00:16:23.280>loop, <00:16:23.380>we <00:16:23.480>also <00:16:23.580>need <00:16:23.680>to <00:16:23.780>talk <00:16:23.880>about <00:16:23.980>ownership. <00:16:24.080>The <00:16:24.180>Who <00:16:24.280>should

00:16:25.950 --> 00:16:25.960 align:start position:0%
<00:16:25.950>to <00:16:25.951>talk <00:16:25.953>about <00:16:25.954>ownership. <00:16:25.956>The <00:16:25.957>Who <00:16:25.959>should

00:16:25.960 --> 00:16:28.950 align:start position:0%
<00:16:25.960>to <00:16:26.076>talk <00:16:26.193>about <00:16:26.310>ownership. <00:16:26.426>The <00:16:26.543>Who <00:16:26.660>should <00:16:26.776>own <00:16:26.893>AI <00:16:27.010>transformation <00:16:27.126>inside <00:16:27.243>a <00:16:27.360>company?

00:16:28.950 --> 00:16:28.960 align:start position:0%
<00:16:28.950>own <00:16:28.951>AI <00:16:28.953>transformation <00:16:28.955>inside <00:16:28.957>a <00:16:28.959>company?

00:16:28.960 --> 00:16:32.110 align:start position:0%
<00:16:28.960>own <00:16:29.076>AI <00:16:29.193>transformation <00:16:29.310>inside <00:16:29.426>a <00:16:29.543>company? <00:16:29.660>Is <00:16:29.776>it <00:16:29.893>tech, <00:16:30.010>operations, <00:16:30.126>business, <00:16:30.243>or <00:16:30.360>a

00:16:32.110 --> 00:16:32.120 align:start position:0%
<00:16:32.110>Is <00:16:32.111>it <00:16:32.113>tech, <00:16:32.114>operations, <00:16:32.116>business, <00:16:32.117>or <00:16:32.119>a

00:16:32.120 --> 00:16:35.510 align:start position:0%
<00:16:32.120>Is <00:16:32.275>it <00:16:32.431>tech, <00:16:32.586>operations, <00:16:32.742>business, <00:16:32.897>or <00:16:33.053>a <00:16:33.208>dedicated <00:16:33.364>AI <00:16:33.520>function?

00:16:35.510 --> 00:16:35.520 align:start position:0%
<00:16:35.510>dedicated <00:16:35.514>AI <00:16:35.519>function?

00:16:35.520 --> 00:16:38.470 align:start position:0%
<00:16:35.520>dedicated <00:16:35.647>AI <00:16:35.774>function? <00:16:35.901>&gt;&gt; <00:16:36.029>Uh <00:16:36.156>yeah, <00:16:36.283>I <00:16:36.410>mean, <00:16:36.538>it <00:16:36.665>again <00:16:36.792>depends <00:16:36.920>on

00:16:38.470 --> 00:16:38.480 align:start position:0%
<00:16:38.470>&gt;&gt; <00:16:38.471>Uh <00:16:38.472>yeah, <00:16:38.473>I <00:16:38.474>mean, <00:16:38.475>it <00:16:38.476>again <00:16:38.477>depends <00:16:38.479>on

00:16:38.480 --> 00:16:40.430 align:start position:0%
<00:16:38.480>&gt;&gt; <00:16:38.567>Uh <00:16:38.655>yeah, <00:16:38.742>I <00:16:38.830>mean, <00:16:38.917>it <00:16:39.005>again <00:16:39.092>depends <00:16:39.180>on <00:16:39.267>what <00:16:39.355>the <00:16:39.442>AI <00:16:39.530>solution <00:16:39.617>is <00:16:39.705>trying <00:16:39.792>to <00:16:39.880>do.

00:16:40.430 --> 00:16:40.440 align:start position:0%
<00:16:40.430>what <00:16:40.431>the <00:16:40.432>AI <00:16:40.433>solution <00:16:40.435>is <00:16:40.436>trying <00:16:40.437>to <00:16:40.439>do.

00:16:40.440 --> 00:16:42.150 align:start position:0%
<00:16:40.440>what <00:16:40.540>the <00:16:40.640>AI <00:16:40.740>solution <00:16:40.840>is <00:16:40.940>trying <00:16:41.040>to <00:16:41.140>do. <00:16:41.240>Sorry <00:16:41.340>to <00:16:41.440>give <00:16:41.540>like <00:16:41.640>a <00:16:41.740>consultant's <00:16:41.840>answer

00:16:42.150 --> 00:16:42.160 align:start position:0%
<00:16:42.150>Sorry <00:16:42.151>to <00:16:42.153>give <00:16:42.154>like <00:16:42.156>a <00:16:42.157>consultant's <00:16:42.159>answer

00:16:42.160 --> 00:16:44.150 align:start position:0%
<00:16:42.160>Sorry <00:16:42.276>to <00:16:42.393>give <00:16:42.510>like <00:16:42.626>a <00:16:42.743>consultant's <00:16:42.860>answer <00:16:42.976>here, <00:16:43.093>but <00:16:43.209>hopefully <00:16:43.326>there's <00:16:43.443>some, <00:16:43.560>you

00:16:44.150 --> 00:16:44.160 align:start position:0%
<00:16:44.150>here, <00:16:44.151>but <00:16:44.153>hopefully <00:16:44.155>there's <00:16:44.157>some, <00:16:44.159>you

00:16:44.160 --> 00:16:46.510 align:start position:0%
<00:16:44.160>here, <00:16:44.276>but <00:16:44.393>hopefully <00:16:44.510>there's <00:16:44.626>some, <00:16:44.743>you <00:16:44.860>know, <00:16:44.976>end <00:16:45.093>goal <00:16:45.209>or <00:16:45.326>KPI <00:16:45.443>associated <00:16:45.560>with

00:16:46.510 --> 00:16:46.520 align:start position:0%
<00:16:46.510>know, <00:16:46.511>end <00:16:46.513>goal <00:16:46.514>or <00:16:46.516>KPI <00:16:46.517>associated <00:16:46.519>with

00:16:46.520 --> 00:16:47.790 align:start position:0%
<00:16:46.520>know, <00:16:46.683>end <00:16:46.846>goal <00:16:47.009>or <00:16:47.173>KPI <00:16:47.336>associated <00:16:47.499>with <00:16:47.663>this

00:16:47.790 --> 00:16:47.800 align:start position:0%
this

00:16:47.800 --> 00:16:49.870 align:start position:0%
<00:16:47.800>this <00:16:48.266>uh <00:16:48.733>AI <00:16:49.199>initiative.

00:16:49.870 --> 00:16:49.880 align:start position:0%
<00:16:49.870>uh <00:16:49.874>AI <00:16:49.879>initiative.

00:16:49.880 --> 00:16:52.030 align:start position:0%
<00:16:49.880>uh <00:16:50.007>AI <00:16:50.134>initiative. <00:16:50.261>Uh <00:16:50.389>and <00:16:50.516>uh <00:16:50.643>we <00:16:50.770>would <00:16:50.898>say <00:16:51.025>whoever <00:16:51.152>owns <00:16:51.280>that

00:16:52.030 --> 00:16:52.040 align:start position:0%
<00:16:52.030>Uh <00:16:52.031>and <00:16:52.032>uh <00:16:52.033>we <00:16:52.034>would <00:16:52.035>say <00:16:52.036>whoever <00:16:52.037>owns <00:16:52.039>that

00:16:52.040 --> 00:16:53.630 align:start position:0%
<00:16:52.040>Uh <00:16:52.195>and <00:16:52.351>uh <00:16:52.506>we <00:16:52.662>would <00:16:52.817>say <00:16:52.973>whoever <00:16:53.128>owns <00:16:53.284>that <00:16:53.439>KPI,

00:16:53.630 --> 00:16:53.640 align:start position:0%
KPI,

00:16:53.640 --> 00:16:55.550 align:start position:0%
<00:16:53.640>KPI, <00:16:53.814>uh <00:16:53.990>you <00:16:54.165>know, <00:16:54.340>that <00:16:54.515>business <00:16:54.689>end <00:16:54.865>goal, <00:16:55.040>um

00:16:55.550 --> 00:16:55.560 align:start position:0%
<00:16:55.550>uh <00:16:55.551>you <00:16:55.552>know, <00:16:55.553>that <00:16:55.555>business <00:16:55.556>end <00:16:55.557>goal, <00:16:55.559>um

00:16:55.560 --> 00:16:57.190 align:start position:0%
<00:16:55.560>uh <00:16:55.653>you <00:16:55.746>know, <00:16:55.839>that <00:16:55.933>business <00:16:56.026>end <00:16:56.119>goal, <00:16:56.213>um <00:16:56.306>should <00:16:56.400>be <00:16:56.493>the <00:16:56.586>person <00:16:56.680>who <00:16:56.773>owns <00:16:56.866>the <00:16:56.959>the

00:16:57.190 --> 00:16:57.200 align:start position:0%
<00:16:57.190>should <00:16:57.191>be <00:16:57.192>the <00:16:57.193>person <00:16:57.195>who <00:16:57.196>owns <00:16:57.197>the <00:16:57.199>the

00:16:57.200 --> 00:16:59.110 align:start position:0%
<00:16:57.200>should <00:16:57.307>be <00:16:57.415>the <00:16:57.523>person <00:16:57.630>who <00:16:57.738>owns <00:16:57.846>the <00:16:57.953>the <00:16:58.061>project. <00:16:58.169>That <00:16:58.276>said, <00:16:58.384>we've <00:16:58.492>seen <00:16:58.600>obviously

00:16:59.110 --> 00:16:59.120 align:start position:0%
<00:16:59.110>project. <00:16:59.111>That <00:16:59.113>said, <00:16:59.115>we've <00:16:59.117>seen <00:16:59.119>obviously

00:16:59.120 --> 00:17:00.750 align:start position:0%
<00:16:59.120>project. <00:16:59.236>That <00:16:59.353>said, <00:16:59.470>we've <00:16:59.586>seen <00:16:59.703>obviously <00:16:59.820>a <00:16:59.936>lot <00:17:00.053>of <00:17:00.170>uh <00:17:00.286>you <00:17:00.403>know, <00:17:00.520>digital

00:17:00.750 --> 00:17:00.760 align:start position:0%
<00:17:00.750>a <00:17:00.751>lot <00:17:00.753>of <00:17:00.754>uh <00:17:00.756>you <00:17:00.757>know, <00:17:00.759>digital

00:17:00.760 --> 00:17:03.070 align:start position:0%
<00:17:00.760>a <00:17:00.900>lot <00:17:01.040>of <00:17:01.180>uh <00:17:01.319>you <00:17:01.460>know, <00:17:01.600>digital <00:17:01.740>transformation <00:17:01.880>folks <00:17:02.020>quite <00:17:02.160>successfully

00:17:03.070 --> 00:17:03.080 align:start position:0%
<00:17:03.070>transformation <00:17:03.073>folks <00:17:03.076>quite <00:17:03.079>successfully

00:17:03.080 --> 00:17:05.030 align:start position:0%
<00:17:03.080>transformation <00:17:03.220>folks <00:17:03.360>quite <00:17:03.500>successfully <00:17:03.640>implement <00:17:03.780>these <00:17:03.920>things <00:17:04.060>as <00:17:04.200>well <00:17:04.340>as <00:17:04.480>not.

00:17:05.030 --> 00:17:05.040 align:start position:0%
<00:17:05.030>implement <00:17:05.031>these <00:17:05.032>things <00:17:05.034>as <00:17:05.036>well <00:17:05.037>as <00:17:05.039>not.

00:17:05.040 --> 00:17:08.390 align:start position:0%
<00:17:05.040>implement <00:17:05.133>these <00:17:05.226>things <00:17:05.319>as <00:17:05.413>well <00:17:05.506>as <00:17:05.599>not. <00:17:05.693>Uh <00:17:05.786>and <00:17:05.879>uh <00:17:05.973>I <00:17:06.066>think <00:17:06.159>having, <00:17:06.253>you <00:17:06.346>know, <00:17:06.440>IT

00:17:08.390 --> 00:17:08.400 align:start position:0%
<00:17:08.390>Uh <00:17:08.391>and <00:17:08.392>uh <00:17:08.393>I <00:17:08.394>think <00:17:08.395>having, <00:17:08.396>you <00:17:08.397>know, <00:17:08.399>IT

00:17:08.400 --> 00:17:09.870 align:start position:0%
<00:17:08.400>Uh <00:17:08.501>and <00:17:08.603>uh <00:17:08.705>I <00:17:08.807>think <00:17:08.908>having, <00:17:09.010>you <00:17:09.112>know, <00:17:09.214>IT <00:17:09.315>support <00:17:09.417>and <00:17:09.519>access <00:17:09.621>behind <00:17:09.723>those

00:17:09.870 --> 00:17:09.880 align:start position:0%
<00:17:09.869>support <00:17:09.872>and <00:17:09.874>access <00:17:09.876>behind <00:17:09.879>those

00:17:09.880 --> 00:17:11.949 align:start position:0%
<00:17:09.880>support <00:17:10.080>and <00:17:10.280>access <00:17:10.480>behind <00:17:10.680>those <00:17:10.880>stakeholders <00:17:11.080>is <00:17:11.280>obviously

00:17:11.949 --> 00:17:11.959 align:start position:0%
<00:17:11.949>stakeholders <00:17:11.953>is <00:17:11.958>obviously

00:17:11.959 --> 00:17:15.069 align:start position:0%
<00:17:11.959>stakeholders <00:17:12.159>is <00:17:12.359>obviously <00:17:12.559>uh <00:17:12.759>incredibly <00:17:12.959>important <00:17:13.159>as <00:17:13.359>well.

00:17:15.069 --> 00:17:15.079 align:start position:0%
<00:17:15.069>uh <00:17:15.071>incredibly <00:17:15.073>important <00:17:15.075>as <00:17:15.078>well.

00:17:15.079 --> 00:17:17.870 align:start position:0%
<00:17:15.079>uh <00:17:15.186>incredibly <00:17:15.294>important <00:17:15.402>as <00:17:15.509>well. <00:17:15.617>&gt;&gt; <00:17:15.725>All <00:17:15.832>right. <00:17:15.940>So, <00:17:16.048>um <00:17:16.155>once <00:17:16.263>the <00:17:16.371>ownership <00:17:16.479>is

00:17:17.870 --> 00:17:17.880 align:start position:0%
<00:17:17.869>&gt;&gt; <00:17:17.871>All <00:17:17.872>right. <00:17:17.873>So, <00:17:17.874>um <00:17:17.875>once <00:17:17.876>the <00:17:17.877>ownership <00:17:17.879>is

00:17:17.880 --> 00:17:20.309 align:start position:0%
<00:17:17.880>&gt;&gt; <00:17:17.973>All <00:17:18.066>right. <00:17:18.160>So, <00:17:18.253>um <00:17:18.346>once <00:17:18.440>the <00:17:18.533>ownership <00:17:18.626>is <00:17:18.720>clear, <00:17:18.813>leaders <00:17:18.906>will <00:17:19.000>ask <00:17:19.093>the <00:17:19.186>next <00:17:19.280>hard

00:17:20.309 --> 00:17:20.319 align:start position:0%
<00:17:20.309>clear, <00:17:20.310>leaders <00:17:20.311>will <00:17:20.313>ask <00:17:20.315>the <00:17:20.316>next <00:17:20.318>hard

00:17:20.319 --> 00:17:23.470 align:start position:0%
<00:17:20.319>clear, <00:17:20.435>leaders <00:17:20.552>will <00:17:20.668>ask <00:17:20.785>the <00:17:20.902>next <00:17:21.019>hard <00:17:21.135>question. <00:17:21.252>Is <00:17:21.368>it <00:17:21.485>actually <00:17:21.602>worth <00:17:21.719>it?

00:17:23.470 --> 00:17:23.480 align:start position:0%
<00:17:23.470>question. <00:17:23.471>Is <00:17:23.473>it <00:17:23.475>actually <00:17:23.477>worth <00:17:23.479>it?

00:17:23.480 --> 00:17:26.309 align:start position:0%
<00:17:23.480>question. <00:17:23.596>Is <00:17:23.713>it <00:17:23.829>actually <00:17:23.946>worth <00:17:24.063>it? <00:17:24.180>Guillaume, <00:17:24.296>what <00:17:24.413>is <00:17:24.530>the <00:17:24.646>best <00:17:24.763>way <00:17:24.880>to

00:17:26.309 --> 00:17:26.319 align:start position:0%
<00:17:26.309>Guillaume, <00:17:26.310>what <00:17:26.311>is <00:17:26.313>the <00:17:26.315>best <00:17:26.316>way <00:17:26.318>to

00:17:26.319 --> 00:17:28.830 align:start position:0%
<00:17:26.319>Guillaume, <00:17:26.435>what <00:17:26.552>is <00:17:26.668>the <00:17:26.785>best <00:17:26.902>way <00:17:27.019>to <00:17:27.135>measure <00:17:27.252>whether <00:17:27.368>AI <00:17:27.485>is <00:17:27.602>actually <00:17:27.719>creating

00:17:28.830 --> 00:17:28.840 align:start position:0%
<00:17:28.830>measure <00:17:28.831>whether <00:17:28.833>AI <00:17:28.835>is <00:17:28.837>actually <00:17:28.839>creating

00:17:28.840 --> 00:17:31.470 align:start position:0%
<00:17:28.840>measure <00:17:28.967>whether <00:17:29.094>AI <00:17:29.221>is <00:17:29.349>actually <00:17:29.476>creating <00:17:29.603>value <00:17:29.730>beyond <00:17:29.858>saving <00:17:29.985>time <00:17:30.112>and <00:17:30.240>improving

00:17:31.470 --> 00:17:31.480 align:start position:0%
<00:17:31.470>value <00:17:31.471>beyond <00:17:31.473>saving <00:17:31.475>time <00:17:31.477>and <00:17:31.479>improving

00:17:31.480 --> 00:17:33.310 align:start position:0%
<00:17:31.480>value <00:17:31.713>beyond <00:17:31.946>saving <00:17:32.180>time <00:17:32.413>and <00:17:32.646>improving <00:17:32.880>productivity?

00:17:33.310 --> 00:17:33.320 align:start position:0%
productivity?

00:17:33.320 --> 00:17:35.862 align:start position:0%
<00:17:33.320>productivity? <00:17:33.553>&gt;&gt; <00:17:33.786>That's <00:17:34.020>the <00:17:34.253>$1 <00:17:34.486>million <00:17:34.720>question.

00:17:35.862 --> 00:17:35.872 align:start position:0%
<00:17:35.862>&gt;&gt; <00:17:35.863>That's <00:17:35.865>the <00:17:35.867>$1 <00:17:35.869>million <00:17:35.871>question.

00:17:35.872 --> 00:17:35.950 align:start position:0%
<00:17:35.872>&gt;&gt; <00:17:35.882>That's <00:17:35.892>the <00:17:35.902>$1 <00:17:35.912>million <00:17:35.922>question. <00:17:35.932>&gt;&gt; <00:17:35.942>[laughter]

00:17:35.950 --> 00:17:35.960 align:start position:0%
<00:17:35.950>&gt;&gt; <00:17:35.959>[laughter]

00:17:35.960 --> 00:17:39.190 align:start position:0%
<00:17:35.960>&gt;&gt; <00:17:36.135>[laughter] <00:17:36.310>&gt;&gt; <00:17:36.485>Um <00:17:36.660>no, <00:17:36.835>saving <00:17:37.010>time, <00:17:37.185>productivity <00:17:37.360>is

00:17:39.190 --> 00:17:39.200 align:start position:0%
<00:17:39.190>&gt;&gt; <00:17:39.191>Um <00:17:39.193>no, <00:17:39.194>saving <00:17:39.196>time, <00:17:39.197>productivity <00:17:39.199>is

00:17:39.200 --> 00:17:43.150 align:start position:0%
<00:17:39.200>&gt;&gt; <00:17:39.327>Um <00:17:39.454>no, <00:17:39.581>saving <00:17:39.709>time, <00:17:39.836>productivity <00:17:39.963>is <00:17:40.090>important, <00:17:40.218>obviously. <00:17:40.345>I <00:17:40.472>think <00:17:40.600>this,

00:17:43.150 --> 00:17:43.160 align:start position:0%
<00:17:43.150>important, <00:17:43.152>obviously. <00:17:43.154>I <00:17:43.156>think <00:17:43.159>this,

00:17:43.160 --> 00:17:44.910 align:start position:0%
<00:17:43.160>important, <00:17:43.287>obviously. <00:17:43.414>I <00:17:43.541>think <00:17:43.669>this, <00:17:43.796>you <00:17:43.923>know, <00:17:44.050>depending <00:17:44.178>on <00:17:44.305>the <00:17:44.432>use <00:17:44.560>case,

00:17:44.910 --> 00:17:44.920 align:start position:0%
<00:17:44.910>you <00:17:44.911>know, <00:17:44.913>depending <00:17:44.914>on <00:17:44.916>the <00:17:44.917>use <00:17:44.919>case,

00:17:44.920 --> 00:17:46.630 align:start position:0%
<00:17:44.920>you <00:17:45.027>know, <00:17:45.135>depending <00:17:45.243>on <00:17:45.350>the <00:17:45.458>use <00:17:45.566>case, <00:17:45.673>you'll <00:17:45.781>have <00:17:45.889>various <00:17:45.996>way <00:17:46.104>of <00:17:46.212>doing <00:17:46.320>it,

00:17:46.630 --> 00:17:46.640 align:start position:0%
<00:17:46.630>you'll <00:17:46.631>have <00:17:46.633>various <00:17:46.634>way <00:17:46.636>of <00:17:46.637>doing <00:17:46.639>it,

00:17:46.640 --> 00:17:47.990 align:start position:0%
<00:17:46.640>you'll <00:17:46.726>have <00:17:46.813>various <00:17:46.900>way <00:17:46.987>of <00:17:47.073>doing <00:17:47.160>it, <00:17:47.247>right? <00:17:47.334>The <00:17:47.421>best <00:17:47.507>way <00:17:47.594>is <00:17:47.681>going <00:17:47.768>to <00:17:47.855>your

00:17:47.990 --> 00:17:48.000 align:start position:0%
<00:17:47.990>right? <00:17:47.991>The <00:17:47.992>best <00:17:47.993>way <00:17:47.995>is <00:17:47.996>going <00:17:47.997>to <00:17:47.999>your

00:17:48.000 --> 00:17:50.590 align:start position:0%
<00:17:48.000>right? <00:17:48.140>The <00:17:48.280>best <00:17:48.420>way <00:17:48.560>is <00:17:48.700>going <00:17:48.840>to <00:17:48.980>your <00:17:49.120>user, <00:17:49.260>right? <00:17:49.400>Um

00:17:50.590 --> 00:17:50.600 align:start position:0%
<00:17:50.590>user, <00:17:50.594>right? <00:17:50.599>Um

00:17:50.600 --> 00:17:52.470 align:start position:0%
<00:17:50.600>user, <00:17:50.755>right? <00:17:50.911>Um <00:17:51.066>you've <00:17:51.222>developed <00:17:51.377>you <00:17:51.533>you <00:17:51.688>know, <00:17:51.844>I <00:17:52.000>think

00:17:52.470 --> 00:17:52.480 align:start position:0%
<00:17:52.470>you've <00:17:52.471>developed <00:17:52.473>you <00:17:52.474>you <00:17:52.476>know, <00:17:52.477>I <00:17:52.479>think

00:17:52.480 --> 00:17:54.630 align:start position:0%
<00:17:52.480>you've <00:17:52.573>developed <00:17:52.666>you <00:17:52.760>you <00:17:52.853>know, <00:17:52.946>I <00:17:53.040>think <00:17:53.133>we <00:17:53.226>we <00:17:53.320>touched <00:17:53.413>on <00:17:53.506>it <00:17:53.600>earlier <00:17:53.693>on <00:17:53.786>the <00:17:53.880>human

00:17:54.630 --> 00:17:54.640 align:start position:0%
<00:17:54.630>we <00:17:54.631>we <00:17:54.632>touched <00:17:54.633>on <00:17:54.634>it <00:17:54.635>earlier <00:17:54.636>on <00:17:54.637>the <00:17:54.639>human

00:17:54.640 --> 00:17:57.190 align:start position:0%
<00:17:54.640>we <00:17:54.733>we <00:17:54.826>touched <00:17:54.920>on <00:17:55.013>it <00:17:55.106>earlier <00:17:55.200>on <00:17:55.293>the <00:17:55.386>human <00:17:55.480>in <00:17:55.573>the <00:17:55.666>loop, <00:17:55.760>right? <00:17:55.853>Ultimately, <00:17:55.946>this <00:17:56.040>is

00:17:57.190 --> 00:17:57.200 align:start position:0%
<00:17:57.190>in <00:17:57.191>the <00:17:57.193>loop, <00:17:57.194>right? <00:17:57.196>Ultimately, <00:17:57.197>this <00:17:57.199>is

00:17:57.200 --> 00:17:58.910 align:start position:0%
<00:17:57.200>in <00:17:57.316>the <00:17:57.433>loop, <00:17:57.550>right? <00:17:57.666>Ultimately, <00:17:57.783>this <00:17:57.900>is <00:17:58.016>a <00:17:58.133>process. <00:17:58.250>You're <00:17:58.366>trying <00:17:58.483>to <00:17:58.600>automate

00:17:58.910 --> 00:17:58.920 align:start position:0%
<00:17:58.910>a <00:17:58.911>process. <00:17:58.913>You're <00:17:58.915>trying <00:17:58.917>to <00:17:58.919>automate

00:17:58.920 --> 00:18:01.750 align:start position:0%
<00:17:58.920>a <00:17:59.027>process. <00:17:59.135>You're <00:17:59.243>trying <00:17:59.350>to <00:17:59.458>automate <00:17:59.566>something. <00:17:59.673>So, <00:17:59.781>you <00:17:59.889>know, <00:17:59.996>you <00:18:00.104>went <00:18:00.212>from <00:18:00.320>a

00:18:01.750 --> 00:18:01.760 align:start position:0%
<00:18:01.750>something. <00:18:01.751>So, <00:18:01.752>you <00:18:01.753>know, <00:18:01.755>you <00:18:01.756>went <00:18:01.757>from <00:18:01.759>a

00:18:01.760 --> 00:18:03.390 align:start position:0%
<00:18:01.760>something. <00:18:01.867>So, <00:18:01.975>you <00:18:02.083>know, <00:18:02.190>you <00:18:02.298>went <00:18:02.406>from <00:18:02.513>a <00:18:02.621>manual <00:18:02.729>process <00:18:02.836>to <00:18:02.944>some <00:18:03.052>part <00:18:03.160>of

00:18:03.390 --> 00:18:03.400 align:start position:0%
<00:18:03.390>manual <00:18:03.391>process <00:18:03.393>to <00:18:03.395>some <00:18:03.397>part <00:18:03.399>of

00:18:03.400 --> 00:18:06.430 align:start position:0%
<00:18:03.400>manual <00:18:03.516>process <00:18:03.633>to <00:18:03.750>some <00:18:03.866>part <00:18:03.983>of <00:18:04.100>automation. <00:18:04.216>You <00:18:04.333>should <00:18:04.450>see <00:18:04.566>the <00:18:04.683>return <00:18:04.800>in

00:18:06.430 --> 00:18:06.440 align:start position:0%
<00:18:06.430>automation. <00:18:06.431>You <00:18:06.433>should <00:18:06.434>see <00:18:06.436>the <00:18:06.437>return <00:18:06.439>in

00:18:06.440 --> 00:18:08.310 align:start position:0%
<00:18:06.440>automation. <00:18:06.556>You <00:18:06.673>should <00:18:06.790>see <00:18:06.906>the <00:18:07.023>return <00:18:07.140>in <00:18:07.256>talking <00:18:07.373>those <00:18:07.490>people <00:18:07.606>that <00:18:07.723>they <00:18:07.840>they

00:18:08.310 --> 00:18:08.320 align:start position:0%
<00:18:08.310>talking <00:18:08.311>those <00:18:08.313>people <00:18:08.315>that <00:18:08.317>they <00:18:08.319>they

00:18:08.320 --> 00:18:10.030 align:start position:0%
<00:18:08.320>talking <00:18:08.436>those <00:18:08.553>people <00:18:08.669>that <00:18:08.786>they <00:18:08.903>they <00:18:09.020>should <00:18:09.136>move <00:18:09.253>from <00:18:09.370>we've <00:18:09.486>all <00:18:09.603>been <00:18:09.720>there,

00:18:10.030 --> 00:18:10.040 align:start position:0%
<00:18:10.030>should <00:18:10.031>move <00:18:10.033>from <00:18:10.034>we've <00:18:10.036>all <00:18:10.037>been <00:18:10.039>there,

00:18:10.040 --> 00:18:12.430 align:start position:0%
<00:18:10.040>should <00:18:10.133>move <00:18:10.226>from <00:18:10.320>we've <00:18:10.413>all <00:18:10.506>been <00:18:10.600>there, <00:18:10.693>right? <00:18:10.786>You <00:18:10.879>have <00:18:10.973>like <00:18:11.066>20, <00:18:11.159>30% <00:18:11.253>of <00:18:11.346>your <00:18:11.440>own

00:18:12.430 --> 00:18:12.440 align:start position:0%
<00:18:12.430>right? <00:18:12.431>You <00:18:12.432>have <00:18:12.433>like <00:18:12.434>20, <00:18:12.435>30% <00:18:12.436>of <00:18:12.437>your <00:18:12.439>own

00:18:12.440 --> 00:18:13.790 align:start position:0%
<00:18:12.440>right? <00:18:12.521>You <00:18:12.602>have <00:18:12.683>like <00:18:12.764>20, <00:18:12.845>30% <00:18:12.926>of <00:18:13.007>your <00:18:13.088>own <00:18:13.169>task, <00:18:13.250>you <00:18:13.331>were <00:18:13.412>like, <00:18:13.493>I <00:18:13.574>shouldn't <00:18:13.655>be

00:18:13.790 --> 00:18:13.800 align:start position:0%
<00:18:13.790>task, <00:18:13.791>you <00:18:13.793>were <00:18:13.794>like, <00:18:13.796>I <00:18:13.797>shouldn't <00:18:13.799>be

00:18:13.800 --> 00:18:16.070 align:start position:0%
<00:18:13.800>task, <00:18:13.899>you <00:18:14.000>were <00:18:14.100>like, <00:18:14.200>I <00:18:14.300>shouldn't <00:18:14.399>be <00:18:14.500>doing <00:18:14.600>that, <00:18:14.700>but <00:18:14.800>I <00:18:14.899>have <00:18:15.000>to. <00:18:15.100>Normally, <00:18:15.200>I

00:18:16.070 --> 00:18:16.080 align:start position:0%
<00:18:16.070>doing <00:18:16.071>that, <00:18:16.072>but <00:18:16.073>I <00:18:16.075>have <00:18:16.076>to. <00:18:16.077>Normally, <00:18:16.079>I

00:18:16.080 --> 00:18:17.350 align:start position:0%
<00:18:16.080>doing <00:18:16.161>that, <00:18:16.243>but <00:18:16.324>I <00:18:16.406>have <00:18:16.488>to. <00:18:16.569>Normally, <00:18:16.651>I <00:18:16.733>should <00:18:16.814>take <00:18:16.896>that <00:18:16.978>away, <00:18:17.059>and <00:18:17.141>you <00:18:17.223>should

00:18:17.350 --> 00:18:17.360 align:start position:0%
<00:18:17.350>should <00:18:17.351>take <00:18:17.352>that <00:18:17.354>away, <00:18:17.356>and <00:18:17.357>you <00:18:17.359>should

00:18:17.360 --> 00:18:19.390 align:start position:0%
<00:18:17.360>should <00:18:17.467>take <00:18:17.575>that <00:18:17.683>away, <00:18:17.790>and <00:18:17.898>you <00:18:18.006>should <00:18:18.113>focus <00:18:18.221>on <00:18:18.329>the <00:18:18.436>eye <00:18:18.544>value <00:18:18.652>return <00:18:18.760>one,

00:18:19.390 --> 00:18:19.400 align:start position:0%
<00:18:19.390>focus <00:18:19.391>on <00:18:19.393>the <00:18:19.394>eye <00:18:19.396>value <00:18:19.397>return <00:18:19.399>one,

00:18:19.400 --> 00:18:21.510 align:start position:0%
<00:18:19.400>focus <00:18:19.500>on <00:18:19.600>the <00:18:19.700>eye <00:18:19.800>value <00:18:19.900>return <00:18:20.000>one, <00:18:20.100>right? <00:18:20.200>So, <00:18:20.300>if <00:18:20.400>you <00:18:20.500>think <00:18:20.600>about <00:18:20.700>that, <00:18:20.800>what

00:18:21.510 --> 00:18:21.520 align:start position:0%
<00:18:21.510>right? <00:18:21.511>So, <00:18:21.512>if <00:18:21.513>you <00:18:21.515>think <00:18:21.516>about <00:18:21.517>that, <00:18:21.519>what

00:18:21.520 --> 00:18:23.310 align:start position:0%
<00:18:21.520>right? <00:18:21.607>So, <00:18:21.695>if <00:18:21.782>you <00:18:21.870>think <00:18:21.957>about <00:18:22.045>that, <00:18:22.132>what <00:18:22.220>it <00:18:22.307>means <00:18:22.395>that <00:18:22.482>the <00:18:22.570>user <00:18:22.657>should <00:18:22.745>be <00:18:22.832>able <00:18:22.920>to

00:18:23.310 --> 00:18:23.320 align:start position:0%
<00:18:23.310>it <00:18:23.311>means <00:18:23.312>that <00:18:23.313>the <00:18:23.314>user <00:18:23.315>should <00:18:23.316>be <00:18:23.317>able <00:18:23.319>to

00:18:23.320 --> 00:18:26.750 align:start position:0%
<00:18:23.320>it <00:18:23.407>means <00:18:23.495>that <00:18:23.582>the <00:18:23.669>user <00:18:23.757>should <00:18:23.845>be <00:18:23.932>able <00:18:24.020>to <00:18:24.107>tell <00:18:24.195>you, <00:18:24.282>"Yeah, <00:18:24.370>now <00:18:24.457>I'm <00:18:24.544>focusing <00:18:24.632>on <00:18:24.720>ABC

00:18:26.750 --> 00:18:26.760 align:start position:0%
<00:18:26.750>tell <00:18:26.751>you, <00:18:26.752>"Yeah, <00:18:26.753>now <00:18:26.755>I'm <00:18:26.756>focusing <00:18:26.757>on <00:18:26.759>ABC

00:18:26.760 --> 00:18:28.870 align:start position:0%
<00:18:26.760>tell <00:18:26.860>you, <00:18:26.960>"Yeah, <00:18:27.060>now <00:18:27.160>I'm <00:18:27.260>focusing <00:18:27.360>on <00:18:27.460>ABC <00:18:27.560>case." <00:18:27.660>You <00:18:27.760>should <00:18:27.860>see <00:18:27.960>directly <00:18:28.060>that <00:18:28.160>the

00:18:28.870 --> 00:18:28.880 align:start position:0%
<00:18:28.870>case." <00:18:28.871>You <00:18:28.873>should <00:18:28.874>see <00:18:28.876>directly <00:18:28.877>that <00:18:28.879>the

00:18:28.880 --> 00:18:30.750 align:start position:0%
<00:18:28.880>case." <00:18:28.987>You <00:18:29.095>should <00:18:29.203>see <00:18:29.310>directly <00:18:29.418>that <00:18:29.526>the <00:18:29.633>time <00:18:29.741>they're <00:18:29.849>spending <00:18:29.956>is <00:18:30.064>on <00:18:30.172>the <00:18:30.280>eye

00:18:30.750 --> 00:18:30.760 align:start position:0%
<00:18:30.750>time <00:18:30.751>they're <00:18:30.753>spending <00:18:30.754>is <00:18:30.756>on <00:18:30.757>the <00:18:30.759>eye

00:18:30.760 --> 00:18:32.830 align:start position:0%
<00:18:30.760>time <00:18:30.876>they're <00:18:30.993>spending <00:18:31.110>is <00:18:31.226>on <00:18:31.343>the <00:18:31.460>eye <00:18:31.576>value <00:18:31.693>return <00:18:31.810>task, <00:18:31.926>right? <00:18:32.043>They're <00:18:32.160>not

00:18:32.830 --> 00:18:32.840 align:start position:0%
<00:18:32.830>value <00:18:32.831>return <00:18:32.833>task, <00:18:32.835>right? <00:18:32.837>They're <00:18:32.839>not

00:18:32.840 --> 00:18:35.270 align:start position:0%
<00:18:32.840>value <00:18:32.947>return <00:18:33.055>task, <00:18:33.163>right? <00:18:33.270>They're <00:18:33.378>not <00:18:33.486>telling <00:18:33.593>you, <00:18:33.701>"Ah, <00:18:33.809>I <00:18:33.916>had <00:18:34.024>to <00:18:34.132>do <00:18:34.240>ABCs."

00:18:35.270 --> 00:18:35.280 align:start position:0%
<00:18:35.270>telling <00:18:35.271>you, <00:18:35.272>"Ah, <00:18:35.273>I <00:18:35.275>had <00:18:35.276>to <00:18:35.277>do <00:18:35.279>ABCs."

00:18:35.280 --> 00:18:36.630 align:start position:0%
<00:18:35.280>telling <00:18:35.366>you, <00:18:35.453>"Ah, <00:18:35.540>I <00:18:35.627>had <00:18:35.713>to <00:18:35.800>do <00:18:35.887>ABCs." <00:18:35.974>Like, <00:18:36.061>"Oh, <00:18:36.147>we're <00:18:36.234>closing <00:18:36.321>this <00:18:36.408>new <00:18:36.495>deal

00:18:36.630 --> 00:18:36.640 align:start position:0%
<00:18:36.630>Like, <00:18:36.631>"Oh, <00:18:36.633>we're <00:18:36.634>closing <00:18:36.636>this <00:18:36.637>new <00:18:36.639>deal

00:18:36.640 --> 00:18:39.350 align:start position:0%
<00:18:36.640>Like, <00:18:36.747>"Oh, <00:18:36.855>we're <00:18:36.963>closing <00:18:37.070>this <00:18:37.178>new <00:18:37.286>deal <00:18:37.393>now." <00:18:37.501>You <00:18:37.609>you <00:18:37.716>should <00:18:37.824>naturally <00:18:37.932>see <00:18:38.040>that,

00:18:39.350 --> 00:18:39.360 align:start position:0%
<00:18:39.350>now." <00:18:39.351>You <00:18:39.352>you <00:18:39.354>should <00:18:39.356>naturally <00:18:39.357>see <00:18:39.359>that,

00:18:39.360 --> 00:18:41.750 align:start position:0%
<00:18:39.360>now." <00:18:39.459>You <00:18:39.560>you <00:18:39.659>should <00:18:39.760>naturally <00:18:39.860>see <00:18:39.959>that, <00:18:40.060>right? <00:18:40.159>So, <00:18:40.260>the <00:18:40.360>KPI <00:18:40.459>at <00:18:40.560>they <00:18:40.659>have <00:18:40.760>to

00:18:41.750 --> 00:18:41.760 align:start position:0%
<00:18:41.750>right? <00:18:41.751>So, <00:18:41.752>the <00:18:41.753>KPI <00:18:41.755>at <00:18:41.756>they <00:18:41.757>have <00:18:41.759>to

00:18:41.760 --> 00:18:44.430 align:start position:0%
<00:18:41.760>right? <00:18:41.860>So, <00:18:41.960>the <00:18:42.060>KPI <00:18:42.160>at <00:18:42.260>they <00:18:42.360>have <00:18:42.460>to <00:18:42.560>business, <00:18:42.660>right? <00:18:42.760>Linked <00:18:42.860>to <00:18:42.960>the <00:18:43.060>ROI <00:18:43.160>at

00:18:44.430 --> 00:18:44.440 align:start position:0%
<00:18:44.430>business, <00:18:44.431>right? <00:18:44.433>Linked <00:18:44.434>to <00:18:44.436>the <00:18:44.437>ROI <00:18:44.439>at

00:18:44.440 --> 00:18:47.150 align:start position:0%
<00:18:44.440>business, <00:18:44.547>right? <00:18:44.655>Linked <00:18:44.763>to <00:18:44.870>the <00:18:44.978>ROI <00:18:45.086>at <00:18:45.193>the <00:18:45.301>beginning. <00:18:45.409>If <00:18:45.516>you <00:18:45.624>don't <00:18:45.732>have <00:18:45.840>KPI,

00:18:47.150 --> 00:18:47.160 align:start position:0%
<00:18:47.150>the <00:18:47.151>beginning. <00:18:47.153>If <00:18:47.154>you <00:18:47.156>don't <00:18:47.157>have <00:18:47.159>KPI,

00:18:47.160 --> 00:18:49.030 align:start position:0%
<00:18:47.160>the <00:18:47.267>beginning. <00:18:47.375>If <00:18:47.483>you <00:18:47.590>don't <00:18:47.698>have <00:18:47.806>KPI, <00:18:47.913>business <00:18:48.021>KPI, <00:18:48.129>and <00:18:48.236>you <00:18:48.344>see <00:18:48.452>them <00:18:48.560>moving,

00:18:49.030 --> 00:18:49.040 align:start position:0%
<00:18:49.030>business <00:18:49.031>KPI, <00:18:49.033>and <00:18:49.034>you <00:18:49.036>see <00:18:49.037>them <00:18:49.039>moving,

00:18:49.040 --> 00:18:50.150 align:start position:0%
<00:18:49.040>business <00:18:49.123>KPI, <00:18:49.206>and <00:18:49.289>you <00:18:49.373>see <00:18:49.456>them <00:18:49.539>moving, <00:18:49.622>something <00:18:49.706>is <00:18:49.789>wrong, <00:18:49.872>or <00:18:49.955>you're <00:18:50.039>just

00:18:50.150 --> 00:18:50.160 align:start position:0%
<00:18:50.150>something <00:18:50.151>is <00:18:50.153>wrong, <00:18:50.155>or <00:18:50.157>you're <00:18:50.159>just

00:18:50.160 --> 00:18:51.630 align:start position:0%
<00:18:50.160>something <00:18:50.307>is <00:18:50.454>wrong, <00:18:50.601>or <00:18:50.748>you're <00:18:50.895>just <00:18:51.042>wasting <00:18:51.189>your <00:18:51.336>money, <00:18:51.483>right?

00:18:51.630 --> 00:18:51.640 align:start position:0%
<00:18:51.630>wasting <00:18:51.633>your <00:18:51.636>money, <00:18:51.639>right?

00:18:51.640 --> 00:18:52.190 align:start position:0%
<00:18:51.640>wasting <00:18:51.739>your <00:18:51.838>money, <00:18:51.937>right? <00:18:52.036>&gt;&gt; <00:18:52.135>Totally.

00:18:52.190 --> 00:18:52.200 align:start position:0%
<00:18:52.190>&gt;&gt; <00:18:52.199>Totally.

00:18:52.200 --> 00:18:54.630 align:start position:0%
<00:18:52.200>&gt;&gt; <00:18:52.340>Totally. <00:18:52.480>&gt;&gt; <00:18:52.620>It's <00:18:52.760>like <00:18:52.900>a <00:18:53.040>capex, <00:18:53.180>it's <00:18:53.320>any <00:18:53.460>capex. <00:18:53.600>If

00:18:54.630 --> 00:18:54.640 align:start position:0%
<00:18:54.630>&gt;&gt; <00:18:54.631>It's <00:18:54.632>like <00:18:54.633>a <00:18:54.634>capex, <00:18:54.635>it's <00:18:54.636>any <00:18:54.637>capex. <00:18:54.639>If

00:18:54.640 --> 00:18:57.190 align:start position:0%
<00:18:54.640>&gt;&gt; <00:18:54.733>It's <00:18:54.826>like <00:18:54.920>a <00:18:55.013>capex, <00:18:55.106>it's <00:18:55.200>any <00:18:55.293>capex. <00:18:55.386>If <00:18:55.480>I'm <00:18:55.573>uh <00:18:55.666>building, <00:18:55.760>you <00:18:55.853>know, <00:18:55.946>a <00:18:56.040>warehouse

00:18:57.190 --> 00:18:57.200 align:start position:0%
<00:18:57.190>I'm <00:18:57.191>uh <00:18:57.193>building, <00:18:57.194>you <00:18:57.196>know, <00:18:57.197>a <00:18:57.199>warehouse

00:18:57.200 --> 00:18:59.510 align:start position:0%
<00:18:57.200>I'm <00:18:57.293>uh <00:18:57.386>building, <00:18:57.480>you <00:18:57.573>know, <00:18:57.666>a <00:18:57.760>warehouse <00:18:57.853>and <00:18:57.946>I <00:18:58.040>have <00:18:58.133>uh <00:18:58.226>tools, <00:18:58.320>right? <00:18:58.413>At <00:18:58.506>the <00:18:58.600>end

00:18:59.510 --> 00:18:59.520 align:start position:0%
<00:18:59.510>and <00:18:59.511>I <00:18:59.512>have <00:18:59.513>uh <00:18:59.514>tools, <00:18:59.515>right? <00:18:59.516>At <00:18:59.517>the <00:18:59.519>end

00:18:59.520 --> 00:19:01.190 align:start position:0%
<00:18:59.520>and <00:18:59.597>I <00:18:59.675>have <00:18:59.753>uh <00:18:59.831>tools, <00:18:59.908>right? <00:18:59.986>At <00:19:00.064>the <00:19:00.142>end <00:19:00.220>of <00:19:00.297>the <00:19:00.375>day, <00:19:00.453>it's <00:19:00.531>a <00:19:00.608>tool. <00:19:00.686>If <00:19:00.764>I <00:19:00.842>don't <00:19:00.920>see

00:19:01.190 --> 00:19:01.200 align:start position:0%
<00:19:01.190>of <00:19:01.191>the <00:19:01.192>day, <00:19:01.193>it's <00:19:01.194>a <00:19:01.195>tool. <00:19:01.196>If <00:19:01.197>I <00:19:01.198>don't <00:19:01.199>see

00:19:01.200 --> 00:19:03.110 align:start position:0%
<00:19:01.200>of <00:19:01.282>the <00:19:01.364>day, <00:19:01.447>it's <00:19:01.529>a <00:19:01.611>tool. <00:19:01.694>If <00:19:01.776>I <00:19:01.858>don't <00:19:01.941>see <00:19:02.023>the <00:19:02.105>direct <00:19:02.188>impact, <00:19:02.270>how <00:19:02.352>do <00:19:02.435>I <00:19:02.517>know <00:19:02.600>my

00:19:03.110 --> 00:19:03.120 align:start position:0%
<00:19:03.110>the <00:19:03.111>direct <00:19:03.112>impact, <00:19:03.113>how <00:19:03.115>do <00:19:03.116>I <00:19:03.117>know <00:19:03.119>my

00:19:03.120 --> 00:19:05.990 align:start position:0%
<00:19:03.120>the <00:19:03.227>direct <00:19:03.335>impact, <00:19:03.443>how <00:19:03.550>do <00:19:03.658>I <00:19:03.766>know <00:19:03.873>my <00:19:03.981>machine <00:19:04.089>is <00:19:04.196>working, <00:19:04.304>right? <00:19:04.412>Same. <00:19:04.520>I'm

00:19:05.990 --> 00:19:06.000 align:start position:0%
<00:19:05.990>machine <00:19:05.991>is <00:19:05.993>working, <00:19:05.995>right? <00:19:05.997>Same. <00:19:05.999>I'm

00:19:06.000 --> 00:19:08.670 align:start position:0%
<00:19:06.000>machine <00:19:06.107>is <00:19:06.215>working, <00:19:06.323>right? <00:19:06.430>Same. <00:19:06.538>I'm <00:19:06.646>selling <00:19:06.753>more <00:19:06.861>or <00:19:06.969>at <00:19:07.076>the <00:19:07.184>lower <00:19:07.292>cost, <00:19:07.400>you

00:19:08.670 --> 00:19:08.680 align:start position:0%
<00:19:08.670>selling <00:19:08.671>more <00:19:08.672>or <00:19:08.673>at <00:19:08.675>the <00:19:08.676>lower <00:19:08.677>cost, <00:19:08.679>you

00:19:08.680 --> 00:19:10.430 align:start position:0%
<00:19:08.680>selling <00:19:08.762>more <00:19:08.844>or <00:19:08.927>at <00:19:09.009>the <00:19:09.091>lower <00:19:09.174>cost, <00:19:09.256>you <00:19:09.338>know, <00:19:09.421>it's <00:19:09.503>at <00:19:09.585>the <00:19:09.668>end <00:19:09.750>of <00:19:09.832>the <00:19:09.915>day, <00:19:09.997>I <00:19:10.080>know

00:19:10.430 --> 00:19:10.440 align:start position:0%
<00:19:10.430>know, <00:19:10.431>it's <00:19:10.432>at <00:19:10.433>the <00:19:10.434>end <00:19:10.435>of <00:19:10.436>the <00:19:10.437>day, <00:19:10.438>I <00:19:10.439>know

00:19:10.440 --> 00:19:12.550 align:start position:0%
<00:19:10.440>know, <00:19:10.527>it's <00:19:10.615>at <00:19:10.702>the <00:19:10.790>end <00:19:10.877>of <00:19:10.965>the <00:19:11.052>day, <00:19:11.140>I <00:19:11.227>know <00:19:11.315>it's <00:19:11.402>very <00:19:11.490>abstract <00:19:11.577>concept, <00:19:11.665>but <00:19:11.752>it's <00:19:11.840>you

00:19:12.550 --> 00:19:12.560 align:start position:0%
<00:19:12.550>it's <00:19:12.551>very <00:19:12.553>abstract <00:19:12.554>concept, <00:19:12.556>but <00:19:12.557>it's <00:19:12.559>you

00:19:12.560 --> 00:19:14.590 align:start position:0%
<00:19:12.560>it's <00:19:12.667>very <00:19:12.775>abstract <00:19:12.883>concept, <00:19:12.990>but <00:19:13.098>it's <00:19:13.206>you <00:19:13.313>link <00:19:13.421>to <00:19:13.529>the <00:19:13.636>same <00:19:13.744>output. <00:19:13.852>It <00:19:13.960>should.

00:19:14.590 --> 00:19:14.600 align:start position:0%
<00:19:14.590>link <00:19:14.591>to <00:19:14.592>the <00:19:14.594>same <00:19:14.596>output. <00:19:14.597>It <00:19:14.599>should.

00:19:14.600 --> 00:19:16.550 align:start position:0%
<00:19:14.600>link <00:19:14.740>to <00:19:14.879>the <00:19:15.020>same <00:19:15.159>output. <00:19:15.300>It <00:19:15.439>should. <00:19:15.580>&gt;&gt; <00:19:15.719>Yeah, <00:19:15.860>definitely. <00:19:16.000>Um

00:19:16.550 --> 00:19:16.560 align:start position:0%
<00:19:16.550>&gt;&gt; <00:19:16.553>Yeah, <00:19:16.556>definitely. <00:19:16.559>Um

00:19:16.560 --> 00:19:19.430 align:start position:0%
<00:19:16.560>&gt;&gt; <00:19:16.687>Yeah, <00:19:16.814>definitely. <00:19:16.941>Um <00:19:17.069>Mariam, <00:19:17.196>how <00:19:17.323>do <00:19:17.450>you <00:19:17.578>um <00:19:17.705>measure <00:19:17.832>whether <00:19:17.960>AI

00:19:19.430 --> 00:19:19.440 align:start position:0%
<00:19:19.430>Mariam, <00:19:19.431>how <00:19:19.432>do <00:19:19.433>you <00:19:19.435>um <00:19:19.436>measure <00:19:19.437>whether <00:19:19.439>AI

00:19:19.440 --> 00:19:22.430 align:start position:0%
<00:19:19.440>Mariam, <00:19:19.547>how <00:19:19.655>do <00:19:19.763>you <00:19:19.870>um <00:19:19.978>measure <00:19:20.086>whether <00:19:20.193>AI <00:19:20.301>is <00:19:20.409>actually <00:19:20.516>creating <00:19:20.624>value <00:19:20.732>at <00:19:20.840>Softr?

00:19:22.430 --> 00:19:22.440 align:start position:0%
<00:19:22.430>is <00:19:22.431>actually <00:19:22.433>creating <00:19:22.435>value <00:19:22.437>at <00:19:22.439>Softr?

00:19:22.440 --> 00:19:25.230 align:start position:0%
<00:19:22.440>is <00:19:22.533>actually <00:19:22.626>creating <00:19:22.720>value <00:19:22.813>at <00:19:22.906>Softr? <00:19:23.000>&gt;&gt; <00:19:23.093>Um <00:19:23.186>well, <00:19:23.280>at <00:19:23.373>Softr <00:19:23.466>internally, <00:19:23.560>we <00:19:23.653>use <00:19:23.746>a <00:19:23.840>a

00:19:25.230 --> 00:19:25.240 align:start position:0%
<00:19:25.230>&gt;&gt; <00:19:25.231>Um <00:19:25.232>well, <00:19:25.233>at <00:19:25.234>Softr <00:19:25.235>internally, <00:19:25.236>we <00:19:25.237>use <00:19:25.238>a <00:19:25.239>a

00:19:25.240 --> 00:19:27.150 align:start position:0%
<00:19:25.240>&gt;&gt; <00:19:25.317>Um <00:19:25.395>well, <00:19:25.473>at <00:19:25.551>Softr <00:19:25.628>internally, <00:19:25.706>we <00:19:25.784>use <00:19:25.862>a <00:19:25.940>a <00:19:26.017>lot <00:19:26.095>of <00:19:26.173>AI <00:19:26.251>as <00:19:26.328>well. <00:19:26.406>Well, <00:19:26.484>I <00:19:26.562>guess <00:19:26.640>one

00:19:27.150 --> 00:19:27.160 align:start position:0%
<00:19:27.150>lot <00:19:27.151>of <00:19:27.152>AI <00:19:27.153>as <00:19:27.154>well. <00:19:27.155>Well, <00:19:27.156>I <00:19:27.157>guess <00:19:27.159>one

00:19:27.160 --> 00:19:28.150 align:start position:0%
<00:19:27.160>lot <00:19:27.249>of <00:19:27.338>AI <00:19:27.427>as <00:19:27.516>well. <00:19:27.605>Well, <00:19:27.694>I <00:19:27.783>guess <00:19:27.872>one <00:19:27.961>thing <00:19:28.051>is

00:19:28.150 --> 00:19:28.160 align:start position:0%
<00:19:28.150>thing <00:19:28.159>is

00:19:28.160 --> 00:19:30.150 align:start position:0%
<00:19:28.160>thing <00:19:28.300>is <00:19:28.440>um <00:19:28.580>always <00:19:28.720>as <00:19:28.860>a <00:19:29.000>small <00:19:29.140>team <00:19:29.280>as <00:19:29.420>well, <00:19:29.560>we

00:19:30.150 --> 00:19:30.160 align:start position:0%
<00:19:30.150>um <00:19:30.151>always <00:19:30.152>as <00:19:30.153>a <00:19:30.154>small <00:19:30.155>team <00:19:30.156>as <00:19:30.157>well, <00:19:30.159>we

00:19:30.160 --> 00:19:32.830 align:start position:0%
<00:19:30.160>um <00:19:30.253>always <00:19:30.346>as <00:19:30.440>a <00:19:30.533>small <00:19:30.626>team <00:19:30.720>as <00:19:30.813>well, <00:19:30.906>we <00:19:31.000>always <00:19:31.093>ask <00:19:31.186>ourselves, <00:19:31.280>what <00:19:31.373>can <00:19:31.466>we <00:19:31.560>do

00:19:32.830 --> 00:19:32.840 align:start position:0%
<00:19:32.830>always <00:19:32.831>ask <00:19:32.832>ourselves, <00:19:32.834>what <00:19:32.836>can <00:19:32.837>we <00:19:32.839>do

00:19:32.840 --> 00:19:35.510 align:start position:0%
<00:19:32.840>always <00:19:32.933>ask <00:19:33.026>ourselves, <00:19:33.120>what <00:19:33.213>can <00:19:33.306>we <00:19:33.399>do <00:19:33.493>what <00:19:33.586>can <00:19:33.679>we <00:19:33.773>automate <00:19:33.866>so <00:19:33.959>that <00:19:34.053>we <00:19:34.146>as <00:19:34.240>a

00:19:35.510 --> 00:19:35.520 align:start position:0%
<00:19:35.510>what <00:19:35.511>can <00:19:35.512>we <00:19:35.513>automate <00:19:35.514>so <00:19:35.515>that <00:19:35.516>we <00:19:35.517>as <00:19:35.519>a

00:19:35.520 --> 00:19:37.510 align:start position:0%
<00:19:35.520>what <00:19:35.613>can <00:19:35.706>we <00:19:35.800>automate <00:19:35.893>so <00:19:35.986>that <00:19:36.080>we <00:19:36.173>as <00:19:36.266>a <00:19:36.360>small <00:19:36.453>team <00:19:36.546>can <00:19:36.639>achieve <00:19:36.733>much <00:19:36.826>more <00:19:36.920>with

00:19:37.510 --> 00:19:37.520 align:start position:0%
<00:19:37.510>small <00:19:37.511>team <00:19:37.513>can <00:19:37.514>achieve <00:19:37.516>much <00:19:37.517>more <00:19:37.519>with

00:19:37.520 --> 00:19:39.230 align:start position:0%
<00:19:37.520>small <00:19:37.636>team <00:19:37.753>can <00:19:37.870>achieve <00:19:37.986>much <00:19:38.103>more <00:19:38.220>with <00:19:38.336>this <00:19:38.453>amount <00:19:38.570>of <00:19:38.686>people <00:19:38.803>without <00:19:38.920>actually

00:19:39.230 --> 00:19:39.240 align:start position:0%
<00:19:39.230>this <00:19:39.231>amount <00:19:39.233>of <00:19:39.235>people <00:19:39.237>without <00:19:39.239>actually

00:19:39.240 --> 00:19:40.550 align:start position:0%
<00:19:39.240>this <00:19:39.436>amount <00:19:39.633>of <00:19:39.829>people <00:19:40.026>without <00:19:40.222>actually <00:19:40.418>necessarily

00:19:40.550 --> 00:19:40.560 align:start position:0%
necessarily

00:19:40.560 --> 00:19:42.470 align:start position:0%
<00:19:40.560>necessarily <00:19:40.840>adding <00:19:41.120>count, <00:19:41.399>right? <00:19:41.679>Are <00:19:41.960>there

00:19:42.470 --> 00:19:42.480 align:start position:0%
<00:19:42.470>adding <00:19:42.472>count, <00:19:42.474>right? <00:19:42.476>Are <00:19:42.479>there

00:19:42.480 --> 00:19:44.190 align:start position:0%
<00:19:42.480>adding <00:19:42.620>count, <00:19:42.760>right? <00:19:42.900>Are <00:19:43.040>there <00:19:43.180>processes? <00:19:43.320>Are <00:19:43.460>there <00:19:43.600>certain <00:19:43.740>things <00:19:43.880>we

00:19:44.190 --> 00:19:44.200 align:start position:0%
<00:19:44.190>processes? <00:19:44.191>Are <00:19:44.193>there <00:19:44.195>certain <00:19:44.197>things <00:19:44.199>we

00:19:44.200 --> 00:19:45.830 align:start position:0%
<00:19:44.200>processes? <00:19:44.316>Are <00:19:44.433>there <00:19:44.550>certain <00:19:44.666>things <00:19:44.783>we <00:19:44.900>do <00:19:45.016>manually? <00:19:45.133>Or <00:19:45.250>are <00:19:45.366>there <00:19:45.483>things <00:19:45.600>where

00:19:45.830 --> 00:19:45.840 align:start position:0%
<00:19:45.830>do <00:19:45.831>manually? <00:19:45.832>Or <00:19:45.834>are <00:19:45.836>there <00:19:45.837>things <00:19:45.839>where

00:19:45.840 --> 00:19:48.630 align:start position:0%
<00:19:45.840>do <00:19:45.933>manually? <00:19:46.026>Or <00:19:46.120>are <00:19:46.213>there <00:19:46.306>things <00:19:46.399>where <00:19:46.493>we <00:19:46.586>have <00:19:46.679>a <00:19:46.773>person <00:19:46.866>where <00:19:46.959>today <00:19:47.053>with <00:19:47.146>AI <00:19:47.240>you

00:19:48.630 --> 00:19:48.640 align:start position:0%
<00:19:48.630>we <00:19:48.631>have <00:19:48.632>a <00:19:48.633>person <00:19:48.634>where <00:19:48.635>today <00:19:48.636>with <00:19:48.637>AI <00:19:48.639>you

00:19:48.640 --> 00:19:50.550 align:start position:0%
<00:19:48.640>we <00:19:48.727>have <00:19:48.815>a <00:19:48.902>person <00:19:48.990>where <00:19:49.077>today <00:19:49.165>with <00:19:49.252>AI <00:19:49.340>you <00:19:49.427>can <00:19:49.515>actually <00:19:49.602>do <00:19:49.690>all <00:19:49.777>of <00:19:49.865>that. <00:19:49.952>So, <00:19:50.040>that's

00:19:50.550 --> 00:19:50.560 align:start position:0%
<00:19:50.550>can <00:19:50.551>actually <00:19:50.552>do <00:19:50.553>all <00:19:50.555>of <00:19:50.556>that. <00:19:50.557>So, <00:19:50.559>that's

00:19:50.560 --> 00:19:54.270 align:start position:0%
<00:19:50.560>can <00:19:50.653>actually <00:19:50.746>do <00:19:50.840>all <00:19:50.933>of <00:19:51.026>that. <00:19:51.120>So, <00:19:51.213>that's <00:19:51.306>how <00:19:51.399>we <00:19:51.493>usually <00:19:51.586>just <00:19:51.679>evaluate <00:19:51.773>is <00:19:51.866>how <00:19:51.960>how

00:19:54.270 --> 00:19:54.280 align:start position:0%
<00:19:54.270>how <00:19:54.271>we <00:19:54.272>usually <00:19:54.273>just <00:19:54.275>evaluate <00:19:54.276>is <00:19:54.277>how <00:19:54.279>how

00:19:54.280 --> 00:19:56.030 align:start position:0%
<00:19:54.280>how <00:19:54.373>we <00:19:54.466>usually <00:19:54.560>just <00:19:54.653>evaluate <00:19:54.746>is <00:19:54.840>how <00:19:54.933>how <00:19:55.026>much <00:19:55.120>does <00:19:55.213>it <00:19:55.306>make <00:19:55.399>us <00:19:55.493>as <00:19:55.586>a <00:19:55.680>team

00:19:56.030 --> 00:19:56.040 align:start position:0%
<00:19:56.030>much <00:19:56.031>does <00:19:56.032>it <00:19:56.033>make <00:19:56.035>us <00:19:56.036>as <00:19:56.037>a <00:19:56.039>team

00:19:56.040 --> 00:19:58.910 align:start position:0%
<00:19:56.040>much <00:19:56.139>does <00:19:56.240>it <00:19:56.340>make <00:19:56.440>us <00:19:56.540>as <00:19:56.639>a <00:19:56.740>team <00:19:56.840>productive? <00:19:56.940>Are <00:19:57.040>we <00:19:57.139>able <00:19:57.240>to <00:19:57.340>achieve <00:19:57.440>more

00:19:58.910 --> 00:19:58.920 align:start position:0%
<00:19:58.910>productive? <00:19:58.911>Are <00:19:58.913>we <00:19:58.914>able <00:19:58.916>to <00:19:58.917>achieve <00:19:58.919>more

00:19:58.920 --> 00:20:00.630 align:start position:0%
<00:19:58.920>productive? <00:19:59.027>Are <00:19:59.135>we <00:19:59.243>able <00:19:59.350>to <00:19:59.458>achieve <00:19:59.566>more <00:19:59.673>with <00:19:59.781>the <00:19:59.889>same <00:19:59.996>amount <00:20:00.104>of <00:20:00.212>team <00:20:00.320>team

00:20:00.630 --> 00:20:00.640 align:start position:0%
<00:20:00.630>with <00:20:00.631>the <00:20:00.633>same <00:20:00.634>amount <00:20:00.636>of <00:20:00.637>team <00:20:00.639>team

00:20:00.640 --> 00:20:02.190 align:start position:0%
<00:20:00.640>with <00:20:00.766>the <00:20:00.893>same <00:20:01.020>amount <00:20:01.147>of <00:20:01.274>team <00:20:01.400>team <00:20:01.527>members? <00:20:01.654>Doesn't <00:20:01.781>necessarily <00:20:01.908>mean <00:20:02.035>we

00:20:02.190 --> 00:20:02.200 align:start position:0%
<00:20:02.190>members? <00:20:02.192>Doesn't <00:20:02.194>necessarily <00:20:02.196>mean <00:20:02.199>we

00:20:02.200 --> 00:20:03.710 align:start position:0%
<00:20:02.200>members? <00:20:02.323>Doesn't <00:20:02.447>necessarily <00:20:02.570>mean <00:20:02.694>we <00:20:02.817>don't <00:20:02.941>want <00:20:03.064>to <00:20:03.188>hire, <00:20:03.311>but <00:20:03.435>obviously <00:20:03.559>we

00:20:03.710 --> 00:20:03.720 align:start position:0%
<00:20:03.710>don't <00:20:03.711>want <00:20:03.713>to <00:20:03.714>hire, <00:20:03.716>but <00:20:03.717>obviously <00:20:03.719>we

00:20:03.720 --> 00:20:04.950 align:start position:0%
<00:20:03.720>don't <00:20:03.843>want <00:20:03.966>to <00:20:04.089>hire, <00:20:04.212>but <00:20:04.335>obviously <00:20:04.458>we <00:20:04.581>want <00:20:04.704>to <00:20:04.827>just

00:20:04.950 --> 00:20:04.960 align:start position:0%
<00:20:04.950>want <00:20:04.954>to <00:20:04.959>just

00:20:04.960 --> 00:20:06.830 align:start position:0%
<00:20:04.960>want <00:20:05.160>to <00:20:05.360>just <00:20:05.560>automate <00:20:05.760>anything <00:20:05.960>that's <00:20:06.160>repetitive <00:20:06.360>and

00:20:06.830 --> 00:20:06.840 align:start position:0%
<00:20:06.830>automate <00:20:06.832>anything <00:20:06.834>that's <00:20:06.836>repetitive <00:20:06.839>and

00:20:06.840 --> 00:20:09.590 align:start position:0%
<00:20:06.840>automate <00:20:06.995>anything <00:20:07.151>that's <00:20:07.306>repetitive <00:20:07.462>and <00:20:07.617>that <00:20:07.773>doesn't <00:20:07.928>add <00:20:08.084>value <00:20:08.240>day-to-day.

00:20:09.590 --> 00:20:09.600 align:start position:0%
<00:20:09.590>that <00:20:09.592>doesn't <00:20:09.594>add <00:20:09.596>value <00:20:09.599>day-to-day.

00:20:09.600 --> 00:20:11.190 align:start position:0%
<00:20:09.600>that <00:20:09.833>doesn't <00:20:10.066>add <00:20:10.300>value <00:20:10.533>day-to-day. <00:20:10.766>&gt;&gt; <00:20:11.000>Totally.

00:20:11.190 --> 00:20:11.200 align:start position:0%
<00:20:11.190>&gt;&gt; <00:20:11.199>Totally.

00:20:11.200 --> 00:20:13.710 align:start position:0%
<00:20:11.200>&gt;&gt; <00:20:11.480>Totally. <00:20:11.760>Very <00:20:12.040>good. <00:20:12.320>Hey, <00:20:12.600>um

00:20:13.710 --> 00:20:13.720 align:start position:0%
<00:20:13.710>Very <00:20:13.713>good. <00:20:13.716>Hey, <00:20:13.719>um

00:20:13.720 --> 00:20:16.990 align:start position:0%
<00:20:13.720>Very <00:20:13.847>good. <00:20:13.974>Hey, <00:20:14.101>um <00:20:14.229>what <00:20:14.356>would <00:20:14.483>you <00:20:14.610>say <00:20:14.738>um <00:20:14.865>makes <00:20:14.992>scaling <00:20:15.120>AI

00:20:16.990 --> 00:20:17.000 align:start position:0%
<00:20:16.990>what <00:20:16.991>would <00:20:16.992>you <00:20:16.993>say <00:20:16.995>um <00:20:16.996>makes <00:20:16.997>scaling <00:20:16.999>AI

00:20:17.000 --> 00:20:19.070 align:start position:0%
<00:20:17.000>what <00:20:17.107>would <00:20:17.215>you <00:20:17.323>say <00:20:17.430>um <00:20:17.538>makes <00:20:17.646>scaling <00:20:17.753>AI <00:20:17.861>across <00:20:17.969>a <00:20:18.076>business <00:20:18.184>harder <00:20:18.292>than <00:20:18.400>scaling

00:20:19.070 --> 00:20:19.080 align:start position:0%
<00:20:19.070>across <00:20:19.071>a <00:20:19.073>business <00:20:19.075>harder <00:20:19.077>than <00:20:19.079>scaling

00:20:19.080 --> 00:20:23.270 align:start position:0%
<00:20:19.080>across <00:20:19.280>a <00:20:19.480>business <00:20:19.679>harder <00:20:19.879>than <00:20:20.080>scaling <00:20:20.280>traditional <00:20:20.480>software?

00:20:23.280 --> 00:20:25.510 align:start position:0%
<00:20:23.280>&gt;&gt; <00:20:23.980>Yeah, <00:20:24.680>um

00:20:25.510 --> 00:20:25.520 align:start position:0%
<00:20:25.510>&gt;&gt; <00:20:25.514>Yeah, <00:20:25.519>um

00:20:25.520 --> 00:20:27.830 align:start position:0%
<00:20:25.520>&gt;&gt; <00:20:25.660>Yeah, <00:20:25.800>um <00:20:25.940>I <00:20:26.080>think <00:20:26.220>a <00:20:26.360>whole <00:20:26.500>bunch <00:20:26.639>of <00:20:26.780>things. <00:20:26.920>One

00:20:27.830 --> 00:20:27.840 align:start position:0%
<00:20:27.830>I <00:20:27.831>think <00:20:27.832>a <00:20:27.833>whole <00:20:27.835>bunch <00:20:27.836>of <00:20:27.837>things. <00:20:27.839>One

00:20:27.840 --> 00:20:29.150 align:start position:0%
<00:20:27.840>I <00:20:27.938>think <00:20:28.036>a <00:20:28.134>whole <00:20:28.233>bunch <00:20:28.331>of <00:20:28.429>things. <00:20:28.527>One <00:20:28.626>Guillaume <00:20:28.724>mentioned <00:20:28.822>before, <00:20:28.920>which <00:20:29.019>is

00:20:29.150 --> 00:20:29.160 align:start position:0%
<00:20:29.150>Guillaume <00:20:29.152>mentioned <00:20:29.154>before, <00:20:29.156>which <00:20:29.159>is

00:20:29.160 --> 00:20:31.830 align:start position:0%
<00:20:29.160>Guillaume <00:20:29.276>mentioned <00:20:29.393>before, <00:20:29.510>which <00:20:29.626>is <00:20:29.743>just <00:20:29.860>pace <00:20:29.976>of <00:20:30.093>change. <00:20:30.210>Like <00:20:30.326>the <00:20:30.443>stuff <00:20:30.560>is

00:20:31.830 --> 00:20:31.840 align:start position:0%
<00:20:31.830>just <00:20:31.831>pace <00:20:31.832>of <00:20:31.833>change. <00:20:31.835>Like <00:20:31.836>the <00:20:31.837>stuff <00:20:31.839>is

00:20:31.840 --> 00:20:33.910 align:start position:0%
<00:20:31.840>just <00:20:31.939>pace <00:20:32.040>of <00:20:32.139>change. <00:20:32.240>Like <00:20:32.340>the <00:20:32.439>stuff <00:20:32.540>is <00:20:32.639>changing <00:20:32.740>so <00:20:32.840>rapidly <00:20:32.939>at <00:20:33.040>the <00:20:33.139>moment. <00:20:33.240>It

00:20:33.910 --> 00:20:33.920 align:start position:0%
<00:20:33.910>changing <00:20:33.911>so <00:20:33.913>rapidly <00:20:33.914>at <00:20:33.916>the <00:20:33.917>moment. <00:20:33.919>It

00:20:33.920 --> 00:20:35.750 align:start position:0%
<00:20:33.920>changing <00:20:34.013>so <00:20:34.106>rapidly <00:20:34.200>at <00:20:34.293>the <00:20:34.386>moment. <00:20:34.480>It <00:20:34.573>can <00:20:34.666>be <00:20:34.760>your <00:20:34.853>full-time <00:20:34.946>job <00:20:35.040>to <00:20:35.133>work <00:20:35.226>on <00:20:35.320>it

00:20:35.750 --> 00:20:35.760 align:start position:0%
<00:20:35.750>can <00:20:35.751>be <00:20:35.752>your <00:20:35.753>full-time <00:20:35.754>job <00:20:35.755>to <00:20:35.756>work <00:20:35.757>on <00:20:35.759>it

00:20:35.760 --> 00:20:37.790 align:start position:0%
<00:20:35.760>can <00:20:35.847>be <00:20:35.935>your <00:20:36.022>full-time <00:20:36.110>job <00:20:36.197>to <00:20:36.285>work <00:20:36.372>on <00:20:36.460>it <00:20:36.547>and <00:20:36.635>you <00:20:36.722>can <00:20:36.810>still <00:20:36.897>feel <00:20:36.985>like <00:20:37.072>you're <00:20:37.160>you

00:20:37.790 --> 00:20:37.800 align:start position:0%
<00:20:37.790>and <00:20:37.791>you <00:20:37.792>can <00:20:37.793>still <00:20:37.795>feel <00:20:37.796>like <00:20:37.797>you're <00:20:37.799>you

00:20:37.800 --> 00:20:39.550 align:start position:0%
<00:20:37.800>and <00:20:37.887>you <00:20:37.975>can <00:20:38.062>still <00:20:38.149>feel <00:20:38.237>like <00:20:38.325>you're <00:20:38.412>you <00:20:38.500>know, <00:20:38.587>waking <00:20:38.675>up <00:20:38.762>every <00:20:38.850>day <00:20:38.937>to <00:20:39.024>a <00:20:39.112>new <00:20:39.200>world

00:20:39.550 --> 00:20:39.560 align:start position:0%
<00:20:39.550>know, <00:20:39.551>waking <00:20:39.552>up <00:20:39.553>every <00:20:39.554>day <00:20:39.555>to <00:20:39.556>a <00:20:39.557>new <00:20:39.559>world

00:20:39.560 --> 00:20:42.710 align:start position:0%
<00:20:39.560>know, <00:20:39.642>waking <00:20:39.724>up <00:20:39.807>every <00:20:39.889>day <00:20:39.971>to <00:20:40.054>a <00:20:40.136>new <00:20:40.218>world <00:20:40.301>or <00:20:40.383>scrambling <00:20:40.465>to <00:20:40.548>to <00:20:40.630>keep <00:20:40.712>up <00:20:40.795>to <00:20:40.877>date. <00:20:40.960>Um

00:20:42.710 --> 00:20:42.720 align:start position:0%
<00:20:42.710>or <00:20:42.711>scrambling <00:20:42.712>to <00:20:42.713>to <00:20:42.714>keep <00:20:42.715>up <00:20:42.716>to <00:20:42.717>date. <00:20:42.719>Um

00:20:42.720 --> 00:20:43.910 align:start position:0%
<00:20:42.720>or <00:20:42.791>scrambling <00:20:42.862>to <00:20:42.934>to <00:20:43.005>keep <00:20:43.077>up <00:20:43.148>to <00:20:43.219>date. <00:20:43.291>Um <00:20:43.362>I <00:20:43.434>think <00:20:43.505>another <00:20:43.576>in <00:20:43.648>terms <00:20:43.719>of <00:20:43.791>like

00:20:43.910 --> 00:20:43.920 align:start position:0%
<00:20:43.910>I <00:20:43.911>think <00:20:43.913>another <00:20:43.914>in <00:20:43.916>terms <00:20:43.917>of <00:20:43.919>like

00:20:43.920 --> 00:20:45.750 align:start position:0%
<00:20:43.920>I <00:20:44.047>think <00:20:44.174>another <00:20:44.301>in <00:20:44.429>terms <00:20:44.556>of <00:20:44.683>like <00:20:44.810>actually <00:20:44.938>scaling <00:20:45.065>within <00:20:45.192>businesses <00:20:45.320>and

00:20:45.750 --> 00:20:45.760 align:start position:0%
<00:20:45.750>actually <00:20:45.752>scaling <00:20:45.754>within <00:20:45.756>businesses <00:20:45.759>and

00:20:45.760 --> 00:20:47.950 align:start position:0%
<00:20:45.760>actually <00:20:45.960>scaling <00:20:46.160>within <00:20:46.360>businesses <00:20:46.560>and <00:20:46.760>making <00:20:46.960>these <00:20:47.160>solutions

00:20:47.950 --> 00:20:47.960 align:start position:0%
<00:20:47.950>making <00:20:47.954>these <00:20:47.959>solutions

00:20:47.960 --> 00:20:48.590 align:start position:0%
<00:20:47.960>making <00:20:48.149>these <00:20:48.338>solutions <00:20:48.527>uh

00:20:48.590 --> 00:20:48.600 align:start position:0%
uh

00:20:48.600 --> 00:20:52.750 align:start position:0%
<00:20:48.600>uh <00:20:48.800>properly <00:20:49.000>scalable <00:20:49.199>is <00:20:49.399>uh <00:20:49.600>is <00:20:49.800>around <00:20:50.000>like

00:20:52.750 --> 00:20:52.760 align:start position:0%
<00:20:52.750>properly <00:20:52.751>scalable <00:20:52.753>is <00:20:52.754>uh <00:20:52.756>is <00:20:52.757>around <00:20:52.759>like

00:20:52.760 --> 00:20:54.590 align:start position:0%
<00:20:52.760>properly <00:20:52.867>scalable <00:20:52.975>is <00:20:53.083>uh <00:20:53.190>is <00:20:53.298>around <00:20:53.406>like <00:20:53.513>the <00:20:53.621>issue <00:20:53.729>of <00:20:53.836>tacit <00:20:53.944>knowledge <00:20:54.052>or <00:20:54.160>implicit

00:20:54.590 --> 00:20:54.600 align:start position:0%
<00:20:54.590>the <00:20:54.591>issue <00:20:54.592>of <00:20:54.594>tacit <00:20:54.596>knowledge <00:20:54.597>or <00:20:54.599>implicit

00:20:54.600 --> 00:20:56.030 align:start position:0%
<00:20:54.600>the <00:20:54.707>issue <00:20:54.814>of <00:20:54.921>tacit <00:20:55.029>knowledge <00:20:55.136>or <00:20:55.243>implicit <00:20:55.350>knowledge. <00:20:55.457>There's <00:20:55.565>a <00:20:55.672>lot <00:20:55.779>of <00:20:55.887>information

00:20:56.030 --> 00:20:56.040 align:start position:0%
<00:20:56.030>knowledge. <00:20:56.031>There's <00:20:56.033>a <00:20:56.035>lot <00:20:56.037>of <00:20:56.039>information

00:20:56.040 --> 00:20:57.910 align:start position:0%
<00:20:56.040>knowledge. <00:20:56.195>There's <00:20:56.351>a <00:20:56.506>lot <00:20:56.662>of <00:20:56.817>information <00:20:56.973>trapped <00:20:57.128>in <00:20:57.284>people's <00:20:57.440>heads.

00:20:57.910 --> 00:20:57.920 align:start position:0%
<00:20:57.910>trapped <00:20:57.913>in <00:20:57.916>people's <00:20:57.919>heads.

00:20:57.920 --> 00:21:00.470 align:start position:0%
<00:20:57.920>trapped <00:20:58.047>in <00:20:58.174>people's <00:20:58.301>heads. <00:20:58.429>Uh <00:20:58.556>which <00:20:58.683>these <00:20:58.810>tools <00:20:58.938>tend <00:20:59.065>not <00:20:59.192>to <00:20:59.320>work

00:21:00.470 --> 00:21:00.480 align:start position:0%
<00:21:00.470>Uh <00:21:00.471>which <00:21:00.472>these <00:21:00.473>tools <00:21:00.475>tend <00:21:00.476>not <00:21:00.477>to <00:21:00.479>work

00:21:00.480 --> 00:21:03.590 align:start position:0%
<00:21:00.480>Uh <00:21:00.580>which <00:21:00.680>these <00:21:00.780>tools <00:21:00.880>tend <00:21:00.980>not <00:21:01.080>to <00:21:01.180>work <00:21:01.280>terribly <00:21:01.380>well <00:21:01.480>without <00:21:01.580>access <00:21:01.680>to. <00:21:01.780>Uh <00:21:01.880>and

00:21:03.590 --> 00:21:03.600 align:start position:0%
<00:21:03.590>terribly <00:21:03.591>well <00:21:03.592>without <00:21:03.594>access <00:21:03.596>to. <00:21:03.597>Uh <00:21:03.599>and

00:21:03.600 --> 00:21:05.590 align:start position:0%
<00:21:03.600>terribly <00:21:03.727>well <00:21:03.854>without <00:21:03.981>access <00:21:04.109>to. <00:21:04.236>Uh <00:21:04.363>and <00:21:04.490>helping <00:21:04.618>people <00:21:04.745>formalize <00:21:04.872>that <00:21:05.000>knowledge,

00:21:05.590 --> 00:21:05.600 align:start position:0%
<00:21:05.590>helping <00:21:05.592>people <00:21:05.594>formalize <00:21:05.596>that <00:21:05.599>knowledge,

00:21:05.600 --> 00:21:09.150 align:start position:0%
<00:21:05.600>helping <00:21:05.716>people <00:21:05.833>formalize <00:21:05.949>that <00:21:06.066>knowledge, <00:21:06.183>make <00:21:06.300>it <00:21:06.416>available <00:21:06.533>as <00:21:06.649>context, <00:21:06.766>um <00:21:06.883>is <00:21:07.000>all

00:21:09.150 --> 00:21:09.160 align:start position:0%
<00:21:09.150>make <00:21:09.151>it <00:21:09.152>available <00:21:09.153>as <00:21:09.155>context, <00:21:09.156>um <00:21:09.157>is <00:21:09.159>all

00:21:09.160 --> 00:21:11.670 align:start position:0%
<00:21:09.160>make <00:21:09.260>it <00:21:09.360>available <00:21:09.460>as <00:21:09.560>context, <00:21:09.660>um <00:21:09.760>is <00:21:09.860>all <00:21:09.960>uh <00:21:10.060>really <00:21:10.160>critical <00:21:10.260>to <00:21:10.360>to <00:21:10.460>getting <00:21:10.560>this

00:21:11.670 --> 00:21:11.680 align:start position:0%
<00:21:11.670>uh <00:21:11.671>really <00:21:11.673>critical <00:21:11.674>to <00:21:11.676>to <00:21:11.677>getting <00:21:11.679>this

00:21:11.680 --> 00:21:13.150 align:start position:0%
<00:21:11.680>uh <00:21:11.781>really <00:21:11.883>critical <00:21:11.985>to <00:21:12.087>to <00:21:12.188>getting <00:21:12.290>this <00:21:12.392>this <00:21:12.494>working <00:21:12.595>right. <00:21:12.697>And <00:21:12.799>we're <00:21:12.901>still <00:21:13.003>at

00:21:13.150 --> 00:21:13.160 align:start position:0%
<00:21:13.150>this <00:21:13.151>working <00:21:13.153>right. <00:21:13.154>And <00:21:13.156>we're <00:21:13.157>still <00:21:13.159>at

00:21:13.160 --> 00:21:15.030 align:start position:0%
<00:21:13.160>this <00:21:13.267>working <00:21:13.375>right. <00:21:13.483>And <00:21:13.590>we're <00:21:13.698>still <00:21:13.806>at <00:21:13.913>the <00:21:14.021>cusp <00:21:14.129>of, <00:21:14.236>you <00:21:14.344>know, <00:21:14.452>creating <00:21:14.560>good

00:21:15.030 --> 00:21:15.040 align:start position:0%
<00:21:15.030>the <00:21:15.031>cusp <00:21:15.033>of, <00:21:15.034>you <00:21:15.036>know, <00:21:15.037>creating <00:21:15.039>good

00:21:15.040 --> 00:21:16.910 align:start position:0%
<00:21:15.040>the <00:21:15.147>cusp <00:21:15.255>of, <00:21:15.363>you <00:21:15.470>know, <00:21:15.578>creating <00:21:15.686>good <00:21:15.793>tools <00:21:15.901>to <00:21:16.009>help <00:21:16.116>people <00:21:16.224>auto <00:21:16.332>formalize <00:21:16.440>that

00:21:16.910 --> 00:21:16.920 align:start position:0%
<00:21:16.910>tools <00:21:16.911>to <00:21:16.913>help <00:21:16.914>people <00:21:16.916>auto <00:21:16.917>formalize <00:21:16.919>that

00:21:16.920 --> 00:21:18.470 align:start position:0%
<00:21:16.920>tools <00:21:17.046>to <00:21:17.173>help <00:21:17.300>people <00:21:17.427>auto <00:21:17.554>formalize <00:21:17.680>that <00:21:17.807>knowledge <00:21:17.934>and <00:21:18.061>build <00:21:18.188>realistic <00:21:18.315>world

00:21:18.470 --> 00:21:18.480 align:start position:0%
<00:21:18.470>knowledge <00:21:18.472>and <00:21:18.474>build <00:21:18.476>realistic <00:21:18.479>world

00:21:18.480 --> 00:21:20.950 align:start position:0%
<00:21:18.480>knowledge <00:21:18.620>and <00:21:18.760>build <00:21:18.900>realistic <00:21:19.040>world <00:21:19.180>models <00:21:19.320>and <00:21:19.460>things <00:21:19.600>like <00:21:19.740>that. <00:21:19.880>So,

00:21:20.950 --> 00:21:20.960 align:start position:0%
<00:21:20.950>models <00:21:20.951>and <00:21:20.953>things <00:21:20.955>like <00:21:20.957>that. <00:21:20.959>So,

00:21:20.960 --> 00:21:22.790 align:start position:0%
<00:21:20.960>models <00:21:21.115>and <00:21:21.271>things <00:21:21.426>like <00:21:21.582>that. <00:21:21.737>So, <00:21:21.893>yeah, <00:21:22.048>big <00:21:22.204>road <00:21:22.360>ahead.

00:21:22.790 --> 00:21:22.800 align:start position:0%
<00:21:22.790>yeah, <00:21:22.793>big <00:21:22.796>road <00:21:22.799>ahead.

00:21:22.800 --> 00:21:24.710 align:start position:0%
<00:21:22.800>yeah, <00:21:22.927>big <00:21:23.054>road <00:21:23.181>ahead. <00:21:23.309>&gt;&gt; <00:21:23.436>Thank <00:21:23.563>you. <00:21:23.690>Guillaume, <00:21:23.818>what <00:21:23.945>do <00:21:24.072>you <00:21:24.200>think

00:21:24.710 --> 00:21:24.720 align:start position:0%
<00:21:24.710>&gt;&gt; <00:21:24.711>Thank <00:21:24.712>you. <00:21:24.713>Guillaume, <00:21:24.715>what <00:21:24.716>do <00:21:24.717>you <00:21:24.719>think

00:21:24.720 --> 00:21:27.030 align:start position:0%
<00:21:24.720>&gt;&gt; <00:21:24.827>Thank <00:21:24.935>you. <00:21:25.043>Guillaume, <00:21:25.150>what <00:21:25.258>do <00:21:25.366>you <00:21:25.473>think <00:21:25.581>makes <00:21:25.689>scaling <00:21:25.796>harder <00:21:25.904>with <00:21:26.012>AI <00:21:26.120>than

00:21:27.030 --> 00:21:27.040 align:start position:0%
<00:21:27.030>makes <00:21:27.031>scaling <00:21:27.033>harder <00:21:27.035>with <00:21:27.037>AI <00:21:27.039>than

00:21:27.040 --> 00:21:27.750 align:start position:0%
<00:21:27.040>makes <00:21:27.146>scaling <00:21:27.253>harder <00:21:27.359>with <00:21:27.466>AI <00:21:27.572>than <00:21:27.679>traditional

00:21:27.750 --> 00:21:27.760 align:start position:0%
traditional

00:21:27.760 --> 00:21:29.870 align:start position:0%
<00:21:27.760>traditional <00:21:27.935>&gt;&gt; <00:21:28.110>two <00:21:28.285>main <00:21:28.460>things. <00:21:28.635>One <00:21:28.810>is, <00:21:28.985>and <00:21:29.160>you've

00:21:29.870 --> 00:21:29.880 align:start position:0%
<00:21:29.870>&gt;&gt; <00:21:29.871>two <00:21:29.872>main <00:21:29.873>things. <00:21:29.875>One <00:21:29.876>is, <00:21:29.877>and <00:21:29.879>you've

00:21:29.880 --> 00:21:31.670 align:start position:0%
<00:21:29.880>&gt;&gt; <00:21:29.980>two <00:21:30.080>main <00:21:30.180>things. <00:21:30.280>One <00:21:30.380>is, <00:21:30.480>and <00:21:30.580>you've <00:21:30.680>talked <00:21:30.780>about <00:21:30.880>it <00:21:30.980>at <00:21:31.080>the <00:21:31.180>introduction, <00:21:31.280>is

00:21:31.670 --> 00:21:31.680 align:start position:0%
<00:21:31.670>talked <00:21:31.671>about <00:21:31.673>it <00:21:31.674>at <00:21:31.676>the <00:21:31.677>introduction, <00:21:31.679>is

00:21:31.680 --> 00:21:33.750 align:start position:0%
<00:21:31.680>talked <00:21:31.835>about <00:21:31.991>it <00:21:32.146>at <00:21:32.302>the <00:21:32.457>introduction, <00:21:32.613>is <00:21:32.768>the <00:21:32.924>cost, <00:21:33.080>right?

00:21:33.750 --> 00:21:33.760 align:start position:0%
<00:21:33.750>the <00:21:33.754>cost, <00:21:33.759>right?

00:21:33.760 --> 00:21:36.470 align:start position:0%
<00:21:33.760>the <00:21:33.900>cost, <00:21:34.040>right? <00:21:34.180>I <00:21:34.320>can <00:21:34.460>be <00:21:34.600>locally <00:21:34.740>spending, <00:21:34.879>you <00:21:35.020>know, <00:21:35.160>I

00:21:36.470 --> 00:21:36.480 align:start position:0%
<00:21:36.470>I <00:21:36.471>can <00:21:36.472>be <00:21:36.473>locally <00:21:36.475>spending, <00:21:36.476>you <00:21:36.477>know, <00:21:36.479>I

00:21:36.480 --> 00:21:38.230 align:start position:0%
<00:21:36.480>I <00:21:36.587>can <00:21:36.695>be <00:21:36.803>locally <00:21:36.910>spending, <00:21:37.018>you <00:21:37.126>know, <00:21:37.233>I <00:21:37.341>don't <00:21:37.449>know, <00:21:37.556>100 <00:21:37.664>bucks, <00:21:37.772>200 <00:21:37.880>bucks,

00:21:38.230 --> 00:21:38.240 align:start position:0%
<00:21:38.230>don't <00:21:38.231>know, <00:21:38.233>100 <00:21:38.235>bucks, <00:21:38.237>200 <00:21:38.239>bucks,

00:21:38.240 --> 00:21:40.030 align:start position:0%
<00:21:38.240>don't <00:21:38.347>know, <00:21:38.455>100 <00:21:38.563>bucks, <00:21:38.670>200 <00:21:38.778>bucks, <00:21:38.886>playing <00:21:38.993>with <00:21:39.101>one <00:21:39.209>of <00:21:39.316>the <00:21:39.424>latest <00:21:39.532>model <00:21:39.640>you

00:21:40.030 --> 00:21:40.040 align:start position:0%
<00:21:40.030>playing <00:21:40.031>with <00:21:40.032>one <00:21:40.033>of <00:21:40.035>the <00:21:40.036>latest <00:21:40.037>model <00:21:40.039>you

00:21:40.040 --> 00:21:42.310 align:start position:0%
<00:21:40.040>playing <00:21:40.127>with <00:21:40.215>one <00:21:40.302>of <00:21:40.389>the <00:21:40.477>latest <00:21:40.565>model <00:21:40.652>you <00:21:40.740>want. <00:21:40.827>It's <00:21:40.915>great. <00:21:41.002>Now <00:21:41.090>I <00:21:41.177>do <00:21:41.264>a <00:21:41.352>quick <00:21:41.440>math,

00:21:42.310 --> 00:21:42.320 align:start position:0%
<00:21:42.310>want. <00:21:42.311>It's <00:21:42.312>great. <00:21:42.313>Now <00:21:42.314>I <00:21:42.315>do <00:21:42.316>a <00:21:42.317>quick <00:21:42.319>math,

00:21:42.320 --> 00:21:44.750 align:start position:0%
<00:21:42.320>want. <00:21:42.407>It's <00:21:42.495>great. <00:21:42.582>Now <00:21:42.669>I <00:21:42.757>do <00:21:42.845>a <00:21:42.932>quick <00:21:43.020>math, <00:21:43.107>I <00:21:43.195>go <00:21:43.282>in <00:21:43.370>production, <00:21:43.457>I <00:21:43.544>move <00:21:43.632>from, <00:21:43.720>you

00:21:44.750 --> 00:21:44.760 align:start position:0%
<00:21:44.750>I <00:21:44.751>go <00:21:44.752>in <00:21:44.753>production, <00:21:44.755>I <00:21:44.756>move <00:21:44.757>from, <00:21:44.759>you

00:21:44.760 --> 00:21:46.750 align:start position:0%
<00:21:44.760>I <00:21:44.860>go <00:21:44.960>in <00:21:45.060>production, <00:21:45.160>I <00:21:45.260>move <00:21:45.360>from, <00:21:45.460>you <00:21:45.560>know, <00:21:45.660>reading <00:21:45.760>50 <00:21:45.860>documents. <00:21:45.960>We <00:21:46.060>had <00:21:46.160>the

00:21:46.750 --> 00:21:46.760 align:start position:0%
<00:21:46.750>know, <00:21:46.751>reading <00:21:46.753>50 <00:21:46.754>documents. <00:21:46.756>We <00:21:46.757>had <00:21:46.759>the

00:21:46.760 --> 00:21:48.750 align:start position:0%
<00:21:46.760>know, <00:21:46.887>reading <00:21:47.014>50 <00:21:47.141>documents. <00:21:47.269>We <00:21:47.396>had <00:21:47.523>the <00:21:47.650>case <00:21:47.778>with <00:21:47.905>a <00:21:48.032>client <00:21:48.160>where,

00:21:48.750 --> 00:21:48.760 align:start position:0%
<00:21:48.750>case <00:21:48.752>with <00:21:48.754>a <00:21:48.756>client <00:21:48.759>where,

00:21:48.760 --> 00:21:50.710 align:start position:0%
<00:21:48.760>case <00:21:48.876>with <00:21:48.993>a <00:21:49.110>client <00:21:49.226>where, <00:21:49.343>you <00:21:49.460>know, <00:21:49.576>we <00:21:49.693>we <00:21:49.810>tested <00:21:49.926>locally, <00:21:50.043>built <00:21:50.160>a

00:21:50.710 --> 00:21:50.720 align:start position:0%
<00:21:50.710>you <00:21:50.711>know, <00:21:50.712>we <00:21:50.713>we <00:21:50.715>tested <00:21:50.716>locally, <00:21:50.717>built <00:21:50.719>a

00:21:50.720 --> 00:21:52.030 align:start position:0%
<00:21:50.720>you <00:21:50.867>know, <00:21:51.014>we <00:21:51.162>we <00:21:51.309>tested <00:21:51.456>locally, <00:21:51.604>built <00:21:51.751>a <00:21:51.899>demo.

00:21:52.030 --> 00:21:52.040 align:start position:0%
demo.

00:21:52.040 --> 00:21:53.750 align:start position:0%
<00:21:52.040>demo. <00:21:52.215>You <00:21:52.389>you <00:21:52.565>know, <00:21:52.740>we <00:21:52.915>are <00:21:53.090>producing <00:21:53.264>we <00:21:53.440>are

00:21:53.750 --> 00:21:53.760 align:start position:0%
<00:21:53.750>You <00:21:53.751>you <00:21:53.752>know, <00:21:53.753>we <00:21:53.755>are <00:21:53.756>producing <00:21:53.757>we <00:21:53.759>are

00:21:53.760 --> 00:21:54.590 align:start position:0%
<00:21:53.760>You <00:21:53.843>you <00:21:53.926>know, <00:21:54.009>we <00:21:54.091>are <00:21:54.175>producing <00:21:54.258>we <00:21:54.341>are <00:21:54.424>kind <00:21:54.506>of

00:21:54.590 --> 00:21:54.600 align:start position:0%
<00:21:54.590>kind <00:21:54.599>of

00:21:54.600 --> 00:21:54.830 align:start position:0%
<00:21:54.600>kind <00:21:54.668>of <00:21:54.737>&gt;&gt; <00:21:54.807>[snorts]

00:21:54.830 --> 00:21:54.840 align:start position:0%
<00:21:54.830>&gt;&gt; <00:21:54.839>[snorts]

00:21:54.840 --> 00:21:56.990 align:start position:0%
<00:21:54.840>&gt;&gt; <00:21:55.014>[snorts] <00:21:55.189>&gt;&gt; <00:21:55.365>processing <00:21:55.540>100 <00:21:55.715>document. <00:21:55.889>At <00:21:56.064>scale, <00:21:56.240>it's

00:21:56.990 --> 00:21:57.000 align:start position:0%
<00:21:56.990>&gt;&gt; <00:21:56.991>processing <00:21:56.993>100 <00:21:56.994>document. <00:21:56.996>At <00:21:56.997>scale, <00:21:56.999>it's

00:21:57.000 --> 00:21:59.390 align:start position:0%
<00:21:57.000>&gt;&gt; <00:21:57.116>processing <00:21:57.233>100 <00:21:57.350>document. <00:21:57.466>At <00:21:57.583>scale, <00:21:57.700>it's <00:21:57.816>1.2 <00:21:57.933>million. <00:21:58.050>So, <00:21:58.166>the <00:21:58.283>math <00:21:58.400>changed

00:21:59.390 --> 00:21:59.400 align:start position:0%
<00:21:59.390>1.2 <00:21:59.391>million. <00:21:59.393>So, <00:21:59.395>the <00:21:59.397>math <00:21:59.399>changed

00:21:59.400 --> 00:22:01.030 align:start position:0%
<00:21:59.400>1.2 <00:21:59.516>million. <00:21:59.633>So, <00:21:59.750>the <00:21:59.866>math <00:21:59.983>changed <00:22:00.100>completely, <00:22:00.216>right? <00:22:00.333>So, <00:22:00.450>you <00:22:00.566>got <00:22:00.683>to <00:22:00.800>be

00:22:01.030 --> 00:22:01.040 align:start position:0%
<00:22:01.030>completely, <00:22:01.031>right? <00:22:01.033>So, <00:22:01.034>you <00:22:01.036>got <00:22:01.037>to <00:22:01.039>be

00:22:01.040 --> 00:22:02.830 align:start position:0%
<00:22:01.040>completely, <00:22:01.195>right? <00:22:01.351>So, <00:22:01.506>you <00:22:01.662>got <00:22:01.817>to <00:22:01.973>be <00:22:02.128>able <00:22:02.284>to <00:22:02.440>understand

00:22:02.830 --> 00:22:02.840 align:start position:0%
<00:22:02.830>able <00:22:02.834>to <00:22:02.839>understand

00:22:02.840 --> 00:22:05.150 align:start position:0%
<00:22:02.840>able <00:22:02.980>to <00:22:03.120>understand <00:22:03.260>what <00:22:03.399>you're <00:22:03.540>using. <00:22:03.679>Is <00:22:03.820>that <00:22:03.959>the <00:22:04.100>best <00:22:04.240>tool

00:22:05.150 --> 00:22:05.160 align:start position:0%
<00:22:05.150>what <00:22:05.151>you're <00:22:05.152>using. <00:22:05.153>Is <00:22:05.155>that <00:22:05.156>the <00:22:05.157>best <00:22:05.159>tool

00:22:05.160 --> 00:22:07.110 align:start position:0%
<00:22:05.160>what <00:22:05.287>you're <00:22:05.414>using. <00:22:05.541>Is <00:22:05.669>that <00:22:05.796>the <00:22:05.923>best <00:22:06.050>tool <00:22:06.178>you <00:22:06.305>would <00:22:06.432>use, <00:22:06.560>right?

00:22:07.110 --> 00:22:07.120 align:start position:0%
<00:22:07.110>you <00:22:07.112>would <00:22:07.116>use, <00:22:07.119>right?

00:22:07.120 --> 00:22:07.910 align:start position:0%
<00:22:07.120>you <00:22:07.297>would <00:22:07.475>use, <00:22:07.653>right? <00:22:07.831>Um

00:22:07.910 --> 00:22:07.920 align:start position:0%
Um

00:22:07.920 --> 00:22:09.470 align:start position:0%
<00:22:07.920>Um <00:22:08.094>is <00:22:08.268>there <00:22:08.443>a <00:22:08.617>lower <00:22:08.791>cost? <00:22:08.966>So, <00:22:09.140>yeah, <00:22:09.315>that's

00:22:09.470 --> 00:22:09.480 align:start position:0%
<00:22:09.470>is <00:22:09.471>there <00:22:09.472>a <00:22:09.473>lower <00:22:09.475>cost? <00:22:09.476>So, <00:22:09.477>yeah, <00:22:09.479>that's

00:22:09.480 --> 00:22:11.430 align:start position:0%
<00:22:09.480>is <00:22:09.580>there <00:22:09.680>a <00:22:09.780>lower <00:22:09.880>cost? <00:22:09.980>So, <00:22:10.080>yeah, <00:22:10.180>that's <00:22:10.280>the <00:22:10.380>first <00:22:10.480>level, <00:22:10.580>right? <00:22:10.680>I <00:22:10.780>think <00:22:10.880>that's

00:22:11.430 --> 00:22:11.440 align:start position:0%
<00:22:11.430>the <00:22:11.431>first <00:22:11.433>level, <00:22:11.434>right? <00:22:11.436>I <00:22:11.437>think <00:22:11.439>that's

00:22:11.440 --> 00:22:13.230 align:start position:0%
<00:22:11.440>the <00:22:11.615>first <00:22:11.790>level, <00:22:11.965>right? <00:22:12.140>I <00:22:12.315>think <00:22:12.490>that's <00:22:12.665>that's <00:22:12.840>um

00:22:13.230 --> 00:22:13.240 align:start position:0%
<00:22:13.230>that's <00:22:13.239>um

00:22:13.240 --> 00:22:15.830 align:start position:0%
<00:22:13.240>that's <00:22:13.415>um <00:22:13.590>that's <00:22:13.765>very <00:22:13.940>important. <00:22:14.115>And <00:22:14.290>the <00:22:14.465>second <00:22:14.640>is

00:22:15.830 --> 00:22:15.840 align:start position:0%
<00:22:15.830>that's <00:22:15.831>very <00:22:15.832>important. <00:22:15.834>And <00:22:15.836>the <00:22:15.837>second <00:22:15.839>is

00:22:15.840 --> 00:22:17.310 align:start position:0%
<00:22:15.840>that's <00:22:15.941>very <00:22:16.043>important. <00:22:16.145>And <00:22:16.247>the <00:22:16.348>second <00:22:16.450>is <00:22:16.552>at <00:22:16.654>scale, <00:22:16.755>I <00:22:16.857>think <00:22:16.959>it's <00:22:17.061>context. <00:22:17.163>We

00:22:17.310 --> 00:22:17.320 align:start position:0%
<00:22:17.310>at <00:22:17.311>scale, <00:22:17.312>I <00:22:17.314>think <00:22:17.316>it's <00:22:17.317>context. <00:22:17.319>We

00:22:17.320 --> 00:22:19.030 align:start position:0%
<00:22:17.320>at <00:22:17.419>scale, <00:22:17.520>I <00:22:17.620>think <00:22:17.720>it's <00:22:17.820>context. <00:22:17.919>We <00:22:18.020>touched <00:22:18.120>on <00:22:18.220>it <00:22:18.320>a <00:22:18.419>little <00:22:18.520>bit. <00:22:18.620>There's <00:22:18.720>this

00:22:19.030 --> 00:22:19.040 align:start position:0%
<00:22:19.030>touched <00:22:19.031>on <00:22:19.032>it <00:22:19.033>a <00:22:19.035>little <00:22:19.036>bit. <00:22:19.037>There's <00:22:19.039>this

00:22:19.040 --> 00:22:23.470 align:start position:0%
<00:22:19.040>touched <00:22:19.147>on <00:22:19.255>it <00:22:19.363>a <00:22:19.470>little <00:22:19.578>bit. <00:22:19.686>There's <00:22:19.793>this <00:22:19.901>concept <00:22:20.009>of <00:22:20.116>agentic <00:22:20.224>concept <00:22:20.332>context <00:22:20.440>now.

00:22:23.470 --> 00:22:23.480 align:start position:0%
<00:22:23.470>concept <00:22:23.471>of <00:22:23.473>agentic <00:22:23.475>concept <00:22:23.477>context <00:22:23.479>now.

00:22:23.480 --> 00:22:25.550 align:start position:0%
<00:22:23.480>concept <00:22:23.580>of <00:22:23.680>agentic <00:22:23.780>concept <00:22:23.880>context <00:22:23.980>now. <00:22:24.080>Um <00:22:24.180>it's <00:22:24.280>great <00:22:24.380>to <00:22:24.480>have <00:22:24.580>one <00:22:24.680>local <00:22:24.780>agent <00:22:24.880>or

00:22:25.550 --> 00:22:25.560 align:start position:0%
<00:22:25.550>Um <00:22:25.551>it's <00:22:25.552>great <00:22:25.553>to <00:22:25.554>have <00:22:25.555>one <00:22:25.556>local <00:22:25.557>agent <00:22:25.559>or

00:22:25.560 --> 00:22:26.750 align:start position:0%
<00:22:25.560>Um <00:22:25.678>it's <00:22:25.798>great <00:22:25.917>to <00:22:26.036>have <00:22:26.155>one <00:22:26.274>local <00:22:26.393>agent <00:22:26.512>or <00:22:26.631>two.

00:22:26.750 --> 00:22:26.760 align:start position:0%
two.

00:22:26.760 --> 00:22:27.790 align:start position:0%
<00:22:26.760>two. <00:22:26.875>You <00:22:26.991>know, <00:22:27.107>you <00:22:27.223>can <00:22:27.339>play <00:22:27.455>with <00:22:27.571>it. <00:22:27.687>They

00:22:27.790 --> 00:22:27.800 align:start position:0%
<00:22:27.790>You <00:22:27.791>know, <00:22:27.792>you <00:22:27.793>can <00:22:27.795>play <00:22:27.796>with <00:22:27.797>it. <00:22:27.799>They

00:22:27.800 --> 00:22:29.910 align:start position:0%
<00:22:27.800>You <00:22:27.893>know, <00:22:27.986>you <00:22:28.080>can <00:22:28.173>play <00:22:28.266>with <00:22:28.360>it. <00:22:28.453>They <00:22:28.546>deliver <00:22:28.639>the <00:22:28.733>use <00:22:28.826>case. <00:22:28.919>The <00:22:29.013>reality <00:22:29.106>is <00:22:29.200>in

00:22:29.910 --> 00:22:29.920 align:start position:0%
<00:22:29.910>deliver <00:22:29.911>the <00:22:29.912>use <00:22:29.913>case. <00:22:29.915>The <00:22:29.916>reality <00:22:29.917>is <00:22:29.919>in

00:22:29.920 --> 00:22:32.030 align:start position:0%
<00:22:29.920>deliver <00:22:30.060>the <00:22:30.200>use <00:22:30.340>case. <00:22:30.480>The <00:22:30.620>reality <00:22:30.760>is <00:22:30.900>in <00:22:31.040>production <00:22:31.180>at <00:22:31.320>scale,

00:22:32.030 --> 00:22:32.040 align:start position:0%
<00:22:32.030>production <00:22:32.034>at <00:22:32.039>scale,

00:22:32.040 --> 00:22:33.990 align:start position:0%
<00:22:32.040>production <00:22:32.180>at <00:22:32.320>scale, <00:22:32.460>if, <00:22:32.600>you <00:22:32.740>know, <00:22:32.879>John <00:22:33.020>Doe <00:22:33.159>is <00:22:33.300>is <00:22:33.440>doing

00:22:33.990 --> 00:22:34.000 align:start position:0%
<00:22:33.990>if, <00:22:33.991>you <00:22:33.992>know, <00:22:33.993>John <00:22:33.995>Doe <00:22:33.996>is <00:22:33.997>is <00:22:33.999>doing

00:22:34.000 --> 00:22:36.830 align:start position:0%
<00:22:34.000>if, <00:22:34.107>you <00:22:34.215>know, <00:22:34.323>John <00:22:34.430>Doe <00:22:34.538>is <00:22:34.646>is <00:22:34.753>doing <00:22:34.861>something <00:22:34.969>in <00:22:35.076>department <00:22:35.184>A, <00:22:35.292>and, <00:22:35.400>you

00:22:36.830 --> 00:22:36.840 align:start position:0%
<00:22:36.830>something <00:22:36.831>in <00:22:36.833>department <00:22:36.835>A, <00:22:36.837>and, <00:22:36.839>you

00:22:36.840 --> 00:22:39.190 align:start position:0%
<00:22:36.840>something <00:22:36.956>in <00:22:37.073>department <00:22:37.189>A, <00:22:37.306>and, <00:22:37.423>you <00:22:37.540>know, <00:22:37.656>someone <00:22:37.773>else <00:22:37.889>in <00:22:38.006>department <00:22:38.123>B <00:22:38.240>is

00:22:39.190 --> 00:22:39.200 align:start position:0%
<00:22:39.190>know, <00:22:39.191>someone <00:22:39.193>else <00:22:39.194>in <00:22:39.196>department <00:22:39.197>B <00:22:39.199>is

00:22:39.200 --> 00:22:41.590 align:start position:0%
<00:22:39.200>know, <00:22:39.340>someone <00:22:39.480>else <00:22:39.620>in <00:22:39.760>department <00:22:39.900>B <00:22:40.040>is <00:22:40.180>doing <00:22:40.320>something <00:22:40.460>else, <00:22:40.600>independently

00:22:41.590 --> 00:22:41.600 align:start position:0%
<00:22:41.590>doing <00:22:41.592>something <00:22:41.596>else, <00:22:41.599>independently

00:22:41.600 --> 00:22:43.190 align:start position:0%
<00:22:41.600>doing <00:22:41.727>something <00:22:41.854>else, <00:22:41.981>independently <00:22:42.109>might <00:22:42.236>look <00:22:42.363>good. <00:22:42.490>You <00:22:42.618>know, <00:22:42.745>it's <00:22:42.872>what <00:22:43.000>we

00:22:43.190 --> 00:22:43.200 align:start position:0%
<00:22:43.190>might <00:22:43.191>look <00:22:43.192>good. <00:22:43.193>You <00:22:43.195>know, <00:22:43.196>it's <00:22:43.197>what <00:22:43.199>we

00:22:43.200 --> 00:22:45.670 align:start position:0%
<00:22:43.200>might <00:22:43.307>look <00:22:43.415>good. <00:22:43.523>You <00:22:43.630>know, <00:22:43.738>it's <00:22:43.846>what <00:22:43.953>we <00:22:44.061>call <00:22:44.169>individual <00:22:44.276>AI, <00:22:44.384>but <00:22:44.492>for <00:22:44.600>enterprise

00:22:45.670 --> 00:22:45.680 align:start position:0%
<00:22:45.670>call <00:22:45.671>individual <00:22:45.673>AI, <00:22:45.675>but <00:22:45.677>for <00:22:45.679>enterprise

00:22:45.680 --> 00:22:48.430 align:start position:0%
<00:22:45.680>call <00:22:45.780>individual <00:22:45.880>AI, <00:22:45.980>but <00:22:46.080>for <00:22:46.180>enterprise <00:22:46.280>AI, <00:22:46.380>you <00:22:46.480>have <00:22:46.580>to <00:22:46.680>have <00:22:46.780>a <00:22:46.880>way, <00:22:46.980>a <00:22:47.080>context

00:22:48.430 --> 00:22:48.440 align:start position:0%
<00:22:48.430>AI, <00:22:48.431>you <00:22:48.432>have <00:22:48.433>to <00:22:48.434>have <00:22:48.435>a <00:22:48.436>way, <00:22:48.437>a <00:22:48.439>context

00:22:48.440 --> 00:22:50.510 align:start position:0%
<00:22:48.440>AI, <00:22:48.527>you <00:22:48.615>have <00:22:48.702>to <00:22:48.790>have <00:22:48.877>a <00:22:48.965>way, <00:22:49.052>a <00:22:49.140>context <00:22:49.227>layer <00:22:49.315>at <00:22:49.402>your <00:22:49.490>company, <00:22:49.577>right? <00:22:49.665>We <00:22:49.752>help <00:22:49.840>We

00:22:50.510 --> 00:22:50.520 align:start position:0%
<00:22:50.510>layer <00:22:50.511>at <00:22:50.512>your <00:22:50.513>company, <00:22:50.515>right? <00:22:50.516>We <00:22:50.517>help <00:22:50.519>We

00:22:50.520 --> 00:22:53.070 align:start position:0%
<00:22:50.520>layer <00:22:50.627>at <00:22:50.735>your <00:22:50.843>company, <00:22:50.950>right? <00:22:51.058>We <00:22:51.166>help <00:22:51.273>We <00:22:51.381>help <00:22:51.489>our <00:22:51.596>clients <00:22:51.704>with <00:22:51.812>that <00:22:51.920>where

00:22:53.070 --> 00:22:53.080 align:start position:0%
<00:22:53.070>help <00:22:53.071>our <00:22:53.073>clients <00:22:53.075>with <00:22:53.077>that <00:22:53.079>where

00:22:53.080 --> 00:22:55.630 align:start position:0%
<00:22:53.080>help <00:22:53.196>our <00:22:53.313>clients <00:22:53.429>with <00:22:53.546>that <00:22:53.663>where <00:22:53.780>you <00:22:53.896>the <00:22:54.013>context <00:22:54.129>here <00:22:54.246>is <00:22:54.363>aware <00:22:54.480>that

00:22:55.630 --> 00:22:55.640 align:start position:0%
<00:22:55.630>you <00:22:55.631>the <00:22:55.633>context <00:22:55.634>here <00:22:55.636>is <00:22:55.637>aware <00:22:55.639>that

00:22:55.640 --> 00:22:57.790 align:start position:0%
<00:22:55.640>you <00:22:55.756>the <00:22:55.873>context <00:22:55.990>here <00:22:56.106>is <00:22:56.223>aware <00:22:56.340>that <00:22:56.456>they're <00:22:56.573>doing <00:22:56.690>two <00:22:56.806>different <00:22:56.923>things <00:22:57.040>or

00:22:57.790 --> 00:22:57.800 align:start position:0%
<00:22:57.790>they're <00:22:57.791>doing <00:22:57.793>two <00:22:57.795>different <00:22:57.797>things <00:22:57.799>or

00:22:57.800 --> 00:23:00.350 align:start position:0%
<00:22:57.800>they're <00:22:57.916>doing <00:22:58.033>two <00:22:58.149>different <00:22:58.266>things <00:22:58.383>or <00:22:58.500>two <00:22:58.616>similar <00:22:58.733>things. <00:22:58.850>So, <00:22:58.966>when <00:22:59.083>the <00:22:59.200>agent

00:23:00.350 --> 00:23:00.360 align:start position:0%
<00:23:00.350>two <00:23:00.351>similar <00:23:00.352>things. <00:23:00.354>So, <00:23:00.356>when <00:23:00.357>the <00:23:00.359>agent

00:23:00.360 --> 00:23:02.390 align:start position:0%
<00:23:00.360>two <00:23:00.467>similar <00:23:00.575>things. <00:23:00.683>So, <00:23:00.790>when <00:23:00.898>the <00:23:01.006>agent <00:23:01.113>process <00:23:01.221>the <00:23:01.329>data, <00:23:01.436>I'll <00:23:01.544>give <00:23:01.652>an <00:23:01.760>answer,

00:23:02.390 --> 00:23:02.400 align:start position:0%
<00:23:02.390>process <00:23:02.391>the <00:23:02.393>data, <00:23:02.394>I'll <00:23:02.396>give <00:23:02.397>an <00:23:02.399>answer,

00:23:02.400 --> 00:23:04.070 align:start position:0%
<00:23:02.400>process <00:23:02.516>the <00:23:02.633>data, <00:23:02.750>I'll <00:23:02.866>give <00:23:02.983>an <00:23:03.100>answer, <00:23:03.216>can <00:23:03.333>directly, <00:23:03.450>you <00:23:03.566>know, <00:23:03.683>leverage <00:23:03.800>what's

00:23:04.070 --> 00:23:04.080 align:start position:0%
<00:23:04.070>can <00:23:04.071>directly, <00:23:04.073>you <00:23:04.075>know, <00:23:04.077>leverage <00:23:04.079>what's

00:23:04.080 --> 00:23:05.790 align:start position:0%
<00:23:04.080>can <00:23:04.207>directly, <00:23:04.334>you <00:23:04.461>know, <00:23:04.589>leverage <00:23:04.716>what's <00:23:04.843>happening <00:23:04.970>on <00:23:05.098>another <00:23:05.225>corner <00:23:05.352>of <00:23:05.480>your

00:23:05.790 --> 00:23:05.800 align:start position:0%
<00:23:05.790>happening <00:23:05.791>on <00:23:05.793>another <00:23:05.795>corner <00:23:05.797>of <00:23:05.799>your

00:23:05.800 --> 00:23:08.510 align:start position:0%
<00:23:05.800>happening <00:23:05.927>on <00:23:06.054>another <00:23:06.181>corner <00:23:06.309>of <00:23:06.436>your <00:23:06.563>company, <00:23:06.690>right? <00:23:06.818>Um <00:23:06.945>cuz <00:23:07.072>otherwise <00:23:07.200>you're

00:23:08.510 --> 00:23:08.520 align:start position:0%
<00:23:08.510>company, <00:23:08.511>right? <00:23:08.513>Um <00:23:08.515>cuz <00:23:08.517>otherwise <00:23:08.519>you're

00:23:08.520 --> 00:23:10.310 align:start position:0%
<00:23:08.520>company, <00:23:08.675>right? <00:23:08.831>Um <00:23:08.986>cuz <00:23:09.142>otherwise <00:23:09.297>you're <00:23:09.453>going <00:23:09.608>to <00:23:09.764>start <00:23:09.920>building

00:23:10.310 --> 00:23:10.320 align:start position:0%
<00:23:10.310>going <00:23:10.312>to <00:23:10.316>start <00:23:10.319>building

00:23:10.320 --> 00:23:13.390 align:start position:0%
<00:23:10.320>going <00:23:10.460>to <00:23:10.600>start <00:23:10.740>building <00:23:10.879>let's <00:23:11.020>call <00:23:11.159>it <00:23:11.300>factions <00:23:11.439>of <00:23:11.580>AI <00:23:11.720>agent.

00:23:13.390 --> 00:23:13.400 align:start position:0%
<00:23:13.390>let's <00:23:13.391>call <00:23:13.393>it <00:23:13.394>factions <00:23:13.396>of <00:23:13.397>AI <00:23:13.399>agent.

00:23:13.400 --> 00:23:16.150 align:start position:0%
<00:23:13.400>let's <00:23:13.507>call <00:23:13.615>it <00:23:13.723>factions <00:23:13.830>of <00:23:13.938>AI <00:23:14.046>agent. <00:23:14.153>And <00:23:14.261>it <00:23:14.369>looks <00:23:14.476>really <00:23:14.584>good <00:23:14.692>locally, <00:23:14.800>but

00:23:16.150 --> 00:23:16.160 align:start position:0%
<00:23:16.150>And <00:23:16.151>it <00:23:16.153>looks <00:23:16.154>really <00:23:16.156>good <00:23:16.157>locally, <00:23:16.159>but

00:23:16.160 --> 00:23:17.950 align:start position:0%
<00:23:16.160>And <00:23:16.267>it <00:23:16.375>looks <00:23:16.483>really <00:23:16.590>good <00:23:16.698>locally, <00:23:16.806>but <00:23:16.913>then <00:23:17.021>when <00:23:17.129>you <00:23:17.236>think <00:23:17.344>about <00:23:17.452>a <00:23:17.560>company,

00:23:17.950 --> 00:23:17.960 align:start position:0%
<00:23:17.950>then <00:23:17.951>when <00:23:17.953>you <00:23:17.954>think <00:23:17.956>about <00:23:17.957>a <00:23:17.959>company,

00:23:17.960 --> 00:23:19.750 align:start position:0%
<00:23:17.960>then <00:23:18.060>when <00:23:18.160>you <00:23:18.260>think <00:23:18.360>about <00:23:18.460>a <00:23:18.560>company, <00:23:18.660>it's <00:23:18.760>a <00:23:18.860>bunch <00:23:18.960>of <00:23:19.060>processes <00:23:19.160>that <00:23:19.260>need <00:23:19.360>to

00:23:19.750 --> 00:23:19.760 align:start position:0%
<00:23:19.750>it's <00:23:19.751>a <00:23:19.752>bunch <00:23:19.753>of <00:23:19.755>processes <00:23:19.756>that <00:23:19.757>need <00:23:19.759>to

00:23:19.760 --> 00:23:22.670 align:start position:0%
<00:23:19.760>it's <00:23:19.860>a <00:23:19.960>bunch <00:23:20.060>of <00:23:20.160>processes <00:23:20.260>that <00:23:20.360>need <00:23:20.460>to <00:23:20.560>connect <00:23:20.660>to <00:23:20.760>each <00:23:20.860>other, <00:23:20.960>then <00:23:21.060>it <00:23:21.160>breaks.

00:23:22.670 --> 00:23:22.680 align:start position:0%
<00:23:22.670>connect <00:23:22.671>to <00:23:22.673>each <00:23:22.674>other, <00:23:22.676>then <00:23:22.677>it <00:23:22.679>breaks.

00:23:22.680 --> 00:23:23.750 align:start position:0%
<00:23:22.680>connect <00:23:22.800>to <00:23:22.920>each <00:23:23.041>other, <00:23:23.161>then <00:23:23.281>it <00:23:23.402>breaks. <00:23:23.522>Simply, <00:23:23.643>right?

00:23:23.750 --> 00:23:23.760 align:start position:0%
<00:23:23.750>Simply, <00:23:23.759>right?

00:23:23.760 --> 00:23:25.070 align:start position:0%
<00:23:23.760>Simply, <00:23:24.153>right? <00:23:24.546>&gt;&gt; <00:23:24.938>Totally.

00:23:25.070 --> 00:23:25.080 align:start position:0%
<00:23:25.070>&gt;&gt; <00:23:25.079>Totally.

00:23:25.080 --> 00:23:26.950 align:start position:0%
<00:23:25.080>&gt;&gt; <00:23:25.429>Totally. <00:23:25.780>All <00:23:26.129>right. <00:23:26.480>Um

00:23:26.950 --> 00:23:26.960 align:start position:0%
<00:23:26.950>All <00:23:26.954>right. <00:23:26.959>Um

00:23:26.960 --> 00:23:30.030 align:start position:0%
<00:23:26.960>All <00:23:27.100>right. <00:23:27.240>Um <00:23:27.380>so, <00:23:27.520>to <00:23:27.660>close, <00:23:27.800>I <00:23:27.940>would <00:23:28.080>like <00:23:28.220>to <00:23:28.360>challenge

00:23:30.030 --> 00:23:30.040 align:start position:0%
<00:23:30.030>so, <00:23:30.031>to <00:23:30.032>close, <00:23:30.033>I <00:23:30.035>would <00:23:30.036>like <00:23:30.037>to <00:23:30.039>challenge

00:23:30.040 --> 00:23:32.550 align:start position:0%
<00:23:30.040>so, <00:23:30.139>to <00:23:30.240>close, <00:23:30.340>I <00:23:30.440>would <00:23:30.540>like <00:23:30.639>to <00:23:30.740>challenge <00:23:30.840>some <00:23:30.940>assumptions <00:23:31.040>and <00:23:31.139>give <00:23:31.240>the <00:23:31.340>audience <00:23:31.440>a

00:23:32.550 --> 00:23:32.560 align:start position:0%
<00:23:32.550>some <00:23:32.551>assumptions <00:23:32.553>and <00:23:32.554>give <00:23:32.556>the <00:23:32.557>audience <00:23:32.559>a

00:23:32.560 --> 00:23:34.550 align:start position:0%
<00:23:32.560>some <00:23:32.687>assumptions <00:23:32.814>and <00:23:32.941>give <00:23:33.069>the <00:23:33.196>audience <00:23:33.323>a <00:23:33.450>little <00:23:33.578>bit <00:23:33.705>of <00:23:33.832>a <00:23:33.960>takeaway.

00:23:34.550 --> 00:23:34.560 align:start position:0%
<00:23:34.550>little <00:23:34.552>bit <00:23:34.554>of <00:23:34.556>a <00:23:34.559>takeaway.

00:23:34.560 --> 00:23:35.990 align:start position:0%
<00:23:34.560>little <00:23:34.817>bit <00:23:35.074>of <00:23:35.332>a <00:23:35.589>takeaway. <00:23:35.847>Um

00:23:35.990 --> 00:23:36.000 align:start position:0%
Um

00:23:36.000 --> 00:23:39.270 align:start position:0%
<00:23:36.000>Um <00:23:36.155>what <00:23:36.311>is <00:23:36.466>one <00:23:36.622>and <00:23:36.777>name <00:23:36.933>Try <00:23:37.088>to <00:23:37.244>only <00:23:37.400>name

00:23:39.270 --> 00:23:39.280 align:start position:0%
<00:23:39.270>what <00:23:39.271>is <00:23:39.272>one <00:23:39.273>and <00:23:39.274>name <00:23:39.275>Try <00:23:39.276>to <00:23:39.277>only <00:23:39.279>name

00:23:39.280 --> 00:23:43.470 align:start position:0%
<00:23:39.280>what <00:23:39.379>is <00:23:39.480>one <00:23:39.580>and <00:23:39.680>name <00:23:39.780>Try <00:23:39.879>to <00:23:39.980>only <00:23:40.080>name <00:23:40.180>one <00:23:40.280>popular <00:23:40.379>belief <00:23:40.480>about <00:23:40.580>enterprise <00:23:40.680>AI

00:23:43.470 --> 00:23:43.480 align:start position:0%
<00:23:43.470>one <00:23:43.471>popular <00:23:43.473>belief <00:23:43.475>about <00:23:43.477>enterprise <00:23:43.479>AI

00:23:43.480 --> 00:23:46.230 align:start position:0%
<00:23:43.480>one <00:23:43.596>popular <00:23:43.713>belief <00:23:43.830>about <00:23:43.946>enterprise <00:23:44.063>AI <00:23:44.180>that <00:23:44.296>you <00:23:44.413>think <00:23:44.530>is <00:23:44.646>wrong <00:23:44.763>or <00:23:44.880>dangerously

00:23:46.230 --> 00:23:46.240 align:start position:0%
<00:23:46.230>that <00:23:46.231>you <00:23:46.233>think <00:23:46.234>is <00:23:46.236>wrong <00:23:46.237>or <00:23:46.239>dangerously

00:23:46.240 --> 00:23:49.470 align:start position:0%
<00:23:46.240>that <00:23:46.356>you <00:23:46.473>think <00:23:46.590>is <00:23:46.706>wrong <00:23:46.823>or <00:23:46.940>dangerously <00:23:47.056>over <00:23:47.173>simplified. <00:23:47.290>Stay. <00:23:47.406>Maybe <00:23:47.523>you <00:23:47.640>first.

00:23:49.470 --> 00:23:49.480 align:start position:0%
<00:23:49.470>over <00:23:49.471>simplified. <00:23:49.473>Stay. <00:23:49.475>Maybe <00:23:49.477>you <00:23:49.479>first.

00:23:49.480 --> 00:23:51.950 align:start position:0%
<00:23:49.480>over <00:23:49.580>simplified. <00:23:49.680>Stay. <00:23:49.780>Maybe <00:23:49.880>you <00:23:49.980>first. <00:23:50.080>&gt;&gt; <00:23:50.180>Uh <00:23:50.280>yeah, <00:23:50.380>that <00:23:50.480>you <00:23:50.580>can't <00:23:50.680>or <00:23:50.780>you <00:23:50.880>shouldn't

00:23:51.950 --> 00:23:51.960 align:start position:0%
<00:23:51.950>&gt;&gt; <00:23:51.951>Uh <00:23:51.952>yeah, <00:23:51.953>that <00:23:51.954>you <00:23:51.955>can't <00:23:51.956>or <00:23:51.957>you <00:23:51.959>shouldn't

00:23:51.960 --> 00:23:54.350 align:start position:0%
<00:23:51.960>&gt;&gt; <00:23:52.076>Uh <00:23:52.193>yeah, <00:23:52.310>that <00:23:52.426>you <00:23:52.543>can't <00:23:52.660>or <00:23:52.776>you <00:23:52.893>shouldn't <00:23:53.010>use <00:23:53.126>it <00:23:53.243>in <00:23:53.360>safety-critical,

00:23:54.350 --> 00:23:54.360 align:start position:0%
<00:23:54.350>use <00:23:54.352>it <00:23:54.356>in <00:23:54.359>safety-critical,

00:23:54.360 --> 00:23:58.310 align:start position:0%
<00:23:54.360>use <00:23:54.639>it <00:23:54.919>in <00:23:55.199>safety-critical, <00:23:55.479>error-sensitive <00:23:55.760>contexts.

00:23:58.320 --> 00:24:00.830 align:start position:0%
<00:23:58.320>&gt;&gt; <00:23:58.447>So, <00:23:58.574>I <00:23:58.701>think <00:23:58.829>AI <00:23:58.956>is <00:23:59.083>a <00:23:59.210>tool <00:23:59.338>at <00:23:59.465>the <00:23:59.592>end <00:23:59.720>of

00:24:00.830 --> 00:24:00.840 align:start position:0%
<00:24:00.830>&gt;&gt; <00:24:00.830>So, <00:24:00.831>I <00:24:00.832>think <00:24:00.833>AI <00:24:00.834>is <00:24:00.834>a <00:24:00.835>tool <00:24:00.836>at <00:24:00.837>the <00:24:00.838>end <00:24:00.839>of

00:24:00.840 --> 00:24:04.150 align:start position:0%
<00:24:00.840>&gt;&gt; <00:24:00.922>So, <00:24:01.004>I <00:24:01.087>think <00:24:01.169>AI <00:24:01.251>is <00:24:01.334>a <00:24:01.416>tool <00:24:01.498>at <00:24:01.581>the <00:24:01.663>end <00:24:01.745>of <00:24:01.828>the <00:24:01.910>day. <00:24:01.992>Um <00:24:02.075>applications <00:24:02.157>which <00:24:02.240>bring

00:24:04.150 --> 00:24:04.160 align:start position:0%
<00:24:04.150>the <00:24:04.151>day. <00:24:04.153>Um <00:24:04.155>applications <00:24:04.157>which <00:24:04.159>bring

00:24:04.160 --> 00:24:06.190 align:start position:0%
<00:24:04.160>the <00:24:04.287>day. <00:24:04.414>Um <00:24:04.541>applications <00:24:04.669>which <00:24:04.796>bring <00:24:04.923>real <00:24:05.050>business <00:24:05.178>value, <00:24:05.305>that's <00:24:05.432>I <00:24:05.560>think

00:24:06.190 --> 00:24:06.200 align:start position:0%
<00:24:06.190>real <00:24:06.191>business <00:24:06.193>value, <00:24:06.195>that's <00:24:06.197>I <00:24:06.199>think

00:24:06.200 --> 00:24:09.630 align:start position:0%
<00:24:06.200>real <00:24:06.300>business <00:24:06.400>value, <00:24:06.500>that's <00:24:06.600>I <00:24:06.700>think <00:24:06.800>where <00:24:06.900>AI <00:24:07.000>AI <00:24:07.100>has <00:24:07.200>the <00:24:07.300>value <00:24:07.400>AI <00:24:07.500>brings <00:24:07.600>the

00:24:09.630 --> 00:24:09.640 align:start position:0%
<00:24:09.630>where <00:24:09.631>AI <00:24:09.632>AI <00:24:09.633>has <00:24:09.634>the <00:24:09.635>value <00:24:09.636>AI <00:24:09.637>brings <00:24:09.639>the

00:24:09.640 --> 00:24:11.950 align:start position:0%
<00:24:09.640>where <00:24:09.733>AI <00:24:09.826>AI <00:24:09.920>has <00:24:10.013>the <00:24:10.106>value <00:24:10.200>AI <00:24:10.293>brings <00:24:10.386>the <00:24:10.480>value. <00:24:10.573>AI <00:24:10.666>itself <00:24:10.760>is <00:24:10.853>is <00:24:10.946>really <00:24:11.040>not

00:24:11.950 --> 00:24:11.960 align:start position:0%
<00:24:11.950>value. <00:24:11.951>AI <00:24:11.953>itself <00:24:11.954>is <00:24:11.956>is <00:24:11.957>really <00:24:11.959>not

00:24:11.960 --> 00:24:14.230 align:start position:0%
<00:24:11.960>value. <00:24:12.100>AI <00:24:12.240>itself <00:24:12.380>is <00:24:12.520>is <00:24:12.660>really <00:24:12.800>not <00:24:12.940>bringing <00:24:13.080>otherwise <00:24:13.220>value, <00:24:13.360>right?

00:24:14.230 --> 00:24:14.240 align:start position:0%
<00:24:14.230>bringing <00:24:14.233>otherwise <00:24:14.236>value, <00:24:14.239>right?

00:24:14.240 --> 00:24:16.710 align:start position:0%
<00:24:14.240>bringing <00:24:14.415>otherwise <00:24:14.590>value, <00:24:14.765>right? <00:24:14.940>Anything <00:24:15.115>that's <00:24:15.290>really <00:24:15.465>helping <00:24:15.640>solve

00:24:16.710 --> 00:24:16.720 align:start position:0%
<00:24:16.710>Anything <00:24:16.712>that's <00:24:16.714>really <00:24:16.716>helping <00:24:16.719>solve

00:24:16.720 --> 00:24:19.070 align:start position:0%
<00:24:16.720>Anything <00:24:16.875>that's <00:24:17.031>really <00:24:17.186>helping <00:24:17.342>solve <00:24:17.497>internal, <00:24:17.653>you <00:24:17.808>know, <00:24:17.964>manual <00:24:18.120>workflows,

00:24:19.070 --> 00:24:19.080 align:start position:0%
<00:24:19.070>internal, <00:24:19.072>you <00:24:19.074>know, <00:24:19.076>manual <00:24:19.079>workflows,

00:24:19.080 --> 00:24:21.550 align:start position:0%
<00:24:19.080>internal, <00:24:19.196>you <00:24:19.313>know, <00:24:19.429>manual <00:24:19.546>workflows, <00:24:19.663>etc. <00:24:19.780>like <00:24:19.896>really <00:24:20.013>has <00:24:20.129>some <00:24:20.246>kind <00:24:20.363>of <00:24:20.480>value.

00:24:21.550 --> 00:24:21.560 align:start position:0%
<00:24:21.550>etc. <00:24:21.551>like <00:24:21.552>really <00:24:21.553>has <00:24:21.555>some <00:24:21.556>kind <00:24:21.557>of <00:24:21.559>value.

00:24:21.560 --> 00:24:23.190 align:start position:0%
<00:24:21.560>etc. <00:24:21.647>like <00:24:21.735>really <00:24:21.822>has <00:24:21.909>some <00:24:21.997>kind <00:24:22.085>of <00:24:22.172>value. <00:24:22.260>And <00:24:22.347>then <00:24:22.435>also <00:24:22.522>I <00:24:22.610>think <00:24:22.697>there <00:24:22.784>is <00:24:22.872>the <00:24:22.960>other

00:24:23.190 --> 00:24:23.200 align:start position:0%
<00:24:23.190>And <00:24:23.191>then <00:24:23.192>also <00:24:23.193>I <00:24:23.194>think <00:24:23.195>there <00:24:23.196>is <00:24:23.197>the <00:24:23.199>other

00:24:23.200 --> 00:24:24.030 align:start position:0%
<00:24:23.200>And <00:24:23.267>then <00:24:23.335>also <00:24:23.403>I <00:24:23.471>think <00:24:23.539>there <00:24:23.607>is <00:24:23.675>the <00:24:23.743>other <00:24:23.811>misconception <00:24:23.879>[clears <00:24:23.947>throat]

00:24:24.030 --> 00:24:24.040 align:start position:0%
<00:24:24.030>misconception <00:24:24.034>[clears <00:24:24.039>throat]

00:24:24.040 --> 00:24:25.910 align:start position:0%
<00:24:24.040>misconception <00:24:24.506>[clears <00:24:24.973>throat] <00:24:25.440>that

00:24:25.910 --> 00:24:25.920 align:start position:0%
that

00:24:25.920 --> 00:24:28.470 align:start position:0%
<00:24:25.920>that <00:24:26.075>there <00:24:26.231>is <00:24:26.386>AI <00:24:26.542>is <00:24:26.697>going <00:24:26.853>to <00:24:27.008>remove <00:24:27.164>jobs. <00:24:27.320>I

00:24:28.470 --> 00:24:28.480 align:start position:0%
<00:24:28.470>there <00:24:28.471>is <00:24:28.472>AI <00:24:28.473>is <00:24:28.474>going <00:24:28.475>to <00:24:28.476>remove <00:24:28.477>jobs. <00:24:28.479>I

00:24:28.480 --> 00:24:30.270 align:start position:0%
<00:24:28.480>there <00:24:28.567>is <00:24:28.655>AI <00:24:28.742>is <00:24:28.830>going <00:24:28.917>to <00:24:29.005>remove <00:24:29.092>jobs. <00:24:29.180>I <00:24:29.267>think <00:24:29.355>again <00:24:29.442>going <00:24:29.530>back <00:24:29.617>to <00:24:29.705>that <00:24:29.792>point <00:24:29.880>you

00:24:30.270 --> 00:24:30.280 align:start position:0%
<00:24:30.270>think <00:24:30.271>again <00:24:30.272>going <00:24:30.273>back <00:24:30.275>to <00:24:30.276>that <00:24:30.277>point <00:24:30.279>you

00:24:30.280 --> 00:24:32.230 align:start position:0%
<00:24:30.280>think <00:24:30.367>again <00:24:30.455>going <00:24:30.542>back <00:24:30.629>to <00:24:30.717>that <00:24:30.805>point <00:24:30.892>you <00:24:30.980>said, <00:24:31.067>I <00:24:31.155>I <00:24:31.242>don't <00:24:31.330>think <00:24:31.417>AI <00:24:31.504>is <00:24:31.592>going <00:24:31.680>to

00:24:32.230 --> 00:24:32.240 align:start position:0%
<00:24:32.230>said, <00:24:32.231>I <00:24:32.232>I <00:24:32.233>don't <00:24:32.234>think <00:24:32.235>AI <00:24:32.236>is <00:24:32.237>going <00:24:32.239>to

00:24:32.240 --> 00:24:35.190 align:start position:0%
<00:24:32.240>said, <00:24:32.327>I <00:24:32.415>I <00:24:32.502>don't <00:24:32.590>think <00:24:32.677>AI <00:24:32.765>is <00:24:32.852>going <00:24:32.940>to <00:24:33.027>remove <00:24:33.115>jobs. <00:24:33.202>AI <00:24:33.290>is <00:24:33.377>going <00:24:33.465>to <00:24:33.552>repe- <00:24:33.640>remove

00:24:35.190 --> 00:24:35.200 align:start position:0%
<00:24:35.190>remove <00:24:35.191>jobs. <00:24:35.192>AI <00:24:35.193>is <00:24:35.195>going <00:24:35.196>to <00:24:35.197>repe- <00:24:35.199>remove

00:24:35.200 --> 00:24:37.310 align:start position:0%
<00:24:35.200>remove <00:24:35.307>jobs. <00:24:35.415>AI <00:24:35.523>is <00:24:35.630>going <00:24:35.738>to <00:24:35.846>repe- <00:24:35.953>remove <00:24:36.061>repetitive <00:24:36.169>work, <00:24:36.276>but <00:24:36.384>we <00:24:36.492>still <00:24:36.600>need

00:24:37.310 --> 00:24:37.320 align:start position:0%
<00:24:37.310>repetitive <00:24:37.311>work, <00:24:37.313>but <00:24:37.315>we <00:24:37.317>still <00:24:37.319>need

00:24:37.320 --> 00:24:39.390 align:start position:0%
<00:24:37.320>repetitive <00:24:37.475>work, <00:24:37.631>but <00:24:37.786>we <00:24:37.942>still <00:24:38.097>need <00:24:38.253>humans <00:24:38.408>to <00:24:38.564>really <00:24:38.720>be

00:24:39.390 --> 00:24:39.400 align:start position:0%
<00:24:39.390>humans <00:24:39.393>to <00:24:39.396>really <00:24:39.399>be

00:24:39.400 --> 00:24:41.470 align:start position:0%
<00:24:39.400>humans <00:24:39.527>to <00:24:39.654>really <00:24:39.781>be <00:24:39.909>working <00:24:40.036>together <00:24:40.163>with <00:24:40.290>AI <00:24:40.418>to <00:24:40.545>get <00:24:40.672>the <00:24:40.800>best

00:24:41.470 --> 00:24:41.480 align:start position:0%
<00:24:41.470>working <00:24:41.471>together <00:24:41.472>with <00:24:41.473>AI <00:24:41.475>to <00:24:41.476>get <00:24:41.477>the <00:24:41.479>best

00:24:41.480 --> 00:24:42.910 align:start position:0%
<00:24:41.480>working <00:24:41.640>together <00:24:41.801>with <00:24:41.962>AI <00:24:42.123>to <00:24:42.284>get <00:24:42.445>the <00:24:42.606>best <00:24:42.767>result.

00:24:42.910 --> 00:24:42.920 align:start position:0%
result.

00:24:42.920 --> 00:24:44.630 align:start position:0%
<00:24:42.920>result. <00:24:43.386>Thank <00:24:43.853>you. <00:24:44.320>Guillaume.

00:24:44.630 --> 00:24:44.640 align:start position:0%
<00:24:44.630>Thank <00:24:44.634>you. <00:24:44.639>Guillaume.

00:24:44.640 --> 00:24:46.510 align:start position:0%
<00:24:44.640>Thank <00:24:44.780>you. <00:24:44.920>Guillaume. <00:24:45.060>&gt;&gt; <00:24:45.200>Fully <00:24:45.340>align <00:24:45.480>with <00:24:45.620>with <00:24:45.760>those <00:24:45.900>points. <00:24:46.040>I'll

00:24:46.510 --> 00:24:46.520 align:start position:0%
<00:24:46.510>&gt;&gt; <00:24:46.511>Fully <00:24:46.512>align <00:24:46.513>with <00:24:46.515>with <00:24:46.516>those <00:24:46.517>points. <00:24:46.519>I'll

00:24:46.520 --> 00:24:48.990 align:start position:0%
<00:24:46.520>&gt;&gt; <00:24:46.620>Fully <00:24:46.720>align <00:24:46.820>with <00:24:46.920>with <00:24:47.020>those <00:24:47.120>points. <00:24:47.220>I'll <00:24:47.320>just <00:24:47.420>add <00:24:47.520>a <00:24:47.620>simpler <00:24:47.720>one <00:24:47.820>that's <00:24:47.920>not

00:24:48.990 --> 00:24:49.000 align:start position:0%
<00:24:48.990>just <00:24:48.991>add <00:24:48.993>a <00:24:48.994>simpler <00:24:48.996>one <00:24:48.997>that's <00:24:48.999>not

00:24:49.000 --> 00:24:50.790 align:start position:0%
<00:24:49.000>just <00:24:49.107>add <00:24:49.215>a <00:24:49.323>simpler <00:24:49.430>one <00:24:49.538>that's <00:24:49.646>not <00:24:49.753>fighting, <00:24:49.861>but <00:24:49.969>I <00:24:50.076>encounter <00:24:50.184>a <00:24:50.292>lot. <00:24:50.400>It's

00:24:50.790 --> 00:24:50.800 align:start position:0%
<00:24:50.790>fighting, <00:24:50.791>but <00:24:50.793>I <00:24:50.794>encounter <00:24:50.796>a <00:24:50.797>lot. <00:24:50.799>It's

00:24:50.800 --> 00:24:53.470 align:start position:0%
<00:24:50.800>fighting, <00:24:50.893>but <00:24:50.986>I <00:24:51.080>encounter <00:24:51.173>a <00:24:51.266>lot. <00:24:51.360>It's <00:24:51.453>just <00:24:51.546>it's <00:24:51.639>not <00:24:51.733>my <00:24:51.826>magic, <00:24:51.919>right? <00:24:52.013>AI <00:24:52.106>is <00:24:52.200>not

00:24:53.470 --> 00:24:53.480 align:start position:0%
<00:24:53.470>just <00:24:53.471>it's <00:24:53.472>not <00:24:53.473>my <00:24:53.474>magic, <00:24:53.475>right? <00:24:53.476>AI <00:24:53.477>is <00:24:53.479>not

00:24:53.480 --> 00:24:56.030 align:start position:0%
<00:24:53.480>just <00:24:53.567>it's <00:24:53.655>not <00:24:53.742>my <00:24:53.830>magic, <00:24:53.917>right? <00:24:54.005>AI <00:24:54.092>is <00:24:54.180>not <00:24:54.267>magic. <00:24:54.355>A <00:24:54.442>lot <00:24:54.530>of <00:24:54.617>reaction <00:24:54.705>from <00:24:54.792>client <00:24:54.880>or

00:24:56.030 --> 00:24:56.040 align:start position:0%
<00:24:56.030>magic. <00:24:56.031>A <00:24:56.032>lot <00:24:56.033>of <00:24:56.035>reaction <00:24:56.036>from <00:24:56.037>client <00:24:56.039>or

00:24:56.040 --> 00:24:57.830 align:start position:0%
<00:24:56.040>magic. <00:24:56.133>A <00:24:56.226>lot <00:24:56.320>of <00:24:56.413>reaction <00:24:56.506>from <00:24:56.600>client <00:24:56.693>or <00:24:56.786>people <00:24:56.879>I <00:24:56.973>talk <00:24:57.066>with <00:24:57.159>or <00:24:57.253>you <00:24:57.346>know, <00:24:57.440>it's

00:24:57.830 --> 00:24:57.840 align:start position:0%
<00:24:57.830>people <00:24:57.831>I <00:24:57.832>talk <00:24:57.833>with <00:24:57.835>or <00:24:57.836>you <00:24:57.837>know, <00:24:57.839>it's

00:24:57.840 --> 00:25:00.230 align:start position:0%
<00:24:57.840>people <00:24:57.939>I <00:24:58.040>talk <00:24:58.139>with <00:24:58.240>or <00:24:58.340>you <00:24:58.439>know, <00:24:58.540>it's <00:24:58.639>those <00:24:58.740>sentence <00:24:58.840>you <00:24:58.939>may <00:24:59.040>have <00:24:59.139>heard, <00:24:59.240>why

00:25:00.230 --> 00:25:00.240 align:start position:0%
<00:25:00.230>those <00:25:00.231>sentence <00:25:00.233>you <00:25:00.234>may <00:25:00.236>have <00:25:00.237>heard, <00:25:00.239>why

00:25:00.240 --> 00:25:02.190 align:start position:0%
<00:25:00.240>those <00:25:00.380>sentence <00:25:00.520>you <00:25:00.660>may <00:25:00.800>have <00:25:00.940>heard, <00:25:01.080>why <00:25:01.220>don't <00:25:01.360>you, <00:25:01.500>you <00:25:01.640>know,

00:25:02.190 --> 00:25:02.200 align:start position:0%
<00:25:02.190>don't <00:25:02.193>you, <00:25:02.196>you <00:25:02.199>know,

00:25:02.200 --> 00:25:04.710 align:start position:0%
<00:25:02.200>don't <00:25:02.307>you, <00:25:02.415>you <00:25:02.523>know, <00:25:02.630>put <00:25:02.738>an <00:25:02.846>agent <00:25:02.953>to <00:25:03.061>it <00:25:03.169>or <00:25:03.276>why <00:25:03.384>don't <00:25:03.492>you <00:25:03.600>It's

00:25:04.710 --> 00:25:04.720 align:start position:0%
<00:25:04.710>put <00:25:04.711>an <00:25:04.712>agent <00:25:04.713>to <00:25:04.714>it <00:25:04.715>or <00:25:04.716>why <00:25:04.717>don't <00:25:04.718>you <00:25:04.719>It's

00:25:04.720 --> 00:25:06.510 align:start position:0%
<00:25:04.720>put <00:25:04.813>an <00:25:04.906>agent <00:25:05.000>to <00:25:05.093>it <00:25:05.186>or <00:25:05.280>why <00:25:05.373>don't <00:25:05.466>you <00:25:05.560>It's <00:25:05.653>It's <00:25:05.746>more <00:25:05.840>complex <00:25:05.933>than <00:25:06.026>that, <00:25:06.120>right?

00:25:06.510 --> 00:25:06.520 align:start position:0%
<00:25:06.510>It's <00:25:06.511>more <00:25:06.513>complex <00:25:06.515>than <00:25:06.517>that, <00:25:06.519>right?

00:25:06.520 --> 00:25:09.230 align:start position:0%
<00:25:06.520>It's <00:25:06.647>more <00:25:06.774>complex <00:25:06.901>than <00:25:07.029>that, <00:25:07.156>right? <00:25:07.283>Like, <00:25:07.410>we <00:25:07.538>invented <00:25:07.665>the <00:25:07.792>combustion <00:25:07.920>engine,

00:25:09.230 --> 00:25:09.240 align:start position:0%
<00:25:09.230>Like, <00:25:09.231>we <00:25:09.233>invented <00:25:09.235>the <00:25:09.237>combustion <00:25:09.239>engine,

00:25:09.240 --> 00:25:11.470 align:start position:0%
<00:25:09.240>Like, <00:25:09.356>we <00:25:09.473>invented <00:25:09.590>the <00:25:09.706>combustion <00:25:09.823>engine, <00:25:09.940>it <00:25:10.056>didn't <00:25:10.173>mean <00:25:10.290>that <00:25:10.406>we <00:25:10.523>solved <00:25:10.640>everything

00:25:11.470 --> 00:25:11.480 align:start position:0%
<00:25:11.470>it <00:25:11.471>didn't <00:25:11.473>mean <00:25:11.474>that <00:25:11.476>we <00:25:11.477>solved <00:25:11.479>everything

00:25:11.480 --> 00:25:13.310 align:start position:0%
<00:25:11.480>it <00:25:11.596>didn't <00:25:11.713>mean <00:25:11.830>that <00:25:11.946>we <00:25:12.063>solved <00:25:12.180>everything <00:25:12.296>after <00:25:12.413>it <00:25:12.530>independent, <00:25:12.646>you <00:25:12.763>know, <00:25:12.880>directly

00:25:13.310 --> 00:25:13.320 align:start position:0%
<00:25:13.310>after <00:25:13.311>it <00:25:13.313>independent, <00:25:13.315>you <00:25:13.317>know, <00:25:13.319>directly

00:25:13.320 --> 00:25:15.470 align:start position:0%
<00:25:13.320>after <00:25:13.436>it <00:25:13.553>independent, <00:25:13.669>you <00:25:13.786>know, <00:25:13.903>directly <00:25:14.020>like <00:25:14.136>truck <00:25:14.253>and <00:25:14.370>all <00:25:14.486>and <00:25:14.603>all <00:25:14.720>the

00:25:15.470 --> 00:25:15.480 align:start position:0%
<00:25:15.470>like <00:25:15.471>truck <00:25:15.473>and <00:25:15.474>all <00:25:15.476>and <00:25:15.477>all <00:25:15.479>the

00:25:15.480 --> 00:25:17.190 align:start position:0%
<00:25:15.480>like <00:25:15.607>truck <00:25:15.734>and <00:25:15.861>all <00:25:15.989>and <00:25:16.116>all <00:25:16.243>the <00:25:16.370>transportation, <00:25:16.498>right? <00:25:16.625>There's <00:25:16.752>a <00:25:16.880>process

00:25:17.190 --> 00:25:17.200 align:start position:0%
<00:25:17.190>transportation, <00:25:17.192>right? <00:25:17.194>There's <00:25:17.196>a <00:25:17.199>process

00:25:17.200 --> 00:25:19.910 align:start position:0%
<00:25:17.200>transportation, <00:25:17.327>right? <00:25:17.454>There's <00:25:17.581>a <00:25:17.709>process <00:25:17.836>and <00:25:17.963>integration. <00:25:18.090>It's <00:25:18.218>a <00:25:18.345>tool. <00:25:18.472>The <00:25:18.600>moment

00:25:19.910 --> 00:25:19.920 align:start position:0%
<00:25:19.910>and <00:25:19.911>integration. <00:25:19.913>It's <00:25:19.914>a <00:25:19.916>tool. <00:25:19.917>The <00:25:19.919>moment

00:25:19.920 --> 00:25:21.350 align:start position:0%
<00:25:19.920>and <00:25:20.011>integration. <00:25:20.103>It's <00:25:20.195>a <00:25:20.287>tool. <00:25:20.379>The <00:25:20.471>moment <00:25:20.563>you <00:25:20.655>remove <00:25:20.747>that, <00:25:20.839>you <00:25:20.931>know, <00:25:21.023>okay, <00:25:21.115>let <00:25:21.206>me

00:25:21.350 --> 00:25:21.360 align:start position:0%
<00:25:21.350>you <00:25:21.351>remove <00:25:21.352>that, <00:25:21.353>you <00:25:21.355>know, <00:25:21.356>okay, <00:25:21.357>let <00:25:21.359>me

00:25:21.360 --> 00:25:22.750 align:start position:0%
<00:25:21.360>you <00:25:21.449>remove <00:25:21.538>that, <00:25:21.628>you <00:25:21.717>know, <00:25:21.806>okay, <00:25:21.896>let <00:25:21.985>me <00:25:22.074>understand <00:25:22.164>how <00:25:22.253>it <00:25:22.342>works, <00:25:22.432>where <00:25:22.521>do <00:25:22.610>I

00:25:22.750 --> 00:25:22.760 align:start position:0%
<00:25:22.750>understand <00:25:22.751>how <00:25:22.753>it <00:25:22.754>works, <00:25:22.756>where <00:25:22.757>do <00:25:22.759>I

00:25:22.760 --> 00:25:25.150 align:start position:0%
<00:25:22.760>understand <00:25:22.860>how <00:25:22.960>it <00:25:23.060>works, <00:25:23.160>where <00:25:23.260>do <00:25:23.360>I <00:25:23.460>integrate, <00:25:23.560>what <00:25:23.660>do <00:25:23.760>we <00:25:23.860>need, <00:25:23.960>now <00:25:24.060>we <00:25:24.160>can

00:25:25.150 --> 00:25:25.160 align:start position:0%
<00:25:25.150>integrate, <00:25:25.151>what <00:25:25.152>do <00:25:25.153>we <00:25:25.155>need, <00:25:25.156>now <00:25:25.157>we <00:25:25.159>can

00:25:25.160 --> 00:25:26.990 align:start position:0%
<00:25:25.160>integrate, <00:25:25.300>what <00:25:25.440>do <00:25:25.580>we <00:25:25.720>need, <00:25:25.860>now <00:25:26.000>we <00:25:26.140>can <00:25:26.280>make <00:25:26.420>progress, <00:25:26.560>right?

00:25:26.990 --> 00:25:27.000 align:start position:0%
<00:25:26.990>make <00:25:26.994>progress, <00:25:26.999>right?

00:25:27.000 --> 00:25:29.630 align:start position:0%
<00:25:27.000>make <00:25:27.127>progress, <00:25:27.254>right? <00:25:27.381>&gt;&gt; <00:25:27.509>Totally. <00:25:27.636>Thank <00:25:27.763>you <00:25:27.890>so <00:25:28.018>much. <00:25:28.145>Um <00:25:28.272>now <00:25:28.400>we

00:25:29.630 --> 00:25:29.640 align:start position:0%
<00:25:29.630>&gt;&gt; <00:25:29.631>Totally. <00:25:29.632>Thank <00:25:29.633>you <00:25:29.634>so <00:25:29.635>much. <00:25:29.636>Um <00:25:29.637>now <00:25:29.639>we

00:25:29.640 --> 00:25:32.110 align:start position:0%
<00:25:29.640>&gt;&gt; <00:25:29.727>Totally. <00:25:29.815>Thank <00:25:29.902>you <00:25:29.990>so <00:25:30.077>much. <00:25:30.165>Um <00:25:30.252>now <00:25:30.340>we <00:25:30.427>have <00:25:30.515>four <00:25:30.602>more <00:25:30.690>minutes <00:25:30.777>and <00:25:30.865>I <00:25:30.952>would <00:25:31.040>like

00:25:32.110 --> 00:25:32.120 align:start position:0%
<00:25:32.110>have <00:25:32.111>four <00:25:32.112>more <00:25:32.113>minutes <00:25:32.115>and <00:25:32.116>I <00:25:32.117>would <00:25:32.119>like

00:25:32.120 --> 00:25:34.510 align:start position:0%
<00:25:32.120>have <00:25:32.213>four <00:25:32.306>more <00:25:32.399>minutes <00:25:32.493>and <00:25:32.586>I <00:25:32.679>would <00:25:32.773>like <00:25:32.866>to <00:25:32.959>open <00:25:33.053>the <00:25:33.146>stage <00:25:33.239>to <00:25:33.333>questions <00:25:33.426>from <00:25:33.520>the

00:25:34.510 --> 00:25:34.520 align:start position:0%
<00:25:34.510>to <00:25:34.511>open <00:25:34.512>the <00:25:34.513>stage <00:25:34.515>to <00:25:34.516>questions <00:25:34.517>from <00:25:34.519>the

00:25:34.520 --> 00:25:35.870 align:start position:0%
<00:25:34.520>to <00:25:34.671>open <00:25:34.823>the <00:25:34.975>stage <00:25:35.127>to <00:25:35.279>questions <00:25:35.431>from <00:25:35.583>the <00:25:35.735>audience.

00:25:35.870 --> 00:25:35.880 align:start position:0%
audience.

00:25:35.880 --> 00:25:37.510 align:start position:0%
<00:25:35.880>audience. <00:25:36.035>Um <00:25:36.191>I <00:25:36.346>think <00:25:36.502>you <00:25:36.657>can <00:25:36.813>raise <00:25:36.968>your <00:25:37.124>hand <00:25:37.280>and

00:25:37.510 --> 00:25:37.520 align:start position:0%
<00:25:37.510>Um <00:25:37.511>I <00:25:37.512>think <00:25:37.513>you <00:25:37.514>can <00:25:37.515>raise <00:25:37.516>your <00:25:37.517>hand <00:25:37.519>and

00:25:37.520 --> 00:25:38.150 align:start position:0%
<00:25:37.520>Um <00:25:37.567>I <00:25:37.614>think <00:25:37.661>you <00:25:37.709>can <00:25:37.756>raise <00:25:37.803>your <00:25:37.850>hand <00:25:37.898>and <00:25:37.945>then <00:25:37.992>you <00:25:38.039>get <00:25:38.087>a

00:25:38.150 --> 00:25:38.160 align:start position:0%
<00:25:38.150>then <00:25:38.153>you <00:25:38.156>get <00:25:38.159>a

00:25:38.160 --> 00:25:39.710 align:start position:0%
<00:25:38.160>then <00:25:38.276>you <00:25:38.392>get <00:25:38.508>a <00:25:38.625>&gt;&gt; <00:25:38.741>No, <00:25:38.857>we <00:25:38.973>have <00:25:39.090>the <00:25:39.206>questions <00:25:39.322>here, <00:25:39.438>so <00:25:39.555>it's

00:25:39.710 --> 00:25:39.720 align:start position:0%
<00:25:39.710>&gt;&gt; <00:25:39.711>No, <00:25:39.712>we <00:25:39.713>have <00:25:39.714>the <00:25:39.715>questions <00:25:39.716>here, <00:25:39.717>so <00:25:39.719>it's

00:25:39.720 --> 00:25:40.750 align:start position:0%
<00:25:39.720>&gt;&gt; <00:25:39.797>No, <00:25:39.874>we <00:25:39.951>have <00:25:40.029>the <00:25:40.106>questions <00:25:40.183>here, <00:25:40.260>so <00:25:40.338>it's <00:25:40.415>&gt;&gt; <00:25:40.492>Oh, <00:25:40.569>okay. <00:25:40.647>Sorry.

00:25:40.750 --> 00:25:40.760 align:start position:0%
<00:25:40.750>&gt;&gt; <00:25:40.753>Oh, <00:25:40.756>okay. <00:25:40.759>Sorry.

00:25:40.760 --> 00:25:42.630 align:start position:0%
<00:25:40.760>&gt;&gt; <00:25:40.900>Oh, <00:25:41.040>okay. <00:25:41.180>Sorry. <00:25:41.320>&gt;&gt; <00:25:41.460>Thanks <00:25:41.600>for <00:25:41.740>all <00:25:41.879>speakers. <00:25:42.020>Thanks <00:25:42.160>to

00:25:42.630 --> 00:25:42.640 align:start position:0%
<00:25:42.630>&gt;&gt; <00:25:42.631>Thanks <00:25:42.633>for <00:25:42.634>all <00:25:42.636>speakers. <00:25:42.637>Thanks <00:25:42.639>to

00:25:42.640 --> 00:25:44.630 align:start position:0%
<00:25:42.640>&gt;&gt; <00:25:42.740>Thanks <00:25:42.840>for <00:25:42.940>all <00:25:43.040>speakers. <00:25:43.140>Thanks <00:25:43.240>to <00:25:43.340>Laura. <00:25:43.440>Thanks <00:25:43.540>a <00:25:43.640>lot. <00:25:43.740>So, <00:25:43.840>we <00:25:43.940>have <00:25:44.040>a

00:25:44.630 --> 00:25:44.640 align:start position:0%
<00:25:44.630>Laura. <00:25:44.631>Thanks <00:25:44.632>a <00:25:44.633>lot. <00:25:44.635>So, <00:25:44.636>we <00:25:44.637>have <00:25:44.639>a

00:25:44.640 --> 00:25:47.630 align:start position:0%
<00:25:44.640>Laura. <00:25:44.747>Thanks <00:25:44.855>a <00:25:44.963>lot. <00:25:45.070>So, <00:25:45.178>we <00:25:45.286>have <00:25:45.393>a <00:25:45.501>question <00:25:45.609>from <00:25:45.716>Lucas. <00:25:45.824>He's <00:25:45.932>asking, <00:25:46.040>when

00:25:47.630 --> 00:25:47.640 align:start position:0%
<00:25:47.630>question <00:25:47.631>from <00:25:47.633>Lucas. <00:25:47.635>He's <00:25:47.637>asking, <00:25:47.639>when

00:25:47.640 --> 00:25:50.550 align:start position:0%
<00:25:47.640>question <00:25:47.767>from <00:25:47.894>Lucas. <00:25:48.021>He's <00:25:48.149>asking, <00:25:48.276>when <00:25:48.403>talking <00:25:48.530>about <00:25:48.658>metrics, <00:25:48.785>like <00:25:48.912>for <00:25:49.040>example,

00:25:50.550 --> 00:25:50.560 align:start position:0%
<00:25:50.550>talking <00:25:50.551>about <00:25:50.553>metrics, <00:25:50.555>like <00:25:50.557>for <00:25:50.559>example,

00:25:50.560 --> 00:25:53.710 align:start position:0%
<00:25:50.560>talking <00:25:50.659>about <00:25:50.760>metrics, <00:25:50.860>like <00:25:50.960>for <00:25:51.060>example, <00:25:51.159>Q <00:25:51.260>flops <00:25:51.360>uh <00:25:51.460>per <00:25:51.560>second <00:25:51.659>per <00:25:51.760>dollar, <00:25:51.860>uh <00:25:51.960>do

00:25:53.710 --> 00:25:53.720 align:start position:0%
<00:25:53.710>Q <00:25:53.711>flops <00:25:53.712>uh <00:25:53.713>per <00:25:53.714>second <00:25:53.715>per <00:25:53.716>dollar, <00:25:53.717>uh <00:25:53.719>do

00:25:53.720 --> 00:25:56.350 align:start position:0%
<00:25:53.720>Q <00:25:53.827>flops <00:25:53.935>uh <00:25:54.043>per <00:25:54.150>second <00:25:54.258>per <00:25:54.366>dollar, <00:25:54.473>uh <00:25:54.581>do <00:25:54.689>you <00:25:54.796>not <00:25:54.904>disregard, <00:25:55.012>for <00:25:55.120>example,

00:25:56.350 --> 00:25:56.360 align:start position:0%
<00:25:56.350>you <00:25:56.352>not <00:25:56.354>disregard, <00:25:56.356>for <00:25:56.359>example,

00:25:56.360 --> 00:25:58.590 align:start position:0%
<00:25:56.360>you <00:25:56.560>not <00:25:56.760>disregard, <00:25:56.959>for <00:25:57.159>example, <00:25:57.360>potential <00:25:57.560>architecture <00:25:57.760>support,

00:25:58.590 --> 00:25:58.600 align:start position:0%
<00:25:58.590>potential <00:25:58.594>architecture <00:25:58.599>support,

00:25:58.600 --> 00:26:01.310 align:start position:0%
<00:25:58.600>potential <00:25:58.800>architecture <00:25:59.000>support, <00:25:59.199>uh <00:25:59.399>algorithm, <00:25:59.600>when <00:25:59.800>implementing, <00:26:00.000>for

00:26:01.310 --> 00:26:01.320 align:start position:0%
<00:26:01.310>uh <00:26:01.312>algorithm, <00:26:01.314>when <00:26:01.316>implementing, <00:26:01.319>for

00:26:01.320 --> 00:26:08.430 align:start position:0%
<00:26:01.320>uh <00:26:01.460>algorithm, <00:26:01.600>when <00:26:01.740>implementing, <00:26:01.879>for <00:26:02.020>example, <00:26:02.159>with <00:26:02.300>less <00:26:02.439>Q <00:26:02.580>flops <00:26:02.720>overall?

00:26:08.440 --> 00:26:10.270 align:start position:0%
<00:26:08.440>&gt;&gt; <00:26:08.720>So, <00:26:09.000>so <00:26:09.280>it's <00:26:09.560>on <00:26:09.840>um

00:26:10.270 --> 00:26:10.280 align:start position:0%
<00:26:10.270>&gt;&gt; <00:26:10.271>So, <00:26:10.273>so <00:26:10.275>it's <00:26:10.277>on <00:26:10.279>um

00:26:10.280 --> 00:26:12.790 align:start position:0%
<00:26:10.280>&gt;&gt; <00:26:10.396>So, <00:26:10.513>so <00:26:10.629>it's <00:26:10.746>on <00:26:10.863>um <00:26:10.980>if <00:26:11.096>you <00:26:11.213>can <00:26:11.330>just <00:26:11.446>repeat <00:26:11.563>the <00:26:11.680>end.

00:26:12.790 --> 00:26:12.800 align:start position:0%
<00:26:12.790>if <00:26:12.791>you <00:26:12.793>can <00:26:12.794>just <00:26:12.796>repeat <00:26:12.797>the <00:26:12.799>end.

00:26:12.800 --> 00:26:14.510 align:start position:0%
<00:26:12.800>if <00:26:12.955>you <00:26:13.111>can <00:26:13.266>just <00:26:13.422>repeat <00:26:13.577>the <00:26:13.733>end. <00:26:13.888>&gt;&gt; <00:26:14.044>So, <00:26:14.200>like

00:26:14.510 --> 00:26:14.520 align:start position:0%
<00:26:14.510>&gt;&gt; <00:26:14.514>So, <00:26:14.519>like

00:26:14.520 --> 00:26:16.310 align:start position:0%
<00:26:14.520>&gt;&gt; <00:26:14.720>So, <00:26:14.920>like <00:26:15.120>do <00:26:15.320>you <00:26:15.520>not <00:26:15.720>disregard <00:26:15.920>potential

00:26:16.310 --> 00:26:16.320 align:start position:0%
<00:26:16.310>do <00:26:16.312>you <00:26:16.314>not <00:26:16.316>disregard <00:26:16.319>potential

00:26:16.320 --> 00:26:17.870 align:start position:0%
<00:26:16.320>do <00:26:16.599>you <00:26:16.878>not <00:26:17.157>disregard <00:26:17.436>potential <00:26:17.715>architectures

00:26:17.870 --> 00:26:17.880 align:start position:0%
architectures

00:26:17.880 --> 00:26:20.710 align:start position:0%
<00:26:17.880>architectures <00:26:18.230>supporting <00:26:18.580>algorithm <00:26:18.930>implementation <00:26:19.280>with

00:26:20.710 --> 00:26:20.720 align:start position:0%
<00:26:20.710>supporting <00:26:20.713>algorithm <00:26:20.716>implementation <00:26:20.719>with

00:26:20.720 --> 00:26:23.830 align:start position:0%
<00:26:20.720>supporting <00:26:20.920>algorithm <00:26:21.120>implementation <00:26:21.320>with <00:26:21.520>less <00:26:21.720>Q <00:26:21.920>flops <00:26:22.120>overall?

00:26:23.830 --> 00:26:23.840 align:start position:0%
<00:26:23.830>less <00:26:23.832>Q <00:26:23.836>flops <00:26:23.839>overall?

00:26:23.840 --> 00:26:25.270 align:start position:0%
<00:26:23.840>less <00:26:23.968>Q <00:26:24.097>flops <00:26:24.226>overall? <00:26:24.354>&gt;&gt; <00:26:24.483>So, <00:26:24.612>let's <00:26:24.740>compute, <00:26:24.869>right? <00:26:24.998>That's <00:26:25.127>what

00:26:25.270 --> 00:26:25.280 align:start position:0%
<00:26:25.270>&gt;&gt; <00:26:25.271>So, <00:26:25.273>let's <00:26:25.274>compute, <00:26:25.276>right? <00:26:25.277>That's <00:26:25.279>what

00:26:25.280 --> 00:26:26.350 align:start position:0%
<00:26:25.280>&gt;&gt; <00:26:25.400>So, <00:26:25.520>let's <00:26:25.641>compute, <00:26:25.761>right? <00:26:25.881>That's <00:26:26.002>what <00:26:26.122>we're <00:26:26.243>talking.

00:26:26.350 --> 00:26:26.360 align:start position:0%
<00:26:26.350>we're <00:26:26.359>talking.

00:26:26.360 --> 00:26:27.670 align:start position:0%
<00:26:26.360>we're <00:26:26.949>talking. <00:26:27.539>Um

00:26:27.670 --> 00:26:27.680 align:start position:0%
Um

00:26:27.680 --> 00:26:29.750 align:start position:0%
<00:26:27.680>Um <00:26:27.960>I <00:26:28.240>mean, <00:26:28.520>the <00:26:28.800>compute <00:26:29.080>part

00:26:29.750 --> 00:26:29.760 align:start position:0%
<00:26:29.750>I <00:26:29.752>mean, <00:26:29.754>the <00:26:29.756>compute <00:26:29.759>part

00:26:29.760 --> 00:26:31.470 align:start position:0%
<00:26:29.760>I <00:26:29.867>mean, <00:26:29.975>the <00:26:30.083>compute <00:26:30.190>part <00:26:30.298>I <00:26:30.406>touch <00:26:30.513>on <00:26:30.621>it <00:26:30.729>a <00:26:30.836>little <00:26:30.944>bit <00:26:31.052>earlier <00:26:31.160>on

00:26:31.470 --> 00:26:31.480 align:start position:0%
<00:26:31.470>I <00:26:31.471>touch <00:26:31.472>on <00:26:31.473>it <00:26:31.474>a <00:26:31.475>little <00:26:31.476>bit <00:26:31.477>earlier <00:26:31.479>on

00:26:31.480 --> 00:26:34.150 align:start position:0%
<00:26:31.480>I <00:26:31.567>touch <00:26:31.655>on <00:26:31.742>it <00:26:31.830>a <00:26:31.917>little <00:26:32.005>bit <00:26:32.092>earlier <00:26:32.180>on <00:26:32.267>the <00:26:32.355>inference, <00:26:32.442>the <00:26:32.530>way <00:26:32.617>we <00:26:32.705>approach <00:26:32.792>it <00:26:32.880>is

00:26:34.150 --> 00:26:34.160 align:start position:0%
<00:26:34.150>the <00:26:34.151>inference, <00:26:34.152>the <00:26:34.153>way <00:26:34.155>we <00:26:34.156>approach <00:26:34.157>it <00:26:34.159>is

00:26:34.160 --> 00:26:36.270 align:start position:0%
<00:26:34.160>the <00:26:34.276>inference, <00:26:34.393>the <00:26:34.510>way <00:26:34.626>we <00:26:34.743>approach <00:26:34.860>it <00:26:34.976>is <00:26:35.093>we <00:26:35.210>route <00:26:35.326>our <00:26:35.443>request, <00:26:35.560>right?

00:26:36.270 --> 00:26:36.280 align:start position:0%
<00:26:36.270>we <00:26:36.272>route <00:26:36.274>our <00:26:36.276>request, <00:26:36.279>right?

00:26:36.280 --> 00:26:36.510 align:start position:0%
<00:26:36.280>we <00:26:36.314>route <00:26:36.349>our <00:26:36.383>request, <00:26:36.418>right? <00:26:36.452>&gt;&gt; <00:26:36.487>Okay.

00:26:36.510 --> 00:26:36.520 align:start position:0%
<00:26:36.510>&gt;&gt; <00:26:36.519>Okay.

00:26:36.520 --> 00:26:38.550 align:start position:0%
<00:26:36.520>&gt;&gt; <00:26:36.636>Okay. <00:26:36.753>&gt;&gt; <00:26:36.870>Uh <00:26:36.986>the <00:26:37.103>way <00:26:37.220>we <00:26:37.336>we <00:26:37.453>layer <00:26:37.570>when <00:26:37.686>we <00:26:37.803>did <00:26:37.920>an

00:26:38.550 --> 00:26:38.560 align:start position:0%
<00:26:38.550>&gt;&gt; <00:26:38.550>Uh <00:26:38.551>the <00:26:38.552>way <00:26:38.553>we <00:26:38.554>we <00:26:38.555>layer <00:26:38.556>when <00:26:38.557>we <00:26:38.558>did <00:26:38.559>an

00:26:38.560 --> 00:26:41.750 align:start position:0%
<00:26:38.560>&gt;&gt; <00:26:38.659>Uh <00:26:38.760>the <00:26:38.860>way <00:26:38.960>we <00:26:39.060>we <00:26:39.159>layer <00:26:39.260>when <00:26:39.360>we <00:26:39.460>did <00:26:39.560>an <00:26:39.659>agent, <00:26:39.760>it's <00:26:39.860>really <00:26:39.960>understanding

00:26:41.750 --> 00:26:41.760 align:start position:0%
<00:26:41.750>agent, <00:26:41.753>it's <00:26:41.756>really <00:26:41.759>understanding

00:26:41.760 --> 00:26:44.190 align:start position:0%
<00:26:41.760>agent, <00:26:41.900>it's <00:26:42.040>really <00:26:42.180>understanding <00:26:42.320>which <00:26:42.460>tool <00:26:42.600>I <00:26:42.740>need <00:26:42.879>for <00:26:43.020>which <00:26:43.160>request.

00:26:44.190 --> 00:26:44.200 align:start position:0%
<00:26:44.190>which <00:26:44.191>tool <00:26:44.193>I <00:26:44.194>need <00:26:44.196>for <00:26:44.197>which <00:26:44.199>request.

00:26:44.200 --> 00:26:46.830 align:start position:0%
<00:26:44.200>which <00:26:44.307>tool <00:26:44.415>I <00:26:44.523>need <00:26:44.630>for <00:26:44.738>which <00:26:44.846>request. <00:26:44.953>Because <00:26:45.061>we <00:26:45.169>work <00:26:45.276>with <00:26:45.384>LLM <00:26:45.492>builder, <00:26:45.600>that

00:26:46.830 --> 00:26:46.840 align:start position:0%
<00:26:46.830>Because <00:26:46.831>we <00:26:46.832>work <00:26:46.834>with <00:26:46.836>LLM <00:26:46.837>builder, <00:26:46.839>that

00:26:46.840 --> 00:26:48.350 align:start position:0%
<00:26:46.840>Because <00:26:46.944>we <00:26:47.049>work <00:26:47.153>with <00:26:47.258>LLM <00:26:47.362>builder, <00:26:47.467>that <00:26:47.571>was <00:26:47.676>the <00:26:47.780>beginning <00:26:47.885>of <00:26:47.989>the <00:26:48.094>actually <00:26:48.198>our

00:26:48.350 --> 00:26:48.360 align:start position:0%
<00:26:48.350>was <00:26:48.351>the <00:26:48.352>beginning <00:26:48.354>of <00:26:48.356>the <00:26:48.357>actually <00:26:48.359>our

00:26:48.360 --> 00:26:50.470 align:start position:0%
<00:26:48.360>was <00:26:48.459>the <00:26:48.560>beginning <00:26:48.659>of <00:26:48.760>the <00:26:48.860>actually <00:26:48.959>our <00:26:49.060>business <00:26:49.159>is <00:26:49.260>we <00:26:49.360>we <00:26:49.459>did <00:26:49.560>data <00:26:49.659>labeling <00:26:49.760>for

00:26:50.470 --> 00:26:50.480 align:start position:0%
<00:26:50.470>business <00:26:50.471>is <00:26:50.472>we <00:26:50.473>we <00:26:50.475>did <00:26:50.476>data <00:26:50.477>labeling <00:26:50.479>for

00:26:50.480 --> 00:26:53.070 align:start position:0%
<00:26:50.480>business <00:26:50.580>is <00:26:50.680>we <00:26:50.780>we <00:26:50.880>did <00:26:50.980>data <00:26:51.080>labeling <00:26:51.180>for <00:26:51.280>them. <00:26:51.380>So, <00:26:51.480>over <00:26:51.580>time <00:26:51.680>we <00:26:51.780>understood <00:26:51.880>which

00:26:53.070 --> 00:26:53.080 align:start position:0%
<00:26:53.070>them. <00:26:53.071>So, <00:26:53.072>over <00:26:53.074>time <00:26:53.076>we <00:26:53.077>understood <00:26:53.079>which

00:26:53.080 --> 00:26:54.870 align:start position:0%
<00:26:53.080>them. <00:26:53.173>So, <00:26:53.266>over <00:26:53.360>time <00:26:53.453>we <00:26:53.546>understood <00:26:53.639>which <00:26:53.733>one <00:26:53.826>is <00:26:53.919>good <00:26:54.013>at <00:26:54.106>what, <00:26:54.199>and <00:26:54.293>you'll <00:26:54.386>see <00:26:54.480>a

00:26:54.870 --> 00:26:54.880 align:start position:0%
<00:26:54.870>one <00:26:54.871>is <00:26:54.872>good <00:26:54.873>at <00:26:54.874>what, <00:26:54.875>and <00:26:54.876>you'll <00:26:54.877>see <00:26:54.879>a

00:26:54.880 --> 00:26:58.190 align:start position:0%
<00:26:54.880>one <00:26:54.973>is <00:26:55.066>good <00:26:55.160>at <00:26:55.253>what, <00:26:55.346>and <00:26:55.440>you'll <00:26:55.533>see <00:26:55.626>a <00:26:55.720>very <00:26:55.813>It's <00:26:55.906>very <00:26:56.000>sparse, <00:26:56.093>right? <00:26:56.186>It's <00:26:56.280>very

00:26:58.190 --> 00:26:58.200 align:start position:0%
<00:26:58.190>very <00:26:58.191>It's <00:26:58.193>very <00:26:58.194>sparse, <00:26:58.196>right? <00:26:58.197>It's <00:26:58.199>very

00:26:58.200 --> 00:26:59.750 align:start position:0%
<00:26:58.200>very <00:26:58.326>It's <00:26:58.453>very <00:26:58.580>sparse, <00:26:58.707>right? <00:26:58.834>It's <00:26:58.960>very <00:26:59.087>different. <00:26:59.214>There's <00:26:59.341>a <00:26:59.468>lot <00:26:59.595>of

00:26:59.750 --> 00:26:59.760 align:start position:0%
<00:26:59.750>different. <00:26:59.752>There's <00:26:59.754>a <00:26:59.756>lot <00:26:59.759>of

00:26:59.760 --> 00:27:02.470 align:start position:0%
<00:26:59.760>different. <00:26:59.887>There's <00:27:00.014>a <00:27:00.141>lot <00:27:00.269>of <00:27:00.396>um <00:27:00.523>variability <00:27:00.650>there, <00:27:00.778>and <00:27:00.905>that's <00:27:01.032>how <00:27:01.160>we

00:27:02.470 --> 00:27:02.480 align:start position:0%
<00:27:02.470>um <00:27:02.471>variability <00:27:02.473>there, <00:27:02.474>and <00:27:02.476>that's <00:27:02.477>how <00:27:02.479>we

00:27:02.480 --> 00:27:04.510 align:start position:0%
<00:27:02.480>um <00:27:02.580>variability <00:27:02.680>there, <00:27:02.780>and <00:27:02.880>that's <00:27:02.980>how <00:27:03.080>we <00:27:03.180>manage <00:27:03.280>it <00:27:03.380>in <00:27:03.480>terms <00:27:03.580>of <00:27:03.680>compute <00:27:03.780>for <00:27:03.880>us.

00:27:04.510 --> 00:27:04.520 align:start position:0%
<00:27:04.510>manage <00:27:04.511>it <00:27:04.512>in <00:27:04.513>terms <00:27:04.515>of <00:27:04.516>compute <00:27:04.517>for <00:27:04.519>us.

00:27:04.520 --> 00:27:04.910 align:start position:0%
<00:27:04.520>manage <00:27:04.559>it <00:27:04.598>in <00:27:04.637>terms <00:27:04.676>of <00:27:04.715>compute <00:27:04.754>for <00:27:04.793>us. <00:27:04.832>&gt;&gt; <00:27:04.871>Okay.

00:27:04.910 --> 00:27:04.920 align:start position:0%
<00:27:04.910>&gt;&gt; <00:27:04.919>Okay.

00:27:04.920 --> 00:27:07.470 align:start position:0%
<00:27:04.920>&gt;&gt; <00:27:05.120>Okay. <00:27:05.320>&gt;&gt; <00:27:05.520>Um <00:27:05.720>where <00:27:05.920>do <00:27:06.120>you <00:27:06.320>route

00:27:07.470 --> 00:27:07.480 align:start position:0%
<00:27:07.470>&gt;&gt; <00:27:07.471>Um <00:27:07.473>where <00:27:07.475>do <00:27:07.477>you <00:27:07.479>route

00:27:07.480 --> 00:27:09.710 align:start position:0%
<00:27:07.480>&gt;&gt; <00:27:07.596>Um <00:27:07.713>where <00:27:07.830>do <00:27:07.946>you <00:27:08.063>route <00:27:08.180>a <00:27:08.296>a <00:27:08.413>certain <00:27:08.530>request, <00:27:08.646>right? <00:27:08.763>That's <00:27:08.880>the

00:27:09.710 --> 00:27:09.720 align:start position:0%
<00:27:09.710>a <00:27:09.711>a <00:27:09.713>certain <00:27:09.714>request, <00:27:09.716>right? <00:27:09.717>That's <00:27:09.719>the

00:27:09.720 --> 00:27:10.350 align:start position:0%
<00:27:09.720>a <00:27:09.783>a <00:27:09.846>certain <00:27:09.909>request, <00:27:09.972>right? <00:27:10.034>That's <00:27:10.098>the <00:27:10.161>core <00:27:10.224>of <00:27:10.286>it.

00:27:10.350 --> 00:27:10.360 align:start position:0%
<00:27:10.350>core <00:27:10.354>of <00:27:10.359>it.

00:27:10.360 --> 00:27:12.390 align:start position:0%
<00:27:10.360>core <00:27:10.487>of <00:27:10.614>it. <00:27:10.741>&gt;&gt; <00:27:10.869>So, <00:27:10.996>routing <00:27:11.123>is <00:27:11.250>like <00:27:11.378>your <00:27:11.505>let's <00:27:11.632>say <00:27:11.760>for

00:27:12.390 --> 00:27:12.400 align:start position:0%
<00:27:12.390>&gt;&gt; <00:27:12.391>So, <00:27:12.392>routing <00:27:12.393>is <00:27:12.394>like <00:27:12.395>your <00:27:12.396>let's <00:27:12.397>say <00:27:12.399>for

00:27:12.400 --> 00:27:12.750 align:start position:0%
<00:27:12.400>&gt;&gt; <00:27:12.435>So, <00:27:12.470>routing <00:27:12.505>is <00:27:12.540>like <00:27:12.575>your <00:27:12.610>let's <00:27:12.645>say <00:27:12.680>for <00:27:12.715>us

00:27:12.750 --> 00:27:12.760 align:start position:0%
us

00:27:12.760 --> 00:27:14.590 align:start position:0%
<00:27:12.760>us <00:27:12.960>&gt;&gt; <00:27:13.160>Yeah. <00:27:13.360>Yeah. <00:27:13.560>Routing <00:27:13.760>is <00:27:13.960>very, <00:27:14.160>very

00:27:14.590 --> 00:27:14.600 align:start position:0%
<00:27:14.590>&gt;&gt; <00:27:14.591>Yeah. <00:27:14.592>Yeah. <00:27:14.594>Routing <00:27:14.596>is <00:27:14.597>very, <00:27:14.599>very

00:27:14.600 --> 00:27:15.310 align:start position:0%
<00:27:14.600>&gt;&gt; <00:27:14.691>Yeah. <00:27:14.782>Yeah. <00:27:14.873>Routing <00:27:14.965>is <00:27:15.056>very, <00:27:15.147>very <00:27:15.239>important.

00:27:15.310 --> 00:27:15.320 align:start position:0%
important.

00:27:15.320 --> 00:27:16.910 align:start position:0%
<00:27:15.320>important. <00:27:15.520>&gt;&gt; <00:27:15.720>Then <00:27:15.919>like <00:27:16.120>a <00:27:16.320>follow-up <00:27:16.520>question <00:27:16.720>comes

00:27:16.910 --> 00:27:16.920 align:start position:0%
<00:27:16.910>&gt;&gt; <00:27:16.911>Then <00:27:16.913>like <00:27:16.914>a <00:27:16.916>follow-up <00:27:16.917>question <00:27:16.919>comes

00:27:16.920 --> 00:27:19.150 align:start position:0%
<00:27:16.920>&gt;&gt; <00:27:17.020>Then <00:27:17.120>like <00:27:17.220>a <00:27:17.320>follow-up <00:27:17.420>question <00:27:17.520>comes <00:27:17.620>also <00:27:17.720>like <00:27:17.820>what <00:27:17.920>are <00:27:18.020>the <00:27:18.120>key <00:27:18.220>things <00:27:18.320>a

00:27:19.150 --> 00:27:19.160 align:start position:0%
<00:27:19.150>also <00:27:19.151>like <00:27:19.152>what <00:27:19.153>are <00:27:19.155>the <00:27:19.156>key <00:27:19.157>things <00:27:19.159>a

00:27:19.160 --> 00:27:21.830 align:start position:0%
<00:27:19.160>also <00:27:19.267>like <00:27:19.375>what <00:27:19.483>are <00:27:19.590>the <00:27:19.698>key <00:27:19.806>things <00:27:19.913>a <00:27:20.021>platform <00:27:20.129>for <00:27:20.236>building <00:27:20.344>vibe <00:27:20.452>coded <00:27:20.560>apps

00:27:21.830 --> 00:27:21.840 align:start position:0%
<00:27:21.830>platform <00:27:21.831>for <00:27:21.833>building <00:27:21.835>vibe <00:27:21.837>coded <00:27:21.839>apps

00:27:21.840 --> 00:27:23.910 align:start position:0%
<00:27:21.840>platform <00:27:21.967>for <00:27:22.094>building <00:27:22.221>vibe <00:27:22.349>coded <00:27:22.476>apps <00:27:22.603>should <00:27:22.730>ensure <00:27:22.858>in <00:27:22.985>terms <00:27:23.112>of <00:27:23.240>quality,

00:27:23.910 --> 00:27:23.920 align:start position:0%
<00:27:23.910>should <00:27:23.911>ensure <00:27:23.913>in <00:27:23.915>terms <00:27:23.917>of <00:27:23.919>quality,

00:27:23.920 --> 00:27:26.670 align:start position:0%
<00:27:23.920>should <00:27:24.060>ensure <00:27:24.200>in <00:27:24.340>terms <00:27:24.480>of <00:27:24.620>quality, <00:27:24.760>observability, <00:27:24.900>uh <00:27:25.040>like <00:27:25.180>let's <00:27:25.320>say

00:27:26.670 --> 00:27:26.680 align:start position:0%
<00:27:26.670>observability, <00:27:26.672>uh <00:27:26.674>like <00:27:26.676>let's <00:27:26.679>say

00:27:26.680 --> 00:27:28.870 align:start position:0%
<00:27:26.680>observability, <00:27:26.880>uh <00:27:27.080>like <00:27:27.280>let's <00:27:27.480>say <00:27:27.680>non-functional <00:27:27.880>requirements, <00:27:28.080>infra-

00:27:28.870 --> 00:27:28.880 align:start position:0%
<00:27:28.870>non-functional <00:27:28.874>requirements, <00:27:28.879>infra-

00:27:28.880 --> 00:27:31.670 align:start position:0%
<00:27:28.880>non-functional <00:27:29.055>requirements, <00:27:29.230>infra- <00:27:29.405>infrastructure <00:27:29.580>for <00:27:29.755>the <00:27:29.930>AI, <00:27:30.105>let's <00:27:30.280>say,

00:27:31.670 --> 00:27:31.680 align:start position:0%
<00:27:31.670>infrastructure <00:27:31.671>for <00:27:31.673>the <00:27:31.675>AI, <00:27:31.677>let's <00:27:31.679>say,

00:27:31.680 --> 00:27:35.110 align:start position:0%
<00:27:31.680>infrastructure <00:27:31.787>for <00:27:31.895>the <00:27:32.003>AI, <00:27:32.110>let's <00:27:32.218>say, <00:27:32.326>use <00:27:32.433>cases, <00:27:32.541>etc. <00:27:32.649>As <00:27:32.756>the <00:27:32.864>shift <00:27:32.972>of <00:27:33.080>of

00:27:35.110 --> 00:27:35.120 align:start position:0%
<00:27:35.110>use <00:27:35.111>cases, <00:27:35.112>etc. <00:27:35.113>As <00:27:35.115>the <00:27:35.116>shift <00:27:35.117>of <00:27:35.119>of

00:27:35.120 --> 00:27:38.350 align:start position:0%
<00:27:35.120>use <00:27:35.219>cases, <00:27:35.320>etc. <00:27:35.419>As <00:27:35.520>the <00:27:35.620>shift <00:27:35.719>of <00:27:35.820>of <00:27:35.919>complexity <00:27:36.020>to <00:27:36.120>the <00:27:36.219>non-IT <00:27:36.320>users <00:27:36.419>is <00:27:36.520>not

00:27:38.350 --> 00:27:38.360 align:start position:0%
<00:27:38.350>complexity <00:27:38.351>to <00:27:38.352>the <00:27:38.354>non-IT <00:27:38.356>users <00:27:38.357>is <00:27:38.359>not

00:27:38.360 --> 00:27:40.470 align:start position:0%
<00:27:38.360>complexity <00:27:38.534>to <00:27:38.709>the <00:27:38.885>non-IT <00:27:39.060>users <00:27:39.235>is <00:27:39.409>not <00:27:39.584>the <00:27:39.760>way.

00:27:40.470 --> 00:27:40.480 align:start position:0%
<00:27:40.470>the <00:27:40.479>way.

00:27:40.480 --> 00:27:41.190 align:start position:0%
<00:27:40.480>the <00:27:40.693>way. <00:27:40.906>&gt;&gt; <00:27:41.119>I

00:27:41.190 --> 00:27:41.200 align:start position:0%
<00:27:41.190>&gt;&gt; <00:27:41.199>I

00:27:41.200 --> 00:27:42.030 align:start position:0%
<00:27:41.200>&gt;&gt; <00:27:41.324>I <00:27:41.449>&gt;&gt; <00:27:41.573>Go <00:27:41.698>ahead, <00:27:41.822>I <00:27:41.947>remember.

00:27:42.030 --> 00:27:42.040 align:start position:0%
<00:27:42.030>&gt;&gt; <00:27:42.032>Go <00:27:42.034>ahead, <00:27:42.036>I <00:27:42.039>remember.

00:27:42.040 --> 00:27:44.190 align:start position:0%
<00:27:42.040>&gt;&gt; <00:27:42.167>Go <00:27:42.294>ahead, <00:27:42.421>I <00:27:42.549>remember. <00:27:42.676>&gt;&gt; <00:27:42.803>I <00:27:42.930>can <00:27:43.058>take <00:27:43.185>that <00:27:43.312>one. <00:27:43.440>So,

00:27:44.190 --> 00:27:44.200 align:start position:0%
<00:27:44.190>&gt;&gt; <00:27:44.191>I <00:27:44.193>can <00:27:44.194>take <00:27:44.196>that <00:27:44.197>one. <00:27:44.199>So,

00:27:44.200 --> 00:27:45.670 align:start position:0%
<00:27:44.200>&gt;&gt; <00:27:44.365>I <00:27:44.530>can <00:27:44.696>take <00:27:44.861>that <00:27:45.026>one. <00:27:45.192>So, <00:27:45.357>actually, <00:27:45.523>vibe

00:27:45.670 --> 00:27:45.680 align:start position:0%
<00:27:45.670>actually, <00:27:45.679>vibe

00:27:45.680 --> 00:27:47.990 align:start position:0%
<00:27:45.680>actually, <00:27:45.855>vibe <00:27:46.030>well, <00:27:46.205>to <00:27:46.380>maybe <00:27:46.555>one <00:27:46.730>sentence, <00:27:46.905>I <00:27:47.080>don't

00:27:47.990 --> 00:27:48.000 align:start position:0%
<00:27:47.990>well, <00:27:47.991>to <00:27:47.993>maybe <00:27:47.994>one <00:27:47.996>sentence, <00:27:47.997>I <00:27:47.999>don't

00:27:48.000 --> 00:27:49.390 align:start position:0%
<00:27:48.000>well, <00:27:48.096>to <00:27:48.192>maybe <00:27:48.288>one <00:27:48.384>sentence, <00:27:48.481>I <00:27:48.577>don't <00:27:48.673>think <00:27:48.769>as <00:27:48.866>an <00:27:48.962>engineer, <00:27:49.058>I <00:27:49.154>have <00:27:49.251>been

00:27:49.390 --> 00:27:49.400 align:start position:0%
<00:27:49.390>think <00:27:49.391>as <00:27:49.393>an <00:27:49.394>engineer, <00:27:49.396>I <00:27:49.397>have <00:27:49.399>been

00:27:49.400 --> 00:27:50.790 align:start position:0%
<00:27:49.400>think <00:27:49.489>as <00:27:49.578>an <00:27:49.668>engineer, <00:27:49.757>I <00:27:49.846>have <00:27:49.936>been <00:27:50.025>working <00:27:50.114>as <00:27:50.204>an <00:27:50.293>engineer <00:27:50.382>for <00:27:50.472>a <00:27:50.561>very <00:27:50.651>long

00:27:50.790 --> 00:27:50.800 align:start position:0%
<00:27:50.790>working <00:27:50.791>as <00:27:50.792>an <00:27:50.793>engineer <00:27:50.795>for <00:27:50.796>a <00:27:50.797>very <00:27:50.799>long

00:27:50.800 --> 00:27:52.710 align:start position:0%
<00:27:50.800>working <00:27:50.893>as <00:27:50.986>an <00:27:51.080>engineer <00:27:51.173>for <00:27:51.266>a <00:27:51.360>very <00:27:51.453>long <00:27:51.546>time. <00:27:51.639>I <00:27:51.733>don't <00:27:51.826>think <00:27:51.919>vibe <00:27:52.013>coding <00:27:52.106>is <00:27:52.200>the

00:27:52.710 --> 00:27:52.720 align:start position:0%
<00:27:52.710>time. <00:27:52.711>I <00:27:52.712>don't <00:27:52.713>think <00:27:52.715>vibe <00:27:52.716>coding <00:27:52.717>is <00:27:52.719>the

00:27:52.720 --> 00:27:54.790 align:start position:0%
<00:27:52.720>time. <00:27:52.820>I <00:27:52.920>don't <00:27:53.020>think <00:27:53.120>vibe <00:27:53.220>coding <00:27:53.320>is <00:27:53.420>the <00:27:53.520>way <00:27:53.620>is <00:27:53.720>the <00:27:53.820>future <00:27:53.920>to <00:27:54.020>build <00:27:54.120>software

00:27:54.790 --> 00:27:54.800 align:start position:0%
<00:27:54.790>way <00:27:54.791>is <00:27:54.793>the <00:27:54.794>future <00:27:54.796>to <00:27:54.797>build <00:27:54.799>software

00:27:54.800 --> 00:27:56.990 align:start position:0%
<00:27:54.800>way <00:27:54.927>is <00:27:55.054>the <00:27:55.181>future <00:27:55.309>to <00:27:55.436>build <00:27:55.563>software <00:27:55.690>apps. <00:27:55.818>Why? <00:27:55.945>Because <00:27:56.072>vibe <00:27:56.200>coding

00:27:56.990 --> 00:27:57.000 align:start position:0%
<00:27:56.990>apps. <00:27:56.992>Why? <00:27:56.994>Because <00:27:56.996>vibe <00:27:56.999>coding

00:27:57.000 --> 00:27:59.430 align:start position:0%
<00:27:57.000>apps. <00:27:57.155>Why? <00:27:57.311>Because <00:27:57.466>vibe <00:27:57.622>coding <00:27:57.777>essentially <00:27:57.933>underneath <00:27:58.088>AI <00:27:58.244>is <00:27:58.400>building

00:27:59.430 --> 00:27:59.440 align:start position:0%
<00:27:59.430>essentially <00:27:59.432>underneath <00:27:59.434>AI <00:27:59.436>is <00:27:59.439>building

00:27:59.440 --> 00:28:01.790 align:start position:0%
<00:27:59.440>essentially <00:27:59.580>underneath <00:27:59.720>AI <00:27:59.860>is <00:28:00.000>building <00:28:00.140>everything <00:28:00.280>from <00:28:00.420>scratch. <00:28:00.560>As <00:28:00.700>an <00:28:00.840>engineer,

00:28:01.790 --> 00:28:01.800 align:start position:0%
<00:28:01.790>everything <00:28:01.791>from <00:28:01.793>scratch. <00:28:01.795>As <00:28:01.797>an <00:28:01.799>engineer,

00:28:01.800 --> 00:28:04.070 align:start position:0%
<00:28:01.800>everything <00:28:01.916>from <00:28:02.033>scratch. <00:28:02.149>As <00:28:02.266>an <00:28:02.383>engineer, <00:28:02.500>we're <00:28:02.616>used <00:28:02.733>to, <00:28:02.850>you <00:28:02.966>know, <00:28:03.083>abstract <00:28:03.200>away

00:28:04.070 --> 00:28:04.080 align:start position:0%
<00:28:04.070>we're <00:28:04.071>used <00:28:04.072>to, <00:28:04.074>you <00:28:04.076>know, <00:28:04.077>abstract <00:28:04.079>away

00:28:04.080 --> 00:28:06.430 align:start position:0%
<00:28:04.080>we're <00:28:04.179>used <00:28:04.280>to, <00:28:04.379>you <00:28:04.480>know, <00:28:04.580>abstract <00:28:04.679>away <00:28:04.780>lots <00:28:04.879>of <00:28:04.980>things, <00:28:05.080>right? <00:28:05.179>We <00:28:05.280>have <00:28:05.379>APIs <00:28:05.480>and,

00:28:06.430 --> 00:28:06.440 align:start position:0%
<00:28:06.430>lots <00:28:06.431>of <00:28:06.432>things, <00:28:06.433>right? <00:28:06.435>We <00:28:06.436>have <00:28:06.437>APIs <00:28:06.439>and,

00:28:06.440 --> 00:28:08.110 align:start position:0%
<00:28:06.440>lots <00:28:06.556>of <00:28:06.673>things, <00:28:06.790>right? <00:28:06.906>We <00:28:07.023>have <00:28:07.140>APIs <00:28:07.256>and, <00:28:07.373>you <00:28:07.490>know, <00:28:07.606>microservices <00:28:07.723>to <00:28:07.840>do

00:28:08.110 --> 00:28:08.120 align:start position:0%
<00:28:08.110>you <00:28:08.112>know, <00:28:08.114>microservices <00:28:08.116>to <00:28:08.119>do

00:28:08.120 --> 00:28:09.630 align:start position:0%
<00:28:08.120>you <00:28:08.271>know, <00:28:08.422>microservices <00:28:08.572>to <00:28:08.724>do <00:28:08.875>authentication <00:28:09.026>really <00:28:09.177>well, <00:28:09.328>to <00:28:09.479>do

00:28:09.630 --> 00:28:09.640 align:start position:0%
<00:28:09.630>authentication <00:28:09.632>really <00:28:09.634>well, <00:28:09.636>to <00:28:09.639>do

00:28:09.640 --> 00:28:11.790 align:start position:0%
<00:28:09.640>authentication <00:28:09.795>really <00:28:09.951>well, <00:28:10.106>to <00:28:10.262>do <00:28:10.417>permissions <00:28:10.573>really <00:28:10.728>well, <00:28:10.884>security. <00:28:11.040>So,

00:28:11.790 --> 00:28:11.800 align:start position:0%
<00:28:11.790>permissions <00:28:11.792>really <00:28:11.794>well, <00:28:11.796>security. <00:28:11.799>So,

00:28:11.800 --> 00:28:13.470 align:start position:0%
<00:28:11.800>permissions <00:28:11.916>really <00:28:12.033>well, <00:28:12.149>security. <00:28:12.266>So, <00:28:12.383>then <00:28:12.500>what <00:28:12.616>we <00:28:12.733>are <00:28:12.850>right <00:28:12.966>now <00:28:13.083>doing <00:28:13.200>is

00:28:13.470 --> 00:28:13.480 align:start position:0%
<00:28:13.470>then <00:28:13.471>what <00:28:13.472>we <00:28:13.473>are <00:28:13.475>right <00:28:13.476>now <00:28:13.477>doing <00:28:13.479>is

00:28:13.480 --> 00:28:15.350 align:start position:0%
<00:28:13.480>then <00:28:13.580>what <00:28:13.680>we <00:28:13.780>are <00:28:13.880>right <00:28:13.980>now <00:28:14.080>doing <00:28:14.180>is <00:28:14.280>giving <00:28:14.380>all <00:28:14.480>this <00:28:14.580>entire <00:28:14.680>tool <00:28:14.780>to <00:28:14.880>a

00:28:15.350 --> 00:28:15.360 align:start position:0%
<00:28:15.350>giving <00:28:15.351>all <00:28:15.352>this <00:28:15.354>entire <00:28:15.356>tool <00:28:15.357>to <00:28:15.359>a

00:28:15.360 --> 00:28:17.710 align:start position:0%
<00:28:15.360>giving <00:28:15.476>all <00:28:15.593>this <00:28:15.709>entire <00:28:15.826>tool <00:28:15.943>to <00:28:16.060>a <00:28:16.176>business <00:28:16.293>user, <00:28:16.409>telling <00:28:16.526>them <00:28:16.643>build <00:28:16.760>apps

00:28:17.710 --> 00:28:17.720 align:start position:0%
<00:28:17.710>business <00:28:17.711>user, <00:28:17.713>telling <00:28:17.715>them <00:28:17.717>build <00:28:17.719>apps

00:28:17.720 --> 00:28:19.750 align:start position:0%
<00:28:17.720>business <00:28:17.836>user, <00:28:17.953>telling <00:28:18.070>them <00:28:18.186>build <00:28:18.303>apps <00:28:18.420>from <00:28:18.536>scratch. <00:28:18.653>So, <00:28:18.770>they <00:28:18.886>go <00:28:19.003>back <00:28:19.120>and

00:28:19.750 --> 00:28:19.760 align:start position:0%
<00:28:19.750>from <00:28:19.751>scratch. <00:28:19.753>So, <00:28:19.754>they <00:28:19.756>go <00:28:19.757>back <00:28:19.759>and

00:28:19.760 --> 00:28:22.190 align:start position:0%
<00:28:19.760>from <00:28:19.867>scratch. <00:28:19.975>So, <00:28:20.083>they <00:28:20.190>go <00:28:20.298>back <00:28:20.406>and <00:28:20.513>forth, <00:28:20.621>prompt <00:28:20.729>hundreds <00:28:20.836>of <00:28:20.944>times <00:28:21.052>to <00:28:21.160>build

00:28:22.190 --> 00:28:22.200 align:start position:0%
<00:28:22.190>forth, <00:28:22.191>prompt <00:28:22.193>hundreds <00:28:22.194>of <00:28:22.196>times <00:28:22.197>to <00:28:22.199>build

00:28:22.200 --> 00:28:24.110 align:start position:0%
<00:28:22.200>forth, <00:28:22.327>prompt <00:28:22.454>hundreds <00:28:22.581>of <00:28:22.709>times <00:28:22.836>to <00:28:22.963>build <00:28:23.090>authentication <00:28:23.218>from <00:28:23.345>scratch, <00:28:23.472>almost <00:28:23.600>like

00:28:24.110 --> 00:28:24.120 align:start position:0%
<00:28:24.110>authentication <00:28:24.112>from <00:28:24.114>scratch, <00:28:24.116>almost <00:28:24.119>like

00:28:24.120 --> 00:28:25.990 align:start position:0%
<00:28:24.120>authentication <00:28:24.260>from <00:28:24.399>scratch, <00:28:24.540>almost <00:28:24.679>like <00:28:24.820>engineering, <00:28:24.959>but <00:28:25.100>they <00:28:25.239>also <00:28:25.379>don't <00:28:25.520>know

00:28:25.990 --> 00:28:26.000 align:start position:0%
<00:28:25.990>engineering, <00:28:25.991>but <00:28:25.993>they <00:28:25.995>also <00:28:25.997>don't <00:28:25.999>know

00:28:26.000 --> 00:28:28.190 align:start position:0%
<00:28:26.000>engineering, <00:28:26.140>but <00:28:26.280>they <00:28:26.420>also <00:28:26.560>don't <00:28:26.700>know <00:28:26.840>what <00:28:26.980>exactly <00:28:27.120>to <00:28:27.260>build, <00:28:27.400>because

00:28:28.190 --> 00:28:28.200 align:start position:0%
<00:28:28.190>what <00:28:28.192>exactly <00:28:28.194>to <00:28:28.196>build, <00:28:28.199>because

00:28:28.200 --> 00:28:30.310 align:start position:0%
<00:28:28.200>what <00:28:28.355>exactly <00:28:28.511>to <00:28:28.666>build, <00:28:28.822>because <00:28:28.977>authentication <00:28:29.133>itself <00:28:29.288>includes <00:28:29.444>so <00:28:29.600>many

00:28:30.310 --> 00:28:30.320 align:start position:0%
<00:28:30.310>authentication <00:28:30.312>itself <00:28:30.314>includes <00:28:30.316>so <00:28:30.319>many

00:28:30.320 --> 00:28:32.390 align:start position:0%
<00:28:30.320>authentication <00:28:30.460>itself <00:28:30.600>includes <00:28:30.740>so <00:28:30.879>many <00:28:31.020>edge <00:28:31.159>cases, <00:28:31.300>so <00:28:31.439>many, <00:28:31.580>you <00:28:31.720>know,

00:28:32.390 --> 00:28:32.400 align:start position:0%
<00:28:32.390>edge <00:28:32.391>cases, <00:28:32.393>so <00:28:32.395>many, <00:28:32.397>you <00:28:32.399>know,

00:28:32.400 --> 00:28:35.470 align:start position:0%
<00:28:32.400>edge <00:28:32.527>cases, <00:28:32.654>so <00:28:32.781>many, <00:28:32.909>you <00:28:33.036>know, <00:28:33.163>use <00:28:33.290>case <00:28:33.418>like <00:28:33.545>error, <00:28:33.672>password <00:28:33.800>forget,

00:28:35.470 --> 00:28:35.480 align:start position:0%
<00:28:35.470>use <00:28:35.471>case <00:28:35.473>like <00:28:35.475>error, <00:28:35.477>password <00:28:35.479>forget,

00:28:35.480 --> 00:28:37.310 align:start position:0%
<00:28:35.480>use <00:28:35.596>case <00:28:35.713>like <00:28:35.830>error, <00:28:35.946>password <00:28:36.063>forget, <00:28:36.180>reset <00:28:36.296>password, <00:28:36.413>so <00:28:36.530>many <00:28:36.646>like <00:28:36.763>edge <00:28:36.880>cases

00:28:37.310 --> 00:28:37.320 align:start position:0%
<00:28:37.310>reset <00:28:37.311>password, <00:28:37.312>so <00:28:37.314>many <00:28:37.316>like <00:28:37.317>edge <00:28:37.319>cases

00:28:37.320 --> 00:28:39.310 align:start position:0%
<00:28:37.320>reset <00:28:37.436>password, <00:28:37.553>so <00:28:37.669>many <00:28:37.786>like <00:28:37.903>edge <00:28:38.020>cases <00:28:38.136>that <00:28:38.253>the <00:28:38.370>business <00:28:38.486>user <00:28:38.603>typically <00:28:38.720>doesn't

00:28:39.310 --> 00:28:39.320 align:start position:0%
<00:28:39.310>that <00:28:39.311>the <00:28:39.313>business <00:28:39.315>user <00:28:39.317>typically <00:28:39.319>doesn't

00:28:39.320 --> 00:28:40.950 align:start position:0%
<00:28:39.320>that <00:28:39.436>the <00:28:39.553>business <00:28:39.669>user <00:28:39.786>typically <00:28:39.903>doesn't <00:28:40.020>even <00:28:40.136>know <00:28:40.253>they <00:28:40.370>need <00:28:40.486>to <00:28:40.603>build. <00:28:40.720>So,

00:28:40.950 --> 00:28:40.960 align:start position:0%
<00:28:40.950>even <00:28:40.951>know <00:28:40.953>they <00:28:40.954>need <00:28:40.956>to <00:28:40.957>build. <00:28:40.959>So,

00:28:40.960 --> 00:28:43.590 align:start position:0%
<00:28:40.960>even <00:28:41.067>know <00:28:41.175>they <00:28:41.283>need <00:28:41.390>to <00:28:41.498>build. <00:28:41.606>So, <00:28:41.713>essentially, <00:28:41.821>all <00:28:41.929>of <00:28:42.036>the <00:28:42.144>hard <00:28:42.252>work <00:28:42.360>is

00:28:43.590 --> 00:28:43.600 align:start position:0%
<00:28:43.590>essentially, <00:28:43.591>all <00:28:43.592>of <00:28:43.594>the <00:28:43.596>hard <00:28:43.597>work <00:28:43.599>is

00:28:43.600 --> 00:28:45.270 align:start position:0%
<00:28:43.600>essentially, <00:28:43.707>all <00:28:43.815>of <00:28:43.923>the <00:28:44.030>hard <00:28:44.138>work <00:28:44.246>is <00:28:44.353>pushed <00:28:44.461>to <00:28:44.569>the <00:28:44.676>business <00:28:44.784>user, <00:28:44.892>and <00:28:45.000>the

00:28:45.270 --> 00:28:45.280 align:start position:0%
<00:28:45.270>pushed <00:28:45.271>to <00:28:45.273>the <00:28:45.274>business <00:28:45.276>user, <00:28:45.277>and <00:28:45.279>the

00:28:45.280 --> 00:28:47.390 align:start position:0%
<00:28:45.280>pushed <00:28:45.396>to <00:28:45.513>the <00:28:45.629>business <00:28:45.746>user, <00:28:45.863>and <00:28:45.980>the <00:28:46.096>vibe <00:28:46.213>coding <00:28:46.330>tools, <00:28:46.446>also <00:28:46.563>generally <00:28:46.680>vibe

00:28:47.390 --> 00:28:47.400 align:start position:0%
<00:28:47.390>vibe <00:28:47.391>coding <00:28:47.393>tools, <00:28:47.395>also <00:28:47.397>generally <00:28:47.399>vibe

00:28:47.400 --> 00:28:49.870 align:start position:0%
<00:28:47.400>vibe <00:28:47.540>coding <00:28:47.680>tools, <00:28:47.820>also <00:28:47.960>generally <00:28:48.100>vibe <00:28:48.240>coding <00:28:48.380>platforms, <00:28:48.520>AI <00:28:48.660>just <00:28:48.800>keeps

00:28:49.870 --> 00:28:49.880 align:start position:0%
<00:28:49.870>coding <00:28:49.872>platforms, <00:28:49.874>AI <00:28:49.876>just <00:28:49.879>keeps

00:28:49.880 --> 00:28:52.470 align:start position:0%
<00:28:49.880>coding <00:28:50.007>platforms, <00:28:50.134>AI <00:28:50.261>just <00:28:50.389>keeps <00:28:50.516>generating <00:28:50.643>code, <00:28:50.770>right? <00:28:50.898>So, <00:28:51.025>the <00:28:51.152>way <00:28:51.280>we

00:28:52.470 --> 00:28:52.480 align:start position:0%
<00:28:52.470>generating <00:28:52.471>code, <00:28:52.473>right? <00:28:52.474>So, <00:28:52.476>the <00:28:52.477>way <00:28:52.479>we

00:28:52.480 --> 00:28:53.910 align:start position:0%
<00:28:52.480>generating <00:28:52.571>code, <00:28:52.663>right? <00:28:52.755>So, <00:28:52.847>the <00:28:52.939>way <00:28:53.031>we <00:28:53.123>approach <00:28:53.215>it <00:28:53.307>and <00:28:53.399>we <00:28:53.491>try <00:28:53.583>to <00:28:53.675>solve <00:28:53.767>that

00:28:53.910 --> 00:28:53.920 align:start position:0%
<00:28:53.910>approach <00:28:53.911>it <00:28:53.912>and <00:28:53.913>we <00:28:53.915>try <00:28:53.916>to <00:28:53.917>solve <00:28:53.919>that

00:28:53.920 --> 00:28:56.430 align:start position:0%
<00:28:53.920>approach <00:28:54.020>it <00:28:54.120>and <00:28:54.220>we <00:28:54.320>try <00:28:54.420>to <00:28:54.520>solve <00:28:54.620>that <00:28:54.720>problem <00:28:54.820>is <00:28:54.920>we <00:28:55.020>actually <00:28:55.120>don't <00:28:55.220>have <00:28:55.320>AI

00:28:56.430 --> 00:28:56.440 align:start position:0%
<00:28:56.430>problem <00:28:56.431>is <00:28:56.433>we <00:28:56.434>actually <00:28:56.436>don't <00:28:56.437>have <00:28:56.439>AI

00:28:56.440 --> 00:28:58.750 align:start position:0%
<00:28:56.440>problem <00:28:56.556>is <00:28:56.673>we <00:28:56.790>actually <00:28:56.906>don't <00:28:57.023>have <00:28:57.140>AI <00:28:57.256>generate <00:28:57.373>the <00:28:57.490>application <00:28:57.606>for <00:28:57.723>the <00:28:57.840>user.

00:28:58.750 --> 00:28:58.760 align:start position:0%
<00:28:58.750>generate <00:28:58.751>the <00:28:58.753>application <00:28:58.755>for <00:28:58.757>the <00:28:58.759>user.

00:28:58.760 --> 00:29:01.150 align:start position:0%
<00:28:58.760>generate <00:28:58.876>the <00:28:58.993>application <00:28:59.110>for <00:28:59.226>the <00:28:59.343>user. <00:28:59.460>AI <00:28:59.576>is <00:28:59.693>used <00:28:59.810>to <00:28:59.926>create <00:29:00.043>the <00:29:00.160>custom

00:29:01.150 --> 00:29:01.160 align:start position:0%
<00:29:01.150>AI <00:29:01.151>is <00:29:01.153>used <00:29:01.154>to <00:29:01.156>create <00:29:01.157>the <00:29:01.159>custom

00:29:01.160 --> 00:29:03.030 align:start position:0%
<00:29:01.160>AI <00:29:01.287>is <00:29:01.414>used <00:29:01.541>to <00:29:01.669>create <00:29:01.796>the <00:29:01.923>custom <00:29:02.050>components <00:29:02.178>inside <00:29:02.305>your <00:29:02.432>application <00:29:02.560>when

00:29:03.030 --> 00:29:03.040 align:start position:0%
<00:29:03.030>components <00:29:03.032>inside <00:29:03.034>your <00:29:03.036>application <00:29:03.039>when

00:29:03.040 --> 00:29:05.750 align:start position:0%
<00:29:03.040>components <00:29:03.156>inside <00:29:03.273>your <00:29:03.389>application <00:29:03.506>when <00:29:03.623>needed, <00:29:03.740>but <00:29:03.856>most <00:29:03.973>of <00:29:04.090>the <00:29:04.206>other <00:29:04.323>cases <00:29:04.440>when

00:29:05.750 --> 00:29:05.760 align:start position:0%
<00:29:05.750>needed, <00:29:05.751>but <00:29:05.752>most <00:29:05.753>of <00:29:05.755>the <00:29:05.756>other <00:29:05.757>cases <00:29:05.759>when

00:29:05.760 --> 00:29:07.470 align:start position:0%
<00:29:05.760>needed, <00:29:05.860>but <00:29:05.960>most <00:29:06.060>of <00:29:06.160>the <00:29:06.260>other <00:29:06.360>cases <00:29:06.460>when <00:29:06.560>you <00:29:06.660>are <00:29:06.760>generating <00:29:06.860>an <00:29:06.960>app, <00:29:07.060>you <00:29:07.160>actually

00:29:07.470 --> 00:29:07.480 align:start position:0%
<00:29:07.470>you <00:29:07.471>are <00:29:07.473>generating <00:29:07.474>an <00:29:07.476>app, <00:29:07.477>you <00:29:07.479>actually

00:29:07.480 --> 00:29:09.750 align:start position:0%
<00:29:07.480>you <00:29:07.596>are <00:29:07.713>generating <00:29:07.830>an <00:29:07.946>app, <00:29:08.063>you <00:29:08.180>actually <00:29:08.296>are <00:29:08.413>generating <00:29:08.530>on <00:29:08.646>a <00:29:08.763>reliable <00:29:08.880>no-code

00:29:09.750 --> 00:29:09.760 align:start position:0%
<00:29:09.750>are <00:29:09.751>generating <00:29:09.753>on <00:29:09.755>a <00:29:09.757>reliable <00:29:09.759>no-code

00:29:09.760 --> 00:29:11.790 align:start position:0%
<00:29:09.760>are <00:29:09.900>generating <00:29:10.040>on <00:29:10.180>a <00:29:10.320>reliable <00:29:10.460>no-code <00:29:10.600>infrastructure, <00:29:10.740>which <00:29:10.879>means <00:29:11.020>behind <00:29:11.160>the

00:29:11.790 --> 00:29:11.800 align:start position:0%
<00:29:11.790>infrastructure, <00:29:11.792>which <00:29:11.794>means <00:29:11.796>behind <00:29:11.799>the

00:29:11.800 --> 00:29:13.670 align:start position:0%
<00:29:11.800>infrastructure, <00:29:11.940>which <00:29:12.080>means <00:29:12.220>behind <00:29:12.360>the <00:29:12.500>scenes <00:29:12.639>we <00:29:12.780>have <00:29:12.919>the <00:29:13.060>infrastructure <00:29:13.200>where

00:29:13.670 --> 00:29:13.680 align:start position:0%
<00:29:13.670>scenes <00:29:13.671>we <00:29:13.673>have <00:29:13.675>the <00:29:13.677>infrastructure <00:29:13.679>where

00:29:13.680 --> 00:29:15.870 align:start position:0%
<00:29:13.680>scenes <00:29:13.796>we <00:29:13.913>have <00:29:14.030>the <00:29:14.146>infrastructure <00:29:14.263>where <00:29:14.380>we, <00:29:14.496>based <00:29:14.613>on <00:29:14.730>the <00:29:14.846>prompts, <00:29:14.963>we <00:29:15.080>assemble

00:29:15.870 --> 00:29:15.880 align:start position:0%
<00:29:15.870>we, <00:29:15.871>based <00:29:15.873>on <00:29:15.874>the <00:29:15.876>prompts, <00:29:15.877>we <00:29:15.879>assemble

00:29:15.880 --> 00:29:17.710 align:start position:0%
<00:29:15.880>we, <00:29:16.020>based <00:29:16.160>on <00:29:16.300>the <00:29:16.440>prompts, <00:29:16.580>we <00:29:16.720>assemble <00:29:16.860>together <00:29:17.000>these <00:29:17.140>pre-built <00:29:17.280>components

00:29:17.710 --> 00:29:17.720 align:start position:0%
<00:29:17.710>together <00:29:17.713>these <00:29:17.716>pre-built <00:29:17.719>components

00:29:17.720 --> 00:29:19.030 align:start position:0%
<00:29:17.720>together <00:29:17.837>these <00:29:17.955>pre-built <00:29:18.073>components <00:29:18.191>behind <00:29:18.309>the <00:29:18.427>scene. <00:29:18.545>The <00:29:18.663>user <00:29:18.781>doesn't <00:29:18.899>even

00:29:19.030 --> 00:29:19.040 align:start position:0%
<00:29:19.030>behind <00:29:19.031>the <00:29:19.033>scene. <00:29:19.034>The <00:29:19.036>user <00:29:19.037>doesn't <00:29:19.039>even

00:29:19.040 --> 00:29:20.750 align:start position:0%
<00:29:19.040>behind <00:29:19.167>the <00:29:19.294>scene. <00:29:19.421>The <00:29:19.549>user <00:29:19.676>doesn't <00:29:19.803>even <00:29:19.930>understand, <00:29:20.058>but <00:29:20.185>we <00:29:20.312>assemble <00:29:20.440>the

00:29:20.750 --> 00:29:20.760 align:start position:0%
<00:29:20.750>understand, <00:29:20.752>but <00:29:20.754>we <00:29:20.756>assemble <00:29:20.759>the

00:29:20.760 --> 00:29:22.750 align:start position:0%
<00:29:20.760>understand, <00:29:20.915>but <00:29:21.071>we <00:29:21.226>assemble <00:29:21.382>the <00:29:21.537>database, <00:29:21.693>the <00:29:21.848>logic, <00:29:22.004>the <00:29:22.160>login,

00:29:22.750 --> 00:29:22.760 align:start position:0%
<00:29:22.750>database, <00:29:22.752>the <00:29:22.754>logic, <00:29:22.756>the <00:29:22.759>login,

00:29:22.760 --> 00:29:24.670 align:start position:0%
<00:29:22.760>database, <00:29:22.935>the <00:29:23.110>logic, <00:29:23.285>the <00:29:23.460>login, <00:29:23.635>everything. <00:29:23.810>That's <00:29:23.985>already <00:29:24.160>secure,

00:29:24.670 --> 00:29:24.680 align:start position:0%
<00:29:24.670>everything. <00:29:24.673>That's <00:29:24.676>already <00:29:24.679>secure,

00:29:24.680 --> 00:29:26.630 align:start position:0%
<00:29:24.680>everything. <00:29:24.820>That's <00:29:24.960>already <00:29:25.100>secure, <00:29:25.240>connected <00:29:25.380>to <00:29:25.520>each <00:29:25.660>other, <00:29:25.800>and <00:29:25.940>yeah. <00:29:26.080>So,

00:29:26.630 --> 00:29:26.640 align:start position:0%
<00:29:26.630>connected <00:29:26.631>to <00:29:26.633>each <00:29:26.634>other, <00:29:26.636>and <00:29:26.637>yeah. <00:29:26.639>So,

00:29:26.640 --> 00:29:28.110 align:start position:0%
<00:29:26.640>connected <00:29:26.760>to <00:29:26.880>each <00:29:27.000>other, <00:29:27.121>and <00:29:27.241>yeah. <00:29:27.361>So, <00:29:27.481>essentially <00:29:27.602>that's <00:29:27.722>secure. <00:29:27.842>There's <00:29:27.963>no

00:29:28.110 --> 00:29:28.120 align:start position:0%
<00:29:28.110>essentially <00:29:28.112>that's <00:29:28.114>secure. <00:29:28.116>There's <00:29:28.119>no

00:29:28.120 --> 00:29:31.150 align:start position:0%
<00:29:28.120>essentially <00:29:28.219>that's <00:29:28.320>secure. <00:29:28.419>There's <00:29:28.520>no <00:29:28.620>way <00:29:28.719>to <00:29:28.820>get <00:29:28.919>to <00:29:29.020>for <00:29:29.120>AI <00:29:29.219>to <00:29:29.320>take <00:29:29.419>it <00:29:29.520>wrong.

00:29:31.150 --> 00:29:31.160 align:start position:0%
<00:29:31.150>way <00:29:31.151>to <00:29:31.152>get <00:29:31.153>to <00:29:31.154>for <00:29:31.155>AI <00:29:31.156>to <00:29:31.157>take <00:29:31.158>it <00:29:31.159>wrong.

00:29:31.160 --> 00:29:33.390 align:start position:0%
<00:29:31.160>way <00:29:31.253>to <00:29:31.346>get <00:29:31.440>to <00:29:31.533>for <00:29:31.626>AI <00:29:31.720>to <00:29:31.813>take <00:29:31.906>it <00:29:32.000>wrong. <00:29:32.093>It's <00:29:32.186>it's <00:29:32.280>very <00:29:32.373>deterministic, <00:29:32.466>and <00:29:32.560>AI

00:29:33.390 --> 00:29:33.400 align:start position:0%
<00:29:33.390>It's <00:29:33.391>it's <00:29:33.393>very <00:29:33.395>deterministic, <00:29:33.397>and <00:29:33.399>AI

00:29:33.400 --> 00:29:35.270 align:start position:0%
<00:29:33.400>It's <00:29:33.516>it's <00:29:33.633>very <00:29:33.750>deterministic, <00:29:33.866>and <00:29:33.983>AI <00:29:34.100>only <00:29:34.216>comes <00:29:34.333>when <00:29:34.450>you <00:29:34.566>need <00:29:34.683>something <00:29:34.800>very

00:29:35.270 --> 00:29:35.280 align:start position:0%
<00:29:35.270>only <00:29:35.271>comes <00:29:35.273>when <00:29:35.274>you <00:29:35.276>need <00:29:35.277>something <00:29:35.279>very

00:29:35.280 --> 00:29:36.990 align:start position:0%
<00:29:35.280>only <00:29:35.407>comes <00:29:35.534>when <00:29:35.661>you <00:29:35.789>need <00:29:35.916>something <00:29:36.043>very <00:29:36.170>unique, <00:29:36.298>specific, <00:29:36.425>especially <00:29:36.552>on <00:29:36.680>the

00:29:36.990 --> 00:29:37.000 align:start position:0%
<00:29:36.990>unique, <00:29:36.992>specific, <00:29:36.994>especially <00:29:36.996>on <00:29:36.999>the

00:29:37.000 --> 00:29:38.150 align:start position:0%
<00:29:37.000>unique, <00:29:37.172>specific, <00:29:37.345>especially <00:29:37.517>on <00:29:37.690>the <00:29:37.862>front <00:29:38.035>end.

00:29:38.150 --> 00:29:38.160 align:start position:0%
<00:29:38.150>front <00:29:38.159>end.

00:29:38.160 --> 00:29:40.310 align:start position:0%
<00:29:38.160>front <00:29:38.315>end. <00:29:38.471>&gt;&gt; <00:29:38.626>Thanks <00:29:38.782>a <00:29:38.937>lot. <00:29:39.093>Maybe <00:29:39.248>one <00:29:39.404>last <00:29:39.560>question,

00:29:40.310 --> 00:29:40.320 align:start position:0%
<00:29:40.310>&gt;&gt; <00:29:40.311>Thanks <00:29:40.312>a <00:29:40.313>lot. <00:29:40.315>Maybe <00:29:40.316>one <00:29:40.317>last <00:29:40.319>question,

00:29:40.320 --> 00:29:43.830 align:start position:0%
<00:29:40.320>&gt;&gt; <00:29:40.419>Thanks <00:29:40.520>a <00:29:40.620>lot. <00:29:40.720>Maybe <00:29:40.820>one <00:29:40.919>last <00:29:41.020>question, <00:29:41.120>which <00:29:41.220>limitation <00:29:41.320>will <00:29:41.419>still <00:29:41.520>be <00:29:41.620>with <00:29:41.720>us

00:29:43.830 --> 00:29:43.840 align:start position:0%
<00:29:43.830>which <00:29:43.831>limitation <00:29:43.832>will <00:29:43.834>still <00:29:43.836>be <00:29:43.837>with <00:29:43.839>us

00:29:43.840 --> 00:29:46.310 align:start position:0%
<00:29:43.840>which <00:29:43.947>limitation <00:29:44.055>will <00:29:44.163>still <00:29:44.270>be <00:29:44.378>with <00:29:44.486>us <00:29:44.593>in <00:29:44.701>3 <00:29:44.809>years, <00:29:44.916>and <00:29:45.024>which <00:29:45.132>one <00:29:45.240>disappears

00:29:46.310 --> 00:29:46.320 align:start position:0%
<00:29:46.310>in <00:29:46.311>3 <00:29:46.312>years, <00:29:46.314>and <00:29:46.316>which <00:29:46.317>one <00:29:46.319>disappears

00:29:46.320 --> 00:29:49.510 align:start position:0%
<00:29:46.320>in <00:29:46.495>3 <00:29:46.669>years, <00:29:46.845>and <00:29:47.020>which <00:29:47.195>one <00:29:47.370>disappears <00:29:47.544>next <00:29:47.720>year?

00:29:49.520 --> 00:29:51.470 align:start position:0%
<00:29:49.520>&gt;&gt; <00:29:49.695>Uh <00:29:49.870>context <00:29:50.045>is <00:29:50.220>always <00:29:50.395>going <00:29:50.570>to <00:29:50.745>be <00:29:50.920>a

00:29:51.470 --> 00:29:51.480 align:start position:0%
<00:29:51.470>&gt;&gt; <00:29:51.471>Uh <00:29:51.472>context <00:29:51.473>is <00:29:51.474>always <00:29:51.475>going <00:29:51.476>to <00:29:51.477>be <00:29:51.479>a

00:29:51.480 --> 00:29:53.350 align:start position:0%
<00:29:51.480>&gt;&gt; <00:29:51.580>Uh <00:29:51.680>context <00:29:51.780>is <00:29:51.880>always <00:29:51.980>going <00:29:52.080>to <00:29:52.180>be <00:29:52.280>a <00:29:52.380>problem <00:29:52.480>if <00:29:52.580>information <00:29:52.680>is <00:29:52.780>trapped <00:29:52.880>in

00:29:53.350 --> 00:29:53.360 align:start position:0%
<00:29:53.350>problem <00:29:53.351>if <00:29:53.353>information <00:29:53.355>is <00:29:53.357>trapped <00:29:53.359>in

00:29:53.360 --> 00:29:56.110 align:start position:0%
<00:29:53.360>problem <00:29:53.476>if <00:29:53.593>information <00:29:53.709>is <00:29:53.826>trapped <00:29:53.943>in <00:29:54.060>people's <00:29:54.176>heads. <00:29:54.293>So, <00:29:54.409>I <00:29:54.526>think <00:29:54.643>it's <00:29:54.760>never

00:29:56.110 --> 00:29:56.120 align:start position:0%
<00:29:56.110>people's <00:29:56.111>heads. <00:29:56.112>So, <00:29:56.114>I <00:29:56.116>think <00:29:56.117>it's <00:29:56.119>never

00:29:56.120 --> 00:29:57.710 align:start position:0%
<00:29:56.120>people's <00:29:56.236>heads. <00:29:56.353>So, <00:29:56.469>I <00:29:56.586>think <00:29:56.703>it's <00:29:56.820>never <00:29:56.936>too <00:29:57.053>early <00:29:57.169>to <00:29:57.286>start <00:29:57.403>making <00:29:57.520>things

00:29:57.710 --> 00:29:57.720 align:start position:0%
<00:29:57.710>too <00:29:57.711>early <00:29:57.713>to <00:29:57.715>start <00:29:57.717>making <00:29:57.719>things

00:29:57.720 --> 00:30:00.150 align:start position:0%
<00:29:57.720>too <00:29:57.875>early <00:29:58.031>to <00:29:58.186>start <00:29:58.342>making <00:29:58.497>things <00:29:58.653>explicit <00:29:58.808>and <00:29:58.964>start <00:29:59.120>formalizing

00:30:00.150 --> 00:30:00.160 align:start position:0%
<00:30:00.150>explicit <00:30:00.153>and <00:30:00.156>start <00:30:00.159>formalizing

00:30:00.160 --> 00:30:02.310 align:start position:0%
<00:30:00.160>explicit <00:30:00.360>and <00:30:00.560>start <00:30:00.760>formalizing <00:30:00.960>knowledge, <00:30:01.160>I <00:30:01.360>would <00:30:01.560>say.

00:30:02.310 --> 00:30:02.320 align:start position:0%
<00:30:02.310>knowledge, <00:30:02.312>I <00:30:02.316>would <00:30:02.319>say.

00:30:02.320 --> 00:30:05.510 align:start position:0%
<00:30:02.320>knowledge, <00:30:02.436>I <00:30:02.553>would <00:30:02.669>say. <00:30:02.786>&gt;&gt; <00:30:02.903>Okay, <00:30:03.020>perfect. <00:30:03.136>You <00:30:03.253>want <00:30:03.370>to <00:30:03.486>add <00:30:03.603>to <00:30:03.720>that?

00:30:05.510 --> 00:30:05.520 align:start position:0%
<00:30:05.510>&gt;&gt; <00:30:05.511>Okay, <00:30:05.512>perfect. <00:30:05.513>You <00:30:05.514>want <00:30:05.515>to <00:30:05.516>add <00:30:05.517>to <00:30:05.519>that?

00:30:05.520 --> 00:30:07.230 align:start position:0%
<00:30:05.520>&gt;&gt; <00:30:05.613>Okay, <00:30:05.706>perfect. <00:30:05.800>You <00:30:05.893>want <00:30:05.986>to <00:30:06.080>add <00:30:06.173>to <00:30:06.266>that? <00:30:06.360>&gt;&gt; <00:30:06.453>I <00:30:06.546>think <00:30:06.639>basically <00:30:06.733>what <00:30:06.826>he's <00:30:06.920>saying

00:30:07.230 --> 00:30:07.240 align:start position:0%
<00:30:07.230>&gt;&gt; <00:30:07.231>I <00:30:07.233>think <00:30:07.234>basically <00:30:07.236>what <00:30:07.237>he's <00:30:07.239>saying

00:30:07.240 --> 00:30:08.910 align:start position:0%
<00:30:07.240>&gt;&gt; <00:30:07.347>I <00:30:07.455>think <00:30:07.563>basically <00:30:07.670>what <00:30:07.778>he's <00:30:07.886>saying <00:30:07.993>indirectly, <00:30:08.101>and <00:30:08.209>we <00:30:08.316>see <00:30:08.424>in <00:30:08.532>the <00:30:08.640>market,

00:30:08.910 --> 00:30:08.920 align:start position:0%
<00:30:08.910>indirectly, <00:30:08.911>and <00:30:08.913>we <00:30:08.914>see <00:30:08.916>in <00:30:08.917>the <00:30:08.919>market,

00:30:08.920 --> 00:30:10.710 align:start position:0%
<00:30:08.920>indirectly, <00:30:09.027>and <00:30:09.135>we <00:30:09.243>see <00:30:09.350>in <00:30:09.458>the <00:30:09.566>market, <00:30:09.673>it's <00:30:09.781>memory, <00:30:09.889>right? <00:30:09.996>We <00:30:10.104>have <00:30:10.212>an <00:30:10.320>issue

00:30:10.710 --> 00:30:10.720 align:start position:0%
<00:30:10.710>it's <00:30:10.711>memory, <00:30:10.713>right? <00:30:10.714>We <00:30:10.716>have <00:30:10.717>an <00:30:10.719>issue

00:30:10.720 --> 00:30:10.990 align:start position:0%
<00:30:10.720>it's <00:30:10.754>memory, <00:30:10.789>right? <00:30:10.824>We <00:30:10.858>have <00:30:10.893>an <00:30:10.928>issue <00:30:10.963>with

00:30:10.990 --> 00:30:11.000 align:start position:0%
with

00:30:11.000 --> 00:30:11.710 align:start position:0%
<00:30:11.000>with <00:30:11.213>&gt;&gt; <00:30:11.426>Exactly, <00:30:11.639>yeah.

00:30:11.710 --> 00:30:11.720 align:start position:0%
<00:30:11.710>&gt;&gt; <00:30:11.714>Exactly, <00:30:11.719>yeah.

00:30:11.720 --> 00:30:14.270 align:start position:0%
<00:30:11.720>&gt;&gt; <00:30:11.895>Exactly, <00:30:12.070>yeah. <00:30:12.245>&gt;&gt; <00:30:12.420>the <00:30:12.595>memory, <00:30:12.770>physical <00:30:12.945>physical <00:30:13.120>memory,

00:30:14.270 --> 00:30:14.280 align:start position:0%
<00:30:14.270>&gt;&gt; <00:30:14.271>the <00:30:14.273>memory, <00:30:14.275>physical <00:30:14.277>physical <00:30:14.279>memory,

00:30:14.280 --> 00:30:15.790 align:start position:0%
<00:30:14.280>&gt;&gt; <00:30:14.384>the <00:30:14.489>memory, <00:30:14.593>physical <00:30:14.698>physical <00:30:14.802>memory, <00:30:14.907>the <00:30:15.011>cost <00:30:15.116>of <00:30:15.220>it, <00:30:15.325>and <00:30:15.429>the <00:30:15.534>management <00:30:15.639>of

00:30:15.790 --> 00:30:15.800 align:start position:0%
<00:30:15.790>the <00:30:15.791>cost <00:30:15.792>of <00:30:15.793>it, <00:30:15.795>and <00:30:15.796>the <00:30:15.797>management <00:30:15.799>of

00:30:15.800 --> 00:30:18.270 align:start position:0%
<00:30:15.800>the <00:30:15.893>cost <00:30:15.986>of <00:30:16.080>it, <00:30:16.173>and <00:30:16.266>the <00:30:16.360>management <00:30:16.453>of <00:30:16.546>it. <00:30:16.639>That's, <00:30:16.733>you <00:30:16.826>know, <00:30:16.919>going <00:30:17.013>to <00:30:17.106>be <00:30:17.200>like

00:30:18.270 --> 00:30:18.280 align:start position:0%
<00:30:18.270>it. <00:30:18.271>That's, <00:30:18.272>you <00:30:18.273>know, <00:30:18.275>going <00:30:18.276>to <00:30:18.277>be <00:30:18.279>like

00:30:18.280 --> 00:30:20.150 align:start position:0%
<00:30:18.280>it. <00:30:18.379>That's, <00:30:18.480>you <00:30:18.580>know, <00:30:18.680>going <00:30:18.780>to <00:30:18.879>be <00:30:18.980>like <00:30:19.080>batteries, <00:30:19.180>right? <00:30:19.280>We <00:30:19.379>know <00:30:19.480>to <00:30:19.580>build <00:30:19.680>it,

00:30:20.150 --> 00:30:20.160 align:start position:0%
<00:30:20.150>batteries, <00:30:20.151>right? <00:30:20.153>We <00:30:20.154>know <00:30:20.156>to <00:30:20.157>build <00:30:20.159>it,

00:30:20.160 --> 00:30:21.830 align:start position:0%
<00:30:20.160>batteries, <00:30:20.267>right? <00:30:20.375>We <00:30:20.483>know <00:30:20.590>to <00:30:20.698>build <00:30:20.806>it, <00:30:20.913>but <00:30:21.021>managing <00:30:21.129>it's <00:30:21.236>stuff. <00:30:21.344>I <00:30:21.452>think <00:30:21.560>we're

00:30:21.830 --> 00:30:21.840 align:start position:0%
<00:30:21.830>but <00:30:21.831>managing <00:30:21.832>it's <00:30:21.834>stuff. <00:30:21.836>I <00:30:21.837>think <00:30:21.839>we're

00:30:21.840 --> 00:30:24.270 align:start position:0%
<00:30:21.840>but <00:30:21.956>managing <00:30:22.073>it's <00:30:22.189>stuff. <00:30:22.306>I <00:30:22.423>think <00:30:22.540>we're <00:30:22.656>going <00:30:22.773>to <00:30:22.889>enter <00:30:23.006>a <00:30:23.123>world <00:30:23.240>where

00:30:24.270 --> 00:30:24.280 align:start position:0%
<00:30:24.270>going <00:30:24.271>to <00:30:24.273>enter <00:30:24.275>a <00:30:24.277>world <00:30:24.279>where

00:30:24.280 --> 00:30:25.990 align:start position:0%
<00:30:24.280>going <00:30:24.387>to <00:30:24.495>enter <00:30:24.603>a <00:30:24.710>world <00:30:24.818>where <00:30:24.926>a <00:30:25.033>lot <00:30:25.141>of <00:30:25.249>limitation <00:30:25.356>on <00:30:25.464>this <00:30:25.572>front, <00:30:25.680>you

00:30:25.990 --> 00:30:26.000 align:start position:0%
<00:30:25.990>a <00:30:25.991>lot <00:30:25.992>of <00:30:25.993>limitation <00:30:25.995>on <00:30:25.996>this <00:30:25.997>front, <00:30:25.999>you

00:30:26.000 --> 00:30:26.710 align:start position:0%
<00:30:26.000>a <00:30:26.079>lot <00:30:26.159>of <00:30:26.239>limitation <00:30:26.319>on <00:30:26.399>this <00:30:26.479>front, <00:30:26.559>you <00:30:26.639>know?

00:30:26.710 --> 00:30:26.720 align:start position:0%
know?

00:30:26.720 --> 00:30:29.190 align:start position:0%
<00:30:26.720>know? <00:30:26.920>&gt;&gt; <00:30:27.120>Thanks <00:30:27.320>a <00:30:27.520>lot. <00:30:27.720>Thanks <00:30:27.920>a <00:30:28.120>lot.

00:30:29.190 --> 00:30:29.200 align:start position:0%
<00:30:29.190>&gt;&gt; <00:30:29.191>Thanks <00:30:29.193>a <00:30:29.194>lot. <00:30:29.196>Thanks <00:30:29.197>a <00:30:29.199>lot.

00:30:29.200 --> 00:30:32.030 align:start position:0%
<00:30:29.200>&gt;&gt; <00:30:29.307>Thanks <00:30:29.415>a <00:30:29.523>lot. <00:30:29.630>Thanks <00:30:29.738>a <00:30:29.846>lot. <00:30:29.953>That's, <00:30:30.061>I <00:30:30.169>think, <00:30:30.276>it <00:30:30.384>from <00:30:30.492>the <00:30:30.600>audience.

00:30:32.030 --> 00:30:32.040 align:start position:0%
<00:30:32.030>That's, <00:30:32.031>I <00:30:32.033>think, <00:30:32.034>it <00:30:32.036>from <00:30:32.037>the <00:30:32.039>audience.

00:30:32.040 --> 00:30:33.990 align:start position:0%
<00:30:32.040>That's, <00:30:32.147>I <00:30:32.255>think, <00:30:32.363>it <00:30:32.470>from <00:30:32.578>the <00:30:32.686>audience. <00:30:32.793>Thanks <00:30:32.901>a <00:30:33.009>lot <00:30:33.116>for <00:30:33.224>all <00:30:33.332>of <00:30:33.440>you,

00:30:33.990 --> 00:30:34.000 align:start position:0%
<00:30:33.990>Thanks <00:30:33.991>a <00:30:33.993>lot <00:30:33.994>for <00:30:33.996>all <00:30:33.997>of <00:30:33.999>you,

00:30:34.000 --> 00:30:35.230 align:start position:0%
<00:30:34.000>Thanks <00:30:34.138>a <00:30:34.276>lot <00:30:34.415>for <00:30:34.553>all <00:30:34.691>of <00:30:34.830>you, <00:30:34.968>and <00:30:35.107>like

00:30:35.230 --> 00:30:35.240 align:start position:0%
<00:30:35.230>and <00:30:35.239>like

00:30:35.240 --> 00:30:37.710 align:start position:0%
<00:30:35.240>and <00:30:35.380>like <00:30:35.520>&gt;&gt; <00:30:35.660>Thank <00:30:35.800>you. <00:30:35.940>So, <00:30:36.080>yeah, <00:30:36.220>I <00:30:36.360>think <00:30:36.500>it's <00:30:36.640>it's

00:30:37.710 --> 00:30:37.720 align:start position:0%
<00:30:37.710>&gt;&gt; <00:30:37.711>Thank <00:30:37.712>you. <00:30:37.713>So, <00:30:37.714>yeah, <00:30:37.715>I <00:30:37.716>think <00:30:37.717>it's <00:30:37.719>it's

00:30:37.720 --> 00:30:40.510 align:start position:0%
<00:30:37.720>&gt;&gt; <00:30:37.813>Thank <00:30:37.906>you. <00:30:38.000>So, <00:30:38.093>yeah, <00:30:38.186>I <00:30:38.280>think <00:30:38.373>it's <00:30:38.466>it's <00:30:38.560>pretty <00:30:38.653>clear <00:30:38.746>AI <00:30:38.840>success <00:30:38.933>is <00:30:39.026>not <00:30:39.120>decided

00:30:40.510 --> 00:30:40.520 align:start position:0%
<00:30:40.510>pretty <00:30:40.511>clear <00:30:40.513>AI <00:30:40.514>success <00:30:40.516>is <00:30:40.517>not <00:30:40.519>decided

00:30:40.520 --> 00:30:42.710 align:start position:0%
<00:30:40.520>pretty <00:30:40.620>clear <00:30:40.720>AI <00:30:40.820>success <00:30:40.920>is <00:30:41.020>not <00:30:41.120>decided <00:30:41.220>on <00:30:41.320>the <00:30:41.420>on <00:30:41.520>the <00:30:41.620>model <00:30:41.720>alone, <00:30:41.820>but <00:30:41.920>it's

00:30:42.710 --> 00:30:42.720 align:start position:0%
<00:30:42.710>on <00:30:42.711>the <00:30:42.712>on <00:30:42.713>the <00:30:42.715>model <00:30:42.716>alone, <00:30:42.717>but <00:30:42.719>it's

00:30:42.720 --> 00:30:45.990 align:start position:0%
<00:30:42.720>on <00:30:42.813>the <00:30:42.906>on <00:30:43.000>the <00:30:43.093>model <00:30:43.186>alone, <00:30:43.280>but <00:30:43.373>it's <00:30:43.466>decided <00:30:43.560>by <00:30:43.653>the <00:30:43.746>quality <00:30:43.840>of <00:30:43.933>the <00:30:44.026>data, <00:30:44.120>the

00:30:45.990 --> 00:30:46.000 align:start position:0%
<00:30:45.990>decided <00:30:45.991>by <00:30:45.992>the <00:30:45.993>quality <00:30:45.995>of <00:30:45.996>the <00:30:45.997>data, <00:30:45.999>the

00:30:46.000 --> 00:30:49.190 align:start position:0%
<00:30:46.000>decided <00:30:46.100>by <00:30:46.200>the <00:30:46.300>quality <00:30:46.400>of <00:30:46.500>the <00:30:46.600>data, <00:30:46.700>the <00:30:46.800>way <00:30:46.900>we <00:30:47.000>connect <00:30:47.100>AI <00:30:47.200>to <00:30:47.300>real <00:30:47.400>workflows,

00:30:49.190 --> 00:30:49.200 align:start position:0%
<00:30:49.190>way <00:30:49.191>we <00:30:49.193>connect <00:30:49.194>AI <00:30:49.196>to <00:30:49.197>real <00:30:49.199>workflows,

00:30:49.200 --> 00:30:52.070 align:start position:0%
<00:30:49.200>way <00:30:49.300>we <00:30:49.400>connect <00:30:49.500>AI <00:30:49.600>to <00:30:49.700>real <00:30:49.800>workflows, <00:30:49.900>trust <00:30:50.000>and <00:30:50.100>value, <00:30:50.200>and <00:30:50.300>how <00:30:50.400>we <00:30:50.500>measure <00:30:50.600>the

00:30:52.070 --> 00:30:52.080 align:start position:0%
<00:30:52.070>trust <00:30:52.071>and <00:30:52.072>value, <00:30:52.073>and <00:30:52.075>how <00:30:52.076>we <00:30:52.077>measure <00:30:52.079>the

00:30:52.080 --> 00:30:53.190 align:start position:0%
<00:30:52.080>trust <00:30:52.204>and <00:30:52.329>value, <00:30:52.454>and <00:30:52.579>how <00:30:52.704>we <00:30:52.829>measure <00:30:52.954>the <00:30:53.079>value.

00:30:53.190 --> 00:30:53.200 align:start position:0%
value.

00:30:53.200 --> 00:30:55.390 align:start position:0%
<00:30:53.200>value. <00:30:53.400>So, <00:30:53.600>thank <00:30:53.800>you <00:30:54.000>very <00:30:54.200>much, <00:30:54.400>uh <00:30:54.600>Day,

00:30:55.390 --> 00:30:55.400 align:start position:0%
<00:30:55.390>So, <00:30:55.391>thank <00:30:55.393>you <00:30:55.394>very <00:30:55.396>much, <00:30:55.397>uh <00:30:55.399>Day,

00:30:55.400 --> 00:30:58.350 align:start position:0%
<00:30:55.400>So, <00:30:55.507>thank <00:30:55.615>you <00:30:55.723>very <00:30:55.830>much, <00:30:55.938>uh <00:30:56.046>Day, <00:30:56.153>Guillaume, <00:30:56.261>Mariam, <00:30:56.369>for <00:30:56.476>being <00:30:56.584>um <00:30:56.692>on <00:30:56.800>stage

00:30:58.350 --> 00:30:58.360 align:start position:0%
<00:30:58.350>Guillaume, <00:30:58.351>Mariam, <00:30:58.352>for <00:30:58.354>being <00:30:58.356>um <00:30:58.357>on <00:30:58.359>stage

00:30:58.360 --> 00:31:00.390 align:start position:0%
<00:30:58.360>Guillaume, <00:30:58.467>Mariam, <00:30:58.575>for <00:30:58.683>being <00:30:58.790>um <00:30:58.898>on <00:30:59.006>stage <00:30:59.113>with <00:30:59.221>us <00:30:59.329>today <00:30:59.436>and <00:30:59.544>share <00:30:59.652>your <00:30:59.760>insights.

00:31:00.390 --> 00:31:00.400 align:start position:0%
<00:31:00.390>with <00:31:00.391>us <00:31:00.393>today <00:31:00.394>and <00:31:00.396>share <00:31:00.397>your <00:31:00.399>insights.

00:31:00.400 --> 00:31:02.030 align:start position:0%
<00:31:00.400>with <00:31:00.516>us <00:31:00.633>today <00:31:00.750>and <00:31:00.866>share <00:31:00.983>your <00:31:01.100>insights. <00:31:01.216>It <00:31:01.333>was <00:31:01.450>a <00:31:01.566>pleasure. <00:31:01.683>Thank <00:31:01.800>you.

00:31:02.030 --> 00:31:02.040 align:start position:0%
<00:31:02.030>It <00:31:02.031>was <00:31:02.033>a <00:31:02.035>pleasure. <00:31:02.037>Thank <00:31:02.039>you.

00:31:02.040 --> 00:31:02.630 align:start position:0%
<00:31:02.040>It <00:31:02.115>was <00:31:02.191>a <00:31:02.267>pleasure. <00:31:02.343>Thank <00:31:02.419>you. <00:31:02.495>&gt;&gt; <00:31:02.571>Thanks.

00:31:02.630 --> 00:31:02.640 align:start position:0%
<00:31:02.630>&gt;&gt; <00:31:02.639>Thanks.

00:31:02.640 --> 00:31:04.141 align:start position:0%
<00:31:02.640>&gt;&gt; <00:31:03.090>Thanks. <00:31:03.540>&gt;&gt; <00:31:03.990>Thanks.

00:31:04.141 --> 00:31:04.151 align:start position:0%
<00:31:04.141>&gt;&gt; <00:31:04.150>Thanks.

00:31:04.151 --> 00:31:06.171 align:start position:0%
<00:31:04.151>&gt;&gt; <00:31:04.617>Thanks. <00:31:05.084>&gt;&gt; <00:31:05.551>[applause]