WEBVTT

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<00:00:01.785>You've <00:00:02.068>recovered <00:00:02.352>from <00:00:02.635>your <00:00:02.919>lunch.

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<00:00:03.345>Uh, <00:00:03.520>one <00:00:03.695>thing <00:00:03.870>I <00:00:04.045>would <00:00:04.220>like <00:00:04.395>to <00:00:04.570>ask <00:00:04.745>first

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<00:00:05.605>before <00:00:05.745>I <00:00:05.885>get <00:00:06.025>started <00:00:06.165>is, <00:00:06.305>could <00:00:06.445>everyone <00:00:06.585>just <00:00:06.725>raise <00:00:06.865>one <00:00:07.005>arm?

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<00:00:09.475>Does <00:00:09.650>it <00:00:09.825>matter <00:00:10.000>right <00:00:10.174>or <00:00:10.350>left? <00:00:10.524>I <00:00:10.700>don't <00:00:10.875>mind.

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<00:00:11.285>Just <00:00:11.519>everyone <00:00:11.753>raise <00:00:11.987>an <00:00:12.221>arm.

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<00:00:17.055>Thank <00:00:17.230>you <00:00:17.405>very <00:00:17.580>much. <00:00:17.755>Just <00:00:17.930>my <00:00:18.105>arm <00:00:18.280>powered <00:00:18.455>glasses,

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<00:00:19.385>making <00:00:19.677>sure <00:00:19.970>that <00:00:20.262>they're <00:00:20.555>working.

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<00:00:20.685>That's <00:00:20.884>all. <00:00:21.084>Uh, <00:00:21.285>so, <00:00:21.485>uh, <00:00:21.685>thanks <00:00:21.884>for <00:00:22.084>that.

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<00:00:24.185>Uh, <00:00:24.418>so <00:00:24.651>as <00:00:24.884>mentioned, <00:00:25.118>I'm <00:00:25.351>Andy <00:00:25.584>Waffer.

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<00:00:26.305>Uh, <00:00:26.460>I <00:00:26.616>head <00:00:26.771>up <00:00:26.927>our, <00:00:27.082>uh, <00:00:27.238>arms <00:00:27.393>opensource <00:00:27.549>office <00:00:27.705>look

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<00:00:30.045>after <00:00:30.245>wide <00:00:30.445>variety <00:00:30.645>of <00:00:30.845>interactions <00:00:31.045>with <00:00:31.245>various <00:00:31.445>software

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<00:00:36.865>Um, <00:00:37.020>I <00:00:37.176>am <00:00:37.331>going <00:00:37.487>to <00:00:37.642>take <00:00:37.798>you <00:00:37.953>through <00:00:38.109>a, <00:00:38.265>uh,

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<00:00:43.145>how <00:00:43.378>software <00:00:43.611>developers, <00:00:43.845>uh, <00:00:44.078>will <00:00:44.311>be <00:00:44.545>able

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<00:00:46.565>to <00:00:46.720>unleash <00:00:46.876>the <00:00:47.031>full <00:00:47.187>potential <00:00:47.342>of <00:00:47.498>the <00:00:47.653>ARM <00:00:47.809>architecture, <00:00:47.964>uh,

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<00:00:52.445>architectures <00:00:52.668>out <00:00:52.891>there <00:00:53.114>at <00:00:53.337>the <00:00:53.561>moment.

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<00:00:57.225>So <00:00:57.425>we <00:00:57.625>wanna <00:00:57.825>make <00:00:58.025>your <00:00:58.225>lives <00:00:58.425>much <00:00:58.625>easier

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<00:01:01.705>Uh, <00:01:01.832>and <00:01:01.959>if <00:01:02.086>you've <00:01:02.214>worked <00:01:02.341>in <00:01:02.468>the <00:01:02.595>arm <00:01:02.723>ecosystem <00:01:02.850>for <00:01:02.977>a <00:01:03.105>while,

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<00:01:06.665>you'll <00:01:06.805>know <00:01:06.945>that <00:01:07.085>it <00:01:07.225>never <00:01:07.365>used <00:01:07.505>to <00:01:07.645>be <00:01:07.785>quite <00:01:07.925>easy, <00:01:08.065>right?

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<00:01:10.465>Uh, <00:01:10.592>in <00:01:10.719>the <00:01:10.846>32 <00:01:10.974>bit <00:01:11.101>space, <00:01:11.228>it <00:01:11.355>was <00:01:11.483>always <00:01:11.610>very <00:01:11.737>painful, <00:01:11.865>uh,

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<00:01:15.425>and <00:01:15.705>such <00:01:15.985>like, <00:01:16.265>so <00:01:16.545>we <00:01:16.825>understand,

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<00:01:21.685>that <00:01:21.860>we <00:01:22.035>inflicted <00:01:22.210>on <00:01:22.385>software <00:01:22.560>developers <00:01:22.735>in <00:01:22.910>the <00:01:23.085>past.

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<00:01:24.505>We <00:01:24.679>want <00:01:24.854>to <00:01:25.030>try <00:01:25.205>and <00:01:25.380>improve <00:01:25.554>on <00:01:25.729>that <00:01:25.905>now.

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<00:01:26.945>Uh, <00:01:27.411>and <00:01:27.878>computing <00:01:28.345>nowadays

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<00:01:30.585>has <00:01:30.740>got <00:01:30.896>far <00:01:31.051>more <00:01:31.207>complex, <00:01:31.362>uh, <00:01:31.518>than <00:01:31.673>it <00:01:31.829>used <00:01:31.985>to.

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<00:01:35.425>Um, <00:01:35.774>you've <00:01:36.125>got, <00:01:36.475>uh, <00:01:36.825>aspects

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<00:01:39.175>where <00:01:39.350>it's <00:01:39.524>not <00:01:39.700>just <00:01:39.875>developing <00:01:40.050>on <00:01:40.225>hardware <00:01:40.399>for <00:01:40.575>hardware,

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<00:01:43.185>you've <00:01:43.325>got <00:01:43.465>Verilog, <00:01:43.605>et <00:01:43.745>cetera, <00:01:43.885>and <00:01:44.025>all <00:01:44.165>those <00:01:44.305>sort <00:01:44.445>of <00:01:44.585>pieces.

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<00:01:46.585>Um, <00:01:46.818>you've <00:01:47.051>actually <00:01:47.285>got <00:01:47.518>the <00:01:47.751>various <00:01:47.985>software

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<00:01:48.685>applications <00:01:48.922>running <00:01:49.160>on <00:01:49.397>top <00:01:49.635>of <00:01:49.872>those.

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<00:01:52.925>of <00:01:53.080>the <00:01:53.236>complexity <00:01:53.391>in <00:01:53.547>in <00:01:53.702>modern <00:01:53.858>software <00:01:54.013>development <00:01:54.169>now <00:01:54.325>is

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<00:01:56.245>that <00:01:56.478>things <00:01:56.711>are <00:01:56.945>blending <00:01:57.178>things <00:01:57.411>like, <00:01:57.645>uh,

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<00:02:01.025>the <00:02:01.225>cloud <00:02:01.425>native <00:02:01.625>methodology <00:02:01.825>is <00:02:02.025>not <00:02:02.225>purely <00:02:02.425>for

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<00:02:05.315>working <00:02:05.548>in <00:02:05.781>clouds <00:02:06.015>like <00:02:06.248>A-W-S-G-C-P, <00:02:06.481>et <00:02:06.715>cetera.

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<00:02:09.145>Uh, <00:02:09.345>it's <00:02:09.545>being <00:02:09.745>seen <00:02:09.945>heavily <00:02:10.145>utilized <00:02:10.345>in <00:02:10.545>automotive,

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<00:02:14.345>in <00:02:14.545>the <00:02:14.745>iot <00:02:14.945>space, <00:02:15.145>uh, <00:02:15.345>networking, <00:02:15.545>et <00:02:15.745>cetera.

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<00:02:17.865>So <00:02:18.098>making <00:02:18.331>sure <00:02:18.565>that <00:02:18.798>those <00:02:19.031>modern <00:02:19.265>methodologies

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<00:02:22.855>apply <00:02:23.272>across <00:02:23.689>the <00:02:24.106>stack.

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<00:02:24.825>Uh, <00:02:25.058>and <00:02:25.291>let's <00:02:25.524>not <00:02:25.758>forget <00:02:25.991>it's <00:02:26.225>2024

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<00:02:28.025>AI <00:02:28.165>is <00:02:28.305>now <00:02:28.445>pretty <00:02:28.585>much <00:02:28.725>at <00:02:28.865>every <00:02:29.005>corner <00:02:29.145>that <00:02:29.285>you <00:02:29.425>turn.

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<00:02:32.105>Uh, <00:02:32.304>and <00:02:32.505>so <00:02:32.704>the <00:02:32.905>complexity <00:02:33.105>of <00:02:33.304>growth, <00:02:33.505>uh,

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<00:02:34.835>with <00:02:35.301>AI <00:02:35.768>is <00:02:36.235>phenomenal.

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<00:02:37.145>Um, <00:02:37.272>so <00:02:37.399>we <00:02:37.526>wanna <00:02:37.654>make <00:02:37.781>sure <00:02:37.908>that <00:02:38.035>you <00:02:38.163>have <00:02:38.290>the <00:02:38.417>various <00:02:38.545>tools,

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<00:02:42.435>libraries, <00:02:42.610>et <00:02:42.785>cetera, <00:02:42.960>available <00:02:43.135>to <00:02:43.310>make <00:02:43.485>the <00:02:43.660>most <00:02:43.835>out

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<00:02:44.725>of <00:02:45.191>those <00:02:45.658>various <00:02:46.125>components.

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<00:02:49.345>So <00:02:49.578>with <00:02:49.811>all <00:02:50.045>these <00:02:50.278>challenges <00:02:50.511>in <00:02:50.745>mind,

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<00:02:53.905>we <00:02:54.371>absolutely, <00:02:54.838>uh, <00:02:55.305>are

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<00:02:58.365>invested <00:02:58.821>in <00:02:59.277>software <00:02:59.733>development.

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<00:03:00.425>So <00:03:00.625>I've <00:03:00.825>got <00:03:01.025>a <00:03:01.225>few <00:03:01.425>questions <00:03:01.625>for <00:03:01.825>you.

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<00:03:03.615>Let's <00:03:03.742>see <00:03:03.869>if <00:03:03.996>anybody <00:03:04.124>has <00:03:04.251>an <00:03:04.378>idea <00:03:04.505>as <00:03:04.633>to <00:03:04.760>what <00:03:04.887>they <00:03:05.015>are.

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<00:03:06.465>Um, <00:03:06.620>does <00:03:06.776>anybody <00:03:06.931>know <00:03:07.087>how <00:03:07.242>many <00:03:07.398>ARM <00:03:07.553>chips <00:03:07.709>have <00:03:07.865>been

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<00:03:11.915>shipped <00:03:12.381>to <00:03:12.848>date <00:03:13.315>ish?

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<00:03:14.395>I'll <00:03:14.595>give <00:03:14.795>you <00:03:14.995>to <00:03:15.195>within <00:03:15.395>the <00:03:15.595>nearest <00:03:15.795>list,

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<00:03:19.445>10 <00:03:20.845>billion.

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<00:03:23.805>Any <00:03:24.255>ideas?

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<00:03:28.165>280 <00:03:28.320>billion <00:03:28.476>arm <00:03:28.631>chips <00:03:28.787>have <00:03:28.942>been <00:03:29.098>shipped <00:03:29.253>to <00:03:29.409>date <00:03:29.565>worldwide.

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<00:03:33.605>Uh, <00:03:33.885>it's <00:03:34.165>a <00:03:34.445>fair <00:03:34.725>size <00:03:35.005>number.

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<00:03:36.765>So <00:03:37.114>next <00:03:37.464>question <00:03:37.815>then <00:03:38.165>is

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<00:03:42.325>how <00:03:42.524>many <00:03:42.725>outsource <00:03:42.924>software <00:03:43.125>developers <00:03:43.325>does <00:03:43.524>ARM <00:03:43.725>have?

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<00:03:47.115>Right? <00:03:47.815>Any <00:03:48.515>ideas?

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<00:03:53.525>A <00:03:53.875>thousand <00:03:54.225>over <00:03:54.575>a <00:03:54.925>thousand

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<00:03:56.115>dedicated <00:03:56.581>open <00:03:57.048>source <00:03:57.515>engineers.

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<00:03:59.615>We've <00:03:59.790>got <00:03:59.965>a <00:04:00.140>load <00:04:00.315>more <00:04:00.490>software <00:04:00.665>engineers <00:04:00.840>as <00:04:01.015>well,

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<00:04:04.225>but <00:04:04.380>these <00:04:04.536>are <00:04:04.691>purely <00:04:04.847>people <00:04:05.002>working <00:04:05.158>on <00:04:05.313>open <00:04:05.469>source <00:04:05.625>things

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<00:04:08.325>like <00:04:08.674>Kubernetes, <00:04:09.024>the <00:04:09.375>various <00:04:09.725>languages,

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<00:04:10.765>whether <00:04:10.964>it <00:04:11.165>be <00:04:11.364>Go <00:04:11.565>Lang, <00:04:11.765>rust, <00:04:11.964>et <00:04:12.165>cetera.

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<00:04:16.665>So <00:04:16.945>we've <00:04:17.225>got <00:04:17.505>a <00:04:17.785>thousand <00:04:18.065>engineers.

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<00:04:18.945>How <00:04:19.100>many <00:04:19.256>software <00:04:19.411>engineers <00:04:19.567>in <00:04:19.722>total <00:04:19.878>does <00:04:20.033>ARM <00:04:20.189>have, <00:04:20.344>right?

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<00:04:24.225>We <00:04:24.352>are <00:04:24.479>a, <00:04:24.606>an <00:04:24.734>ip, <00:04:24.861>uh, <00:04:24.988>a <00:04:25.115>process <00:04:25.243>or <00:04:25.370>IP <00:04:25.497>design <00:04:25.625>company.

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<00:04:28.865>How <00:04:29.040>many <00:04:29.215>software <00:04:29.390>developers <00:04:29.565>do <00:04:29.740>we <00:04:29.915>have <00:04:30.090>in <00:04:30.265>total?

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<00:04:34.335>40% <00:04:34.685>of <00:04:35.034>Arm's <00:04:35.385>Global <00:04:35.734>workforce

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<00:04:39.665>are <00:04:40.015>focused <00:04:40.365>on <00:04:40.715>software, <00:04:41.065>right?

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<00:04:42.945>Arm <00:04:43.145>very <00:04:43.344>much <00:04:43.545>is <00:04:43.745>not <00:04:43.945>a <00:04:44.145>hardware <00:04:44.344>company.

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<00:04:46.265>Uh, <00:04:46.440>at <00:04:46.615>the <00:04:46.789>end <00:04:46.965>of <00:04:47.140>the <00:04:47.315>day <00:04:47.490>without <00:04:47.664>software.

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<00:04:51.565>C <00:04:51.720>CPUs, <00:04:51.876>GPUs, <00:04:52.031>et <00:04:52.187>cetera, <00:04:52.342>is <00:04:52.498>just <00:04:52.653>expensive <00:04:52.809>sand, <00:04:52.965>right?

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<00:04:55.465>So <00:04:55.592>you <00:04:55.719>need <00:04:55.846>software <00:04:55.974>to <00:04:56.101>make <00:04:56.228>the <00:04:56.355>best <00:04:56.483>out <00:04:56.610>of <00:04:56.737>that <00:04:56.865>hardware.

82
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<00:05:05.305>So, <00:05:05.771>As <00:05:06.238>I <00:05:06.705>mentioned,

83
00:05:10.085 --> 00:05:11.965
<00:05:10.085>software <00:05:10.318>is <00:05:10.551>pivotal <00:05:10.784>to <00:05:11.018>what <00:05:11.251>ARM <00:05:11.484>does.

84
00:05:12.545 --> 00:05:17.325
<00:05:12.545>Um, <00:05:12.778>it <00:05:13.011>absolutely, <00:05:13.245>uh, <00:05:13.478>drives <00:05:13.711>our <00:05:13.945>innovation

85
00:05:17.745 --> 00:05:19.205
<00:05:17.745>as <00:05:18.073>an <00:05:18.402>IP <00:05:18.730>design <00:05:19.058>house.

86
00:05:20.505 --> 00:05:23.405
<00:05:20.505>Uh, <00:05:20.680>and <00:05:20.855>because <00:05:21.030>we're <00:05:21.205>relentlessly <00:05:21.380>focused <00:05:21.555>on <00:05:21.730>providing <00:05:21.905>the

87
00:05:23.405 --> 00:05:26.645
<00:05:23.405>very <00:05:23.604>best <00:05:23.804>support <00:05:24.005>to <00:05:24.205>the <00:05:24.405>millions <00:05:24.604>of, <00:05:24.804>uh,

88
00:05:27.645 --> 00:05:29.085
<00:05:27.645>software <00:05:27.861>developers <00:05:28.077>out <00:05:28.293>there <00:05:28.508>in <00:05:28.724>the <00:05:28.941>world

89
00:05:30.155 --> 00:05:34.005
<00:05:30.155>that <00:05:30.388>are <00:05:30.621>building <00:05:30.854>forearm <00:05:31.088>on <00:05:31.321>arm, <00:05:31.554>uh,

90
00:05:34.665 --> 00:05:38.605
<00:05:34.665>we <00:05:34.805>ensure <00:05:34.945>that <00:05:35.085>you <00:05:35.225>have <00:05:35.365>access <00:05:35.505>to <00:05:35.645>the <00:05:35.785>most <00:05:35.925>performance, <00:05:36.065>uh,

91
00:05:40.425 --> 00:05:42.325
<00:05:40.425>or <00:05:40.625>you've <00:05:40.825>got <00:05:41.025>access <00:05:41.225>to <00:05:41.425>the <00:05:41.625>performance <00:05:41.825>tooling

92
00:05:42.865 --> 00:05:46.205
<00:05:42.865>and <00:05:43.098>libraries, <00:05:43.331>uh, <00:05:43.565>as <00:05:43.798>well <00:05:44.031>as <00:05:44.265>ensuring

93
00:05:46.205 --> 00:05:47.445
<00:05:46.205>that <00:05:46.577>the <00:05:46.949>various <00:05:47.320>communities

94
00:05:47.445 --> 00:05:50.605
<00:05:47.445>that <00:05:47.645>you're <00:05:47.844>engaged <00:05:48.045>in <00:05:48.245>are <00:05:48.445>well <00:05:48.645>supported, <00:05:48.844>uh,

95
00:05:50.705 --> 00:05:52.685
<00:05:50.705>and <00:05:50.938>have <00:05:51.171>all, <00:05:51.405>uh, <00:05:51.638>that <00:05:51.871>they <00:05:52.104>need.

96
00:05:52.705 --> 00:05:56.525
<00:05:52.705>And <00:05:52.905>we're <00:05:53.104>also <00:05:53.305>making <00:05:53.505>huge <00:05:53.705>investments <00:05:53.905>in, <00:05:54.104>uh,

97
00:05:56.525 --> 00:05:59.725
<00:05:56.525>the <00:05:56.724>CICD <00:05:56.924>space, <00:05:57.125>ensuring <00:05:57.325>that, <00:05:57.525>you <00:05:57.724>know, <00:05:57.924>working

98
00:05:59.725 --> 00:06:02.405
<00:05:59.725>with <00:06:00.075>people <00:06:00.425>like <00:06:00.775>GitHub, <00:06:01.125>um,

99
00:06:03.145 --> 00:06:06.965
<00:06:03.145>and <00:06:03.378>others <00:06:03.611>that <00:06:03.844>they <00:06:04.078>have <00:06:04.311>full <00:06:04.544>support

100
00:06:06.965 --> 00:06:09.645
<00:06:06.965>for <00:06:07.140>the <00:06:07.315>CICD <00:06:07.489>stacks <00:06:07.664>that <00:06:07.840>you <00:06:08.015>want <00:06:08.190>to <00:06:08.364>leverage.

101
00:06:12.825 --> 00:06:15.645
<00:06:12.825>Um, <00:06:12.980>and <00:06:13.136>a <00:06:13.291>lot <00:06:13.447>of <00:06:13.602>this <00:06:13.758>is <00:06:13.913>achieved <00:06:14.069>through, <00:06:14.224>uh,

102
00:06:15.765 --> 00:06:19.565
<00:06:15.765>various <00:06:15.965>development <00:06:16.164>toolboxes <00:06:16.365>that <00:06:16.565>harness <00:06:16.765>the <00:06:16.965>various, <00:06:17.164>uh,

103
00:06:20.875 --> 00:06:23.485
<00:06:20.875>aspects <00:06:21.225>of <00:06:21.575>the <00:06:21.925>ARM <00:06:22.275>architecture.

104
00:06:24.385 --> 00:06:28.405
<00:06:24.385>So <00:06:24.525>lemme <00:06:24.664>just <00:06:24.805>go <00:06:24.945>through <00:06:25.085>a <00:06:25.224>few, <00:06:25.365>uh, <00:06:25.505>of <00:06:25.645>these <00:06:25.784>tools

105
00:06:28.405 --> 00:06:31.725
<00:06:28.405>that <00:06:28.544>are <00:06:28.684>available <00:06:28.825>to <00:06:28.965>you <00:06:29.104>to <00:06:29.244>enable <00:06:29.385>you <00:06:29.525>to <00:06:29.664>actually, <00:06:29.804>uh,

106
00:06:32.165 --> 00:06:33.805
<00:06:32.165>leverage <00:06:32.398>the <00:06:32.631>best <00:06:32.865>out <00:06:33.098>of <00:06:33.331>our <00:06:33.565>architecture.

107
00:06:34.935 --> 00:06:37.085
<00:06:34.935>First <00:06:35.215>one <00:06:35.495>is, <00:06:35.775>uh, <00:06:36.055>c <00:06:36.335>Cloudy.

108
00:06:38.145 --> 00:06:42.565
<00:06:38.145>Uh, <00:06:38.284>so <00:06:38.424>Arm <00:06:38.565>C <00:06:38.705>Cloudy <00:06:38.844>is <00:06:38.984>our <00:06:39.125>broad <00:06:39.265>program <00:06:39.405>of <00:06:39.544>software,

109
00:06:43.305 --> 00:06:45.285
<00:06:43.305>um, <00:06:43.771>for <00:06:44.238>accelerating, <00:06:44.705>uh,

110
00:06:45.765 --> 00:06:47.205
<00:06:45.765>artificial <00:06:46.089>intelligence <00:06:46.413>and <00:06:46.736>machine <00:06:47.061>learning.

111
00:06:48.345 --> 00:06:51.565
<00:06:48.345>Uh, <00:06:48.500>we <00:06:48.656>started <00:06:48.811>with <00:06:48.967>the <00:06:49.122>arm <00:06:49.278>c <00:06:49.433>cloudy <00:06:49.589>libraries, <00:06:49.745>uh,

112
00:06:51.565 --> 00:06:54.845
<00:06:51.565>for <00:06:51.720>various, <00:06:51.876>uh, <00:06:52.031>or <00:06:52.187>for <00:06:52.342>the <00:06:52.498>most <00:06:52.653>popular <00:06:52.809>AI <00:06:52.965>frameworks.

113
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<00:06:55.465>Uh, <00:06:55.592>and <00:06:55.719>this <00:06:55.846>enables <00:06:55.974>a <00:06:56.101>lot <00:06:56.228>of <00:06:56.355>ad <00:06:56.483>developers <00:06:56.610>to <00:06:56.737>unlock, <00:06:56.865>uh,

114
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<00:06:59.305>the <00:06:59.505>performance <00:06:59.705>required <00:06:59.905>and <00:07:00.105>the <00:07:00.305>capabilities, <00:07:00.505>uh, <00:07:00.705>desired.

115
00:07:03.465 --> 00:07:06.645
<00:07:03.465>Uh, <00:07:03.744>using <00:07:04.025>ARM <00:07:04.304>CPU <00:07:04.585>for, <00:07:04.864>um,

116
00:07:08.195 --> 00:07:11.685
<00:07:08.195>inference, <00:07:08.661>uh, <00:07:09.128>for <00:07:09.594>ai,

117
00:07:12.625 --> 00:07:14.645
<00:07:12.625>the <00:07:13.091>CPU <00:07:13.558>is <00:07:14.025>critical.

118
00:07:15.425 --> 00:07:17.965
<00:07:15.425>Um, <00:07:15.705>this <00:07:15.985>is <00:07:16.265>where <00:07:16.545>the <00:07:16.825>majority

119
00:07:18.425 --> 00:07:20.125
<00:07:18.425>of <00:07:18.775>the <00:07:19.125>inference <00:07:19.475>actually <00:07:19.825>happens.

120
00:07:21.185 --> 00:07:24.045
<00:07:21.185>Uh, <00:07:21.465>it's <00:07:21.745>not <00:07:22.025>actually <00:07:22.305>on <00:07:22.585>GPU.

121
00:07:24.225 --> 00:07:27.765
<00:07:24.225>The <00:07:24.400>bulk <00:07:24.575>of <00:07:24.750>your <00:07:24.925>inference <00:07:25.100>happens <00:07:25.275>on <00:07:25.450>CPU, <00:07:25.625>uh,

122
00:07:27.905 --> 00:07:30.485
<00:07:27.905>and <00:07:28.184>this <00:07:28.465>enables <00:07:28.744>us <00:07:29.025>to <00:07:29.304>actually

123
00:07:31.345 --> 00:07:33.965
<00:07:31.345>enable <00:07:31.500>the <00:07:31.656>best <00:07:31.811>in <00:07:31.967>ai, <00:07:32.122>whether <00:07:32.278>it <00:07:32.433>be <00:07:32.589>from <00:07:32.745>cloud,

124
00:07:33.965 --> 00:07:38.005
<00:07:33.965>all <00:07:34.105>the <00:07:34.245>way <00:07:34.385>down <00:07:34.525>to <00:07:34.665>small <00:07:34.805>edge <00:07:34.945>devices, <00:07:35.085>uh, <00:07:35.225>you <00:07:35.365>know,

125
00:07:38.005 --> 00:07:39.445
<00:07:38.005>home <00:07:38.437>gateways, <00:07:38.869>et <00:07:39.301>cetera.

126
00:07:41.305 --> 00:07:45.245
<00:07:41.305>Uh, <00:07:41.538>it <00:07:41.771>makes <00:07:42.005>CPU <00:07:42.238>the <00:07:42.471>easiest <00:07:42.705>path,

127
00:07:46.345 --> 00:07:49.965
<00:07:46.345>uh, <00:07:46.520>for <00:07:46.695>software <00:07:46.870>developers <00:07:47.045>to <00:07:47.220>actually <00:07:47.395>target <00:07:47.570>AI <00:07:47.745>workloads.

128
00:07:50.155 --> 00:07:51.805
<00:07:50.155>It's <00:07:50.505>what's <00:07:50.854>used <00:07:51.205>currently <00:07:51.554>now,

129
00:07:52.355 --> 00:07:54.125
<00:07:52.355>it's <00:07:52.705>what's <00:07:53.055>available <00:07:53.405>to <00:07:53.755>everyone.

130
00:07:54.545 --> 00:07:58.685
<00:07:54.545>Um, <00:07:54.825>and <00:07:55.105>c <00:07:55.385>cloudy <00:07:55.665>libraries, <00:07:55.945>uh,

131
00:07:58.685 --> 00:08:02.085
<00:07:58.685>that <00:07:58.885>feature <00:07:59.085>cloudy <00:07:59.285>ai, <00:07:59.485>uh, <00:07:59.685>are <00:07:59.885>targeted <00:08:00.085>at

132
00:08:02.785 --> 00:08:04.925
<00:08:02.785>the <00:08:03.065>large <00:08:03.345>majority <00:08:03.625>of <00:08:03.905>AI <00:08:04.185>workloads.

133
00:08:05.345 --> 00:08:08.765
<00:08:05.345>Uh, <00:08:05.485>and <00:08:05.625>we <00:08:05.765>also <00:08:05.905>have <00:08:06.045>cloud <00:08:06.185>DCV <00:08:06.325>the <00:08:06.465>best <00:08:06.605>in <00:08:06.745>class

134
00:08:08.865 --> 00:08:11.005
<00:08:08.865>for <00:08:09.215>compute <00:08:09.565>vision, <00:08:09.915>uh, <00:08:10.265>workloads.

135
00:08:14.665 --> 00:08:18.325
<00:08:14.665>So, <00:08:14.820>as <00:08:14.976>I <00:08:15.131>mentioned, <00:08:15.287>cloudy <00:08:15.442>AI <00:08:15.598>is <00:08:15.753>a, <00:08:15.909>a <00:08:16.065>collection

136
00:08:18.325 --> 00:08:21.045
<00:08:18.325>of <00:08:18.604>highly <00:08:18.885>optimized <00:08:19.164>AI <00:08:19.445>kernels, <00:08:19.724>uh,

137
00:08:21.075 --> 00:08:25.325
<00:08:21.075>that <00:08:21.275>deliver <00:08:21.474>high <00:08:21.675>performance <00:08:21.875>for, <00:08:22.075>uh, <00:08:22.275>use <00:08:22.474>cases.

138
00:08:25.865 --> 00:08:27.845
<00:08:25.865>Uh, <00:08:26.215>things <00:08:26.565>like <00:08:26.915>generative <00:08:27.265>ai.

139
00:08:28.505 --> 00:08:30.885
<00:08:28.505>Uh, <00:08:28.705>and <00:08:28.905>we're <00:08:29.105>already <00:08:29.305>working <00:08:29.505>with <00:08:29.705>a <00:08:29.905>lot

140
00:08:30.885 --> 00:08:35.205
<00:08:30.885>of <00:08:31.060>the <00:08:31.235>key <00:08:31.409>AI <00:08:31.585>frameworks, <00:08:31.760>um, <00:08:31.935>including <00:08:32.110>media <00:08:32.284>Pipe,

141
00:08:35.265 --> 00:08:39.805
<00:08:35.265>so <00:08:35.420>via <00:08:35.576>X <00:08:35.731>and <00:08:35.887>Pac <00:08:36.042>Lama, <00:08:36.198>CPP <00:08:36.353>PyTorch <00:08:36.509>via <00:08:36.664>Executor

142
00:08:40.375 --> 00:08:42.325
<00:08:40.375>tenor <00:08:40.608>Flow <00:08:40.841>Light <00:08:41.075>via <00:08:41.308>X <00:08:41.541>and <00:08:41.775>pac.

143
00:08:42.415 --> 00:08:47.165
<00:08:42.414>Again, <00:08:42.648>uh, <00:08:42.881>to <00:08:43.115>integrate <00:08:43.348>cloudy <00:08:43.581>ai, <00:08:43.814>um,

144
00:08:47.635 --> 00:08:50.285
<00:08:47.635>this <00:08:47.915>accelerates, <00:08:48.194>uh, <00:08:48.475>the <00:08:48.755>development <00:08:49.035>process

145
00:08:50.425 --> 00:08:52.285
<00:08:50.425>and <00:08:50.704>unlocks <00:08:50.984>the <00:08:51.265>highest <00:08:51.545>possible <00:08:51.824>performance.

146
00:08:52.285 --> 00:08:55.965
<00:08:52.285>So <00:08:52.459>developers, <00:08:52.635>uh, <00:08:52.810>can <00:08:52.985>create <00:08:53.160>the <00:08:53.334>best <00:08:53.510>AI <00:08:53.685>experience,

147
00:08:56.305 --> 00:08:57.725
<00:08:56.305>uh, <00:08:56.731>that <00:08:57.157>they <00:08:57.583>want.

148
00:08:58.665 --> 00:09:00.685
<00:08:58.665>The <00:08:58.898>integration <00:08:59.131>of <00:08:59.365>cloudy <00:08:59.598>AI <00:08:59.831>is <00:09:00.064>leading

149
00:09:00.745 --> 00:09:02.485
<00:09:00.745>to <00:09:01.211>significant <00:09:01.678>performance <00:09:02.145>improvements

150
00:09:02.905 --> 00:09:04.445
<00:09:02.905>for <00:09:03.367>Gen <00:09:03.829>AI <00:09:04.291>workloads.

151
00:09:04.945 --> 00:09:08.605
<00:09:04.945>Um, <00:09:05.100>and <00:09:05.256>it <00:09:05.411>also <00:09:05.567>accelerates <00:09:05.722>the <00:09:05.878>time <00:09:06.033>to <00:09:06.189>First <00:09:06.345>Token

152
00:09:08.985 --> 00:09:11.365
<00:09:08.985>for <00:09:09.218>things <00:09:09.451>like <00:09:09.685>Meta <00:09:09.918>Lama <00:09:10.151>three, <00:09:10.385>uh,

153
00:09:11.545 --> 00:09:16.005
<00:09:11.545>and <00:09:11.778>Microsoft's <00:09:12.011>Fi <00:09:12.245>three <00:09:12.478>large <00:09:12.711>language <00:09:12.944>models,

154
00:09:17.105 --> 00:09:22.005
<00:09:17.105>uh, <00:09:17.385>are <00:09:17.665>increased <00:09:17.945>by <00:09:18.225>about <00:09:18.505>190%

155
00:09:22.745 --> 00:09:24.045
<00:09:22.745>for <00:09:23.037>time <00:09:23.329>to <00:09:23.622>first <00:09:23.915>token.

156
00:09:26.255 --> 00:09:29.755
<00:09:26.255>Uh, <00:09:26.488>and <00:09:26.721>it <00:09:26.955>ensures <00:09:27.188>that <00:09:27.421>engineering, <00:09:27.655>uh,

157
00:09:30.605 --> 00:09:33.715
<00:09:30.605>teams <00:09:30.885>are <00:09:31.165>able <00:09:31.445>to <00:09:31.725>actually, <00:09:32.005>uh,

158
00:09:36.545 --> 00:09:38.155
<00:09:36.545>work <00:09:37.011>much, <00:09:37.478>much <00:09:37.944>quicker

159
00:09:39.535 --> 00:09:42.195
<00:09:39.535>and <00:09:39.690>get <00:09:39.846>up <00:09:40.001>to <00:09:40.157>speed <00:09:40.312>much <00:09:40.468>quicker <00:09:40.623>through, <00:09:40.779>uh, <00:09:40.935>leveraging,

160
00:09:42.255 --> 00:09:43.555
<00:09:42.255>uh, <00:09:42.547>the <00:09:42.839>cly <00:09:43.132>D <00:09:43.425>libraries

161
00:09:45.265 --> 00:09:49.355
<00:09:45.265>through <00:09:45.420>c <00:09:45.576>Cloudier <00:09:45.731>AI <00:09:45.887>integration <00:09:46.042>with, <00:09:46.198>uh, <00:09:46.353>media <00:09:46.509>Pipe, <00:09:46.665>um,

162
00:09:49.995 --> 00:09:52.795
<00:09:49.995>provides <00:09:50.195>the <00:09:50.395>support <00:09:50.595>for <00:09:50.795>likes <00:09:50.995>of <00:09:51.195>Gemma, <00:09:51.395>uh,

163
00:09:52.795 --> 00:09:55.035
<00:09:52.795>open <00:09:53.074>LLM, <00:09:53.354>uh, <00:09:53.635>running <00:09:53.915>on <00:09:54.194>mobile.

164
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<00:09:55.655>Uh, <00:09:55.795>and <00:09:55.935>there's <00:09:56.074>a <00:09:56.214>25% <00:09:56.355>improvement <00:09:56.495>for <00:09:56.635>time <00:09:56.775>to <00:09:56.915>first <00:09:57.055>token

165
00:10:00.315 --> 00:10:03.475
<00:10:00.315>for <00:10:00.455>Gemma, <00:10:00.595>uh, <00:10:00.735>to <00:10:00.875>be <00:10:01.015>on <00:10:01.155>the <00:10:01.295>Google <00:10:01.435>Pixel <00:10:01.575>eight <00:10:01.715>Pro.

166
00:10:11.285 --> 00:10:14.465
<00:10:11.285>So <00:10:11.564>integrating <00:10:11.844>Cloud <00:10:12.125>D <00:10:12.405>cv, <00:10:12.685>uh,

167
00:10:14.815 --> 00:10:17.825
<00:10:14.815>accelerates <00:10:14.990>the <00:10:15.165>computer <00:10:15.340>vision <00:10:15.515>pipelines <00:10:15.690>that <00:10:15.865>use <00:10:16.040>for <00:10:16.215>many

168
00:10:17.825 --> 00:10:19.705
<00:10:17.825>of <00:10:18.105>the <00:10:18.385>camera <00:10:18.665>use <00:10:18.945>cases, <00:10:19.225>uh,

169
00:10:19.705 --> 00:10:21.985
<00:10:19.705>and <00:10:19.938>has <00:10:20.171>led <00:10:20.405>to <00:10:20.638>significant <00:10:20.871>performance <00:10:21.105>improvements.

170
00:10:22.925 --> 00:10:26.625
<00:10:22.925>So <00:10:23.064>we've <00:10:23.204>worked <00:10:23.344>very <00:10:23.484>closely <00:10:23.625>with <00:10:23.765>the <00:10:23.905>Open <00:10:24.045>CV <00:10:24.185>community, <00:10:24.324>uh,

171
00:10:27.165 --> 00:10:29.265
<00:10:27.165>and <00:10:27.631>we've <00:10:28.098>managed <00:10:28.564>to

172
00:10:31.445 --> 00:10:35.305
<00:10:31.445>create <00:10:31.600>an <00:10:31.756>uplift <00:10:31.911>of <00:10:32.067>about <00:10:32.222>75%, <00:10:32.378>uh, <00:10:32.533>for <00:10:32.689>a <00:10:32.845>variety

173
00:10:35.325 --> 00:10:36.665
<00:10:35.325>of <00:10:35.727>image <00:10:36.129>processing <00:10:36.531>tasks.

174
00:10:37.245 --> 00:10:40.145
<00:10:37.245>Uh, <00:10:37.445>this <00:10:37.645>has <00:10:37.845>been <00:10:38.045>a <00:10:38.245>huge <00:10:38.445>collaboration, <00:10:38.645>uh,

175
00:10:40.205 --> 00:10:42.665
<00:10:40.205>and <00:10:40.405>a <00:10:40.605>lot <00:10:40.805>of <00:10:41.005>our <00:10:41.205>software <00:10:41.405>engagement <00:10:41.605>is

176
00:10:43.685 --> 00:10:45.065
<00:10:43.685>in <00:10:43.933>the <00:10:44.181>form <00:10:44.430>of <00:10:44.678>collaborative <00:10:44.927>work.

177
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<00:10:46.925>Uh, <00:10:47.204>so <00:10:47.484>we <00:10:47.765>can <00:10:48.045>actually <00:10:48.324>help

178
00:10:51.015 --> 00:10:52.465
<00:10:51.015>educate <00:10:51.450>the <00:10:51.885>community <00:10:52.320>so

179
00:10:52.465 --> 00:10:55.025
<00:10:52.465>that <00:10:52.665>they <00:10:52.865>can <00:10:53.065>actually <00:10:53.265>be <00:10:53.465>far <00:10:53.665>more <00:10:53.865>self-sufficient.

180
00:10:57.415 --> 00:10:59.265
<00:10:57.415>Another <00:10:57.881>aspect <00:10:58.348>of, <00:10:58.814>uh,

181
00:10:59.405 --> 00:11:01.265
<00:10:59.405>our <00:10:59.685>toolbox <00:10:59.964>is <00:11:00.245>our <00:11:00.525>Performance <00:11:00.805>studio.

182
00:11:01.725 --> 00:11:06.505
<00:11:01.725>Um, <00:11:01.880>so <00:11:02.036>we <00:11:02.191>started <00:11:02.347>off <00:11:02.502>with <00:11:02.658>our <00:11:02.813>mobile <00:11:02.969>studio, <00:11:03.125>uh,

183
00:11:06.805 --> 00:11:09.185
<00:11:06.805>and <00:11:07.155>we <00:11:07.505>iterated <00:11:07.854>upon <00:11:08.204>that

184
00:11:09.765 --> 00:11:13.265
<00:11:09.765>and <00:11:09.905>we <00:11:10.045>started <00:11:10.185>to <00:11:10.324>see <00:11:10.465>ways <00:11:10.605>that <00:11:10.745>we <00:11:10.885>can <00:11:11.025>actually <00:11:11.165>leverage,

185
00:11:14.005 --> 00:11:16.425
<00:11:14.005>uh, <00:11:14.355>performance <00:11:14.705>Studio, <00:11:15.055>uh, <00:11:15.405>to,

186
00:11:16.565 --> 00:11:21.345
<00:11:16.565>and <00:11:16.720>leverage <00:11:16.876>Mobile <00:11:17.031>Studio <00:11:17.187>to <00:11:17.342>actually <00:11:17.498>benefit <00:11:17.653>a <00:11:17.809>wider, <00:11:17.965>uh,

187
00:11:22.565 --> 00:11:23.585
<00:11:22.565>set <00:11:23.024>of <00:11:23.483>developers.

188
00:11:24.085 --> 00:11:26.305
<00:11:24.085>And <00:11:24.260>so <00:11:24.435>we <00:11:24.610>created <00:11:24.785>Performance <00:11:24.960>Studio <00:11:25.135>out <00:11:25.310>of <00:11:25.485>that.

189
00:11:27.045 --> 00:11:29.425
<00:11:27.045>Um, <00:11:27.324>a <00:11:27.604>lot <00:11:27.885>of <00:11:28.165>these, <00:11:28.444>uh,

190
00:11:32.295 --> 00:11:35.985
<00:11:32.295>Tooling, <00:11:32.450>uh, <00:11:32.606>you <00:11:32.761>know, <00:11:32.917>performance <00:11:33.072>Studio <00:11:33.228>is <00:11:33.383>a, <00:11:33.539>a <00:11:33.694>collection

191
00:11:36.245 --> 00:11:38.865
<00:11:36.245>of <00:11:36.711>analysis <00:11:37.178>tools, <00:11:37.645>uh,

192
00:11:38.865 --> 00:11:42.225
<00:11:38.865>and <00:11:39.005>it <00:11:39.145>now <00:11:39.285>supports <00:11:39.425>a <00:11:39.565>wide <00:11:39.705>range <00:11:39.845>of <00:11:39.985>workloads <00:11:40.125>from <00:11:40.265>platforms

193
00:11:42.225 --> 00:11:44.185
<00:11:42.225>and <00:11:42.505>devices <00:11:42.785>far <00:11:43.065>beyond <00:11:43.345>my <00:11:43.625>mobile.

194
00:11:44.925 --> 00:11:48.745
<00:11:44.925>Uh, <00:11:45.099>it <00:11:45.275>supports <00:11:45.449>all <00:11:45.625>the <00:11:45.800>new <00:11:45.974>neo <00:11:46.150>verse, <00:11:46.324>uh,

195
00:11:49.495 --> 00:11:53.165
<00:11:49.495>service <00:11:49.728>CPUs, <00:11:49.961>uh, <00:11:50.195>as <00:11:50.428>well <00:11:50.661>as, <00:11:50.895>uh,

196
00:11:53.615 --> 00:11:56.005
<00:11:53.615>fully <00:11:53.965>supporting, <00:11:54.315>uh, <00:11:54.665>Linux <00:11:55.015>platforms.

197
00:11:57.435 --> 00:12:00.125
<00:11:57.435>Also, <00:11:57.590>as <00:11:57.746>part <00:11:57.901>of <00:11:58.057>Performance <00:11:58.212>Studio, <00:11:58.368>we've <00:11:58.523>managed <00:11:58.679>to <00:11:58.834>add,

198
00:12:00.225 --> 00:12:01.485
<00:12:00.225>uh, <00:12:00.603>arm <00:12:00.981>frame <00:12:01.359>advisor.

199
00:12:01.985 --> 00:12:05.245
<00:12:01.985>And <00:12:02.112>so <00:12:02.239>this <00:12:02.366>makes <00:12:02.494>those <00:12:02.621>that <00:12:02.748>work <00:12:02.875>in <00:12:03.003>the <00:12:03.130>graphic <00:12:03.257>space, <00:12:03.385>uh,

200
00:12:05.595 --> 00:12:10.245
<00:12:05.595>able <00:12:05.770>to <00:12:05.945>actually <00:12:06.120>profile <00:12:06.295>and <00:12:06.470>optimize, <00:12:06.645>uh, <00:12:06.820>much <00:12:06.995>easier

201
00:12:10.385 --> 00:12:11.845
<00:12:10.385>and <00:12:10.647>makes <00:12:10.910>it <00:12:11.173>much <00:12:11.436>more <00:12:11.699>accessible

202
00:12:11.845 --> 00:12:13.085
<00:12:11.845>for <00:12:12.068>people <00:12:12.291>to <00:12:12.514>actually <00:12:12.737>do <00:12:12.961>that.

203
00:12:14.785 --> 00:12:18.445
<00:12:14.785>Um, <00:12:14.940>we, <00:12:15.096>you <00:12:15.251>know, <00:12:15.407>as <00:12:15.562>ARM <00:12:15.718>is <00:12:15.873>pervasive, <00:12:16.029>we <00:12:16.185>are

204
00:12:19.065 --> 00:12:22.445
<00:12:19.065>across <00:12:19.220>from <00:12:19.376>sensors <00:12:19.531>all <00:12:19.687>the <00:12:19.842>way <00:12:19.998>through <00:12:20.153>to <00:12:20.309>the <00:12:20.465>cloud,

205
00:12:22.625 --> 00:12:23.645
<00:12:22.625>to <00:12:23.084>Super <00:12:23.543>compute.

206
00:12:24.095 --> 00:12:28.845
<00:12:24.095>Automotive <00:12:24.250>is <00:12:24.406>a <00:12:24.561>key <00:12:24.717>part <00:12:24.872>of <00:12:25.028>our, <00:12:25.183>uh, <00:12:25.339>target <00:12:25.495>space.

207
00:12:29.385 --> 00:12:33.805
<00:12:29.385>Uh, <00:12:29.540>and <00:12:29.696>so <00:12:29.851>to <00:12:30.007>enable <00:12:30.162>faster <00:12:30.318>time <00:12:30.473>to <00:12:30.629>market, <00:12:30.785>uh,

208
00:12:33.805 --> 00:12:36.205
<00:12:33.805>we've <00:12:34.038>got <00:12:34.271>something <00:12:34.505>called <00:12:34.738>virtual, <00:12:34.971>uh, <00:12:35.204>platforms

209
00:12:36.205 --> 00:12:37.645
<00:12:36.205>and <00:12:36.637>ARM <00:12:37.069>virtual <00:12:37.501>hardware.

210
00:12:38.505 --> 00:12:40.285
<00:12:38.505>Uh, <00:12:38.855>and <00:12:39.205>so <00:12:39.555>for <00:12:39.905>automotive

211
00:12:40.285 --> 00:12:44.085
<00:12:40.285>and <00:12:40.459>IT <00:12:40.635>markets, <00:12:40.810>these <00:12:40.985>really <00:12:41.160>do <00:12:41.334>help <00:12:41.510>people, <00:12:41.685>uh,

212
00:12:44.105 --> 00:12:45.125
<00:12:44.105>get <00:12:44.334>to <00:12:44.564>market <00:12:44.793>very <00:12:45.023>quickly.

213
00:12:45.945 --> 00:12:48.005
<00:12:45.945>Uh, <00:12:46.225>they <00:12:46.505>allow, <00:12:46.785>uh, <00:12:47.065>a <00:12:47.345>lot

214
00:12:48.005 --> 00:12:51.165
<00:12:48.005>of <00:12:48.180>our <00:12:48.355>partners <00:12:48.530>actually <00:12:48.705>evaluate <00:12:48.880>the <00:12:49.055>IP <00:12:49.230>that, <00:12:49.405>uh,

215
00:12:51.165 --> 00:12:54.485
<00:12:51.165>they're <00:12:51.515>looking <00:12:51.865>at, <00:12:52.214>uh, <00:12:52.564>creating,

216
00:12:56.525 --> 00:12:57.885
<00:12:56.525>creating <00:12:57.137>CPUs <00:12:57.749>and,

217
00:12:57.945 --> 00:13:01.565
<00:12:57.945>and <00:12:58.085>a <00:12:58.225>lot <00:12:58.365>of <00:12:58.505>processes <00:12:58.645>takes <00:12:58.785>a <00:12:58.925>lot <00:12:59.065>of <00:12:59.205>time <00:12:59.345>from,

218
00:13:01.745 --> 00:13:06.365
<00:13:01.745>for <00:13:01.872>initial <00:13:01.999>acquisition <00:13:02.126>of <00:13:02.254>the <00:13:02.381>IP <00:13:02.508>can <00:13:02.635>be <00:13:02.763>up <00:13:02.890>to <00:13:03.017>two <00:13:03.145>years.

219
00:13:07.025 --> 00:13:10.165
<00:13:07.025>And <00:13:07.225>so <00:13:07.425>by <00:13:07.625>leveraging, <00:13:07.824>uh, <00:13:08.025>a <00:13:08.225>VH <00:13:08.425>here,

220
00:13:10.465 --> 00:13:13.405
<00:13:10.465>it <00:13:10.640>actually <00:13:10.815>enables <00:13:10.990>people <00:13:11.165>to <00:13:11.340>actually <00:13:11.515>test <00:13:11.690>their <00:13:11.865>software

221
00:13:13.955 --> 00:13:17.045
<00:13:13.955>much <00:13:14.130>quicker, <00:13:14.305>in <00:13:14.480>a <00:13:14.655>much <00:13:14.830>more <00:13:15.005>realistic <00:13:15.180>environment, <00:13:15.355>uh,

222
00:13:17.265 --> 00:13:18.285
<00:13:17.265>as <00:13:17.571>early <00:13:17.877>as <00:13:18.183>possible.

223
00:13:18.785 --> 00:13:22.325
<00:13:18.785>So <00:13:18.959>when <00:13:19.135>the <00:13:19.310>physical <00:13:19.485>devices <00:13:19.660>actually <00:13:19.834>land <00:13:20.010>in <00:13:20.185>product,

224
00:13:22.795 --> 00:13:24.445
<00:13:22.795>they <00:13:22.995>know <00:13:23.194>the <00:13:23.395>software <00:13:23.594>is <00:13:23.795>gonna <00:13:23.995>work <00:13:24.194>fine.

225
00:13:26.145 --> 00:13:30.745
<00:13:26.145>Uh, <00:13:26.378>and <00:13:26.611>so <00:13:26.845>this <00:13:27.078>kind <00:13:27.311>of <00:13:27.545>matters

226
00:13:30.965 --> 00:13:32.705
<00:13:30.965>to <00:13:31.245>a <00:13:31.525>lot <00:13:31.805>of <00:13:32.085>software <00:13:32.365>developers.

227
00:13:32.985 --> 00:13:34.585
<00:13:32.985>'cause <00:13:33.265>you <00:13:33.545>won't <00:13:33.825>need <00:13:34.105>to <00:13:34.385>wait

228
00:13:34.585 --> 00:13:35.785
<00:13:34.585>for <00:13:34.855>the <00:13:35.125>actual <00:13:35.395>physical <00:13:35.665>silicon.

229
00:13:35.885 --> 00:13:39.385
<00:13:35.885>As <00:13:36.040>I <00:13:36.196>said, <00:13:36.351>you <00:13:36.507>can <00:13:36.662>actually <00:13:36.818>start <00:13:36.973>testing <00:13:37.129>it, <00:13:37.285>validate,

230
00:13:39.825 --> 00:13:42.465
<00:13:39.825>there're <00:13:39.980>gonna <00:13:40.136>be <00:13:40.291>some <00:13:40.447>corner <00:13:40.602>cases <00:13:40.758>when <00:13:40.913>real <00:13:41.069>hardware <00:13:41.225>comes

231
00:13:42.465 --> 00:13:44.785
<00:13:42.465>out, <00:13:42.620>but <00:13:42.776>for <00:13:42.931>the <00:13:43.087>most <00:13:43.242>part, <00:13:43.398>you're <00:13:43.553>gonna <00:13:43.709>be <00:13:43.865>able

232
00:13:44.785 --> 00:13:46.425
<00:13:44.785>to <00:13:45.018>get <00:13:45.251>up <00:13:45.485>and <00:13:45.718>running <00:13:45.951>very <00:13:46.185>quickly.

233
00:13:47.485 --> 00:13:52.105
<00:13:47.485>Uh, <00:13:47.625>and <00:13:47.765>so <00:13:47.905>a <00:13:48.045>lot <00:13:48.185>of <00:13:48.325>this <00:13:48.465>is <00:13:48.605>supported <00:13:48.745>by, <00:13:48.885>uh,

234
00:13:53.205 --> 00:13:54.465
<00:13:53.205>is <00:13:53.772>parity, <00:13:54.339>uh,

235
00:13:54.565 --> 00:13:57.385
<00:13:54.565>and <00:13:54.705>now <00:13:54.845>that <00:13:54.985>exists <00:13:55.125>right <00:13:55.265>the <00:13:55.405>way <00:13:55.545>through <00:13:55.685>from <00:13:55.825>cloud, <00:13:55.965>like,

236
00:13:57.385 --> 00:13:59.505
<00:13:57.385>say <00:13:57.560>all <00:13:57.735>the <00:13:57.910>way <00:13:58.085>down <00:13:58.260>to, <00:13:58.435>uh, <00:13:58.610>edge <00:13:58.785>devices.

237
00:14:05.805 --> 00:14:07.625
<00:14:05.805>So <00:14:06.155>another <00:14:06.505>part <00:14:06.854>of, <00:14:07.204>uh,

238
00:14:07.685 --> 00:14:09.785
<00:14:07.685>our <00:14:07.918>development <00:14:08.151>toolbox <00:14:08.385>is <00:14:08.618>our <00:14:08.851>wide <00:14:09.084>range

239
00:14:09.785 --> 00:14:10.945
<00:14:09.785>of <00:14:10.133>open <00:14:10.481>source <00:14:10.829>investments.

240
00:14:11.205 --> 00:14:14.745
<00:14:11.205>Uh, <00:14:11.321>this <00:14:11.438>is <00:14:11.555>an <00:14:11.671>area <00:14:11.788>that's <00:14:11.905>very <00:14:12.021>near <00:14:12.138>and <00:14:12.255>dear <00:14:12.371>to <00:14:12.488>my <00:14:12.605>heart.

241
00:14:15.405 --> 00:14:20.065
<00:14:15.405>Uh, <00:14:15.545>and, <00:14:15.685>you <00:14:15.824>know, <00:14:15.964>we <00:14:16.105>contribute <00:14:16.245>to <00:14:16.385>well <00:14:16.525>over <00:14:16.665>1200 <00:14:16.805>projects,

242
00:14:20.565 --> 00:14:22.905
<00:14:20.565>uh, <00:14:21.031>in <00:14:21.498>all <00:14:21.965>verticals.

243
00:14:23.925 --> 00:14:27.505
<00:14:23.925>Uh, <00:14:24.158>and, <00:14:24.391>you <00:14:24.625>know, <00:14:24.858>things <00:14:25.091>like, <00:14:25.324>uh,

244
00:14:28.775 --> 00:14:31.825
<00:14:28.775>long <00:14:28.975>established <00:14:29.175>partnerships <00:14:29.375>that <00:14:29.574>we've <00:14:29.775>had <00:14:29.975>with <00:14:30.175>RO

245
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<00:14:31.885>who <00:14:32.012>have <00:14:32.139>been <00:14:32.266>around <00:14:32.394>for <00:14:32.521>now <00:14:32.648>what, <00:14:32.775>uh, <00:14:32.903>12, <00:14:33.030>almost <00:14:33.157>15 <00:14:33.285>years,

246
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<00:14:36.325>um, <00:14:36.605>who <00:14:36.885>are <00:14:37.165>focused <00:14:37.445>on <00:14:37.725>providing,

247
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<00:14:41.125>uh, <00:14:41.300>the <00:14:41.475>opensource <00:14:41.650>community <00:14:41.825>with <00:14:42.000>access <00:14:42.175>to <00:14:42.350>broadest <00:14:42.525>range

248
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<00:14:45.225>of <00:14:45.498>software <00:14:45.772>tools <00:14:46.045>available <00:14:46.319>to <00:14:46.593>them.

249
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<00:14:47.365>Uh, <00:14:47.598>one <00:14:47.831>notable <00:14:48.065>opensource <00:14:48.298>project <00:14:48.531>is, <00:14:48.765>uh,

250
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<00:14:51.665>the <00:14:51.944>Windows <00:14:52.224>working <00:14:52.505>group <00:14:52.785>within <00:14:53.064>linaro

251
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<00:14:53.905>that's <00:14:54.185>actually <00:14:54.464>working <00:14:54.745>to <00:14:55.025>enable, <00:14:55.305>uh,

252
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<00:14:58.385>better <00:14:58.665>support <00:14:58.944>for, <00:14:59.225>uh, <00:14:59.505>believe <00:14:59.785>it

253
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<00:15:01.565>or <00:15:01.845>not, <00:15:02.125>Linux <00:15:02.405>on <00:15:02.685>these <00:15:02.965>devices.

254
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<00:15:04.265>Uh, <00:15:04.498>but <00:15:04.731>working <00:15:04.965>with <00:15:05.198>through, <00:15:05.431>uh, <00:15:05.665>collaboration

255
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<00:15:07.885>with <00:15:08.060>Microsoft <00:15:08.235>and <00:15:08.410>linaro, <00:15:08.585>enabling <00:15:08.760>people <00:15:08.935>like, <00:15:09.110>uh, <00:15:09.285>basal,

256
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<00:15:12.485>CA, <00:15:12.835>uh, <00:15:13.185>the <00:15:13.535>LVM, <00:15:13.885>uh,

257
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<00:15:15.875>project <00:15:16.155>open <00:15:16.435>VPN, <00:15:16.715>Python, <00:15:16.995>cute, <00:15:17.275>uh,

258
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<00:15:20.705>et <00:15:20.905>cetera, <00:15:21.105>to <00:15:21.305>actually <00:15:21.505>better <00:15:21.705>support <00:15:21.905>the <00:15:22.105>architecture.

259
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<00:15:26.745>And <00:15:26.900>again, <00:15:27.056>working <00:15:27.211>on <00:15:27.367>enabling <00:15:27.522>CICD <00:15:27.678>on <00:15:27.833>the <00:15:27.989>Windows <00:15:28.145>platform,

260
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<00:15:31.105>uh, <00:15:31.338>for <00:15:31.571>the <00:15:31.805>arm <00:15:32.038>architecture <00:15:32.271>as <00:15:32.505>well.

261
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<00:15:34.975>We, <00:15:35.208>uh, <00:15:35.441>work <00:15:35.675>very <00:15:35.908>closely, <00:15:36.141>um, <00:15:36.375>with

262
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<00:15:39.845>let's <00:15:40.020>say <00:15:40.195>a <00:15:40.370>lot <00:15:40.545>of <00:15:40.720>the <00:15:40.895>language <00:15:41.070>and <00:15:41.245>libraries.

263
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<00:15:43.495>Uh, <00:15:43.622>and <00:15:43.749>so <00:15:43.876>we've <00:15:44.004>done <00:15:44.131>huge <00:15:44.258>investments <00:15:44.385>in <00:15:44.513>Go <00:15:44.640>and <00:15:44.767>Rust <00:15:44.895>and,

264
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<00:15:47.295>and <00:15:47.754>Java <00:15:48.213>space.

265
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<00:15:49.375>Uh, <00:15:49.515>and <00:15:49.655>so <00:15:49.795>you, <00:15:49.935>they <00:15:50.075>now <00:15:50.215>just <00:15:50.355>work <00:15:50.495>outta <00:15:50.635>the <00:15:50.775>box.

266
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<00:15:53.535>So <00:15:53.735>depending <00:15:53.935>what <00:15:54.135>your <00:15:54.334>preferred <00:15:54.535>language <00:15:54.735>is, <00:15:54.935>uh,

267
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<00:15:56.735>you're <00:15:56.912>gonna <00:15:57.089>be <00:15:57.266>able <00:15:57.443>to <00:15:57.620>get <00:15:57.797>up

268
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<00:15:57.915>and <00:15:58.194>running <00:15:58.474>without <00:15:58.755>any <00:15:59.035>issue <00:15:59.314>whatsoever.

269
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<00:16:02.735>Uh, <00:16:02.935>we've <00:16:03.135>also <00:16:03.335>got <00:16:03.535>c <00:16:03.735>emphasis <00:16:03.935>pack, <00:16:04.135>uh,

270
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<00:16:05.495>and <00:16:05.650>that, <00:16:05.806>uh, <00:16:05.961>lay, <00:16:06.117>uh, <00:16:06.272>put <00:16:06.428>my <00:16:06.583>teeth <00:16:06.739>back <00:16:06.895>in.

271
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<00:16:10.415>Um, <00:16:10.694>that <00:16:10.974>enables, <00:16:11.255>uh, <00:16:11.535>our <00:16:11.814>community

272
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<00:16:14.815>for <00:16:14.970>a <00:16:15.126>much <00:16:15.281>cleaner <00:16:15.437>and <00:16:15.592>simpler, <00:16:15.748>uh, <00:16:15.903>structure <00:16:16.059>for, <00:16:16.215>uh,

273
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<00:16:19.145>deploying <00:16:19.489>in <00:16:19.833>the <00:16:20.177>iot <00:16:20.521>space.

274
00:16:22.855 --> 00:16:27.275
<00:16:22.855>And <00:16:23.010>last <00:16:23.166>but <00:16:23.321>not <00:16:23.477>least, <00:16:23.632>uh, <00:16:23.788>we <00:16:23.943>have <00:16:24.099>ran <00:16:24.255>acceleration.

275
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<00:16:28.095>Uh, <00:16:28.270>so, <00:16:28.445>uh, <00:16:28.620>in <00:16:28.795>the <00:16:28.970>network <00:16:29.145>space, <00:16:29.320>having, <00:16:29.495>uh,

276
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<00:16:33.175>an <00:16:33.314>open <00:16:33.454>ran <00:16:33.594>library, <00:16:33.734>uh, <00:16:33.875>that <00:16:34.015>is <00:16:34.155>as <00:16:34.295>performing <00:16:34.435>as <00:16:34.574>possible,

277
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<00:16:38.615>um, <00:16:38.770>has <00:16:38.926>been <00:16:39.081>a <00:16:39.237>key, <00:16:39.392>uh, <00:16:39.548>market <00:16:39.703>in <00:16:39.859>that <00:16:40.015>vertical.

278
00:16:51.225 --> 00:16:55.325
<00:16:51.225>So <00:16:51.425>moving, <00:16:51.625>uh, <00:16:51.825>away <00:16:52.025>from <00:16:52.225>our <00:16:52.425>toolbox, <00:16:52.625>um,

279
00:16:56.295 --> 00:16:59.805
<00:16:56.295>there <00:16:56.761>are <00:16:57.228>a <00:16:57.694>number

280
00:16:59.805 --> 00:17:02.525
<00:16:59.805>of <00:17:00.155>leading <00:17:00.505>global <00:17:00.854>initiatives, <00:17:01.204>uh,

281
00:17:02.995 --> 00:17:06.485
<00:17:02.995>that <00:17:03.170>we <00:17:03.345>are <00:17:03.520>investing <00:17:03.695>heavily <00:17:03.870>into <00:17:04.045>enable <00:17:04.220>our <00:17:04.395>developers,

282
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<00:17:06.905>uh, <00:17:07.105>and <00:17:07.305>developers <00:17:07.504>as <00:17:07.704>a <00:17:07.905>whole, <00:17:08.105>uh, <00:17:08.305>better

283
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<00:17:11.505>access <00:17:11.785>and, <00:17:12.065>and <00:17:12.345>better <00:17:12.625>integration <00:17:12.905>with,

284
00:17:14.025 --> 00:17:15.205
<00:17:14.025>uh, <00:17:14.379>the <00:17:14.733>arm <00:17:15.087>architecture.

285
00:17:15.785 --> 00:17:19.285
<00:17:15.785>Uh, <00:17:15.960>so <00:17:16.135>we've <00:17:16.310>got <00:17:16.485>our <00:17:16.660>armed <00:17:16.835>developer <00:17:17.010>program, <00:17:17.185>uh,

286
00:17:19.345 --> 00:17:23.405
<00:17:19.345>and <00:17:19.578>if <00:17:19.811>you <00:17:20.045>swing <00:17:20.278>by <00:17:20.511>booth <00:17:20.745>59

287
00:17:23.425 --> 00:17:27.765
<00:17:23.425>or <00:17:23.580>56 <00:17:23.736>here <00:17:23.891>in <00:17:24.047>Hall, <00:17:24.202>um, <00:17:24.358>you'll, <00:17:24.513>uh, <00:17:24.669>be <00:17:24.825>able

288
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<00:17:27.765>to <00:17:27.881>get <00:17:27.998>far <00:17:28.115>more <00:17:28.231>details <00:17:28.348>on <00:17:28.465>that <00:17:28.581>from <00:17:28.698>many <00:17:28.815>of <00:17:28.931>our <00:17:29.048>actual, <00:17:29.165>uh,

289
00:17:31.755 --> 00:17:33.925
<00:17:31.755>members, <00:17:32.035>uh, <00:17:32.315>arm <00:17:32.595>experts <00:17:32.875>as <00:17:33.155>well

290
00:17:33.925 --> 00:17:35.485
<00:17:33.925>as <00:17:34.205>ambassadors, <00:17:34.485>uh, <00:17:34.764>that <00:17:35.044>are <00:17:35.325>there.

291
00:17:43.285 --> 00:17:47.625
<00:17:43.285>So <00:17:43.440>I'd <00:17:43.596>like <00:17:43.751>to, <00:17:43.907>uh, <00:17:44.062>kind <00:17:44.218>of <00:17:44.373>close <00:17:44.529>out, <00:17:44.685>uh,

292
00:17:47.965 --> 00:17:52.045
<00:17:47.965>and <00:17:48.120>invite <00:17:48.276>you <00:17:48.431>to <00:17:48.587>help <00:17:48.742>build <00:17:48.898>the <00:17:49.053>future <00:17:49.209>of <00:17:49.365>computing.

293
00:17:52.665 --> 00:17:56.245
<00:17:52.665>Um, <00:17:52.840>we <00:17:53.014>are <00:17:53.190>fully <00:17:53.365>committed <00:17:53.540>to <00:17:53.715>the <00:17:53.889>software <00:17:54.065>ecosystem.

294
00:17:56.545 --> 00:17:59.005
<00:17:56.545>Uh, <00:17:56.745>we <00:17:56.945>want <00:17:57.145>to <00:17:57.345>hear <00:17:57.545>from <00:17:57.745>software <00:17:57.945>developers.

295
00:18:00.065 --> 00:18:02.285
<00:18:00.065>We <00:18:00.415>don't <00:18:00.765>develop, <00:18:01.115>you <00:18:01.465>know,

296
00:18:02.285 --> 00:18:04.485
<00:18:02.285>we <00:18:02.485>don't <00:18:02.685>actually <00:18:02.885>participate <00:18:03.085>in <00:18:03.285>all <00:18:03.485>the <00:18:03.685>projects,

297
00:18:04.485 --> 00:18:08.565
<00:18:04.485>so <00:18:04.625>we <00:18:04.764>don't <00:18:04.905>understand <00:18:05.044>and <00:18:05.185>know <00:18:05.324>of <00:18:05.465>all <00:18:05.604>the <00:18:05.745>different, <00:18:05.885>uh,

298
00:18:08.675 --> 00:18:09.885
<00:18:08.675>pain <00:18:08.892>points <00:18:09.110>that <00:18:09.328>you're <00:18:09.546>gonna <00:18:09.764>have.

299
00:18:10.025 --> 00:18:13.125
<00:18:10.025>So <00:18:10.225>please <00:18:10.425>do <00:18:10.625>participate <00:18:10.825>in <00:18:11.025>the <00:18:11.225>developer <00:18:11.425>program.

300
00:18:13.345 --> 00:18:16.125
<00:18:13.345>Let <00:18:13.520>us <00:18:13.695>know <00:18:13.870>what <00:18:14.045>works, <00:18:14.220>what <00:18:14.395>doesn't <00:18:14.570>work, <00:18:14.745>uh,

301
00:18:16.195 --> 00:18:18.445
<00:18:16.195>what <00:18:16.428>are <00:18:16.661>pain <00:18:16.895>points <00:18:17.128>for <00:18:17.361>you, <00:18:17.595>uh,

302
00:18:18.675 --> 00:18:20.485
<00:18:18.675>what <00:18:18.875>are <00:18:19.075>features <00:18:19.274>you <00:18:19.475>would <00:18:19.675>like <00:18:19.875>to <00:18:20.075>see,

303
00:18:21.035 --> 00:18:22.965
<00:18:21.035>what <00:18:21.315>are <00:18:21.595>the <00:18:21.875>ideas <00:18:22.155>you're <00:18:22.435>using?

304
00:18:23.315 --> 00:18:27.005
<00:18:23.315>What <00:18:23.490>are, <00:18:23.665>uh, <00:18:23.840>the <00:18:24.015>various <00:18:24.190>libraries <00:18:24.365>that <00:18:24.540>are <00:18:24.715>core,

305
00:18:27.345 --> 00:18:28.805
<00:18:27.345>uh, <00:18:27.783>to <00:18:28.221>your <00:18:28.659>projects.

306
00:18:30.425 --> 00:18:34.285
<00:18:30.425>Um, <00:18:30.580>we <00:18:30.736>want <00:18:30.891>to <00:18:31.047>ensure <00:18:31.202>that <00:18:31.358>we <00:18:31.513>equip <00:18:31.669>you <00:18:31.825>with

307
00:18:35.025 --> 00:18:36.605
<00:18:35.025>the <00:18:35.375>latest <00:18:35.725>and <00:18:36.075>greatest <00:18:36.425>tooling.

308
00:18:37.225 --> 00:18:38.765
<00:18:37.225>Um, <00:18:37.571>we've <00:18:37.918>made <00:18:38.264>a <00:18:38.611>start.

309
00:18:39.185 --> 00:18:43.125
<00:18:39.185>Uh, <00:18:39.360>we <00:18:39.534>are <00:18:39.710>in <00:18:39.885>this <00:18:40.060>to <00:18:40.235>together <00:18:40.409>with <00:18:40.585>you

310
00:18:43.145 --> 00:18:44.285
<00:18:43.145>as <00:18:43.658>software <00:18:44.171>developers.

311
00:18:44.305 --> 00:18:46.405
<00:18:44.305>We <00:18:44.460>want <00:18:44.616>to <00:18:44.771>hear <00:18:44.927>what <00:18:45.082>you <00:18:45.238>need, <00:18:45.393>what <00:18:45.549>you <00:18:45.705>want,

312
00:18:46.985 --> 00:18:50.965
<00:18:46.985>how <00:18:47.125>can <00:18:47.264>we <00:18:47.405>help <00:18:47.544>you, <00:18:47.685>let <00:18:47.824>us <00:18:47.965>build <00:18:48.104>out <00:18:48.245>that <00:18:48.385>toolbox

313
00:18:50.965 --> 00:18:53.005
<00:18:50.965>and <00:18:51.165>make <00:18:51.365>it <00:18:51.564>far <00:18:51.764>more <00:18:51.965>applicable <00:18:52.165>for <00:18:52.365>you

314
00:18:54.385 --> 00:18:55.485
<00:18:54.385>and <00:18:54.583>make <00:18:54.781>it <00:18:54.979>easier <00:18:55.177>for <00:18:55.375>you

315
00:18:55.485 --> 00:18:56.685
<00:18:55.485>to <00:18:55.665>actually <00:18:55.844>just <00:18:56.024>get <00:18:56.205>up <00:18:56.385>and <00:18:56.565>running.

316
00:18:57.425 --> 00:19:00.605
<00:18:57.425>Uh, <00:18:57.552>and <00:18:57.679>ultimately <00:18:57.806>at <00:18:57.934>the <00:18:58.061>end <00:18:58.188>of <00:18:58.315>the <00:18:58.443>day, <00:18:58.570>you'll <00:18:58.697>be <00:18:58.825>able

317
00:19:00.605 --> 00:19:03.845
<00:19:00.605>to <00:19:00.885>write <00:19:01.165>for <00:19:01.445>the <00:19:01.725>arm <00:19:02.005>architecture.

318
00:19:03.945 --> 00:19:06.405
<00:19:03.945>And <00:19:04.225>regardless <00:19:04.504>of <00:19:04.784>whether <00:19:05.064>you <00:19:05.345>are

319
00:19:07.625 --> 00:19:11.725
<00:19:07.625>on <00:19:07.780>the <00:19:07.936>edge <00:19:08.091>in <00:19:08.247>the <00:19:08.402>cloud, <00:19:08.558>super <00:19:08.713>compute <00:19:08.869>client <00:19:09.025>devices,

320
00:19:12.025 --> 00:19:16.565
<00:19:12.025>phones, <00:19:12.225>tablets, <00:19:12.425>glasses, <00:19:12.625>we'll <00:19:12.825>be <00:19:13.025>able <00:19:13.225>to <00:19:13.425>get,

321
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<00:19:16.985>um, <00:19:17.159>your <00:19:17.334>software <00:19:17.510>running, <00:19:17.685>uh, <00:19:17.860>as <00:19:18.034>quickly <00:19:18.209>as <00:19:18.385>possible.

322
00:19:23.765 --> 00:19:27.065
<00:19:23.765>And <00:19:23.920>with <00:19:24.076>that, <00:19:24.231>um, <00:19:24.387>I'd <00:19:24.542>just <00:19:24.698>like <00:19:24.853>to <00:19:25.009>say, <00:19:25.165>uh,

323
00:19:27.065 --> 00:19:31.425
<00:19:27.065>thank <00:19:27.298>you <00:19:27.531>very <00:19:27.765>much <00:19:27.998>and <00:19:28.231>any <00:19:28.465>questions.

324
00:19:33.775 --> 00:19:35.665
<00:19:33.775>Amazing. <00:19:34.055>Thank <00:19:34.335>you <00:19:34.615>so <00:19:34.895>much, <00:19:35.175>Andrew.