WEBVTT

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<00:00:00.760>Hi, <00:00:00.900>and <00:00:01.040>welcome <00:00:01.180>to <00:00:01.319>our <00:00:01.460>talk: <00:00:01.599>Industrial <00:00:01.739>AI <00:00:01.880>Built <00:00:02.019>for <00:00:02.160>Reality,

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<00:00:05.200>Operation <00:00:05.780>and <00:00:06.361>People.

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<00:00:07.420>I <00:00:07.520>am <00:00:07.620>Freya <00:00:07.720>Menzel, <00:00:07.820>Product <00:00:07.920>Lead <00:00:08.020>at <00:00:08.119>aidu, <00:00:08.220>and <00:00:08.320>with <00:00:08.420>more <00:00:08.520>than <00:00:08.620>seven <00:00:08.719>years <00:00:08.820>of

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<00:00:11.240>experience <00:00:11.395>in <00:00:11.551>growth <00:00:11.706>marketing <00:00:11.862>and <00:00:12.017>product <00:00:12.173>management, <00:00:12.328>I've <00:00:12.484>built <00:00:12.640>and

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<00:00:15.060>launched <00:00:15.235>digital <00:00:15.410>products <00:00:15.585>that <00:00:15.760>combine <00:00:15.935>technology <00:00:16.110>with <00:00:16.285>a <00:00:16.460>deep

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<00:00:19.040>understanding <00:00:19.506>of <00:00:19.973>user <00:00:20.439>challenges.

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<00:00:21.260>And <00:00:21.540>today, <00:00:21.820>I'm <00:00:22.100>here <00:00:22.380>with <00:00:22.660>Timo.

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<00:00:24.340>Hi, <00:00:24.480>I'm <00:00:24.620>Timo <00:00:24.759>Brenningmeier, <00:00:24.900>COO <00:00:25.040>at <00:00:25.180>aidu <00:00:25.320>GmbH <00:00:25.460>and <00:00:25.600>one <00:00:25.740>of

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<00:00:28.320>the <00:00:28.495>company's <00:00:28.670>first <00:00:28.845>employees. <00:00:29.020>With <00:00:29.195>a <00:00:29.370>background <00:00:29.545>in <00:00:29.720>technology,

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<00:00:31.960>development, <00:00:32.134>project <00:00:32.310>management, <00:00:32.485>and <00:00:32.660>R&amp;D <00:00:32.835>leadership, <00:00:33.010>I <00:00:33.185>help <00:00:33.360>drive

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<00:00:35.760>aidu's <00:00:36.040>operational <00:00:36.320>strategy <00:00:36.599>and <00:00:36.879>international <00:00:37.160>growth.

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<00:00:39.720>When <00:00:39.860>people <00:00:40.000>talk <00:00:40.140>about <00:00:40.280>AI <00:00:40.420>today, <00:00:40.560>they <00:00:40.699>usually <00:00:40.839>talk <00:00:40.980>about <00:00:41.120>models,

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<00:00:44.100>maybe <00:00:44.450>copilots, <00:00:44.800>or <00:00:45.150>autonomous <00:00:45.500>agents.

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<00:00:47.600>But <00:00:47.755>in <00:00:47.911>manufacturing, <00:00:48.066>AI <00:00:48.222>starts <00:00:48.377>with <00:00:48.533>a <00:00:48.688>very <00:00:48.844>different <00:00:49.000>reality.

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<00:00:52.160>Today, <00:00:52.276>Timo <00:00:52.393>and <00:00:52.510>I <00:00:52.626>want <00:00:52.743>to <00:00:52.860>show <00:00:52.976>how <00:00:53.093>we <00:00:53.209>connect <00:00:53.326>that <00:00:53.443>reality <00:00:53.559>to

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<00:00:56.180>modern <00:00:56.320>AI <00:00:56.460>systems, <00:00:56.600>and <00:00:56.740>how <00:00:56.880>we <00:00:57.019>bridge <00:00:57.160>the <00:00:57.300>gap <00:00:57.440>between <00:00:57.580>machines

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<00:01:00.220>from <00:01:00.453>the <00:01:00.686>'80s <00:01:00.920>and <00:01:01.153>AI <00:01:01.386>from <00:01:01.620>2026.

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<00:01:04.120>But <00:01:04.237>before <00:01:04.354>we <00:01:04.470>talk <00:01:04.587>about <00:01:04.704>AI, <00:01:04.821>agents, <00:01:04.937>and <00:01:05.054>data, <00:01:05.170>we <00:01:05.287>need <00:01:05.404>to <00:01:05.521>talk

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<00:01:08.160>about <00:01:08.335>one <00:01:08.509>of <00:01:08.685>the <00:01:08.860>most <00:01:09.035>expensive <00:01:09.210>problems <00:01:09.384>in <00:01:09.560>manufacturing:

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<00:01:14.220>In <00:01:14.500>software <00:01:14.780>alone, <00:01:15.060>downtime <00:01:15.340>is <00:01:15.620>frustrating.

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<00:01:17.060>In <00:01:17.260>manufacturing, <00:01:17.460>downtime <00:01:17.660>immediately <00:01:17.860>becomes <00:01:18.060>a <00:01:18.260>financial <00:01:18.460>event.

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<00:01:21.510>Material <00:01:21.710>gets <00:01:21.910>wasted, <00:01:22.110>energy <00:01:22.310>is <00:01:22.510>consumed <00:01:22.710>without <00:01:22.910>producing

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<00:01:25.140>value, <00:01:25.420>and <00:01:25.700>production <00:01:25.980>targets <00:01:26.260>are <00:01:26.540>missed.

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<00:01:28.680>Operators, <00:01:28.913>quality <00:01:29.146>managers, <00:01:29.380>and <00:01:29.613>plant <00:01:29.846>managers <00:01:30.080>become

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<00:01:32.240>occupied <00:01:32.473>with <00:01:32.706>troubleshooting <00:01:32.940>instead <00:01:33.173>of <00:01:33.406>improving <00:01:33.640>operations.

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<00:01:36.360>So <00:01:36.515>the <00:01:36.671>challenge <00:01:36.826>here <00:01:36.982>is <00:01:37.137>not <00:01:37.293>alone <00:01:37.448>detecting <00:01:37.604>a <00:01:37.760>problem.

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<00:01:39.479>The <00:01:39.635>challenge <00:01:39.791>is <00:01:39.946>understanding <00:01:40.102>what <00:01:40.257>happened <00:01:40.413>and <00:01:40.568>resolving <00:01:40.724>it <00:01:40.880>quickly.

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<00:01:43.960>Which <00:01:44.135>means <00:01:44.310>that <00:01:44.485>reducing <00:01:44.660>downtime <00:01:44.835>requires <00:01:45.010>more <00:01:45.185>than <00:01:45.360>just

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<00:01:47.479>monitoring. <00:01:47.946>It <00:01:48.413>requires <00:01:48.880>context.

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<00:01:51.840>And <00:01:51.967>naturally, <00:01:52.094>when <00:01:52.221>we <00:01:52.349>talk <00:01:52.476>about <00:01:52.603>AI <00:01:52.730>today, <00:01:52.858>the <00:01:52.985>obvious <00:01:53.112>question <00:01:53.240>becomes:

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<00:01:56.479>AI <00:01:56.829>will <00:01:57.179>fix <00:01:57.529>it, <00:01:57.880>right?

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<00:02:00.320>Well, <00:02:00.600>no. <00:02:00.880>Not <00:02:01.160>by <00:02:01.440>itself. <00:02:01.720>Instead,

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<00:02:04.040>manufacturing <00:02:04.215>continues <00:02:04.390>to <00:02:04.565>struggle <00:02:04.740>with <00:02:04.915>scaling <00:02:05.090>AI, <00:02:05.265>and <00:02:05.440>that

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<00:02:08.021>becomes <00:02:08.161>very <00:02:08.301>clear <00:02:08.441>when <00:02:08.581>we <00:02:08.721>look <00:02:08.861>at <00:02:09.001>the <00:02:09.141>AI <00:02:09.281>adoption <00:02:09.421>gap.

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<00:02:12.740>According <00:02:12.940>to <00:02:13.140>McKinsey's <00:02:13.340>State <00:02:13.540>of <00:02:13.740>AI <00:02:13.940>2025 <00:02:14.140>report,

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<00:02:16.940>AI <00:02:17.173>adoption <00:02:17.406>has <00:02:17.640>become <00:02:17.873>nearly <00:02:18.106>universal <00:02:18.340>across

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<00:02:19.920>enterprises. <00:02:20.270>Yet, <00:02:20.620>most <00:02:20.970>organizations <00:02:21.320>still

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<00:02:23.620>struggle <00:02:23.853>to <00:02:24.086>move <00:02:24.320>beyond <00:02:24.553>isolated <00:02:24.786>pilots <00:02:25.020>and

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<00:02:27.160>generate <00:02:27.859>enterprise-wide <00:02:28.560>value.

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<00:02:30.160>And <00:02:30.299>while <00:02:30.440>other <00:02:30.579>industries <00:02:30.720>are <00:02:30.859>rapidly <00:02:31.000>moving <00:02:31.140>or <00:02:31.280>trying <00:02:31.420>to <00:02:31.560>get

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<00:02:34.120>from <00:02:34.470>experimentation <00:02:34.820>to <00:02:35.170>execution, <00:02:35.520>manufacturing

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<00:02:37.780>consistently <00:02:38.060>ranks <00:02:38.340>among <00:02:38.620>the <00:02:38.900>slowest <00:02:39.180>adopters.

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<00:02:41.760>Which <00:02:41.993>brings <00:02:42.226>us <00:02:42.459>to <00:02:42.693>the <00:02:42.926>key <00:02:43.160>question.

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<00:02:44.640>Why <00:02:44.873>is <00:02:45.106>manufacturing <00:02:45.339>unlike <00:02:45.573>any <00:02:45.806>other <00:02:46.040>industry?

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<00:02:48.489>Manufacturing <00:02:48.664>is <00:02:48.839>fundamentally <00:02:49.014>different <00:02:49.189>from <00:02:49.364>almost <00:02:49.539>every <00:02:49.714>other <00:02:49.889>industry

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<00:02:52.780>because <00:02:52.955>most <00:02:53.130>digital <00:02:53.305>products <00:02:53.480>today <00:02:53.655>are <00:02:53.830>built <00:02:54.005>for <00:02:54.180>environments

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<00:02:56.640>where <00:02:56.815>data <00:02:56.989>is <00:02:57.165>already <00:02:57.339>available, <00:02:57.515>systems <00:02:57.690>are <00:02:57.864>connected, <00:02:58.040>and

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<00:03:00.600>infrastructure <00:03:00.950>can <00:03:01.299>be <00:03:01.650>updated <00:03:02.000>continuously.

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<00:03:03.680>Manufacturing <00:03:04.030>doesn't <00:03:04.380>work <00:03:04.730>that <00:03:05.080>way.

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<00:03:06.640>Production <00:03:06.920>environments <00:03:07.200>are <00:03:07.480>designed <00:03:07.760>for <00:03:08.040>reliability

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<00:03:10.420>and <00:03:10.619>long <00:03:10.820>asset <00:03:11.019>life <00:03:11.220>cycles. <00:03:11.420>Which <00:03:11.619>means <00:03:11.820>that

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<00:03:14.360>some <00:03:14.535>of <00:03:14.710>the <00:03:14.885>machines <00:03:15.060>running <00:03:15.235>production <00:03:15.410>processes <00:03:15.585>today <00:03:15.760>were

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<00:03:18.220>installed <00:03:18.375>decades <00:03:18.531>ago. <00:03:18.686>And <00:03:18.842>this <00:03:18.997>is <00:03:19.153>what <00:03:19.308>we <00:03:19.464>call <00:03:19.620>a

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<00:03:21.940>brownfield <00:03:23.038>environment.

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<00:03:23.980>And <00:03:24.135>for <00:03:24.291>many <00:03:24.446>manufacturers, <00:03:24.602>especially <00:03:24.757>in <00:03:24.913>the <00:03:25.068>plastics <00:03:25.224>industry, <00:03:25.380>this

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<00:03:27.940>is <00:03:28.079>the <00:03:28.220>reality. <00:03:28.359>We <00:03:28.500>have <00:03:28.640>production <00:03:28.780>lines <00:03:28.920>consist <00:03:29.060>of <00:03:29.200>machines <00:03:29.340>from

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<00:03:31.820>different <00:03:32.170>generations <00:03:32.519>and <00:03:32.870>different <00:03:33.220>vendors.

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<00:03:34.109>Some <00:03:34.264>systems <00:03:34.420>expose <00:03:34.575>data <00:03:34.731>through <00:03:34.886>modern <00:03:35.042>interfaces, <00:03:35.197>others <00:03:35.353>rely <00:03:35.509>on

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<00:03:37.980>proprietary <00:03:38.213>protocols. <00:03:38.446>Some <00:03:38.679>still <00:03:38.913>depend <00:03:39.146>on <00:03:39.380>manual

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<00:03:41.380>documentation <00:03:42.079>and <00:03:42.780>spreadsheets,

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<00:03:43.840>which <00:03:44.015>means <00:03:44.190>critical <00:03:44.365>information <00:03:44.540>is <00:03:44.715>often <00:03:44.890>distributed <00:03:45.065>across <00:03:45.240>machines,

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<00:03:47.920>people, <00:03:48.200>service <00:03:48.480>reports, <00:03:48.760>and <00:03:49.040>operational <00:03:49.320>experience.

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<00:03:52.740>And <00:03:52.915>when <00:03:53.090>we <00:03:53.265>talk <00:03:53.440>about <00:03:53.615>brownfield <00:03:53.790>environments, <00:03:53.965>a <00:03:54.140>common

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<00:03:56.560>reaction <00:03:56.687>is: <00:03:56.814>why <00:03:56.941>not <00:03:57.069>start <00:03:57.196>from <00:03:57.323>scratch, <00:03:57.450>replace <00:03:57.578>everything, <00:03:57.705>and <00:03:57.832>build <00:03:57.960>a

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<00:04:00.580>modern <00:04:01.516>infrastructure?

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<00:04:02.640>Well, <00:04:02.739>there <00:04:02.839>are <00:04:02.940>three <00:04:03.040>valid <00:04:03.140>reasons <00:04:03.239>why <00:04:03.339>this <00:04:03.440>is <00:04:03.540>still <00:04:03.640>the <00:04:03.739>exception <00:04:03.839>rather <00:04:03.940>than <00:04:04.040>the

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<00:04:06.560>rule. <00:04:06.840>First, <00:04:07.120>there <00:04:07.400>is <00:04:07.680>operational <00:04:07.960>risk.

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<00:04:09.810>Manufacturers <00:04:10.010>cannot <00:04:10.210>afford <00:04:10.410>large <00:04:10.610>transformation <00:04:10.810>project <00:04:11.010>that <00:04:11.210>put

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<00:04:13.440>production <00:04:13.917>at <00:04:14.394>risk.

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<00:04:15.440>Second, <00:04:15.720>there <00:04:16.000>is <00:04:16.279>the <00:04:16.560>investment <00:04:16.839>challenge.

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<00:04:18.300>Production <00:04:18.500>assets <00:04:18.700>often <00:04:18.900>represent <00:04:19.100>investments <00:04:19.300>worth <00:04:19.500>millions <00:04:19.700>and

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<00:04:22.320>continue <00:04:22.670>operating <00:04:23.020>successfully <00:04:23.370>for <00:04:23.719>decades.

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<00:04:25.420>Replacing <00:04:25.536>them <00:04:25.653>before <00:04:25.770>they <00:04:25.886>reach <00:04:26.003>the <00:04:26.120>end <00:04:26.236>of <00:04:26.353>their <00:04:26.470>life <00:04:26.586>cycle <00:04:26.703>rarely <00:04:26.820>makes

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<00:04:29.280>business <00:04:29.435>sense. <00:04:29.591>And <00:04:29.746>third, <00:04:29.902>there <00:04:30.057>is <00:04:30.213>the <00:04:30.368>issue <00:04:30.524>of <00:04:30.679>speed.

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<00:04:33.640>Large <00:04:33.840>transformation <00:04:34.039>programs <00:04:34.240>often <00:04:34.440>take <00:04:34.640>years <00:04:34.840>before <00:04:35.039>delivering

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<00:04:37.620>value. <00:04:37.853>Manufacturers <00:04:38.086>need <00:04:38.320>solutions <00:04:38.553>that <00:04:38.786>create <00:04:39.020>measurable

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<00:04:41.700>impact <00:04:41.979>within <00:04:42.260>weeks, <00:04:42.539>sometimes <00:04:42.820>even <00:04:43.099>days.

79
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<00:04:45.720>And <00:04:45.920>this <00:04:46.120>brings <00:04:46.320>us <00:04:46.520>to <00:04:46.720>the <00:04:46.920>core <00:04:47.120>challenge.

80
00:04:47.960 --> 00:04:51.880
<00:04:47.960>Manufacturing <00:04:48.115>is <00:04:48.271>not <00:04:48.426>struggling <00:04:48.582>because <00:04:48.737>AI <00:04:48.893>models <00:04:49.048>aren't <00:04:49.204>powerful <00:04:49.359>enough.

81
00:04:52.580 --> 00:04:56.150
<00:04:52.580>It's <00:04:52.780>struggling <00:04:52.979>because <00:04:53.180>the <00:04:53.380>entire <00:04:53.580>foundation <00:04:53.780>was <00:04:53.979>never

82
00:04:56.200 --> 00:04:59.960
<00:04:56.200>engineered <00:04:56.375>for <00:04:56.550>AI. <00:04:56.724>Nobody <00:04:56.900>designed <00:04:57.075>them <00:04:57.250>for <00:04:57.425>agents, <00:04:57.599>nobody

83
00:05:00.000 --> 00:05:03.980
<00:05:00.000>designed <00:05:00.140>them <00:05:00.280>for <00:05:00.420>large <00:05:00.560>language <00:05:00.700>models, <00:05:00.840>and <00:05:00.980>nobody <00:05:01.120>designed <00:05:01.260>them <00:05:01.400>for

84
00:05:04.040 --> 00:05:05.320
<00:05:04.040>contextual <00:05:05.192>reasoning.

85
00:05:07.180 --> 00:05:10.760
<00:05:07.180>And <00:05:07.355>that's <00:05:07.530>exactly <00:05:07.705>why <00:05:07.880>our <00:05:08.055>aidu <00:05:08.230>approach <00:05:08.405>is <00:05:08.580>different.

86
00:05:11.340 --> 00:05:15.070
<00:05:11.340>We <00:05:11.515>don't <00:05:11.690>believe <00:05:11.864>manufacturers <00:05:12.039>need <00:05:12.215>another <00:05:12.390>massive <00:05:12.565>transformation <00:05:12.739>project,

87
00:05:15.380 --> 00:05:18.940
<00:05:15.380>and <00:05:15.507>we <00:05:15.634>don't <00:05:15.761>believe <00:05:15.889>AI <00:05:16.016>should <00:05:16.143>require <00:05:16.270>replacing <00:05:16.398>machines <00:05:16.525>that <00:05:16.652>are <00:05:16.780>still

88
00:05:18.960 --> 00:05:21.520
<00:05:18.960>creating <00:05:19.193>value <00:05:19.426>and <00:05:19.659>running <00:05:19.893>in <00:05:20.126>production <00:05:20.359>today.

89
00:05:22.020 --> 00:05:25.920
<00:05:22.020>Instead, <00:05:22.253>we <00:05:22.486>build <00:05:22.719>bridges. <00:05:22.953>Bridges <00:05:23.186>between <00:05:23.419>operational

90
00:05:26.000 --> 00:05:27.920
<00:05:26.000>technology <00:05:26.350>and <00:05:26.700>modern <00:05:27.050>AI <00:05:27.400>systems.

91
00:05:28.440 --> 00:05:31.160
<00:05:28.440>Between <00:05:28.719>machine <00:05:29.000>data <00:05:29.280>and <00:05:29.560>operational <00:05:29.840>knowledge.

92
00:05:31.760 --> 00:05:35.020
<00:05:31.760>And <00:05:31.993>most <00:05:32.226>importantly, <00:05:32.460>between <00:05:32.693>people <00:05:32.926>and <00:05:33.159>technology.

93
00:05:35.660 --> 00:05:39.380
<00:05:35.659>Before <00:05:35.835>we <00:05:36.010>deep <00:05:36.184>dive <00:05:36.359>into <00:05:36.534>our <00:05:36.710>infrastructure, <00:05:36.885>let's <00:05:37.059>talk

94
00:05:39.460 --> 00:05:42.860
<00:05:39.460>about <00:05:39.615>why <00:05:39.771>we <00:05:39.926>are <00:05:40.082>here. <00:05:40.237>At <00:05:40.393>aidu, <00:05:40.548>we <00:05:40.704>work <00:05:40.859>with

95
00:05:42.900 --> 00:05:46.600
<00:05:42.900>manufacturers <00:05:43.075>that <00:05:43.250>generate <00:05:43.424>enormous <00:05:43.599>amounts <00:05:43.775>of <00:05:43.950>data <00:05:44.125>every <00:05:44.299>day.

96
00:05:47.280 --> 00:05:51.200
<00:05:47.280>Yet <00:05:47.419>many <00:05:47.559>organizations <00:05:47.700>still <00:05:47.840>struggle <00:05:47.979>to <00:05:48.119>turn <00:05:48.260>that <00:05:48.400>data <00:05:48.539>into <00:05:48.679>actionable

97
00:05:51.240 --> 00:05:55.130
<00:05:51.240>insights. <00:05:51.440>Valuable <00:05:51.640>information <00:05:51.840>is <00:05:52.040>spread <00:05:52.240>across <00:05:52.440>machines, <00:05:52.640>documents,

98
00:05:55.240 --> 00:05:56.660
<00:05:55.240>spreadsheets, <00:05:55.666>and <00:05:56.092>people's <00:05:56.518>heads.

99
00:05:57.969 --> 00:05:59.740
<00:05:57.969>That's <00:05:58.248>exactly <00:05:58.529>where <00:05:58.808>our <00:05:59.089>mission <00:05:59.369>starts.

100
00:05:59.960 --> 00:06:03.640
<00:05:59.960>We <00:06:00.115>combine <00:06:00.271>more <00:06:00.426>than <00:06:00.582>40 <00:06:00.737>years <00:06:00.893>of <00:06:01.048>plastics <00:06:01.204>industry <00:06:01.359>expertise

101
00:06:03.680 --> 00:06:06.260
<00:06:03.680>with <00:06:03.960>modern <00:06:04.240>software <00:06:04.520>and <00:06:04.800>AI <00:06:05.080>technologies.

102
00:06:07.092 --> 00:06:10.512
<00:06:07.092>Our <00:06:07.232>goal <00:06:07.371>is <00:06:07.512>to <00:06:07.652>connect <00:06:07.792>operational <00:06:07.931>data, <00:06:08.072>industrial <00:06:08.212>knowledge, <00:06:08.352>and <00:06:08.491>human

103
00:06:10.572 --> 00:06:14.402
<00:06:10.572>expertise <00:06:10.747>into <00:06:10.922>a <00:06:11.097>single <00:06:11.272>ecosystem <00:06:11.447>that <00:06:11.622>helps <00:06:11.797>production <00:06:11.972>teams

104
00:06:14.452 --> 00:06:15.912
<00:06:14.452>make <00:06:15.109>better <00:06:15.765>decisions.

105
00:06:16.882 --> 00:06:19.052
<00:06:16.882>Which <00:06:17.162>leads <00:06:17.442>to <00:06:17.722>our <00:06:18.002>out-of-the-box <00:06:18.282>approach.

106
00:06:19.552 --> 00:06:22.992
<00:06:19.552>We <00:06:19.752>quickly <00:06:19.952>realized <00:06:20.152>manufacturers <00:06:20.352>don't <00:06:20.552>need <00:06:20.752>another <00:06:20.952>complex

107
00:06:23.052 --> 00:06:26.622
<00:06:23.052>digitization <00:06:23.285>project. <00:06:23.518>And <00:06:23.752>across <00:06:23.985>Europe, <00:06:24.218>especially <00:06:24.452>in

108
00:06:26.632 --> 00:06:30.032
<00:06:26.632>Germany, <00:06:26.832>we <00:06:27.032>already <00:06:27.232>have <00:06:27.432>decades <00:06:27.632>of <00:06:27.832>industrial <00:06:28.032>expertise.

109
00:06:31.192 --> 00:06:34.912
<00:06:31.192>So <00:06:31.308>instead <00:06:31.425>of <00:06:31.542>solving <00:06:31.658>the <00:06:31.775>same <00:06:31.892>problems <00:06:32.008>again <00:06:32.125>and <00:06:32.242>again <00:06:32.358>through <00:06:32.475>custom <00:06:32.592>projects,

110
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<00:06:35.432>we <00:06:35.572>turn <00:06:35.712>that <00:06:35.852>expertise <00:06:35.992>into <00:06:36.132>scalable <00:06:36.272>products <00:06:36.412>that <00:06:36.552>solve <00:06:36.692>the <00:06:36.832>most

111
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<00:06:39.292>important <00:06:39.758>challenges <00:06:40.225>across <00:06:40.692>manufacturing.

112
00:06:42.892 --> 00:06:46.272
<00:06:42.892>At <00:06:43.047>its <00:06:43.203>core, <00:06:43.358>the <00:06:43.514>ecosystem <00:06:43.669>combines <00:06:43.825>four <00:06:43.980>key <00:06:44.136>building <00:06:44.292>blocks.

113
00:06:46.372 --> 00:06:49.572
<00:06:46.372>First, <00:06:46.605>deep <00:06:46.838>domain <00:06:47.072>expertise <00:06:47.305>across <00:06:47.538>plastics <00:06:47.772>manufacturing,

114
00:06:49.892 --> 00:06:53.632
<00:06:49.892>processing, <00:06:50.171>and <00:06:50.452>machinery. <00:06:50.732>Second, <00:06:51.012>industrial <00:06:51.292>connectivity

115
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<00:06:53.812>that <00:06:54.012>integrates <00:06:54.212>heterogeneous <00:06:54.412>machine <00:06:54.612>environments <00:06:54.812>regardless <00:06:55.012>of <00:06:55.212>vendor

116
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<00:06:57.832>or <00:06:58.498>generation.

117
00:06:59.492 --> 00:07:03.362
<00:06:59.492>Third, <00:06:59.692>an <00:06:59.892>AI-ready <00:07:00.092>architecture <00:07:00.292>designed <00:07:00.492>for <00:07:00.692>analytics, <00:07:00.892>automation,

118
00:07:03.552 --> 00:07:07.432
<00:07:03.552>and <00:07:03.785>agentic <00:07:04.018>workflows. <00:07:04.252>And <00:07:04.485>finally, <00:07:04.718>ready-to-deploy <00:07:04.952>solutions

119
00:07:07.492 --> 00:07:10.952
<00:07:07.492>that <00:07:07.667>deliver <00:07:07.842>value <00:07:08.017>quickly <00:07:08.192>instead <00:07:08.367>of <00:07:08.542>requiring <00:07:08.717>lengthy <00:07:08.892>custom

120
00:07:11.072 --> 00:07:14.932
<00:07:11.072>development <00:07:11.305>projects. <00:07:11.538>This <00:07:11.772>allows <00:07:12.005>manufacturers <00:07:12.238>to <00:07:12.472>focus

121
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<00:07:14.992>on <00:07:15.192>improving <00:07:15.392>operations <00:07:15.592>rather <00:07:15.792>than <00:07:15.992>building <00:07:16.192>digital <00:07:16.392>infrastructure

122
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<00:07:18.952>from <00:07:19.510>scratch.

123
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<00:07:20.372>So <00:07:20.488>let's <00:07:20.605>look <00:07:20.722>at <00:07:20.838>what <00:07:20.955>becomes <00:07:21.072>possible <00:07:21.188>once <00:07:21.305>all <00:07:21.422>of <00:07:21.538>these <00:07:21.655>components <00:07:21.772>work

124
00:07:24.172 --> 00:07:26.032
<00:07:24.172>together <00:07:24.522>as <00:07:24.872>a <00:07:25.222>unified <00:07:25.572>ecosystem.

125
00:07:27.252 --> 00:07:29.692
<00:07:27.252>You <00:07:27.452>can <00:07:27.652>see <00:07:27.852>the <00:07:28.052>operational <00:07:28.252>reality <00:07:28.452>of <00:07:28.652>manufacturing.

126
00:07:29.972 --> 00:07:32.992
<00:07:29.972>Machines, <00:07:30.251>sensors, <00:07:30.532>production <00:07:30.811>teams, <00:07:31.092>and <00:07:31.371>assets.

127
00:07:33.512 --> 00:07:35.832
<00:07:33.512>Everything <00:07:33.712>that <00:07:33.912>generates <00:07:34.112>information <00:07:34.312>on <00:07:34.512>the <00:07:34.712>shop <00:07:34.912>floor.

128
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<00:07:36.392>This <00:07:36.567>is <00:07:36.742>where <00:07:36.917>every <00:07:37.092>digital <00:07:37.267>transformation <00:07:37.442>initiative <00:07:37.617>ultimately <00:07:37.792>starts.

129
00:07:41.912 --> 00:07:45.532
<00:07:41.912>That's <00:07:42.051>why <00:07:42.191>we've <00:07:42.332>built <00:07:42.472>a <00:07:42.611>modular <00:07:42.751>ecosystem <00:07:42.892>that <00:07:43.032>sits <00:07:43.171>between <00:07:43.311>operational

130
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<00:07:45.572>reality <00:07:45.727>and <00:07:45.883>business <00:07:46.038>outcomes. <00:07:46.194>The <00:07:46.349>industrial <00:07:46.505>data <00:07:46.660>manager <00:07:46.816>creates <00:07:46.972>a

131
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<00:07:49.452>unified <00:07:49.685>data <00:07:49.918>foundation. <00:07:50.152>Secure <00:07:50.385>edge <00:07:50.618>services <00:07:50.852>connect

132
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<00:07:52.892>heterogeneous <00:07:53.592>machine <00:07:54.292>environments.

133
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<00:07:55.612>The <00:07:55.892>experience-based <00:07:56.172>assistant <00:07:56.452>makes <00:07:56.732>operational <00:07:57.012>knowledge

134
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<00:07:58.252>accessible. <00:07:58.485>The <00:07:58.718>AI <00:07:58.952>agent <00:07:59.185>provides <00:07:59.418>an <00:07:59.652>intuitive

135
00:08:01.912 --> 00:08:05.652
<00:08:01.912>interface <00:08:02.111>across <00:08:02.311>all <00:08:02.512>available <00:08:02.712>information <00:08:02.912>sources, <00:08:03.111>and <00:08:03.311>the

136
00:08:05.672 --> 00:08:08.892
<00:08:05.672>portal <00:08:05.827>acts <00:08:05.983>as <00:08:06.138>a <00:08:06.294>central <00:08:06.449>access <00:08:06.605>point <00:08:06.760>for <00:08:06.916>our <00:08:07.072>users.

137
00:08:10.972 --> 00:08:14.272
<00:08:10.972>And <00:08:11.127>once <00:08:11.283>these <00:08:11.438>components <00:08:11.594>are <00:08:11.749>connected, <00:08:11.905>the <00:08:12.060>focus <00:08:12.216>shifts <00:08:12.371>from

138
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<00:08:14.332>technology <00:08:14.472>to <00:08:14.611>outcomes. <00:08:14.752>In <00:08:14.892>other <00:08:15.032>words, <00:08:15.171>we <00:08:15.312>are <00:08:15.452>not <00:08:15.592>building <00:08:15.732>another

139
00:08:18.152 --> 00:08:21.952
<00:08:18.152>dashboard. <00:08:18.307>We <00:08:18.463>are <00:08:18.618>building <00:08:18.774>an <00:08:18.929>ecosystem <00:08:19.085>that <00:08:19.240>helps <00:08:19.396>people <00:08:19.551>make

140
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<00:08:21.992>better <00:08:22.692>operational <00:08:23.392>decisions.

141
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<00:08:25.692>And <00:08:25.792>what's <00:08:25.892>important <00:08:25.992>here <00:08:26.092>and <00:08:26.192>what <00:08:26.292>I <00:08:26.392>would <00:08:26.492>like <00:08:26.592>to <00:08:26.692>highlight <00:08:26.792>is <00:08:26.892>these <00:08:26.992>are <00:08:27.092>not

142
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<00:08:29.412>isolated <00:08:29.587>products. <00:08:29.762>They <00:08:29.936>are <00:08:30.111>building <00:08:30.287>blocks <00:08:30.462>that <00:08:30.637>work <00:08:30.811>together.

143
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<00:08:33.273>Every <00:08:33.623>component <00:08:33.973>contributes <00:08:34.323>additional <00:08:34.673>context.

144
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<00:08:36.082>Data <00:08:36.315>becomes <00:08:36.548>information, <00:08:36.782>information <00:08:37.015>becomes <00:08:37.248>knowledge, <00:08:37.482>and

145
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<00:08:39.793>knowledge <00:08:40.259>becomes <00:08:40.726>actionable <00:08:41.193>insight.

146
00:08:42.192 --> 00:08:45.751
<00:08:42.192>And <00:08:42.332>we <00:08:42.472>at <00:08:42.611>aidoo <00:08:42.751>believe <00:08:42.892>that <00:08:43.032>AI <00:08:43.172>is <00:08:43.312>the <00:08:43.452>most <00:08:43.592>significant

147
00:08:45.842 --> 00:08:49.732
<00:08:45.842>technological <00:08:45.982>advancement <00:08:46.122>of <00:08:46.262>our <00:08:46.401>time, <00:08:46.542>and <00:08:46.682>we <00:08:46.822>in <00:08:46.962>Europe <00:08:47.102>have <00:08:47.242>the

148
00:08:49.772 --> 00:08:53.012
<00:08:49.772>opportunity <00:08:49.947>to <00:08:50.122>shape <00:08:50.297>how <00:08:50.472>people <00:08:50.647>experience <00:08:50.822>it <00:08:50.997>in <00:08:51.172>industrial

149
00:08:53.072 --> 00:08:55.092
<00:08:53.072>environments. <00:08:54.472>And

150
00:08:55.952 --> 00:08:58.312
<00:08:55.952>on <00:08:56.152>top, <00:08:56.352>it <00:08:56.552>is <00:08:56.752>essential <00:08:56.952>to <00:08:57.152>remain <00:08:57.352>competitive.

151
00:08:59.392 --> 00:09:02.232
<00:08:59.392>And <00:08:59.567>now <00:08:59.742>let's <00:08:59.917>deep <00:09:00.092>dive <00:09:00.267>into <00:09:00.442>the <00:09:00.617>aidoo <00:09:00.792>infrastructure.

152
00:09:03.492 --> 00:09:07.332
<00:09:03.492>Before <00:09:03.632>we <00:09:03.771>dive <00:09:03.911>deep <00:09:04.051>into <00:09:04.192>microservices <00:09:04.332>and <00:09:04.472>code <00:09:04.612>layers <00:09:04.752>of <00:09:04.891>our

153
00:09:07.352 --> 00:09:10.572
<00:09:07.352>architecture, <00:09:07.479>we <00:09:07.606>need <00:09:07.733>to <00:09:07.861>talk <00:09:07.988>about <00:09:08.115>why <00:09:08.242>we <00:09:08.370>are <00:09:08.497>actually <00:09:08.624>building <00:09:08.752>this.

154
00:09:11.672 --> 00:09:14.712
<00:09:11.672>Right <00:09:11.847>now, <00:09:12.022>the <00:09:12.197>market <00:09:12.372>is <00:09:12.547>facing <00:09:12.722>a <00:09:12.897>brutal <00:09:13.072>reality.

155
00:09:15.252 --> 00:09:19.152
<00:09:15.252>Study <00:09:15.391>after <00:09:15.531>study <00:09:15.671>shows <00:09:15.811>that <00:09:15.952>roughly <00:09:16.092>70% <00:09:16.232>of <00:09:16.372>all <00:09:16.512>industrial <00:09:16.651>AI

156
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<00:09:19.172>and <00:09:19.372>digitization <00:09:19.572>projects <00:09:19.772>fail <00:09:19.972>to <00:09:20.172>deliver <00:09:20.372>measurable <00:09:20.572>value.

157
00:09:23.372 --> 00:09:24.252
<00:09:23.372>But <00:09:23.636>why <00:09:23.900>is <00:09:24.164>that?

158
00:09:25.252 --> 00:09:28.852
<00:09:25.252>It's <00:09:25.407>because <00:09:25.563>most <00:09:25.718>solutions <00:09:25.874>suffer <00:09:26.029>from <00:09:26.185>two <00:09:26.340>fatal <00:09:26.496>blind <00:09:26.651>spots.

159
00:09:30.112 --> 00:09:33.732
<00:09:30.112>First, <00:09:30.228>they <00:09:30.345>ignore <00:09:30.462>the <00:09:30.578>human <00:09:30.695>element, <00:09:30.812>the <00:09:30.928>technician, <00:09:31.045>the <00:09:31.161>operator <00:09:31.278>on <00:09:31.395>the <00:09:31.512>shop

160
00:09:33.772 --> 00:09:37.482
<00:09:33.772>floor. <00:09:33.972>Standard <00:09:34.172>AI <00:09:34.372>tools <00:09:34.572>drop <00:09:34.772>raw <00:09:34.972>anomalies <00:09:35.172>or

161
00:09:37.592 --> 00:09:41.262
<00:09:37.592>abstract <00:09:37.792>error <00:09:37.992>codes <00:09:38.192>onto <00:09:38.391>screens, <00:09:38.592>creating <00:09:38.792>an <00:09:38.992>actionability

162
00:09:41.732 --> 00:09:45.432
<00:09:41.732>gap <00:09:41.965>that <00:09:42.198>simply <00:09:42.432>overwhelms <00:09:42.665>the <00:09:42.898>actual <00:09:43.132>worker.

163
00:09:46.052 --> 00:09:49.852
<00:09:46.052>Second, <00:09:46.252>they <00:09:46.452>fail <00:09:46.652>to <00:09:46.852>bridge <00:09:47.052>the <00:09:47.252>massive <00:09:47.452>technological

164
00:09:49.952 --> 00:09:53.652
<00:09:49.952>gulf <00:09:50.185>between <00:09:50.418>modern <00:09:50.652>multimodal <00:09:50.885>LLMs <00:09:51.118>and <00:09:51.352>the

165
00:09:53.692 --> 00:09:57.332
<00:09:53.692>rigid, <00:09:53.925>isolated <00:09:54.158>reality <00:09:54.392>of <00:09:54.625>legacy <00:09:54.858>operational <00:09:55.092>technology.

166
00:09:58.512 --> 00:10:01.592
<00:09:58.512>Our <00:09:58.712>goal <00:09:58.911>was <00:09:59.112>to <00:09:59.311>change <00:09:59.512>this <00:09:59.712>paradigm <00:09:59.911>entirely.

167
00:10:01.632 --> 00:10:05.062
<00:10:01.632>We <00:10:01.806>built <00:10:01.982>an <00:10:02.156>architecture <00:10:02.332>designed <00:10:02.507>to <00:10:02.681>solve <00:10:02.857>both, <00:10:03.031>turning

168
00:10:05.092 --> 00:10:08.972
<00:10:05.092>untouchable <00:10:05.292>brownfield <00:10:05.492>iron <00:10:05.692>into <00:10:05.891>abstract <00:10:06.092>software <00:10:06.292>interfaces <00:10:06.492>and

169
00:10:09.092 --> 00:10:12.712
<00:10:09.092>grounding <00:10:09.292>advanced <00:10:09.492>AI <00:10:09.692>agents <00:10:09.891>in <00:10:10.092>deterministic <00:10:10.292>shop <00:10:10.492>floor

170
00:10:12.772 --> 00:10:16.352
<00:10:12.772>facts. <00:10:12.912>Let's <00:10:13.052>walk <00:10:13.192>through <00:10:13.332>the <00:10:13.472>exact <00:10:13.612>four <00:10:13.752>steps <00:10:13.892>of <00:10:14.032>how <00:10:14.172>we

171
00:10:16.412 --> 00:10:19.492
<00:10:16.412>engineered <00:10:16.612>this <00:10:16.812>bridge, <00:10:17.012>starting <00:10:17.212>at <00:10:17.412>the <00:10:17.612>physical <00:10:17.812>asset

172
00:10:19.572 --> 00:10:23.351
<00:10:19.572>level. <00:10:19.747>All <00:10:19.922>right. <00:10:20.097>Let's <00:10:20.272>look <00:10:20.447>at <00:10:20.622>the <00:10:20.797>technical <00:10:20.972>foundation.

173
00:10:23.392 --> 00:10:27.252
<00:10:23.392>If <00:10:23.508>you <00:10:23.625>ever <00:10:23.742>worked <00:10:23.858>on <00:10:23.975>a <00:10:24.092>shop <00:10:24.208>floor, <00:10:24.325>you <00:10:24.442>know <00:10:24.558>the <00:10:24.675>reality <00:10:24.792>is

174
00:10:27.272 --> 00:10:28.351
<00:10:27.272>incredibly <00:10:28.243>messy.

175
00:10:29.452 --> 00:10:33.412
<00:10:29.452>We <00:10:29.652>are <00:10:29.852>dealing <00:10:30.052>with <00:10:30.252>severe <00:10:30.452>legacy <00:10:30.652>login, <00:10:30.852>proprietary

176
00:10:33.452 --> 00:10:37.392
<00:10:33.452>fieldbus <00:10:33.652>protocols, <00:10:33.852>closed <00:10:34.052>ecosystems <00:10:34.252>like <00:10:34.452>ancient <00:10:34.652>Siemens <00:10:34.852>S7

177
00:10:37.462 --> 00:10:40.992
<00:10:37.462>variants <00:10:37.662>or <00:10:37.862>Modbus <00:10:38.062>over <00:10:38.262>RS-485 <00:10:38.462>lines <00:10:38.662>that <00:10:38.862>have

178
00:10:41.132 --> 00:10:44.952
<00:10:41.132>zero <00:10:41.287>native <00:10:41.443>concept <00:10:41.598>of <00:10:41.754>an <00:10:41.909>API, <00:10:42.065>let <00:10:42.220>alone <00:10:42.376>web <00:10:42.531>compatibility.

179
00:10:45.832 --> 00:10:49.772
<00:10:45.832>For <00:10:46.065>developers, <00:10:46.298>writing <00:10:46.532>bespoke, <00:10:46.765>fragmented <00:10:46.998>ingestion <00:10:47.232>pipelines

180
00:10:50.272 --> 00:10:53.742
<00:10:50.272>for <00:10:50.427>every <00:10:50.583>machine <00:10:50.738>variant <00:10:50.894>completely <00:10:51.049>kills <00:10:51.205>your <00:10:51.360>ability <00:10:51.516>to <00:10:51.672>scale.

181
00:10:55.152 --> 00:10:58.852
<00:10:55.152>Our <00:10:55.352>architectural <00:10:55.552>answer <00:10:55.752>is <00:10:55.952>strict <00:10:56.152>abstraction <00:10:56.352>at <00:10:56.552>the

182
00:10:58.872 --> 00:11:02.352
<00:10:58.872>physical <00:10:59.151>boundary. <00:10:59.431>Instead <00:10:59.712>of <00:10:59.992>modifying <00:11:00.271>fragile

183
00:11:02.412 --> 00:11:06.092
<00:11:02.412>PLC <00:11:02.587>code, <00:11:02.762>which <00:11:02.937>is <00:11:03.112>an <00:11:03.287>expensive, <00:11:03.462>high-risk <00:11:03.637>no-go <00:11:03.812>in

184
00:11:06.172 --> 00:11:10.152
<00:11:06.172>production, <00:11:06.372>we <00:11:06.572>deploy <00:11:06.772>a <00:11:06.972>ruggedized <00:11:07.172>industrial <00:11:07.372>edge <00:11:07.572>gateway

185
00:11:10.352 --> 00:11:12.492
<00:11:10.352>to <00:11:10.702>terminate <00:11:11.052>those <00:11:11.401>physical <00:11:11.752>connections.

186
00:11:13.472 --> 00:11:15.972
<00:11:13.472>Inside <00:11:13.705>the <00:11:13.938>gateway, <00:11:14.172>we <00:11:14.405>decouple <00:11:14.638>the <00:11:14.872>integration.

187
00:11:16.512 --> 00:11:20.472
<00:11:16.512>We <00:11:16.712>run <00:11:16.911>containerized <00:11:17.112>protocol <00:11:17.311>adapters <00:11:17.512>as <00:11:17.712>independent <00:11:17.911>microservices.

188
00:11:21.112 --> 00:11:25.032
<00:11:21.112>Each <00:11:21.252>adapter <00:11:21.391>handles <00:11:21.531>low-level <00:11:21.671>register <00:11:21.812>polling, <00:11:21.952>extracts <00:11:22.092>the <00:11:22.232>raw <00:11:22.372>bytes, <00:11:22.512>and

189
00:11:25.072 --> 00:11:28.912
<00:11:25.072>translates <00:11:25.305>them <00:11:25.538>into <00:11:25.772>a <00:11:26.005>clean, <00:11:26.238>unsiloed <00:11:26.472>software

190
00:11:28.952 --> 00:11:31.872
<00:11:28.952>layer <00:11:29.127>before <00:11:29.302>any <00:11:29.477>data <00:11:29.652>ever <00:11:29.827>leaves <00:11:30.002>the <00:11:30.177>first <00:11:30.352>mile.

191
00:11:35.572 --> 00:11:39.472
<00:11:35.572>Once <00:11:35.712>we've <00:11:35.852>abstracted <00:11:35.992>the <00:11:36.132>physical <00:11:36.272>layer, <00:11:36.412>step <00:11:36.552>two <00:11:36.692>is <00:11:36.832>all <00:11:36.972>about

192
00:11:39.542 --> 00:11:42.632
<00:11:39.542>taming <00:11:39.775>the <00:11:40.008>telemetry <00:11:40.242>flood <00:11:40.475>and <00:11:40.708>establishing <00:11:40.942>structural

193
00:11:42.732 --> 00:11:46.372
<00:11:42.732>meaning. <00:11:42.965>High-frequency <00:11:43.198>sensors <00:11:43.432>generate <00:11:43.665>massive <00:11:43.898>raw <00:11:44.132>data

194
00:11:46.392 --> 00:11:50.072
<00:11:46.392>volumes, <00:11:46.567>often <00:11:46.742>riddled <00:11:46.917>with <00:11:47.092>clock <00:11:47.267>jitter <00:11:47.442>and <00:11:47.617>variable <00:11:47.792>sample

195
00:11:50.112 --> 00:11:54.032
<00:11:50.112>rates, <00:11:50.239>which <00:11:50.366>can <00:11:50.493>easily <00:11:50.621>choke <00:11:50.748>the <00:11:50.875>network <00:11:51.002>bandwidth <00:11:51.130>and <00:11:51.257>spike <00:11:51.384>cloud <00:11:51.512>ingestion

196
00:11:54.152 --> 00:11:54.652
costs.

197
00:11:55.692 --> 00:11:59.392
<00:11:55.692>More <00:11:55.925>importantly, <00:11:56.158>uncontextualized <00:11:56.392>time <00:11:56.625>series <00:11:56.858>metrics <00:11:57.092>are

198
00:11:59.432 --> 00:12:03.292
<00:11:59.432>useless <00:11:59.587>to <00:11:59.743>an <00:11:59.898>AI. <00:12:00.054>A <00:12:00.209>temperature <00:12:00.365>spike <00:12:00.520>means <00:12:00.676>nothing <00:12:00.832>unless

199
00:12:03.352 --> 00:12:07.172
<00:12:03.352>the <00:12:03.552>system <00:12:03.752>explicitly <00:12:03.952>knows <00:12:04.151>which <00:12:04.352>specific <00:12:04.552>component <00:12:04.752>on

200
00:12:07.212 --> 00:12:09.172
<00:12:07.212>which <00:12:07.492>assembly <00:12:07.771>line <00:12:08.052>it <00:12:08.332>belongs <00:12:08.612>to.

201
00:12:10.956 --> 00:12:13.996
<00:12:10.956>To <00:12:11.131>solve <00:12:11.306>this, <00:12:11.481>our <00:12:11.656>protocol <00:12:11.831>adapters <00:12:12.006>do <00:12:12.181>double <00:12:12.356>duty.

202
00:12:15.236 --> 00:12:19.136
<00:12:15.236>They <00:12:15.391>execute <00:12:15.547>inline <00:12:15.702>filtering, <00:12:15.858>noise <00:12:16.013>reduction, <00:12:16.169>and <00:12:16.324>sample <00:12:16.480>rate <00:12:16.636>alignment

203
00:12:19.176 --> 00:12:20.096
<00:12:19.176>directly <00:12:19.452>at <00:12:19.728>the <00:12:20.004>edge.

204
00:12:21.476 --> 00:12:25.336
<00:12:21.476>Once <00:12:21.631>cleaned, <00:12:21.787>these <00:12:21.942>streams <00:12:22.098>interface <00:12:22.253>with <00:12:22.409>our <00:12:22.564>local <00:12:22.720>historian <00:12:22.876>API.

205
00:12:25.796 --> 00:12:29.716
<00:12:25.796>Here, <00:12:26.029>we <00:12:26.262>enforce <00:12:26.496>a <00:12:26.729>strict <00:12:26.962>ISA-95 <00:12:27.196>aligned

206
00:12:29.776 --> 00:12:33.576
<00:12:29.776>hierarchy <00:12:29.950>that <00:12:30.126>automatically <00:12:30.300>maps <00:12:30.476>incoming <00:12:30.651>metrics <00:12:30.825>into <00:12:31.001>a <00:12:31.175>unified

207
00:12:33.676 --> 00:12:35.376
<00:12:33.676>namespace <00:12:34.376>or <00:12:35.076>UNS.

208
00:12:36.396 --> 00:12:39.796
<00:12:36.396>The <00:12:36.512>result, <00:12:36.629>as <00:12:36.746>you <00:12:36.862>can <00:12:36.979>see <00:12:37.096>in <00:12:37.212>the <00:12:37.329>JSON <00:12:37.445>scheme, <00:12:37.562>is <00:12:37.679>a <00:12:37.795>polished

209
00:12:39.916 --> 00:12:43.426
<00:12:39.915>event-driven <00:12:40.090>time <00:12:40.266>series <00:12:40.440>database <00:12:40.616>where <00:12:40.790>every <00:12:40.965>data <00:12:41.141>point <00:12:41.315>is

210
00:12:43.456 --> 00:12:47.296
<00:12:43.456>synchronized <00:12:43.689>and <00:12:43.922>structurally <00:12:44.156>contextualized, <00:12:44.389>setting <00:12:44.622>the <00:12:44.856>perfect

211
00:12:47.376 --> 00:12:48.706
<00:12:47.376>stage <00:12:47.675>for <00:12:47.974>an <00:12:48.273>AI <00:12:48.573>layer.

212
00:12:50.516 --> 00:12:51.836
<00:12:50.516>This <00:12:50.753>brings <00:12:50.991>us <00:12:51.228>to <00:12:51.466>step <00:12:51.704>three,

213
00:12:53.176 --> 00:12:56.996
<00:12:53.176>the <00:12:53.351>AI <00:12:53.526>integration. <00:12:53.701>Historically, <00:12:53.876>connecting <00:12:54.051>large <00:12:54.226>language <00:12:54.401>models <00:12:54.576>to

214
00:12:57.016 --> 00:13:00.116
<00:12:57.016>operations <00:12:57.295>hits <00:12:57.575>a <00:12:57.856>massive <00:12:58.136>interoperability <00:12:58.415>barrier.

215
00:13:00.696 --> 00:13:04.616
<00:13:00.696>Foundational <00:13:00.851>models <00:13:01.007>don't <00:13:01.162>natively <00:13:01.318>understand <00:13:01.473>how <00:13:01.629>to <00:13:01.784>pass <00:13:01.940>raw <00:13:02.096>time

216
00:13:04.696 --> 00:13:08.116
<00:13:04.696>series <00:13:04.929>data <00:13:05.162>or <00:13:05.396>call <00:13:05.629>legacy <00:13:05.862>historian <00:13:06.096>APIs.

217
00:13:08.756 --> 00:13:12.296
<00:13:08.756>If <00:13:08.863>you <00:13:08.971>try <00:13:09.079>to <00:13:09.186>build <00:13:09.294>custom <00:13:09.402>endpoints <00:13:09.509>for <00:13:09.617>a <00:13:09.725>single <00:13:09.832>query, <00:13:09.940>your <00:13:10.048>code <00:13:10.156>base

218
00:13:12.336 --> 00:13:15.996
<00:13:12.336>degenerates <00:13:12.491>into <00:13:12.647>a <00:13:12.802>tangled <00:13:12.958>mess <00:13:13.113>of <00:13:13.269>custom <00:13:13.424>data <00:13:13.580>wrangling <00:13:13.736>scripts.

219
00:13:16.596 --> 00:13:20.416
<00:13:16.596>On <00:13:16.736>top <00:13:16.876>of <00:13:17.016>that, <00:13:17.156>unstructured <00:13:17.296>knowledge <00:13:17.436>like <00:13:17.576>operator <00:13:17.716>voice <00:13:17.856>transcripts <00:13:17.996>or

220
00:13:20.516 --> 00:13:24.336
<00:13:20.516>maintenance <00:13:20.716>PDFs <00:13:20.915>remains <00:13:21.116>completely <00:13:21.315>isolated <00:13:21.516>from <00:13:21.716>live <00:13:21.915>machine

221
00:13:24.416 --> 00:13:24.856
metrics.

222
00:13:26.516 --> 00:13:30.116
<00:13:26.516>We <00:13:26.656>solve <00:13:26.795>this <00:13:26.935>bottleneck <00:13:27.075>by <00:13:27.216>implementing <00:13:27.356>the <00:13:27.496>Model <00:13:27.636>Context <00:13:27.776>Protocol, <00:13:27.915>or

223
00:13:30.276 --> 00:13:33.496
<00:13:30.276>MCP, <00:13:30.476>directly <00:13:30.675>on <00:13:30.876>top <00:13:31.075>of <00:13:31.276>our <00:13:31.476>structured <00:13:31.675>historian.

224
00:13:34.596 --> 00:13:38.396
<00:13:34.596>As <00:13:34.751>illustrated <00:13:34.907>in <00:13:35.062>the <00:13:35.218>architecture <00:13:35.373>layout, <00:13:35.529>MCP <00:13:35.684>serves <00:13:35.840>as <00:13:35.996>our

225
00:13:38.406 --> 00:13:40.336
<00:13:38.406>standardized <00:13:39.106>bilateral <00:13:39.805>gateway.

226
00:13:41.096 --> 00:13:44.816
<00:13:41.096>The <00:13:41.251>reasoning <00:13:41.407>core <00:13:41.562>or <00:13:41.718>AI <00:13:41.873>agent <00:13:42.029>doesn't <00:13:42.184>need <00:13:42.340>a <00:13:42.496>custom

227
00:13:44.876 --> 00:13:48.456
<00:13:44.876>database <00:13:45.076>connector. <00:13:45.276>It <00:13:45.476>simply <00:13:45.675>issues <00:13:45.876>native <00:13:46.076>MCP <00:13:46.276>tool

228
00:13:48.516 --> 00:13:52.336
<00:13:48.516>calls <00:13:48.749>to <00:13:48.982>dynamically <00:13:49.216>fetch <00:13:49.449>precise <00:13:49.682>telemetry <00:13:49.915>windows

229
00:13:52.396 --> 00:13:54.036
<00:13:52.396>based <00:13:52.862>on <00:13:53.329>semantic <00:13:53.795>requests.

230
00:13:55.036 --> 00:13:58.056
<00:13:55.036>This <00:13:55.386>grants <00:13:55.736>us <00:13:56.086>true <00:13:56.436>multimodal

231
00:13:58.276 --> 00:14:01.296
<00:13:58.276>grounding. <00:13:58.509>The <00:13:58.742>agent <00:13:58.976>can <00:13:59.209>ingest <00:13:59.442>unstructured <00:13:59.675>data

232
00:14:02.736 --> 00:14:06.116
<00:14:02.736>like <00:14:02.891>a <00:14:03.047>technician's <00:14:03.202>verbal <00:14:03.358>log <00:14:03.513>entry <00:14:03.669>and <00:14:03.824>instantly <00:14:03.980>pull <00:14:04.136>the

233
00:14:06.156 --> 00:14:10.076
<00:14:06.156>corresponding <00:14:06.435>verified <00:14:06.715>machine <00:14:06.996>status <00:14:07.276>over <00:14:07.555>MCP

234
00:14:10.136 --> 00:14:13.056
<00:14:10.136>to <00:14:10.310>blend <00:14:10.486>both <00:14:10.661>worlds <00:14:10.836>into <00:14:11.011>a <00:14:11.185>single <00:14:11.361>reasoning <00:14:11.536>loop.

235
00:14:15.416 --> 00:14:19.396
<00:14:15.416>Finally, <00:14:15.591>step <00:14:15.766>four, <00:14:15.941>translating <00:14:16.116>this <00:14:16.291>combined <00:14:16.466>data <00:14:16.641>into <00:14:16.816>safe

236
00:14:19.556 --> 00:14:20.736
<00:14:19.556>actionable <00:14:20.617>intelligence.

237
00:14:21.876 --> 00:14:25.476
<00:14:21.876>The <00:14:22.031>fatal <00:14:22.187>flaw <00:14:22.342>of <00:14:22.498>standard <00:14:22.653>generative <00:14:22.809>AI <00:14:22.964>in <00:14:23.120>safety <00:14:23.276>critical

238
00:14:25.496 --> 00:14:27.265
<00:14:25.496>industrial <00:14:25.962>environments <00:14:26.429>is <00:14:26.896>twofold.

239
00:14:28.216 --> 00:14:31.796
<00:14:28.216>First, <00:14:28.371>raw <00:14:28.527>anomaly <00:14:28.682>alerts <00:14:28.838>or <00:14:28.993>abstract <00:14:29.149>error <00:14:29.304>codes <00:14:29.460>offer <00:14:29.616>zero

240
00:14:31.856 --> 00:14:34.516
<00:14:31.856>debugging <00:14:32.056>value <00:14:32.256>to <00:14:32.456>a <00:14:32.656>technician <00:14:32.856>on <00:14:33.056>the <00:14:33.256>line.

241
00:14:35.476 --> 00:14:39.396
<00:14:35.476>Second, <00:14:35.631>if <00:14:35.787>you <00:14:35.942>let <00:14:36.098>an <00:14:36.253>ungrounded <00:14:36.409>model <00:14:36.564>generate <00:14:36.720>repair <00:14:36.876>procedures,

242
00:14:39.516 --> 00:14:40.516
<00:14:39.516>it <00:14:39.966>will <00:14:40.415>hallucinate.

243
00:14:41.916 --> 00:14:45.676
<00:14:41.915>On <00:14:42.043>a <00:14:42.170>factory <00:14:42.297>floor, <00:14:42.425>a <00:14:42.552>hallucinated <00:14:42.679>instruction <00:14:42.806>isn't <00:14:42.934>just <00:14:43.061>a <00:14:43.188>software <00:14:43.315>bug,

244
00:14:45.976 --> 00:14:47.996
<00:14:45.976>it's <00:14:46.256>a <00:14:46.536>severe <00:14:46.816>physical <00:14:47.096>safety <00:14:47.376>hazard.

245
00:14:49.196 --> 00:14:53.016
<00:14:49.196>To <00:14:49.336>solve <00:14:49.476>this, <00:14:49.616>we <00:14:49.756>wrap <00:14:49.896>our <00:14:50.036>multimodal <00:14:50.176>core <00:14:50.316>in <00:14:50.456>a <00:14:50.596>closed

246
00:14:53.076 --> 00:14:54.236
<00:14:53.076>loop <00:14:53.598>agentic <00:14:54.120>workflow.

247
00:14:55.616 --> 00:14:58.236
<00:14:55.616>Let's <00:14:55.790>walk <00:14:55.966>through <00:14:56.141>the <00:14:56.316>runtime <00:14:56.491>sequence <00:14:56.665>on <00:14:56.841>the <00:14:57.016>left.

248
00:14:59.356 --> 00:15:03.066
<00:14:59.356>When <00:14:59.511>a <00:14:59.667>technician <00:14:59.822>asks <00:14:59.978>the <00:15:00.133>UI, <00:15:00.289>"Spindle <00:15:00.444>three <00:15:00.600>is <00:15:00.756>overheating,

249
00:15:03.196 --> 00:15:05.596
<00:15:03.196>what <00:15:03.396>should <00:15:03.596>I <00:15:03.796>check?" <00:15:03.996>The <00:15:04.196>agent <00:15:04.396>doesn't <00:15:04.596>guess.

250
00:15:06.796 --> 00:15:10.316
<00:15:06.796>It <00:15:06.951>immediately <00:15:07.107>executes <00:15:07.262>an <00:15:07.418>MCP <00:15:07.573>tool <00:15:07.729>call <00:15:07.884>to <00:15:08.040>pull <00:15:08.196>live

251
00:15:10.416 --> 00:15:12.376
<00:15:10.416>metrics <00:15:10.766>from <00:15:11.116>the <00:15:11.466>UNS <00:15:11.816>repository.

252
00:15:13.216 --> 00:15:16.966
<00:15:13.216>Simultaneously, <00:15:13.371>it <00:15:13.527>queries <00:15:13.682>a <00:15:13.838>localized <00:15:13.993>vector <00:15:14.149>DB <00:15:14.304>to <00:15:14.460>pull <00:15:14.616>matching

253
00:15:17.096 --> 00:15:20.286
<00:15:17.096>context <00:15:17.296>from <00:15:17.496>verified <00:15:17.696>OEM <00:15:17.896>manuals <00:15:18.096>and <00:15:18.296>historic <00:15:18.496>service

254
00:15:20.336 --> 00:15:23.716
<00:15:20.336>tickets. <00:15:20.616>Crucially, <00:15:20.896>we <00:15:21.176>enforce <00:15:21.456>strict <00:15:21.736>schema

255
00:15:23.876 --> 00:15:27.816
<00:15:23.876>guardrails. <00:15:24.076>The <00:15:24.276>agent <00:15:24.476>cross-references <00:15:24.675>the <00:15:24.876>live <00:15:25.076>telemetry <00:15:25.276>directly

256
00:15:27.876 --> 00:15:30.696
<00:15:27.876>against <00:15:28.156>documented <00:15:28.435>tolerances <00:15:28.716>before <00:15:28.996>generating <00:15:29.276>a

257
00:15:30.736 --> 00:15:34.636
<00:15:30.736>response. <00:15:30.936>What <00:15:31.136>the <00:15:31.336>operator <00:15:31.536>gets <00:15:31.736>in <00:15:31.936>a <00:15:32.136>deterministic

258
00:15:34.736 --> 00:15:36.776
<00:15:34.736>step-by-step <00:15:35.436>resolution <00:15:36.136>path

259
00:15:37.576 --> 00:15:40.876
<00:15:37.576>fully <00:15:37.776>backed <00:15:37.976>by <00:15:38.176>real-time <00:15:38.376>data <00:15:38.576>and <00:15:38.776>explicit <00:15:38.976>citations.

260
00:15:42.996 --> 00:15:46.356
<00:15:42.996>This <00:15:43.123>is <00:15:43.250>how <00:15:43.377>we <00:15:43.505>bridge <00:15:43.632>the <00:15:43.759>gap <00:15:43.886>between <00:15:44.014>legacy <00:15:44.141>iron <00:15:44.268>and <00:15:44.396>safe

261
00:15:46.416 --> 00:15:48.676
<00:15:46.415>developer-grade <00:15:47.116>industrial <00:15:47.815>intelligence.

262
00:15:49.656 --> 00:15:53.366
<00:15:49.656>Up <00:15:49.795>to <00:15:49.935>this <00:15:50.075>point, <00:15:50.215>we <00:15:50.356>focused <00:15:50.496>on <00:15:50.636>infrastructure, <00:15:50.776>connectivity, <00:15:50.915>data, <00:15:51.055>and

263
00:15:53.376 --> 00:15:53.776
knowledge.

264
00:15:54.636 --> 00:15:58.576
<00:15:54.636>But <00:15:54.776>there's <00:15:54.915>one <00:15:55.055>missing <00:15:55.195>layer <00:15:55.336>and <00:15:55.476>one <00:15:55.616>thing <00:15:55.756>all <00:15:55.896>successful <00:15:56.036>industrial

265
00:15:58.636 --> 00:16:01.586
<00:15:58.636>AI <00:15:58.810>projects <00:15:58.986>have <00:15:59.161>in <00:15:59.336>common. <00:15:59.511>They <00:15:59.685>put <00:15:59.861>people <00:16:00.036>first.

266
00:16:02.856 --> 00:16:06.396
<00:16:02.856>Because <00:16:03.056>technology <00:16:03.256>doesn't <00:16:03.456>solve <00:16:03.656>problems, <00:16:03.856>but <00:16:04.056>people <00:16:04.256>do.

267
00:16:07.716 --> 00:16:11.616
<00:16:07.716>And <00:16:07.832>when <00:16:07.949>we <00:16:08.066>have <00:16:08.182>a <00:16:08.299>closer <00:16:08.416>look <00:16:08.532>on <00:16:08.649>the <00:16:08.766>production <00:16:08.882>team's <00:16:08.999>day-to-day <00:16:09.116>life,

268
00:16:12.436 --> 00:16:16.036
<00:16:12.436>we <00:16:12.576>quickly <00:16:12.716>see <00:16:12.856>that <00:16:12.996>operators <00:16:13.136>don't <00:16:13.276>sit <00:16:13.416>in <00:16:13.556>front <00:16:13.696>of <00:16:13.836>ChatGPT.

269
00:16:16.636 --> 00:16:19.936
<00:16:16.636>They <00:16:16.743>wear <00:16:16.851>gloves. <00:16:16.959>They <00:16:17.066>stand <00:16:17.174>next <00:16:17.282>to <00:16:17.389>running <00:16:17.497>machines <00:16:17.605>with <00:16:17.712>a <00:16:17.820>lot <00:16:17.928>of <00:16:18.036>noise.

270
00:16:20.496 --> 00:16:24.176
<00:16:20.496>They <00:16:20.623>have <00:16:20.750>limited <00:16:20.877>time, <00:16:21.005>and <00:16:21.132>often <00:16:21.259>they <00:16:21.386>are <00:16:21.514>already <00:16:21.641>dealing <00:16:21.768>with <00:16:21.896>production

271
00:16:24.236 --> 00:16:27.836
<00:16:24.236>issues. <00:16:24.391>So <00:16:24.547>the <00:16:24.702>challenge <00:16:24.858>here <00:16:25.013>is <00:16:25.169>not <00:16:25.324>building <00:16:25.480>another <00:16:25.636>AI

272
00:16:27.956 --> 00:16:31.735
<00:16:27.956>product. <00:16:28.111>The <00:16:28.267>challenge <00:16:28.422>is <00:16:28.578>making <00:16:28.733>AI <00:16:28.889>usable <00:16:29.044>in <00:16:29.200>those <00:16:29.356>situations.

273
00:16:33.196 --> 00:16:36.685
<00:16:33.196>Industrial <00:16:33.396>environments <00:16:33.596>require <00:16:33.796>interaction <00:16:33.996>models <00:16:34.196>beyond <00:16:34.396>keyboards <00:16:34.596>and

274
00:16:36.756 --> 00:16:40.426
<00:16:36.756>dashboards. <00:16:36.930>By <00:16:37.106>combining <00:16:37.281>voice, <00:16:37.456>vision, <00:16:37.631>machine <00:16:37.805>data, <00:16:37.981>and <00:16:38.156>operational

275
00:16:40.536 --> 00:16:44.496
<00:16:40.536>context, <00:16:40.769>multimodality <00:16:41.002>creates <00:16:41.236>an <00:16:41.469>intuitive <00:16:41.702>user <00:16:41.936>experience

276
00:16:44.536 --> 00:16:48.436
<00:16:44.536>that <00:16:44.676>adapts <00:16:44.816>to <00:16:44.956>the <00:16:45.096>user. <00:16:45.236>The <00:16:45.376>result <00:16:45.516>is <00:16:45.656>less <00:16:45.796>complexity, <00:16:45.936>faster

277
00:16:48.496 --> 00:16:51.546
<00:16:48.496>access <00:16:48.651>to <00:16:48.807>information, <00:16:48.962>and <00:16:49.118>better <00:16:49.273>decisions <00:16:49.429>on <00:16:49.584>the <00:16:49.740>shop <00:16:49.896>floor.

278
00:16:52.556 --> 00:16:54.796
<00:16:52.556>Let's <00:16:52.731>have <00:16:52.906>a <00:16:53.081>look <00:16:53.256>how <00:16:53.431>this <00:16:53.606>looks <00:16:53.781>in <00:16:53.956>action.

279
00:16:55.696 --> 00:16:59.416
<00:16:55.696>So <00:16:55.803>let's <00:16:55.911>have <00:16:56.019>a <00:16:56.126>look <00:16:56.234>on <00:16:56.342>how <00:16:56.449>multimodality <00:16:56.557>looks <00:16:56.665>in <00:16:56.772>reality <00:16:56.880>in <00:16:56.988>a <00:16:57.096>short

280
00:16:59.516 --> 00:17:01.356
demo.

281
00:17:03.116 --> 00:17:06.517
<00:17:03.116>Hi, <00:17:03.256>I'm <00:17:03.396>currently <00:17:03.536>in <00:17:03.675>the <00:17:03.816>US <00:17:03.956>and <00:17:04.096>need <00:17:04.235>support <00:17:04.376>in <00:17:04.516>English.

282
00:17:08.636 --> 00:17:10.906
<00:17:08.636>Can <00:17:08.810>you <00:17:08.985>give <00:17:09.161>me <00:17:09.336>more <00:17:09.511>information <00:17:09.685>about <00:17:09.860>this <00:17:10.036>machine?

283
00:17:18.517 --> 00:17:19.316
<00:17:18.517>I <00:17:18.756>need <00:17:18.996>the <00:17:19.236>manual.

284
00:17:23.936 --> 00:17:26.316
<00:17:23.935>I <00:17:24.076>want <00:17:24.215>to <00:17:24.356>have <00:17:24.495>a <00:17:24.636>closer <00:17:24.775>look <00:17:24.915>on <00:17:25.055>the <00:17:25.195>IDM <00:17:25.336>data.

285
00:17:30.736 --> 00:17:32.976
<00:17:30.736>Show <00:17:30.911>me <00:17:31.086>the <00:17:31.261>most <00:17:31.436>recent <00:17:31.611>alerts <00:17:31.786>from <00:17:31.961>line <00:17:32.136>A.

286
00:17:33.736 --> 00:17:38.756
Yes,

287
00:17:38.816 --> 00:17:39.256
please.

288
00:17:45.716 --> 00:17:48.896
<00:17:45.716>Were <00:17:45.843>there <00:17:45.970>any <00:17:46.097>problems <00:17:46.225>in <00:17:46.352>the <00:17:46.479>period <00:17:46.606>from <00:17:46.734>6 <00:17:46.861>to <00:17:46.988>12 <00:17:47.116>o'clock?

289
00:17:57.116 --> 00:17:58.636
<00:17:57.116>Yes, <00:17:57.458>send <00:17:57.800>me <00:17:58.142>a <00:17:58.484>summary.

290
00:18:07.016 --> 00:18:07.436
Yes.

291
00:18:09.556 --> 00:18:15.536
Perfect.

292
00:18:15.656 --> 00:18:17.256
<00:18:15.656>Thank <00:18:15.889>you <00:18:16.122>so <00:18:16.356>much <00:18:16.589>for <00:18:16.822>the <00:18:17.056>information.

293
00:18:21.356 --> 00:18:34.636
If

294
00:18:34.676 --> 00:18:38.636
<00:18:34.676>there's <00:18:34.803>one <00:18:34.930>thing <00:18:35.057>we'd <00:18:35.185>like <00:18:35.312>you <00:18:35.439>to <00:18:35.566>take <00:18:35.694>away <00:18:35.821>today, <00:18:35.948>it's <00:18:36.076>this.

295
00:18:38.996 --> 00:18:42.856
<00:18:38.996>Industrial <00:18:39.171>AI <00:18:39.346>is <00:18:39.521>not <00:18:39.696>about <00:18:39.871>replacing <00:18:40.046>operators, <00:18:40.221>engineers, <00:18:40.396>or

296
00:18:42.936 --> 00:18:46.696
<00:18:42.936>experts. <00:18:43.091>It's <00:18:43.247>about <00:18:43.402>giving <00:18:43.558>them <00:18:43.713>the <00:18:43.869>right <00:18:44.024>information, <00:18:44.180>the <00:18:44.336>right

297
00:18:46.796 --> 00:18:50.736
<00:18:46.796>context, <00:18:46.951>and <00:18:47.107>the <00:18:47.262>right <00:18:47.418>guidance <00:18:47.573>at <00:18:47.729>exactly <00:18:47.884>the <00:18:48.040>right <00:18:48.196>moment.

298
00:18:51.516 --> 00:18:55.036
<00:18:51.516>The <00:18:51.656>future <00:18:51.796>of <00:18:51.936>industry <00:18:52.076>will <00:18:52.216>be <00:18:52.356>shaped <00:18:52.496>by <00:18:52.636>products <00:18:52.776>that <00:18:52.916>understand

299
00:18:55.076 --> 00:18:58.936
<00:18:55.076>operational <00:18:55.309>reality. <00:18:55.542>Products <00:18:55.776>that <00:18:56.009>connect <00:18:56.242>machines, <00:18:56.476>knowledge,

300
00:18:59.036 --> 00:19:02.976
<00:18:59.036>and <00:18:59.191>people, <00:18:59.347>and <00:18:59.502>ultimately, <00:18:59.658>products <00:18:59.813>that <00:18:59.969>help <00:19:00.124>humans <00:19:00.280>make <00:19:00.436>better

301
00:19:03.016 --> 00:19:05.976
<00:19:03.016>decisions <00:19:03.249>because <00:19:03.482>technology <00:19:03.716>alone <00:19:03.949>doesn't <00:19:04.182>create <00:19:04.416>value.

302
00:19:06.616 --> 00:19:07.556
<00:19:06.616>Better <00:19:07.039>decisions <00:19:07.462>do.

303
00:19:09.516 --> 00:19:12.016
<00:19:09.516>The <00:19:09.691>goal <00:19:09.866>was <00:19:10.041>never <00:19:10.216>to <00:19:10.391>build <00:19:10.566>another <00:19:10.741>AI <00:19:10.916>system.

304
00:19:12.056 --> 00:19:15.276
<00:19:12.056>The <00:19:12.211>goal <00:19:12.367>was <00:19:12.522>to <00:19:12.678>help <00:19:12.833>people <00:19:12.989>make <00:19:13.144>better <00:19:13.300>operational <00:19:13.456>decisions.

305
00:19:18.096 --> 00:19:21.256
<00:19:18.096>Thanks <00:19:18.223>for <00:19:18.350>having <00:19:18.477>us, <00:19:18.605>and <00:19:18.732>thanks <00:19:18.859>for <00:19:18.986>watching. <00:19:19.114>See <00:19:19.241>you <00:19:19.368>next <00:19:19.496>time.

306
00:19:21.316 --> 00:19:21.696
Bye.