WEBVTT

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<00:00:02.960>Hello, <00:00:03.193>hello, <00:00:03.426>hello. <00:00:03.660>Now <00:00:03.893>we <00:00:04.126>have <00:00:04.359>Laura

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<00:00:05.430>Hello, <00:00:05.431>hello, <00:00:05.433>hello. <00:00:05.434>Now <00:00:05.436>we <00:00:05.437>have <00:00:05.439>Laura

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<00:00:05.440>Hello, <00:00:05.567>hello, <00:00:05.694>hello. <00:00:05.821>Now <00:00:05.949>we <00:00:06.076>have <00:00:06.203>Laura <00:00:06.330>Takho, <00:00:06.458>senior <00:00:06.585>principal <00:00:06.712>technologist <00:00:06.840>at

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<00:00:07.550>Takho, <00:00:07.552>senior <00:00:07.554>principal <00:00:07.556>technologist <00:00:07.558>at

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<00:00:07.560>Takho, <00:00:07.676>senior <00:00:07.793>principal <00:00:07.909>technologist <00:00:08.026>at <00:00:08.143>AWS. <00:00:08.260>That's <00:00:08.376>part <00:00:08.493>of <00:00:08.610>Amazon <00:00:08.726>in <00:00:08.843>case <00:00:08.959>you

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<00:00:10.270>AWS. <00:00:10.271>That's <00:00:10.272>part <00:00:10.273>of <00:00:10.275>Amazon <00:00:10.276>in <00:00:10.277>case <00:00:10.279>you

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<00:00:10.280>AWS. <00:00:10.379>That's <00:00:10.479>part <00:00:10.580>of <00:00:10.680>Amazon <00:00:10.780>in <00:00:10.879>case <00:00:10.979>you <00:00:11.080>can't <00:00:11.180>remember. <00:00:11.280>Uh <00:00:11.379>and <00:00:11.479>she's <00:00:11.579>going <00:00:11.680>to

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<00:00:12.390>can't <00:00:12.391>remember. <00:00:12.393>Uh <00:00:12.394>and <00:00:12.396>she's <00:00:12.397>going <00:00:12.399>to

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<00:00:12.400>can't <00:00:12.510>remember. <00:00:12.620>Uh <00:00:12.730>and <00:00:12.841>she's <00:00:12.951>going <00:00:13.061>to <00:00:13.171>talk <00:00:13.282>about <00:00:13.392>measuring <00:00:13.502>the <00:00:13.612>wrong <00:00:13.722>things

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<00:00:13.870>talk <00:00:13.871>about <00:00:13.873>measuring <00:00:13.875>the <00:00:13.877>wrong <00:00:13.879>things

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<00:00:13.880>talk <00:00:14.007>about <00:00:14.134>measuring <00:00:14.261>the <00:00:14.389>wrong <00:00:14.516>things <00:00:14.643>faster <00:00:14.770>than <00:00:14.898>ever. <00:00:15.025>Talk <00:00:15.152>about <00:00:15.280>token

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<00:00:15.630>faster <00:00:15.631>than <00:00:15.633>ever. <00:00:15.635>Talk <00:00:15.637>about <00:00:15.639>token

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<00:00:15.640>faster <00:00:15.756>than <00:00:15.873>ever. <00:00:15.990>Talk <00:00:16.106>about <00:00:16.223>token <00:00:16.340>maxing, <00:00:16.456>bloated <00:00:16.573>PRs, <00:00:16.690>like <00:00:16.806>lots <00:00:16.923>of <00:00:17.040>little

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<00:00:18.230>maxing, <00:00:18.231>bloated <00:00:18.233>PRs, <00:00:18.234>like <00:00:18.236>lots <00:00:18.237>of <00:00:18.238>little

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<00:00:18.240>maxing, <00:00:18.356>bloated <00:00:18.473>PRs, <00:00:18.590>like <00:00:18.706>lots <00:00:18.823>of <00:00:18.939>little <00:00:19.056>incremental <00:00:19.173>updates. <00:00:19.290>So, <00:00:19.406>how <00:00:19.523>do <00:00:19.639>we

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<00:00:21.030>incremental <00:00:21.031>updates. <00:00:21.033>So, <00:00:21.035>how <00:00:21.037>do <00:00:21.038>we

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<00:00:21.040>incremental <00:00:21.147>updates. <00:00:21.255>So, <00:00:21.363>how <00:00:21.470>do <00:00:21.578>we <00:00:21.686>measure <00:00:21.793>the <00:00:21.901>quality <00:00:22.009>of <00:00:22.116>our <00:00:22.224>work <00:00:22.332>and <00:00:22.439>how

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<00:00:23.390>measure <00:00:23.391>the <00:00:23.392>quality <00:00:23.393>of <00:00:23.395>our <00:00:23.396>work <00:00:23.397>and <00:00:23.398>how

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<00:00:23.400>measure <00:00:23.507>the <00:00:23.615>quality <00:00:23.723>of <00:00:23.830>our <00:00:23.938>work <00:00:24.046>and <00:00:24.153>how <00:00:24.261>do <00:00:24.369>people <00:00:24.476>measure <00:00:24.584>our <00:00:24.692>quality <00:00:24.799>without

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<00:00:25.550>do <00:00:25.551>people <00:00:25.553>measure <00:00:25.555>our <00:00:25.557>quality <00:00:25.558>without

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<00:00:25.560>do <00:00:25.676>people <00:00:25.793>measure <00:00:25.910>our <00:00:26.026>quality <00:00:26.143>without <00:00:26.259>knowing <00:00:26.376>what <00:00:26.493>we <00:00:26.610>actually <00:00:26.726>do? <00:00:26.843>So, <00:00:26.959>I'm

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<00:00:27.710>knowing <00:00:27.711>what <00:00:27.713>we <00:00:27.714>actually <00:00:27.716>do? <00:00:27.717>So, <00:00:27.718>I'm

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<00:00:27.720>knowing <00:00:27.836>what <00:00:27.953>we <00:00:28.070>actually <00:00:28.186>do? <00:00:28.303>So, <00:00:28.419>I'm <00:00:28.536>looking <00:00:28.653>forward <00:00:28.770>to <00:00:28.886>this. <00:00:29.003>It's <00:00:29.119>also

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<00:00:29.350>looking <00:00:29.351>forward <00:00:29.353>to <00:00:29.355>this. <00:00:29.357>It's <00:00:29.359>also

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<00:00:29.360>looking <00:00:29.459>forward <00:00:29.558>to <00:00:29.657>this. <00:00:29.756>It's <00:00:29.855>also <00:00:29.954>ironic <00:00:30.053>to <00:00:30.152>have <00:00:30.250>somebody <00:00:30.349>with <00:00:30.448>a <00:00:30.548>name <00:00:30.647>like

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<00:00:30.790>ironic <00:00:30.791>to <00:00:30.792>have <00:00:30.793>somebody <00:00:30.795>with <00:00:30.796>a <00:00:30.797>name <00:00:30.799>like

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<00:00:30.800>ironic <00:00:30.900>to <00:00:31.000>have <00:00:31.100>somebody <00:00:31.200>with <00:00:31.300>a <00:00:31.400>name <00:00:31.500>like <00:00:31.600>Takho <00:00:31.700>talk <00:00:31.800>about <00:00:31.900>speed. <00:00:32.000>So, <00:00:32.100>that's <00:00:32.200>quite

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<00:00:32.790>Takho <00:00:32.791>talk <00:00:32.793>about <00:00:32.794>speed. <00:00:32.796>So, <00:00:32.797>that's <00:00:32.799>quite

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<00:00:32.800>Takho <00:00:32.942>talk <00:00:33.085>about <00:00:33.228>speed. <00:00:33.370>So, <00:00:33.513>that's <00:00:33.656>quite <00:00:33.799>fun.

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fun.

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<00:00:33.920>fun. <00:00:34.120>Just <00:00:34.320>for <00:00:34.520>me <00:00:34.720>as <00:00:34.920>a <00:00:35.120>German-speaking <00:00:35.320>person.

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<00:00:36.310>Just <00:00:36.311>for <00:00:36.313>me <00:00:36.314>as <00:00:36.316>a <00:00:36.317>German-speaking <00:00:36.319>person.

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<00:00:36.320>Just <00:00:36.436>for <00:00:36.553>me <00:00:36.670>as <00:00:36.786>a <00:00:36.903>German-speaking <00:00:37.020>person. <00:00:37.136>So, <00:00:37.253>without <00:00:37.370>further <00:00:37.486>ado, <00:00:37.603>let's <00:00:37.720>introduce

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<00:00:38.910>So, <00:00:38.911>without <00:00:38.913>further <00:00:38.915>ado, <00:00:38.917>let's <00:00:38.919>introduce

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<00:00:38.920>So, <00:00:39.120>without <00:00:39.320>further <00:00:39.520>ado, <00:00:39.720>let's <00:00:39.920>introduce <00:00:40.120>Laura <00:00:40.320>Takho.

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<00:00:43.885>&gt;&gt; <00:00:45.285>[music]

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[music]

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<00:00:54.640>&gt;&gt; <00:00:54.990>Thank <00:00:55.340>you <00:00:55.690>so <00:00:56.040>much.

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<00:00:56.590>&gt;&gt; <00:00:56.592>Thank <00:00:56.594>you <00:00:56.596>so <00:00:56.599>much.

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<00:00:56.600>&gt;&gt; <00:00:56.880>Thank <00:00:57.160>you <00:00:57.440>so <00:00:57.720>much. <00:00:58.000>Hi.

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Hi.

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<00:00:58.400>Hi. <00:00:58.633>We're <00:00:58.866>almost <00:00:59.100>there. <00:00:59.333>We're <00:00:59.566>almost <00:00:59.800>there.

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<00:01:00.910>We're <00:01:00.911>almost <00:01:00.913>there. <00:01:00.915>We're <00:01:00.917>almost <00:01:00.919>there.

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<00:01:00.920>We're <00:01:01.036>almost <00:01:01.153>there. <00:01:01.270>We're <00:01:01.386>almost <00:01:01.503>there. <00:01:01.620>Um <00:01:01.736>you've <00:01:01.853>made <00:01:01.970>it <00:01:02.086>through <00:01:02.203>wonderful <00:01:02.320>days

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<00:01:02.630>Um <00:01:02.631>you've <00:01:02.633>made <00:01:02.634>it <00:01:02.636>through <00:01:02.637>wonderful <00:01:02.639>days

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<00:01:02.640>Um <00:01:02.733>you've <00:01:02.826>made <00:01:02.920>it <00:01:03.013>through <00:01:03.107>wonderful <00:01:03.200>days <00:01:03.294>of <00:01:03.387>programming. <00:01:03.481>I'm <00:01:03.574>so <00:01:03.668>glad <00:01:03.761>that <00:01:03.855>you

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<00:01:03.990>of <00:01:03.991>programming. <00:01:03.993>I'm <00:01:03.994>so <00:01:03.996>glad <00:01:03.997>that <00:01:03.999>you

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<00:01:04.000>of <00:01:04.099>programming. <00:01:04.199>I'm <00:01:04.298>so <00:01:04.398>glad <00:01:04.498>that <00:01:04.597>you <00:01:04.697>made <00:01:04.797>the <00:01:04.896>choice <00:01:04.996>to <00:01:05.096>join <00:01:05.195>me <00:01:05.295>today. <00:01:05.394>My

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<00:01:05.550>made <00:01:05.551>the <00:01:05.552>choice <00:01:05.553>to <00:01:05.555>join <00:01:05.556>me <00:01:05.557>today. <00:01:05.559>My

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<00:01:05.560>made <00:01:05.660>the <00:01:05.760>choice <00:01:05.860>to <00:01:05.960>join <00:01:06.060>me <00:01:06.160>today. <00:01:06.260>My <00:01:06.360>name <00:01:06.460>is <00:01:06.560>Laura <00:01:06.660>Takho. <00:01:06.760>I'm <00:01:06.860>a <00:01:06.960>senior

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<00:01:07.470>name <00:01:07.471>is <00:01:07.473>Laura <00:01:07.474>Takho. <00:01:07.476>I'm <00:01:07.477>a <00:01:07.479>senior

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<00:01:07.480>name <00:01:07.587>is <00:01:07.695>Laura <00:01:07.803>Takho. <00:01:07.910>I'm <00:01:08.018>a <00:01:08.126>senior <00:01:08.233>principal <00:01:08.341>technologist <00:01:08.449>at <00:01:08.556>AWS. <00:01:08.664>I <00:01:08.772>work <00:01:08.880>on

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<00:01:10.350>principal <00:01:10.351>technologist <00:01:10.353>at <00:01:10.354>AWS. <00:01:10.356>I <00:01:10.357>work <00:01:10.359>on

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<00:01:10.360>principal <00:01:10.467>technologist <00:01:10.575>at <00:01:10.683>AWS. <00:01:10.790>I <00:01:10.898>work <00:01:11.006>on <00:01:11.113>developer <00:01:11.221>experience <00:01:11.329>and <00:01:11.436>I <00:01:11.544>study <00:01:11.652>the <00:01:11.760>way

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<00:01:12.590>developer <00:01:12.591>experience <00:01:12.593>and <00:01:12.594>I <00:01:12.596>study <00:01:12.597>the <00:01:12.598>way

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<00:01:12.600>developer <00:01:12.707>experience <00:01:12.815>and <00:01:12.923>I <00:01:13.030>study <00:01:13.138>the <00:01:13.246>way <00:01:13.353>that <00:01:13.461>AI <00:01:13.569>has <00:01:13.676>impacted <00:01:13.784>how <00:01:13.892>teams <00:01:14.000>and

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<00:01:15.630>that <00:01:15.631>AI <00:01:15.633>has <00:01:15.634>impacted <00:01:15.636>how <00:01:15.637>teams <00:01:15.639>and

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<00:01:15.640>that <00:01:15.767>AI <00:01:15.894>has <00:01:16.021>impacted <00:01:16.149>how <00:01:16.276>teams <00:01:16.403>and <00:01:16.530>organizations <00:01:16.658>are <00:01:16.785>getting <00:01:16.912>work <00:01:17.040>done.

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<00:01:19.870>organizations <00:01:19.872>are <00:01:19.874>getting <00:01:19.876>work <00:01:19.878>done.

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<00:01:19.880>organizations <00:01:19.996>are <00:01:20.113>getting <00:01:20.229>work <00:01:20.346>done. <00:01:20.463>Today <00:01:20.580>I'm <00:01:20.696>going <00:01:20.813>to <00:01:20.929>talk <00:01:21.046>to <00:01:21.163>you <00:01:21.280>about

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<00:01:21.750>Today <00:01:21.751>I'm <00:01:21.752>going <00:01:21.753>to <00:01:21.755>talk <00:01:21.756>to <00:01:21.757>you <00:01:21.759>about

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<00:01:21.760>Today <00:01:21.867>I'm <00:01:21.975>going <00:01:22.083>to <00:01:22.190>talk <00:01:22.298>to <00:01:22.406>you <00:01:22.513>about <00:01:22.621>measuring <00:01:22.729>the <00:01:22.836>wrong <00:01:22.944>things <00:01:23.052>faster <00:01:23.160>than

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<00:01:24.030>measuring <00:01:24.031>the <00:01:24.033>wrong <00:01:24.035>things <00:01:24.037>faster <00:01:24.038>than

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<00:01:24.039>measuring <00:01:24.139>the <00:01:24.240>wrong <00:01:24.339>things <00:01:24.440>faster <00:01:24.539>than <00:01:24.639>ever. <00:01:24.740>But <00:01:24.839>before <00:01:24.940>I <00:01:25.039>do <00:01:25.139>that, <00:01:25.240>I <00:01:25.339>thought <00:01:25.440>we

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<00:01:26.110>ever. <00:01:26.111>But <00:01:26.112>before <00:01:26.113>I <00:01:26.114>do <00:01:26.115>that, <00:01:26.116>I <00:01:26.117>thought <00:01:26.119>we

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<00:01:26.120>ever. <00:01:26.220>But <00:01:26.320>before <00:01:26.420>I <00:01:26.520>do <00:01:26.620>that, <00:01:26.720>I <00:01:26.820>thought <00:01:26.920>we <00:01:27.020>could <00:01:27.120>start <00:01:27.220>with <00:01:27.320>a <00:01:27.420>little <00:01:27.520>game.

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<00:01:28.630>could <00:01:28.631>start <00:01:28.633>with <00:01:28.635>a <00:01:28.637>little <00:01:28.639>game.

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<00:01:28.640>could <00:01:28.756>start <00:01:28.873>with <00:01:28.990>a <00:01:29.106>little <00:01:29.223>game. <00:01:29.340>It <00:01:29.456>is <00:01:29.573>World <00:01:29.690>Cup <00:01:29.806>after <00:01:29.923>all. <00:01:30.040>So,

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<00:01:31.950>It <00:01:31.951>is <00:01:31.953>World <00:01:31.954>Cup <00:01:31.956>after <00:01:31.957>all. <00:01:31.959>So,

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<00:01:31.960>It <00:01:32.053>is <00:01:32.146>World <00:01:32.240>Cup <00:01:32.333>after <00:01:32.426>all. <00:01:32.520>So, <00:01:32.613>I'm <00:01:32.706>going <00:01:32.800>to <00:01:32.893>show <00:01:32.986>you <00:01:33.080>some <00:01:33.173>stats <00:01:33.266>from <00:01:33.360>a

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<00:01:35.789>I'm <00:01:35.791>going <00:01:35.792>to <00:01:35.793>show <00:01:35.794>you <00:01:35.795>some <00:01:35.796>stats <00:01:35.797>from <00:01:35.798>a

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<00:01:35.800>I'm <00:01:35.940>going <00:01:36.080>to <00:01:36.220>show <00:01:36.360>you <00:01:36.500>some <00:01:36.640>stats <00:01:36.780>from <00:01:36.920>a <00:01:37.060>hypothetical <00:01:37.200>match.

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<00:01:37.509>hypothetical <00:01:37.519>match.

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<00:01:37.520>hypothetical <00:01:37.612>match. <00:01:37.705>And <00:01:37.798>we're <00:01:37.890>going <00:01:37.983>to <00:01:38.076>figure <00:01:38.168>out <00:01:38.261>if <00:01:38.354>we <00:01:38.447>can

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<00:01:38.550>And <00:01:38.551>we're <00:01:38.552>going <00:01:38.553>to <00:01:38.554>figure <00:01:38.555>out <00:01:38.556>if <00:01:38.557>we <00:01:38.559>can

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<00:01:38.560>And <00:01:38.667>we're <00:01:38.775>going <00:01:38.883>to <00:01:38.990>figure <00:01:39.098>out <00:01:39.206>if <00:01:39.313>we <00:01:39.421>can <00:01:39.529>determine <00:01:39.636>who's <00:01:39.744>going <00:01:39.852>to <00:01:39.960>win.

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<00:01:40.509>determine <00:01:40.512>who's <00:01:40.514>going <00:01:40.516>to <00:01:40.519>win.

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<00:01:40.520>determine <00:01:40.647>who's <00:01:40.774>going <00:01:40.901>to <00:01:41.029>win. <00:01:41.156>We <00:01:41.283>have <00:01:41.410>purple <00:01:41.538>team <00:01:41.665>here <00:01:41.792>with <00:01:41.920>75%

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<00:01:42.789>We <00:01:42.791>have <00:01:42.792>purple <00:01:42.794>team <00:01:42.795>here <00:01:42.797>with <00:01:42.798>75%

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<00:01:42.800>We <00:01:42.927>have <00:01:43.054>purple <00:01:43.181>team <00:01:43.309>here <00:01:43.436>with <00:01:43.563>75% <00:01:43.690>possession, <00:01:43.818>blue <00:01:43.945>team <00:01:44.072>with <00:01:44.200>25%.

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<00:01:46.390>possession, <00:01:46.392>blue <00:01:46.394>team <00:01:46.396>with <00:01:46.399>25%.

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<00:01:46.400>possession, <00:01:46.555>blue <00:01:46.711>team <00:01:46.866>with <00:01:47.022>25%. <00:01:47.177>753 <00:01:47.333>passes <00:01:47.488>up <00:01:47.644>against <00:01:47.800>262.

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<00:01:50.990>753 <00:01:50.992>passes <00:01:50.994>up <00:01:50.996>against <00:01:50.999>262.

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<00:01:51.000>753 <00:01:51.116>passes <00:01:51.233>up <00:01:51.350>against <00:01:51.466>262. <00:01:51.583>We've <00:01:51.700>got <00:01:51.816>21 <00:01:51.933>shots <00:01:52.050>on <00:01:52.166>goal <00:01:52.283>versus <00:01:52.400>seven

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<00:01:54.190>We've <00:01:54.191>got <00:01:54.192>21 <00:01:54.193>shots <00:01:54.195>on <00:01:54.196>goal <00:01:54.197>versus <00:01:54.199>seven

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<00:01:54.200>We've <00:01:54.307>got <00:01:54.415>21 <00:01:54.523>shots <00:01:54.630>on <00:01:54.738>goal <00:01:54.846>versus <00:01:54.953>seven <00:01:55.061>and <00:01:55.169>16 <00:01:55.276>corners <00:01:55.384>versus <00:01:55.492>six. <00:01:55.600>So,

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<00:01:57.470>and <00:01:57.471>16 <00:01:57.473>corners <00:01:57.475>versus <00:01:57.477>six. <00:01:57.478>So,

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<00:01:57.479>and <00:01:57.587>16 <00:01:57.695>corners <00:01:57.803>versus <00:01:57.910>six. <00:01:58.018>So, <00:01:58.126>who <00:01:58.233>wins? <00:01:58.341>Purple <00:01:58.449>or <00:01:58.556>blue? <00:01:58.664>Just <00:01:58.772>tell <00:01:58.880>me.

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Okay.

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Okay.

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<00:02:04.600>Okay. <00:02:04.949>Purple. <00:02:05.300>Wow, <00:02:05.649>purple, <00:02:06.000>great.

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<00:02:08.310>Purple. <00:02:08.312>Wow, <00:02:08.316>purple, <00:02:08.318>great.

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<00:02:08.320>Purple. <00:02:08.427>Wow, <00:02:08.535>purple, <00:02:08.643>great. <00:02:08.750>Um <00:02:08.858>I <00:02:08.966>do <00:02:09.073>know <00:02:09.181>where <00:02:09.289>we <00:02:09.396>are <00:02:09.504>and <00:02:09.612>um <00:02:09.720>those

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<00:02:11.590>Um <00:02:11.591>I <00:02:11.592>do <00:02:11.593>know <00:02:11.594>where <00:02:11.595>we <00:02:11.596>are <00:02:11.597>and <00:02:11.597>um <00:02:11.599>those

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<00:02:11.600>Um <00:02:11.687>I <00:02:11.775>do <00:02:11.862>know <00:02:11.950>where <00:02:12.037>we <00:02:12.125>are <00:02:12.212>and <00:02:12.299>um <00:02:12.387>those <00:02:12.475>of <00:02:12.562>you <00:02:12.650>that <00:02:12.737>shouted <00:02:12.825>out <00:02:12.912>blue <00:02:13.000>undoubtedly

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<00:02:13.350>of <00:02:13.351>you <00:02:13.353>that <00:02:13.354>shouted <00:02:13.356>out <00:02:13.357>blue <00:02:13.359>undoubtedly

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<00:02:13.360>of <00:02:13.520>you <00:02:13.681>that <00:02:13.842>shouted <00:02:14.003>out <00:02:14.164>blue <00:02:14.325>undoubtedly <00:02:14.486>know <00:02:14.647>that

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<00:02:14.790>know <00:02:14.799>that

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<00:02:14.800>know <00:02:14.939>that <00:02:15.078>what <00:02:15.217>I <00:02:15.356>was <00:02:15.495>showing <00:02:15.634>you <00:02:15.773>just <00:02:15.912>before <00:02:16.051>was

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<00:02:16.190>what <00:02:16.191>I <00:02:16.192>was <00:02:16.193>showing <00:02:16.195>you <00:02:16.196>just <00:02:16.197>before <00:02:16.198>was

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<00:02:16.200>what <00:02:16.307>I <00:02:16.415>was <00:02:16.523>showing <00:02:16.630>you <00:02:16.738>just <00:02:16.846>before <00:02:16.953>was <00:02:17.061>the <00:02:17.169>results <00:02:17.276>of <00:02:17.384>the <00:02:17.492>Germany <00:02:17.600>Paraguay

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<00:02:18.590>the <00:02:18.591>results <00:02:18.593>of <00:02:18.595>the <00:02:18.597>Germany <00:02:18.599>Paraguay

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<00:02:18.600>the <00:02:18.755>results <00:02:18.911>of <00:02:19.066>the <00:02:19.222>Germany <00:02:19.377>Paraguay <00:02:19.533>match <00:02:19.688>from <00:02:19.844>last <00:02:20.000>Monday.

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<00:02:23.400>So, <00:02:23.600>of <00:02:23.800>course <00:02:24.000>we <00:02:24.200>had <00:02:24.400>Paraguay <00:02:24.600>score, <00:02:24.800>we

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<00:02:26.510>So, <00:02:26.511>of <00:02:26.512>course <00:02:26.513>we <00:02:26.515>had <00:02:26.516>Paraguay <00:02:26.517>score, <00:02:26.519>we

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<00:02:26.520>So, <00:02:26.620>of <00:02:26.720>course <00:02:26.820>we <00:02:26.920>had <00:02:27.020>Paraguay <00:02:27.120>score, <00:02:27.220>we <00:02:27.320>had <00:02:27.420>Germany <00:02:27.520>with <00:02:27.620>an <00:02:27.720>equalizer <00:02:27.820>and <00:02:27.920>then

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<00:02:28.510>had <00:02:28.511>Germany <00:02:28.513>with <00:02:28.514>an <00:02:28.516>equalizer <00:02:28.517>and <00:02:28.519>then

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<00:02:28.520>had <00:02:28.613>Germany <00:02:28.706>with <00:02:28.800>an <00:02:28.893>equalizer <00:02:28.986>and <00:02:29.080>then <00:02:29.173>Paraguay <00:02:29.266>ended <00:02:29.360>up <00:02:29.453>winning <00:02:29.546>4 <00:02:29.640>to <00:02:29.733>3 <00:02:29.826>in <00:02:29.920>a

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<00:02:31.190>Paraguay <00:02:31.191>ended <00:02:31.192>up <00:02:31.193>winning <00:02:31.194>4 <00:02:31.195>to <00:02:31.196>3 <00:02:31.197>in <00:02:31.198>a

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<00:02:31.200>Paraguay <00:02:31.355>ended <00:02:31.511>up <00:02:31.666>winning <00:02:31.822>4 <00:02:31.977>to <00:02:32.133>3 <00:02:32.288>in <00:02:32.444>a <00:02:32.600>shootout.

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shootout.

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<00:02:32.920>shootout. <00:02:33.110>Germany <00:02:33.301>equalized, <00:02:33.491>of <00:02:33.682>course, <00:02:33.872>with <00:02:34.063>them

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<00:02:34.190>Germany <00:02:34.191>equalized, <00:02:34.193>of <00:02:34.195>course, <00:02:34.197>with <00:02:34.198>them

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<00:02:34.200>Germany <00:02:34.316>equalized, <00:02:34.433>of <00:02:34.549>course, <00:02:34.666>with <00:02:34.783>them <00:02:34.899>but <00:02:35.016>could <00:02:35.133>not <00:02:35.250>dominate. <00:02:35.366>And <00:02:35.483>the <00:02:35.600>fact

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<00:02:36.350>but <00:02:36.351>could <00:02:36.353>not <00:02:36.354>dominate. <00:02:36.356>And <00:02:36.357>the <00:02:36.359>fact

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<00:02:36.360>but <00:02:36.467>could <00:02:36.575>not <00:02:36.683>dominate. <00:02:36.790>And <00:02:36.898>the <00:02:37.006>fact <00:02:37.113>that <00:02:37.221>they <00:02:37.329>couldn't <00:02:37.436>dominate <00:02:37.544>and <00:02:37.652>had <00:02:37.760>to

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<00:02:38.390>that <00:02:38.391>they <00:02:38.393>couldn't <00:02:38.394>dominate <00:02:38.396>and <00:02:38.397>had <00:02:38.399>to

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<00:02:38.400>that <00:02:38.507>they <00:02:38.615>couldn't <00:02:38.723>dominate <00:02:38.830>and <00:02:38.938>had <00:02:39.046>to <00:02:39.153>get <00:02:39.261>to <00:02:39.369>a <00:02:39.476>shootout <00:02:39.584>is <00:02:39.692>unfathomable <00:02:39.800>for

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<00:02:40.949>get <00:02:40.950>to <00:02:40.952>a <00:02:40.953>shootout <00:02:40.955>is <00:02:40.956>unfathomable <00:02:40.958>for

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<00:02:40.959>get <00:02:41.075>to <00:02:41.192>a <00:02:41.309>shootout <00:02:41.425>is <00:02:41.542>unfathomable <00:02:41.659>for <00:02:41.775>for <00:02:41.892>a <00:02:42.009>lot <00:02:42.125>of <00:02:42.242>folks <00:02:42.359>who

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<00:02:43.070>for <00:02:43.071>a <00:02:43.073>lot <00:02:43.075>of <00:02:43.077>folks <00:02:43.078>who

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<00:02:43.079>for <00:02:43.196>a <00:02:43.313>lot <00:02:43.429>of <00:02:43.546>folks <00:02:43.663>who <00:02:43.779>have <00:02:43.896>been <00:02:44.013>told <00:02:44.130>or <00:02:44.246>who <00:02:44.363>believe <00:02:44.480>that

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<00:02:45.510>have <00:02:45.511>been <00:02:45.513>told <00:02:45.514>or <00:02:45.516>who <00:02:45.517>believe <00:02:45.519>that

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<00:02:45.520>have <00:02:45.636>been <00:02:45.753>told <00:02:45.870>or <00:02:45.986>who <00:02:46.103>believe <00:02:46.220>that <00:02:46.336>possession <00:02:46.453>time <00:02:46.570>leads <00:02:46.686>to <00:02:46.803>match <00:02:46.920>outcome.

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<00:02:48.710>possession <00:02:48.711>time <00:02:48.713>leads <00:02:48.715>to <00:02:48.717>match <00:02:48.719>outcome.

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<00:02:48.720>possession <00:02:48.833>time <00:02:48.947>leads <00:02:49.061>to <00:02:49.174>match <00:02:49.288>outcome. <00:02:49.402>And <00:02:49.516>that's <00:02:49.629>what <00:02:49.743>feels <00:02:49.857>so <00:02:49.971>challenging

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<00:02:50.110>And <00:02:50.111>that's <00:02:50.113>what <00:02:50.115>feels <00:02:50.117>so <00:02:50.119>challenging

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<00:02:50.120>And <00:02:50.236>that's <00:02:50.353>what <00:02:50.470>feels <00:02:50.586>so <00:02:50.703>challenging <00:02:50.820>about <00:02:50.936>that <00:02:51.053>result <00:02:51.170>and <00:02:51.286>I'm <00:02:51.403>sorry <00:02:51.520>that

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<00:02:51.910>about <00:02:51.911>that <00:02:51.913>result <00:02:51.914>and <00:02:51.916>I'm <00:02:51.917>sorry <00:02:51.919>that

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<00:02:51.920>about <00:02:52.027>that <00:02:52.135>result <00:02:52.243>and <00:02:52.350>I'm <00:02:52.458>sorry <00:02:52.566>that <00:02:52.673>Germany <00:02:52.781>went <00:02:52.889>home. <00:02:52.996>Um <00:02:53.104>Paraguay <00:02:53.212>did <00:02:53.320>lose

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<00:02:54.190>Germany <00:02:54.191>went <00:02:54.192>home. <00:02:54.194>Um <00:02:54.196>Paraguay <00:02:54.197>did <00:02:54.198>lose

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<00:02:54.200>Germany <00:02:54.299>went <00:02:54.399>home. <00:02:54.500>Um <00:02:54.600>Paraguay <00:02:54.700>did <00:02:54.799>lose <00:02:54.899>to <00:02:55.000>France, <00:02:55.100>though, <00:02:55.200>right? <00:02:55.299>So, <00:02:55.399>um <00:02:55.500>you <00:02:55.600>had

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<00:02:56.070>to <00:02:56.071>France, <00:02:56.072>though, <00:02:56.073>right? <00:02:56.075>So, <00:02:56.076>um <00:02:56.077>you <00:02:56.078>had

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<00:02:56.079>to <00:02:56.219>France, <00:02:56.359>though, <00:02:56.499>right? <00:02:56.640>So, <00:02:56.779>um <00:02:56.920>you <00:02:57.059>had <00:02:57.200>your <00:02:57.339>your <00:02:57.480>vindication.

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<00:02:58.230>your <00:02:58.234>your <00:02:58.239>vindication.

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<00:02:58.240>your <00:02:58.380>your <00:02:58.520>vindication. <00:02:58.660>But <00:02:58.800>this <00:02:58.940>idea <00:02:59.080>of <00:02:59.220>if <00:02:59.360>you <00:02:59.500>can <00:02:59.640>control

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<00:03:00.830>But <00:03:00.831>this <00:03:00.832>idea <00:03:00.833>of <00:03:00.835>if <00:03:00.836>you <00:03:00.837>can <00:03:00.839>control

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<00:03:00.840>But <00:03:00.940>this <00:03:01.040>idea <00:03:01.140>of <00:03:01.240>if <00:03:01.340>you <00:03:01.440>can <00:03:01.540>control <00:03:01.640>activity, <00:03:01.740>you <00:03:01.840>control <00:03:01.940>the <00:03:02.040>ball, <00:03:02.140>you <00:03:02.240>can

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<00:03:02.630>activity, <00:03:02.631>you <00:03:02.632>control <00:03:02.634>the <00:03:02.636>ball, <00:03:02.637>you <00:03:02.638>can

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<00:03:02.640>activity, <00:03:02.747>you <00:03:02.855>control <00:03:02.963>the <00:03:03.070>ball, <00:03:03.178>you <00:03:03.286>can <00:03:03.393>control <00:03:03.501>the <00:03:03.609>outcome <00:03:03.716>is <00:03:03.824>something <00:03:03.932>that <00:03:04.040>is

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<00:03:04.430>control <00:03:04.431>the <00:03:04.433>outcome <00:03:04.434>is <00:03:04.436>something <00:03:04.437>that <00:03:04.439>is

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<00:03:04.440>control <00:03:04.556>the <00:03:04.673>outcome <00:03:04.790>is <00:03:04.906>something <00:03:05.023>that <00:03:05.140>is <00:03:05.256>very <00:03:05.373>deeply <00:03:05.490>ingrained <00:03:05.606>in <00:03:05.723>us <00:03:05.840>as

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<00:03:06.710>very <00:03:06.711>deeply <00:03:06.713>ingrained <00:03:06.715>in <00:03:06.717>us <00:03:06.719>as

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<00:03:06.720>very <00:03:06.940>deeply <00:03:07.161>ingrained <00:03:07.381>in <00:03:07.602>us <00:03:07.822>as <00:03:08.043>technologists.

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technologists.

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<00:03:08.200>technologists. <00:03:08.414>And <00:03:08.629>Germany <00:03:08.843>did <00:03:09.058>everything <00:03:09.272>right <00:03:09.487>on

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<00:03:09.630>And <00:03:09.631>Germany <00:03:09.633>did <00:03:09.635>everything <00:03:09.637>right <00:03:09.638>on

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<00:03:09.640>And <00:03:09.767>Germany <00:03:09.894>did <00:03:10.021>everything <00:03:10.149>right <00:03:10.276>on <00:03:10.403>paper. <00:03:10.530>They <00:03:10.658>really <00:03:10.785>did. <00:03:10.912>They <00:03:11.040>had

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<00:03:11.949>paper. <00:03:11.950>They <00:03:11.952>really <00:03:11.954>did. <00:03:11.956>They <00:03:11.958>had

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<00:03:11.959>paper. <00:03:12.086>They <00:03:12.213>really <00:03:12.340>did. <00:03:12.468>They <00:03:12.595>had <00:03:12.722>outstanding <00:03:12.849>stats, <00:03:12.977>but <00:03:13.104>they <00:03:13.231>still <00:03:13.359>went

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<00:03:14.150>outstanding <00:03:14.151>stats, <00:03:14.153>but <00:03:14.155>they <00:03:14.157>still <00:03:14.159>went

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<00:03:14.160>outstanding <00:03:14.315>stats, <00:03:14.471>but <00:03:14.626>they <00:03:14.782>still <00:03:14.937>went <00:03:15.093>home. <00:03:15.248>They <00:03:15.404>still <00:03:15.560>lost.

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<00:03:17.760>And <00:03:18.109>Paraguay <00:03:18.459>actually <00:03:18.810>versus <00:03:19.160>Turkey

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<00:03:20.590>And <00:03:20.592>Paraguay <00:03:20.594>actually <00:03:20.596>versus <00:03:20.599>Turkey

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<00:03:20.600>And <00:03:20.727>Paraguay <00:03:20.854>actually <00:03:20.981>versus <00:03:21.109>Turkey <00:03:21.236>earlier <00:03:21.363>uh <00:03:21.490>in <00:03:21.618>the <00:03:21.745>group <00:03:21.872>stage <00:03:22.000>had

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<00:03:22.670>earlier <00:03:22.671>uh <00:03:22.673>in <00:03:22.674>the <00:03:22.676>group <00:03:22.677>stage <00:03:22.679>had

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<00:03:22.680>earlier <00:03:22.820>uh <00:03:22.960>in <00:03:23.100>the <00:03:23.240>group <00:03:23.380>stage <00:03:23.520>had <00:03:23.660>another <00:03:23.800>example <00:03:23.940>of <00:03:24.080>these

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<00:03:25.910>another <00:03:25.913>example <00:03:25.916>of <00:03:25.919>these

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<00:03:25.920>another <00:03:26.075>example <00:03:26.231>of <00:03:26.386>these <00:03:26.542>on <00:03:26.697>paper <00:03:26.853>excellent <00:03:27.008>metrics <00:03:27.164>being <00:03:27.320>very

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<00:03:29.550>on <00:03:29.551>paper <00:03:29.553>excellent <00:03:29.555>metrics <00:03:29.557>being <00:03:29.559>very

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<00:03:29.560>on <00:03:29.680>paper <00:03:29.800>excellent <00:03:29.920>metrics <00:03:30.041>being <00:03:30.161>very <00:03:30.281>misleading <00:03:30.401>and <00:03:30.522>not <00:03:30.642>leading <00:03:30.762>to <00:03:30.883>the

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<00:03:31.030>misleading <00:03:31.031>and <00:03:31.033>not <00:03:31.035>leading <00:03:31.037>to <00:03:31.039>the

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<00:03:31.040>misleading <00:03:31.179>and <00:03:31.320>not <00:03:31.459>leading <00:03:31.600>to <00:03:31.739>the <00:03:31.880>outcome <00:03:32.019>that <00:03:32.160>we <00:03:32.299>would <00:03:32.440>expect.

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<00:03:33.270>outcome <00:03:33.272>that <00:03:33.274>we <00:03:33.276>would <00:03:33.279>expect.

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<00:03:33.280>outcome <00:03:33.390>that <00:03:33.501>we <00:03:33.611>would <00:03:33.722>expect. <00:03:33.833>So, <00:03:33.943>in <00:03:34.054>their <00:03:34.164>match <00:03:34.275>against <00:03:34.386>Turkey,

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<00:03:34.509>So, <00:03:34.510>in <00:03:34.512>their <00:03:34.514>match <00:03:34.516>against <00:03:34.518>Turkey,

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<00:03:34.519>So, <00:03:34.626>in <00:03:34.734>their <00:03:34.842>match <00:03:34.949>against <00:03:35.057>Turkey, <00:03:35.165>Turkey <00:03:35.272>had <00:03:35.380>33 <00:03:35.488>shots <00:03:35.595>on <00:03:35.703>goal. <00:03:35.811>They <00:03:35.919>had

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<00:03:38.030>Turkey <00:03:38.031>had <00:03:38.032>33 <00:03:38.033>shots <00:03:38.035>on <00:03:38.036>goal. <00:03:38.037>They <00:03:38.039>had

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<00:03:38.040>Turkey <00:03:38.167>had <00:03:38.294>33 <00:03:38.421>shots <00:03:38.549>on <00:03:38.676>goal. <00:03:38.803>They <00:03:38.930>had <00:03:39.058>78.5% <00:03:39.185>possession <00:03:39.312>against <00:03:39.440>Paraguay.

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<00:03:41.790>78.5% <00:03:41.793>possession <00:03:41.796>against <00:03:41.799>Paraguay.

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<00:03:41.800>78.5% <00:03:41.927>possession <00:03:42.054>against <00:03:42.181>Paraguay. <00:03:42.309>And <00:03:42.436>Paraguay <00:03:42.563>got <00:03:42.690>a <00:03:42.818>red <00:03:42.945>card <00:03:43.072>just <00:03:43.200>before

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<00:03:43.870>And <00:03:43.871>Paraguay <00:03:43.872>got <00:03:43.873>a <00:03:43.875>red <00:03:43.876>card <00:03:43.877>just <00:03:43.879>before

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<00:03:43.880>And <00:03:43.967>Paraguay <00:03:44.055>got <00:03:44.142>a <00:03:44.230>red <00:03:44.317>card <00:03:44.405>just <00:03:44.492>before <00:03:44.579>the <00:03:44.667>half <00:03:44.755>and <00:03:44.842>was <00:03:44.930>they <00:03:45.017>were <00:03:45.105>down <00:03:45.192>a <00:03:45.280>player

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<00:03:45.790>the <00:03:45.791>half <00:03:45.792>and <00:03:45.793>was <00:03:45.794>they <00:03:45.795>were <00:03:45.796>down <00:03:45.797>a <00:03:45.799>player

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<00:03:45.800>the <00:03:45.882>half <00:03:45.964>and <00:03:46.047>was <00:03:46.129>they <00:03:46.211>were <00:03:46.294>down <00:03:46.376>a <00:03:46.458>player <00:03:46.541>on <00:03:46.623>the <00:03:46.705>pitch <00:03:46.788>for <00:03:46.870>a <00:03:46.952>whole <00:03:47.035>half. <00:03:47.117>And <00:03:47.200>they

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<00:03:48.030>on <00:03:48.031>the <00:03:48.032>pitch <00:03:48.033>for <00:03:48.034>a <00:03:48.035>whole <00:03:48.036>half. <00:03:48.037>And <00:03:48.039>they

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<00:03:48.040>on <00:03:48.179>the <00:03:48.317>pitch <00:03:48.457>for <00:03:48.596>a <00:03:48.735>whole <00:03:48.874>half. <00:03:49.013>And <00:03:49.152>they <00:03:49.291>still

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still

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<00:03:49.440>still <00:03:50.140>beat <00:03:50.840>Turkey.

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<00:03:52.110>beat <00:03:52.119>Turkey.

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<00:03:52.120>beat <00:03:52.320>Turkey. <00:03:52.520>The <00:03:52.720>discrepancy <00:03:52.920>between <00:03:53.120>the <00:03:53.320>two <00:03:53.520>teams,

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<00:03:54.950>The <00:03:54.951>discrepancy <00:03:54.953>between <00:03:54.955>the <00:03:54.957>two <00:03:54.959>teams,

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<00:03:54.960>The <00:03:55.087>discrepancy <00:03:55.214>between <00:03:55.341>the <00:03:55.469>two <00:03:55.596>teams, <00:03:55.723>metrics-wise, <00:03:55.850>was <00:03:55.978>even <00:03:56.105>bigger <00:03:56.232>than <00:03:56.360>the

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<00:03:57.310>metrics-wise, <00:03:57.311>was <00:03:57.313>even <00:03:57.315>bigger <00:03:57.317>than <00:03:57.319>the

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<00:03:57.320>metrics-wise, <00:03:57.475>was <00:03:57.631>even <00:03:57.786>bigger <00:03:57.942>than <00:03:58.097>the <00:03:58.253>Germany-Paraguay <00:03:58.408>match. <00:03:58.564>And <00:03:58.720>um

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<00:03:59.829>Germany-Paraguay <00:03:59.833>match. <00:03:59.835>And <00:03:59.839>um

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<00:03:59.840>Germany-Paraguay <00:03:59.995>match. <00:04:00.151>And <00:04:00.306>um <00:04:00.462>afterward, <00:04:00.617>The <00:04:00.773>Daily <00:04:00.928>Star <00:04:01.084>wrote <00:04:01.240>this

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<00:04:01.670>afterward, <00:04:01.671>The <00:04:01.673>Daily <00:04:01.675>Star <00:04:01.677>wrote <00:04:01.679>this

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<00:04:01.680>afterward, <00:04:01.807>The <00:04:01.934>Daily <00:04:02.061>Star <00:04:02.189>wrote <00:04:02.316>this <00:04:02.443>article <00:04:02.570>called <00:04:02.698>the <00:04:02.825>illusion <00:04:02.952>of <00:04:03.080>dominance

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<00:04:03.790>article <00:04:03.791>called <00:04:03.793>the <00:04:03.795>illusion <00:04:03.797>of <00:04:03.799>dominance

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<00:04:03.800>article <00:04:03.927>called <00:04:04.054>the <00:04:04.181>illusion <00:04:04.309>of <00:04:04.436>dominance <00:04:04.563>to <00:04:04.690>speak <00:04:04.818>to <00:04:04.945>those <00:04:05.072>misleading <00:04:05.200>metrics,

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<00:04:06.230>to <00:04:06.231>speak <00:04:06.233>to <00:04:06.235>those <00:04:06.237>misleading <00:04:06.239>metrics,

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<00:04:06.240>to <00:04:06.380>speak <00:04:06.520>to <00:04:06.660>those <00:04:06.800>misleading <00:04:06.940>metrics, <00:04:07.080>that <00:04:07.220>in <00:04:07.360>fact <00:04:07.500>possession <00:04:07.640>time,

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<00:04:08.670>that <00:04:08.672>in <00:04:08.674>fact <00:04:08.676>possession <00:04:08.679>time,

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<00:04:08.680>that <00:04:08.820>in <00:04:08.960>fact <00:04:09.100>possession <00:04:09.240>time, <00:04:09.380>even <00:04:09.520>shots <00:04:09.660>on <00:04:09.800>goal, <00:04:09.940>can't <00:04:10.080>automatically

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<00:04:10.790>even <00:04:10.791>shots <00:04:10.793>on <00:04:10.795>goal, <00:04:10.797>can't <00:04:10.799>automatically

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<00:04:10.800>even <00:04:11.000>shots <00:04:11.200>on <00:04:11.400>goal, <00:04:11.600>can't <00:04:11.800>automatically <00:04:12.000>predict <00:04:12.200>outcomes.

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<00:04:13.110>predict <00:04:13.119>outcomes.

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<00:04:13.120>predict <00:04:13.275>outcomes. <00:04:13.431>But <00:04:13.586>we <00:04:13.742>love <00:04:13.897>to <00:04:14.053>measure <00:04:14.208>things <00:04:14.364>that <00:04:14.520>are

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<00:04:15.470>But <00:04:15.471>we <00:04:15.472>love <00:04:15.473>to <00:04:15.475>measure <00:04:15.476>things <00:04:15.477>that <00:04:15.478>are

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<00:04:15.480>But <00:04:15.567>we <00:04:15.654>love <00:04:15.741>to <00:04:15.828>measure <00:04:15.915>things <00:04:16.003>that <00:04:16.090>are <00:04:16.177>easy <00:04:16.264>to <00:04:16.351>measure. <00:04:16.439>We <00:04:16.526>love <00:04:16.613>to <00:04:16.700>look <00:04:16.787>at <00:04:16.875>a

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<00:04:17.029>easy <00:04:17.031>to <00:04:17.032>measure. <00:04:17.033>We <00:04:17.034>love <00:04:17.035>to <00:04:17.036>look <00:04:17.037>at <00:04:17.039>a

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<00:04:17.040>easy <00:04:17.133>to <00:04:17.226>measure. <00:04:17.320>We <00:04:17.413>love <00:04:17.506>to <00:04:17.600>look <00:04:17.693>at <00:04:17.786>a <00:04:17.880>dashboard <00:04:17.973>that <00:04:18.066>goes <00:04:18.160>up <00:04:18.253>into <00:04:18.346>the <00:04:18.440>right,

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<00:04:19.670>dashboard <00:04:19.671>that <00:04:19.673>goes <00:04:19.674>up <00:04:19.676>into <00:04:19.677>the <00:04:19.679>right,

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<00:04:19.680>dashboard <00:04:19.756>that <00:04:19.832>goes <00:04:19.908>up <00:04:19.984>into <00:04:20.060>the <00:04:20.136>right, <00:04:20.212>and <00:04:20.289>we <00:04:20.365>hope <00:04:20.441>that <00:04:20.517>it's <00:04:20.593>going <00:04:20.669>to <00:04:20.745>give <00:04:20.822>us

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<00:04:20.949>and <00:04:20.950>we <00:04:20.951>hope <00:04:20.952>that <00:04:20.953>it's <00:04:20.954>going <00:04:20.955>to <00:04:20.956>give <00:04:20.958>us

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<00:04:20.959>and <00:04:21.035>we <00:04:21.112>hope <00:04:21.188>that <00:04:21.265>it's <00:04:21.341>going <00:04:21.418>to <00:04:21.494>give <00:04:21.571>us <00:04:21.648>some <00:04:21.724>insight <00:04:21.801>into <00:04:21.877>what's <00:04:21.954>going <00:04:22.030>to

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<00:04:22.150>some <00:04:22.151>insight <00:04:22.153>into <00:04:22.155>what's <00:04:22.157>going <00:04:22.159>to

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<00:04:22.160>some <00:04:22.350>insight <00:04:22.541>into <00:04:22.731>what's <00:04:22.922>going <00:04:23.112>to <00:04:23.303>happen.

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happen.

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<00:04:23.440>happen. <00:04:23.595>We <00:04:23.751>see <00:04:23.906>this <00:04:24.062>a <00:04:24.217>lot <00:04:24.373>happening <00:04:24.528>in <00:04:24.684>AI, <00:04:24.840>which

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<00:04:25.430>We <00:04:25.431>see <00:04:25.432>this <00:04:25.433>a <00:04:25.434>lot <00:04:25.435>happening <00:04:25.436>in <00:04:25.437>AI, <00:04:25.439>which

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<00:04:25.440>We <00:04:25.507>see <00:04:25.574>this <00:04:25.641>a <00:04:25.708>lot <00:04:25.776>happening <00:04:25.843>in <00:04:25.910>AI, <00:04:25.977>which <00:04:26.045>is <00:04:26.112>of <00:04:26.179>course <00:04:26.246>what <00:04:26.314>I'm <00:04:26.381>here <00:04:26.448>to <00:04:26.515>talk <00:04:26.582>to

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<00:04:26.710>is <00:04:26.711>of <00:04:26.712>course <00:04:26.713>what <00:04:26.714>I'm <00:04:26.715>here <00:04:26.716>to <00:04:26.717>talk <00:04:26.719>to

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<00:04:26.720>is <00:04:26.847>of <00:04:26.974>course <00:04:27.101>what <00:04:27.229>I'm <00:04:27.356>here <00:04:27.483>to <00:04:27.610>talk <00:04:27.738>to <00:04:27.865>you <00:04:27.992>about <00:04:28.120>today.

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<00:04:28.670>you <00:04:28.674>about <00:04:28.679>today.

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<00:04:28.680>you <00:04:28.880>about <00:04:29.080>today. <00:04:29.280>Developer <00:04:29.480>productivity <00:04:29.680>is <00:04:29.880>very, <00:04:30.080>very

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<00:04:31.030>Developer <00:04:31.032>productivity <00:04:31.034>is <00:04:31.036>very, <00:04:31.039>very

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<00:04:31.040>Developer <00:04:31.167>productivity <00:04:31.294>is <00:04:31.421>very, <00:04:31.549>very <00:04:31.676>difficult <00:04:31.803>to <00:04:31.930>measure. <00:04:32.058>Um <00:04:32.185>it <00:04:32.312>always <00:04:32.440>has

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<00:04:33.630>difficult <00:04:33.631>to <00:04:33.633>measure. <00:04:33.634>Um <00:04:33.635>it <00:04:33.637>always <00:04:33.639>has

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<00:04:33.640>difficult <00:04:33.747>to <00:04:33.855>measure. <00:04:33.963>Um <00:04:34.070>it <00:04:34.178>always <00:04:34.286>has <00:04:34.393>been <00:04:34.501>difficult <00:04:34.609>to <00:04:34.716>measure, <00:04:34.824>and <00:04:34.932>adding <00:04:35.039>AI

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<00:04:35.470>been <00:04:35.471>difficult <00:04:35.473>to <00:04:35.474>measure, <00:04:35.476>and <00:04:35.477>adding <00:04:35.479>AI

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<00:04:35.480>been <00:04:35.572>difficult <00:04:35.664>to <00:04:35.756>measure, <00:04:35.849>and <00:04:35.941>adding <00:04:36.033>AI <00:04:36.125>into <00:04:36.218>the <00:04:36.310>mix <00:04:36.402>certainly <00:04:36.494>didn't <00:04:36.587>make

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<00:04:36.710>into <00:04:36.711>the <00:04:36.713>mix <00:04:36.715>certainly <00:04:36.717>didn't <00:04:36.719>make

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<00:04:36.720>into <00:04:36.836>the <00:04:36.953>mix <00:04:37.070>certainly <00:04:37.186>didn't <00:04:37.303>make <00:04:37.420>things <00:04:37.536>less <00:04:37.653>complicated. <00:04:37.770>And <00:04:37.886>now <00:04:38.003>that <00:04:38.120>we

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<00:04:39.750>things <00:04:39.751>less <00:04:39.753>complicated. <00:04:39.754>And <00:04:39.756>now <00:04:39.757>that <00:04:39.759>we

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<00:04:39.760>things <00:04:39.887>less <00:04:40.014>complicated. <00:04:40.141>And <00:04:40.269>now <00:04:40.396>that <00:04:40.523>we <00:04:40.650>are <00:04:40.778>producing <00:04:40.905>more <00:04:41.032>code, <00:04:41.159>higher

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<00:04:41.830>are <00:04:41.832>producing <00:04:41.834>more <00:04:41.836>code, <00:04:41.839>higher

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<00:04:41.840>are <00:04:41.995>producing <00:04:42.151>more <00:04:42.306>code, <00:04:42.462>higher <00:04:42.617>frequency, <00:04:42.773>bigger <00:04:42.928>changes <00:04:43.084>faster <00:04:43.240>than

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<00:04:43.590>frequency, <00:04:43.592>bigger <00:04:43.594>changes <00:04:43.596>faster <00:04:43.599>than

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<00:04:43.600>frequency, <00:04:43.735>bigger <00:04:43.871>changes <00:04:44.007>faster <00:04:44.143>than <00:04:44.279>ever, <00:04:44.415>we're <00:04:44.551>also <00:04:44.687>measuring <00:04:44.823>the <00:04:44.959>wrong

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<00:04:45.110>ever, <00:04:45.111>we're <00:04:45.113>also <00:04:45.115>measuring <00:04:45.117>the <00:04:45.119>wrong

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<00:04:45.120>ever, <00:04:45.275>we're <00:04:45.431>also <00:04:45.586>measuring <00:04:45.742>the <00:04:45.897>wrong <00:04:46.053>things <00:04:46.208>faster <00:04:46.364>than <00:04:46.520>ever.

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<00:04:47.790>things <00:04:47.793>faster <00:04:47.796>than <00:04:47.799>ever.

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<00:04:47.800>things <00:04:47.901>faster <00:04:48.002>than <00:04:48.103>ever. <00:04:48.205>What <00:04:48.306>I <00:04:48.407>want <00:04:48.508>to <00:04:48.610>talk <00:04:48.711>to <00:04:48.812>you <00:04:48.913>about <00:04:49.015>today

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<00:04:49.150>What <00:04:49.151>I <00:04:49.152>want <00:04:49.153>to <00:04:49.154>talk <00:04:49.155>to <00:04:49.156>you <00:04:49.157>about <00:04:49.159>today

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<00:04:49.159>What <00:04:49.253>I <00:04:49.346>want <00:04:49.439>to <00:04:49.533>talk <00:04:49.626>to <00:04:49.719>you <00:04:49.813>about <00:04:49.906>today <00:04:49.999>is <00:04:50.093>how <00:04:50.186>metrics <00:04:50.280>can <00:04:50.373>be <00:04:50.466>misleading. <00:04:50.559>We'll

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<00:04:51.430>is <00:04:51.431>how <00:04:51.433>metrics <00:04:51.434>can <00:04:51.436>be <00:04:51.437>misleading. <00:04:51.439>We'll

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<00:04:51.440>is <00:04:51.547>how <00:04:51.655>metrics <00:04:51.763>can <00:04:51.870>be <00:04:51.978>misleading. <00:04:52.086>We'll <00:04:52.193>talk <00:04:52.301>about <00:04:52.409>the <00:04:52.516>anatomy <00:04:52.624>of <00:04:52.732>a <00:04:52.840>misleading

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<00:04:53.310>talk <00:04:53.311>about <00:04:53.313>the <00:04:53.314>anatomy <00:04:53.316>of <00:04:53.317>a <00:04:53.319>misleading

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<00:04:53.320>talk <00:04:53.436>about <00:04:53.553>the <00:04:53.670>anatomy <00:04:53.786>of <00:04:53.903>a <00:04:54.020>misleading <00:04:54.136>metric. <00:04:54.253>I'll <00:04:54.370>share <00:04:54.486>with <00:04:54.603>you <00:04:54.719>some

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<00:04:55.070>metric. <00:04:55.071>I'll <00:04:55.073>share <00:04:55.075>with <00:04:55.077>you <00:04:55.079>some

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<00:04:55.080>metric. <00:04:55.207>I'll <00:04:55.334>share <00:04:55.461>with <00:04:55.589>you <00:04:55.716>some <00:04:55.843>industry <00:04:55.970>data <00:04:56.098>and <00:04:56.225>some <00:04:56.352>very <00:04:56.479>fresh

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<00:04:56.790>industry <00:04:56.791>data <00:04:56.793>and <00:04:56.795>some <00:04:56.797>very <00:04:56.799>fresh

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<00:04:56.800>industry <00:04:56.940>data <00:04:57.080>and <00:04:57.220>some <00:04:57.360>very <00:04:57.500>fresh <00:04:57.640>research <00:04:57.780>about <00:04:57.920>the <00:04:58.060>second-order <00:04:58.200>effects

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<00:04:58.750>research <00:04:58.752>about <00:04:58.754>the <00:04:58.756>second-order <00:04:58.759>effects

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<00:04:58.760>research <00:04:58.915>about <00:04:59.071>the <00:04:59.226>second-order <00:04:59.382>effects <00:04:59.537>happening <00:04:59.693>to <00:04:59.848>software <00:05:00.004>teams <00:05:00.159>and

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<00:05:00.750>happening <00:05:00.752>to <00:05:00.754>software <00:05:00.756>teams <00:05:00.759>and

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<00:05:00.760>happening <00:05:00.935>to <00:05:01.110>software <00:05:01.284>teams <00:05:01.460>and <00:05:01.635>organizations <00:05:01.810>because <00:05:01.985>of <00:05:02.159>AI.

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<00:05:02.950>organizations <00:05:02.953>because <00:05:02.955>of <00:05:02.959>AI.

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<00:05:02.960>organizations <00:05:03.074>because <00:05:03.188>of <00:05:03.302>AI. <00:05:03.417>And <00:05:03.531>then <00:05:03.645>finally, <00:05:03.760>I'll <00:05:03.874>leave <00:05:03.988>you <00:05:04.103>leave

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<00:05:04.230>And <00:05:04.231>then <00:05:04.233>finally, <00:05:04.234>I'll <00:05:04.236>leave <00:05:04.237>you <00:05:04.239>leave

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<00:05:04.240>And <00:05:04.347>then <00:05:04.455>finally, <00:05:04.563>I'll <00:05:04.670>leave <00:05:04.778>you <00:05:04.886>leave <00:05:04.993>you <00:05:05.101>with <00:05:05.209>some <00:05:05.316>very <00:05:05.424>concrete <00:05:05.532>guidance <00:05:05.640>on

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<00:05:05.909>you <00:05:05.910>with <00:05:05.912>some <00:05:05.913>very <00:05:05.914>concrete <00:05:05.916>guidance <00:05:05.918>on

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<00:05:05.919>you <00:05:06.026>with <00:05:06.133>some <00:05:06.241>very <00:05:06.348>concrete <00:05:06.455>guidance <00:05:06.563>on <00:05:06.670>how <00:05:06.778>you <00:05:06.885>can <00:05:06.992>avoid <00:05:07.100>these <00:05:07.207>AI <00:05:07.314>measurement

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<00:05:07.470>how <00:05:07.471>you <00:05:07.473>can <00:05:07.474>avoid <00:05:07.476>these <00:05:07.477>AI <00:05:07.479>measurement

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<00:05:07.480>how <00:05:07.596>you <00:05:07.713>can <00:05:07.830>avoid <00:05:07.946>these <00:05:08.063>AI <00:05:08.180>measurement <00:05:08.296>traps <00:05:08.413>and <00:05:08.530>the <00:05:08.646>gamification <00:05:08.763>of <00:05:08.880>metrics.

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<00:05:14.000>So <00:05:14.279>we'll <00:05:14.558>first <00:05:14.837>talk <00:05:15.116>about <00:05:15.395>misleading

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<00:05:15.550>So <00:05:15.551>we'll <00:05:15.553>first <00:05:15.555>talk <00:05:15.557>about <00:05:15.559>misleading

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<00:05:15.560>So <00:05:15.793>we'll <00:05:16.026>first <00:05:16.260>talk <00:05:16.493>about <00:05:16.726>misleading <00:05:16.960>metrics.

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metrics.

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<00:05:17.200>metrics. <00:05:17.433>Let's <00:05:17.666>go <00:05:17.900>back <00:05:18.133>to <00:05:18.366>possession <00:05:18.599>time.

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<00:05:19.350>Let's <00:05:19.351>go <00:05:19.353>back <00:05:19.355>to <00:05:19.357>possession <00:05:19.359>time.

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<00:05:19.360>Let's <00:05:19.460>go <00:05:19.560>back <00:05:19.660>to <00:05:19.760>possession <00:05:19.860>time. <00:05:19.960>Doesn't <00:05:20.060>this <00:05:20.160>look <00:05:20.260>nice? <00:05:20.360>It <00:05:20.460>goes <00:05:20.560>up <00:05:20.660>in <00:05:20.760>a

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<00:05:21.230>Doesn't <00:05:21.231>this <00:05:21.232>look <00:05:21.233>nice? <00:05:21.234>It <00:05:21.235>goes <00:05:21.236>up <00:05:21.237>in <00:05:21.239>a

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<00:05:21.240>Doesn't <00:05:21.340>this <00:05:21.440>look <00:05:21.540>nice? <00:05:21.640>It <00:05:21.740>goes <00:05:21.840>up <00:05:21.940>in <00:05:22.040>a <00:05:22.140>very <00:05:22.240>predictable <00:05:22.340>way. <00:05:22.440>There <00:05:22.540>is <00:05:22.640>a

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<00:05:23.230>very <00:05:23.231>predictable <00:05:23.233>way. <00:05:23.235>There <00:05:23.237>is <00:05:23.239>a

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<00:05:23.240>very <00:05:23.380>predictable <00:05:23.520>way. <00:05:23.660>There <00:05:23.800>is <00:05:23.940>a <00:05:24.080>correlation <00:05:24.220>between <00:05:24.360>possession <00:05:24.500>time <00:05:24.640>and

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<00:05:25.190>correlation <00:05:25.192>between <00:05:25.194>possession <00:05:25.196>time <00:05:25.199>and

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<00:05:25.200>correlation <00:05:25.313>between <00:05:25.426>possession <00:05:25.539>time <00:05:25.652>and <00:05:25.766>goal <00:05:25.879>difference <00:05:25.992>in <00:05:26.106>a <00:05:26.219>match, <00:05:26.332>but <00:05:26.445>it <00:05:26.558>is

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<00:05:26.710>goal <00:05:26.711>difference <00:05:26.712>in <00:05:26.713>a <00:05:26.715>match, <00:05:26.716>but <00:05:26.717>it <00:05:26.719>is

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<00:05:26.720>goal <00:05:26.820>difference <00:05:26.920>in <00:05:27.020>a <00:05:27.120>match, <00:05:27.220>but <00:05:27.320>it <00:05:27.420>is <00:05:27.520>actually <00:05:27.620>very <00:05:27.720>weak, <00:05:27.820>even <00:05:27.920>though <00:05:28.020>it <00:05:28.120>looks

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<00:05:28.430>actually <00:05:28.431>very <00:05:28.433>weak, <00:05:28.434>even <00:05:28.436>though <00:05:28.437>it <00:05:28.439>looks

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<00:05:28.440>actually <00:05:28.640>very <00:05:28.840>weak, <00:05:29.040>even <00:05:29.240>though <00:05:29.440>it <00:05:29.640>looks <00:05:29.840>impressive.

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impressive.

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<00:05:30.200>impressive. <00:05:30.375>We <00:05:30.550>as <00:05:30.724>human <00:05:30.900>beings <00:05:31.075>are <00:05:31.250>really <00:05:31.425>drawn <00:05:31.599>to

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<00:05:32.070>We <00:05:32.071>as <00:05:32.072>human <00:05:32.073>beings <00:05:32.075>are <00:05:32.076>really <00:05:32.077>drawn <00:05:32.079>to

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<00:05:32.080>We <00:05:32.174>as <00:05:32.269>human <00:05:32.363>beings <00:05:32.457>are <00:05:32.552>really <00:05:32.647>drawn <00:05:32.741>to <00:05:32.836>metrics <00:05:32.930>that <00:05:33.025>look <00:05:33.119>like <00:05:33.214>this <00:05:33.308>on <00:05:33.403>a

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<00:05:33.550>metrics <00:05:33.551>that <00:05:33.553>look <00:05:33.554>like <00:05:33.556>this <00:05:33.557>on <00:05:33.559>a

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<00:05:33.560>metrics <00:05:33.715>that <00:05:33.871>look <00:05:34.026>like <00:05:34.182>this <00:05:34.337>on <00:05:34.493>a <00:05:34.648>dashboard. <00:05:34.804>They're <00:05:34.960>mostly

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<00:05:35.310>dashboard. <00:05:35.314>They're <00:05:35.319>mostly

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<00:05:35.320>dashboard. <00:05:35.784>They're <00:05:36.250>mostly <00:05:36.715>one-dimensional.

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one-dimensional.

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<00:05:36.880>one-dimensional. <00:05:37.080>They're <00:05:37.280>easy <00:05:37.480>to <00:05:37.680>measure, <00:05:37.880>meaning <00:05:38.080>that <00:05:38.280>in

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<00:05:38.550>They're <00:05:38.551>easy <00:05:38.553>to <00:05:38.554>measure, <00:05:38.556>meaning <00:05:38.557>that <00:05:38.559>in

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<00:05:38.560>They're <00:05:38.688>easy <00:05:38.817>to <00:05:38.946>measure, <00:05:39.074>meaning <00:05:39.203>that <00:05:39.332>in <00:05:39.460>different <00:05:39.589>circumstances <00:05:39.718>on <00:05:39.847>different

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<00:05:39.990>different <00:05:39.993>circumstances <00:05:39.996>on <00:05:39.999>different

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<00:05:40.000>different <00:05:40.123>circumstances <00:05:40.247>on <00:05:40.370>different <00:05:40.494>teams, <00:05:40.617>I <00:05:40.741>can <00:05:40.864>measure <00:05:40.988>things <00:05:41.111>in <00:05:41.235>the <00:05:41.359>same

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<00:05:41.510>teams, <00:05:41.511>I <00:05:41.512>can <00:05:41.513>measure <00:05:41.515>things <00:05:41.516>in <00:05:41.517>the <00:05:41.519>same

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<00:05:41.520>teams, <00:05:41.613>I <00:05:41.706>can <00:05:41.799>measure <00:05:41.893>things <00:05:41.986>in <00:05:42.080>the <00:05:42.173>same <00:05:42.266>way. <00:05:42.359>So <00:05:42.453>from <00:05:42.546>match <00:05:42.640>to <00:05:42.733>match, <00:05:42.826>the <00:05:42.919>rules

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<00:05:43.510>way. <00:05:43.511>So <00:05:43.512>from <00:05:43.513>match <00:05:43.515>to <00:05:43.516>match, <00:05:43.517>the <00:05:43.519>rules

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<00:05:43.520>way. <00:05:43.620>So <00:05:43.719>from <00:05:43.820>match <00:05:43.919>to <00:05:44.020>match, <00:05:44.120>the <00:05:44.219>rules <00:05:44.320>are <00:05:44.419>mostly <00:05:44.520>the <00:05:44.620>same. <00:05:44.719>Now <00:05:44.820>we <00:05:44.919>have

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<00:05:45.270>are <00:05:45.271>mostly <00:05:45.272>the <00:05:45.274>same. <00:05:45.275>Now <00:05:45.277>we <00:05:45.279>have

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<00:05:45.280>are <00:05:45.387>mostly <00:05:45.495>the <00:05:45.603>same. <00:05:45.710>Now <00:05:45.818>we <00:05:45.926>have <00:05:46.033>hydration <00:05:46.141>breaks, <00:05:46.249>but <00:05:46.356>um <00:05:46.464>more <00:05:46.572>or <00:05:46.679>less

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<00:05:47.550>hydration <00:05:47.551>breaks, <00:05:47.553>but <00:05:47.554>um <00:05:47.556>more <00:05:47.557>or <00:05:47.559>less

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<00:05:47.560>hydration <00:05:47.700>breaks, <00:05:47.840>but <00:05:47.980>um <00:05:48.120>more <00:05:48.260>or <00:05:48.400>less <00:05:48.540>the <00:05:48.680>measurement <00:05:48.820>methodology <00:05:48.960>doesn't

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<00:05:49.190>the <00:05:49.193>measurement <00:05:49.195>methodology <00:05:49.199>doesn't

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<00:05:49.200>the <00:05:49.327>measurement <00:05:49.454>methodology <00:05:49.581>doesn't <00:05:49.709>change <00:05:49.836>much. <00:05:49.963>And <00:05:50.090>it <00:05:50.218>also <00:05:50.345>gives <00:05:50.472>us <00:05:50.599>some

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<00:05:52.870>change <00:05:52.871>much. <00:05:52.872>And <00:05:52.873>it <00:05:52.875>also <00:05:52.876>gives <00:05:52.877>us <00:05:52.879>some

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<00:05:52.880>change <00:05:52.973>much. <00:05:53.066>And <00:05:53.159>it <00:05:53.253>also <00:05:53.346>gives <00:05:53.440>us <00:05:53.533>some <00:05:53.626>idea <00:05:53.719>or <00:05:53.813>some <00:05:53.906>kind <00:05:54.000>of <00:05:54.093>feeling <00:05:54.186>of <00:05:54.280>control.

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<00:05:55.550>idea <00:05:55.551>or <00:05:55.552>some <00:05:55.553>kind <00:05:55.555>of <00:05:55.556>feeling <00:05:55.557>of <00:05:55.559>control.

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<00:05:55.560>idea <00:05:55.642>or <00:05:55.724>some <00:05:55.807>kind <00:05:55.889>of <00:05:55.971>feeling <00:05:56.054>of <00:05:56.136>control. <00:05:56.218>So, <00:05:56.301>I <00:05:56.383>know <00:05:56.465>that, <00:05:56.548>well, <00:05:56.630>if <00:05:56.712>I <00:05:56.795>want <00:05:56.877>to <00:05:56.960>win,

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<00:05:58.030>So, <00:05:58.030>I <00:05:58.032>know <00:05:58.033>that, <00:05:58.034>well, <00:05:58.034>if <00:05:58.036>I <00:05:58.037>want <00:05:58.038>to <00:05:58.039>win,

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<00:05:58.040>So, <00:05:58.133>I <00:05:58.226>know <00:05:58.320>that, <00:05:58.413>well, <00:05:58.506>if <00:05:58.600>I <00:05:58.693>want <00:05:58.786>to <00:05:58.880>win, <00:05:58.973>then <00:05:59.066>I <00:05:59.160>can <00:05:59.253>just <00:05:59.346>control <00:05:59.440>possession.

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<00:06:00.590>then <00:06:00.591>I <00:06:00.593>can <00:06:00.595>just <00:06:00.597>control <00:06:00.599>possession.

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<00:06:00.600>then <00:06:00.740>I <00:06:00.880>can <00:06:01.020>just <00:06:01.160>control <00:06:01.300>possession. <00:06:01.440>It's <00:06:01.580>easy <00:06:01.720>as <00:06:01.860>that, <00:06:02.000>right?

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<00:06:06.120>There's <00:06:07.407>another

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<00:06:07.550>There's <00:06:07.559>another

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<00:06:07.560>There's <00:06:07.793>another <00:06:08.026>popular <00:06:08.260>measurement <00:06:08.493>lately <00:06:08.726>that <00:06:08.960>falls

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<00:06:10.830>popular <00:06:10.832>measurement <00:06:10.834>lately <00:06:10.836>that <00:06:10.839>falls

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<00:06:10.840>popular <00:06:10.953>measurement <00:06:11.066>lately <00:06:11.179>that <00:06:11.293>falls <00:06:11.406>into <00:06:11.519>a <00:06:11.632>lot <00:06:11.746>of <00:06:11.859>these <00:06:11.972>categories <00:06:12.085>as <00:06:12.199>well.

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<00:06:12.350>into <00:06:12.351>a <00:06:12.352>lot <00:06:12.353>of <00:06:12.355>these <00:06:12.356>categories <00:06:12.357>as <00:06:12.359>well.

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<00:06:12.360>into <00:06:12.453>a <00:06:12.546>lot <00:06:12.640>of <00:06:12.733>these <00:06:12.826>categories <00:06:12.920>as <00:06:13.013>well. <00:06:13.106>It <00:06:13.200>fulfills <00:06:13.293>a <00:06:13.386>lot <00:06:13.480>of <00:06:13.573>the <00:06:13.666>same <00:06:13.760>qualities.

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<00:06:15.030>It <00:06:15.031>fulfills <00:06:15.032>a <00:06:15.033>lot <00:06:15.035>of <00:06:15.036>the <00:06:15.037>same <00:06:15.039>qualities.

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<00:06:15.040>It <00:06:15.133>fulfills <00:06:15.226>a <00:06:15.320>lot <00:06:15.413>of <00:06:15.506>the <00:06:15.600>same <00:06:15.693>qualities. <00:06:15.786>So <00:06:15.880>many <00:06:15.973>companies <00:06:16.066>have <00:06:16.160>been <00:06:16.253>in <00:06:16.346>the <00:06:16.440>news

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<00:06:16.790>So <00:06:16.791>many <00:06:16.792>companies <00:06:16.793>have <00:06:16.795>been <00:06:16.796>in <00:06:16.797>the <00:06:16.799>news

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<00:06:16.800>So <00:06:16.907>many <00:06:17.015>companies <00:06:17.123>have <00:06:17.230>been <00:06:17.338>in <00:06:17.446>the <00:06:17.553>news <00:06:17.661>even <00:06:17.769>about <00:06:17.876>their <00:06:17.984>token <00:06:18.092>leaderboards. <00:06:18.200>And

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<00:06:20.630>even <00:06:20.631>about <00:06:20.633>their <00:06:20.635>token <00:06:20.637>leaderboards. <00:06:20.639>And

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<00:06:20.640>even <00:06:20.741>about <00:06:20.842>their <00:06:20.943>token <00:06:21.045>leaderboards. <00:06:21.146>And <00:06:21.247>there <00:06:21.348>is <00:06:21.450>some <00:06:21.551>nuance <00:06:21.652>here. <00:06:21.753>You <00:06:21.855>can

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<00:06:21.990>there <00:06:21.991>is <00:06:21.993>some <00:06:21.994>nuance <00:06:21.996>here. <00:06:21.997>You <00:06:21.999>can

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<00:06:22.000>there <00:06:22.116>is <00:06:22.233>some <00:06:22.350>nuance <00:06:22.466>here. <00:06:22.583>You <00:06:22.700>can <00:06:22.816>absolutely <00:06:22.933>go <00:06:23.050>to <00:06:23.166>YouTube <00:06:23.283>and <00:06:23.400>find

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<00:06:23.750>absolutely <00:06:23.751>go <00:06:23.753>to <00:06:23.755>YouTube <00:06:23.757>and <00:06:23.759>find

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<00:06:23.760>absolutely <00:06:23.867>go <00:06:23.975>to <00:06:24.083>YouTube <00:06:24.190>and <00:06:24.298>find <00:06:24.406>probably <00:06:24.513>me <00:06:24.621>on <00:06:24.729>a <00:06:24.836>stage <00:06:24.944>that <00:06:25.052>looks <00:06:25.159>much

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<00:06:25.430>probably <00:06:25.431>me <00:06:25.432>on <00:06:25.433>a <00:06:25.435>stage <00:06:25.436>that <00:06:25.437>looks <00:06:25.439>much

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<00:06:25.440>probably <00:06:25.540>me <00:06:25.640>on <00:06:25.740>a <00:06:25.840>stage <00:06:25.940>that <00:06:26.040>looks <00:06:26.140>much <00:06:26.240>like <00:06:26.340>this <00:06:26.440>one <00:06:26.540>sharing <00:06:26.640>that <00:06:26.740>you <00:06:26.840>should

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<00:06:27.390>like <00:06:27.391>this <00:06:27.393>one <00:06:27.394>sharing <00:06:27.395>that <00:06:27.397>you <00:06:27.399>should

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<00:06:27.400>like <00:06:27.507>this <00:06:27.615>one <00:06:27.723>sharing <00:06:27.830>that <00:06:27.938>you <00:06:28.046>should <00:06:28.153>introduce <00:06:28.261>a <00:06:28.369>token <00:06:28.476>leaderboard <00:06:28.584>at <00:06:28.692>a <00:06:28.799>very,

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<00:06:29.430>introduce <00:06:29.431>a <00:06:29.433>token <00:06:29.434>leaderboard <00:06:29.436>at <00:06:29.437>a <00:06:29.439>very,

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<00:06:29.440>introduce <00:06:29.547>a <00:06:29.654>token <00:06:29.761>leaderboard <00:06:29.869>at <00:06:29.976>a <00:06:30.083>very, <00:06:30.191>very <00:06:30.298>specific <00:06:30.405>point <00:06:30.513>in <00:06:30.620>time <00:06:30.727>on <00:06:30.835>your

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<00:06:30.990>very <00:06:30.991>specific <00:06:30.993>point <00:06:30.994>in <00:06:30.996>time <00:06:30.997>on <00:06:30.999>your

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<00:06:31.000>very <00:06:31.107>specific <00:06:31.215>point <00:06:31.323>in <00:06:31.430>time <00:06:31.538>on <00:06:31.646>your <00:06:31.753>adoption <00:06:31.861>curve <00:06:31.969>with <00:06:32.076>a <00:06:32.184>lot <00:06:32.292>of <00:06:32.400>caveats.

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<00:06:33.350>adoption <00:06:33.351>curve <00:06:33.353>with <00:06:33.354>a <00:06:33.356>lot <00:06:33.357>of <00:06:33.359>caveats.

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<00:06:33.360>adoption <00:06:33.454>curve <00:06:33.549>with <00:06:33.643>a <00:06:33.738>lot <00:06:33.832>of <00:06:33.927>caveats. <00:06:34.021>Um, <00:06:34.116>that <00:06:34.210>is <00:06:34.305>something <00:06:34.399>that <00:06:34.494>I've <00:06:34.588>said. <00:06:34.683>It

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<00:06:34.830>Um, <00:06:34.831>that <00:06:34.832>is <00:06:34.833>something <00:06:34.835>that <00:06:34.836>I've <00:06:34.837>said. <00:06:34.839>It

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<00:06:34.840>Um, <00:06:34.927>that <00:06:35.015>is <00:06:35.102>something <00:06:35.190>that <00:06:35.277>I've <00:06:35.365>said. <00:06:35.452>It <00:06:35.540>is <00:06:35.627>very <00:06:35.715>nuanced. <00:06:35.802>Um, <00:06:35.890>so <00:06:35.977>I <00:06:36.065>don't <00:06:36.152>want <00:06:36.240>to

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<00:06:36.990>is <00:06:36.991>very <00:06:36.992>nuanced. <00:06:36.993>Um, <00:06:36.994>so <00:06:36.995>I <00:06:36.996>don't <00:06:36.997>want <00:06:36.999>to

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<00:06:37.000>is <00:06:37.090>very <00:06:37.181>nuanced. <00:06:37.271>Um, <00:06:37.362>so <00:06:37.453>I <00:06:37.543>don't <00:06:37.634>want <00:06:37.724>to <00:06:37.815>write <00:06:37.906>it <00:06:37.996>off <00:06:38.087>completely. <00:06:38.177>But <00:06:38.268>by <00:06:38.359>and

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<00:06:38.510>write <00:06:38.511>it <00:06:38.513>off <00:06:38.514>completely. <00:06:38.515>But <00:06:38.517>by <00:06:38.519>and

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<00:06:38.520>write <00:06:38.647>it <00:06:38.774>off <00:06:38.901>completely. <00:06:39.029>But <00:06:39.156>by <00:06:39.283>and <00:06:39.410>large, <00:06:39.538>let's <00:06:39.665>remember <00:06:39.792>Goodhart's <00:06:39.919>law

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<00:06:40.350>large, <00:06:40.352>let's <00:06:40.354>remember <00:06:40.356>Goodhart's <00:06:40.359>law

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<00:06:40.360>large, <00:06:40.476>let's <00:06:40.593>remember <00:06:40.710>Goodhart's <00:06:40.826>law <00:06:40.943>that <00:06:41.060>once <00:06:41.176>a <00:06:41.293>metric <00:06:41.410>become <00:06:41.526>or <00:06:41.643>once <00:06:41.760>a

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<00:06:42.270>that <00:06:42.271>once <00:06:42.272>a <00:06:42.273>metric <00:06:42.275>become <00:06:42.276>or <00:06:42.277>once <00:06:42.279>a

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<00:06:42.280>that <00:06:42.380>once <00:06:42.479>a <00:06:42.580>metric <00:06:42.679>become <00:06:42.780>or <00:06:42.880>once <00:06:42.979>a <00:06:43.080>metric <00:06:43.179>becomes <00:06:43.280>a <00:06:43.380>target, <00:06:43.479>it's <00:06:43.580>no <00:06:43.679>longer

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<00:06:44.070>metric <00:06:44.071>becomes <00:06:44.073>a <00:06:44.074>target, <00:06:44.075>it's <00:06:44.077>no <00:06:44.079>longer

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<00:06:44.080>metric <00:06:44.187>becomes <00:06:44.295>a <00:06:44.403>target, <00:06:44.510>it's <00:06:44.618>no <00:06:44.726>longer <00:06:44.833>a <00:06:44.941>good <00:06:45.049>metric. <00:06:45.156>And <00:06:45.264>that's <00:06:45.372>exactly <00:06:45.479>what's

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<00:06:46.110>a <00:06:46.111>good <00:06:46.113>metric. <00:06:46.114>And <00:06:46.116>that's <00:06:46.117>exactly <00:06:46.119>what's

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<00:06:46.120>a <00:06:46.247>good <00:06:46.374>metric. <00:06:46.501>And <00:06:46.629>that's <00:06:46.756>exactly <00:06:46.883>what's <00:06:47.010>happening <00:06:47.138>with <00:06:47.265>token <00:06:47.392>leaderboards. <00:06:47.520>So,

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<00:06:48.510>happening <00:06:48.512>with <00:06:48.514>token <00:06:48.516>leaderboards. <00:06:48.519>So,

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<00:06:48.520>happening <00:06:48.695>with <00:06:48.870>token <00:06:49.044>leaderboards. <00:06:49.219>So, <00:06:49.395>this <00:06:49.570>is <00:06:49.745>also <00:06:49.919>one-dimensional.

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<00:06:50.670>this <00:06:50.673>is <00:06:50.676>also <00:06:50.679>one-dimensional.

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<00:06:50.680>this <00:06:50.807>is <00:06:50.934>also <00:06:51.061>one-dimensional. <00:06:51.189>It's <00:06:51.316>also <00:06:51.443>easy <00:06:51.570>to <00:06:51.698>measure. <00:06:51.825>We <00:06:51.952>can <00:06:52.080>just

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<00:06:52.430>It's <00:06:52.431>also <00:06:52.432>easy <00:06:52.433>to <00:06:52.435>measure. <00:06:52.436>We <00:06:52.437>can <00:06:52.439>just

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<00:06:52.440>It's <00:06:52.533>also <00:06:52.626>easy <00:06:52.719>to <00:06:52.813>measure. <00:06:52.906>We <00:06:53.000>can <00:06:53.093>just <00:06:53.186>scrape <00:06:53.280>an <00:06:53.373>API <00:06:53.466>and <00:06:53.560>it <00:06:53.653>gives <00:06:53.746>us <00:06:53.840>some

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<00:06:54.310>scrape <00:06:54.311>an <00:06:54.312>API <00:06:54.313>and <00:06:54.315>it <00:06:54.316>gives <00:06:54.317>us <00:06:54.319>some

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<00:06:54.320>scrape <00:06:54.420>an <00:06:54.520>API <00:06:54.620>and <00:06:54.719>it <00:06:54.820>gives <00:06:54.920>us <00:06:55.020>some <00:06:55.120>semblance <00:06:55.219>of <00:06:55.320>control. <00:06:55.420>Like, <00:06:55.520>well, <00:06:55.620>if <00:06:55.719>we

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<00:06:55.909>semblance <00:06:55.910>of <00:06:55.912>control. <00:06:55.913>Like, <00:06:55.914>well, <00:06:55.916>if <00:06:55.918>we

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<00:06:55.919>semblance <00:06:56.026>of <00:06:56.134>control. <00:06:56.242>Like, <00:06:56.349>well, <00:06:56.457>if <00:06:56.565>we <00:06:56.672>just <00:06:56.780>use <00:06:56.888>AI <00:06:56.995>more, <00:06:57.103>then <00:06:57.211>certainly <00:06:57.318>we're

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<00:06:59.550>just <00:06:59.551>use <00:06:59.553>AI <00:06:59.554>more, <00:06:59.556>then <00:06:59.557>certainly <00:06:59.559>we're

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<00:06:59.560>just <00:06:59.658>use <00:06:59.756>AI <00:06:59.854>more, <00:06:59.953>then <00:07:00.051>certainly <00:07:00.149>we're <00:07:00.247>going <00:07:00.346>to <00:07:00.444>get <00:07:00.542>to <00:07:00.640>some <00:07:00.739>organizational

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<00:07:00.870>going <00:07:00.871>to <00:07:00.873>get <00:07:00.875>to <00:07:00.877>some <00:07:00.879>organizational

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<00:07:00.880>going <00:07:01.113>to <00:07:01.346>get <00:07:01.580>to <00:07:01.813>some <00:07:02.046>organizational <00:07:02.280>outcome.

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outcome.

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<00:07:02.520>outcome. <00:07:02.675>So, <00:07:02.831>I <00:07:02.986>want <00:07:03.142>you <00:07:03.297>now, <00:07:03.453>when <00:07:03.608>you <00:07:03.764>see <00:07:03.919>a

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<00:07:04.350>So, <00:07:04.351>I <00:07:04.352>want <00:07:04.353>you <00:07:04.354>now, <00:07:04.355>when <00:07:04.356>you <00:07:04.357>see <00:07:04.359>a

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<00:07:04.360>So, <00:07:04.459>I <00:07:04.559>want <00:07:04.658>you <00:07:04.758>now, <00:07:04.857>when <00:07:04.957>you <00:07:05.057>see <00:07:05.156>a <00:07:05.256>metric <00:07:05.355>that's <00:07:05.455>presented <00:07:05.554>this <00:07:05.654>way, <00:07:05.754>that

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<00:07:05.909>metric <00:07:05.910>that's <00:07:05.912>presented <00:07:05.914>this <00:07:05.916>way, <00:07:05.918>that

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<00:07:05.919>metric <00:07:06.094>that's <00:07:06.269>presented <00:07:06.443>this <00:07:06.619>way, <00:07:06.794>that <00:07:06.969>is <00:07:07.144>very <00:07:07.318>one-dimensional,

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<00:07:08.030>is <00:07:08.034>very <00:07:08.039>one-dimensional,

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<00:07:08.040>is <00:07:08.179>very <00:07:08.318>one-dimensional, <00:07:08.457>to <00:07:08.596>not <00:07:08.735>think <00:07:08.874>about <00:07:09.013>it <00:07:09.152>as <00:07:09.291>something

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<00:07:09.430>to <00:07:09.431>not <00:07:09.433>think <00:07:09.434>about <00:07:09.436>it <00:07:09.437>as <00:07:09.439>something

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<00:07:09.440>to <00:07:09.567>not <00:07:09.694>think <00:07:09.821>about <00:07:09.949>it <00:07:10.076>as <00:07:10.203>something <00:07:10.330>that's <00:07:10.458>useful <00:07:10.585>necessarily <00:07:10.712>to <00:07:10.840>make

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<00:07:11.070>that's <00:07:11.072>useful <00:07:11.074>necessarily <00:07:11.076>to <00:07:11.079>make

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<00:07:11.080>that's <00:07:11.196>useful <00:07:11.313>necessarily <00:07:11.430>to <00:07:11.546>make <00:07:11.663>decisions <00:07:11.780>on <00:07:11.896>its <00:07:12.013>own. <00:07:12.130>I <00:07:12.246>want <00:07:12.363>you <00:07:12.479>to

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<00:07:12.790>decisions <00:07:12.791>on <00:07:12.792>its <00:07:12.793>own. <00:07:12.795>I <00:07:12.796>want <00:07:12.797>you <00:07:12.799>to

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<00:07:12.800>decisions <00:07:12.907>on <00:07:13.015>its <00:07:13.123>own. <00:07:13.230>I <00:07:13.338>want <00:07:13.446>you <00:07:13.553>to <00:07:13.661>think <00:07:13.769>about <00:07:13.876>it <00:07:13.984>as <00:07:14.092>incomplete. <00:07:14.200>Because

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<00:07:15.510>think <00:07:15.511>about <00:07:15.513>it <00:07:15.515>as <00:07:15.517>incomplete. <00:07:15.519>Because

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<00:07:15.520>think <00:07:15.627>about <00:07:15.735>it <00:07:15.843>as <00:07:15.950>incomplete. <00:07:16.058>Because <00:07:16.166>that's <00:07:16.273>what <00:07:16.381>it <00:07:16.489>is. <00:07:16.596>It <00:07:16.704>might <00:07:16.812>be <00:07:16.919>very

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<00:07:17.270>that's <00:07:17.271>what <00:07:17.272>it <00:07:17.273>is. <00:07:17.275>It <00:07:17.276>might <00:07:17.277>be <00:07:17.279>very

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<00:07:17.280>that's <00:07:17.387>what <00:07:17.495>it <00:07:17.603>is. <00:07:17.710>It <00:07:17.818>might <00:07:17.926>be <00:07:18.033>very <00:07:18.141>useful <00:07:18.249>in <00:07:18.356>context <00:07:18.464>with <00:07:18.572>other <00:07:18.679>metrics.

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<00:07:20.310>useful <00:07:20.311>in <00:07:20.313>context <00:07:20.315>with <00:07:20.317>other <00:07:20.319>metrics.

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<00:07:20.320>useful <00:07:20.427>in <00:07:20.535>context <00:07:20.643>with <00:07:20.750>other <00:07:20.858>metrics. <00:07:20.966>Your <00:07:21.073>token <00:07:21.181>usage <00:07:21.289>is <00:07:21.396>a <00:07:21.504>very <00:07:21.612>useful <00:07:21.719>metric

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<00:07:23.630>Your <00:07:23.631>token <00:07:23.632>usage <00:07:23.633>is <00:07:23.635>a <00:07:23.636>very <00:07:23.637>useful <00:07:23.639>metric

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<00:07:23.640>Your <00:07:23.727>token <00:07:23.815>usage <00:07:23.902>is <00:07:23.990>a <00:07:24.077>very <00:07:24.164>useful <00:07:24.252>metric <00:07:24.340>to <00:07:24.427>look <00:07:24.515>at <00:07:24.602>in <00:07:24.690>the <00:07:24.777>context <00:07:24.865>of <00:07:24.952>AI <00:07:25.039>adoption

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<00:07:26.110>to <00:07:26.111>look <00:07:26.112>at <00:07:26.113>in <00:07:26.114>the <00:07:26.115>context <00:07:26.116>of <00:07:26.117>AI <00:07:26.119>adoption

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<00:07:26.120>to <00:07:26.227>look <00:07:26.335>at <00:07:26.443>in <00:07:26.550>the <00:07:26.658>context <00:07:26.766>of <00:07:26.873>AI <00:07:26.981>adoption <00:07:27.089>and <00:07:27.196>of <00:07:27.304>organizational <00:07:27.412>achievement, <00:07:27.520>but

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<00:07:27.950>and <00:07:27.952>of <00:07:27.954>organizational <00:07:27.956>achievement, <00:07:27.959>but

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<00:07:27.960>and <00:07:28.076>of <00:07:28.193>organizational <00:07:28.310>achievement, <00:07:28.426>but <00:07:28.543>on <00:07:28.659>its <00:07:28.776>own, <00:07:28.893>it <00:07:29.010>is <00:07:29.126>not <00:07:29.243>very <00:07:29.359>useful.

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<00:07:32.919>Even <00:07:33.094>FIFA <00:07:33.269>will <00:07:33.443>tell <00:07:33.619>you <00:07:33.794>that <00:07:33.969>there <00:07:34.144>is <00:07:34.318>no

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<00:07:35.670>Even <00:07:35.671>FIFA <00:07:35.672>will <00:07:35.673>tell <00:07:35.674>you <00:07:35.675>that <00:07:35.676>there <00:07:35.677>is <00:07:35.679>no

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<00:07:35.680>Even <00:07:35.787>FIFA <00:07:35.895>will <00:07:36.003>tell <00:07:36.110>you <00:07:36.218>that <00:07:36.326>there <00:07:36.433>is <00:07:36.541>no <00:07:36.649>specific <00:07:36.756>share <00:07:36.864>of <00:07:36.972>possession <00:07:37.080>that

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<00:07:37.390>specific <00:07:37.392>share <00:07:37.394>of <00:07:37.396>possession <00:07:37.399>that

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<00:07:37.400>specific <00:07:37.539>share <00:07:37.679>of <00:07:37.820>possession <00:07:37.960>that <00:07:38.099>increases <00:07:38.239>the <00:07:38.380>likelihood <00:07:38.520>of <00:07:38.659>winning <00:07:38.799>on

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<00:07:39.150>increases <00:07:39.151>the <00:07:39.153>likelihood <00:07:39.155>of <00:07:39.157>winning <00:07:39.159>on

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<00:07:39.159>increases <00:07:39.276>the <00:07:39.393>likelihood <00:07:39.510>of <00:07:39.626>winning <00:07:39.743>on <00:07:39.859>its <00:07:39.976>own. <00:07:40.093>So, <00:07:40.210>superiority <00:07:40.326>with <00:07:40.443>the <00:07:40.559>ball

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<00:07:41.670>its <00:07:41.671>own. <00:07:41.673>So, <00:07:41.674>superiority <00:07:41.676>with <00:07:41.677>the <00:07:41.679>ball

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<00:07:41.680>its <00:07:41.796>own. <00:07:41.913>So, <00:07:42.030>superiority <00:07:42.146>with <00:07:42.263>the <00:07:42.380>ball <00:07:42.496>does <00:07:42.613>not <00:07:42.730>automatically <00:07:42.846>translate <00:07:42.963>into <00:07:43.080>a

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<00:07:43.430>does <00:07:43.431>not <00:07:43.433>automatically <00:07:43.435>translate <00:07:43.437>into <00:07:43.439>a

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<00:07:43.440>does <00:07:43.595>not <00:07:43.751>automatically <00:07:43.906>translate <00:07:44.062>into <00:07:44.217>a <00:07:44.373>higher <00:07:44.528>probability <00:07:44.684>of <00:07:44.840>winning.

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<00:07:45.630>higher <00:07:45.633>probability <00:07:45.635>of <00:07:45.639>winning.

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<00:07:45.640>higher <00:07:45.767>probability <00:07:45.894>of <00:07:46.021>winning. <00:07:46.149>And <00:07:46.276>this <00:07:46.403>really <00:07:46.530>goes <00:07:46.658>against <00:07:46.785>what <00:07:46.912>a <00:07:47.039>lot

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<00:07:47.310>And <00:07:47.311>this <00:07:47.312>really <00:07:47.313>goes <00:07:47.315>against <00:07:47.316>what <00:07:47.317>a <00:07:47.319>lot

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<00:07:47.320>And <00:07:47.420>this <00:07:47.520>really <00:07:47.620>goes <00:07:47.719>against <00:07:47.820>what <00:07:47.920>a <00:07:48.020>lot <00:07:48.120>of <00:07:48.219>us <00:07:48.320>maybe <00:07:48.420>were <00:07:48.520>taught <00:07:48.620>or <00:07:48.719>previously

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<00:07:49.830>of <00:07:49.831>us <00:07:49.832>maybe <00:07:49.834>were <00:07:49.836>taught <00:07:49.837>or <00:07:49.839>previously

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<00:07:49.840>of <00:07:49.947>us <00:07:50.055>maybe <00:07:50.163>were <00:07:50.270>taught <00:07:50.378>or <00:07:50.486>previously <00:07:50.593>thought <00:07:50.701>about <00:07:50.809>what <00:07:50.916>it <00:07:51.024>takes <00:07:51.132>to <00:07:51.240>win.

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<00:07:53.230>thought <00:07:53.231>about <00:07:53.233>what <00:07:53.234>it <00:07:53.236>takes <00:07:53.237>to <00:07:53.239>win.

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<00:07:53.240>thought <00:07:53.367>about <00:07:53.494>what <00:07:53.621>it <00:07:53.749>takes <00:07:53.876>to <00:07:54.003>win. <00:07:54.130>When <00:07:54.258>you <00:07:54.385>dig <00:07:54.512>into <00:07:54.640>possession

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<00:07:55.390>When <00:07:55.392>you <00:07:55.394>dig <00:07:55.396>into <00:07:55.399>possession

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<00:07:55.400>When <00:07:55.583>you <00:07:55.767>dig <00:07:55.951>into <00:07:56.135>possession <00:07:56.319>and <00:07:56.503>into <00:07:56.687>the

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<00:07:56.830>and <00:07:56.834>into <00:07:56.839>the

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<00:07:56.840>and <00:07:57.120>into <00:07:57.400>the <00:07:57.680>qualities <00:07:57.960>of <00:07:58.240>possession,

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<00:07:59.030>qualities <00:07:59.034>of <00:07:59.039>possession,

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<00:07:59.040>qualities <00:07:59.195>of <00:07:59.350>possession, <00:07:59.505>we <00:07:59.660>might <00:07:59.815>actually <00:07:59.969>get <00:08:00.125>a <00:08:00.280>bit <00:08:00.435>better

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<00:08:00.590>we <00:08:00.591>might <00:08:00.592>actually <00:08:00.594>get <00:08:00.596>a <00:08:00.597>bit <00:08:00.599>better

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<00:08:00.600>we <00:08:00.700>might <00:08:00.800>actually <00:08:00.900>get <00:08:01.000>a <00:08:01.100>bit <00:08:01.200>better <00:08:01.300>picture <00:08:01.400>of <00:08:01.500>what <00:08:01.600>it <00:08:01.700>takes <00:08:01.800>to <00:08:01.900>win, <00:08:02.000>what's

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<00:08:02.230>picture <00:08:02.231>of <00:08:02.232>what <00:08:02.233>it <00:08:02.235>takes <00:08:02.236>to <00:08:02.237>win, <00:08:02.239>what's

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<00:08:02.240>picture <00:08:02.347>of <00:08:02.455>what <00:08:02.563>it <00:08:02.670>takes <00:08:02.778>to <00:08:02.886>win, <00:08:02.993>what's <00:08:03.101>correlated <00:08:03.209>with <00:08:03.316>a <00:08:03.424>match <00:08:03.532>outcome. <00:08:03.640>It's

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<00:08:04.630>correlated <00:08:04.631>with <00:08:04.633>a <00:08:04.635>match <00:08:04.637>outcome. <00:08:04.639>It's

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<00:08:04.640>correlated <00:08:04.767>with <00:08:04.894>a <00:08:05.021>match <00:08:05.149>outcome. <00:08:05.276>It's <00:08:05.403>not <00:08:05.530>just <00:08:05.658>about <00:08:05.785>possession, <00:08:05.912>but <00:08:06.039>it's

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<00:08:06.230>not <00:08:06.231>just <00:08:06.233>about <00:08:06.235>possession, <00:08:06.237>but <00:08:06.239>it's

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<00:08:06.240>not <00:08:06.347>just <00:08:06.455>about <00:08:06.563>possession, <00:08:06.670>but <00:08:06.778>it's <00:08:06.886>about <00:08:06.993>who <00:08:07.101>has <00:08:07.209>the <00:08:07.316>ball, <00:08:07.424>when <00:08:07.532>they <00:08:07.640>have

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<00:08:08.270>about <00:08:08.271>who <00:08:08.272>has <00:08:08.273>the <00:08:08.275>ball, <00:08:08.276>when <00:08:08.277>they <00:08:08.279>have

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<00:08:08.280>about <00:08:08.371>who <00:08:08.463>has <00:08:08.555>the <00:08:08.647>ball, <00:08:08.739>when <00:08:08.831>they <00:08:08.923>have <00:08:09.015>it, <00:08:09.107>how <00:08:09.199>long <00:08:09.291>they <00:08:09.383>have <00:08:09.475>it. <00:08:09.567>There's

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<00:08:09.710>it, <00:08:09.711>how <00:08:09.712>long <00:08:09.714>they <00:08:09.716>have <00:08:09.717>it. <00:08:09.719>There's

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<00:08:09.720>it, <00:08:09.820>how <00:08:09.920>long <00:08:10.020>they <00:08:10.120>have <00:08:10.220>it. <00:08:10.320>There's <00:08:10.420>actually <00:08:10.520>quite <00:08:10.620>a <00:08:10.720>lot <00:08:10.820>of <00:08:10.920>metrics <00:08:11.020>in <00:08:11.120>this

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<00:08:12.430>actually <00:08:12.431>quite <00:08:12.432>a <00:08:12.433>lot <00:08:12.435>of <00:08:12.436>metrics <00:08:12.437>in <00:08:12.439>this

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<00:08:12.440>actually <00:08:12.547>quite <00:08:12.655>a <00:08:12.763>lot <00:08:12.870>of <00:08:12.978>metrics <00:08:13.086>in <00:08:13.193>this <00:08:13.301>entire <00:08:13.409>system <00:08:13.516>around <00:08:13.624>possession <00:08:13.732>that <00:08:13.840>can

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<00:08:14.350>entire <00:08:14.351>system <00:08:14.353>around <00:08:14.355>possession <00:08:14.357>that <00:08:14.359>can

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<00:08:14.360>entire <00:08:14.487>system <00:08:14.614>around <00:08:14.741>possession <00:08:14.869>that <00:08:14.996>can <00:08:15.123>give <00:08:15.250>us <00:08:15.378>insight, <00:08:15.505>but <00:08:15.632>nothing <00:08:15.760>that's

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<00:08:16.070>give <00:08:16.071>us <00:08:16.073>insight, <00:08:16.075>but <00:08:16.077>nothing <00:08:16.079>that's

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<00:08:16.080>give <00:08:16.196>us <00:08:16.313>insight, <00:08:16.430>but <00:08:16.546>nothing <00:08:16.663>that's <00:08:16.780>going <00:08:16.896>to <00:08:17.013>be <00:08:17.130>a <00:08:17.246>singular <00:08:17.363>predictor <00:08:17.479>of

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<00:08:18.390>going <00:08:18.391>to <00:08:18.393>be <00:08:18.394>a <00:08:18.395>singular <00:08:18.397>predictor <00:08:18.399>of

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<00:08:18.400>going <00:08:18.599>to <00:08:18.799>be <00:08:19.000>a <00:08:19.200>singular <00:08:19.400>predictor <00:08:19.599>of <00:08:19.799>outcome.

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<00:08:24.640>What <00:08:24.840>I <00:08:25.039>want <00:08:25.240>to <00:08:25.440>share <00:08:25.640>with <00:08:25.840>you <00:08:26.039>before

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<00:08:26.670>What <00:08:26.671>I <00:08:26.672>want <00:08:26.673>to <00:08:26.675>share <00:08:26.676>with <00:08:26.677>you <00:08:26.679>before

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<00:08:26.680>What <00:08:26.780>I <00:08:26.880>want <00:08:26.980>to <00:08:27.080>share <00:08:27.180>with <00:08:27.280>you <00:08:27.380>before <00:08:27.480>getting <00:08:27.580>into <00:08:27.680>the <00:08:27.780>ways <00:08:27.880>that <00:08:27.980>you <00:08:28.080>can

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<00:08:29.830>getting <00:08:29.831>into <00:08:29.832>the <00:08:29.834>ways <00:08:29.835>that <00:08:29.837>you <00:08:29.839>can

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<00:08:29.840>getting <00:08:29.967>into <00:08:30.094>the <00:08:30.221>ways <00:08:30.349>that <00:08:30.476>you <00:08:30.603>can <00:08:30.730>protect <00:08:30.858>yourself <00:08:30.985>against <00:08:31.112>measuring <00:08:31.239>the

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<00:08:32.309>protect <00:08:32.312>yourself <00:08:32.314>against <00:08:32.316>measuring <00:08:32.319>the

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<00:08:32.320>protect <00:08:32.436>yourself <00:08:32.553>against <00:08:32.670>measuring <00:08:32.786>the <00:08:32.903>wrong <00:08:33.020>things <00:08:33.136>faster <00:08:33.253>than <00:08:33.370>ever, <00:08:33.486>I <00:08:33.603>want <00:08:33.720>to

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<00:08:34.669>wrong <00:08:34.671>things <00:08:34.672>faster <00:08:34.673>than <00:08:34.675>ever, <00:08:34.676>I <00:08:34.677>want <00:08:34.679>to

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<00:08:34.679>wrong <00:08:34.780>things <00:08:34.880>faster <00:08:34.979>than <00:08:35.079>ever, <00:08:35.179>I <00:08:35.280>want <00:08:35.380>to <00:08:35.479>I <00:08:35.579>want <00:08:35.679>to <00:08:35.780>share <00:08:35.880>some <00:08:35.979>industry <00:08:36.079>data

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<00:08:36.750>I <00:08:36.751>want <00:08:36.753>to <00:08:36.754>share <00:08:36.756>some <00:08:36.757>industry <00:08:36.759>data

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<00:08:36.760>I <00:08:36.867>want <00:08:36.975>to <00:08:37.083>share <00:08:37.190>some <00:08:37.298>industry <00:08:37.406>data <00:08:37.513>um <00:08:37.621>to <00:08:37.729>talk <00:08:37.836>about <00:08:37.944>what's <00:08:38.052>the <00:08:38.159>reality,

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<00:08:38.390>um <00:08:38.391>to <00:08:38.393>talk <00:08:38.394>about <00:08:38.395>what's <00:08:38.397>the <00:08:38.399>reality,

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<00:08:38.400>um <00:08:38.493>to <00:08:38.586>talk <00:08:38.680>about <00:08:38.773>what's <00:08:38.867>the <00:08:38.960>reality, <00:08:39.054>what <00:08:39.147>does <00:08:39.241>what <00:08:39.334>is <00:08:39.428>what <00:08:39.521>is <00:08:39.615>actually

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<00:08:39.750>what <00:08:39.751>does <00:08:39.753>what <00:08:39.754>is <00:08:39.756>what <00:08:39.757>is <00:08:39.759>actually

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<00:08:39.760>what <00:08:39.876>does <00:08:39.993>what <00:08:40.110>is <00:08:40.226>what <00:08:40.343>is <00:08:40.460>actually <00:08:40.576>happening <00:08:40.693>out <00:08:40.809>there <00:08:40.926>in <00:08:41.043>an <00:08:41.159>industry.

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<00:08:41.870>happening <00:08:41.871>out <00:08:41.873>there <00:08:41.875>in <00:08:41.877>an <00:08:41.879>industry.

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<00:08:41.880>happening <00:08:41.987>out <00:08:42.095>there <00:08:42.203>in <00:08:42.310>an <00:08:42.418>industry. <00:08:42.526>And <00:08:42.633>also <00:08:42.741>some <00:08:42.849>fresh <00:08:42.956>research <00:08:43.064>on <00:08:43.172>AI <00:08:43.280>and

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<00:08:45.310>And <00:08:45.311>also <00:08:45.312>some <00:08:45.313>fresh <00:08:45.315>research <00:08:45.316>on <00:08:45.317>AI <00:08:45.319>and

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<00:08:45.320>And <00:08:45.420>also <00:08:45.520>some <00:08:45.620>fresh <00:08:45.720>research <00:08:45.820>on <00:08:45.920>AI <00:08:46.020>and <00:08:46.120>what <00:08:46.220>the <00:08:46.320>second-order <00:08:46.420>effects <00:08:46.520>are <00:08:46.620>on <00:08:46.720>our

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<00:08:46.910>what <00:08:46.911>the <00:08:46.913>second-order <00:08:46.914>effects <00:08:46.915>are <00:08:46.917>on <00:08:46.919>our

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<00:08:46.920>what <00:08:47.047>the <00:08:47.174>second-order <00:08:47.301>effects <00:08:47.429>are <00:08:47.556>on <00:08:47.683>our <00:08:47.810>organizations <00:08:47.938>and <00:08:48.065>on <00:08:48.192>our <00:08:48.319>teams.

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<00:08:50.230>organizations <00:08:50.232>and <00:08:50.234>on <00:08:50.236>our <00:08:50.239>teams.

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<00:08:50.240>organizations <00:08:50.367>and <00:08:50.494>on <00:08:50.621>our <00:08:50.749>teams. <00:08:50.876>This <00:08:51.003>can <00:08:51.130>help <00:08:51.258>us <00:08:51.385>understand <00:08:51.512>what <00:08:51.640>success

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<00:08:52.710>This <00:08:52.711>can <00:08:52.713>help <00:08:52.714>us <00:08:52.716>understand <00:08:52.717>what <00:08:52.719>success

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<00:08:52.720>This <00:08:52.820>can <00:08:52.920>help <00:08:53.020>us <00:08:53.120>understand <00:08:53.220>what <00:08:53.320>success <00:08:53.420>looks <00:08:53.520>like, <00:08:53.620>and <00:08:53.720>it <00:08:53.820>can <00:08:53.920>also <00:08:54.020>help <00:08:54.120>us

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<00:08:54.910>looks <00:08:54.911>like, <00:08:54.912>and <00:08:54.913>it <00:08:54.915>can <00:08:54.916>also <00:08:54.917>help <00:08:54.919>us

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<00:08:54.920>looks <00:08:55.020>like, <00:08:55.120>and <00:08:55.219>it <00:08:55.319>can <00:08:55.420>also <00:08:55.520>help <00:08:55.620>us <00:08:55.719>steer <00:08:55.819>clear <00:08:55.920>of <00:08:56.020>mistakes <00:08:56.120>or <00:08:56.219>pitfalls <00:08:56.319>that

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<00:08:58.390>steer <00:08:58.391>clear <00:08:58.393>of <00:08:58.394>mistakes <00:08:58.396>or <00:08:58.397>pitfalls <00:08:58.399>that

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<00:08:58.400>steer <00:08:58.516>clear <00:08:58.633>of <00:08:58.750>mistakes <00:08:58.866>or <00:08:58.983>pitfalls <00:08:59.100>that <00:08:59.216>other <00:08:59.333>teams <00:08:59.449>have <00:08:59.566>experienced. <00:08:59.683>Can <00:08:59.800>help

00:09:00.150 --> 00:09:00.160 align:start position:0%
<00:09:00.150>other <00:09:00.151>teams <00:09:00.153>have <00:09:00.155>experienced. <00:09:00.157>Can <00:09:00.159>help

00:09:00.160 --> 00:09:02.950 align:start position:0%
<00:09:00.160>other <00:09:00.300>teams <00:09:00.439>have <00:09:00.579>experienced. <00:09:00.719>Can <00:09:00.860>help <00:09:01.000>us <00:09:01.140>identify <00:09:01.280>those <00:09:01.420>failure <00:09:01.560>modes.

00:09:02.950 --> 00:09:02.960 align:start position:0%
<00:09:02.950>us <00:09:02.952>identify <00:09:02.954>those <00:09:02.956>failure <00:09:02.959>modes.

00:09:02.960 --> 00:09:04.270 align:start position:0%
<00:09:02.960>us <00:09:03.195>identify <00:09:03.431>those <00:09:03.667>failure <00:09:03.903>modes. <00:09:04.139>So,

00:09:04.270 --> 00:09:04.280 align:start position:0%
So,

00:09:04.280 --> 00:09:07.270 align:start position:0%
<00:09:04.280>So, <00:09:04.630>we'll <00:09:04.980>start <00:09:05.329>with <00:09:05.680>adoption.

00:09:07.270 --> 00:09:07.280 align:start position:0%
<00:09:07.270>we'll <00:09:07.273>start <00:09:07.276>with <00:09:07.279>adoption.

00:09:07.280 --> 00:09:09.230 align:start position:0%
<00:09:07.280>we'll <00:09:07.407>start <00:09:07.534>with <00:09:07.661>adoption. <00:09:07.789>This <00:09:07.916>should <00:09:08.043>not <00:09:08.170>come <00:09:08.298>as <00:09:08.425>a <00:09:08.552>surprise <00:09:08.680>to

00:09:09.230 --> 00:09:09.240 align:start position:0%
<00:09:09.230>This <00:09:09.231>should <00:09:09.232>not <00:09:09.233>come <00:09:09.235>as <00:09:09.236>a <00:09:09.237>surprise <00:09:09.239>to

00:09:09.240 --> 00:09:11.350 align:start position:0%
<00:09:09.240>This <00:09:09.340>should <00:09:09.440>not <00:09:09.540>come <00:09:09.640>as <00:09:09.740>a <00:09:09.840>surprise <00:09:09.940>to <00:09:10.040>anybody <00:09:10.140>in <00:09:10.240>this <00:09:10.340>room <00:09:10.440>that <00:09:10.540>we've <00:09:10.640>mostly

00:09:11.350 --> 00:09:11.360 align:start position:0%
<00:09:11.350>anybody <00:09:11.351>in <00:09:11.353>this <00:09:11.354>room <00:09:11.356>that <00:09:11.357>we've <00:09:11.359>mostly

00:09:11.360 --> 00:09:12.990 align:start position:0%
<00:09:11.360>anybody <00:09:11.476>in <00:09:11.593>this <00:09:11.710>room <00:09:11.826>that <00:09:11.943>we've <00:09:12.060>mostly <00:09:12.176>reached <00:09:12.293>saturation <00:09:12.410>when <00:09:12.526>it <00:09:12.643>comes <00:09:12.760>to

00:09:12.990 --> 00:09:13.000 align:start position:0%
<00:09:12.990>reached <00:09:12.991>saturation <00:09:12.993>when <00:09:12.995>it <00:09:12.997>comes <00:09:12.999>to

00:09:13.000 --> 00:09:16.270 align:start position:0%
<00:09:13.000>reached <00:09:13.116>saturation <00:09:13.233>when <00:09:13.350>it <00:09:13.466>comes <00:09:13.583>to <00:09:13.700>adoption. <00:09:13.816>Simply <00:09:13.933>using <00:09:14.050>AI <00:09:14.166>does <00:09:14.283>not <00:09:14.400>make

00:09:16.270 --> 00:09:16.280 align:start position:0%
<00:09:16.270>adoption. <00:09:16.271>Simply <00:09:16.273>using <00:09:16.274>AI <00:09:16.276>does <00:09:16.277>not <00:09:16.279>make

00:09:16.280 --> 00:09:18.230 align:start position:0%
<00:09:16.280>adoption. <00:09:16.407>Simply <00:09:16.534>using <00:09:16.661>AI <00:09:16.789>does <00:09:16.916>not <00:09:17.043>make <00:09:17.170>you <00:09:17.298>an <00:09:17.425>early <00:09:17.552>adopter <00:09:17.680>anymore.

00:09:18.230 --> 00:09:18.240 align:start position:0%
<00:09:18.230>you <00:09:18.232>an <00:09:18.234>early <00:09:18.236>adopter <00:09:18.239>anymore.

00:09:18.240 --> 00:09:21.030 align:start position:0%
<00:09:18.240>you <00:09:18.367>an <00:09:18.494>early <00:09:18.621>adopter <00:09:18.749>anymore. <00:09:18.876>It <00:09:19.003>is <00:09:19.130>not <00:09:19.258>very <00:09:19.385>significant. <00:09:19.512>Um <00:09:19.640>quarter

00:09:21.030 --> 00:09:21.040 align:start position:0%
<00:09:21.030>It <00:09:21.031>is <00:09:21.033>not <00:09:21.034>very <00:09:21.036>significant. <00:09:21.037>Um <00:09:21.039>quarter

00:09:21.040 --> 00:09:23.110 align:start position:0%
<00:09:21.040>It <00:09:21.156>is <00:09:21.273>not <00:09:21.390>very <00:09:21.506>significant. <00:09:21.623>Um <00:09:21.740>quarter <00:09:21.856>over <00:09:21.973>quarter <00:09:22.089>from <00:09:22.206>a <00:09:22.323>couple <00:09:22.439>independent

00:09:23.110 --> 00:09:23.120 align:start position:0%
<00:09:23.110>over <00:09:23.111>quarter <00:09:23.113>from <00:09:23.115>a <00:09:23.117>couple <00:09:23.119>independent

00:09:23.120 --> 00:09:25.070 align:start position:0%
<00:09:23.120>over <00:09:23.236>quarter <00:09:23.353>from <00:09:23.470>a <00:09:23.586>couple <00:09:23.703>independent <00:09:23.820>studies, <00:09:23.936>one <00:09:24.053>coming <00:09:24.170>from <00:09:24.286>DX, <00:09:24.403>another <00:09:24.520>one

00:09:25.070 --> 00:09:25.080 align:start position:0%
<00:09:25.070>studies, <00:09:25.071>one <00:09:25.073>coming <00:09:25.074>from <00:09:25.076>DX, <00:09:25.077>another <00:09:25.079>one

00:09:25.080 --> 00:09:26.790 align:start position:0%
<00:09:25.080>studies, <00:09:25.196>one <00:09:25.313>coming <00:09:25.430>from <00:09:25.546>DX, <00:09:25.663>another <00:09:25.780>one <00:09:25.896>coming <00:09:26.013>from <00:09:26.130>Dora, <00:09:26.246>and <00:09:26.363>various <00:09:26.480>other

00:09:26.790 --> 00:09:26.800 align:start position:0%
<00:09:26.790>coming <00:09:26.791>from <00:09:26.793>Dora, <00:09:26.795>and <00:09:26.797>various <00:09:26.799>other

00:09:26.800 --> 00:09:28.190 align:start position:0%
<00:09:26.800>coming <00:09:26.956>from <00:09:27.112>Dora, <00:09:27.269>and <00:09:27.425>various <00:09:27.581>other <00:09:27.738>studies <00:09:27.894>that <00:09:28.051>have

00:09:28.190 --> 00:09:28.200 align:start position:0%
<00:09:28.190>studies <00:09:28.194>that <00:09:28.199>have

00:09:28.200 --> 00:09:29.310 align:start position:0%
<00:09:28.200>studies <00:09:28.324>that <00:09:28.449>have <00:09:28.574>um <00:09:28.699>asked <00:09:28.824>[clears <00:09:28.949>throat] <00:09:29.074>developers <00:09:29.199>or

00:09:29.310 --> 00:09:29.320 align:start position:0%
<00:09:29.310>um <00:09:29.311>asked <00:09:29.313>[clears <00:09:29.315>throat] <00:09:29.317>developers <00:09:29.319>or

00:09:29.320 --> 00:09:32.110 align:start position:0%
<00:09:29.320>um <00:09:29.427>asked <00:09:29.535>[clears <00:09:29.643>throat] <00:09:29.750>developers <00:09:29.858>or <00:09:29.966>looked <00:09:30.073>at <00:09:30.181>usage <00:09:30.289>data <00:09:30.396>find <00:09:30.504>that <00:09:30.612>about <00:09:30.720>90%

00:09:32.110 --> 00:09:32.120 align:start position:0%
<00:09:32.110>looked <00:09:32.111>at <00:09:32.112>usage <00:09:32.113>data <00:09:32.115>find <00:09:32.116>that <00:09:32.117>about <00:09:32.119>90%

00:09:32.120 --> 00:09:33.710 align:start position:0%
<00:09:32.120>looked <00:09:32.213>at <00:09:32.306>usage <00:09:32.400>data <00:09:32.493>find <00:09:32.586>that <00:09:32.680>about <00:09:32.773>90% <00:09:32.866>of <00:09:32.960>developers <00:09:33.053>are <00:09:33.146>using <00:09:33.240>AI <00:09:33.333>to <00:09:33.426>get <00:09:33.520>their

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<00:09:33.710>of <00:09:33.711>developers <00:09:33.712>are <00:09:33.713>using <00:09:33.715>AI <00:09:33.716>to <00:09:33.717>get <00:09:33.719>their

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<00:09:33.720>of <00:09:33.875>developers <00:09:34.031>are <00:09:34.186>using <00:09:34.342>AI <00:09:34.497>to <00:09:34.653>get <00:09:34.808>their <00:09:34.964>work <00:09:35.120>done.

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<00:09:35.390>work <00:09:35.399>done.

00:09:35.400 --> 00:09:37.390 align:start position:0%
<00:09:35.400>work <00:09:35.600>done. <00:09:35.800>So, <00:09:36.000>this <00:09:36.199>has <00:09:36.400>remained <00:09:36.600>pretty <00:09:36.800>stagnant,

00:09:37.390 --> 00:09:37.400 align:start position:0%
<00:09:37.390>So, <00:09:37.391>this <00:09:37.393>has <00:09:37.395>remained <00:09:37.397>pretty <00:09:37.399>stagnant,

00:09:37.400 --> 00:09:39.870 align:start position:0%
<00:09:37.400>So, <00:09:37.516>this <00:09:37.633>has <00:09:37.750>remained <00:09:37.866>pretty <00:09:37.983>stagnant, <00:09:38.100>this <00:09:38.216>90% <00:09:38.333>over <00:09:38.449>the <00:09:38.566>last <00:09:38.683>few <00:09:38.800>quarters.

00:09:39.870 --> 00:09:39.880 align:start position:0%
<00:09:39.870>this <00:09:39.871>90% <00:09:39.873>over <00:09:39.874>the <00:09:39.876>last <00:09:39.877>few <00:09:39.879>quarters.

00:09:39.880 --> 00:09:42.190 align:start position:0%
<00:09:39.880>this <00:09:39.996>90% <00:09:40.113>over <00:09:40.230>the <00:09:40.346>last <00:09:40.463>few <00:09:40.580>quarters. <00:09:40.696>There <00:09:40.813>are <00:09:40.930>definitely <00:09:41.046>some <00:09:41.163>holdouts. <00:09:41.280>Um

00:09:42.190 --> 00:09:42.200 align:start position:0%
<00:09:42.190>There <00:09:42.191>are <00:09:42.193>definitely <00:09:42.195>some <00:09:42.197>holdouts. <00:09:42.199>Um

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<00:09:42.200>There <00:09:42.301>are <00:09:42.403>definitely <00:09:42.505>some <00:09:42.607>holdouts. <00:09:42.708>Um <00:09:42.810>you <00:09:42.912>can <00:09:43.014>probably <00:09:43.115>think <00:09:43.217>of <00:09:43.319>them <00:09:43.421>in <00:09:43.522>your

00:09:43.670 --> 00:09:43.680 align:start position:0%
<00:09:43.670>you <00:09:43.671>can <00:09:43.672>probably <00:09:43.673>think <00:09:43.675>of <00:09:43.676>them <00:09:43.677>in <00:09:43.679>your

00:09:43.680 --> 00:09:45.430 align:start position:0%
<00:09:43.680>you <00:09:43.780>can <00:09:43.880>probably <00:09:43.979>think <00:09:44.079>of <00:09:44.180>them <00:09:44.280>in <00:09:44.380>your <00:09:44.479>own <00:09:44.579>company. <00:09:44.680>Maybe <00:09:44.780>you <00:09:44.880>are <00:09:44.979>one <00:09:45.079>sitting

00:09:45.430 --> 00:09:45.440 align:start position:0%
<00:09:45.430>own <00:09:45.431>company. <00:09:45.433>Maybe <00:09:45.434>you <00:09:45.436>are <00:09:45.437>one <00:09:45.439>sitting

00:09:45.440 --> 00:09:46.910 align:start position:0%
<00:09:45.440>own <00:09:45.560>company. <00:09:45.680>Maybe <00:09:45.800>you <00:09:45.921>are <00:09:46.041>one <00:09:46.161>sitting <00:09:46.281>in <00:09:46.402>this <00:09:46.522>room <00:09:46.642>right <00:09:46.762>now.

00:09:46.910 --> 00:09:46.920 align:start position:0%
<00:09:46.910>in <00:09:46.912>this <00:09:46.914>room <00:09:46.916>right <00:09:46.919>now.

00:09:46.920 --> 00:09:49.230 align:start position:0%
<00:09:46.920>in <00:09:47.047>this <00:09:47.174>room <00:09:47.301>right <00:09:47.429>now. <00:09:47.556>Um <00:09:47.683>but <00:09:47.810>more <00:09:47.938>or <00:09:48.065>less, <00:09:48.192>we <00:09:48.319>are

00:09:49.230 --> 00:09:49.240 align:start position:0%
<00:09:49.230>Um <00:09:49.231>but <00:09:49.233>more <00:09:49.234>or <00:09:49.236>less, <00:09:49.237>we <00:09:49.239>are

00:09:49.240 --> 00:09:51.910 align:start position:0%
<00:09:49.240>Um <00:09:49.356>but <00:09:49.473>more <00:09:49.590>or <00:09:49.706>less, <00:09:49.823>we <00:09:49.940>are <00:09:50.056>using <00:09:50.173>AI <00:09:50.290>to <00:09:50.406>get <00:09:50.523>work <00:09:50.640>done.

00:09:51.910 --> 00:09:51.920 align:start position:0%
<00:09:51.910>using <00:09:51.911>AI <00:09:51.913>to <00:09:51.915>get <00:09:51.917>work <00:09:51.919>done.

00:09:51.920 --> 00:09:54.310 align:start position:0%
<00:09:51.920>using <00:09:52.027>AI <00:09:52.135>to <00:09:52.243>get <00:09:52.350>work <00:09:52.458>done. <00:09:52.566>What <00:09:52.673>is <00:09:52.781>changing <00:09:52.889>though <00:09:52.996>is <00:09:53.104>the <00:09:53.212>type <00:09:53.319>of

00:09:54.310 --> 00:09:54.320 align:start position:0%
<00:09:54.310>What <00:09:54.311>is <00:09:54.312>changing <00:09:54.313>though <00:09:54.315>is <00:09:54.316>the <00:09:54.317>type <00:09:54.319>of

00:09:54.320 --> 00:09:56.990 align:start position:0%
<00:09:54.320>What <00:09:54.427>is <00:09:54.535>changing <00:09:54.643>though <00:09:54.750>is <00:09:54.858>the <00:09:54.966>type <00:09:55.073>of <00:09:55.181>AI <00:09:55.289>and <00:09:55.396>how <00:09:55.504>we're <00:09:55.612>using <00:09:55.720>AI.

00:09:56.990 --> 00:09:57.000 align:start position:0%
<00:09:56.990>AI <00:09:56.991>and <00:09:56.993>how <00:09:56.995>we're <00:09:56.997>using <00:09:56.999>AI.

00:09:57.000 --> 00:09:59.990 align:start position:0%
<00:09:57.000>AI <00:09:57.107>and <00:09:57.215>how <00:09:57.323>we're <00:09:57.430>using <00:09:57.538>AI. <00:09:57.646>So, <00:09:57.753>we <00:09:57.861>started <00:09:57.969>with <00:09:58.076>code <00:09:58.184>complete <00:09:58.292>in <00:09:58.400>the

00:09:59.990 --> 00:10:00.000 align:start position:0%
<00:09:59.990>So, <00:09:59.991>we <00:09:59.992>started <00:09:59.993>with <00:09:59.995>code <00:09:59.996>complete <00:09:59.997>in <00:09:59.999>the

00:10:00.000 --> 00:10:01.470 align:start position:0%
<00:10:00.000>So, <00:10:00.165>we <00:10:00.330>started <00:10:00.496>with <00:10:00.661>code <00:10:00.826>complete <00:10:00.992>in <00:10:01.157>the <00:10:01.323>IDE,

00:10:01.470 --> 00:10:01.480 align:start position:0%
IDE,

00:10:01.480 --> 00:10:03.150 align:start position:0%
<00:10:01.480>IDE, <00:10:01.946>more <00:10:02.413>or <00:10:02.880>less.

00:10:03.150 --> 00:10:03.160 align:start position:0%
<00:10:03.150>more <00:10:03.154>or <00:10:03.159>less.

00:10:03.160 --> 00:10:06.310 align:start position:0%
<00:10:03.160>more <00:10:03.300>or <00:10:03.439>less. <00:10:03.579>Then <00:10:03.719>we <00:10:03.860>moved <00:10:04.000>on <00:10:04.140>maybe <00:10:04.280>to <00:10:04.420>the <00:10:04.560>CLI,

00:10:06.310 --> 00:10:06.320 align:start position:0%
<00:10:06.310>Then <00:10:06.311>we <00:10:06.312>moved <00:10:06.313>on <00:10:06.315>maybe <00:10:06.316>to <00:10:06.317>the <00:10:06.319>CLI,

00:10:06.320 --> 00:10:07.750 align:start position:0%
<00:10:06.320>Then <00:10:06.419>we <00:10:06.518>moved <00:10:06.617>on <00:10:06.716>maybe <00:10:06.815>to <00:10:06.914>the <00:10:07.013>CLI, <00:10:07.112>um <00:10:07.211>some <00:10:07.310>local <00:10:07.409>agents <00:10:07.508>that <00:10:07.607>were

00:10:07.750 --> 00:10:07.760 align:start position:0%
<00:10:07.750>um <00:10:07.751>some <00:10:07.753>local <00:10:07.755>agents <00:10:07.757>that <00:10:07.759>were

00:10:07.760 --> 00:10:09.390 align:start position:0%
<00:10:07.760>um <00:10:07.887>some <00:10:08.014>local <00:10:08.141>agents <00:10:08.269>that <00:10:08.396>were <00:10:08.523>synchronous. <00:10:08.650>Maybe <00:10:08.778>you <00:10:08.905>had <00:10:09.032>those <00:10:09.160>running

00:10:09.390 --> 00:10:09.400 align:start position:0%
<00:10:09.390>synchronous. <00:10:09.391>Maybe <00:10:09.393>you <00:10:09.395>had <00:10:09.397>those <00:10:09.399>running

00:10:09.400 --> 00:10:11.510 align:start position:0%
<00:10:09.400>synchronous. <00:10:09.527>Maybe <00:10:09.654>you <00:10:09.781>had <00:10:09.909>those <00:10:10.036>running <00:10:10.163>in <00:10:10.290>in <00:10:10.418>your <00:10:10.545>IDE <00:10:10.672>as <00:10:10.800>well.

00:10:11.510 --> 00:10:11.520 align:start position:0%
<00:10:11.510>in <00:10:11.511>in <00:10:11.513>your <00:10:11.515>IDE <00:10:11.517>as <00:10:11.519>well.

00:10:11.520 --> 00:10:13.310 align:start position:0%
<00:10:11.520>in <00:10:11.620>in <00:10:11.720>your <00:10:11.819>IDE <00:10:11.920>as <00:10:12.020>well. <00:10:12.120>And <00:10:12.220>now <00:10:12.319>we <00:10:12.420>are <00:10:12.520>reaching <00:10:12.620>a <00:10:12.720>point <00:10:12.819>where <00:10:12.920>we

00:10:13.310 --> 00:10:13.320 align:start position:0%
<00:10:13.310>And <00:10:13.311>now <00:10:13.312>we <00:10:13.313>are <00:10:13.314>reaching <00:10:13.315>a <00:10:13.316>point <00:10:13.317>where <00:10:13.319>we

00:10:13.320 --> 00:10:15.190 align:start position:0%
<00:10:13.320>And <00:10:13.427>now <00:10:13.535>we <00:10:13.643>are <00:10:13.750>reaching <00:10:13.858>a <00:10:13.966>point <00:10:14.073>where <00:10:14.181>we <00:10:14.289>can <00:10:14.396>have <00:10:14.504>remotely <00:10:14.612>executing <00:10:14.720>autonomous

00:10:15.190 --> 00:10:15.200 align:start position:0%
<00:10:15.190>can <00:10:15.192>have <00:10:15.194>remotely <00:10:15.196>executing <00:10:15.199>autonomous

00:10:15.200 --> 00:10:16.750 align:start position:0%
<00:10:15.200>can <00:10:15.479>have <00:10:15.758>remotely <00:10:16.037>executing <00:10:16.316>autonomous <00:10:16.595>agents.

00:10:16.750 --> 00:10:16.760 align:start position:0%
agents.

00:10:16.760 --> 00:10:18.390 align:start position:0%
<00:10:16.760>agents. <00:10:16.960>This <00:10:17.160>data <00:10:17.360>is <00:10:17.560>from <00:10:17.760>Jellyfish, <00:10:17.960>which <00:10:18.160>is

00:10:18.390 --> 00:10:18.400 align:start position:0%
<00:10:18.390>This <00:10:18.391>data <00:10:18.393>is <00:10:18.394>from <00:10:18.396>Jellyfish, <00:10:18.397>which <00:10:18.399>is

00:10:18.400 --> 00:10:19.950 align:start position:0%
<00:10:18.400>This <00:10:18.539>data <00:10:18.679>is <00:10:18.818>from <00:10:18.958>Jellyfish, <00:10:19.097>which <00:10:19.237>is <00:10:19.376>another <00:10:19.516>uh <00:10:19.655>software <00:10:19.795>engineering

00:10:19.950 --> 00:10:19.960 align:start position:0%
<00:10:19.950>another <00:10:19.953>uh <00:10:19.956>software <00:10:19.959>engineering

00:10:19.960 --> 00:10:21.630 align:start position:0%
<00:10:19.960>another <00:10:20.135>uh <00:10:20.310>software <00:10:20.485>engineering <00:10:20.660>intelligence <00:10:20.835>company, <00:10:21.010>much <00:10:21.185>like <00:10:21.360>DX,

00:10:21.630 --> 00:10:21.640 align:start position:0%
<00:10:21.630>intelligence <00:10:21.632>company, <00:10:21.634>much <00:10:21.636>like <00:10:21.639>DX,

00:10:21.640 --> 00:10:24.510 align:start position:0%
<00:10:21.640>intelligence <00:10:21.767>company, <00:10:21.894>much <00:10:22.021>like <00:10:22.149>DX, <00:10:22.276>which <00:10:22.403>I <00:10:22.530>uh <00:10:22.658>mentioned <00:10:22.785>before. <00:10:22.912>And <00:10:23.040>looking

00:10:24.510 --> 00:10:24.520 align:start position:0%
<00:10:24.510>which <00:10:24.511>I <00:10:24.513>uh <00:10:24.514>mentioned <00:10:24.516>before. <00:10:24.517>And <00:10:24.519>looking

00:10:24.520 --> 00:10:26.670 align:start position:0%
<00:10:24.520>which <00:10:24.620>I <00:10:24.720>uh <00:10:24.819>mentioned <00:10:24.920>before. <00:10:25.020>And <00:10:25.120>looking <00:10:25.220>at <00:10:25.319>the <00:10:25.420>number, <00:10:25.520>or <00:10:25.620>sorry, <00:10:25.720>the <00:10:25.819>percent <00:10:25.920>of

00:10:26.670 --> 00:10:26.680 align:start position:0%
<00:10:26.670>at <00:10:26.671>the <00:10:26.672>number, <00:10:26.673>or <00:10:26.675>sorry, <00:10:26.676>the <00:10:26.677>percent <00:10:26.679>of

00:10:26.680 --> 00:10:29.390 align:start position:0%
<00:10:26.680>at <00:10:26.796>the <00:10:26.913>number, <00:10:27.030>or <00:10:27.146>sorry, <00:10:27.263>the <00:10:27.380>percent <00:10:27.496>of <00:10:27.613>PRs <00:10:27.729>with <00:10:27.846>autonomous <00:10:27.963>agent <00:10:28.079>involvement,

00:10:29.390 --> 00:10:29.400 align:start position:0%
<00:10:29.390>PRs <00:10:29.392>with <00:10:29.394>autonomous <00:10:29.396>agent <00:10:29.399>involvement,

00:10:29.400 --> 00:10:31.150 align:start position:0%
<00:10:29.400>PRs <00:10:29.516>with <00:10:29.633>autonomous <00:10:29.750>agent <00:10:29.866>involvement, <00:10:29.983>and <00:10:30.100>looking <00:10:30.216>at <00:10:30.333>them <00:10:30.449>by <00:10:30.566>the <00:10:30.683>decile, <00:10:30.800>so

00:10:31.150 --> 00:10:31.160 align:start position:0%
<00:10:31.150>and <00:10:31.151>looking <00:10:31.152>at <00:10:31.153>them <00:10:31.155>by <00:10:31.156>the <00:10:31.157>decile, <00:10:31.159>so

00:10:31.160 --> 00:10:33.270 align:start position:0%
<00:10:31.160>and <00:10:31.260>looking <00:10:31.360>at <00:10:31.459>them <00:10:31.560>by <00:10:31.660>the <00:10:31.760>decile, <00:10:31.860>so <00:10:31.959>the <00:10:32.060>percentile, <00:10:32.160>more <00:10:32.260>or <00:10:32.360>less, <00:10:32.459>that <00:10:32.560>that

00:10:33.270 --> 00:10:33.280 align:start position:0%
<00:10:33.270>the <00:10:33.271>percentile, <00:10:33.273>more <00:10:33.274>or <00:10:33.276>less, <00:10:33.277>that <00:10:33.279>that

00:10:33.280 --> 00:10:35.190 align:start position:0%
<00:10:33.280>the <00:10:33.435>percentile, <00:10:33.591>more <00:10:33.746>or <00:10:33.902>less, <00:10:34.057>that <00:10:34.213>that <00:10:34.368>the <00:10:34.524>company's <00:10:34.680>fallen.

00:10:35.190 --> 00:10:35.200 align:start position:0%
<00:10:35.190>the <00:10:35.194>company's <00:10:35.199>fallen.

00:10:35.200 --> 00:10:38.430 align:start position:0%
<00:10:35.200>the <00:10:35.327>company's <00:10:35.454>fallen. <00:10:35.581>We <00:10:35.709>have <00:10:35.836>now <00:10:35.963>40% <00:10:36.090>of <00:10:36.218>PRs, <00:10:36.345>this <00:10:36.472>is <00:10:36.600>looking

00:10:38.430 --> 00:10:38.440 align:start position:0%
<00:10:38.430>We <00:10:38.431>have <00:10:38.432>now <00:10:38.433>40% <00:10:38.434>of <00:10:38.435>PRs, <00:10:38.436>this <00:10:38.437>is <00:10:38.439>looking

00:10:38.440 --> 00:10:39.790 align:start position:0%
<00:10:38.440>We <00:10:38.561>have <00:10:38.683>now <00:10:38.804>40% <00:10:38.926>of <00:10:39.047>PRs, <00:10:39.169>this <00:10:39.290>is <00:10:39.412>looking <00:10:39.533>at <00:10:39.655>um

00:10:39.790 --> 00:10:39.800 align:start position:0%
<00:10:39.790>at <00:10:39.799>um

00:10:39.800 --> 00:10:41.870 align:start position:0%
<00:10:39.800>at <00:10:39.955>um <00:10:40.111>at <00:10:40.266>the <00:10:40.422>PR <00:10:40.577>data <00:10:40.733>directly, <00:10:40.888>have <00:10:41.044>some <00:10:41.199>kind

00:10:41.870 --> 00:10:41.880 align:start position:0%
<00:10:41.870>at <00:10:41.871>the <00:10:41.872>PR <00:10:41.873>data <00:10:41.875>directly, <00:10:41.876>have <00:10:41.877>some <00:10:41.879>kind

00:10:41.880 --> 00:10:44.350 align:start position:0%
<00:10:41.880>at <00:10:41.987>the <00:10:42.095>PR <00:10:42.203>data <00:10:42.310>directly, <00:10:42.418>have <00:10:42.526>some <00:10:42.633>kind <00:10:42.741>of <00:10:42.849>autonomous <00:10:42.956>agent <00:10:43.064>involvement. <00:10:43.172>That <00:10:43.280>is

00:10:44.350 --> 00:10:44.360 align:start position:0%
<00:10:44.350>of <00:10:44.351>autonomous <00:10:44.353>agent <00:10:44.355>involvement. <00:10:44.357>That <00:10:44.359>is

00:10:44.360 --> 00:10:47.310 align:start position:0%
<00:10:44.360>of <00:10:44.500>autonomous <00:10:44.640>agent <00:10:44.780>involvement. <00:10:44.920>That <00:10:45.060>is <00:10:45.200>rising <00:10:45.340>since <00:10:45.480>January <00:10:45.620>incredibly <00:10:45.760>sharply,

00:10:47.310 --> 00:10:47.320 align:start position:0%
<00:10:47.310>rising <00:10:47.312>since <00:10:47.314>January <00:10:47.316>incredibly <00:10:47.319>sharply,

00:10:47.320 --> 00:10:50.310 align:start position:0%
<00:10:47.320>rising <00:10:47.495>since <00:10:47.670>January <00:10:47.845>incredibly <00:10:48.020>sharply, <00:10:48.195>we <00:10:48.370>can <00:10:48.545>see <00:10:48.720>here.

00:10:50.320 --> 00:10:52.430 align:start position:0%
<00:10:50.320>Oftentimes <00:10:50.600>when <00:10:50.880>I <00:10:51.160>share <00:10:51.440>information <00:10:51.720>like

00:10:52.430 --> 00:10:52.440 align:start position:0%
<00:10:52.430>Oftentimes <00:10:52.431>when <00:10:52.433>I <00:10:52.435>share <00:10:52.437>information <00:10:52.439>like

00:10:52.440 --> 00:10:55.670 align:start position:0%
<00:10:52.440>Oftentimes <00:10:52.556>when <00:10:52.673>I <00:10:52.790>share <00:10:52.906>information <00:10:53.023>like <00:10:53.140>this <00:10:53.256>with <00:10:53.373>companies <00:10:53.490>or <00:10:53.606>with <00:10:53.723>leaders, <00:10:53.840>um

00:10:55.670 --> 00:10:55.680 align:start position:0%
<00:10:55.670>this <00:10:55.671>with <00:10:55.673>companies <00:10:55.674>or <00:10:55.675>with <00:10:55.677>leaders, <00:10:55.679>um

00:10:55.680 --> 00:10:56.910 align:start position:0%
<00:10:55.680>this <00:10:55.765>with <00:10:55.850>companies <00:10:55.935>or <00:10:56.020>with <00:10:56.105>leaders, <00:10:56.190>um <00:10:56.276>some <00:10:56.361>of <00:10:56.446>the <00:10:56.531>pushback <00:10:56.616>or <00:10:56.701>kind <00:10:56.786>of

00:10:56.910 --> 00:10:56.920 align:start position:0%
<00:10:56.910>some <00:10:56.911>of <00:10:56.913>the <00:10:56.914>pushback <00:10:56.915>or <00:10:56.917>kind <00:10:56.919>of

00:10:56.920 --> 00:10:58.750 align:start position:0%
<00:10:56.920>some <00:10:57.036>of <00:10:57.153>the <00:10:57.270>pushback <00:10:57.386>or <00:10:57.503>kind <00:10:57.620>of <00:10:57.736>skepticism <00:10:57.853>that <00:10:57.969>I <00:10:58.086>encounter <00:10:58.203>is <00:10:58.319>that,

00:10:58.750 --> 00:10:58.760 align:start position:0%
<00:10:58.750>skepticism <00:10:58.751>that <00:10:58.753>I <00:10:58.755>encounter <00:10:58.757>is <00:10:58.759>that,

00:10:58.760 --> 00:11:01.110 align:start position:0%
<00:10:58.760>skepticism <00:10:58.876>that <00:10:58.993>I <00:10:59.110>encounter <00:10:59.226>is <00:10:59.343>that, <00:10:59.460>well, <00:10:59.576>this <00:10:59.693>is <00:10:59.810>really <00:10:59.926>just <00:11:00.043>for <00:11:00.160>startups.

00:11:01.110 --> 00:11:01.120 align:start position:0%
<00:11:01.110>well, <00:11:01.111>this <00:11:01.113>is <00:11:01.114>really <00:11:01.116>just <00:11:01.117>for <00:11:01.119>startups.

00:11:01.120 --> 00:11:02.630 align:start position:0%
<00:11:01.120>well, <00:11:01.233>this <00:11:01.346>is <00:11:01.459>really <00:11:01.573>just <00:11:01.686>for <00:11:01.799>startups. <00:11:01.912>It's <00:11:02.026>really <00:11:02.139>just <00:11:02.252>startups <00:11:02.365>and <00:11:02.479>smaller

00:11:02.630 --> 00:11:02.640 align:start position:0%
<00:11:02.630>It's <00:11:02.631>really <00:11:02.633>just <00:11:02.635>startups <00:11:02.637>and <00:11:02.639>smaller

00:11:02.640 --> 00:11:04.750 align:start position:0%
<00:11:02.640>It's <00:11:02.767>really <00:11:02.894>just <00:11:03.021>startups <00:11:03.149>and <00:11:03.276>smaller <00:11:03.403>companies <00:11:03.530>that <00:11:03.658>don't <00:11:03.785>have <00:11:03.912>legacy <00:11:04.040>code,

00:11:04.750 --> 00:11:04.760 align:start position:0%
<00:11:04.750>companies <00:11:04.751>that <00:11:04.753>don't <00:11:04.755>have <00:11:04.757>legacy <00:11:04.759>code,

00:11:04.760 --> 00:11:06.070 align:start position:0%
<00:11:04.760>companies <00:11:04.877>that <00:11:04.995>don't <00:11:05.113>have <00:11:05.231>legacy <00:11:05.349>code, <00:11:05.467>they <00:11:05.585>don't <00:11:05.703>have <00:11:05.821>brownfield <00:11:05.939>projects,

00:11:06.070 --> 00:11:06.080 align:start position:0%
<00:11:06.070>they <00:11:06.072>don't <00:11:06.074>have <00:11:06.076>brownfield <00:11:06.079>projects,

00:11:06.080 --> 00:11:08.430 align:start position:0%
<00:11:06.080>they <00:11:06.207>don't <00:11:06.334>have <00:11:06.461>brownfield <00:11:06.589>projects, <00:11:06.716>they <00:11:06.843>don't <00:11:06.970>have <00:11:07.098>problems <00:11:07.225>like <00:11:07.352>I <00:11:07.480>have.

00:11:08.430 --> 00:11:08.440 align:start position:0%
<00:11:08.430>they <00:11:08.431>don't <00:11:08.433>have <00:11:08.434>problems <00:11:08.436>like <00:11:08.437>I <00:11:08.439>have.

00:11:08.440 --> 00:11:10.750 align:start position:0%
<00:11:08.440>they <00:11:08.595>don't <00:11:08.751>have <00:11:08.906>problems <00:11:09.062>like <00:11:09.217>I <00:11:09.373>have. <00:11:09.528>They're <00:11:09.684>using <00:11:09.840>AI.

00:11:10.750 --> 00:11:10.760 align:start position:0%
<00:11:10.750>They're <00:11:10.754>using <00:11:10.759>AI.

00:11:10.760 --> 00:11:13.910 align:start position:0%
<00:11:10.760>They're <00:11:10.876>using <00:11:10.993>AI. <00:11:11.110>I <00:11:11.226>work <00:11:11.343>at <00:11:11.460>AWS. <00:11:11.576>We <00:11:11.693>uh <00:11:11.810>have <00:11:11.926>a <00:11:12.043>a <00:11:12.160>service

00:11:13.910 --> 00:11:13.920 align:start position:0%
<00:11:13.910>I <00:11:13.911>work <00:11:13.911>at <00:11:13.913>AWS. <00:11:13.914>We <00:11:13.915>uh <00:11:13.915>have <00:11:13.916>a <00:11:13.918>a <00:11:13.919>service

00:11:13.920 --> 00:11:16.070 align:start position:0%
<00:11:13.920>I <00:11:14.013>work <00:11:14.106>at <00:11:14.199>AWS. <00:11:14.293>We <00:11:14.386>uh <00:11:14.479>have <00:11:14.573>a <00:11:14.666>a <00:11:14.760>service <00:11:14.853>called <00:11:14.946>Amazon <00:11:15.040>Bedrock, <00:11:15.133>where <00:11:15.226>a <00:11:15.319>hundred

00:11:16.070 --> 00:11:16.080 align:start position:0%
<00:11:16.070>called <00:11:16.071>Amazon <00:11:16.073>Bedrock, <00:11:16.075>where <00:11:16.077>a <00:11:16.079>hundred

00:11:16.080 --> 00:11:18.190 align:start position:0%
<00:11:16.080>called <00:11:16.196>Amazon <00:11:16.313>Bedrock, <00:11:16.430>where <00:11:16.546>a <00:11:16.663>hundred <00:11:16.780>uh <00:11:16.896>Fortune <00:11:17.013>100 <00:11:17.130>companies, <00:11:17.246>80% <00:11:17.363>of <00:11:17.480>them

00:11:18.190 --> 00:11:18.200 align:start position:0%
<00:11:18.190>uh <00:11:18.191>Fortune <00:11:18.193>100 <00:11:18.194>companies, <00:11:18.196>80% <00:11:18.197>of <00:11:18.199>them

00:11:18.200 --> 00:11:21.150 align:start position:0%
<00:11:18.200>uh <00:11:18.316>Fortune <00:11:18.433>100 <00:11:18.550>companies, <00:11:18.666>80% <00:11:18.783>of <00:11:18.900>them <00:11:19.016>are <00:11:19.133>using <00:11:19.250>Bedrock <00:11:19.366>to <00:11:19.483>build <00:11:19.600>their

00:11:21.150 --> 00:11:21.160 align:start position:0%
<00:11:21.150>are <00:11:21.151>using <00:11:21.153>Bedrock <00:11:21.155>to <00:11:21.157>build <00:11:21.159>their

00:11:21.160 --> 00:11:23.270 align:start position:0%
<00:11:21.160>are <00:11:21.287>using <00:11:21.414>Bedrock <00:11:21.541>to <00:11:21.669>build <00:11:21.796>their <00:11:21.923>generative <00:11:22.050>AI <00:11:22.178>applications <00:11:22.305>and <00:11:22.432>agents <00:11:22.560>at

00:11:23.270 --> 00:11:23.280 align:start position:0%
<00:11:23.270>generative <00:11:23.271>AI <00:11:23.273>applications <00:11:23.275>and <00:11:23.277>agents <00:11:23.279>at

00:11:23.280 --> 00:11:24.790 align:start position:0%
<00:11:23.280>generative <00:11:23.474>AI <00:11:23.668>applications <00:11:23.862>and <00:11:24.056>agents <00:11:24.250>at <00:11:24.444>production <00:11:24.639>scale.

00:11:24.790 --> 00:11:24.800 align:start position:0%
<00:11:24.790>production <00:11:24.799>scale.

00:11:24.800 --> 00:11:27.270 align:start position:0%
<00:11:24.800>production <00:11:24.955>scale. <00:11:25.111>We <00:11:25.266>also <00:11:25.422>have <00:11:25.577>an <00:11:25.733>IDE <00:11:25.888>called <00:11:26.044>Qiro, <00:11:26.199>which

00:11:27.270 --> 00:11:27.280 align:start position:0%
<00:11:27.270>We <00:11:27.271>also <00:11:27.272>have <00:11:27.273>an <00:11:27.275>IDE <00:11:27.276>called <00:11:27.277>Qiro, <00:11:27.279>which

00:11:27.280 --> 00:11:28.470 align:start position:0%
<00:11:27.280>We <00:11:27.351>also <00:11:27.422>have <00:11:27.494>an <00:11:27.565>IDE <00:11:27.637>called <00:11:27.708>Qiro, <00:11:27.779>which <00:11:27.851>is <00:11:27.922>that <00:11:27.994>cute <00:11:28.065>little <00:11:28.136>ghost <00:11:28.208>that <00:11:28.279>you <00:11:28.351>might

00:11:28.470 --> 00:11:28.480 align:start position:0%
<00:11:28.470>is <00:11:28.471>that <00:11:28.472>cute <00:11:28.473>little <00:11:28.475>ghost <00:11:28.476>that <00:11:28.477>you <00:11:28.479>might

00:11:28.480 --> 00:11:30.630 align:start position:0%
<00:11:28.480>is <00:11:28.573>that <00:11:28.666>cute <00:11:28.760>little <00:11:28.853>ghost <00:11:28.946>that <00:11:29.040>you <00:11:29.133>might <00:11:29.226>be <00:11:29.320>seeing <00:11:29.413>around. <00:11:29.506>This <00:11:29.600>is <00:11:29.693>an <00:11:29.786>agentic <00:11:29.880>IDE

00:11:30.630 --> 00:11:30.640 align:start position:0%
<00:11:30.630>be <00:11:30.631>seeing <00:11:30.632>around. <00:11:30.633>This <00:11:30.635>is <00:11:30.636>an <00:11:30.637>agentic <00:11:30.639>IDE

00:11:30.640 --> 00:11:31.790 align:start position:0%
<00:11:30.640>be <00:11:30.734>seeing <00:11:30.828>around. <00:11:30.922>This <00:11:31.016>is <00:11:31.110>an <00:11:31.204>agentic <00:11:31.298>IDE <00:11:31.392>that's <00:11:31.486>built <00:11:31.580>for <00:11:31.675>professional

00:11:31.790 --> 00:11:31.800 align:start position:0%
<00:11:31.790>that's <00:11:31.793>built <00:11:31.795>for <00:11:31.799>professional

00:11:31.800 --> 00:11:33.710 align:start position:0%
<00:11:31.800>that's <00:11:32.079>built <00:11:32.359>for <00:11:32.640>professional <00:11:32.920>development <00:11:33.199>teams.

00:11:33.710 --> 00:11:33.720 align:start position:0%
<00:11:33.710>development <00:11:33.719>teams.

00:11:33.720 --> 00:11:35.590 align:start position:0%
<00:11:33.720>development <00:11:33.895>teams. <00:11:34.070>Since <00:11:34.245>last <00:11:34.420>quarter, <00:11:34.595>there's <00:11:34.770>been <00:11:34.945>a <00:11:35.120>10x

00:11:35.590 --> 00:11:35.600 align:start position:0%
<00:11:35.590>Since <00:11:35.591>last <00:11:35.593>quarter, <00:11:35.594>there's <00:11:35.596>been <00:11:35.597>a <00:11:35.599>10x

00:11:35.600 --> 00:11:37.950 align:start position:0%
<00:11:35.600>Since <00:11:35.716>last <00:11:35.833>quarter, <00:11:35.950>there's <00:11:36.066>been <00:11:36.183>a <00:11:36.300>10x <00:11:36.416>increase <00:11:36.533>in <00:11:36.650>Cura <00:11:36.766>usage <00:11:36.883>among <00:11:37.000>enterprise

00:11:37.950 --> 00:11:37.960 align:start position:0%
<00:11:37.950>increase <00:11:37.951>in <00:11:37.953>Cura <00:11:37.955>usage <00:11:37.957>among <00:11:37.959>enterprise

00:11:37.960 --> 00:11:40.630 align:start position:0%
<00:11:37.960>increase <00:11:38.076>in <00:11:38.193>Cura <00:11:38.310>usage <00:11:38.426>among <00:11:38.543>enterprise <00:11:38.660>customers. <00:11:38.776>So, <00:11:38.893>this <00:11:39.010>is <00:11:39.126>very <00:11:39.243>subtly <00:11:39.360>not

00:11:40.630 --> 00:11:40.640 align:start position:0%
<00:11:40.630>customers. <00:11:40.631>So, <00:11:40.633>this <00:11:40.634>is <00:11:40.636>very <00:11:40.637>subtly <00:11:40.639>not

00:11:40.640 --> 00:11:42.790 align:start position:0%
<00:11:40.640>customers. <00:11:40.740>So, <00:11:40.840>this <00:11:40.939>is <00:11:41.040>very <00:11:41.140>subtly <00:11:41.240>not <00:11:41.340>just <00:11:41.439>AI <00:11:41.540>is <00:11:41.640>is <00:11:41.740>not <00:11:41.840>just <00:11:41.939>something <00:11:42.040>that's

00:11:42.790 --> 00:11:42.800 align:start position:0%
<00:11:42.790>just <00:11:42.791>AI <00:11:42.792>is <00:11:42.793>is <00:11:42.795>not <00:11:42.796>just <00:11:42.797>something <00:11:42.799>that's

00:11:42.800 --> 00:11:44.990 align:start position:0%
<00:11:42.800>just <00:11:42.907>AI <00:11:43.015>is <00:11:43.123>is <00:11:43.230>not <00:11:43.338>just <00:11:43.446>something <00:11:43.553>that's <00:11:43.661>here <00:11:43.769>for <00:11:43.876>startups <00:11:43.984>or <00:11:44.092>newer <00:11:44.199>companies

00:11:44.990 --> 00:11:45.000 align:start position:0%
<00:11:44.990>here <00:11:44.991>for <00:11:44.993>startups <00:11:44.995>or <00:11:44.997>newer <00:11:44.999>companies

00:11:45.000 --> 00:11:46.270 align:start position:0%
<00:11:45.000>here <00:11:45.095>for <00:11:45.190>startups <00:11:45.285>or <00:11:45.381>newer <00:11:45.476>companies <00:11:45.571>that <00:11:45.666>don't <00:11:45.762>have <00:11:45.857>the <00:11:45.952>baggage. <00:11:46.047>This <00:11:46.143>is

00:11:46.270 --> 00:11:46.280 align:start position:0%
<00:11:46.270>that <00:11:46.271>don't <00:11:46.273>have <00:11:46.274>the <00:11:46.276>baggage. <00:11:46.277>This <00:11:46.279>is

00:11:46.280 --> 00:11:48.310 align:start position:0%
<00:11:46.280>that <00:11:46.396>don't <00:11:46.513>have <00:11:46.630>the <00:11:46.746>baggage. <00:11:46.863>This <00:11:46.980>is <00:11:47.096>very <00:11:47.213>much <00:11:47.329>also <00:11:47.446>arrived <00:11:47.563>in <00:11:47.680>the

00:11:48.310 --> 00:11:48.320 align:start position:0%
<00:11:48.310>very <00:11:48.311>much <00:11:48.313>also <00:11:48.315>arrived <00:11:48.317>in <00:11:48.319>the

00:11:48.320 --> 00:11:52.870 align:start position:0%
<00:11:48.320>very <00:11:48.553>much <00:11:48.786>also <00:11:49.020>arrived <00:11:49.253>in <00:11:49.486>the <00:11:49.720>enterprise.

00:11:52.880 --> 00:11:55.630 align:start position:0%
<00:11:52.880>But, <00:11:53.230>while <00:11:53.580>adoption <00:11:53.930>has <00:11:54.280>scaled,

00:11:55.630 --> 00:11:55.640 align:start position:0%
<00:11:55.630>But, <00:11:55.632>while <00:11:55.634>adoption <00:11:55.636>has <00:11:55.639>scaled,

00:11:55.640 --> 00:12:00.070 align:start position:0%
<00:11:55.640>But, <00:11:55.780>while <00:11:55.920>adoption <00:11:56.060>has <00:11:56.199>scaled, <00:11:56.340>the <00:11:56.480>outcomes <00:11:56.620>haven't <00:11:56.760>scaled <00:11:56.900>as <00:11:57.040>fast.

00:12:00.070 --> 00:12:00.080 align:start position:0%
<00:12:00.070>the <00:12:00.071>outcomes <00:12:00.073>haven't <00:12:00.075>scaled <00:12:00.077>as <00:12:00.079>fast.

00:12:00.080 --> 00:12:02.470 align:start position:0%
<00:12:00.080>the <00:12:00.207>outcomes <00:12:00.334>haven't <00:12:00.461>scaled <00:12:00.589>as <00:12:00.716>fast. <00:12:00.843>We <00:12:00.970>have <00:12:01.098>a <00:12:01.225>lot <00:12:01.352>of <00:12:01.480>leaders

00:12:02.470 --> 00:12:02.480 align:start position:0%
<00:12:02.470>We <00:12:02.471>have <00:12:02.473>a <00:12:02.475>lot <00:12:02.477>of <00:12:02.479>leaders

00:12:02.480 --> 00:12:03.830 align:start position:0%
<00:12:02.480>We <00:12:02.601>have <00:12:02.723>a <00:12:02.844>lot <00:12:02.966>of <00:12:03.087>leaders <00:12:03.209>scratching <00:12:03.330>their <00:12:03.452>heads <00:12:03.573>and <00:12:03.695>thinking,

00:12:03.830 --> 00:12:03.840 align:start position:0%
<00:12:03.830>scratching <00:12:03.832>their <00:12:03.834>heads <00:12:03.836>and <00:12:03.839>thinking,

00:12:03.840 --> 00:12:05.870 align:start position:0%
<00:12:03.840>scratching <00:12:03.967>their <00:12:04.094>heads <00:12:04.221>and <00:12:04.349>thinking, <00:12:04.476>"Well, <00:12:04.603>I <00:12:04.730>have <00:12:04.858>90% <00:12:04.985>adoption <00:12:05.112>in <00:12:05.240>my

00:12:05.870 --> 00:12:05.880 align:start position:0%
<00:12:05.870>"Well, <00:12:05.871>I <00:12:05.873>have <00:12:05.874>90% <00:12:05.876>adoption <00:12:05.877>in <00:12:05.879>my

00:12:05.880 --> 00:12:07.070 align:start position:0%
<00:12:05.880>"Well, <00:12:06.033>I <00:12:06.186>have <00:12:06.339>90% <00:12:06.492>adoption <00:12:06.645>in <00:12:06.798>my <00:12:06.951>company.

00:12:07.070 --> 00:12:07.080 align:start position:0%
company.

00:12:07.080 --> 00:12:09.870 align:start position:0%
<00:12:07.080>company. <00:12:07.235>And <00:12:07.391>so, <00:12:07.546>why <00:12:07.702>why <00:12:07.857>am <00:12:08.013>I <00:12:08.168>not <00:12:08.324>seeing <00:12:08.480>more

00:12:09.870 --> 00:12:09.880 align:start position:0%
<00:12:09.870>And <00:12:09.871>so, <00:12:09.872>why <00:12:09.873>why <00:12:09.874>am <00:12:09.875>I <00:12:09.876>not <00:12:09.877>seeing <00:12:09.879>more

00:12:09.880 --> 00:12:13.710 align:start position:0%
<00:12:09.880>And <00:12:09.973>so, <00:12:10.066>why <00:12:10.160>why <00:12:10.253>am <00:12:10.346>I <00:12:10.439>not <00:12:10.533>seeing <00:12:10.626>more <00:12:10.720>impact <00:12:10.813>to <00:12:10.906>revenue, <00:12:11.000>to <00:12:11.093>user <00:12:11.186>retention, <00:12:11.280>to

00:12:13.710 --> 00:12:13.720 align:start position:0%
<00:12:13.710>impact <00:12:13.711>to <00:12:13.713>revenue, <00:12:13.714>to <00:12:13.716>user <00:12:13.717>retention, <00:12:13.719>to

00:12:13.720 --> 00:12:16.030 align:start position:0%
<00:12:13.720>impact <00:12:13.847>to <00:12:13.974>revenue, <00:12:14.101>to <00:12:14.229>user <00:12:14.356>retention, <00:12:14.483>to <00:12:14.610>quality, <00:12:14.738>or <00:12:14.865>whatever <00:12:14.992>downstream <00:12:15.120>metric

00:12:16.030 --> 00:12:16.040 align:start position:0%
<00:12:16.030>quality, <00:12:16.032>or <00:12:16.034>whatever <00:12:16.036>downstream <00:12:16.039>metric

00:12:16.040 --> 00:12:19.430 align:start position:0%
<00:12:16.040>quality, <00:12:16.214>or <00:12:16.390>whatever <00:12:16.564>downstream <00:12:16.740>metric <00:12:16.915>that <00:12:17.089>they're <00:12:17.265>looking <00:12:17.439>for?"

00:12:19.440 --> 00:12:21.430 align:start position:0%
<00:12:19.440>We <00:12:19.640>can <00:12:19.840>get <00:12:20.040>curious <00:12:20.240>about <00:12:20.440>this. <00:12:20.640>So, <00:12:20.840>this

00:12:21.430 --> 00:12:21.440 align:start position:0%
<00:12:21.430>We <00:12:21.431>can <00:12:21.432>get <00:12:21.433>curious <00:12:21.435>about <00:12:21.436>this. <00:12:21.437>So, <00:12:21.439>this

00:12:21.440 --> 00:12:23.990 align:start position:0%
<00:12:21.440>We <00:12:21.527>can <00:12:21.615>get <00:12:21.702>curious <00:12:21.790>about <00:12:21.877>this. <00:12:21.965>So, <00:12:22.052>this <00:12:22.140>is <00:12:22.227>a <00:12:22.315>graph <00:12:22.402>from <00:12:22.490>a <00:12:22.577>study <00:12:22.665>that <00:12:22.752>was <00:12:22.840>done

00:12:23.990 --> 00:12:24.000 align:start position:0%
<00:12:23.990>is <00:12:23.991>a <00:12:23.992>graph <00:12:23.993>from <00:12:23.994>a <00:12:23.995>study <00:12:23.996>that <00:12:23.997>was <00:12:23.999>done

00:12:24.000 --> 00:12:25.750 align:start position:0%
<00:12:24.000>is <00:12:24.093>a <00:12:24.186>graph <00:12:24.280>from <00:12:24.373>a <00:12:24.466>study <00:12:24.560>that <00:12:24.653>was <00:12:24.746>done <00:12:24.840>earlier <00:12:24.933>this <00:12:25.026>year <00:12:25.120>about <00:12:25.213>the <00:12:25.306>amount <00:12:25.400>of

00:12:25.750 --> 00:12:25.760 align:start position:0%
<00:12:25.750>earlier <00:12:25.751>this <00:12:25.753>year <00:12:25.754>about <00:12:25.756>the <00:12:25.757>amount <00:12:25.759>of

00:12:25.760 --> 00:12:28.070 align:start position:0%
<00:12:25.760>earlier <00:12:25.876>this <00:12:25.993>year <00:12:26.110>about <00:12:26.226>the <00:12:26.343>amount <00:12:26.460>of <00:12:26.576>code <00:12:26.693>developers <00:12:26.810>ship <00:12:26.926>compared <00:12:27.043>to <00:12:27.160>the

00:12:28.070 --> 00:12:28.080 align:start position:0%
<00:12:28.070>code <00:12:28.071>developers <00:12:28.073>ship <00:12:28.075>compared <00:12:28.077>to <00:12:28.079>the

00:12:28.080 --> 00:12:29.630 align:start position:0%
<00:12:28.080>code <00:12:28.196>developers <00:12:28.312>ship <00:12:28.428>compared <00:12:28.545>to <00:12:28.661>the <00:12:28.777>Sorry, <00:12:28.893>that <00:12:29.010>they <00:12:29.126>write <00:12:29.242>compared <00:12:29.358>to <00:12:29.475>the

00:12:29.630 --> 00:12:29.640 align:start position:0%
<00:12:29.630>Sorry, <00:12:29.631>that <00:12:29.633>they <00:12:29.634>write <00:12:29.636>compared <00:12:29.637>to <00:12:29.639>the

00:12:29.640 --> 00:12:32.190 align:start position:0%
<00:12:29.640>Sorry, <00:12:29.780>that <00:12:29.920>they <00:12:30.060>write <00:12:30.199>compared <00:12:30.340>to <00:12:30.480>the <00:12:30.620>amount <00:12:30.760>that <00:12:30.900>they <00:12:31.040>ship.

00:12:32.190 --> 00:12:32.200 align:start position:0%
<00:12:32.190>amount <00:12:32.193>that <00:12:32.196>they <00:12:32.199>ship.

00:12:32.200 --> 00:12:33.430 align:start position:0%
<00:12:32.200>amount <00:12:32.292>that <00:12:32.384>they <00:12:32.476>ship. <00:12:32.569>There's <00:12:32.661>kind <00:12:32.753>of <00:12:32.845>a <00:12:32.938>lot <00:12:33.030>going <00:12:33.122>on. <00:12:33.214>I <00:12:33.307>just

00:12:33.430 --> 00:12:33.440 align:start position:0%
<00:12:33.430>There's <00:12:33.431>kind <00:12:33.432>of <00:12:33.433>a <00:12:33.434>lot <00:12:33.435>going <00:12:33.436>on. <00:12:33.437>I <00:12:33.439>just

00:12:33.440 --> 00:12:34.950 align:start position:0%
<00:12:33.440>There's <00:12:33.530>kind <00:12:33.621>of <00:12:33.711>a <00:12:33.802>lot <00:12:33.893>going <00:12:33.983>on. <00:12:34.074>I <00:12:34.164>just <00:12:34.255>want <00:12:34.346>to <00:12:34.436>call <00:12:34.527>your <00:12:34.617>attention <00:12:34.708>to <00:12:34.799>two

00:12:34.950 --> 00:12:34.960 align:start position:0%
<00:12:34.950>want <00:12:34.951>to <00:12:34.953>call <00:12:34.954>your <00:12:34.956>attention <00:12:34.957>to <00:12:34.959>two

00:12:34.960 --> 00:12:36.710 align:start position:0%
<00:12:34.960>want <00:12:35.115>to <00:12:35.271>call <00:12:35.426>your <00:12:35.582>attention <00:12:35.737>to <00:12:35.893>two <00:12:36.048>numbers <00:12:36.204>up <00:12:36.360>here.

00:12:36.710 --> 00:12:36.720 align:start position:0%
<00:12:36.710>numbers <00:12:36.714>up <00:12:36.719>here.

00:12:36.720 --> 00:12:37.870 align:start position:0%
<00:12:36.720>numbers <00:12:37.065>up <00:12:37.410>here. <00:12:37.755>Um

00:12:37.870 --> 00:12:37.880 align:start position:0%
Um

00:12:37.880 --> 00:12:40.510 align:start position:0%
<00:12:37.880>Um <00:12:38.055>for <00:12:38.230>developers <00:12:38.405>who <00:12:38.580>are <00:12:38.755>using <00:12:38.930>any <00:12:39.105>kind <00:12:39.280>of

00:12:40.510 --> 00:12:40.520 align:start position:0%
<00:12:40.510>for <00:12:40.511>developers <00:12:40.512>who <00:12:40.513>are <00:12:40.515>using <00:12:40.516>any <00:12:40.517>kind <00:12:40.519>of

00:12:40.520 --> 00:12:42.550 align:start position:0%
<00:12:40.520>for <00:12:40.620>developers <00:12:40.720>who <00:12:40.819>are <00:12:40.920>using <00:12:41.020>any <00:12:41.120>kind <00:12:41.220>of <00:12:41.319>a <00:12:41.420>gentic <00:12:41.520>coding, <00:12:41.620>so <00:12:41.720>either <00:12:41.819>a <00:12:41.920>synchronous

00:12:42.550 --> 00:12:42.560 align:start position:0%
<00:12:42.550>a <00:12:42.551>gentic <00:12:42.553>coding, <00:12:42.554>so <00:12:42.555>either <00:12:42.557>a <00:12:42.559>synchronous

00:12:42.560 --> 00:12:44.470 align:start position:0%
<00:12:42.560>a <00:12:42.676>gentic <00:12:42.793>coding, <00:12:42.910>so <00:12:43.026>either <00:12:43.143>a <00:12:43.260>synchronous <00:12:43.376>agent <00:12:43.493>that <00:12:43.609>they're <00:12:43.726>running <00:12:43.843>locally <00:12:43.959>or

00:12:44.470 --> 00:12:44.480 align:start position:0%
<00:12:44.470>agent <00:12:44.471>that <00:12:44.473>they're <00:12:44.475>running <00:12:44.477>locally <00:12:44.479>or

00:12:44.480 --> 00:12:45.630 align:start position:0%
<00:12:44.480>agent <00:12:44.595>that <00:12:44.710>they're <00:12:44.825>running <00:12:44.940>locally <00:12:45.055>or <00:12:45.170>asynchronous <00:12:45.285>agents <00:12:45.400>that <00:12:45.515>they're

00:12:45.630 --> 00:12:45.640 align:start position:0%
<00:12:45.630>asynchronous <00:12:45.633>agents <00:12:45.636>that <00:12:45.639>they're

00:12:45.640 --> 00:12:48.030 align:start position:0%
<00:12:45.640>asynchronous <00:12:45.920>agents <00:12:46.199>that <00:12:46.480>they're <00:12:46.760>deploying <00:12:47.040>remotely,

00:12:48.030 --> 00:12:48.040 align:start position:0%
<00:12:48.030>deploying <00:12:48.039>remotely,

00:12:48.040 --> 00:12:51.590 align:start position:0%
<00:12:48.040>deploying <00:12:48.214>remotely, <00:12:48.390>they <00:12:48.564>are <00:12:48.740>authoring <00:12:48.915>about <00:12:49.089>17 <00:12:49.265>times <00:12:49.439>the

00:12:51.590 --> 00:12:51.600 align:start position:0%
<00:12:51.590>they <00:12:51.591>are <00:12:51.593>authoring <00:12:51.594>about <00:12:51.596>17 <00:12:51.597>times <00:12:51.599>the

00:12:51.600 --> 00:12:54.270 align:start position:0%
<00:12:51.600>they <00:12:51.700>are <00:12:51.800>authoring <00:12:51.900>about <00:12:52.000>17 <00:12:52.100>times <00:12:52.200>the <00:12:52.300>amount <00:12:52.400>of <00:12:52.500>code <00:12:52.600>than <00:12:52.700>they <00:12:52.800>did <00:12:52.900>before <00:12:53.000>they

00:12:54.270 --> 00:12:54.280 align:start position:0%
<00:12:54.270>amount <00:12:54.271>of <00:12:54.272>code <00:12:54.273>than <00:12:54.275>they <00:12:54.276>did <00:12:54.277>before <00:12:54.279>they

00:12:54.280 --> 00:12:56.350 align:start position:0%
<00:12:54.280>amount <00:12:54.435>of <00:12:54.591>code <00:12:54.746>than <00:12:54.902>they <00:12:55.057>did <00:12:55.213>before <00:12:55.368>they <00:12:55.524>adopted <00:12:55.680>AI.

00:12:56.350 --> 00:12:56.360 align:start position:0%
<00:12:56.350>adopted <00:12:56.359>AI.

00:12:56.360 --> 00:12:59.350 align:start position:0%
<00:12:56.360>adopted <00:12:56.515>AI. <00:12:56.671>And <00:12:56.826>this <00:12:56.982>study <00:12:57.137>looked <00:12:57.293>at <00:12:57.448>the <00:12:57.604>GitHub <00:12:57.760>data

00:12:59.350 --> 00:12:59.360 align:start position:0%
<00:12:59.350>And <00:12:59.351>this <00:12:59.352>study <00:12:59.353>looked <00:12:59.355>at <00:12:59.356>the <00:12:59.357>GitHub <00:12:59.359>data

00:12:59.360 --> 00:13:03.670 align:start position:0%
<00:12:59.360>And <00:12:59.487>this <00:12:59.614>study <00:12:59.741>looked <00:12:59.869>at <00:12:59.996>the <00:13:00.123>GitHub <00:13:00.250>data <00:13:00.378>from <00:13:00.505>over <00:13:00.632>100,000 <00:13:00.760>developers.

00:13:03.670 --> 00:13:03.680 align:start position:0%
<00:13:03.670>from <00:13:03.673>over <00:13:03.675>100,000 <00:13:03.679>developers.

00:13:03.680 --> 00:13:05.110 align:start position:0%
<00:13:03.680>from <00:13:03.796>over <00:13:03.914>100,000 <00:13:04.031>developers. <00:13:04.148>All <00:13:04.265>the <00:13:04.382>way <00:13:04.499>over <00:13:04.616>on <00:13:04.733>the <00:13:04.850>right-hand <00:13:04.967>side,

00:13:05.110 --> 00:13:05.120 align:start position:0%
<00:13:05.110>All <00:13:05.111>the <00:13:05.112>way <00:13:05.113>over <00:13:05.115>on <00:13:05.116>the <00:13:05.117>right-hand <00:13:05.119>side,

00:13:05.120 --> 00:13:06.990 align:start position:0%
<00:13:05.120>All <00:13:05.227>the <00:13:05.335>way <00:13:05.443>over <00:13:05.550>on <00:13:05.658>the <00:13:05.766>right-hand <00:13:05.873>side, <00:13:05.981>we <00:13:06.089>have <00:13:06.196>releases. <00:13:06.304>So, <00:13:06.412>those <00:13:06.520>same

00:13:06.990 --> 00:13:07.000 align:start position:0%
<00:13:06.990>we <00:13:06.991>have <00:13:06.993>releases. <00:13:06.995>So, <00:13:06.997>those <00:13:06.999>same

00:13:07.000 --> 00:13:11.110 align:start position:0%
<00:13:07.000>we <00:13:07.116>have <00:13:07.233>releases. <00:13:07.350>So, <00:13:07.466>those <00:13:07.583>same <00:13:07.700>developers <00:13:07.816>who <00:13:07.933>are <00:13:08.050>writing <00:13:08.166>17x <00:13:08.283>code <00:13:08.400>are

00:13:11.110 --> 00:13:11.120 align:start position:0%
<00:13:11.110>developers <00:13:11.111>who <00:13:11.113>are <00:13:11.114>writing <00:13:11.116>17x <00:13:11.117>code <00:13:11.119>are

00:13:11.120 --> 00:13:13.990 align:start position:0%
<00:13:11.120>developers <00:13:11.227>who <00:13:11.335>are <00:13:11.443>writing <00:13:11.550>17x <00:13:11.658>code <00:13:11.766>are <00:13:11.873>only <00:13:11.981>releasing <00:13:12.089>about <00:13:12.196>1.3 <00:13:12.304>times <00:13:12.412>as <00:13:12.520>much

00:13:13.990 --> 00:13:14.000 align:start position:0%
<00:13:13.990>only <00:13:13.991>releasing <00:13:13.993>about <00:13:13.994>1.3 <00:13:13.996>times <00:13:13.997>as <00:13:13.999>much

00:13:14.000 --> 00:13:17.590 align:start position:0%
<00:13:14.000>only <00:13:14.140>releasing <00:13:14.280>about <00:13:14.420>1.3 <00:13:14.560>times <00:13:14.700>as <00:13:14.840>much <00:13:14.980>as <00:13:15.120>they <00:13:15.260>were <00:13:15.400>pre-AI.

00:13:17.600 --> 00:13:20.070 align:start position:0%
<00:13:17.600>So, <00:13:18.300>what's <00:13:19.000>happening?

00:13:20.070 --> 00:13:20.080 align:start position:0%
<00:13:20.070>So, <00:13:20.074>what's <00:13:20.079>happening?

00:13:20.080 --> 00:13:22.870 align:start position:0%
<00:13:20.080>So, <00:13:20.313>what's <00:13:20.546>happening? <00:13:20.780>Are <00:13:21.013>releases <00:13:21.246>getting <00:13:21.480>bigger?

00:13:22.870 --> 00:13:22.880 align:start position:0%
<00:13:22.870>Are <00:13:22.873>releases <00:13:22.876>getting <00:13:22.879>bigger?

00:13:22.880 --> 00:13:27.030 align:start position:0%
<00:13:22.880>Are <00:13:23.020>releases <00:13:23.160>getting <00:13:23.300>bigger? <00:13:23.439>Do <00:13:23.580>we <00:13:23.720>have <00:13:23.860>a <00:13:24.000>leaky <00:13:24.140>pipe <00:13:24.280>somewhere?

00:13:27.040 --> 00:13:28.630 align:start position:0%
<00:13:27.040>Maybe <00:13:27.390>a <00:13:27.740>bit <00:13:28.089>of <00:13:28.439>both.

00:13:28.630 --> 00:13:28.640 align:start position:0%
<00:13:28.630>Maybe <00:13:28.632>a <00:13:28.634>bit <00:13:28.636>of <00:13:28.639>both.

00:13:28.640 --> 00:13:30.510 align:start position:0%
<00:13:28.640>Maybe <00:13:28.747>a <00:13:28.855>bit <00:13:28.963>of <00:13:29.070>both. <00:13:29.178>What <00:13:29.286>I <00:13:29.393>can <00:13:29.501>tell <00:13:29.609>you <00:13:29.716>is <00:13:29.824>that <00:13:29.932>median <00:13:30.040>PR

00:13:30.510 --> 00:13:30.520 align:start position:0%
<00:13:30.510>What <00:13:30.511>I <00:13:30.512>can <00:13:30.513>tell <00:13:30.514>you <00:13:30.515>is <00:13:30.516>that <00:13:30.517>median <00:13:30.519>PR

00:13:30.520 --> 00:13:32.350 align:start position:0%
<00:13:30.520>What <00:13:30.620>I <00:13:30.720>can <00:13:30.819>tell <00:13:30.920>you <00:13:31.020>is <00:13:31.120>that <00:13:31.220>median <00:13:31.319>PR <00:13:31.420>size <00:13:31.520>is <00:13:31.620>growing. <00:13:31.720>It's <00:13:31.819>almost <00:13:31.920>doubled

00:13:32.350 --> 00:13:32.360 align:start position:0%
<00:13:32.350>size <00:13:32.351>is <00:13:32.353>growing. <00:13:32.355>It's <00:13:32.357>almost <00:13:32.359>doubled

00:13:32.360 --> 00:13:34.910 align:start position:0%
<00:13:32.360>size <00:13:32.515>is <00:13:32.671>growing. <00:13:32.826>It's <00:13:32.982>almost <00:13:33.137>doubled <00:13:33.293>since <00:13:33.448>Q3 <00:13:33.604>of <00:13:33.760>2025.

00:13:34.910 --> 00:13:34.920 align:start position:0%
<00:13:34.910>since <00:13:34.913>Q3 <00:13:34.915>of <00:13:34.919>2025.

00:13:34.920 --> 00:13:37.830 align:start position:0%
<00:13:34.920>since <00:13:35.027>Q3 <00:13:35.135>of <00:13:35.243>2025. <00:13:35.350>So, <00:13:35.458>in <00:13:35.566>Q3 <00:13:35.673>of <00:13:35.781>2025, <00:13:35.889>we <00:13:35.996>had <00:13:36.104>median <00:13:36.212>PR <00:13:36.319>size

00:13:37.830 --> 00:13:37.840 align:start position:0%
<00:13:37.830>So, <00:13:37.831>in <00:13:37.832>Q3 <00:13:37.833>of <00:13:37.834>2025, <00:13:37.835>we <00:13:37.836>had <00:13:37.837>median <00:13:37.838>PR <00:13:37.839>size

00:13:37.840 --> 00:13:39.590 align:start position:0%
<00:13:37.840>So, <00:13:37.922>in <00:13:38.004>Q3 <00:13:38.087>of <00:13:38.169>2025, <00:13:38.251>we <00:13:38.334>had <00:13:38.416>median <00:13:38.498>PR <00:13:38.581>size <00:13:38.663>coming <00:13:38.745>in <00:13:38.828>around <00:13:38.910>44 <00:13:38.992>lines <00:13:39.075>of <00:13:39.157>code, <00:13:39.240>and

00:13:39.590 --> 00:13:39.600 align:start position:0%
<00:13:39.590>coming <00:13:39.591>in <00:13:39.592>around <00:13:39.593>44 <00:13:39.595>lines <00:13:39.596>of <00:13:39.597>code, <00:13:39.599>and

00:13:39.600 --> 00:13:42.510 align:start position:0%
<00:13:39.600>coming <00:13:39.693>in <00:13:39.786>around <00:13:39.880>44 <00:13:39.973>lines <00:13:40.066>of <00:13:40.160>code, <00:13:40.253>and <00:13:40.346>now <00:13:40.440>that's <00:13:40.533>up <00:13:40.626>to <00:13:40.720>72 <00:13:40.813>lines <00:13:40.906>of <00:13:41.000>code.

00:13:42.510 --> 00:13:42.520 align:start position:0%
<00:13:42.510>now <00:13:42.511>that's <00:13:42.512>up <00:13:42.513>to <00:13:42.515>72 <00:13:42.516>lines <00:13:42.517>of <00:13:42.519>code.

00:13:42.520 --> 00:13:44.470 align:start position:0%
<00:13:42.520>now <00:13:42.620>that's <00:13:42.720>up <00:13:42.819>to <00:13:42.920>72 <00:13:43.020>lines <00:13:43.120>of <00:13:43.220>code. <00:13:43.319>Changes <00:13:43.420>are <00:13:43.520>getting <00:13:43.620>bigger, <00:13:43.720>and <00:13:43.819>that <00:13:43.920>has

00:13:44.470 --> 00:13:44.480 align:start position:0%
<00:13:44.470>Changes <00:13:44.471>are <00:13:44.473>getting <00:13:44.474>bigger, <00:13:44.476>and <00:13:44.477>that <00:13:44.479>has

00:13:44.480 --> 00:13:45.710 align:start position:0%
<00:13:44.480>Changes <00:13:44.580>are <00:13:44.681>getting <00:13:44.781>bigger, <00:13:44.882>and <00:13:44.983>that <00:13:45.083>has <00:13:45.184>implications <00:13:45.285>on <00:13:45.385>our <00:13:45.486>code <00:13:45.587>review

00:13:45.710 --> 00:13:45.720 align:start position:0%
<00:13:45.710>implications <00:13:45.712>on <00:13:45.714>our <00:13:45.716>code <00:13:45.719>review

00:13:45.720 --> 00:13:47.550 align:start position:0%
<00:13:45.720>implications <00:13:45.920>on <00:13:46.120>our <00:13:46.320>code <00:13:46.520>review <00:13:46.720>processes <00:13:46.920>and <00:13:47.120>our

00:13:47.550 --> 00:13:47.560 align:start position:0%
<00:13:47.550>processes <00:13:47.554>and <00:13:47.559>our

00:13:47.560 --> 00:13:48.950 align:start position:0%
<00:13:47.560>processes <00:13:47.977>and <00:13:48.394>our <00:13:48.811>pipelines.

00:13:48.950 --> 00:13:48.960 align:start position:0%
pipelines.

00:13:48.960 --> 00:13:50.950 align:start position:0%
<00:13:48.960>pipelines. <00:13:49.160>We're <00:13:49.360>trying <00:13:49.560>to <00:13:49.760>stuff <00:13:49.960>more <00:13:50.160>code <00:13:50.360>through

00:13:50.950 --> 00:13:50.960 align:start position:0%
<00:13:50.950>We're <00:13:50.951>trying <00:13:50.953>to <00:13:50.954>stuff <00:13:50.956>more <00:13:50.957>code <00:13:50.959>through

00:13:50.960 --> 00:13:52.510 align:start position:0%
<00:13:50.960>We're <00:13:51.076>trying <00:13:51.192>to <00:13:51.308>stuff <00:13:51.425>more <00:13:51.541>code <00:13:51.657>through <00:13:51.773>the <00:13:51.890>same <00:13:52.006>old <00:13:52.122>pipelines, <00:13:52.238>and <00:13:52.355>eventually

00:13:52.510 --> 00:13:52.520 align:start position:0%
<00:13:52.510>the <00:13:52.511>same <00:13:52.513>old <00:13:52.515>pipelines, <00:13:52.517>and <00:13:52.519>eventually

00:13:52.520 --> 00:13:55.790 align:start position:0%
<00:13:52.520>the <00:13:52.660>same <00:13:52.800>old <00:13:52.939>pipelines, <00:13:53.079>and <00:13:53.220>eventually <00:13:53.360>they <00:13:53.500>break <00:13:53.640>when <00:13:53.780>that <00:13:53.920>happens.

00:13:55.800 --> 00:13:57.750 align:start position:0%
<00:13:55.800>The <00:13:56.500>other <00:13:57.199>thing

00:13:57.750 --> 00:13:57.760 align:start position:0%
<00:13:57.750>The <00:13:57.754>other <00:13:57.759>thing

00:13:57.760 --> 00:13:59.270 align:start position:0%
<00:13:57.760>The <00:13:57.883>other <00:13:58.007>thing <00:13:58.130>that <00:13:58.254>I <00:13:58.377>was <00:13:58.501>so <00:13:58.624>happy <00:13:58.748>to <00:13:58.871>find <00:13:58.995>data <00:13:59.119>on

00:13:59.270 --> 00:13:59.280 align:start position:0%
<00:13:59.270>that <00:13:59.271>I <00:13:59.272>was <00:13:59.273>so <00:13:59.274>happy <00:13:59.275>to <00:13:59.276>find <00:13:59.277>data <00:13:59.279>on

00:13:59.280 --> 00:14:01.150 align:start position:0%
<00:13:59.280>that <00:13:59.367>I <00:13:59.454>was <00:13:59.542>so <00:13:59.630>happy <00:13:59.717>to <00:13:59.805>find <00:13:59.892>data <00:13:59.980>on <00:14:00.067>this, <00:14:00.155>this <00:14:00.242>is <00:14:00.329>data <00:14:00.417>from <00:14:00.505>Faros. <00:14:00.592>They <00:14:00.680>had

00:14:01.150 --> 00:14:01.160 align:start position:0%
<00:14:01.150>this, <00:14:01.151>this <00:14:01.152>is <00:14:01.153>data <00:14:01.155>from <00:14:01.156>Faros. <00:14:01.157>They <00:14:01.159>had

00:14:01.160 --> 00:14:02.670 align:start position:0%
<00:14:01.160>this, <00:14:01.264>this <00:14:01.369>is <00:14:01.473>data <00:14:01.578>from <00:14:01.682>Faros. <00:14:01.787>They <00:14:01.891>had <00:14:01.996>a <00:14:02.100>a <00:14:02.205>study <00:14:02.309>called <00:14:02.414>the <00:14:02.519>acceleration

00:14:02.670 --> 00:14:02.680 align:start position:0%
<00:14:02.670>a <00:14:02.671>a <00:14:02.673>study <00:14:02.675>called <00:14:02.677>the <00:14:02.679>acceleration

00:14:02.680 --> 00:14:04.270 align:start position:0%
<00:14:02.680>a <00:14:02.913>a <00:14:03.146>study <00:14:03.380>called <00:14:03.613>the <00:14:03.846>acceleration <00:14:04.079>whiplash.

00:14:04.270 --> 00:14:04.280 align:start position:0%
whiplash.

00:14:04.280 --> 00:14:08.430 align:start position:0%
<00:14:04.280>whiplash. <00:14:04.630>Code <00:14:04.980>churn <00:14:05.329>is <00:14:05.680>increasing

00:14:08.430 --> 00:14:08.440 align:start position:0%
<00:14:08.430>Code <00:14:08.433>churn <00:14:08.436>is <00:14:08.439>increasing

00:14:08.440 --> 00:14:09.710 align:start position:0%
<00:14:08.440>Code <00:14:08.725>churn <00:14:09.011>is <00:14:09.297>increasing <00:14:09.583>crazily.

00:14:09.710 --> 00:14:09.720 align:start position:0%
crazily.

00:14:09.720 --> 00:14:12.630 align:start position:0%
<00:14:09.720>crazily. <00:14:09.953>So, <00:14:10.186>compared <00:14:10.420>to <00:14:10.653>pre-AI <00:14:10.886>baselines, <00:14:11.120>code

00:14:12.630 --> 00:14:12.640 align:start position:0%
<00:14:12.630>So, <00:14:12.631>compared <00:14:12.633>to <00:14:12.635>pre-AI <00:14:12.637>baselines, <00:14:12.639>code

00:14:12.640 --> 00:14:15.630 align:start position:0%
<00:14:12.640>So, <00:14:12.740>compared <00:14:12.840>to <00:14:12.939>pre-AI <00:14:13.040>baselines, <00:14:13.140>code <00:14:13.240>churn <00:14:13.340>is <00:14:13.439>up <00:14:13.540>861%. <00:14:13.640>So, <00:14:13.740>this <00:14:13.840>is <00:14:13.939>the <00:14:14.040>ratio

00:14:15.630 --> 00:14:15.640 align:start position:0%
<00:14:15.630>churn <00:14:15.631>is <00:14:15.632>up <00:14:15.633>861%. <00:14:15.634>So, <00:14:15.635>this <00:14:15.636>is <00:14:15.637>the <00:14:15.639>ratio

00:14:15.640 --> 00:14:19.230 align:start position:0%
<00:14:15.640>churn <00:14:15.740>is <00:14:15.840>up <00:14:15.939>861%. <00:14:16.040>So, <00:14:16.140>this <00:14:16.240>is <00:14:16.340>the <00:14:16.439>ratio <00:14:16.540>of <00:14:16.640>deleted <00:14:16.740>code <00:14:16.840>to <00:14:16.939>added <00:14:17.040>code.

00:14:19.230 --> 00:14:19.240 align:start position:0%
<00:14:19.230>of <00:14:19.231>deleted <00:14:19.233>code <00:14:19.235>to <00:14:19.237>added <00:14:19.239>code.

00:14:19.240 --> 00:14:20.470 align:start position:0%
<00:14:19.240>of <00:14:19.340>deleted <00:14:19.441>code <00:14:19.541>to <00:14:19.642>added <00:14:19.743>code. <00:14:19.843>There's <00:14:19.944>a <00:14:20.045>tremendous <00:14:20.145>amount <00:14:20.246>of <00:14:20.347>code

00:14:20.470 --> 00:14:20.480 align:start position:0%
<00:14:20.470>There's <00:14:20.471>a <00:14:20.473>tremendous <00:14:20.475>amount <00:14:20.477>of <00:14:20.479>code

00:14:20.480 --> 00:14:22.590 align:start position:0%
<00:14:20.480>There's <00:14:20.607>a <00:14:20.734>tremendous <00:14:20.861>amount <00:14:20.989>of <00:14:21.116>code <00:14:21.243>being <00:14:21.370>authored, <00:14:21.498>but <00:14:21.625>it's <00:14:21.752>also <00:14:21.880>being

00:14:22.590 --> 00:14:22.600 align:start position:0%
<00:14:22.590>being <00:14:22.591>authored, <00:14:22.593>but <00:14:22.595>it's <00:14:22.597>also <00:14:22.599>being

00:14:22.600 --> 00:14:24.470 align:start position:0%
<00:14:22.600>being <00:14:22.755>authored, <00:14:22.911>but <00:14:23.066>it's <00:14:23.222>also <00:14:23.377>being <00:14:23.533>reauthored <00:14:23.688>and <00:14:23.844>reauthored <00:14:24.000>and

00:14:24.470 --> 00:14:24.480 align:start position:0%
<00:14:24.470>reauthored <00:14:24.473>and <00:14:24.476>reauthored <00:14:24.479>and

00:14:24.480 --> 00:14:26.870 align:start position:0%
<00:14:24.480>reauthored <00:14:24.635>and <00:14:24.791>reauthored <00:14:24.946>and <00:14:25.102>reauthored, <00:14:25.257>which <00:14:25.413>could <00:14:25.568>explain <00:14:25.724>why <00:14:25.880>we

00:14:26.870 --> 00:14:26.880 align:start position:0%
<00:14:26.870>reauthored, <00:14:26.871>which <00:14:26.873>could <00:14:26.875>explain <00:14:26.877>why <00:14:26.879>we

00:14:26.880 --> 00:14:29.630 align:start position:0%
<00:14:26.880>reauthored, <00:14:27.035>which <00:14:27.191>could <00:14:27.346>explain <00:14:27.502>why <00:14:27.657>we <00:14:27.813>have <00:14:27.968>17x <00:14:28.124>code <00:14:28.280>author

00:14:29.630 --> 00:14:29.640 align:start position:0%
<00:14:29.630>have <00:14:29.633>17x <00:14:29.636>code <00:14:29.639>author

00:14:29.640 --> 00:14:33.910 align:start position:0%
<00:14:29.640>have <00:14:29.814>17x <00:14:29.990>code <00:14:30.165>author <00:14:30.340>when <00:14:30.515>only <00:14:30.689>1.3x <00:14:30.865>releases <00:14:31.040>happening.

00:14:33.910 --> 00:14:33.920 align:start position:0%
<00:14:33.910>when <00:14:33.912>only <00:14:33.914>1.3x <00:14:33.916>releases <00:14:33.919>happening.

00:14:33.920 --> 00:14:35.910 align:start position:0%
<00:14:33.920>when <00:14:34.027>only <00:14:34.135>1.3x <00:14:34.243>releases <00:14:34.350>happening. <00:14:34.458>So, <00:14:34.566>there's <00:14:34.673>quite <00:14:34.781>a <00:14:34.889>lot <00:14:34.996>going <00:14:35.104>on, <00:14:35.212>and <00:14:35.319>I

00:14:35.910 --> 00:14:35.920 align:start position:0%
<00:14:35.910>So, <00:14:35.911>there's <00:14:35.912>quite <00:14:35.913>a <00:14:35.914>lot <00:14:35.915>going <00:14:35.916>on, <00:14:35.917>and <00:14:35.919>I

00:14:35.920 --> 00:14:37.230 align:start position:0%
<00:14:35.920>So, <00:14:35.993>there's <00:14:36.067>quite <00:14:36.141>a <00:14:36.214>lot <00:14:36.288>going <00:14:36.362>on, <00:14:36.435>and <00:14:36.509>I <00:14:36.583>can't <00:14:36.656>tell <00:14:36.730>you <00:14:36.804>what's <00:14:36.877>going <00:14:36.951>on <00:14:37.025>in <00:14:37.099>your

00:14:37.230 --> 00:14:37.240 align:start position:0%
<00:14:37.230>can't <00:14:37.231>tell <00:14:37.232>you <00:14:37.233>what's <00:14:37.235>going <00:14:37.236>on <00:14:37.237>in <00:14:37.239>your

00:14:37.240 --> 00:14:40.150 align:start position:0%
<00:14:37.240>can't <00:14:37.356>tell <00:14:37.473>you <00:14:37.590>what's <00:14:37.706>going <00:14:37.823>on <00:14:37.940>in <00:14:38.056>your <00:14:38.173>organization, <00:14:38.290>but <00:14:38.406>these <00:14:38.523>are <00:14:38.640>some

00:14:40.150 --> 00:14:40.160 align:start position:0%
<00:14:40.150>organization, <00:14:40.152>but <00:14:40.154>these <00:14:40.156>are <00:14:40.159>some

00:14:40.160 --> 00:14:42.150 align:start position:0%
<00:14:40.160>organization, <00:14:40.287>but <00:14:40.414>these <00:14:40.541>are <00:14:40.669>some <00:14:40.796>useful <00:14:40.923>insights <00:14:41.050>when <00:14:41.178>we <00:14:41.305>think <00:14:41.432>about <00:14:41.560>what

00:14:42.150 --> 00:14:42.160 align:start position:0%
<00:14:42.150>useful <00:14:42.151>insights <00:14:42.153>when <00:14:42.154>we <00:14:42.156>think <00:14:42.157>about <00:14:42.159>what

00:14:42.160 --> 00:14:43.430 align:start position:0%
<00:14:42.160>useful <00:14:42.247>insights <00:14:42.335>when <00:14:42.423>we <00:14:42.511>think <00:14:42.599>about <00:14:42.687>what <00:14:42.775>you <00:14:42.863>should <00:14:42.951>measure, <00:14:43.039>what <00:14:43.127>you <00:14:43.215>should <00:14:43.303>look

00:14:43.430 --> 00:14:43.440 align:start position:0%
<00:14:43.430>you <00:14:43.431>should <00:14:43.433>measure, <00:14:43.434>what <00:14:43.436>you <00:14:43.437>should <00:14:43.439>look

00:14:43.440 --> 00:14:45.910 align:start position:0%
<00:14:43.440>you <00:14:43.540>should <00:14:43.640>measure, <00:14:43.740>what <00:14:43.840>you <00:14:43.940>should <00:14:44.040>look <00:14:44.140>out <00:14:44.240>for <00:14:44.340>are <00:14:44.440>things <00:14:44.540>like <00:14:44.640>code <00:14:44.740>churn, <00:14:44.840>size

00:14:45.910 --> 00:14:45.920 align:start position:0%
<00:14:45.910>out <00:14:45.911>for <00:14:45.912>are <00:14:45.913>things <00:14:45.915>like <00:14:45.916>code <00:14:45.917>churn, <00:14:45.919>size

00:14:45.920 --> 00:14:47.910 align:start position:0%
<00:14:45.920>out <00:14:46.007>for <00:14:46.094>are <00:14:46.182>things <00:14:46.270>like <00:14:46.357>code <00:14:46.444>churn, <00:14:46.532>size <00:14:46.620>of <00:14:46.707>your <00:14:46.795>PRs, <00:14:46.882>and <00:14:46.969>we'll <00:14:47.057>get <00:14:47.145>into <00:14:47.232>what <00:14:47.319>you

00:14:47.910 --> 00:14:47.920 align:start position:0%
<00:14:47.910>of <00:14:47.911>your <00:14:47.912>PRs, <00:14:47.913>and <00:14:47.914>we'll <00:14:47.915>get <00:14:47.916>into <00:14:47.917>what <00:14:47.919>you

00:14:47.920 --> 00:14:53.470 align:start position:0%
<00:14:47.920>of <00:14:48.013>your <00:14:48.106>PRs, <00:14:48.199>and <00:14:48.293>we'll <00:14:48.386>get <00:14:48.479>into <00:14:48.573>what <00:14:48.666>you <00:14:48.760>should <00:14:48.853>measure <00:14:48.946>in <00:14:49.040>just <00:14:49.133>a <00:14:49.226>little <00:14:49.319>bit.

00:14:53.480 --> 00:14:55.070 align:start position:0%
<00:14:53.480>AI <00:14:54.180>is <00:14:54.880>increasing

00:14:55.070 --> 00:14:55.080 align:start position:0%
<00:14:55.070>AI <00:14:55.074>is <00:14:55.079>increasing

00:14:55.080 --> 00:14:56.790 align:start position:0%
<00:14:55.080>AI <00:14:55.255>is <00:14:55.430>increasing <00:14:55.605>absolutely <00:14:55.780>both <00:14:55.955>the <00:14:56.130>size <00:14:56.305>and <00:14:56.480>frequency

00:14:56.790 --> 00:14:56.800 align:start position:0%
<00:14:56.790>absolutely <00:14:56.791>both <00:14:56.793>the <00:14:56.795>size <00:14:56.797>and <00:14:56.799>frequency

00:14:56.800 --> 00:14:58.790 align:start position:0%
<00:14:56.800>absolutely <00:14:56.916>both <00:14:57.033>the <00:14:57.150>size <00:14:57.266>and <00:14:57.383>frequency <00:14:57.500>of <00:14:57.616>code <00:14:57.733>changes, <00:14:57.849>and <00:14:57.966>so <00:14:58.083>any <00:14:58.199>bottlenecks

00:14:58.790 --> 00:14:58.800 align:start position:0%
<00:14:58.790>of <00:14:58.791>code <00:14:58.793>changes, <00:14:58.794>and <00:14:58.795>so <00:14:58.797>any <00:14:58.799>bottlenecks

00:14:58.800 --> 00:15:00.710 align:start position:0%
<00:14:58.800>of <00:14:58.907>code <00:14:59.015>changes, <00:14:59.123>and <00:14:59.230>so <00:14:59.338>any <00:14:59.446>bottlenecks <00:14:59.553>you <00:14:59.661>had <00:14:59.769>in <00:14:59.876>your <00:14:59.984>SDLC <00:15:00.092>are <00:15:00.199>being

00:15:00.710 --> 00:15:00.720 align:start position:0%
<00:15:00.710>you <00:15:00.711>had <00:15:00.713>in <00:15:00.714>your <00:15:00.716>SDLC <00:15:00.717>are <00:15:00.719>being

00:15:00.720 --> 00:15:03.550 align:start position:0%
<00:15:00.720>you <00:15:00.827>had <00:15:00.935>in <00:15:01.043>your <00:15:01.150>SDLC <00:15:01.258>are <00:15:01.366>being <00:15:01.473>amplified. <00:15:01.581>AI <00:15:01.689>is <00:15:01.796>a <00:15:01.904>very <00:15:02.012>big <00:15:02.120>amplifier.

00:15:03.550 --> 00:15:03.560 align:start position:0%
<00:15:03.550>amplified. <00:15:03.551>AI <00:15:03.553>is <00:15:03.554>a <00:15:03.555>very <00:15:03.557>big <00:15:03.559>amplifier.

00:15:03.560 --> 00:15:06.150 align:start position:0%
<00:15:03.560>amplified. <00:15:03.667>AI <00:15:03.775>is <00:15:03.883>a <00:15:03.990>very <00:15:04.098>big <00:15:04.206>amplifier. <00:15:04.313>We <00:15:04.421>can <00:15:04.529>think <00:15:04.636>about <00:15:04.744>it <00:15:04.852>like <00:15:04.959>um

00:15:06.150 --> 00:15:06.160 align:start position:0%
<00:15:06.150>We <00:15:06.151>can <00:15:06.153>think <00:15:06.154>about <00:15:06.156>it <00:15:06.157>like <00:15:06.159>um

00:15:06.160 --> 00:15:08.350 align:start position:0%
<00:15:06.160>We <00:15:06.276>can <00:15:06.393>think <00:15:06.510>about <00:15:06.626>it <00:15:06.743>like <00:15:06.860>um <00:15:06.976>fire <00:15:07.093>starter. <00:15:07.209>Whatever <00:15:07.326>was <00:15:07.443>there, <00:15:07.560>it's

00:15:08.350 --> 00:15:08.360 align:start position:0%
<00:15:08.350>fire <00:15:08.351>starter. <00:15:08.353>Whatever <00:15:08.355>was <00:15:08.357>there, <00:15:08.359>it's

00:15:08.360 --> 00:15:10.710 align:start position:0%
<00:15:08.360>fire <00:15:08.460>starter. <00:15:08.560>Whatever <00:15:08.660>was <00:15:08.760>there, <00:15:08.860>it's <00:15:08.960>kind <00:15:09.060>of <00:15:09.160>blowing <00:15:09.260>up <00:15:09.360>either <00:15:09.460>in <00:15:09.560>the <00:15:09.660>in <00:15:09.760>the

00:15:10.710 --> 00:15:10.720 align:start position:0%
<00:15:10.710>kind <00:15:10.711>of <00:15:10.712>blowing <00:15:10.713>up <00:15:10.714>either <00:15:10.715>in <00:15:10.716>the <00:15:10.717>in <00:15:10.719>the

00:15:10.720 --> 00:15:12.230 align:start position:0%
<00:15:10.720>kind <00:15:10.799>of <00:15:10.879>blowing <00:15:10.959>up <00:15:11.039>either <00:15:11.119>in <00:15:11.199>the <00:15:11.279>in <00:15:11.359>the <00:15:11.439>good <00:15:11.519>way <00:15:11.599>or <00:15:11.679>in <00:15:11.759>the <00:15:11.839>bad <00:15:11.919>way. <00:15:11.999>Teams <00:15:12.079>that

00:15:12.230 --> 00:15:12.240 align:start position:0%
<00:15:12.230>good <00:15:12.231>way <00:15:12.232>or <00:15:12.233>in <00:15:12.234>the <00:15:12.235>bad <00:15:12.236>way. <00:15:12.237>Teams <00:15:12.239>that

00:15:12.240 --> 00:15:14.030 align:start position:0%
<00:15:12.240>good <00:15:12.333>way <00:15:12.426>or <00:15:12.520>in <00:15:12.613>the <00:15:12.706>bad <00:15:12.800>way. <00:15:12.893>Teams <00:15:12.986>that <00:15:13.080>were <00:15:13.173>doing <00:15:13.266>really <00:15:13.360>well <00:15:13.453>are <00:15:13.546>tending <00:15:13.640>to

00:15:14.030 --> 00:15:14.040 align:start position:0%
<00:15:14.030>were <00:15:14.031>doing <00:15:14.033>really <00:15:14.034>well <00:15:14.036>are <00:15:14.037>tending <00:15:14.039>to

00:15:14.040 --> 00:15:15.310 align:start position:0%
<00:15:14.040>were <00:15:14.143>doing <00:15:14.247>really <00:15:14.351>well <00:15:14.455>are <00:15:14.559>tending <00:15:14.663>to <00:15:14.767>accelerate, <00:15:14.871>and <00:15:14.975>teams <00:15:15.079>that <00:15:15.183>were

00:15:15.310 --> 00:15:15.320 align:start position:0%
<00:15:15.310>accelerate, <00:15:15.312>and <00:15:15.314>teams <00:15:15.316>that <00:15:15.319>were

00:15:15.320 --> 00:15:16.870 align:start position:0%
<00:15:15.320>accelerate, <00:15:15.475>and <00:15:15.630>teams <00:15:15.785>that <00:15:15.940>were <00:15:16.095>struggling <00:15:16.250>are <00:15:16.405>perhaps <00:15:16.560>struggling <00:15:16.715>a

00:15:16.870 --> 00:15:16.880 align:start position:0%
<00:15:16.870>struggling <00:15:16.872>are <00:15:16.874>perhaps <00:15:16.876>struggling <00:15:16.879>a

00:15:16.880 --> 00:15:18.870 align:start position:0%
<00:15:16.880>struggling <00:15:17.080>are <00:15:17.280>perhaps <00:15:17.480>struggling <00:15:17.680>a <00:15:17.880>little <00:15:18.080>bit <00:15:18.280>more.

00:15:18.870 --> 00:15:18.880 align:start position:0%
<00:15:18.870>little <00:15:18.874>bit <00:15:18.879>more.

00:15:18.880 --> 00:15:20.590 align:start position:0%
<00:15:18.880>little <00:15:19.007>bit <00:15:19.134>more. <00:15:19.261>In <00:15:19.389>that <00:15:19.516>same <00:15:19.643>study <00:15:19.770>by <00:15:19.898>Faros, <00:15:20.025>they <00:15:20.152>took <00:15:20.280>a

00:15:20.590 --> 00:15:20.600 align:start position:0%
<00:15:20.590>In <00:15:20.591>that <00:15:20.592>same <00:15:20.593>study <00:15:20.594>by <00:15:20.595>Faros, <00:15:20.596>they <00:15:20.597>took <00:15:20.599>a

00:15:20.600 --> 00:15:23.670 align:start position:0%
<00:15:20.600>In <00:15:20.687>that <00:15:20.775>same <00:15:20.862>study <00:15:20.950>by <00:15:21.037>Faros, <00:15:21.125>they <00:15:21.212>took <00:15:21.300>a <00:15:21.387>look <00:15:21.475>at <00:15:21.562>code <00:15:21.650>review <00:15:21.737>habits <00:15:21.825>and <00:15:21.912>what <00:15:22.000>the

00:15:23.670 --> 00:15:23.680 align:start position:0%
<00:15:23.670>look <00:15:23.671>at <00:15:23.672>code <00:15:23.673>review <00:15:23.675>habits <00:15:23.676>and <00:15:23.677>what <00:15:23.679>the

00:15:23.680 --> 00:15:25.990 align:start position:0%
<00:15:23.680>look <00:15:23.780>at <00:15:23.880>code <00:15:23.979>review <00:15:24.079>habits <00:15:24.180>and <00:15:24.280>what <00:15:24.380>the <00:15:24.479>impact <00:15:24.579>of <00:15:24.680>all <00:15:24.780>of <00:15:24.880>this <00:15:24.979>new <00:15:25.079>AI-generated

00:15:25.990 --> 00:15:26.000 align:start position:0%
<00:15:25.990>impact <00:15:25.991>of <00:15:25.993>all <00:15:25.994>of <00:15:25.996>this <00:15:25.997>new <00:15:25.999>AI-generated

00:15:26.000 --> 00:15:28.630 align:start position:0%
<00:15:26.000>impact <00:15:26.127>of <00:15:26.254>all <00:15:26.381>of <00:15:26.509>this <00:15:26.636>new <00:15:26.763>AI-generated <00:15:26.890>code <00:15:27.018>is <00:15:27.145>on <00:15:27.272>code <00:15:27.400>review.

00:15:28.630 --> 00:15:28.640 align:start position:0%
<00:15:28.630>code <00:15:28.632>is <00:15:28.634>on <00:15:28.636>code <00:15:28.639>review.

00:15:28.640 --> 00:15:30.950 align:start position:0%
<00:15:28.640>code <00:15:28.767>is <00:15:28.894>on <00:15:29.021>code <00:15:29.149>review. <00:15:29.276>And <00:15:29.403>on <00:15:29.530>one <00:15:29.658>hand, <00:15:29.785>they <00:15:29.912>found <00:15:30.040>that

00:15:30.950 --> 00:15:30.960 align:start position:0%
<00:15:30.950>And <00:15:30.951>on <00:15:30.953>one <00:15:30.954>hand, <00:15:30.956>they <00:15:30.957>found <00:15:30.959>that

00:15:30.960 --> 00:15:34.470 align:start position:0%
<00:15:30.960>And <00:15:31.076>on <00:15:31.193>one <00:15:31.310>hand, <00:15:31.426>they <00:15:31.543>found <00:15:31.660>that <00:15:31.776>there's <00:15:31.893>about <00:15:32.010>25% <00:15:32.126>more <00:15:32.243>PR <00:15:32.360>comments

00:15:34.470 --> 00:15:34.480 align:start position:0%
<00:15:34.470>there's <00:15:34.471>about <00:15:34.473>25% <00:15:34.475>more <00:15:34.477>PR <00:15:34.479>comments

00:15:34.480 --> 00:15:36.550 align:start position:0%
<00:15:34.480>there's <00:15:34.607>about <00:15:34.734>25% <00:15:34.861>more <00:15:34.989>PR <00:15:35.116>comments <00:15:35.243>for <00:15:35.370>AI-authored <00:15:35.498>code, <00:15:35.625>and <00:15:35.752>those <00:15:35.880>comments

00:15:36.550 --> 00:15:36.560 align:start position:0%
<00:15:36.550>for <00:15:36.551>AI-authored <00:15:36.553>code, <00:15:36.555>and <00:15:36.557>those <00:15:36.559>comments

00:15:36.560 --> 00:15:39.750 align:start position:0%
<00:15:36.560>for <00:15:36.715>AI-authored <00:15:36.871>code, <00:15:37.026>and <00:15:37.182>those <00:15:37.337>comments <00:15:37.493>are <00:15:37.648>also <00:15:37.804>getting <00:15:37.959>longer.

00:15:39.760 --> 00:15:42.950 align:start position:0%
<00:15:39.760>On <00:15:39.960>the <00:15:40.160>other <00:15:40.360>hand, <00:15:40.560>they <00:15:40.760>found <00:15:40.960>about <00:15:41.160>31%

00:15:42.950 --> 00:15:42.960 align:start position:0%
<00:15:42.950>On <00:15:42.951>the <00:15:42.952>other <00:15:42.953>hand, <00:15:42.955>they <00:15:42.956>found <00:15:42.957>about <00:15:42.959>31%

00:15:42.960 --> 00:15:45.030 align:start position:0%
<00:15:42.960>On <00:15:43.067>the <00:15:43.175>other <00:15:43.283>hand, <00:15:43.390>they <00:15:43.498>found <00:15:43.606>about <00:15:43.713>31% <00:15:43.821>of <00:15:43.929>PRs <00:15:44.036>are <00:15:44.144>skipping <00:15:44.252>code <00:15:44.360>review

00:15:45.030 --> 00:15:45.040 align:start position:0%
<00:15:45.030>of <00:15:45.031>PRs <00:15:45.033>are <00:15:45.035>skipping <00:15:45.037>code <00:15:45.039>review

00:15:45.040 --> 00:15:46.830 align:start position:0%
<00:15:45.040>of <00:15:45.273>PRs <00:15:45.506>are <00:15:45.740>skipping <00:15:45.973>code <00:15:46.206>review <00:15:46.439>entirely.

00:15:46.830 --> 00:15:46.840 align:start position:0%
entirely.

00:15:46.840 --> 00:15:48.270 align:start position:0%
<00:15:46.840>entirely. <00:15:47.097>Either <00:15:47.354>because <00:15:47.612>there's <00:15:47.869>a <00:15:48.127>suitable

00:15:48.270 --> 00:15:48.280 align:start position:0%
<00:15:48.270>Either <00:15:48.272>because <00:15:48.274>there's <00:15:48.276>a <00:15:48.279>suitable

00:15:48.280 --> 00:15:50.670 align:start position:0%
<00:15:48.280>Either <00:15:48.420>because <00:15:48.560>there's <00:15:48.699>a <00:15:48.839>suitable <00:15:48.980>substitute <00:15:49.120>for <00:15:49.260>risk <00:15:49.400>assessment <00:15:49.540>for <00:15:49.680>code

00:15:50.670 --> 00:15:50.680 align:start position:0%
<00:15:50.670>substitute <00:15:50.671>for <00:15:50.673>risk <00:15:50.675>assessment <00:15:50.677>for <00:15:50.679>code

00:15:50.680 --> 00:15:52.510 align:start position:0%
<00:15:50.680>substitute <00:15:50.807>for <00:15:50.934>risk <00:15:51.061>assessment <00:15:51.189>for <00:15:51.316>code <00:15:51.443>review, <00:15:51.570>or <00:15:51.698>because <00:15:51.825>teams <00:15:51.952>have <00:15:52.079>just

00:15:52.510 --> 00:15:52.520 align:start position:0%
<00:15:52.510>review, <00:15:52.511>or <00:15:52.513>because <00:15:52.515>teams <00:15:52.517>have <00:15:52.519>just

00:15:52.520 --> 00:15:54.590 align:start position:0%
<00:15:52.520>review, <00:15:52.636>or <00:15:52.753>because <00:15:52.870>teams <00:15:52.986>have <00:15:53.103>just <00:15:53.220>buckled <00:15:53.336>under <00:15:53.453>the <00:15:53.569>pressure <00:15:53.686>of <00:15:53.803>so <00:15:53.920>many

00:15:54.590 --> 00:15:54.600 align:start position:0%
<00:15:54.590>buckled <00:15:54.591>under <00:15:54.593>the <00:15:54.594>pressure <00:15:54.596>of <00:15:54.597>so <00:15:54.599>many

00:15:54.600 --> 00:15:56.350 align:start position:0%
<00:15:54.600>buckled <00:15:54.755>under <00:15:54.911>the <00:15:55.066>pressure <00:15:55.222>of <00:15:55.377>so <00:15:55.533>many <00:15:55.688>things <00:15:55.844>to <00:15:56.000>review,

00:15:56.350 --> 00:15:56.360 align:start position:0%
<00:15:56.350>things <00:15:56.354>to <00:15:56.359>review,

00:15:56.360 --> 00:15:58.750 align:start position:0%
<00:15:56.360>things <00:15:56.515>to <00:15:56.671>review, <00:15:56.826>and <00:15:56.982>changed <00:15:57.137>to <00:15:57.293>a <00:15:57.448>workflow <00:15:57.604>perhaps <00:15:57.760>of

00:15:58.750 --> 00:15:58.760 align:start position:0%
<00:15:58.750>and <00:15:58.751>changed <00:15:58.753>to <00:15:58.754>a <00:15:58.756>workflow <00:15:58.757>perhaps <00:15:58.759>of

00:15:58.760 --> 00:16:01.070 align:start position:0%
<00:15:58.760>and <00:15:58.876>changed <00:15:58.993>to <00:15:59.110>a <00:15:59.226>workflow <00:15:59.343>perhaps <00:15:59.460>of <00:15:59.576>reviewing <00:15:59.693>code <00:15:59.810>after <00:15:59.926>it's <00:16:00.043>been <00:16:00.160>merged,

00:16:01.070 --> 00:16:01.080 align:start position:0%
<00:16:01.070>reviewing <00:16:01.071>code <00:16:01.073>after <00:16:01.075>it's <00:16:01.077>been <00:16:01.079>merged,

00:16:01.080 --> 00:16:03.830 align:start position:0%
<00:16:01.080>reviewing <00:16:01.196>code <00:16:01.313>after <00:16:01.430>it's <00:16:01.546>been <00:16:01.663>merged, <00:16:01.780>which <00:16:01.896>is <00:16:02.013>something <00:16:02.130>that <00:16:02.246>I've <00:16:02.363>seen <00:16:02.480>in

00:16:03.830 --> 00:16:03.840 align:start position:0%
<00:16:03.830>which <00:16:03.831>is <00:16:03.833>something <00:16:03.834>that <00:16:03.836>I've <00:16:03.837>seen <00:16:03.839>in

00:16:03.840 --> 00:16:06.190 align:start position:0%
<00:16:03.840>which <00:16:03.933>is <00:16:04.026>something <00:16:04.120>that <00:16:04.213>I've <00:16:04.306>seen <00:16:04.400>in <00:16:04.493>at <00:16:04.586>least <00:16:04.680>a <00:16:04.773>half <00:16:04.866>a <00:16:04.960>dozen <00:16:05.053>teams <00:16:05.146>in <00:16:05.240>the

00:16:06.190 --> 00:16:06.200 align:start position:0%
<00:16:06.190>at <00:16:06.191>least <00:16:06.192>a <00:16:06.193>half <00:16:06.194>a <00:16:06.195>dozen <00:16:06.196>teams <00:16:06.197>in <00:16:06.199>the

00:16:06.200 --> 00:16:09.350 align:start position:0%
<00:16:06.200>at <00:16:06.327>least <00:16:06.454>a <00:16:06.581>half <00:16:06.709>a <00:16:06.836>dozen <00:16:06.963>teams <00:16:07.090>in <00:16:07.218>the <00:16:07.345>last <00:16:07.472>couple <00:16:07.600>months.

00:16:09.360 --> 00:16:11.750 align:start position:0%
<00:16:09.360>I <00:16:09.535>work <00:16:09.710>from <00:16:09.885>time <00:16:10.060>to <00:16:10.235>time <00:16:10.410>with <00:16:10.585>a <00:16:10.760>code

00:16:11.750 --> 00:16:11.760 align:start position:0%
<00:16:11.750>I <00:16:11.751>work <00:16:11.752>from <00:16:11.753>time <00:16:11.754>to <00:16:11.755>time <00:16:11.756>with <00:16:11.757>a <00:16:11.759>code

00:16:11.760 --> 00:16:13.950 align:start position:0%
<00:16:11.760>I <00:16:11.867>work <00:16:11.975>from <00:16:12.083>time <00:16:12.190>to <00:16:12.298>time <00:16:12.406>with <00:16:12.513>a <00:16:12.621>code <00:16:12.729>review <00:16:12.836>researcher, <00:16:12.944>Dr. <00:16:13.052>Michaela <00:16:13.160>Greiler,

00:16:13.950 --> 00:16:13.960 align:start position:0%
<00:16:13.950>review <00:16:13.952>researcher, <00:16:13.954>Dr. <00:16:13.956>Michaela <00:16:13.959>Greiler,

00:16:13.960 --> 00:16:16.590 align:start position:0%
<00:16:13.960>review <00:16:14.076>researcher, <00:16:14.193>Dr. <00:16:14.310>Michaela <00:16:14.426>Greiler, <00:16:14.543>and <00:16:14.660>last <00:16:14.776>week <00:16:14.893>she <00:16:15.010>asked <00:16:15.126>me <00:16:15.243>to <00:16:15.360>proofread

00:16:16.590 --> 00:16:16.600 align:start position:0%
<00:16:16.590>and <00:16:16.591>last <00:16:16.592>week <00:16:16.593>she <00:16:16.595>asked <00:16:16.596>me <00:16:16.597>to <00:16:16.599>proofread

00:16:16.600 --> 00:16:18.510 align:start position:0%
<00:16:16.600>and <00:16:16.727>last <00:16:16.854>week <00:16:16.981>she <00:16:17.109>asked <00:16:17.236>me <00:16:17.363>to <00:16:17.490>proofread <00:16:17.618>one <00:16:17.745>of <00:16:17.872>her <00:16:18.000>um

00:16:18.510 --> 00:16:18.520 align:start position:0%
<00:16:18.510>one <00:16:18.513>of <00:16:18.516>her <00:16:18.519>um

00:16:18.520 --> 00:16:19.990 align:start position:0%
<00:16:18.520>one <00:16:18.652>of <00:16:18.784>her <00:16:18.916>um <00:16:19.049>her <00:16:19.181>new <00:16:19.313>pieces <00:16:19.446>of <00:16:19.578>research <00:16:19.710>that's <00:16:19.843>coming

00:16:19.990 --> 00:16:20.000 align:start position:0%
<00:16:19.990>her <00:16:19.991>new <00:16:19.993>pieces <00:16:19.994>of <00:16:19.996>research <00:16:19.997>that's <00:16:19.999>coming

00:16:20.000 --> 00:16:21.910 align:start position:0%
<00:16:20.000>her <00:16:20.100>new <00:16:20.200>pieces <00:16:20.300>of <00:16:20.400>research <00:16:20.500>that's <00:16:20.600>coming <00:16:20.700>out <00:16:20.800>around <00:16:20.900>code <00:16:21.000>review <00:16:21.100>and <00:16:21.200>AI, <00:16:21.300>and <00:16:21.400>give

00:16:21.910 --> 00:16:21.920 align:start position:0%
<00:16:21.910>out <00:16:21.911>around <00:16:21.912>code <00:16:21.913>review <00:16:21.915>and <00:16:21.916>AI, <00:16:21.917>and <00:16:21.919>give

00:16:21.920 --> 00:16:24.030 align:start position:0%
<00:16:21.920>out <00:16:22.020>around <00:16:22.120>code <00:16:22.219>review <00:16:22.319>and <00:16:22.420>AI, <00:16:22.520>and <00:16:22.620>give <00:16:22.719>some <00:16:22.819>feedback. <00:16:22.920>And <00:16:23.020>I <00:16:23.120>asked <00:16:23.219>her <00:16:23.319>for

00:16:24.030 --> 00:16:24.040 align:start position:0%
<00:16:24.030>some <00:16:24.031>feedback. <00:16:24.033>And <00:16:24.034>I <00:16:24.036>asked <00:16:24.037>her <00:16:24.039>for

00:16:24.040 --> 00:16:25.790 align:start position:0%
<00:16:24.040>some <00:16:24.147>feedback. <00:16:24.255>And <00:16:24.363>I <00:16:24.470>asked <00:16:24.578>her <00:16:24.686>for <00:16:24.793>permission <00:16:24.901>to <00:16:25.009>share <00:16:25.116>some <00:16:25.224>of <00:16:25.332>those <00:16:25.439>terms

00:16:25.790 --> 00:16:25.800 align:start position:0%
<00:16:25.790>permission <00:16:25.791>to <00:16:25.793>share <00:16:25.794>some <00:16:25.795>of <00:16:25.797>those <00:16:25.799>terms

00:16:25.800 --> 00:16:27.710 align:start position:0%
<00:16:25.800>permission <00:16:25.907>to <00:16:26.015>share <00:16:26.123>some <00:16:26.230>of <00:16:26.338>those <00:16:26.446>terms <00:16:26.553>with <00:16:26.661>you. <00:16:26.769>I <00:16:26.876>think <00:16:26.984>they <00:16:27.092>give <00:16:27.199>some

00:16:27.710 --> 00:16:27.720 align:start position:0%
<00:16:27.710>with <00:16:27.711>you. <00:16:27.713>I <00:16:27.714>think <00:16:27.716>they <00:16:27.717>give <00:16:27.719>some

00:16:27.720 --> 00:16:29.270 align:start position:0%
<00:16:27.720>with <00:16:27.819>you. <00:16:27.919>I <00:16:28.018>think <00:16:28.118>they <00:16:28.218>give <00:16:28.317>some <00:16:28.417>language <00:16:28.517>to <00:16:28.616>what <00:16:28.716>a <00:16:28.816>lot <00:16:28.915>of <00:16:29.015>teams <00:16:29.115>are

00:16:29.270 --> 00:16:29.280 align:start position:0%
<00:16:29.270>language <00:16:29.271>to <00:16:29.272>what <00:16:29.273>a <00:16:29.275>lot <00:16:29.276>of <00:16:29.277>teams <00:16:29.279>are

00:16:29.280 --> 00:16:30.710 align:start position:0%
<00:16:29.280>language <00:16:29.371>to <00:16:29.463>what <00:16:29.555>a <00:16:29.647>lot <00:16:29.739>of <00:16:29.831>teams <00:16:29.923>are <00:16:30.015>experiencing. <00:16:30.107>So, <00:16:30.199>I <00:16:30.291>want <00:16:30.383>to <00:16:30.475>share <00:16:30.567>with

00:16:30.710 --> 00:16:30.720 align:start position:0%
<00:16:30.710>experiencing. <00:16:30.711>So, <00:16:30.713>I <00:16:30.714>want <00:16:30.716>to <00:16:30.717>share <00:16:30.719>with

00:16:30.720 --> 00:16:32.150 align:start position:0%
<00:16:30.720>experiencing. <00:16:30.819>So, <00:16:30.918>I <00:16:31.017>want <00:16:31.116>to <00:16:31.215>share <00:16:31.314>with <00:16:31.413>you <00:16:31.512>what <00:16:31.611>she's <00:16:31.710>finding <00:16:31.809>in <00:16:31.908>her <00:16:32.007>research

00:16:32.150 --> 00:16:32.160 align:start position:0%
<00:16:32.150>you <00:16:32.151>what <00:16:32.153>she's <00:16:32.154>finding <00:16:32.156>in <00:16:32.157>her <00:16:32.159>research

00:16:32.160 --> 00:16:35.030 align:start position:0%
<00:16:32.160>you <00:16:32.267>what <00:16:32.375>she's <00:16:32.483>finding <00:16:32.590>in <00:16:32.698>her <00:16:32.806>research <00:16:32.913>right <00:16:33.021>now <00:16:33.129>about <00:16:33.236>about <00:16:33.344>code <00:16:33.452>review. <00:16:33.560>The

00:16:35.030 --> 00:16:35.040 align:start position:0%
<00:16:35.030>right <00:16:35.031>now <00:16:35.033>about <00:16:35.034>about <00:16:35.036>code <00:16:35.037>review. <00:16:35.039>The

00:16:35.040 --> 00:16:36.390 align:start position:0%
<00:16:35.040>right <00:16:35.141>now <00:16:35.242>about <00:16:35.343>about <00:16:35.444>code <00:16:35.546>review. <00:16:35.647>The <00:16:35.748>first <00:16:35.850>thing <00:16:35.951>is <00:16:36.052>called <00:16:36.153>code <00:16:36.255>review

00:16:36.390 --> 00:16:36.400 align:start position:0%
<00:16:36.390>first <00:16:36.391>thing <00:16:36.393>is <00:16:36.395>called <00:16:36.397>code <00:16:36.399>review

00:16:36.400 --> 00:16:38.190 align:start position:0%
<00:16:36.400>first <00:16:36.633>thing <00:16:36.866>is <00:16:37.100>called <00:16:37.333>code <00:16:37.566>review <00:16:37.800>surrender.

00:16:38.190 --> 00:16:38.200 align:start position:0%
surrender.

00:16:38.200 --> 00:16:39.670 align:start position:0%
<00:16:38.200>surrender. <00:16:38.420>Code <00:16:38.641>review <00:16:38.861>surrender <00:16:39.082>is <00:16:39.302>a <00:16:39.522>capacity

00:16:39.670 --> 00:16:39.680 align:start position:0%
<00:16:39.670>Code <00:16:39.671>review <00:16:39.673>surrender <00:16:39.675>is <00:16:39.677>a <00:16:39.679>capacity

00:16:39.680 --> 00:16:42.230 align:start position:0%
<00:16:39.680>Code <00:16:39.787>review <00:16:39.895>surrender <00:16:40.003>is <00:16:40.110>a <00:16:40.218>capacity <00:16:40.326>failure, <00:16:40.433>just <00:16:40.541>like <00:16:40.649>those <00:16:40.756>31% <00:16:40.864>of <00:16:40.972>PRs <00:16:41.079>that

00:16:42.230 --> 00:16:42.240 align:start position:0%
<00:16:42.230>failure, <00:16:42.231>just <00:16:42.232>like <00:16:42.233>those <00:16:42.235>31% <00:16:42.236>of <00:16:42.237>PRs <00:16:42.239>that

00:16:42.240 --> 00:16:43.710 align:start position:0%
<00:16:42.240>failure, <00:16:42.387>just <00:16:42.534>like <00:16:42.681>those <00:16:42.828>31% <00:16:42.975>of <00:16:43.122>PRs <00:16:43.269>that <00:16:43.416>are <00:16:43.563>going

00:16:43.710 --> 00:16:43.720 align:start position:0%
<00:16:43.710>are <00:16:43.719>going

00:16:43.720 --> 00:16:45.270 align:start position:0%
<00:16:43.720>are <00:16:43.919>going <00:16:44.118>straight <00:16:44.317>to <00:16:44.517>production <00:16:44.716>without <00:16:44.915>any <00:16:45.115>code

00:16:45.270 --> 00:16:45.280 align:start position:0%
<00:16:45.270>straight <00:16:45.271>to <00:16:45.273>production <00:16:45.275>without <00:16:45.277>any <00:16:45.279>code

00:16:45.280 --> 00:16:46.310 align:start position:0%
<00:16:45.280>straight <00:16:45.434>to <00:16:45.589>production <00:16:45.743>without <00:16:45.897>any <00:16:46.052>code <00:16:46.207>review.

00:16:46.310 --> 00:16:46.320 align:start position:0%
review.

00:16:46.320 --> 00:16:48.990 align:start position:0%
<00:16:46.320>review. <00:16:46.553>Well-meaning <00:16:46.786>reviewers <00:16:47.020>truly <00:16:47.253>do <00:16:47.486>want <00:16:47.720>to

00:16:48.990 --> 00:16:49.000 align:start position:0%
<00:16:48.990>Well-meaning <00:16:48.991>reviewers <00:16:48.993>truly <00:16:48.995>do <00:16:48.997>want <00:16:48.999>to

00:16:49.000 --> 00:16:50.630 align:start position:0%
<00:16:49.000>Well-meaning <00:16:49.100>reviewers <00:16:49.200>truly <00:16:49.300>do <00:16:49.400>want <00:16:49.500>to <00:16:49.600>review <00:16:49.700>code <00:16:49.800>in <00:16:49.900>the <00:16:50.000>same <00:16:50.100>way <00:16:50.200>that <00:16:50.300>it <00:16:50.400>was

00:16:50.630 --> 00:16:50.640 align:start position:0%
<00:16:50.630>review <00:16:50.631>code <00:16:50.632>in <00:16:50.633>the <00:16:50.634>same <00:16:50.635>way <00:16:50.636>that <00:16:50.637>it <00:16:50.639>was

00:16:50.640 --> 00:16:52.630 align:start position:0%
<00:16:50.640>review <00:16:50.740>code <00:16:50.840>in <00:16:50.939>the <00:16:51.040>same <00:16:51.140>way <00:16:51.240>that <00:16:51.340>it <00:16:51.439>was <00:16:51.540>before, <00:16:51.640>but <00:16:51.740>because <00:16:51.840>of <00:16:51.939>the <00:16:52.040>increased

00:16:52.630 --> 00:16:52.640 align:start position:0%
<00:16:52.630>before, <00:16:52.631>but <00:16:52.633>because <00:16:52.635>of <00:16:52.637>the <00:16:52.639>increased

00:16:52.640 --> 00:16:54.870 align:start position:0%
<00:16:52.640>before, <00:16:52.756>but <00:16:52.873>because <00:16:52.990>of <00:16:53.106>the <00:16:53.223>increased <00:16:53.340>frequency <00:16:53.456>and <00:16:53.573>size, <00:16:53.689>they <00:16:53.806>just <00:16:53.923>can't <00:16:54.040>keep

00:16:54.870 --> 00:16:54.880 align:start position:0%
<00:16:54.870>frequency <00:16:54.871>and <00:16:54.873>size, <00:16:54.874>they <00:16:54.876>just <00:16:54.877>can't <00:16:54.879>keep

00:16:54.880 --> 00:16:56.910 align:start position:0%
<00:16:54.880>frequency <00:16:54.973>and <00:16:55.066>size, <00:16:55.160>they <00:16:55.253>just <00:16:55.346>can't <00:16:55.439>keep <00:16:55.533>up <00:16:55.626>with <00:16:55.720>the <00:16:55.813>pace. <00:16:55.906>So, <00:16:56.000>this <00:16:56.093>can <00:16:56.186>lead <00:16:56.280>to

00:16:56.910 --> 00:16:56.920 align:start position:0%
<00:16:56.910>up <00:16:56.911>with <00:16:56.912>the <00:16:56.913>pace. <00:16:56.914>So, <00:16:56.915>this <00:16:56.916>can <00:16:56.917>lead <00:16:56.919>to

00:16:56.920 --> 00:16:58.870 align:start position:0%
<00:16:56.920>up <00:16:57.007>with <00:16:57.094>the <00:16:57.182>pace. <00:16:57.270>So, <00:16:57.357>this <00:16:57.444>can <00:16:57.532>lead <00:16:57.620>to <00:16:57.707>things <00:16:57.795>like <00:16:57.882>long <00:16:57.969>wait <00:16:58.057>times. <00:16:58.145>It <00:16:58.232>can <00:16:58.319>lead

00:16:58.870 --> 00:16:58.880 align:start position:0%
<00:16:58.870>things <00:16:58.871>like <00:16:58.872>long <00:16:58.873>wait <00:16:58.875>times. <00:16:58.876>It <00:16:58.877>can <00:16:58.879>lead

00:16:58.880 --> 00:17:01.270 align:start position:0%
<00:16:58.880>things <00:16:58.973>like <00:16:59.066>long <00:16:59.160>wait <00:16:59.253>times. <00:16:59.346>It <00:16:59.439>can <00:16:59.533>lead <00:16:59.626>to <00:16:59.720>those <00:16:59.813>long <00:16:59.906>comments <00:17:00.000>as <00:17:00.093>well. <00:17:00.186>Um <00:17:00.280>but

00:17:01.270 --> 00:17:01.280 align:start position:0%
<00:17:01.270>to <00:17:01.271>those <00:17:01.272>long <00:17:01.273>comments <00:17:01.275>as <00:17:01.276>well. <00:17:01.277>Um <00:17:01.279>but

00:17:01.280 --> 00:17:02.950 align:start position:0%
<00:17:01.280>to <00:17:01.380>those <00:17:01.480>long <00:17:01.579>comments <00:17:01.680>as <00:17:01.780>well. <00:17:01.880>Um <00:17:01.980>but <00:17:02.079>it <00:17:02.180>could <00:17:02.280>also <00:17:02.380>cause <00:17:02.480>reviewers <00:17:02.579>to <00:17:02.680>review

00:17:02.950 --> 00:17:02.960 align:start position:0%
<00:17:02.950>it <00:17:02.951>could <00:17:02.953>also <00:17:02.954>cause <00:17:02.956>reviewers <00:17:02.957>to <00:17:02.959>review

00:17:02.960 --> 00:17:05.990 align:start position:0%
<00:17:02.960>it <00:17:03.076>could <00:17:03.193>also <00:17:03.310>cause <00:17:03.426>reviewers <00:17:03.543>to <00:17:03.660>review <00:17:03.776>changes <00:17:03.893>with <00:17:04.010>very <00:17:04.126>superficial <00:17:04.243>review, <00:17:04.360>or

00:17:05.990 --> 00:17:06.000 align:start position:0%
<00:17:05.990>changes <00:17:05.991>with <00:17:05.993>very <00:17:05.995>superficial <00:17:05.997>review, <00:17:05.999>or

00:17:06.000 --> 00:17:08.189 align:start position:0%
<00:17:06.000>changes <00:17:06.107>with <00:17:06.215>very <00:17:06.323>superficial <00:17:06.430>review, <00:17:06.538>or <00:17:06.646>teams <00:17:06.753>might <00:17:06.861>even <00:17:06.969>just <00:17:07.076>say, <00:17:07.184>"Let's <00:17:07.292>not <00:17:07.400>do

00:17:08.189 --> 00:17:08.199 align:start position:0%
<00:17:08.189>teams <00:17:08.190>might <00:17:08.191>even <00:17:08.192>just <00:17:08.194>say, <00:17:08.195>"Let's <00:17:08.196>not <00:17:08.198>do

00:17:08.199 --> 00:17:09.910 align:start position:0%
<00:17:08.199>teams <00:17:08.299>might <00:17:08.399>even <00:17:08.499>just <00:17:08.599>say, <00:17:08.699>"Let's <00:17:08.799>not <00:17:08.899>do <00:17:08.999>code <00:17:09.099>review <00:17:09.199>before <00:17:09.299>merge. <00:17:09.399>Let's <00:17:09.499>do <00:17:09.599>a

00:17:09.910 --> 00:17:09.920 align:start position:0%
<00:17:09.910>code <00:17:09.911>review <00:17:09.913>before <00:17:09.914>merge. <00:17:09.916>Let's <00:17:09.917>do <00:17:09.919>a

00:17:09.920 --> 00:17:12.390 align:start position:0%
<00:17:09.920>code <00:17:10.075>review <00:17:10.231>before <00:17:10.386>merge. <00:17:10.542>Let's <00:17:10.697>do <00:17:10.853>a <00:17:11.008>post-merge <00:17:11.164>code <00:17:11.320>review."

00:17:12.390 --> 00:17:12.400 align:start position:0%
<00:17:12.390>post-merge <00:17:12.394>code <00:17:12.399>review."

00:17:12.400 --> 00:17:15.790 align:start position:0%
<00:17:12.400>post-merge <00:17:12.575>code <00:17:12.750>review." <00:17:12.925>So, <00:17:13.100>this <00:17:13.275>is <00:17:13.450>the <00:17:13.625>capacity <00:17:13.800>failure.

00:17:15.790 --> 00:17:15.800 align:start position:0%
<00:17:15.790>So, <00:17:15.791>this <00:17:15.793>is <00:17:15.795>the <00:17:15.797>capacity <00:17:15.799>failure.

00:17:15.800 --> 00:17:18.230 align:start position:0%
<00:17:15.800>So, <00:17:15.899>this <00:17:16.000>is <00:17:16.099>the <00:17:16.200>capacity <00:17:16.300>failure. <00:17:16.399>The <00:17:16.500>one <00:17:16.599>that <00:17:16.700>I <00:17:16.800>found <00:17:16.899>a <00:17:17.000>lot <00:17:17.099>more <00:17:17.200>striking

00:17:18.230 --> 00:17:18.240 align:start position:0%
<00:17:18.230>The <00:17:18.231>one <00:17:18.232>that <00:17:18.233>I <00:17:18.234>found <00:17:18.235>a <00:17:18.236>lot <00:17:18.237>more <00:17:18.239>striking

00:17:18.240 --> 00:17:21.350 align:start position:0%
<00:17:18.240>The <00:17:18.347>one <00:17:18.455>that <00:17:18.563>I <00:17:18.670>found <00:17:18.778>a <00:17:18.886>lot <00:17:18.993>more <00:17:19.101>striking <00:17:19.209>is <00:17:19.316>called <00:17:19.424>code <00:17:19.532>review <00:17:19.640>exploitation.

00:17:21.350 --> 00:17:21.360 align:start position:0%
<00:17:21.349>is <00:17:21.352>called <00:17:21.354>code <00:17:21.356>review <00:17:21.358>exploitation.

00:17:21.360 --> 00:17:23.590 align:start position:0%
<00:17:21.359>is <00:17:21.560>called <00:17:21.760>code <00:17:21.959>review <00:17:22.159>exploitation. <00:17:22.359>Code <00:17:22.560>review <00:17:22.760>exploitation

00:17:23.590 --> 00:17:23.600 align:start position:0%
<00:17:23.589>Code <00:17:23.594>review <00:17:23.598>exploitation

00:17:23.600 --> 00:17:27.150 align:start position:0%
<00:17:23.599>Code <00:17:23.740>review <00:17:23.879>exploitation <00:17:24.020>happens <00:17:24.159>when <00:17:24.300>the <00:17:24.439>reviewer <00:17:24.579>is <00:17:24.719>seen <00:17:24.859>as <00:17:25.000>the

00:17:27.150 --> 00:17:27.160 align:start position:0%
<00:17:27.150>happens <00:17:27.151>when <00:17:27.152>the <00:17:27.153>reviewer <00:17:27.155>is <00:17:27.156>seen <00:17:27.157>as <00:17:27.159>the

00:17:27.160 --> 00:17:29.230 align:start position:0%
<00:17:27.160>happens <00:17:27.335>when <00:17:27.510>the <00:17:27.685>reviewer <00:17:27.860>is <00:17:28.035>seen <00:17:28.210>as <00:17:28.385>the <00:17:28.560>first

00:17:29.230 --> 00:17:29.240 align:start position:0%
first

00:17:29.240 --> 00:17:32.790 align:start position:0%
<00:17:29.240>first <00:17:29.440>review <00:17:29.640>of <00:17:29.840>the <00:17:30.040>code, <00:17:30.240>not <00:17:30.440>the <00:17:30.640>author.

00:17:32.790 --> 00:17:32.800 align:start position:0%
<00:17:32.790>review <00:17:32.791>of <00:17:32.793>the <00:17:32.794>code, <00:17:32.796>not <00:17:32.797>the <00:17:32.799>author.

00:17:32.800 --> 00:17:35.230 align:start position:0%
<00:17:32.800>review <00:17:32.899>of <00:17:33.000>the <00:17:33.100>code, <00:17:33.200>not <00:17:33.300>the <00:17:33.399>author. <00:17:33.500>Before <00:17:33.600>AI, <00:17:33.700>and <00:17:33.800>I <00:17:33.899>know <00:17:34.000>earlier <00:17:34.100>in <00:17:34.200>my

00:17:35.230 --> 00:17:35.240 align:start position:0%
<00:17:35.230>Before <00:17:35.231>AI, <00:17:35.232>and <00:17:35.233>I <00:17:35.235>know <00:17:35.236>earlier <00:17:35.237>in <00:17:35.239>my

00:17:35.240 --> 00:17:37.790 align:start position:0%
<00:17:35.240>Before <00:17:35.347>AI, <00:17:35.455>and <00:17:35.563>I <00:17:35.670>know <00:17:35.778>earlier <00:17:35.886>in <00:17:35.993>my <00:17:36.101>career <00:17:36.209>when <00:17:36.316>I <00:17:36.424>was <00:17:36.532>a <00:17:36.640>developer,

00:17:37.790 --> 00:17:37.800 align:start position:0%
<00:17:37.790>career <00:17:37.791>when <00:17:37.793>I <00:17:37.795>was <00:17:37.797>a <00:17:37.799>developer,

00:17:37.800 --> 00:17:39.230 align:start position:0%
<00:17:37.800>career <00:17:38.014>when <00:17:38.229>I <00:17:38.443>was <00:17:38.658>a <00:17:38.872>developer, <00:17:39.087>um

00:17:39.230 --> 00:17:39.240 align:start position:0%
um

00:17:39.240 --> 00:17:41.230 align:start position:0%
<00:17:39.240>um <00:17:39.415>when <00:17:39.590>I <00:17:39.765>put <00:17:39.940>something <00:17:40.115>up <00:17:40.290>for <00:17:40.465>code <00:17:40.640>review,

00:17:41.230 --> 00:17:41.240 align:start position:0%
<00:17:41.230>when <00:17:41.231>I <00:17:41.232>put <00:17:41.233>something <00:17:41.235>up <00:17:41.236>for <00:17:41.237>code <00:17:41.239>review,

00:17:41.240 --> 00:17:42.990 align:start position:0%
<00:17:41.240>when <00:17:41.340>I <00:17:41.440>put <00:17:41.540>something <00:17:41.640>up <00:17:41.740>for <00:17:41.840>code <00:17:41.940>review, <00:17:42.040>I <00:17:42.140>definitely <00:17:42.240>reviewed <00:17:42.340>it <00:17:42.440>and <00:17:42.540>made <00:17:42.640>sure

00:17:42.990 --> 00:17:43.000 align:start position:0%
<00:17:42.990>I <00:17:42.991>definitely <00:17:42.993>reviewed <00:17:42.994>it <00:17:42.996>and <00:17:42.997>made <00:17:42.999>sure

00:17:43.000 --> 00:17:44.750 align:start position:0%
<00:17:43.000>I <00:17:43.107>definitely <00:17:43.215>reviewed <00:17:43.323>it <00:17:43.430>and <00:17:43.538>made <00:17:43.646>sure <00:17:43.753>that <00:17:43.861>it <00:17:43.969>was <00:17:44.076>something <00:17:44.184>that <00:17:44.292>I <00:17:44.400>wanted

00:17:44.750 --> 00:17:44.760 align:start position:0%
<00:17:44.750>that <00:17:44.751>it <00:17:44.753>was <00:17:44.754>something <00:17:44.756>that <00:17:44.757>I <00:17:44.759>wanted

00:17:44.760 --> 00:17:46.710 align:start position:0%
<00:17:44.760>that <00:17:44.867>it <00:17:44.975>was <00:17:45.083>something <00:17:45.190>that <00:17:45.298>I <00:17:45.406>wanted <00:17:45.513>other <00:17:45.621>people's <00:17:45.729>eyes <00:17:45.836>on <00:17:45.944>if <00:17:46.052>I <00:17:46.160>hadn't

00:17:46.710 --> 00:17:46.720 align:start position:0%
<00:17:46.710>other <00:17:46.711>people's <00:17:46.713>eyes <00:17:46.714>on <00:17:46.716>if <00:17:46.717>I <00:17:46.719>hadn't

00:17:46.720 --> 00:17:49.430 align:start position:0%
<00:17:46.720>other <00:17:46.847>people's <00:17:46.974>eyes <00:17:47.101>on <00:17:47.229>if <00:17:47.356>I <00:17:47.483>hadn't <00:17:47.610>paired <00:17:47.738>on <00:17:47.865>it <00:17:47.992>already. <00:17:48.120>Um

00:17:49.430 --> 00:17:49.440 align:start position:0%
<00:17:49.430>paired <00:17:49.432>on <00:17:49.434>it <00:17:49.436>already. <00:17:49.439>Um

00:17:49.440 --> 00:17:52.750 align:start position:0%
<00:17:49.440>paired <00:17:49.547>on <00:17:49.655>it <00:17:49.763>already. <00:17:49.870>Um <00:17:49.978>it's <00:17:50.086>the <00:17:50.193>case <00:17:50.301>in <00:17:50.409>in <00:17:50.516>some <00:17:50.624>teams <00:17:50.732>now <00:17:50.840>where

00:17:52.750 --> 00:17:52.760 align:start position:0%
<00:17:52.750>it's <00:17:52.751>the <00:17:52.752>case <00:17:52.753>in <00:17:52.754>in <00:17:52.755>some <00:17:52.756>teams <00:17:52.757>now <00:17:52.759>where

00:17:52.760 --> 00:17:56.110 align:start position:0%
<00:17:52.760>it's <00:17:52.853>the <00:17:52.946>case <00:17:53.040>in <00:17:53.133>in <00:17:53.226>some <00:17:53.320>teams <00:17:53.413>now <00:17:53.506>where <00:17:53.600>the <00:17:53.693>agents <00:17:53.786>are <00:17:53.879>opening <00:17:53.973>PRs <00:17:54.066>or <00:17:54.160>a

00:17:56.110 --> 00:17:56.120 align:start position:0%
<00:17:56.110>the <00:17:56.111>agents <00:17:56.112>are <00:17:56.114>opening <00:17:56.116>PRs <00:17:56.117>or <00:17:56.119>a

00:17:56.120 --> 00:17:59.590 align:start position:0%
<00:17:56.120>the <00:17:56.219>agents <00:17:56.320>are <00:17:56.419>opening <00:17:56.520>PRs <00:17:56.620>or <00:17:56.719>a <00:17:56.820>developer <00:17:56.919>with <00:17:57.020>an <00:17:57.120>agent <00:17:57.219>is <00:17:57.320>opening <00:17:57.419>a <00:17:57.520>PR

00:17:59.590 --> 00:17:59.600 align:start position:0%
<00:17:59.590>developer <00:17:59.591>with <00:17:59.592>an <00:17:59.593>agent <00:17:59.595>is <00:17:59.596>opening <00:17:59.597>a <00:17:59.599>PR

00:17:59.600 --> 00:18:02.510 align:start position:0%
<00:17:59.600>developer <00:17:59.707>with <00:17:59.815>an <00:17:59.923>agent <00:18:00.030>is <00:18:00.138>opening <00:18:00.246>a <00:18:00.353>PR <00:18:00.461>without <00:18:00.569>giving <00:18:00.676>it <00:18:00.784>the <00:18:00.892>thorough <00:18:01.000>criticism

00:18:02.510 --> 00:18:02.520 align:start position:0%
<00:18:02.510>without <00:18:02.511>giving <00:18:02.513>it <00:18:02.515>the <00:18:02.517>thorough <00:18:02.519>criticism

00:18:02.520 --> 00:18:04.310 align:start position:0%
<00:18:02.520>without <00:18:02.636>giving <00:18:02.753>it <00:18:02.870>the <00:18:02.986>thorough <00:18:03.103>criticism <00:18:03.220>that <00:18:03.336>might <00:18:03.453>have <00:18:03.570>been <00:18:03.686>expected <00:18:03.803>3 <00:18:03.920>years

00:18:04.310 --> 00:18:04.320 align:start position:0%
<00:18:04.310>that <00:18:04.311>might <00:18:04.312>have <00:18:04.314>been <00:18:04.316>expected <00:18:04.317>3 <00:18:04.319>years

00:18:04.320 --> 00:18:05.310 align:start position:0%
<00:18:04.320>that <00:18:04.447>might <00:18:04.574>have <00:18:04.701>been <00:18:04.829>expected <00:18:04.956>3 <00:18:05.083>years <00:18:05.211>ago.

00:18:05.310 --> 00:18:05.320 align:start position:0%
ago.

00:18:05.320 --> 00:18:07.390 align:start position:0%
<00:18:05.320>ago. <00:18:05.475>And <00:18:05.631>so <00:18:05.786>when <00:18:05.942>a <00:18:06.097>reviewer <00:18:06.253>opens <00:18:06.408>a <00:18:06.564>PR <00:18:06.720>that

00:18:07.390 --> 00:18:07.400 align:start position:0%
<00:18:07.390>And <00:18:07.391>so <00:18:07.392>when <00:18:07.393>a <00:18:07.394>reviewer <00:18:07.395>opens <00:18:07.396>a <00:18:07.397>PR <00:18:07.399>that

00:18:07.400 --> 00:18:09.990 align:start position:0%
<00:18:07.400>And <00:18:07.500>so <00:18:07.600>when <00:18:07.700>a <00:18:07.800>reviewer <00:18:07.900>opens <00:18:08.000>a <00:18:08.100>PR <00:18:08.200>that <00:18:08.300>looks <00:18:08.400>like <00:18:08.500>that, <00:18:08.600>they <00:18:08.700>feel <00:18:08.800>exploited.

00:18:09.990 --> 00:18:10.000 align:start position:0%
<00:18:09.990>looks <00:18:09.991>like <00:18:09.993>that, <00:18:09.995>they <00:18:09.997>feel <00:18:09.999>exploited.

00:18:10.000 --> 00:18:11.670 align:start position:0%
<00:18:10.000>looks <00:18:10.116>like <00:18:10.233>that, <00:18:10.350>they <00:18:10.466>feel <00:18:10.583>exploited. <00:18:10.700>They <00:18:10.816>feel <00:18:10.933>like, <00:18:11.050>"Wow, <00:18:11.166>if <00:18:11.283>you <00:18:11.400>couldn't

00:18:11.670 --> 00:18:11.680 align:start position:0%
<00:18:11.670>They <00:18:11.671>feel <00:18:11.673>like, <00:18:11.674>"Wow, <00:18:11.676>if <00:18:11.677>you <00:18:11.679>couldn't

00:18:11.680 --> 00:18:14.070 align:start position:0%
<00:18:11.680>They <00:18:11.787>feel <00:18:11.895>like, <00:18:12.003>"Wow, <00:18:12.110>if <00:18:12.218>you <00:18:12.326>couldn't <00:18:12.433>bother <00:18:12.541>to <00:18:12.649>review <00:18:12.756>this, <00:18:12.864>why <00:18:12.972>should <00:18:13.080>I

00:18:14.070 --> 00:18:14.080 align:start position:0%
<00:18:14.070>bother <00:18:14.071>to <00:18:14.072>review <00:18:14.074>this, <00:18:14.076>why <00:18:14.077>should <00:18:14.079>I

00:18:14.080 --> 00:18:15.510 align:start position:0%
<00:18:14.080>bother <00:18:14.178>to <00:18:14.278>review <00:18:14.377>this, <00:18:14.476>why <00:18:14.575>should <00:18:14.674>I <00:18:14.773>bother <00:18:14.872>to <00:18:14.971>review <00:18:15.070>it?" <00:18:15.168>It <00:18:15.268>feels <00:18:15.367>very

00:18:15.510 --> 00:18:15.520 align:start position:0%
<00:18:15.510>bother <00:18:15.511>to <00:18:15.513>review <00:18:15.514>it?" <00:18:15.516>It <00:18:15.517>feels <00:18:15.519>very

00:18:15.520 --> 00:18:17.350 align:start position:0%
<00:18:15.520>bother <00:18:15.636>to <00:18:15.753>review <00:18:15.870>it?" <00:18:15.986>It <00:18:16.103>feels <00:18:16.220>very <00:18:16.336>unfair. <00:18:16.453>It's <00:18:16.570>a <00:18:16.686>very <00:18:16.803>unfair <00:18:16.920>transfer

00:18:17.350 --> 00:18:17.360 align:start position:0%
<00:18:17.350>unfair. <00:18:17.351>It's <00:18:17.353>a <00:18:17.355>very <00:18:17.357>unfair <00:18:17.359>transfer

00:18:17.360 --> 00:18:19.750 align:start position:0%
<00:18:17.360>unfair. <00:18:17.487>It's <00:18:17.614>a <00:18:17.741>very <00:18:17.869>unfair <00:18:17.996>transfer <00:18:18.123>responsibility. <00:18:18.250>So <00:18:18.378>this <00:18:18.505>leads <00:18:18.632>to <00:18:18.760>trust

00:18:19.750 --> 00:18:19.760 align:start position:0%
<00:18:19.750>responsibility. <00:18:19.751>So <00:18:19.753>this <00:18:19.755>leads <00:18:19.757>to <00:18:19.759>trust

00:18:19.760 --> 00:18:22.070 align:start position:0%
<00:18:19.760>responsibility. <00:18:19.876>So <00:18:19.993>this <00:18:20.110>leads <00:18:20.226>to <00:18:20.343>trust <00:18:20.460>erosion <00:18:20.576>on <00:18:20.693>the <00:18:20.810>team, <00:18:20.926>reviewers <00:18:21.043>kind <00:18:21.160>of

00:18:22.070 --> 00:18:22.080 align:start position:0%
<00:18:22.070>erosion <00:18:22.071>on <00:18:22.072>the <00:18:22.074>team, <00:18:22.076>reviewers <00:18:22.077>kind <00:18:22.079>of

00:18:22.080 --> 00:18:24.430 align:start position:0%
<00:18:22.080>erosion <00:18:22.207>on <00:18:22.334>the <00:18:22.461>team, <00:18:22.589>reviewers <00:18:22.716>kind <00:18:22.843>of <00:18:22.970>withdrawing, <00:18:23.098>and <00:18:23.225>ultimately <00:18:23.352>both <00:18:23.480>code

00:18:24.430 --> 00:18:24.440 align:start position:0%
<00:18:24.430>withdrawing, <00:18:24.432>and <00:18:24.434>ultimately <00:18:24.436>both <00:18:24.439>code

00:18:24.440 --> 00:18:25.990 align:start position:0%
<00:18:24.440>withdrawing, <00:18:24.595>and <00:18:24.750>ultimately <00:18:24.905>both <00:18:25.060>code <00:18:25.215>review <00:18:25.370>surrender <00:18:25.525>and <00:18:25.680>code <00:18:25.835>review

00:18:25.990 --> 00:18:26.000 align:start position:0%
<00:18:25.990>review <00:18:25.992>surrender <00:18:25.994>and <00:18:25.996>code <00:18:25.999>review

00:18:26.000 --> 00:18:33.230 align:start position:0%
<00:18:26.000>review <00:18:26.140>surrender <00:18:26.280>and <00:18:26.420>code <00:18:26.560>review <00:18:26.700>exploitation <00:18:26.840>lead <00:18:26.980>to <00:18:27.120>lower <00:18:27.260>quality <00:18:27.400>work.

00:18:33.240 --> 00:18:34.990 align:start position:0%
<00:18:33.240>Another <00:18:33.520>thing <00:18:33.800>that's <00:18:34.080>a <00:18:34.360>high <00:18:34.640>concern

00:18:34.990 --> 00:18:35.000 align:start position:0%
<00:18:34.990>Another <00:18:34.991>thing <00:18:34.993>that's <00:18:34.995>a <00:18:34.997>high <00:18:34.999>concern

00:18:35.000 --> 00:18:37.310 align:start position:0%
<00:18:35.000>Another <00:18:35.127>thing <00:18:35.254>that's <00:18:35.381>a <00:18:35.509>high <00:18:35.636>concern <00:18:35.763>aside <00:18:35.890>from <00:18:36.018>code <00:18:36.145>review <00:18:36.272>bottlenecks <00:18:36.400>is

00:18:37.310 --> 00:18:37.320 align:start position:0%
<00:18:37.310>aside <00:18:37.311>from <00:18:37.313>code <00:18:37.315>review <00:18:37.317>bottlenecks <00:18:37.319>is

00:18:37.320 --> 00:18:38.950 align:start position:0%
<00:18:37.320>aside <00:18:37.553>from <00:18:37.786>code <00:18:38.020>review <00:18:38.253>bottlenecks <00:18:38.486>is <00:18:38.720>quality,

00:18:38.950 --> 00:18:38.960 align:start position:0%
quality,

00:18:38.960 --> 00:18:42.910 align:start position:0%
<00:18:38.960>quality, <00:18:39.660>stability, <00:18:40.360>reliability.

00:18:42.920 --> 00:18:45.590 align:start position:0%
<00:18:42.920>In <00:18:43.120>the <00:18:43.320>industry <00:18:43.520>right <00:18:43.720>now, <00:18:43.920>AI <00:18:44.120>is <00:18:44.320>very

00:18:45.590 --> 00:18:45.600 align:start position:0%
<00:18:45.590>In <00:18:45.591>the <00:18:45.592>industry <00:18:45.593>right <00:18:45.595>now, <00:18:45.596>AI <00:18:45.597>is <00:18:45.599>very

00:18:45.600 --> 00:18:48.670 align:start position:0%
<00:18:45.600>In <00:18:45.699>the <00:18:45.800>industry <00:18:45.899>right <00:18:46.000>now, <00:18:46.100>AI <00:18:46.199>is <00:18:46.300>very <00:18:46.399>polarizing. <00:18:46.500>We <00:18:46.600>don't <00:18:46.699>see <00:18:46.800>the <00:18:46.899>same <00:18:47.000>thing

00:18:48.670 --> 00:18:48.680 align:start position:0%
<00:18:48.670>polarizing. <00:18:48.671>We <00:18:48.673>don't <00:18:48.674>see <00:18:48.676>the <00:18:48.677>same <00:18:48.679>thing

00:18:48.680 --> 00:18:51.950 align:start position:0%
<00:18:48.680>polarizing. <00:18:48.780>We <00:18:48.880>don't <00:18:48.980>see <00:18:49.080>the <00:18:49.180>same <00:18:49.280>thing <00:18:49.380>happen <00:18:49.480>at <00:18:49.580>all <00:18:49.680>companies <00:18:49.780>in <00:18:49.880>the <00:18:49.980>same <00:18:50.080>way.

00:18:51.950 --> 00:18:51.960 align:start position:0%
<00:18:51.950>happen <00:18:51.951>at <00:18:51.952>all <00:18:51.953>companies <00:18:51.955>in <00:18:51.956>the <00:18:51.957>same <00:18:51.959>way.

00:18:51.960 --> 00:18:53.670 align:start position:0%
<00:18:51.960>happen <00:18:52.060>at <00:18:52.160>all <00:18:52.260>companies <00:18:52.360>in <00:18:52.460>the <00:18:52.560>same <00:18:52.660>way. <00:18:52.760>And <00:18:52.860>this <00:18:52.960>is <00:18:53.060>where <00:18:53.160>averages <00:18:53.260>and <00:18:53.360>medians

00:18:53.670 --> 00:18:53.680 align:start position:0%
<00:18:53.670>And <00:18:53.671>this <00:18:53.673>is <00:18:53.674>where <00:18:53.676>averages <00:18:53.677>and <00:18:53.679>medians

00:18:53.680 --> 00:18:55.110 align:start position:0%
<00:18:53.680>And <00:18:53.771>this <00:18:53.863>is <00:18:53.955>where <00:18:54.047>averages <00:18:54.139>and <00:18:54.231>medians <00:18:54.323>can <00:18:54.415>get <00:18:54.507>a <00:18:54.599>little <00:18:54.691>bit <00:18:54.783>tricky <00:18:54.875>because <00:18:54.966>we

00:18:55.110 --> 00:18:55.120 align:start position:0%
<00:18:55.110>can <00:18:55.111>get <00:18:55.112>a <00:18:55.113>little <00:18:55.115>bit <00:18:55.116>tricky <00:18:55.117>because <00:18:55.119>we

00:18:55.120 --> 00:18:57.390 align:start position:0%
<00:18:55.120>can <00:18:55.219>get <00:18:55.320>a <00:18:55.419>little <00:18:55.520>bit <00:18:55.620>tricky <00:18:55.719>because <00:18:55.820>we <00:18:55.919>miss <00:18:56.020>the <00:18:56.120>actual <00:18:56.219>nuance <00:18:56.320>of <00:18:56.419>the <00:18:56.520>polarity

00:18:57.390 --> 00:18:57.400 align:start position:0%
<00:18:57.390>miss <00:18:57.391>the <00:18:57.393>actual <00:18:57.394>nuance <00:18:57.396>of <00:18:57.397>the <00:18:57.399>polarity

00:18:57.400 --> 00:18:59.030 align:start position:0%
<00:18:57.400>miss <00:18:57.507>the <00:18:57.615>actual <00:18:57.723>nuance <00:18:57.830>of <00:18:57.938>the <00:18:58.046>polarity <00:18:58.153>of <00:18:58.261>everything <00:18:58.369>because <00:18:58.476>of <00:18:58.584>how <00:18:58.692>the <00:18:58.800>math

00:18:59.030 --> 00:18:59.040 align:start position:0%
<00:18:59.030>of <00:18:59.031>everything <00:18:59.033>because <00:18:59.034>of <00:18:59.036>how <00:18:59.037>the <00:18:59.039>math

00:18:59.040 --> 00:19:00.310 align:start position:0%
<00:18:59.040>of <00:18:59.182>everything <00:18:59.325>because <00:18:59.468>of <00:18:59.611>how <00:18:59.754>the <00:18:59.897>math <00:19:00.040>works <00:19:00.183>out.

00:19:00.310 --> 00:19:00.320 align:start position:0%
<00:19:00.310>works <00:19:00.319>out.

00:19:00.320 --> 00:19:02.830 align:start position:0%
<00:19:00.320>works <00:19:00.520>out. <00:19:00.720>Some <00:19:00.919>companies <00:19:01.120>are <00:19:01.320>seeing <00:19:01.520>double <00:19:01.720>the

00:19:02.830 --> 00:19:02.840 align:start position:0%
<00:19:02.830>Some <00:19:02.831>companies <00:19:02.833>are <00:19:02.835>seeing <00:19:02.837>double <00:19:02.839>the

00:19:02.840 --> 00:19:05.070 align:start position:0%
<00:19:02.840>Some <00:19:02.980>companies <00:19:03.120>are <00:19:03.260>seeing <00:19:03.399>double <00:19:03.540>the <00:19:03.679>amount <00:19:03.820>of <00:19:03.959>failures <00:19:04.100>in <00:19:04.240>production.

00:19:05.070 --> 00:19:05.080 align:start position:0%
<00:19:05.070>amount <00:19:05.072>of <00:19:05.074>failures <00:19:05.076>in <00:19:05.079>production.

00:19:05.080 --> 00:19:06.590 align:start position:0%
<00:19:05.080>amount <00:19:05.203>of <00:19:05.327>failures <00:19:05.450>in <00:19:05.574>production. <00:19:05.697>And <00:19:05.821>some <00:19:05.944>companies <00:19:06.068>have <00:19:06.191>cut <00:19:06.315>that <00:19:06.438>number

00:19:06.590 --> 00:19:06.600 align:start position:0%
<00:19:06.590>And <00:19:06.591>some <00:19:06.592>companies <00:19:06.594>have <00:19:06.596>cut <00:19:06.597>that <00:19:06.599>number

00:19:06.600 --> 00:19:08.310 align:start position:0%
<00:19:06.600>And <00:19:06.774>some <00:19:06.949>companies <00:19:07.125>have <00:19:07.300>cut <00:19:07.475>that <00:19:07.649>number <00:19:07.824>in <00:19:08.000>half.

00:19:08.310 --> 00:19:08.320 align:start position:0%
<00:19:08.310>in <00:19:08.319>half.

00:19:08.320 --> 00:19:09.750 align:start position:0%
<00:19:08.320>in <00:19:08.463>half. <00:19:08.606>If <00:19:08.749>I <00:19:08.892>put <00:19:09.034>the <00:19:09.178>math <00:19:09.321>together, <00:19:09.464>it <00:19:09.607>looks

00:19:09.750 --> 00:19:09.760 align:start position:0%
<00:19:09.750>If <00:19:09.751>I <00:19:09.752>put <00:19:09.753>the <00:19:09.755>math <00:19:09.756>together, <00:19:09.757>it <00:19:09.759>looks

00:19:09.760 --> 00:19:11.070 align:start position:0%
<00:19:09.760>If <00:19:09.844>I <00:19:09.928>put <00:19:10.012>the <00:19:10.096>math <00:19:10.181>together, <00:19:10.265>it <00:19:10.349>looks <00:19:10.433>like <00:19:10.517>the <00:19:10.602>average <00:19:10.686>has <00:19:10.770>stayed <00:19:10.854>the <00:19:10.938>same,

00:19:11.070 --> 00:19:11.080 align:start position:0%
<00:19:11.070>like <00:19:11.071>the <00:19:11.072>average <00:19:11.074>has <00:19:11.076>stayed <00:19:11.077>the <00:19:11.079>same,

00:19:11.080 --> 00:19:13.190 align:start position:0%
<00:19:11.080>like <00:19:11.179>the <00:19:11.280>average <00:19:11.379>has <00:19:11.480>stayed <00:19:11.580>the <00:19:11.679>same, <00:19:11.780>but <00:19:11.879>in <00:19:11.980>fact <00:19:12.080>the <00:19:12.179>polls <00:19:12.280>are <00:19:12.379>moving <00:19:12.480>further

00:19:13.190 --> 00:19:13.200 align:start position:0%
<00:19:13.190>but <00:19:13.191>in <00:19:13.192>fact <00:19:13.193>the <00:19:13.195>polls <00:19:13.196>are <00:19:13.197>moving <00:19:13.199>further

00:19:13.200 --> 00:19:16.190 align:start position:0%
<00:19:13.200>but <00:19:13.327>in <00:19:13.454>fact <00:19:13.581>the <00:19:13.709>polls <00:19:13.836>are <00:19:13.963>moving <00:19:14.090>further <00:19:14.218>away <00:19:14.345>from <00:19:14.472>each <00:19:14.600>other.

00:19:16.200 --> 00:19:17.590 align:start position:0%
<00:19:16.200>The <00:19:16.408>same <00:19:16.617>thing <00:19:16.825>is <00:19:17.033>true <00:19:17.242>for <00:19:17.451>change

00:19:17.590 --> 00:19:17.600 align:start position:0%
<00:19:17.590>The <00:19:17.591>same <00:19:17.592>thing <00:19:17.594>is <00:19:17.596>true <00:19:17.597>for <00:19:17.599>change

00:19:17.600 --> 00:19:19.190 align:start position:0%
<00:19:17.600>The <00:19:17.716>same <00:19:17.833>thing <00:19:17.949>is <00:19:18.066>true <00:19:18.183>for <00:19:18.300>change <00:19:18.416>confidence. <00:19:18.533>This <00:19:18.649>is <00:19:18.766>a <00:19:18.883>question <00:19:19.000>that

00:19:19.190 --> 00:19:19.200 align:start position:0%
<00:19:19.190>confidence. <00:19:19.191>This <00:19:19.193>is <00:19:19.195>a <00:19:19.197>question <00:19:19.199>that

00:19:19.200 --> 00:19:21.030 align:start position:0%
<00:19:19.200>confidence. <00:19:19.327>This <00:19:19.454>is <00:19:19.581>a <00:19:19.709>question <00:19:19.836>that <00:19:19.963>developers <00:19:20.090>answer. <00:19:20.218>How <00:19:20.345>confident <00:19:20.472>are <00:19:20.600>you

00:19:21.030 --> 00:19:21.040 align:start position:0%
<00:19:21.030>developers <00:19:21.031>answer. <00:19:21.033>How <00:19:21.035>confident <00:19:21.037>are <00:19:21.039>you

00:19:21.040 --> 00:19:22.110 align:start position:0%
<00:19:21.040>developers <00:19:21.127>answer. <00:19:21.215>How <00:19:21.302>confident <00:19:21.390>are <00:19:21.477>you <00:19:21.565>when <00:19:21.652>you <00:19:21.740>ship <00:19:21.827>to <00:19:21.915>production <00:19:22.003>that

00:19:22.110 --> 00:19:22.120 align:start position:0%
<00:19:22.110>when <00:19:22.111>you <00:19:22.113>ship <00:19:22.115>to <00:19:22.117>production <00:19:22.119>that

00:19:22.120 --> 00:19:24.470 align:start position:0%
<00:19:22.120>when <00:19:22.275>you <00:19:22.431>ship <00:19:22.586>to <00:19:22.742>production <00:19:22.897>that <00:19:23.053>nothing's <00:19:23.208>going <00:19:23.364>to <00:19:23.520>break?

00:19:24.470 --> 00:19:24.480 align:start position:0%
<00:19:24.470>nothing's <00:19:24.473>going <00:19:24.476>to <00:19:24.479>break?

00:19:24.480 --> 00:19:26.310 align:start position:0%
<00:19:24.480>nothing's <00:19:24.635>going <00:19:24.791>to <00:19:24.946>break? <00:19:25.102>This <00:19:25.257>is <00:19:25.413>a <00:19:25.568>subjective <00:19:25.724>measurement, <00:19:25.880>but

00:19:26.310 --> 00:19:26.320 align:start position:0%
<00:19:26.310>This <00:19:26.311>is <00:19:26.313>a <00:19:26.315>subjective <00:19:26.317>measurement, <00:19:26.319>but

00:19:26.320 --> 00:19:29.030 align:start position:0%
<00:19:26.320>This <00:19:26.447>is <00:19:26.574>a <00:19:26.701>subjective <00:19:26.829>measurement, <00:19:26.956>but <00:19:27.083>developers <00:19:27.210>are <00:19:27.338>very <00:19:27.465>good <00:19:27.592>at <00:19:27.720>assessing

00:19:29.030 --> 00:19:29.040 align:start position:0%
<00:19:29.030>developers <00:19:29.031>are <00:19:29.033>very <00:19:29.035>good <00:19:29.037>at <00:19:29.039>assessing

00:19:29.040 --> 00:19:30.950 align:start position:0%
<00:19:29.040>developers <00:19:29.195>are <00:19:29.351>very <00:19:29.506>good <00:19:29.662>at <00:19:29.817>assessing <00:19:29.973>quality <00:19:30.128>practices, <00:19:30.284>security <00:19:30.440>practices,

00:19:30.950 --> 00:19:30.960 align:start position:0%
<00:19:30.950>quality <00:19:30.953>practices, <00:19:30.956>security <00:19:30.959>practices,

00:19:30.960 --> 00:19:33.030 align:start position:0%
<00:19:30.960>quality <00:19:31.100>practices, <00:19:31.240>security <00:19:31.380>practices, <00:19:31.520>and <00:19:31.660>their <00:19:31.800>confidence <00:19:31.940>means <00:19:32.080>a <00:19:32.220>lot. <00:19:32.360>So,

00:19:33.030 --> 00:19:33.040 align:start position:0%
<00:19:33.030>and <00:19:33.031>their <00:19:33.033>confidence <00:19:33.034>means <00:19:33.036>a <00:19:33.037>lot. <00:19:33.039>So,

00:19:33.040 --> 00:19:35.070 align:start position:0%
<00:19:33.040>and <00:19:33.147>their <00:19:33.255>confidence <00:19:33.363>means <00:19:33.470>a <00:19:33.578>lot. <00:19:33.686>So, <00:19:33.793>it's <00:19:33.901>also <00:19:34.009>important <00:19:34.116>to <00:19:34.224>to <00:19:34.332>mix <00:19:34.440>the

00:19:35.070 --> 00:19:35.080 align:start position:0%
<00:19:35.070>it's <00:19:35.071>also <00:19:35.072>important <00:19:35.074>to <00:19:35.076>to <00:19:35.077>mix <00:19:35.079>the

00:19:35.080 --> 00:19:36.550 align:start position:0%
<00:19:35.080>it's <00:19:35.212>also <00:19:35.344>important <00:19:35.476>to <00:19:35.609>to <00:19:35.741>mix <00:19:35.873>the <00:19:36.006>quantitative <00:19:36.138>and <00:19:36.270>qualitative <00:19:36.403>metrics

00:19:36.550 --> 00:19:36.560 align:start position:0%
<00:19:36.550>quantitative <00:19:36.553>and <00:19:36.556>qualitative <00:19:36.559>metrics

00:19:36.560 --> 00:19:37.590 align:start position:0%
<00:19:36.560>quantitative <00:19:36.791>and <00:19:37.023>qualitative <00:19:37.255>metrics <00:19:37.486>together.

00:19:37.590 --> 00:19:37.600 align:start position:0%
together.

00:19:37.600 --> 00:19:39.870 align:start position:0%
<00:19:37.600>together. <00:19:37.833>Some <00:19:38.066>teams <00:19:38.300>are <00:19:38.533>seeing <00:19:38.766>increased <00:19:39.000>code

00:19:39.870 --> 00:19:39.880 align:start position:0%
<00:19:39.870>Some <00:19:39.871>teams <00:19:39.873>are <00:19:39.875>seeing <00:19:39.877>increased <00:19:39.879>code

00:19:39.880 --> 00:19:43.590 align:start position:0%
<00:19:39.880>Some <00:19:40.007>teams <00:19:40.134>are <00:19:40.261>seeing <00:19:40.389>increased <00:19:40.516>code <00:19:40.643>confidence <00:19:40.770>because <00:19:40.898>they're <00:19:41.025>using <00:19:41.152>AI <00:19:41.280>to

00:19:43.590 --> 00:19:43.600 align:start position:0%
<00:19:43.590>confidence <00:19:43.591>because <00:19:43.593>they're <00:19:43.595>using <00:19:43.597>AI <00:19:43.599>to

00:19:43.600 --> 00:19:46.070 align:start position:0%
<00:19:43.600>confidence <00:19:43.716>because <00:19:43.833>they're <00:19:43.949>using <00:19:44.066>AI <00:19:44.183>to <00:19:44.300>lower <00:19:44.416>risk, <00:19:44.533>maybe <00:19:44.649>do <00:19:44.766>code <00:19:44.883>review <00:19:45.000>or

00:19:46.070 --> 00:19:46.080 align:start position:0%
<00:19:46.070>lower <00:19:46.071>risk, <00:19:46.072>maybe <00:19:46.074>do <00:19:46.076>code <00:19:46.077>review <00:19:46.079>or

00:19:46.080 --> 00:19:47.550 align:start position:0%
<00:19:46.080>lower <00:19:46.212>risk, <00:19:46.344>maybe <00:19:46.476>do <00:19:46.609>code <00:19:46.741>review <00:19:46.873>or <00:19:47.006>security <00:19:47.138>checks, <00:19:47.270>while <00:19:47.403>other

00:19:47.550 --> 00:19:47.560 align:start position:0%
<00:19:47.550>security <00:19:47.553>checks, <00:19:47.556>while <00:19:47.559>other

00:19:47.560 --> 00:19:49.550 align:start position:0%
<00:19:47.560>security <00:19:47.793>checks, <00:19:48.026>while <00:19:48.260>other <00:19:48.493>organizations <00:19:48.726>are <00:19:48.960>seeing

00:19:49.550 --> 00:19:49.560 align:start position:0%
<00:19:49.550>organizations <00:19:49.554>are <00:19:49.559>seeing

00:19:49.560 --> 00:19:50.390 align:start position:0%
<00:19:49.560>organizations <00:19:49.809>are <00:19:50.058>seeing <00:19:50.307>um

00:19:50.390 --> 00:19:50.400 align:start position:0%
um

00:19:50.400 --> 00:19:52.950 align:start position:0%
<00:19:50.400>um <00:19:50.633>everything <00:19:50.866>kind <00:19:51.100>of <00:19:51.333>plummet <00:19:51.566>as <00:19:51.800>developers

00:19:52.950 --> 00:19:52.960 align:start position:0%
<00:19:52.950>everything <00:19:52.951>kind <00:19:52.953>of <00:19:52.955>plummet <00:19:52.957>as <00:19:52.959>developers

00:19:52.960 --> 00:19:54.030 align:start position:0%
<00:19:52.960>everything <00:19:53.056>kind <00:19:53.152>of <00:19:53.248>plummet <00:19:53.345>as <00:19:53.441>developers <00:19:53.537>feel <00:19:53.634>less <00:19:53.730>confident <00:19:53.826>when <00:19:53.923>they're

00:19:54.030 --> 00:19:54.040 align:start position:0%
<00:19:54.030>feel <00:19:54.032>less <00:19:54.034>confident <00:19:54.036>when <00:19:54.039>they're

00:19:54.040 --> 00:19:55.310 align:start position:0%
<00:19:54.040>feel <00:19:54.167>less <00:19:54.293>confident <00:19:54.421>when <00:19:54.548>they're <00:19:54.675>releasing <00:19:54.802>changes <00:19:54.928>that <00:19:55.056>have <00:19:55.183>been

00:19:55.310 --> 00:19:55.320 align:start position:0%
<00:19:55.310>releasing <00:19:55.312>changes <00:19:55.314>that <00:19:55.316>have <00:19:55.319>been

00:19:55.320 --> 00:20:03.270 align:start position:0%
<00:19:55.320>releasing <00:19:55.475>changes <00:19:55.631>that <00:19:55.786>have <00:19:55.942>been <00:19:56.097>co-authored <00:19:56.253>or <00:19:56.408>authored <00:19:56.564>by <00:19:56.720>AI.

00:20:03.280 --> 00:20:05.190 align:start position:0%
<00:20:03.280>Finally, <00:20:03.480>the <00:20:03.680>last <00:20:03.879>thing <00:20:04.080>that <00:20:04.280>I <00:20:04.480>want <00:20:04.680>to

00:20:05.190 --> 00:20:05.200 align:start position:0%
<00:20:05.190>Finally, <00:20:05.191>the <00:20:05.192>last <00:20:05.193>thing <00:20:05.195>that <00:20:05.196>I <00:20:05.197>want <00:20:05.199>to

00:20:05.200 --> 00:20:06.390 align:start position:0%
<00:20:05.200>Finally, <00:20:05.333>the <00:20:05.467>last <00:20:05.601>thing <00:20:05.735>that <00:20:05.869>I <00:20:06.003>want <00:20:06.137>to <00:20:06.271>share

00:20:06.390 --> 00:20:06.400 align:start position:0%
share

00:20:06.400 --> 00:20:08.270 align:start position:0%
<00:20:06.400>share <00:20:07.100>is <00:20:07.800>about

00:20:08.270 --> 00:20:08.280 align:start position:0%
<00:20:08.270>is <00:20:08.279>about

00:20:08.280 --> 00:20:11.470 align:start position:0%
<00:20:08.280>is <00:20:08.455>about <00:20:08.629>how <00:20:08.805>much <00:20:08.980>developers <00:20:09.155>are <00:20:09.330>spending <00:20:09.504>on <00:20:09.680>AI.

00:20:11.470 --> 00:20:11.480 align:start position:0%
<00:20:11.470>how <00:20:11.471>much <00:20:11.473>developers <00:20:11.474>are <00:20:11.476>spending <00:20:11.477>on <00:20:11.479>AI.

00:20:11.480 --> 00:20:13.070 align:start position:0%
<00:20:11.480>how <00:20:11.580>much <00:20:11.680>developers <00:20:11.780>are <00:20:11.880>spending <00:20:11.980>on <00:20:12.080>AI. <00:20:12.180>Um <00:20:12.280>there's <00:20:12.380>a <00:20:12.480>lot <00:20:12.580>of <00:20:12.680>different <00:20:12.780>ways <00:20:12.880>to

00:20:13.070 --> 00:20:13.080 align:start position:0%
<00:20:13.070>Um <00:20:13.071>there's <00:20:13.072>a <00:20:13.073>lot <00:20:13.075>of <00:20:13.076>different <00:20:13.077>ways <00:20:13.079>to

00:20:13.080 --> 00:20:15.270 align:start position:0%
<00:20:13.080>Um <00:20:13.207>there's <00:20:13.334>a <00:20:13.461>lot <00:20:13.589>of <00:20:13.716>different <00:20:13.843>ways <00:20:13.970>to <00:20:14.098>think <00:20:14.225>about <00:20:14.352>this. <00:20:14.480>Um

00:20:15.270 --> 00:20:15.280 align:start position:0%
<00:20:15.270>think <00:20:15.273>about <00:20:15.276>this. <00:20:15.279>Um

00:20:15.280 --> 00:20:17.430 align:start position:0%
<00:20:15.280>think <00:20:15.407>about <00:20:15.534>this. <00:20:15.661>Um <00:20:15.789>this <00:20:15.916>met <00:20:16.043>this <00:20:16.170>metric <00:20:16.298>is <00:20:16.425>in <00:20:16.552>weekly <00:20:16.680>spend,

00:20:17.430 --> 00:20:17.440 align:start position:0%
<00:20:17.430>this <00:20:17.431>met <00:20:17.432>this <00:20:17.433>metric <00:20:17.435>is <00:20:17.436>in <00:20:17.437>weekly <00:20:17.439>spend,

00:20:17.440 --> 00:20:20.270 align:start position:0%
<00:20:17.440>this <00:20:17.533>met <00:20:17.626>this <00:20:17.720>metric <00:20:17.813>is <00:20:17.906>in <00:20:18.000>weekly <00:20:18.093>spend, <00:20:18.186>but <00:20:18.280>I <00:20:18.373>had <00:20:18.466>uh <00:20:18.560>the <00:20:18.653>the <00:20:18.746>Jellyfish <00:20:18.840>team

00:20:20.270 --> 00:20:20.280 align:start position:0%
<00:20:20.270>but <00:20:20.271>I <00:20:20.272>had <00:20:20.273>uh <00:20:20.275>the <00:20:20.276>the <00:20:20.277>Jellyfish <00:20:20.279>team

00:20:20.280 --> 00:20:21.950 align:start position:0%
<00:20:20.280>but <00:20:20.379>I <00:20:20.480>had <00:20:20.580>uh <00:20:20.680>the <00:20:20.780>the <00:20:20.879>Jellyfish <00:20:20.980>team <00:20:21.080>rolled <00:20:21.180>this <00:20:21.280>into <00:20:21.379>monthly <00:20:21.480>spend <00:20:21.580>cuz <00:20:21.680>I

00:20:21.950 --> 00:20:21.960 align:start position:0%
<00:20:21.950>rolled <00:20:21.951>this <00:20:21.953>into <00:20:21.954>monthly <00:20:21.956>spend <00:20:21.957>cuz <00:20:21.959>I

00:20:21.960 --> 00:20:25.630 align:start position:0%
<00:20:21.960>rolled <00:20:22.060>this <00:20:22.160>into <00:20:22.260>monthly <00:20:22.360>spend <00:20:22.460>cuz <00:20:22.560>I <00:20:22.660>think <00:20:22.760>that's <00:20:22.860>how <00:20:22.960>we <00:20:23.060>reason <00:20:23.160>about <00:20:23.260>our <00:20:23.360>um

00:20:25.630 --> 00:20:25.640 align:start position:0%
<00:20:25.630>think <00:20:25.631>that's <00:20:25.632>how <00:20:25.633>we <00:20:25.635>reason <00:20:25.636>about <00:20:25.637>our <00:20:25.639>um

00:20:25.640 --> 00:20:28.190 align:start position:0%
<00:20:25.640>think <00:20:25.815>that's <00:20:25.990>how <00:20:26.165>we <00:20:26.340>reason <00:20:26.515>about <00:20:26.690>our <00:20:26.865>um <00:20:27.040>subscriptions.

00:20:28.190 --> 00:20:28.200 align:start position:0%
subscriptions.

00:20:28.200 --> 00:20:30.590 align:start position:0%
<00:20:28.200>subscriptions. <00:20:28.355>So, <00:20:28.511>the <00:20:28.666>P90, <00:20:28.822>so <00:20:28.977>the <00:20:29.133>top <00:20:29.288>top <00:20:29.444>10% <00:20:29.600>are

00:20:30.590 --> 00:20:30.600 align:start position:0%
<00:20:30.590>So, <00:20:30.591>the <00:20:30.592>P90, <00:20:30.593>so <00:20:30.594>the <00:20:30.595>top <00:20:30.596>top <00:20:30.597>10% <00:20:30.599>are

00:20:30.600 --> 00:20:32.950 align:start position:0%
<00:20:30.600>So, <00:20:30.727>the <00:20:30.854>P90, <00:20:30.981>so <00:20:31.109>the <00:20:31.236>top <00:20:31.363>top <00:20:31.490>10% <00:20:31.618>are <00:20:31.745>spending <00:20:31.872>about <00:20:32.000>$974

00:20:32.950 --> 00:20:32.960 align:start position:0%
<00:20:32.950>spending <00:20:32.954>about <00:20:32.959>$974

00:20:32.960 --> 00:20:37.670 align:start position:0%
<00:20:32.960>spending <00:20:33.115>about <00:20:33.271>$974 <00:20:33.426>per <00:20:33.582>month <00:20:33.737>per <00:20:33.893>developer <00:20:34.048>on <00:20:34.204>AI <00:20:34.360>tools.

00:20:37.680 --> 00:20:40.910 align:start position:0%
<00:20:37.680>P75 <00:20:38.380>is <00:20:39.080>$321

00:20:40.910 --> 00:20:40.920 align:start position:0%
<00:20:40.910>P75 <00:20:40.914>is <00:20:40.919>$321

00:20:40.920 --> 00:20:43.150 align:start position:0%
<00:20:40.920>P75 <00:20:41.047>is <00:20:41.174>$321 <00:20:41.301>a <00:20:41.429>month. <00:20:41.556>It's <00:20:41.683>a <00:20:41.810>little <00:20:41.938>bit <00:20:42.065>hard <00:20:42.192>to <00:20:42.320>see

00:20:43.150 --> 00:20:43.160 align:start position:0%
<00:20:43.150>a <00:20:43.151>month. <00:20:43.152>It's <00:20:43.153>a <00:20:43.154>little <00:20:43.155>bit <00:20:43.156>hard <00:20:43.157>to <00:20:43.159>see

00:20:43.160 --> 00:20:45.230 align:start position:0%
<00:20:43.160>a <00:20:43.253>month. <00:20:43.346>It's <00:20:43.440>a <00:20:43.533>little <00:20:43.626>bit <00:20:43.720>hard <00:20:43.813>to <00:20:43.906>see <00:20:44.000>because <00:20:44.093>um <00:20:44.186>just <00:20:44.280>the <00:20:44.373>scale <00:20:44.466>of <00:20:44.560>these

00:20:45.230 --> 00:20:45.240 align:start position:0%
<00:20:45.230>because <00:20:45.231>um <00:20:45.233>just <00:20:45.234>the <00:20:45.236>scale <00:20:45.237>of <00:20:45.239>these

00:20:45.240 --> 00:20:48.910 align:start position:0%
<00:20:45.240>because <00:20:45.356>um <00:20:45.473>just <00:20:45.590>the <00:20:45.706>scale <00:20:45.823>of <00:20:45.940>these <00:20:46.056>numbers, <00:20:46.173>but <00:20:46.290>for <00:20:46.406>every <00:20:46.523>single <00:20:46.640>um

00:20:48.910 --> 00:20:48.920 align:start position:0%
<00:20:48.910>numbers, <00:20:48.911>but <00:20:48.913>for <00:20:48.915>every <00:20:48.917>single <00:20:48.919>um

00:20:48.920 --> 00:20:52.470 align:start position:0%
<00:20:48.920>numbers, <00:20:49.027>but <00:20:49.135>for <00:20:49.243>every <00:20:49.350>single <00:20:49.458>um <00:20:49.566>marker <00:20:49.673>here, <00:20:49.781>the <00:20:49.889>top <00:20:49.996>10%, <00:20:50.104>top <00:20:50.212>25% <00:20:50.320>costs

00:20:52.470 --> 00:20:52.480 align:start position:0%
<00:20:52.470>marker <00:20:52.471>here, <00:20:52.472>the <00:20:52.473>top <00:20:52.475>10%, <00:20:52.476>top <00:20:52.477>25% <00:20:52.479>costs

00:20:52.480 --> 00:20:55.750 align:start position:0%
<00:20:52.480>marker <00:20:52.587>here, <00:20:52.695>the <00:20:52.803>top <00:20:52.910>10%, <00:20:53.018>top <00:20:53.126>25% <00:20:53.233>costs <00:20:53.341>since <00:20:53.449>January <00:20:53.556>have <00:20:53.664>increased <00:20:53.772>300%. <00:20:53.880>The

00:20:55.750 --> 00:20:55.760 align:start position:0%
<00:20:55.750>since <00:20:55.751>January <00:20:55.753>have <00:20:55.755>increased <00:20:55.757>300%. <00:20:55.759>The

00:20:55.760 --> 00:20:58.430 align:start position:0%
<00:20:55.760>since <00:20:55.915>January <00:20:56.071>have <00:20:56.226>increased <00:20:56.382>300%. <00:20:56.537>The <00:20:56.693>spend <00:20:56.848>has <00:20:57.004>increased <00:20:57.160>300%.

00:20:58.430 --> 00:20:58.440 align:start position:0%
<00:20:58.430>spend <00:20:58.433>has <00:20:58.436>increased <00:20:58.439>300%.

00:20:58.440 --> 00:21:00.870 align:start position:0%
<00:20:58.440>spend <00:20:58.720>has <00:20:59.000>increased <00:20:59.280>300%. <00:20:59.560>I <00:20:59.840>have

00:21:00.870 --> 00:21:00.880 align:start position:0%
<00:21:00.870>I <00:21:00.879>have

00:21:00.880 --> 00:21:03.470 align:start position:0%
<00:21:00.880>I <00:21:01.160>have <00:21:01.440>weekly, <00:21:01.720>daily <00:21:02.000>sometimes, <00:21:02.280>engineering

00:21:03.470 --> 00:21:03.480 align:start position:0%
<00:21:03.470>weekly, <00:21:03.473>daily <00:21:03.476>sometimes, <00:21:03.479>engineering

00:21:03.480 --> 00:21:04.630 align:start position:0%
<00:21:03.480>weekly, <00:21:03.595>daily <00:21:03.710>sometimes, <00:21:03.825>engineering <00:21:03.940>leadership <00:21:04.055>teams <00:21:04.170>coming <00:21:04.285>to <00:21:04.400>me <00:21:04.515>and

00:21:04.630 --> 00:21:04.640 align:start position:0%
<00:21:04.630>leadership <00:21:04.631>teams <00:21:04.633>coming <00:21:04.635>to <00:21:04.637>me <00:21:04.639>and

00:21:04.640 --> 00:21:06.030 align:start position:0%
<00:21:04.640>leadership <00:21:04.818>teams <00:21:04.997>coming <00:21:05.176>to <00:21:05.354>me <00:21:05.533>and <00:21:05.712>saying, <00:21:05.891>"Laura,

00:21:06.030 --> 00:21:06.040 align:start position:0%
<00:21:06.030>saying, <00:21:06.039>"Laura,

00:21:06.040 --> 00:21:08.030 align:start position:0%
<00:21:06.040>saying, <00:21:06.180>"Laura, <00:21:06.320>um <00:21:06.460>I <00:21:06.600>am <00:21:06.740>not <00:21:06.879>interested <00:21:07.020>in <00:21:07.159>talking <00:21:07.300>to <00:21:07.440>you

00:21:08.030 --> 00:21:08.040 align:start position:0%
<00:21:08.030>um <00:21:08.031>I <00:21:08.032>am <00:21:08.033>not <00:21:08.034>interested <00:21:08.035>in <00:21:08.036>talking <00:21:08.037>to <00:21:08.039>you

00:21:08.040 --> 00:21:10.990 align:start position:0%
<00:21:08.040>um <00:21:08.133>I <00:21:08.226>am <00:21:08.320>not <00:21:08.413>interested <00:21:08.506>in <00:21:08.600>talking <00:21:08.693>to <00:21:08.786>you <00:21:08.879>about <00:21:08.973>forecasting <00:21:09.066>my <00:21:09.159>AI <00:21:09.253>spend <00:21:09.346>for <00:21:09.440>2027.

00:21:10.990 --> 00:21:11.000 align:start position:0%
<00:21:10.990>about <00:21:10.991>forecasting <00:21:10.993>my <00:21:10.994>AI <00:21:10.996>spend <00:21:10.997>for <00:21:10.999>2027.

00:21:11.000 --> 00:21:13.790 align:start position:0%
<00:21:11.000>about <00:21:11.100>forecasting <00:21:11.200>my <00:21:11.300>AI <00:21:11.400>spend <00:21:11.500>for <00:21:11.600>2027. <00:21:11.700>I <00:21:11.800>blew <00:21:11.900>through <00:21:12.000>it <00:21:12.100>for <00:21:12.200>2026 <00:21:12.300>already <00:21:12.400>in

00:21:13.790 --> 00:21:13.800 align:start position:0%
<00:21:13.790>I <00:21:13.791>blew <00:21:13.792>through <00:21:13.793>it <00:21:13.795>for <00:21:13.796>2026 <00:21:13.797>already <00:21:13.799>in

00:21:13.800 --> 00:21:14.830 align:start position:0%
<00:21:13.800>I <00:21:13.915>blew <00:21:14.031>through <00:21:14.147>it <00:21:14.263>for <00:21:14.379>2026 <00:21:14.495>already <00:21:14.611>in <00:21:14.726>April.

00:21:14.830 --> 00:21:14.840 align:start position:0%
April.

00:21:14.840 --> 00:21:15.990 align:start position:0%
<00:21:14.840>April. <00:21:14.934>What <00:21:15.028>do <00:21:15.122>I <00:21:15.216>do <00:21:15.310>to <00:21:15.404>get <00:21:15.498>to <00:21:15.592>the <00:21:15.686>end <00:21:15.780>of <00:21:15.875>the

00:21:15.990 --> 00:21:16.000 align:start position:0%
<00:21:15.990>What <00:21:15.990>do <00:21:15.991>I <00:21:15.992>do <00:21:15.993>to <00:21:15.994>get <00:21:15.995>to <00:21:15.996>the <00:21:15.997>end <00:21:15.998>of <00:21:15.999>the

00:21:16.000 --> 00:21:16.950 align:start position:0%
<00:21:16.000>What <00:21:16.077>do <00:21:16.155>I <00:21:16.233>do <00:21:16.310>to <00:21:16.388>get <00:21:16.466>to <00:21:16.544>the <00:21:16.621>end <00:21:16.699>of <00:21:16.777>the <00:21:16.855>year?

00:21:16.950 --> 00:21:16.960 align:start position:0%
year?

00:21:16.960 --> 00:21:18.910 align:start position:0%
<00:21:16.960>year? <00:21:17.135>What <00:21:17.310>can <00:21:17.485>I <00:21:17.660>expect? <00:21:17.835>What <00:21:18.010>should <00:21:18.185>we <00:21:18.360>expect

00:21:18.910 --> 00:21:18.920 align:start position:0%
<00:21:18.910>What <00:21:18.911>can <00:21:18.912>I <00:21:18.913>expect? <00:21:18.915>What <00:21:18.916>should <00:21:18.917>we <00:21:18.919>expect

00:21:18.920 --> 00:21:20.270 align:start position:0%
<00:21:18.920>What <00:21:19.041>can <00:21:19.163>I <00:21:19.284>expect? <00:21:19.406>What <00:21:19.527>should <00:21:19.649>we <00:21:19.770>expect <00:21:19.892>to <00:21:20.013>be <00:21:20.135>spending?

00:21:20.270 --> 00:21:20.280 align:start position:0%
<00:21:20.270>to <00:21:20.274>be <00:21:20.279>spending?

00:21:20.280 --> 00:21:22.910 align:start position:0%
<00:21:20.280>to <00:21:20.480>be <00:21:20.680>spending? <00:21:20.879>Because <00:21:21.080>a <00:21:21.280>lot <00:21:21.480>of <00:21:21.680>companies

00:21:22.910 --> 00:21:22.920 align:start position:0%
<00:21:22.910>Because <00:21:22.912>a <00:21:22.914>lot <00:21:22.916>of <00:21:22.919>companies

00:21:22.920 --> 00:21:24.510 align:start position:0%
<00:21:22.920>Because <00:21:23.060>a <00:21:23.200>lot <00:21:23.340>of <00:21:23.480>companies <00:21:23.620>budgeted <00:21:23.760>maybe <00:21:23.900>a <00:21:24.040>thousand <00:21:24.180>dollars <00:21:24.320>per

00:21:24.510 --> 00:21:24.520 align:start position:0%
<00:21:24.510>budgeted <00:21:24.511>maybe <00:21:24.513>a <00:21:24.515>thousand <00:21:24.517>dollars <00:21:24.519>per

00:21:24.520 --> 00:21:27.750 align:start position:0%
<00:21:24.520>budgeted <00:21:24.627>maybe <00:21:24.735>a <00:21:24.843>thousand <00:21:24.950>dollars <00:21:25.058>per <00:21:25.166>developer <00:21:25.273>per <00:21:25.381>year <00:21:25.489>for <00:21:25.596>AI <00:21:25.704>and <00:21:25.812>now <00:21:25.920>we're

00:21:27.750 --> 00:21:27.760 align:start position:0%
<00:21:27.750>developer <00:21:27.751>per <00:21:27.752>year <00:21:27.753>for <00:21:27.755>AI <00:21:27.756>and <00:21:27.757>now <00:21:27.759>we're

00:21:27.760 --> 00:21:29.670 align:start position:0%
<00:21:27.760>developer <00:21:27.853>per <00:21:27.946>year <00:21:28.040>for <00:21:28.133>AI <00:21:28.226>and <00:21:28.320>now <00:21:28.413>we're <00:21:28.506>at <00:21:28.600>a <00:21:28.693>point <00:21:28.786>where <00:21:28.879>the <00:21:28.973>top <00:21:29.066>10% <00:21:29.160>are

00:21:29.670 --> 00:21:29.680 align:start position:0%
<00:21:29.670>at <00:21:29.671>a <00:21:29.672>point <00:21:29.673>where <00:21:29.675>the <00:21:29.676>top <00:21:29.677>10% <00:21:29.679>are

00:21:29.680 --> 00:21:31.030 align:start position:0%
<00:21:29.680>at <00:21:29.773>a <00:21:29.866>point <00:21:29.960>where <00:21:30.053>the <00:21:30.147>top <00:21:30.240>10% <00:21:30.334>are <00:21:30.427>spending <00:21:30.521>almost <00:21:30.614>a <00:21:30.708>thousand <00:21:30.801>dollars <00:21:30.895>per

00:21:31.030 --> 00:21:31.040 align:start position:0%
<00:21:31.030>spending <00:21:31.031>almost <00:21:31.033>a <00:21:31.035>thousand <00:21:31.037>dollars <00:21:31.039>per

00:21:31.040 --> 00:21:33.470 align:start position:0%
<00:21:31.040>spending <00:21:31.215>almost <00:21:31.389>a <00:21:31.565>thousand <00:21:31.740>dollars <00:21:31.915>per <00:21:32.090>developer <00:21:32.264>per <00:21:32.440>month.

00:21:33.470 --> 00:21:33.480 align:start position:0%
<00:21:33.470>developer <00:21:33.474>per <00:21:33.479>month.

00:21:33.480 --> 00:21:37.590 align:start position:0%
<00:21:33.480>developer <00:21:33.680>per <00:21:33.880>month. <00:21:34.080>And <00:21:34.280>that <00:21:34.480>has <00:21:34.680>vast <00:21:34.880>implications.

00:21:37.590 --> 00:21:37.600 align:start position:0%
<00:21:37.590>And <00:21:37.592>that <00:21:37.594>has <00:21:37.596>vast <00:21:37.599>implications.

00:21:37.600 --> 00:21:39.470 align:start position:0%
<00:21:37.600>And <00:21:37.740>that <00:21:37.879>has <00:21:38.020>vast <00:21:38.159>implications. <00:21:38.300>I <00:21:38.439>can't <00:21:38.580>necessarily <00:21:38.719>tell <00:21:38.860>you <00:21:39.000>what's

00:21:39.470 --> 00:21:39.480 align:start position:0%
<00:21:39.470>I <00:21:39.471>can't <00:21:39.473>necessarily <00:21:39.475>tell <00:21:39.477>you <00:21:39.479>what's

00:21:39.480 --> 00:21:41.390 align:start position:0%
<00:21:39.480>I <00:21:39.587>can't <00:21:39.695>necessarily <00:21:39.803>tell <00:21:39.910>you <00:21:40.018>what's <00:21:40.126>going <00:21:40.233>to <00:21:40.341>happen <00:21:40.449>in <00:21:40.556>six <00:21:40.664>months <00:21:40.772>or <00:21:40.880>12

00:21:41.390 --> 00:21:41.400 align:start position:0%
<00:21:41.390>going <00:21:41.391>to <00:21:41.392>happen <00:21:41.393>in <00:21:41.395>six <00:21:41.396>months <00:21:41.397>or <00:21:41.399>12

00:21:41.400 --> 00:21:43.070 align:start position:0%
<00:21:41.400>going <00:21:41.527>to <00:21:41.654>happen <00:21:41.781>in <00:21:41.909>six <00:21:42.036>months <00:21:42.163>or <00:21:42.290>12 <00:21:42.418>months <00:21:42.545>in <00:21:42.672>this <00:21:42.800>regard.

00:21:43.070 --> 00:21:43.080 align:start position:0%
<00:21:43.070>months <00:21:43.072>in <00:21:43.076>this <00:21:43.079>regard.

00:21:43.080 --> 00:21:45.230 align:start position:0%
<00:21:43.080>months <00:21:43.235>in <00:21:43.391>this <00:21:43.546>regard. <00:21:43.702>What <00:21:43.857>I <00:21:44.013>can <00:21:44.168>share <00:21:44.324>is <00:21:44.480>that

00:21:45.230 --> 00:21:45.240 align:start position:0%
<00:21:45.230>What <00:21:45.231>I <00:21:45.233>can <00:21:45.235>share <00:21:45.237>is <00:21:45.239>that

00:21:45.240 --> 00:21:47.510 align:start position:0%
<00:21:45.240>What <00:21:45.356>I <00:21:45.473>can <00:21:45.590>share <00:21:45.706>is <00:21:45.823>that <00:21:45.940>I <00:21:46.056>know <00:21:46.173>that <00:21:46.290>open <00:21:46.406>weight <00:21:46.523>models <00:21:46.640>are

00:21:47.510 --> 00:21:47.520 align:start position:0%
<00:21:47.510>I <00:21:47.511>know <00:21:47.513>that <00:21:47.514>open <00:21:47.516>weight <00:21:47.517>models <00:21:47.519>are

00:21:47.520 --> 00:21:49.710 align:start position:0%
<00:21:47.520>I <00:21:47.647>know <00:21:47.774>that <00:21:47.901>open <00:21:48.029>weight <00:21:48.156>models <00:21:48.283>are <00:21:48.410>becoming <00:21:48.538>a <00:21:48.665>lot <00:21:48.792>more <00:21:48.920>interesting

00:21:49.710 --> 00:21:49.720 align:start position:0%
<00:21:49.710>becoming <00:21:49.712>a <00:21:49.714>lot <00:21:49.716>more <00:21:49.719>interesting

00:21:49.720 --> 00:21:50.870 align:start position:0%
<00:21:49.720>becoming <00:21:49.823>a <00:21:49.927>lot <00:21:50.030>more <00:21:50.134>interesting <00:21:50.237>in <00:21:50.341>the <00:21:50.444>conversations <00:21:50.548>that <00:21:50.651>I'm <00:21:50.754>having

00:21:50.870 --> 00:21:50.880 align:start position:0%
<00:21:50.870>in <00:21:50.871>the <00:21:50.873>conversations <00:21:50.875>that <00:21:50.877>I'm <00:21:50.879>having

00:21:50.880 --> 00:21:52.990 align:start position:0%
<00:21:50.880>in <00:21:50.996>the <00:21:51.113>conversations <00:21:51.230>that <00:21:51.346>I'm <00:21:51.463>having <00:21:51.580>with <00:21:51.696>leadership <00:21:51.813>teams. <00:21:51.930>I <00:21:52.046>also <00:21:52.163>think <00:21:52.280>that

00:21:52.990 --> 00:21:53.000 align:start position:0%
<00:21:52.990>with <00:21:52.991>leadership <00:21:52.993>teams. <00:21:52.994>I <00:21:52.996>also <00:21:52.997>think <00:21:52.999>that

00:21:53.000 --> 00:21:54.750 align:start position:0%
<00:21:53.000>with <00:21:53.140>leadership <00:21:53.280>teams. <00:21:53.420>I <00:21:53.560>also <00:21:53.700>think <00:21:53.840>that <00:21:53.980>efficiency, <00:21:54.120>token <00:21:54.260>efficiency, <00:21:54.400>is

00:21:54.750 --> 00:21:54.760 align:start position:0%
<00:21:54.750>efficiency, <00:21:54.753>token <00:21:54.756>efficiency, <00:21:54.759>is

00:21:54.760 --> 00:21:56.230 align:start position:0%
<00:21:54.760>efficiency, <00:21:54.980>token <00:21:55.201>efficiency, <00:21:55.421>is <00:21:55.642>something <00:21:55.862>that <00:21:56.083>is

00:21:56.230 --> 00:21:56.240 align:start position:0%
<00:21:56.230>something <00:21:56.234>that <00:21:56.239>is

00:21:56.240 --> 00:21:57.990 align:start position:0%
<00:21:56.240>something <00:21:56.395>that <00:21:56.551>is <00:21:56.706>really <00:21:56.862>critical <00:21:57.017>and <00:21:57.173>that <00:21:57.328>will <00:21:57.484>be <00:21:57.640>built

00:21:57.990 --> 00:21:58.000 align:start position:0%
<00:21:57.990>really <00:21:57.991>critical <00:21:57.993>and <00:21:57.994>that <00:21:57.996>will <00:21:57.997>be <00:21:57.999>built

00:21:58.000 --> 00:22:02.310 align:start position:0%
<00:21:58.000>really <00:21:58.087>critical <00:21:58.175>and <00:21:58.262>that <00:21:58.350>will <00:21:58.437>be <00:21:58.525>built <00:21:58.612>in <00:21:58.700>and <00:21:58.787>be <00:21:58.875>a <00:21:58.962>top <00:21:59.050>level <00:21:59.137>feature <00:21:59.225>of <00:21:59.312>IDEs <00:21:59.400>in

00:22:02.310 --> 00:22:02.320 align:start position:0%
<00:22:02.310>in <00:22:02.311>and <00:22:02.312>be <00:22:02.312>a <00:22:02.313>top <00:22:02.315>level <00:22:02.316>feature <00:22:02.317>of <00:22:02.318>IDEs <00:22:02.319>in

00:22:02.320 --> 00:22:04.390 align:start position:0%
<00:22:02.320>in <00:22:02.402>and <00:22:02.484>be <00:22:02.567>a <00:22:02.649>top <00:22:02.731>level <00:22:02.814>feature <00:22:02.896>of <00:22:02.978>IDEs <00:22:03.061>in <00:22:03.143>the <00:22:03.225>future. <00:22:03.308>I <00:22:03.390>know <00:22:03.472>the <00:22:03.555>Kiro <00:22:03.637>team <00:22:03.720>is

00:22:04.390 --> 00:22:04.400 align:start position:0%
<00:22:04.390>the <00:22:04.391>future. <00:22:04.392>I <00:22:04.393>know <00:22:04.395>the <00:22:04.396>Kiro <00:22:04.397>team <00:22:04.399>is

00:22:04.400 --> 00:22:06.310 align:start position:0%
<00:22:04.400>the <00:22:04.516>future. <00:22:04.633>I <00:22:04.750>know <00:22:04.866>the <00:22:04.983>Kiro <00:22:05.100>team <00:22:05.216>is <00:22:05.333>working <00:22:05.450>particularly <00:22:05.566>hard <00:22:05.683>on <00:22:05.800>token

00:22:06.310 --> 00:22:06.320 align:start position:0%
<00:22:06.310>working <00:22:06.312>particularly <00:22:06.314>hard <00:22:06.316>on <00:22:06.319>token

00:22:06.320 --> 00:22:09.830 align:start position:0%
<00:22:06.320>working <00:22:06.447>particularly <00:22:06.574>hard <00:22:06.701>on <00:22:06.829>token <00:22:06.956>efficiency <00:22:07.083>and <00:22:07.210>that's <00:22:07.338>a <00:22:07.465>big <00:22:07.592>point <00:22:07.720>of

00:22:09.830 --> 00:22:09.840 align:start position:0%
<00:22:09.830>efficiency <00:22:09.831>and <00:22:09.832>that's <00:22:09.834>a <00:22:09.836>big <00:22:09.837>point <00:22:09.839>of

00:22:09.840 --> 00:22:11.710 align:start position:0%
<00:22:09.840>efficiency <00:22:09.967>and <00:22:10.094>that's <00:22:10.221>a <00:22:10.349>big <00:22:10.476>point <00:22:10.603>of <00:22:10.730>concentration <00:22:10.858>for <00:22:10.985>them <00:22:11.112>right <00:22:11.240>now.

00:22:11.710 --> 00:22:11.720 align:start position:0%
<00:22:11.710>concentration <00:22:11.712>for <00:22:11.714>them <00:22:11.716>right <00:22:11.719>now.

00:22:11.720 --> 00:22:14.390 align:start position:0%
<00:22:11.720>concentration <00:22:11.836>for <00:22:11.953>them <00:22:12.070>right <00:22:12.186>now. <00:22:12.303>And <00:22:12.420>I <00:22:12.536>expect <00:22:12.653>that <00:22:12.770>all <00:22:12.886>agentic <00:22:13.003>tools <00:22:13.120>will

00:22:14.390 --> 00:22:14.400 align:start position:0%
<00:22:14.390>And <00:22:14.391>I <00:22:14.392>expect <00:22:14.393>that <00:22:14.395>all <00:22:14.396>agentic <00:22:14.397>tools <00:22:14.399>will

00:22:14.400 --> 00:22:16.910 align:start position:0%
<00:22:14.400>And <00:22:14.500>I <00:22:14.600>expect <00:22:14.700>that <00:22:14.800>all <00:22:14.900>agentic <00:22:15.000>tools <00:22:15.100>will <00:22:15.200>will <00:22:15.300>follow <00:22:15.400>suit <00:22:15.500>and <00:22:15.600>work <00:22:15.700>on <00:22:15.800>token

00:22:16.910 --> 00:22:16.920 align:start position:0%
<00:22:16.910>will <00:22:16.911>follow <00:22:16.913>suit <00:22:16.914>and <00:22:16.916>work <00:22:16.917>on <00:22:16.919>token

00:22:16.920 --> 00:22:19.550 align:start position:0%
<00:22:16.920>will <00:22:17.020>follow <00:22:17.120>suit <00:22:17.220>and <00:22:17.320>work <00:22:17.420>on <00:22:17.520>token <00:22:17.620>efficiency <00:22:17.720>as <00:22:17.820>a <00:22:17.920>kind <00:22:18.020>of <00:22:18.120>top <00:22:18.220>top <00:22:18.320>tier

00:22:19.550 --> 00:22:19.560 align:start position:0%
<00:22:19.550>efficiency <00:22:19.551>as <00:22:19.552>a <00:22:19.553>kind <00:22:19.555>of <00:22:19.556>top <00:22:19.557>top <00:22:19.559>tier

00:22:19.560 --> 00:22:20.990 align:start position:0%
<00:22:19.560>efficiency <00:22:19.658>as <00:22:19.758>a <00:22:19.857>kind <00:22:19.956>of <00:22:20.055>top <00:22:20.154>top <00:22:20.253>tier <00:22:20.352>value <00:22:20.451>proposition <00:22:20.550>for <00:22:20.649>working <00:22:20.748>with <00:22:20.847>their

00:22:20.990 --> 00:22:21.000 align:start position:0%
<00:22:20.990>value <00:22:20.991>proposition <00:22:20.993>for <00:22:20.995>working <00:22:20.997>with <00:22:20.999>their

00:22:21.000 --> 00:22:23.350 align:start position:0%
<00:22:21.000>value <00:22:21.233>proposition <00:22:21.466>for <00:22:21.700>working <00:22:21.933>with <00:22:22.166>their <00:22:22.400>tool.

00:22:23.350 --> 00:22:23.360 align:start position:0%
tool.

00:22:23.360 --> 00:22:25.270 align:start position:0%
<00:22:23.360>tool. <00:22:23.709>As <00:22:24.060>costs <00:22:24.409>get <00:22:24.760>higher

00:22:25.270 --> 00:22:25.280 align:start position:0%
<00:22:25.270>As <00:22:25.273>costs <00:22:25.276>get <00:22:25.279>higher

00:22:25.280 --> 00:22:28.110 align:start position:0%
<00:22:25.280>As <00:22:25.420>costs <00:22:25.560>get <00:22:25.700>higher <00:22:25.840>cost <00:22:25.980>control <00:22:26.120>becomes <00:22:26.260>a <00:22:26.399>much <00:22:26.540>more <00:22:26.680>common

00:22:28.110 --> 00:22:28.120 align:start position:0%
<00:22:28.110>cost <00:22:28.111>control <00:22:28.112>becomes <00:22:28.114>a <00:22:28.116>much <00:22:28.117>more <00:22:28.119>common

00:22:28.120 --> 00:22:29.710 align:start position:0%
<00:22:28.120>cost <00:22:28.320>control <00:22:28.520>becomes <00:22:28.719>a <00:22:28.919>much <00:22:29.120>more <00:22:29.320>common <00:22:29.520>topic.

00:22:29.710 --> 00:22:29.720 align:start position:0%
topic.

00:22:29.720 --> 00:22:32.710 align:start position:0%
<00:22:29.720>topic. <00:22:29.953>And <00:22:30.186>when <00:22:30.420>budget <00:22:30.653>holders <00:22:30.886>get <00:22:31.120>interested

00:22:32.710 --> 00:22:32.720 align:start position:0%
<00:22:32.710>And <00:22:32.711>when <00:22:32.713>budget <00:22:32.715>holders <00:22:32.717>get <00:22:32.719>interested

00:22:32.720 --> 00:22:34.710 align:start position:0%
<00:22:32.720>And <00:22:32.820>when <00:22:32.920>budget <00:22:33.020>holders <00:22:33.120>get <00:22:33.220>interested <00:22:33.320>in <00:22:33.420>hey, <00:22:33.520>how <00:22:33.620>much <00:22:33.720>are <00:22:33.820>you <00:22:33.920>spending <00:22:34.020>on <00:22:34.120>AI?

00:22:34.710 --> 00:22:34.720 align:start position:0%
<00:22:34.710>in <00:22:34.711>hey, <00:22:34.712>how <00:22:34.713>much <00:22:34.714>are <00:22:34.715>you <00:22:34.716>spending <00:22:34.717>on <00:22:34.719>AI?

00:22:34.720 --> 00:22:36.350 align:start position:0%
<00:22:34.720>in <00:22:34.813>hey, <00:22:34.906>how <00:22:35.000>much <00:22:35.093>are <00:22:35.186>you <00:22:35.280>spending <00:22:35.373>on <00:22:35.466>AI? <00:22:35.560>We <00:22:35.653>go <00:22:35.746>back <00:22:35.840>to <00:22:35.933>that <00:22:36.026>measurement <00:22:36.120>question

00:22:36.350 --> 00:22:36.360 align:start position:0%
<00:22:36.350>We <00:22:36.351>go <00:22:36.352>back <00:22:36.354>to <00:22:36.356>that <00:22:36.357>measurement <00:22:36.359>question

00:22:36.360 --> 00:22:38.750 align:start position:0%
<00:22:36.360>We <00:22:36.459>go <00:22:36.560>back <00:22:36.659>to <00:22:36.760>that <00:22:36.860>measurement <00:22:36.959>question <00:22:37.060>that <00:22:37.159>we <00:22:37.260>started <00:22:37.360>with. <00:22:37.459>How <00:22:37.560>can <00:22:37.659>I <00:22:37.760>measure

00:22:38.750 --> 00:22:38.760 align:start position:0%
<00:22:38.750>that <00:22:38.751>we <00:22:38.752>started <00:22:38.753>with. <00:22:38.755>How <00:22:38.756>can <00:22:38.757>I <00:22:38.759>measure

00:22:38.760 --> 00:22:41.670 align:start position:0%
<00:22:38.760>that <00:22:38.837>we <00:22:38.915>started <00:22:38.993>with. <00:22:39.071>How <00:22:39.148>can <00:22:39.226>I <00:22:39.304>measure <00:22:39.382>and <00:22:39.460>show <00:22:39.537>the <00:22:39.615>ROI <00:22:39.693>of <00:22:39.771>AI <00:22:39.848>or <00:22:39.926>how <00:22:40.004>can <00:22:40.082>I <00:22:40.160>show

00:22:41.670 --> 00:22:41.680 align:start position:0%
<00:22:41.670>and <00:22:41.670>show <00:22:41.671>the <00:22:41.672>ROI <00:22:41.673>of <00:22:41.674>AI <00:22:41.675>or <00:22:41.676>how <00:22:41.677>can <00:22:41.678>I <00:22:41.679>show

00:22:41.680 --> 00:22:44.790 align:start position:0%
<00:22:41.680>and <00:22:41.773>show <00:22:41.866>the <00:22:41.960>ROI <00:22:42.053>of <00:22:42.146>AI <00:22:42.240>or <00:22:42.333>how <00:22:42.426>can <00:22:42.520>I <00:22:42.613>show <00:22:42.706>the <00:22:42.800>progress <00:22:42.893>that <00:22:42.986>we're <00:22:43.080>making?

00:22:44.790 --> 00:22:44.800 align:start position:0%
<00:22:44.790>the <00:22:44.792>progress <00:22:44.794>that <00:22:44.796>we're <00:22:44.799>making?

00:22:44.800 --> 00:22:47.150 align:start position:0%
<00:22:44.800>the <00:22:44.916>progress <00:22:45.033>that <00:22:45.149>we're <00:22:45.266>making? <00:22:45.383>Which <00:22:45.500>brings <00:22:45.616>us <00:22:45.733>back <00:22:45.850>to <00:22:45.966>measuring <00:22:46.083>AI <00:22:46.200>and

00:22:47.150 --> 00:22:47.160 align:start position:0%
<00:22:47.150>Which <00:22:47.151>brings <00:22:47.152>us <00:22:47.153>back <00:22:47.155>to <00:22:47.156>measuring <00:22:47.157>AI <00:22:47.159>and

00:22:47.160 --> 00:22:49.190 align:start position:0%
<00:22:47.160>Which <00:22:47.267>brings <00:22:47.375>us <00:22:47.483>back <00:22:47.590>to <00:22:47.698>measuring <00:22:47.806>AI <00:22:47.913>and <00:22:48.021>not <00:22:48.129>measuring <00:22:48.236>the <00:22:48.344>wrong <00:22:48.452>things <00:22:48.560>even

00:22:49.190 --> 00:22:49.200 align:start position:0%
<00:22:49.190>not <00:22:49.191>measuring <00:22:49.193>the <00:22:49.195>wrong <00:22:49.197>things <00:22:49.199>even

00:22:49.200 --> 00:22:53.510 align:start position:0%
<00:22:49.200>not <00:22:49.375>measuring <00:22:49.550>the <00:22:49.725>wrong <00:22:49.900>things <00:22:50.075>even <00:22:50.250>faster <00:22:50.425>than <00:22:50.600>ever.

00:22:53.520 --> 00:22:55.390 align:start position:0%
<00:22:53.520>So <00:22:53.720>sorry <00:22:53.920>about <00:22:54.120>this <00:22:54.320>game <00:22:54.520>again <00:22:54.720>about <00:22:54.920>the

00:22:55.390 --> 00:22:55.400 align:start position:0%
<00:22:55.390>So <00:22:55.391>sorry <00:22:55.392>about <00:22:55.393>this <00:22:55.395>game <00:22:55.396>again <00:22:55.397>about <00:22:55.399>the

00:22:55.400 --> 00:22:58.070 align:start position:0%
<00:22:55.400>So <00:22:55.500>sorry <00:22:55.600>about <00:22:55.700>this <00:22:55.800>game <00:22:55.900>again <00:22:56.000>about <00:22:56.100>the <00:22:56.200>match, <00:22:56.300>but <00:22:56.400>let's <00:22:56.500>go <00:22:56.600>back <00:22:56.700>to <00:22:56.800>possession.

00:22:58.070 --> 00:22:58.080 align:start position:0%
<00:22:58.070>match, <00:22:58.071>but <00:22:58.072>let's <00:22:58.074>go <00:22:58.076>back <00:22:58.077>to <00:22:58.079>possession.

00:22:58.080 --> 00:22:59.990 align:start position:0%
<00:22:58.080>match, <00:22:58.187>but <00:22:58.295>let's <00:22:58.403>go <00:22:58.510>back <00:22:58.618>to <00:22:58.726>possession. <00:22:58.833>We <00:22:58.941>know <00:22:59.049>that <00:22:59.156>possession <00:22:59.264>is <00:22:59.372>too <00:22:59.480>one

00:22:59.990 --> 00:23:00.000 align:start position:0%
<00:22:59.990>We <00:22:59.991>know <00:22:59.993>that <00:22:59.994>possession <00:22:59.996>is <00:22:59.997>too <00:22:59.999>one

00:23:00.000 --> 00:23:01.470 align:start position:0%
<00:23:00.000>We <00:23:00.189>know <00:23:00.378>that <00:23:00.567>possession <00:23:00.756>is <00:23:00.945>too <00:23:01.134>one <00:23:01.323>dimensional.

00:23:01.470 --> 00:23:01.480 align:start position:0%
dimensional.

00:23:01.480 --> 00:23:03.510 align:start position:0%
<00:23:01.480>dimensional. <00:23:01.713>Just <00:23:01.946>like <00:23:02.180>token <00:23:02.413>leaderboards <00:23:02.646>are <00:23:02.880>too

00:23:03.510 --> 00:23:03.520 align:start position:0%
<00:23:03.510>Just <00:23:03.511>like <00:23:03.513>token <00:23:03.515>leaderboards <00:23:03.517>are <00:23:03.519>too

00:23:03.520 --> 00:23:05.750 align:start position:0%
<00:23:03.520>Just <00:23:03.636>like <00:23:03.753>token <00:23:03.870>leaderboards <00:23:03.986>are <00:23:04.103>too <00:23:04.220>one-dimensional <00:23:04.336>to <00:23:04.453>figure <00:23:04.570>out <00:23:04.686>if <00:23:04.803>we <00:23:04.920>are

00:23:05.750 --> 00:23:05.760 align:start position:0%
<00:23:05.750>one-dimensional <00:23:05.751>to <00:23:05.753>figure <00:23:05.754>out <00:23:05.756>if <00:23:05.757>we <00:23:05.759>are

00:23:05.760 --> 00:23:08.590 align:start position:0%
<00:23:05.760>one-dimensional <00:23:05.887>to <00:23:06.014>figure <00:23:06.141>out <00:23:06.269>if <00:23:06.396>we <00:23:06.523>are <00:23:06.650>um <00:23:06.778>achieving <00:23:06.905>anything <00:23:07.032>with <00:23:07.160>AI.

00:23:08.590 --> 00:23:08.600 align:start position:0%
<00:23:08.590>um <00:23:08.592>achieving <00:23:08.594>anything <00:23:08.596>with <00:23:08.599>AI.

00:23:08.600 --> 00:23:10.830 align:start position:0%
<00:23:08.600>um <00:23:08.707>achieving <00:23:08.815>anything <00:23:08.923>with <00:23:09.030>AI. <00:23:09.138>Going <00:23:09.246>into <00:23:09.353>it <00:23:09.461>though, <00:23:09.569>um <00:23:09.676>and <00:23:09.784>I <00:23:09.892>did <00:23:10.000>learn

00:23:10.830 --> 00:23:10.840 align:start position:0%
<00:23:10.830>Going <00:23:10.831>into <00:23:10.832>it <00:23:10.833>though, <00:23:10.834>um <00:23:10.835>and <00:23:10.836>I <00:23:10.837>did <00:23:10.839>learn

00:23:10.840 --> 00:23:13.350 align:start position:0%
<00:23:10.840>Going <00:23:10.933>into <00:23:11.026>it <00:23:11.120>though, <00:23:11.213>um <00:23:11.306>and <00:23:11.399>I <00:23:11.493>did <00:23:11.586>learn <00:23:11.679>a <00:23:11.773>lot <00:23:11.866>about <00:23:11.959>like <00:23:12.053>football <00:23:12.146>statistics <00:23:12.240>and

00:23:13.350 --> 00:23:13.360 align:start position:0%
<00:23:13.350>a <00:23:13.351>lot <00:23:13.352>about <00:23:13.354>like <00:23:13.356>football <00:23:13.357>statistics <00:23:13.359>and

00:23:13.360 --> 00:23:15.630 align:start position:0%
<00:23:13.360>a <00:23:13.476>lot <00:23:13.593>about <00:23:13.709>like <00:23:13.826>football <00:23:13.943>statistics <00:23:14.060>and <00:23:14.176>analytics <00:23:14.293>in <00:23:14.409>preparation <00:23:14.526>for <00:23:14.643>this <00:23:14.760>talk,

00:23:15.630 --> 00:23:15.640 align:start position:0%
<00:23:15.630>analytics <00:23:15.631>in <00:23:15.633>preparation <00:23:15.635>for <00:23:15.637>this <00:23:15.639>talk,

00:23:15.640 --> 00:23:17.790 align:start position:0%
<00:23:15.640>analytics <00:23:15.747>in <00:23:15.855>preparation <00:23:15.963>for <00:23:16.070>this <00:23:16.178>talk, <00:23:16.286>there <00:23:16.393>are <00:23:16.501>quite <00:23:16.609>a <00:23:16.716>few <00:23:16.824>systems <00:23:16.932>of <00:23:17.040>metrics

00:23:17.790 --> 00:23:17.800 align:start position:0%
<00:23:17.790>there <00:23:17.791>are <00:23:17.792>quite <00:23:17.793>a <00:23:17.795>few <00:23:17.796>systems <00:23:17.797>of <00:23:17.799>metrics

00:23:17.800 --> 00:23:19.830 align:start position:0%
<00:23:17.800>there <00:23:17.899>are <00:23:18.000>quite <00:23:18.100>a <00:23:18.200>few <00:23:18.300>systems <00:23:18.399>of <00:23:18.500>metrics <00:23:18.600>that <00:23:18.700>do <00:23:18.800>include <00:23:18.899>possession <00:23:19.000>time <00:23:19.100>that <00:23:19.200>are

00:23:19.830 --> 00:23:19.840 align:start position:0%
<00:23:19.830>that <00:23:19.831>do <00:23:19.832>include <00:23:19.834>possession <00:23:19.836>time <00:23:19.837>that <00:23:19.839>are

00:23:19.840 --> 00:23:21.910 align:start position:0%
<00:23:19.840>that <00:23:19.956>do <00:23:20.073>include <00:23:20.189>possession <00:23:20.306>time <00:23:20.423>that <00:23:20.540>are <00:23:20.656>rel- <00:23:20.773>relatively <00:23:20.889>good <00:23:21.006>indicators <00:23:21.123>or <00:23:21.240>uh

00:23:21.910 --> 00:23:21.920 align:start position:0%
<00:23:21.910>rel- <00:23:21.911>relatively <00:23:21.913>good <00:23:21.915>indicators <00:23:21.917>or <00:23:21.919>uh

00:23:21.920 --> 00:23:23.870 align:start position:0%
<00:23:21.920>rel- <00:23:22.060>relatively <00:23:22.200>good <00:23:22.340>indicators <00:23:22.480>or <00:23:22.620>uh <00:23:22.760>reliable <00:23:22.900>predictors <00:23:23.040>of <00:23:23.180>match <00:23:23.320>outcome.

00:23:23.870 --> 00:23:23.880 align:start position:0%
<00:23:23.870>reliable <00:23:23.872>predictors <00:23:23.874>of <00:23:23.876>match <00:23:23.879>outcome.

00:23:23.880 --> 00:23:25.190 align:start position:0%
<00:23:23.880>reliable <00:23:23.978>predictors <00:23:24.076>of <00:23:24.174>match <00:23:24.273>outcome. <00:23:24.371>One <00:23:24.469>of <00:23:24.567>them <00:23:24.666>is <00:23:24.764>the <00:23:24.862>possession <00:23:24.960>to <00:23:25.059>goal

00:23:25.190 --> 00:23:25.200 align:start position:0%
<00:23:25.190>One <00:23:25.191>of <00:23:25.192>them <00:23:25.193>is <00:23:25.195>the <00:23:25.196>possession <00:23:25.197>to <00:23:25.199>goal

00:23:25.200 --> 00:23:26.630 align:start position:0%
<00:23:25.200>One <00:23:25.291>of <00:23:25.383>them <00:23:25.475>is <00:23:25.567>the <00:23:25.659>possession <00:23:25.751>to <00:23:25.843>goal <00:23:25.935>chain, <00:23:26.027>so <00:23:26.119>we're <00:23:26.211>not <00:23:26.303>looking <00:23:26.395>just <00:23:26.487>at

00:23:26.630 --> 00:23:26.640 align:start position:0%
<00:23:26.630>chain, <00:23:26.631>so <00:23:26.633>we're <00:23:26.634>not <00:23:26.636>looking <00:23:26.637>just <00:23:26.639>at

00:23:26.640 --> 00:23:28.670 align:start position:0%
<00:23:26.640>chain, <00:23:26.767>so <00:23:26.894>we're <00:23:27.021>not <00:23:27.149>looking <00:23:27.276>just <00:23:27.403>at <00:23:27.530>possession, <00:23:27.658>but <00:23:27.785>we're <00:23:27.912>looking <00:23:28.040>at

00:23:28.670 --> 00:23:28.680 align:start position:0%
<00:23:28.670>possession, <00:23:28.672>but <00:23:28.674>we're <00:23:28.676>looking <00:23:28.679>at

00:23:28.680 --> 00:23:31.910 align:start position:0%
<00:23:28.680>possession, <00:23:28.807>but <00:23:28.934>we're <00:23:29.061>looking <00:23:29.189>at <00:23:29.316>passes, <00:23:29.443>pass <00:23:29.570>accuracy, <00:23:29.698>um <00:23:29.825>shots <00:23:29.952>on <00:23:30.080>goal.

00:23:31.910 --> 00:23:31.920 align:start position:0%
<00:23:31.910>passes, <00:23:31.911>pass <00:23:31.913>accuracy, <00:23:31.914>um <00:23:31.916>shots <00:23:31.917>on <00:23:31.919>goal.

00:23:31.920 --> 00:23:34.150 align:start position:0%
<00:23:31.920>passes, <00:23:32.020>pass <00:23:32.120>accuracy, <00:23:32.220>um <00:23:32.320>shots <00:23:32.420>on <00:23:32.520>goal. <00:23:32.620>All <00:23:32.720>of <00:23:32.820>these <00:23:32.920>things <00:23:33.020>have <00:23:33.120>to <00:23:33.220>line <00:23:33.320>up.

00:23:34.150 --> 00:23:34.160 align:start position:0%
<00:23:34.150>All <00:23:34.151>of <00:23:34.152>these <00:23:34.153>things <00:23:34.155>have <00:23:34.156>to <00:23:34.157>line <00:23:34.159>up.

00:23:34.160 --> 00:23:36.270 align:start position:0%
<00:23:34.160>All <00:23:34.253>of <00:23:34.346>these <00:23:34.440>things <00:23:34.533>have <00:23:34.626>to <00:23:34.720>line <00:23:34.813>up. <00:23:34.906>If <00:23:35.000>we <00:23:35.093>took <00:23:35.186>any <00:23:35.280>one <00:23:35.373>of <00:23:35.466>these <00:23:35.560>dashboards

00:23:36.270 --> 00:23:36.280 align:start position:0%
<00:23:36.270>If <00:23:36.271>we <00:23:36.272>took <00:23:36.273>any <00:23:36.275>one <00:23:36.276>of <00:23:36.277>these <00:23:36.279>dashboards

00:23:36.280 --> 00:23:39.350 align:start position:0%
<00:23:36.280>If <00:23:36.367>we <00:23:36.455>took <00:23:36.542>any <00:23:36.629>one <00:23:36.717>of <00:23:36.805>these <00:23:36.892>dashboards <00:23:36.980>or <00:23:37.067>any <00:23:37.155>one <00:23:37.242>of <00:23:37.330>these <00:23:37.417>uh <00:23:37.504>stages <00:23:37.592>by <00:23:37.680>itself,

00:23:39.350 --> 00:23:39.360 align:start position:0%
<00:23:39.350>or <00:23:39.351>any <00:23:39.352>one <00:23:39.353>of <00:23:39.354>these <00:23:39.355>uh <00:23:39.356>stages <00:23:39.357>by <00:23:39.359>itself,

00:23:39.360 --> 00:23:40.710 align:start position:0%
<00:23:39.360>or <00:23:39.440>any <00:23:39.522>one <00:23:39.602>of <00:23:39.684>these <00:23:39.764>uh <00:23:39.846>stages <00:23:39.927>by <00:23:40.008>itself, <00:23:40.089>it <00:23:40.170>would <00:23:40.251>be <00:23:40.332>one-dimensional <00:23:40.413>and <00:23:40.494>it <00:23:40.575>would

00:23:40.710 --> 00:23:40.720 align:start position:0%
<00:23:40.710>it <00:23:40.711>would <00:23:40.713>be <00:23:40.714>one-dimensional <00:23:40.716>and <00:23:40.717>it <00:23:40.719>would

00:23:40.720 --> 00:23:42.150 align:start position:0%
<00:23:40.720>it <00:23:40.811>would <00:23:40.903>be <00:23:40.995>one-dimensional <00:23:41.087>and <00:23:41.179>it <00:23:41.271>would <00:23:41.363>be <00:23:41.455>misleading, <00:23:41.547>but <00:23:41.639>when <00:23:41.731>we <00:23:41.823>look <00:23:41.915>at <00:23:42.007>it

00:23:42.150 --> 00:23:42.160 align:start position:0%
<00:23:42.150>be <00:23:42.151>misleading, <00:23:42.152>but <00:23:42.153>when <00:23:42.155>we <00:23:42.156>look <00:23:42.157>at <00:23:42.159>it

00:23:42.160 --> 00:23:43.470 align:start position:0%
<00:23:42.160>be <00:23:42.307>misleading, <00:23:42.454>but <00:23:42.602>when <00:23:42.749>we <00:23:42.896>look <00:23:43.044>at <00:23:43.191>it <00:23:43.339>together,

00:23:43.470 --> 00:23:43.480 align:start position:0%
together,

00:23:43.480 --> 00:23:44.870 align:start position:0%
<00:23:43.480>together, <00:23:43.636>we <00:23:43.792>end <00:23:43.949>up <00:23:44.105>with <00:23:44.261>something <00:23:44.418>that <00:23:44.574>can <00:23:44.731>be

00:23:44.870 --> 00:23:44.880 align:start position:0%
<00:23:44.870>we <00:23:44.871>end <00:23:44.872>up <00:23:44.873>with <00:23:44.875>something <00:23:44.876>that <00:23:44.877>can <00:23:44.879>be

00:23:44.880 --> 00:23:47.590 align:start position:0%
<00:23:44.880>we <00:23:45.035>end <00:23:45.191>up <00:23:45.346>with <00:23:45.502>something <00:23:45.657>that <00:23:45.813>can <00:23:45.968>be <00:23:46.124>very <00:23:46.280>useful.

00:23:47.590 --> 00:23:47.600 align:start position:0%
<00:23:47.590>very <00:23:47.599>useful.

00:23:47.600 --> 00:23:48.750 align:start position:0%
<00:23:47.600>very <00:23:47.703>useful. <00:23:47.807>And <00:23:47.910>so <00:23:48.014>on <00:23:48.117>that <00:23:48.221>note, <00:23:48.324>I <00:23:48.428>want <00:23:48.531>to <00:23:48.635>share

00:23:48.750 --> 00:23:48.760 align:start position:0%
<00:23:48.750>And <00:23:48.751>so <00:23:48.752>on <00:23:48.753>that <00:23:48.754>note, <00:23:48.755>I <00:23:48.756>want <00:23:48.757>to <00:23:48.759>share

00:23:48.760 --> 00:23:50.870 align:start position:0%
<00:23:48.760>And <00:23:48.853>so <00:23:48.946>on <00:23:49.040>that <00:23:49.133>note, <00:23:49.226>I <00:23:49.320>want <00:23:49.413>to <00:23:49.506>share <00:23:49.600>with <00:23:49.693>you <00:23:49.786>my <00:23:49.879>principles <00:23:49.973>for <00:23:50.066>reliable <00:23:50.160>AI

00:23:50.870 --> 00:23:50.880 align:start position:0%
<00:23:50.870>with <00:23:50.871>you <00:23:50.873>my <00:23:50.874>principles <00:23:50.876>for <00:23:50.877>reliable <00:23:50.879>AI

00:23:50.880 --> 00:23:52.190 align:start position:0%
<00:23:50.880>with <00:23:50.970>you <00:23:51.061>my <00:23:51.152>principles <00:23:51.242>for <00:23:51.333>reliable <00:23:51.424>AI <00:23:51.514>measurement, <00:23:51.605>and <00:23:51.696>then <00:23:51.786>I'll <00:23:51.877>show <00:23:51.968>you <00:23:52.059>a

00:23:52.190 --> 00:23:52.200 align:start position:0%
<00:23:52.190>measurement, <00:23:52.191>and <00:23:52.193>then <00:23:52.194>I'll <00:23:52.196>show <00:23:52.197>you <00:23:52.199>a

00:23:52.200 --> 00:23:54.270 align:start position:0%
<00:23:52.200>measurement, <00:23:52.327>and <00:23:52.454>then <00:23:52.581>I'll <00:23:52.709>show <00:23:52.836>you <00:23:52.963>a <00:23:53.090>few <00:23:53.218>ways <00:23:53.345>that <00:23:53.472>you <00:23:53.600>can

00:23:54.270 --> 00:23:54.280 align:start position:0%
<00:23:54.270>few <00:23:54.272>ways <00:23:54.274>that <00:23:54.276>you <00:23:54.279>can

00:23:54.280 --> 00:23:56.310 align:start position:0%
<00:23:54.280>few <00:23:54.455>ways <00:23:54.629>that <00:23:54.805>you <00:23:54.980>can <00:23:55.155>use <00:23:55.330>these <00:23:55.504>as <00:23:55.680>well.

00:23:56.310 --> 00:23:56.320 align:start position:0%
<00:23:56.310>use <00:23:56.312>these <00:23:56.316>as <00:23:56.319>well.

00:23:56.320 --> 00:23:58.470 align:start position:0%
<00:23:56.320>use <00:23:56.436>these <00:23:56.553>as <00:23:56.669>well. <00:23:56.786>First <00:23:56.903>thing <00:23:57.020>is <00:23:57.136>to <00:23:57.253>tie <00:23:57.370>each <00:23:57.486>metric <00:23:57.603>to <00:23:57.720>a

00:23:58.470 --> 00:23:58.480 align:start position:0%
<00:23:58.470>First <00:23:58.471>thing <00:23:58.472>is <00:23:58.473>to <00:23:58.474>tie <00:23:58.475>each <00:23:58.476>metric <00:23:58.477>to <00:23:58.479>a

00:23:58.480 --> 00:24:00.830 align:start position:0%
<00:23:58.480>First <00:23:58.573>thing <00:23:58.666>is <00:23:58.760>to <00:23:58.853>tie <00:23:58.946>each <00:23:59.040>metric <00:23:59.133>to <00:23:59.226>a <00:23:59.320>goal <00:23:59.413>and <00:23:59.506>a <00:23:59.600>decision. <00:23:59.693>Don't <00:23:59.786>just <00:23:59.880>measure

00:24:00.830 --> 00:24:00.840 align:start position:0%
<00:24:00.830>goal <00:24:00.831>and <00:24:00.832>a <00:24:00.834>decision. <00:24:00.836>Don't <00:24:00.837>just <00:24:00.839>measure

00:24:00.840 --> 00:24:02.270 align:start position:0%
<00:24:00.840>goal <00:24:00.938>and <00:24:01.038>a <00:24:01.137>decision. <00:24:01.235>Don't <00:24:01.335>just <00:24:01.434>measure <00:24:01.533>for <00:24:01.632>measurement's <00:24:01.731>sake, <00:24:01.830>you <00:24:01.928>have <00:24:02.028>to <00:24:02.127>be

00:24:02.270 --> 00:24:02.280 align:start position:0%
<00:24:02.270>for <00:24:02.271>measurement's <00:24:02.273>sake, <00:24:02.274>you <00:24:02.276>have <00:24:02.277>to <00:24:02.279>be

00:24:02.280 --> 00:24:03.830 align:start position:0%
<00:24:02.280>for <00:24:02.406>measurement's <00:24:02.533>sake, <00:24:02.660>you <00:24:02.787>have <00:24:02.914>to <00:24:03.040>be <00:24:03.167>aiming <00:24:03.294>somewhere, <00:24:03.421>and <00:24:03.548>then <00:24:03.675>work

00:24:03.830 --> 00:24:03.840 align:start position:0%
<00:24:03.830>aiming <00:24:03.832>somewhere, <00:24:03.834>and <00:24:03.836>then <00:24:03.839>work

00:24:03.840 --> 00:24:05.790 align:start position:0%
<00:24:03.840>aiming <00:24:04.040>somewhere, <00:24:04.240>and <00:24:04.439>then <00:24:04.639>work <00:24:04.840>backwards <00:24:05.040>from <00:24:05.240>there.

00:24:05.790 --> 00:24:05.800 align:start position:0%
<00:24:05.790>backwards <00:24:05.794>from <00:24:05.799>there.

00:24:05.800 --> 00:24:07.710 align:start position:0%
<00:24:05.800>backwards <00:24:06.000>from <00:24:06.200>there. <00:24:06.399>Review <00:24:06.600>multiple <00:24:06.800>metrics <00:24:07.000>together, <00:24:07.200>not

00:24:07.710 --> 00:24:07.720 align:start position:0%
<00:24:07.710>Review <00:24:07.712>multiple <00:24:07.714>metrics <00:24:07.716>together, <00:24:07.719>not

00:24:07.720 --> 00:24:09.950 align:start position:0%
<00:24:07.720>Review <00:24:07.920>multiple <00:24:08.120>metrics <00:24:08.320>together, <00:24:08.520>not <00:24:08.720>just <00:24:08.920>one <00:24:09.120>number.

00:24:09.950 --> 00:24:09.960 align:start position:0%
<00:24:09.950>just <00:24:09.954>one <00:24:09.959>number.

00:24:09.960 --> 00:24:11.310 align:start position:0%
<00:24:09.960>just <00:24:10.111>one <00:24:10.263>number. <00:24:10.415>Ensure <00:24:10.567>the <00:24:10.719>metrics <00:24:10.871>are <00:24:11.023>holding <00:24:11.175>each

00:24:11.310 --> 00:24:11.320 align:start position:0%
<00:24:11.310>Ensure <00:24:11.311>the <00:24:11.313>metrics <00:24:11.315>are <00:24:11.317>holding <00:24:11.319>each

00:24:11.320 --> 00:24:14.310 align:start position:0%
<00:24:11.320>Ensure <00:24:11.495>the <00:24:11.669>metrics <00:24:11.845>are <00:24:12.020>holding <00:24:12.195>each <00:24:12.370>other <00:24:12.544>in <00:24:12.720>tension.

00:24:14.320 --> 00:24:16.190 align:start position:0%
<00:24:14.320>Measure <00:24:14.669>continuously, <00:24:15.020>compare <00:24:15.370>to <00:24:15.720>your

00:24:16.190 --> 00:24:16.200 align:start position:0%
<00:24:16.190>Measure <00:24:16.192>continuously, <00:24:16.194>compare <00:24:16.196>to <00:24:16.199>your

00:24:16.200 --> 00:24:18.070 align:start position:0%
<00:24:16.200>Measure <00:24:16.355>continuously, <00:24:16.511>compare <00:24:16.666>to <00:24:16.822>your <00:24:16.977>past <00:24:17.133>performance, <00:24:17.288>and <00:24:17.444>then <00:24:17.600>finally,

00:24:18.070 --> 00:24:18.080 align:start position:0%
<00:24:18.070>past <00:24:18.072>performance, <00:24:18.074>and <00:24:18.076>then <00:24:18.079>finally,

00:24:18.080 --> 00:24:19.550 align:start position:0%
<00:24:18.080>past <00:24:18.344>performance, <00:24:18.609>and <00:24:18.873>then <00:24:19.138>finally, <00:24:19.403>measure

00:24:19.550 --> 00:24:19.560 align:start position:0%
measure

00:24:19.560 --> 00:24:22.150 align:start position:0%
<00:24:19.560>measure <00:24:19.715>in <00:24:19.871>a <00:24:20.026>on <00:24:20.182>a <00:24:20.337>team <00:24:20.493>level, <00:24:20.648>in <00:24:20.804>aggregate, <00:24:20.960>and

00:24:22.150 --> 00:24:22.160 align:start position:0%
<00:24:22.150>in <00:24:22.151>a <00:24:22.152>on <00:24:22.153>a <00:24:22.154>team <00:24:22.155>level, <00:24:22.156>in <00:24:22.157>aggregate, <00:24:22.159>and

00:24:22.160 --> 00:24:29.990 align:start position:0%
<00:24:22.160>in <00:24:22.267>a <00:24:22.375>on <00:24:22.483>a <00:24:22.590>team <00:24:22.698>level, <00:24:22.806>in <00:24:22.913>aggregate, <00:24:23.021>and <00:24:23.129>not <00:24:23.236>on <00:24:23.344>the <00:24:23.452>individual <00:24:23.560>level.

00:24:30.000 --> 00:24:31.950 align:start position:0%
<00:24:30.000>I'll <00:24:30.233>show <00:24:30.466>you <00:24:30.700>how <00:24:30.933>this <00:24:31.166>works <00:24:31.400>um

00:24:31.950 --> 00:24:31.960 align:start position:0%
<00:24:31.950>I'll <00:24:31.951>show <00:24:31.953>you <00:24:31.954>how <00:24:31.956>this <00:24:31.957>works <00:24:31.959>um

00:24:31.960 --> 00:24:33.270 align:start position:0%
<00:24:31.960>I'll <00:24:32.058>show <00:24:32.156>you <00:24:32.254>how <00:24:32.353>this <00:24:32.451>works <00:24:32.549>um <00:24:32.647>for <00:24:32.746>a <00:24:32.844>measurement <00:24:32.942>of <00:24:33.040>overall <00:24:33.139>team

00:24:33.270 --> 00:24:33.280 align:start position:0%
<00:24:33.270>for <00:24:33.271>a <00:24:33.273>measurement <00:24:33.275>of <00:24:33.277>overall <00:24:33.279>team

00:24:33.280 --> 00:24:34.790 align:start position:0%
<00:24:33.280>for <00:24:33.415>a <00:24:33.551>measurement <00:24:33.687>of <00:24:33.823>overall <00:24:33.959>team <00:24:34.095>performance. <00:24:34.231>So <00:24:34.367>not <00:24:34.503>necessarily <00:24:34.639>AI

00:24:34.790 --> 00:24:34.800 align:start position:0%
<00:24:34.790>performance. <00:24:34.792>So <00:24:34.794>not <00:24:34.796>necessarily <00:24:34.799>AI

00:24:34.800 --> 00:24:36.150 align:start position:0%
<00:24:34.800>performance. <00:24:34.921>So <00:24:35.043>not <00:24:35.164>necessarily <00:24:35.286>AI <00:24:35.407>specific, <00:24:35.529>but <00:24:35.650>a <00:24:35.772>measurement <00:24:35.893>of <00:24:36.015>overall

00:24:36.150 --> 00:24:36.160 align:start position:0%
<00:24:36.150>specific, <00:24:36.151>but <00:24:36.153>a <00:24:36.155>measurement <00:24:36.157>of <00:24:36.159>overall

00:24:36.160 --> 00:24:37.470 align:start position:0%
<00:24:36.160>specific, <00:24:36.328>but <00:24:36.496>a <00:24:36.665>measurement <00:24:36.833>of <00:24:37.002>overall <00:24:37.170>team <00:24:37.339>performance.

00:24:37.470 --> 00:24:37.480 align:start position:0%
<00:24:37.470>team <00:24:37.479>performance.

00:24:37.480 --> 00:24:39.830 align:start position:0%
<00:24:37.480>team <00:24:37.635>performance. <00:24:37.791>Um <00:24:37.946>we <00:24:38.102>want <00:24:38.257>to <00:24:38.413>have <00:24:38.568>multiple <00:24:38.724>factors <00:24:38.880>when

00:24:39.830 --> 00:24:39.840 align:start position:0%
<00:24:39.830>Um <00:24:39.831>we <00:24:39.832>want <00:24:39.833>to <00:24:39.835>have <00:24:39.836>multiple <00:24:39.837>factors <00:24:39.839>when

00:24:39.840 --> 00:24:41.190 align:start position:0%
<00:24:39.840>Um <00:24:39.950>we <00:24:40.060>want <00:24:40.171>to <00:24:40.281>have <00:24:40.392>multiple <00:24:40.502>factors <00:24:40.613>when <00:24:40.723>we're <00:24:40.834>assessing <00:24:40.944>engineering <00:24:41.055>team

00:24:41.190 --> 00:24:41.200 align:start position:0%
<00:24:41.190>we're <00:24:41.193>assessing <00:24:41.196>engineering <00:24:41.199>team

00:24:41.200 --> 00:24:42.910 align:start position:0%
<00:24:41.200>we're <00:24:41.355>assessing <00:24:41.511>engineering <00:24:41.666>team <00:24:41.822>performance. <00:24:41.977>So <00:24:42.133>let's <00:24:42.288>talk <00:24:42.444>about <00:24:42.600>speed

00:24:42.910 --> 00:24:42.920 align:start position:0%
<00:24:42.910>performance. <00:24:42.911>So <00:24:42.913>let's <00:24:42.915>talk <00:24:42.917>about <00:24:42.919>speed

00:24:42.920 --> 00:24:44.470 align:start position:0%
<00:24:42.920>performance. <00:24:43.036>So <00:24:43.152>let's <00:24:43.268>talk <00:24:43.385>about <00:24:43.501>speed <00:24:43.617>in <00:24:43.733>terms <00:24:43.850>of <00:24:43.966>throughput. <00:24:44.082>We <00:24:44.198>want <00:24:44.315>to

00:24:44.470 --> 00:24:44.480 align:start position:0%
<00:24:44.470>in <00:24:44.471>terms <00:24:44.473>of <00:24:44.474>throughput. <00:24:44.476>We <00:24:44.477>want <00:24:44.479>to

00:24:44.480 --> 00:24:46.110 align:start position:0%
<00:24:44.480>in <00:24:44.655>terms <00:24:44.830>of <00:24:45.005>throughput. <00:24:45.180>We <00:24:45.355>want <00:24:45.530>to <00:24:45.705>increase <00:24:45.880>throughput,

00:24:46.110 --> 00:24:46.120 align:start position:0%
<00:24:46.110>increase <00:24:46.119>throughput,

00:24:46.120 --> 00:24:47.230 align:start position:0%
<00:24:46.120>increase <00:24:46.219>throughput, <00:24:46.319>but <00:24:46.419>when <00:24:46.519>we <00:24:46.619>do <00:24:46.719>that, <00:24:46.819>we <00:24:46.919>also <00:24:47.019>want <00:24:47.119>to

00:24:47.230 --> 00:24:47.240 align:start position:0%
<00:24:47.230>but <00:24:47.231>when <00:24:47.232>we <00:24:47.233>do <00:24:47.234>that, <00:24:47.235>we <00:24:47.236>also <00:24:47.237>want <00:24:47.239>to

00:24:47.240 --> 00:24:48.750 align:start position:0%
<00:24:47.240>but <00:24:47.375>when <00:24:47.511>we <00:24:47.647>do <00:24:47.783>that, <00:24:47.919>we <00:24:48.055>also <00:24:48.191>want <00:24:48.327>to <00:24:48.463>increase <00:24:48.599>quality.

00:24:48.750 --> 00:24:48.760 align:start position:0%
<00:24:48.750>increase <00:24:48.759>quality.

00:24:48.760 --> 00:24:50.030 align:start position:0%
<00:24:48.760>increase <00:24:48.902>quality. <00:24:49.045>We <00:24:49.188>want <00:24:49.331>to <00:24:49.474>make <00:24:49.617>sure <00:24:49.760>that <00:24:49.903>innovation

00:24:50.030 --> 00:24:50.040 align:start position:0%
<00:24:50.030>We <00:24:50.031>want <00:24:50.033>to <00:24:50.034>make <00:24:50.036>sure <00:24:50.037>that <00:24:50.039>innovation

00:24:50.040 --> 00:24:51.630 align:start position:0%
<00:24:50.040>We <00:24:50.147>want <00:24:50.255>to <00:24:50.363>make <00:24:50.470>sure <00:24:50.578>that <00:24:50.686>innovation <00:24:50.793>stays <00:24:50.901>high, <00:24:51.009>so <00:24:51.116>we're <00:24:51.224>spending <00:24:51.332>more <00:24:51.440>time

00:24:51.630 --> 00:24:51.640 align:start position:0%
<00:24:51.630>stays <00:24:51.631>high, <00:24:51.633>so <00:24:51.634>we're <00:24:51.636>spending <00:24:51.637>more <00:24:51.639>time

00:24:51.640 --> 00:24:53.350 align:start position:0%
<00:24:51.640>stays <00:24:51.747>high, <00:24:51.855>so <00:24:51.963>we're <00:24:52.070>spending <00:24:52.178>more <00:24:52.286>time <00:24:52.393>on <00:24:52.501>new <00:24:52.609>features, <00:24:52.716>and <00:24:52.824>also <00:24:52.932>that <00:24:53.040>we're

00:24:53.350 --> 00:24:53.360 align:start position:0%
<00:24:53.350>on <00:24:53.351>new <00:24:53.352>features, <00:24:53.354>and <00:24:53.356>also <00:24:53.357>that <00:24:53.359>we're

00:24:53.360 --> 00:24:55.910 align:start position:0%
<00:24:53.360>on <00:24:53.515>new <00:24:53.671>features, <00:24:53.826>and <00:24:53.982>also <00:24:54.137>that <00:24:54.293>we're <00:24:54.448>increasing <00:24:54.604>developer <00:24:54.760>experience.

00:24:55.910 --> 00:24:55.920 align:start position:0%
<00:24:55.910>increasing <00:24:55.914>developer <00:24:55.919>experience.

00:24:55.920 --> 00:24:58.030 align:start position:0%
<00:24:55.920>increasing <00:24:56.060>developer <00:24:56.200>experience. <00:24:56.340>All <00:24:56.480>of <00:24:56.620>these <00:24:56.760>push <00:24:56.900>pull <00:24:57.040>tension <00:24:57.180>on <00:24:57.320>each

00:24:58.030 --> 00:24:58.040 align:start position:0%
<00:24:58.030>All <00:24:58.031>of <00:24:58.032>these <00:24:58.033>push <00:24:58.035>pull <00:24:58.036>tension <00:24:58.037>on <00:24:58.039>each

00:24:58.040 --> 00:25:00.150 align:start position:0%
<00:24:58.040>All <00:24:58.156>of <00:24:58.273>these <00:24:58.389>push <00:24:58.506>pull <00:24:58.623>tension <00:24:58.740>on <00:24:58.856>each <00:24:58.973>other. <00:24:59.090>So, <00:24:59.206>if <00:24:59.323>we <00:24:59.440>um

00:25:00.150 --> 00:25:00.160 align:start position:0%
<00:25:00.150>other. <00:25:00.152>So, <00:25:00.154>if <00:25:00.156>we <00:25:00.159>um

00:25:00.160 --> 00:25:01.670 align:start position:0%
<00:25:00.160>other. <00:25:00.431>So, <00:25:00.703>if <00:25:00.975>we <00:25:01.247>um <00:25:01.519>find

00:25:01.670 --> 00:25:01.680 align:start position:0%
find

00:25:01.680 --> 00:25:04.310 align:start position:0%
<00:25:01.680>find <00:25:01.913>ourselves <00:25:02.146>in <00:25:02.380>a <00:25:02.613>situation <00:25:02.846>where <00:25:03.080>quality

00:25:04.310 --> 00:25:04.320 align:start position:0%
<00:25:04.310>ourselves <00:25:04.311>in <00:25:04.313>a <00:25:04.315>situation <00:25:04.317>where <00:25:04.319>quality

00:25:04.320 --> 00:25:06.550 align:start position:0%
<00:25:04.320>ourselves <00:25:04.460>in <00:25:04.600>a <00:25:04.740>situation <00:25:04.879>where <00:25:05.020>quality <00:25:05.159>and <00:25:05.300>developer <00:25:05.439>experience <00:25:05.580>have <00:25:05.720>declined

00:25:06.550 --> 00:25:06.560 align:start position:0%
<00:25:06.550>and <00:25:06.552>developer <00:25:06.554>experience <00:25:06.556>have <00:25:06.559>declined

00:25:06.560 --> 00:25:08.110 align:start position:0%
<00:25:06.560>and <00:25:06.686>developer <00:25:06.813>experience <00:25:06.940>have <00:25:07.067>declined <00:25:07.194>because <00:25:07.320>of <00:25:07.447>the <00:25:07.574>tension <00:25:07.701>that <00:25:07.828>we've <00:25:07.955>built

00:25:08.110 --> 00:25:08.120 align:start position:0%
<00:25:08.110>because <00:25:08.111>of <00:25:08.112>the <00:25:08.114>tension <00:25:08.116>that <00:25:08.117>we've <00:25:08.119>built

00:25:08.120 --> 00:25:10.590 align:start position:0%
<00:25:08.120>because <00:25:08.227>of <00:25:08.335>the <00:25:08.443>tension <00:25:08.550>that <00:25:08.658>we've <00:25:08.766>built <00:25:08.873>in <00:25:08.981>to <00:25:09.089>that <00:25:09.196>measurement <00:25:09.304>system, <00:25:09.412>we <00:25:09.520>know

00:25:10.590 --> 00:25:10.600 align:start position:0%
<00:25:10.590>in <00:25:10.591>to <00:25:10.592>that <00:25:10.594>measurement <00:25:10.596>system, <00:25:10.597>we <00:25:10.599>know

00:25:10.600 --> 00:25:13.190 align:start position:0%
<00:25:10.600>in <00:25:10.707>to <00:25:10.815>that <00:25:10.923>measurement <00:25:11.030>system, <00:25:11.138>we <00:25:11.246>know <00:25:11.353>that <00:25:11.461>this <00:25:11.569>is <00:25:11.676>not <00:25:11.784>what <00:25:11.892>we <00:25:12.000>want.

00:25:13.190 --> 00:25:13.200 align:start position:0%
<00:25:13.190>that <00:25:13.191>this <00:25:13.193>is <00:25:13.194>not <00:25:13.196>what <00:25:13.197>we <00:25:13.199>want.

00:25:13.200 --> 00:25:14.350 align:start position:0%
<00:25:13.200>that <00:25:13.273>this <00:25:13.347>is <00:25:13.421>not <00:25:13.495>what <00:25:13.569>we <00:25:13.643>want. <00:25:13.717>But, <00:25:13.791>if <00:25:13.865>we <00:25:13.939>were <00:25:14.013>to <00:25:14.087>only <00:25:14.161>look <00:25:14.235>at

00:25:14.350 --> 00:25:14.360 align:start position:0%
<00:25:14.350>But, <00:25:14.351>if <00:25:14.352>we <00:25:14.353>were <00:25:14.355>to <00:25:14.356>only <00:25:14.357>look <00:25:14.359>at

00:25:14.360 --> 00:25:16.670 align:start position:0%
<00:25:14.360>But, <00:25:14.459>if <00:25:14.560>we <00:25:14.659>were <00:25:14.760>to <00:25:14.860>only <00:25:14.959>look <00:25:15.060>at <00:25:15.159>throughput <00:25:15.260>going <00:25:15.360>up <00:25:15.459>and <00:25:15.560>not <00:25:15.659>notice <00:25:15.760>that

00:25:16.670 --> 00:25:16.680 align:start position:0%
<00:25:16.670>throughput <00:25:16.671>going <00:25:16.673>up <00:25:16.674>and <00:25:16.676>not <00:25:16.677>notice <00:25:16.679>that

00:25:16.680 --> 00:25:18.510 align:start position:0%
<00:25:16.680>throughput <00:25:16.796>going <00:25:16.913>up <00:25:17.030>and <00:25:17.146>not <00:25:17.263>notice <00:25:17.380>that <00:25:17.496>quality <00:25:17.613>had <00:25:17.730>gone <00:25:17.846>down <00:25:17.963>and <00:25:18.080>developer

00:25:18.510 --> 00:25:18.520 align:start position:0%
<00:25:18.510>quality <00:25:18.511>had <00:25:18.513>gone <00:25:18.515>down <00:25:18.517>and <00:25:18.519>developer

00:25:18.520 --> 00:25:21.270 align:start position:0%
<00:25:18.520>quality <00:25:18.636>had <00:25:18.753>gone <00:25:18.870>down <00:25:18.986>and <00:25:19.103>developer <00:25:19.220>experience <00:25:19.336>had <00:25:19.453>gone <00:25:19.570>down, <00:25:19.686>we <00:25:19.803>would <00:25:19.920>be

00:25:21.270 --> 00:25:21.280 align:start position:0%
<00:25:21.270>experience <00:25:21.271>had <00:25:21.273>gone <00:25:21.274>down, <00:25:21.276>we <00:25:21.277>would <00:25:21.279>be

00:25:21.280 --> 00:25:23.110 align:start position:0%
<00:25:21.280>experience <00:25:21.407>had <00:25:21.534>gone <00:25:21.661>down, <00:25:21.789>we <00:25:21.916>would <00:25:22.043>be <00:25:22.170>cruising <00:25:22.298>fast <00:25:22.425>into <00:25:22.552>trouble <00:25:22.680>without

00:25:23.110 --> 00:25:23.120 align:start position:0%
<00:25:23.110>cruising <00:25:23.112>fast <00:25:23.114>into <00:25:23.116>trouble <00:25:23.119>without

00:25:23.120 --> 00:25:24.750 align:start position:0%
<00:25:23.120>cruising <00:25:23.247>fast <00:25:23.374>into <00:25:23.501>trouble <00:25:23.629>without <00:25:23.756>really <00:25:23.883>knowing <00:25:24.010>about <00:25:24.138>it. <00:25:24.265>And <00:25:24.392>that's <00:25:24.520>not

00:25:24.750 --> 00:25:24.760 align:start position:0%
<00:25:24.750>really <00:25:24.751>knowing <00:25:24.753>about <00:25:24.754>it. <00:25:24.756>And <00:25:24.757>that's <00:25:24.759>not

00:25:24.760 --> 00:25:25.830 align:start position:0%
<00:25:24.760>really <00:25:24.840>knowing <00:25:24.920>about <00:25:25.000>it. <00:25:25.081>And <00:25:25.161>that's <00:25:25.241>not <00:25:25.321>what <00:25:25.402>we <00:25:25.482>want <00:25:25.562>from <00:25:25.642>our <00:25:25.723>measurement

00:25:25.830 --> 00:25:25.840 align:start position:0%
<00:25:25.830>what <00:25:25.831>we <00:25:25.833>want <00:25:25.835>from <00:25:25.837>our <00:25:25.839>measurement

00:25:25.840 --> 00:25:27.150 align:start position:0%
<00:25:25.840>what <00:25:25.938>we <00:25:26.036>want <00:25:26.134>from <00:25:26.233>our <00:25:26.331>measurement <00:25:26.429>system. <00:25:26.527>We <00:25:26.626>want <00:25:26.724>it <00:25:26.822>to <00:25:26.920>be <00:25:27.019>sufficiently

00:25:27.150 --> 00:25:27.160 align:start position:0%
<00:25:27.150>system. <00:25:27.151>We <00:25:27.153>want <00:25:27.154>it <00:25:27.156>to <00:25:27.157>be <00:25:27.159>sufficiently

00:25:27.160 --> 00:25:28.990 align:start position:0%
<00:25:27.160>system. <00:25:27.276>We <00:25:27.393>want <00:25:27.510>it <00:25:27.626>to <00:25:27.743>be <00:25:27.860>sufficiently <00:25:27.976>robust <00:25:28.093>so <00:25:28.210>we're <00:25:28.326>getting <00:25:28.443>early <00:25:28.560>warning

00:25:28.990 --> 00:25:29.000 align:start position:0%
<00:25:28.990>robust <00:25:28.991>so <00:25:28.993>we're <00:25:28.995>getting <00:25:28.997>early <00:25:28.999>warning

00:25:29.000 --> 00:25:30.790 align:start position:0%
<00:25:29.000>robust <00:25:29.116>so <00:25:29.233>we're <00:25:29.350>getting <00:25:29.466>early <00:25:29.583>warning <00:25:29.700>signs <00:25:29.816>when <00:25:29.933>something <00:25:30.050>is <00:25:30.166>going <00:25:30.283>off <00:25:30.400>the

00:25:30.790 --> 00:25:30.800 align:start position:0%
<00:25:30.790>signs <00:25:30.791>when <00:25:30.793>something <00:25:30.794>is <00:25:30.796>going <00:25:30.797>off <00:25:30.799>the

00:25:30.800 --> 00:25:33.030 align:start position:0%
<00:25:30.800>signs <00:25:30.893>when <00:25:30.986>something <00:25:31.080>is <00:25:31.173>going <00:25:31.266>off <00:25:31.360>the <00:25:31.453>rails <00:25:31.546>so <00:25:31.639>we <00:25:31.733>can <00:25:31.826>find <00:25:31.919>out <00:25:32.013>and <00:25:32.106>act <00:25:32.200>and

00:25:33.030 --> 00:25:33.040 align:start position:0%
<00:25:33.030>rails <00:25:33.031>so <00:25:33.032>we <00:25:33.033>can <00:25:33.034>find <00:25:33.035>out <00:25:33.036>and <00:25:33.037>act <00:25:33.039>and

00:25:33.040 --> 00:25:35.390 align:start position:0%
<00:25:33.040>rails <00:25:33.147>so <00:25:33.255>we <00:25:33.363>can <00:25:33.470>find <00:25:33.578>out <00:25:33.686>and <00:25:33.793>act <00:25:33.901>and <00:25:34.009>correct <00:25:34.116>sooner <00:25:34.224>rather <00:25:34.332>than <00:25:34.440>later.

00:25:35.390 --> 00:25:35.400 align:start position:0%
<00:25:35.390>correct <00:25:35.392>sooner <00:25:35.394>rather <00:25:35.396>than <00:25:35.399>later.

00:25:35.400 --> 00:25:36.830 align:start position:0%
<00:25:35.400>correct <00:25:35.507>sooner <00:25:35.614>rather <00:25:35.721>than <00:25:35.829>later. <00:25:35.936>We <00:25:36.043>get <00:25:36.150>those <00:25:36.258>by <00:25:36.365>having <00:25:36.472>lots <00:25:36.579>of <00:25:36.687>different

00:25:36.830 --> 00:25:36.840 align:start position:0%
<00:25:36.830>We <00:25:36.831>get <00:25:36.832>those <00:25:36.833>by <00:25:36.835>having <00:25:36.836>lots <00:25:36.837>of <00:25:36.839>different

00:25:36.840 --> 00:25:38.830 align:start position:0%
<00:25:36.840>We <00:25:36.939>get <00:25:37.040>those <00:25:37.139>by <00:25:37.240>having <00:25:37.340>lots <00:25:37.439>of <00:25:37.540>different <00:25:37.639>kinds <00:25:37.740>of <00:25:37.840>metrics <00:25:37.939>and <00:25:38.040>metrics <00:25:38.139>that <00:25:38.240>pull

00:25:38.830 --> 00:25:38.840 align:start position:0%
<00:25:38.830>kinds <00:25:38.831>of <00:25:38.832>metrics <00:25:38.834>and <00:25:38.836>metrics <00:25:38.837>that <00:25:38.839>pull

00:25:38.840 --> 00:25:40.110 align:start position:0%
<00:25:38.840>kinds <00:25:38.966>of <00:25:39.093>metrics <00:25:39.221>and <00:25:39.348>metrics <00:25:39.475>that <00:25:39.601>pull <00:25:39.728>on <00:25:39.856>each <00:25:39.983>other.

00:25:40.110 --> 00:25:40.120 align:start position:0%
<00:25:40.110>on <00:25:40.114>each <00:25:40.119>other.

00:25:40.120 --> 00:25:43.070 align:start position:0%
<00:25:40.120>on <00:25:40.275>each <00:25:40.431>other. <00:25:40.586>We <00:25:40.742>can't <00:25:40.897>increase <00:25:41.053>quality <00:25:41.208>with <00:25:41.364>and <00:25:41.520>slow

00:25:43.070 --> 00:25:43.080 align:start position:0%
<00:25:43.070>We <00:25:43.071>can't <00:25:43.072>increase <00:25:43.074>quality <00:25:43.076>with <00:25:43.077>and <00:25:43.079>slow

00:25:43.080 --> 00:25:44.670 align:start position:0%
<00:25:43.080>We <00:25:43.179>can't <00:25:43.280>increase <00:25:43.379>quality <00:25:43.480>with <00:25:43.580>and <00:25:43.679>slow <00:25:43.780>down, <00:25:43.879>for <00:25:43.980>example. <00:25:44.080>That <00:25:44.179>might <00:25:44.280>not <00:25:44.379>be <00:25:44.480>a

00:25:44.670 --> 00:25:44.680 align:start position:0%
<00:25:44.670>down, <00:25:44.671>for <00:25:44.672>example. <00:25:44.673>That <00:25:44.675>might <00:25:44.676>not <00:25:44.677>be <00:25:44.679>a

00:25:44.680 --> 00:25:45.870 align:start position:0%
<00:25:44.680>down, <00:25:44.756>for <00:25:44.833>example. <00:25:44.909>That <00:25:44.986>might <00:25:45.062>not <00:25:45.139>be <00:25:45.215>a <00:25:45.292>trade-off <00:25:45.368>that <00:25:45.445>your <00:25:45.521>team <00:25:45.598>is <00:25:45.674>willing <00:25:45.751>to

00:25:45.870 --> 00:25:45.880 align:start position:0%
<00:25:45.870>trade-off <00:25:45.871>that <00:25:45.873>your <00:25:45.874>team <00:25:45.876>is <00:25:45.877>willing <00:25:45.879>to

00:25:45.880 --> 00:25:48.150 align:start position:0%
<00:25:45.880>trade-off <00:25:45.973>that <00:25:46.066>your <00:25:46.160>team <00:25:46.253>is <00:25:46.346>willing <00:25:46.440>to <00:25:46.533>make. <00:25:46.626>Or <00:25:46.720>it <00:25:46.813>might <00:25:46.906>be, <00:25:47.000>but <00:25:47.093>you <00:25:47.186>won't <00:25:47.280>know

00:25:48.150 --> 00:25:48.160 align:start position:0%
<00:25:48.150>make. <00:25:48.151>Or <00:25:48.152>it <00:25:48.153>might <00:25:48.154>be, <00:25:48.155>but <00:25:48.156>you <00:25:48.157>won't <00:25:48.159>know

00:25:48.160 --> 00:25:49.710 align:start position:0%
<00:25:48.160>make. <00:25:48.267>Or <00:25:48.374>it <00:25:48.481>might <00:25:48.589>be, <00:25:48.696>but <00:25:48.803>you <00:25:48.911>won't <00:25:49.018>know <00:25:49.125>unless <00:25:49.233>you <00:25:49.340>measure <00:25:49.447>um <00:25:49.555>very

00:25:49.710 --> 00:25:49.720 align:start position:0%
<00:25:49.710>unless <00:25:49.712>you <00:25:49.714>measure <00:25:49.716>um <00:25:49.719>very

00:25:49.720 --> 00:25:52.910 align:start position:0%
<00:25:49.720>unless <00:25:49.920>you <00:25:50.120>measure <00:25:50.320>um <00:25:50.520>very <00:25:50.720>comprehensively <00:25:50.920>like <00:25:51.120>this.

00:25:52.910 --> 00:25:52.920 align:start position:0%
<00:25:52.910>comprehensively <00:25:52.914>like <00:25:52.919>this.

00:25:52.920 --> 00:25:54.710 align:start position:0%
<00:25:52.920>comprehensively <00:25:53.153>like <00:25:53.386>this. <00:25:53.620>In <00:25:53.853>terms <00:25:54.086>of <00:25:54.320>AI,

00:25:54.710 --> 00:25:54.720 align:start position:0%
<00:25:54.710>In <00:25:54.713>terms <00:25:54.716>of <00:25:54.719>AI,

00:25:54.720 --> 00:25:55.870 align:start position:0%
<00:25:54.720>In <00:25:54.823>terms <00:25:54.927>of <00:25:55.030>AI, <00:25:55.134>there <00:25:55.237>are <00:25:55.341>a <00:25:55.444>couple <00:25:55.548>things. <00:25:55.651>I'm <00:25:55.754>just

00:25:55.870 --> 00:25:55.880 align:start position:0%
<00:25:55.870>there <00:25:55.871>are <00:25:55.873>a <00:25:55.874>couple <00:25:55.876>things. <00:25:55.877>I'm <00:25:55.879>just

00:25:55.880 --> 00:25:57.470 align:start position:0%
<00:25:55.880>there <00:25:55.980>are <00:25:56.080>a <00:25:56.180>couple <00:25:56.280>things. <00:25:56.380>I'm <00:25:56.480>just <00:25:56.580>going <00:25:56.680>to <00:25:56.780>hone <00:25:56.880>in <00:25:56.980>on <00:25:57.080>that <00:25:57.180>code <00:25:57.280>review

00:25:57.470 --> 00:25:57.480 align:start position:0%
<00:25:57.470>going <00:25:57.471>to <00:25:57.472>hone <00:25:57.473>in <00:25:57.475>on <00:25:57.476>that <00:25:57.477>code <00:25:57.479>review

00:25:57.480 --> 00:25:59.750 align:start position:0%
<00:25:57.480>going <00:25:57.596>to <00:25:57.713>hone <00:25:57.830>in <00:25:57.946>on <00:25:58.063>that <00:25:58.180>code <00:25:58.296>review <00:25:58.413>topic <00:25:58.530>that <00:25:58.646>we've <00:25:58.763>talked <00:25:58.880>about.

00:25:59.750 --> 00:25:59.760 align:start position:0%
<00:25:59.750>topic <00:25:59.752>that <00:25:59.754>we've <00:25:59.756>talked <00:25:59.759>about.

00:25:59.760 --> 00:26:01.870 align:start position:0%
<00:25:59.760>topic <00:25:59.900>that <00:26:00.040>we've <00:26:00.180>talked <00:26:00.320>about. <00:26:00.460>So, <00:26:00.600>let's <00:26:00.740>say <00:26:00.879>hypothetically <00:26:01.020>that <00:26:01.160>your

00:26:01.870 --> 00:26:01.880 align:start position:0%
<00:26:01.870>So, <00:26:01.871>let's <00:26:01.873>say <00:26:01.875>hypothetically <00:26:01.877>that <00:26:01.879>your

00:26:01.880 --> 00:26:03.630 align:start position:0%
<00:26:01.880>So, <00:26:02.007>let's <00:26:02.134>say <00:26:02.261>hypothetically <00:26:02.389>that <00:26:02.516>your <00:26:02.643>organization's <00:26:02.770>goal <00:26:02.898>with <00:26:03.025>AI <00:26:03.152>is <00:26:03.280>to

00:26:03.630 --> 00:26:03.640 align:start position:0%
<00:26:03.630>organization's <00:26:03.631>goal <00:26:03.633>with <00:26:03.635>AI <00:26:03.637>is <00:26:03.639>to

00:26:03.640 --> 00:26:05.270 align:start position:0%
<00:26:03.640>organization's <00:26:03.767>goal <00:26:03.894>with <00:26:04.021>AI <00:26:04.149>is <00:26:04.276>to <00:26:04.403>increase <00:26:04.530>throughput. <00:26:04.658>We <00:26:04.785>want <00:26:04.912>to <00:26:05.040>increase

00:26:05.270 --> 00:26:05.280 align:start position:0%
<00:26:05.270>increase <00:26:05.271>throughput. <00:26:05.273>We <00:26:05.275>want <00:26:05.277>to <00:26:05.279>increase

00:26:05.280 --> 00:26:06.830 align:start position:0%
<00:26:05.280>increase <00:26:05.396>throughput. <00:26:05.512>We <00:26:05.628>want <00:26:05.745>to <00:26:05.861>increase <00:26:05.977>the <00:26:06.093>amount <00:26:06.210>of <00:26:06.326>changes <00:26:06.442>and <00:26:06.558>the <00:26:06.675>increase

00:26:06.830 --> 00:26:06.840 align:start position:0%
<00:26:06.830>the <00:26:06.831>amount <00:26:06.832>of <00:26:06.834>changes <00:26:06.836>and <00:26:06.837>the <00:26:06.839>increase

00:26:06.840 --> 00:26:08.230 align:start position:0%
<00:26:06.840>the <00:26:06.936>amount <00:26:07.032>of <00:26:07.128>changes <00:26:07.224>and <00:26:07.321>the <00:26:07.417>increase <00:26:07.513>the <00:26:07.609>amount <00:26:07.706>of <00:26:07.802>code <00:26:07.898>that <00:26:07.994>developers <00:26:08.091>are

00:26:08.230 --> 00:26:08.240 align:start position:0%
<00:26:08.230>the <00:26:08.231>amount <00:26:08.233>of <00:26:08.234>code <00:26:08.236>that <00:26:08.237>developers <00:26:08.239>are

00:26:08.240 --> 00:26:09.790 align:start position:0%
<00:26:08.240>the <00:26:08.439>amount <00:26:08.638>of <00:26:08.837>code <00:26:09.037>that <00:26:09.236>developers <00:26:09.435>are <00:26:09.635>writing.

00:26:09.790 --> 00:26:09.800 align:start position:0%
writing.

00:26:09.800 --> 00:26:10.710 align:start position:0%
<00:26:09.800>writing. <00:26:09.917>But, <00:26:10.033>we <00:26:10.151>also <00:26:10.268>want <00:26:10.385>to <00:26:10.502>take <00:26:10.619>into

00:26:10.710 --> 00:26:10.720 align:start position:0%
<00:26:10.710>But, <00:26:10.711>we <00:26:10.713>also <00:26:10.714>want <00:26:10.716>to <00:26:10.717>take <00:26:10.719>into

00:26:10.720 --> 00:26:12.830 align:start position:0%
<00:26:10.720>But, <00:26:10.836>we <00:26:10.953>also <00:26:11.070>want <00:26:11.186>to <00:26:11.303>take <00:26:11.420>into <00:26:11.536>consideration <00:26:11.653>these <00:26:11.770>bad <00:26:11.886>patterns <00:26:12.003>of <00:26:12.120>code

00:26:12.830 --> 00:26:12.840 align:start position:0%
<00:26:12.830>consideration <00:26:12.831>these <00:26:12.833>bad <00:26:12.835>patterns <00:26:12.837>of <00:26:12.839>code

00:26:12.840 --> 00:26:14.670 align:start position:0%
<00:26:12.840>consideration <00:26:12.980>these <00:26:13.120>bad <00:26:13.260>patterns <00:26:13.399>of <00:26:13.540>code <00:26:13.679>review, <00:26:13.820>code <00:26:13.959>review <00:26:14.100>surrender, <00:26:14.240>code

00:26:14.670 --> 00:26:14.680 align:start position:0%
<00:26:14.670>review, <00:26:14.672>code <00:26:14.674>review <00:26:14.676>surrender, <00:26:14.679>code

00:26:14.680 --> 00:26:17.030 align:start position:0%
<00:26:14.680>review, <00:26:14.835>code <00:26:14.991>review <00:26:15.146>surrender, <00:26:15.302>code <00:26:15.457>review <00:26:15.613>exploitation, <00:26:15.768>quality <00:26:15.924>of <00:26:16.080>reviews

00:26:17.030 --> 00:26:17.040 align:start position:0%
<00:26:17.030>review <00:26:17.032>exploitation, <00:26:17.034>quality <00:26:17.036>of <00:26:17.039>reviews

00:26:17.040 --> 00:26:18.270 align:start position:0%
<00:26:17.040>review <00:26:17.261>exploitation, <00:26:17.482>quality <00:26:17.704>of <00:26:17.925>reviews <00:26:18.147>declining.

00:26:18.270 --> 00:26:18.280 align:start position:0%
declining.

00:26:18.280 --> 00:26:19.990 align:start position:0%
<00:26:18.280>declining. <00:26:18.435>And <00:26:18.591>so, <00:26:18.746>to <00:26:18.902>set <00:26:19.057>up <00:26:19.213>a <00:26:19.368>system <00:26:19.524>that <00:26:19.680>aligns

00:26:19.990 --> 00:26:20.000 align:start position:0%
<00:26:19.990>And <00:26:19.991>so, <00:26:19.992>to <00:26:19.993>set <00:26:19.994>up <00:26:19.995>a <00:26:19.996>system <00:26:19.997>that <00:26:19.999>aligns

00:26:20.000 --> 00:26:21.830 align:start position:0%
<00:26:20.000>And <00:26:20.100>so, <00:26:20.200>to <00:26:20.300>set <00:26:20.400>up <00:26:20.500>a <00:26:20.600>system <00:26:20.700>that <00:26:20.800>aligns <00:26:20.900>to <00:26:21.000>those <00:26:21.100>principles, <00:26:21.200>we <00:26:21.300>would <00:26:21.400>introduce

00:26:21.830 --> 00:26:21.840 align:start position:0%
<00:26:21.830>to <00:26:21.831>those <00:26:21.833>principles, <00:26:21.835>we <00:26:21.837>would <00:26:21.839>introduce

00:26:21.840 --> 00:26:24.030 align:start position:0%
<00:26:21.840>to <00:26:21.967>those <00:26:22.094>principles, <00:26:22.221>we <00:26:22.349>would <00:26:22.476>introduce <00:26:22.603>tension <00:26:22.730>and <00:26:22.858>also <00:26:22.985>introduce <00:26:23.112>um <00:26:23.240>mul-

00:26:24.030 --> 00:26:24.040 align:start position:0%
<00:26:24.030>tension <00:26:24.031>and <00:26:24.033>also <00:26:24.035>introduce <00:26:24.037>um <00:26:24.039>mul-

00:26:24.040 --> 00:26:26.230 align:start position:0%
<00:26:24.040>tension <00:26:24.167>and <00:26:24.294>also <00:26:24.421>introduce <00:26:24.549>um <00:26:24.676>mul- <00:26:24.803>multiple <00:26:24.930>factors. <00:26:25.058>So, <00:26:25.185>we <00:26:25.312>want <00:26:25.440>to

00:26:26.230 --> 00:26:26.240 align:start position:0%
<00:26:26.230>multiple <00:26:26.231>factors. <00:26:26.233>So, <00:26:26.235>we <00:26:26.237>want <00:26:26.239>to

00:26:26.240 --> 00:26:27.830 align:start position:0%
<00:26:26.240>multiple <00:26:26.367>factors. <00:26:26.494>So, <00:26:26.621>we <00:26:26.749>want <00:26:26.876>to <00:26:27.003>increase <00:26:27.130>throughput <00:26:27.258>with <00:26:27.385>AI, <00:26:27.512>but <00:26:27.640>we

00:26:27.830 --> 00:26:27.840 align:start position:0%
<00:26:27.830>increase <00:26:27.831>throughput <00:26:27.833>with <00:26:27.835>AI, <00:26:27.837>but <00:26:27.839>we

00:26:27.840 --> 00:26:30.150 align:start position:0%
<00:26:27.840>increase <00:26:27.956>throughput <00:26:28.073>with <00:26:28.189>AI, <00:26:28.306>but <00:26:28.423>we <00:26:28.540>don't <00:26:28.656>want <00:26:28.773>review <00:26:28.889>wait <00:26:29.006>time <00:26:29.123>to <00:26:29.240>increase,

00:26:30.150 --> 00:26:30.160 align:start position:0%
<00:26:30.150>don't <00:26:30.151>want <00:26:30.153>review <00:26:30.154>wait <00:26:30.156>time <00:26:30.157>to <00:26:30.159>increase,

00:26:30.160 --> 00:26:31.750 align:start position:0%
<00:26:30.160>don't <00:26:30.267>want <00:26:30.375>review <00:26:30.483>wait <00:26:30.590>time <00:26:30.698>to <00:26:30.806>increase, <00:26:30.913>review <00:26:31.021>quality, <00:26:31.129>we <00:26:31.236>don't <00:26:31.344>want <00:26:31.452>that <00:26:31.560>to

00:26:31.750 --> 00:26:31.760 align:start position:0%
<00:26:31.750>review <00:26:31.751>quality, <00:26:31.753>we <00:26:31.754>don't <00:26:31.756>want <00:26:31.757>that <00:26:31.759>to

00:26:31.760 --> 00:26:33.550 align:start position:0%
<00:26:31.760>review <00:26:31.860>quality, <00:26:31.960>we <00:26:32.060>don't <00:26:32.160>want <00:26:32.260>that <00:26:32.360>to <00:26:32.460>decrease, <00:26:32.560>and <00:26:32.660>we <00:26:32.760>also <00:26:32.860>want <00:26:32.960>don't <00:26:33.060>want <00:26:33.160>PR

00:26:33.550 --> 00:26:33.560 align:start position:0%
<00:26:33.550>decrease, <00:26:33.551>and <00:26:33.552>we <00:26:33.553>also <00:26:33.555>want <00:26:33.556>don't <00:26:33.557>want <00:26:33.559>PR

00:26:33.560 --> 00:26:36.950 align:start position:0%
<00:26:33.560>decrease, <00:26:33.700>and <00:26:33.840>we <00:26:33.980>also <00:26:34.120>want <00:26:34.260>don't <00:26:34.399>want <00:26:34.540>PR <00:26:34.679>size <00:26:34.820>to <00:26:34.960>increase.

00:26:36.950 --> 00:26:36.960 align:start position:0%
<00:26:36.950>size <00:26:36.954>to <00:26:36.959>increase.

00:26:36.960 --> 00:26:39.470 align:start position:0%
<00:26:36.960>size <00:26:37.115>to <00:26:37.271>increase. <00:26:37.426>And <00:26:37.582>our <00:26:37.737>hypothesis <00:26:37.893>is <00:26:38.048>that <00:26:38.204>using <00:26:38.360>AI

00:26:39.470 --> 00:26:39.480 align:start position:0%
<00:26:39.470>And <00:26:39.471>our <00:26:39.473>hypothesis <00:26:39.474>is <00:26:39.476>that <00:26:39.477>using <00:26:39.479>AI

00:26:39.480 --> 00:26:41.550 align:start position:0%
<00:26:39.480>And <00:26:39.607>our <00:26:39.734>hypothesis <00:26:39.861>is <00:26:39.989>that <00:26:40.116>using <00:26:40.243>AI <00:26:40.370>helps <00:26:40.498>developers <00:26:40.625>uh <00:26:40.752>reduce <00:26:40.880>their

00:26:41.550 --> 00:26:41.560 align:start position:0%
<00:26:41.550>helps <00:26:41.552>developers <00:26:41.554>uh <00:26:41.556>reduce <00:26:41.559>their

00:26:41.560 --> 00:26:43.550 align:start position:0%
<00:26:41.560>helps <00:26:41.700>developers <00:26:41.840>uh <00:26:41.980>reduce <00:26:42.120>their <00:26:42.260>cognitive <00:26:42.399>load <00:26:42.540>and <00:26:42.679>feel <00:26:42.820>less <00:26:42.960>burnout.

00:26:43.550 --> 00:26:43.560 align:start position:0%
<00:26:43.550>cognitive <00:26:43.551>load <00:26:43.553>and <00:26:43.555>feel <00:26:43.557>less <00:26:43.559>burnout.

00:26:43.560 --> 00:26:45.990 align:start position:0%
<00:26:43.560>cognitive <00:26:43.687>load <00:26:43.814>and <00:26:43.941>feel <00:26:44.069>less <00:26:44.196>burnout. <00:26:44.323>So, <00:26:44.450>we <00:26:44.578>want <00:26:44.705>to <00:26:44.832>decrease <00:26:44.960>burnout.

00:26:45.990 --> 00:26:46.000 align:start position:0%
<00:26:45.990>So, <00:26:45.991>we <00:26:45.993>want <00:26:45.995>to <00:26:45.997>decrease <00:26:45.999>burnout.

00:26:46.000 --> 00:26:47.710 align:start position:0%
<00:26:46.000>So, <00:26:46.116>we <00:26:46.233>want <00:26:46.350>to <00:26:46.466>decrease <00:26:46.583>burnout. <00:26:46.700>Now <00:26:46.816>that <00:26:46.933>we <00:26:47.050>have <00:26:47.166>sensors <00:26:47.283>in <00:26:47.400>multiple

00:26:47.710 --> 00:26:47.720 align:start position:0%
<00:26:47.710>Now <00:26:47.711>that <00:26:47.713>we <00:26:47.714>have <00:26:47.716>sensors <00:26:47.717>in <00:26:47.719>multiple

00:26:47.720 --> 00:26:50.470 align:start position:0%
<00:26:47.720>Now <00:26:47.827>that <00:26:47.935>we <00:26:48.043>have <00:26:48.150>sensors <00:26:48.258>in <00:26:48.366>multiple <00:26:48.473>parts <00:26:48.581>of <00:26:48.689>our <00:26:48.796>organization, <00:26:48.904>we <00:26:49.012>can <00:26:49.120>figure

00:26:50.470 --> 00:26:50.480 align:start position:0%
<00:26:50.470>parts <00:26:50.471>of <00:26:50.473>our <00:26:50.474>organization, <00:26:50.476>we <00:26:50.477>can <00:26:50.479>figure

00:26:50.480 --> 00:26:52.590 align:start position:0%
<00:26:50.480>parts <00:26:50.573>of <00:26:50.666>our <00:26:50.760>organization, <00:26:50.853>we <00:26:50.946>can <00:26:51.040>figure <00:26:51.133>out <00:26:51.226>if <00:26:51.320>we <00:26:51.413>are <00:26:51.506>reaching <00:26:51.600>the <00:26:51.693>goal <00:26:51.786>or <00:26:51.880>if

00:26:52.590 --> 00:26:52.600 align:start position:0%
<00:26:52.590>out <00:26:52.591>if <00:26:52.592>we <00:26:52.593>are <00:26:52.594>reaching <00:26:52.595>the <00:26:52.596>goal <00:26:52.597>or <00:26:52.599>if

00:26:52.600 --> 00:26:54.470 align:start position:0%
<00:26:52.600>out <00:26:52.716>if <00:26:52.833>we <00:26:52.949>are <00:26:53.066>reaching <00:26:53.183>the <00:26:53.300>goal <00:26:53.416>or <00:26:53.533>if <00:26:53.649>we're <00:26:53.766>heading <00:26:53.883>into <00:26:54.000>danger

00:26:54.470 --> 00:26:54.480 align:start position:0%
<00:26:54.470>we're <00:26:54.473>heading <00:26:54.476>into <00:26:54.479>danger

00:26:54.480 --> 00:26:55.910 align:start position:0%
<00:26:54.480>we're <00:26:54.597>heading <00:26:54.714>into <00:26:54.831>danger <00:26:54.948>sooner <00:26:55.065>than <00:26:55.182>later <00:26:55.299>and <00:26:55.416>then <00:26:55.533>we <00:26:55.650>can <00:26:55.767>course

00:26:55.910 --> 00:26:55.920 align:start position:0%
<00:26:55.910>sooner <00:26:55.911>than <00:26:55.912>later <00:26:55.913>and <00:26:55.915>then <00:26:55.916>we <00:26:55.917>can <00:26:55.919>course

00:26:55.920 --> 00:26:58.230 align:start position:0%
<00:26:55.920>sooner <00:26:56.095>than <00:26:56.270>later <00:26:56.445>and <00:26:56.620>then <00:26:56.795>we <00:26:56.970>can <00:26:57.145>course <00:26:57.320>correct.

00:26:58.230 --> 00:26:58.240 align:start position:0%
correct.

00:26:58.240 --> 00:26:59.790 align:start position:0%
<00:26:58.240>correct. <00:26:58.395>If <00:26:58.550>there's <00:26:58.705>one <00:26:58.860>word <00:26:59.015>that <00:26:59.170>you <00:26:59.325>walk <00:26:59.480>out <00:26:59.635>of

00:26:59.790 --> 00:26:59.800 align:start position:0%
<00:26:59.790>If <00:26:59.791>there's <00:26:59.792>one <00:26:59.793>word <00:26:59.794>that <00:26:59.795>you <00:26:59.796>walk <00:26:59.797>out <00:26:59.799>of

00:26:59.800 --> 00:27:02.550 align:start position:0%
<00:26:59.800>If <00:26:59.887>there's <00:26:59.975>one <00:27:00.062>word <00:27:00.149>that <00:27:00.237>you <00:27:00.325>walk <00:27:00.412>out <00:27:00.500>of <00:27:00.587>this <00:27:00.675>room <00:27:00.762>with, <00:27:00.850>it <00:27:00.937>is <00:27:01.024>the <00:27:01.112>word <00:27:01.200>without.

00:27:02.550 --> 00:27:02.560 align:start position:0%
<00:27:02.550>this <00:27:02.551>room <00:27:02.552>with, <00:27:02.553>it <00:27:02.555>is <00:27:02.556>the <00:27:02.557>word <00:27:02.559>without.

00:27:02.560 --> 00:27:04.790 align:start position:0%
<00:27:02.560>this <00:27:02.659>room <00:27:02.760>with, <00:27:02.860>it <00:27:02.960>is <00:27:03.060>the <00:27:03.159>word <00:27:03.260>without. <00:27:03.360>If <00:27:03.460>you <00:27:03.560>are <00:27:03.659>talking <00:27:03.760>about <00:27:03.860>metrics, <00:27:03.960>use

00:27:04.790 --> 00:27:04.800 align:start position:0%
<00:27:04.790>If <00:27:04.791>you <00:27:04.793>are <00:27:04.794>talking <00:27:04.796>about <00:27:04.797>metrics, <00:27:04.799>use

00:27:04.800 --> 00:27:06.710 align:start position:0%
<00:27:04.800>If <00:27:04.907>you <00:27:05.015>are <00:27:05.123>talking <00:27:05.230>about <00:27:05.338>metrics, <00:27:05.446>use <00:27:05.553>the <00:27:05.661>word <00:27:05.769>without <00:27:05.876>to <00:27:05.984>express <00:27:06.092>what <00:27:06.200>can't

00:27:06.710 --> 00:27:06.720 align:start position:0%
<00:27:06.710>the <00:27:06.711>word <00:27:06.713>without <00:27:06.714>to <00:27:06.716>express <00:27:06.717>what <00:27:06.719>can't

00:27:06.720 --> 00:27:08.790 align:start position:0%
<00:27:06.720>the <00:27:06.820>word <00:27:06.920>without <00:27:07.020>to <00:27:07.120>express <00:27:07.220>what <00:27:07.320>can't <00:27:07.420>happen. <00:27:07.520>When <00:27:07.620>one <00:27:07.720>thing <00:27:07.820>goes <00:27:07.920>up, <00:27:08.020>we <00:27:08.120>want

00:27:08.790 --> 00:27:08.800 align:start position:0%
<00:27:08.790>happen. <00:27:08.791>When <00:27:08.792>one <00:27:08.793>thing <00:27:08.795>goes <00:27:08.796>up, <00:27:08.797>we <00:27:08.799>want

00:27:08.800 --> 00:27:10.670 align:start position:0%
<00:27:08.800>happen. <00:27:08.893>When <00:27:08.986>one <00:27:09.080>thing <00:27:09.173>goes <00:27:09.266>up, <00:27:09.360>we <00:27:09.453>want <00:27:09.546>one <00:27:09.639>thing <00:27:09.733>to <00:27:09.826>go <00:27:09.919>up <00:27:10.013>without <00:27:10.106>this <00:27:10.200>thing

00:27:10.670 --> 00:27:10.680 align:start position:0%
<00:27:10.670>one <00:27:10.671>thing <00:27:10.672>to <00:27:10.673>go <00:27:10.675>up <00:27:10.676>without <00:27:10.677>this <00:27:10.679>thing

00:27:10.680 --> 00:27:12.670 align:start position:0%
<00:27:10.680>one <00:27:10.773>thing <00:27:10.866>to <00:27:10.960>go <00:27:11.053>up <00:27:11.146>without <00:27:11.240>this <00:27:11.333>thing <00:27:11.426>going <00:27:11.520>down. <00:27:11.613>We <00:27:11.706>want <00:27:11.800>this <00:27:11.893>to <00:27:11.986>go <00:27:12.080>down

00:27:12.670 --> 00:27:12.680 align:start position:0%
<00:27:12.670>going <00:27:12.671>down. <00:27:12.672>We <00:27:12.673>want <00:27:12.675>this <00:27:12.676>to <00:27:12.677>go <00:27:12.679>down

00:27:12.680 --> 00:27:15.630 align:start position:0%
<00:27:12.680>going <00:27:12.773>down. <00:27:12.866>We <00:27:12.960>want <00:27:13.053>this <00:27:13.146>to <00:27:13.240>go <00:27:13.333>down <00:27:13.426>without <00:27:13.520>this <00:27:13.613>thing <00:27:13.706>going <00:27:13.800>up. <00:27:13.893>And <00:27:13.986>that <00:27:14.080>is

00:27:15.630 --> 00:27:15.640 align:start position:0%
<00:27:15.630>without <00:27:15.631>this <00:27:15.632>thing <00:27:15.633>going <00:27:15.635>up. <00:27:15.636>And <00:27:15.637>that <00:27:15.639>is

00:27:15.640 --> 00:27:17.790 align:start position:0%
<00:27:15.640>without <00:27:15.740>this <00:27:15.840>thing <00:27:15.940>going <00:27:16.040>up. <00:27:16.140>And <00:27:16.240>that <00:27:16.340>is <00:27:16.440>maybe <00:27:16.540>not <00:27:16.640>a <00:27:16.740>silver <00:27:16.840>bullet, <00:27:16.940>but <00:27:17.040>certainly

00:27:17.790 --> 00:27:17.800 align:start position:0%
<00:27:17.790>maybe <00:27:17.791>not <00:27:17.793>a <00:27:17.794>silver <00:27:17.796>bullet, <00:27:17.797>but <00:27:17.799>certainly

00:27:17.800 --> 00:27:20.510 align:start position:0%
<00:27:17.800>maybe <00:27:17.893>not <00:27:17.986>a <00:27:18.080>silver <00:27:18.173>bullet, <00:27:18.266>but <00:27:18.360>certainly <00:27:18.453>a <00:27:18.546>very <00:27:18.639>good <00:27:18.733>trick <00:27:18.826>to <00:27:18.919>use <00:27:19.013>to <00:27:19.106>ensure <00:27:19.200>that

00:27:20.510 --> 00:27:20.520 align:start position:0%
<00:27:20.510>a <00:27:20.511>very <00:27:20.512>good <00:27:20.513>trick <00:27:20.514>to <00:27:20.515>use <00:27:20.516>to <00:27:20.517>ensure <00:27:20.519>that

00:27:20.520 --> 00:27:22.390 align:start position:0%
<00:27:20.520>a <00:27:20.620>very <00:27:20.720>good <00:27:20.820>trick <00:27:20.920>to <00:27:21.020>use <00:27:21.120>to <00:27:21.220>ensure <00:27:21.320>that <00:27:21.420>you're <00:27:21.520>not <00:27:21.620>measuring <00:27:21.720>the <00:27:21.820>wrong <00:27:21.920>things

00:27:22.390 --> 00:27:22.400 align:start position:0%
<00:27:22.390>you're <00:27:22.391>not <00:27:22.393>measuring <00:27:22.395>the <00:27:22.397>wrong <00:27:22.399>things

00:27:22.400 --> 00:27:24.710 align:start position:0%
<00:27:22.400>you're <00:27:22.516>not <00:27:22.633>measuring <00:27:22.750>the <00:27:22.866>wrong <00:27:22.983>things <00:27:23.100>and <00:27:23.216>leading <00:27:23.333>your <00:27:23.450>team <00:27:23.566>into <00:27:23.683>a <00:27:23.800>danger

00:27:24.710 --> 00:27:24.720 align:start position:0%
<00:27:24.710>and <00:27:24.711>leading <00:27:24.713>your <00:27:24.714>team <00:27:24.716>into <00:27:24.717>a <00:27:24.719>danger

00:27:24.720 --> 00:27:27.030 align:start position:0%
<00:27:24.720>and <00:27:24.920>leading <00:27:25.120>your <00:27:25.320>team <00:27:25.520>into <00:27:25.720>a <00:27:25.920>danger <00:27:26.120>zone.

00:27:27.030 --> 00:27:27.040 align:start position:0%
zone.

00:27:27.040 --> 00:27:28.630 align:start position:0%
<00:27:27.040>zone. <00:27:27.240>This <00:27:27.440>is <00:27:27.639>all <00:27:27.840>a <00:27:28.040>little <00:27:28.240>bit <00:27:28.440>theoretical.

00:27:28.630 --> 00:27:28.640 align:start position:0%
<00:27:28.630>This <00:27:28.631>is <00:27:28.633>all <00:27:28.634>a <00:27:28.636>little <00:27:28.637>bit <00:27:28.639>theoretical.

00:27:28.640 --> 00:27:30.710 align:start position:0%
<00:27:28.640>This <00:27:28.756>is <00:27:28.873>all <00:27:28.990>a <00:27:29.106>little <00:27:29.223>bit <00:27:29.340>theoretical. <00:27:29.456>Framework <00:27:29.573>is <00:27:29.690>very <00:27:29.806>high-level. <00:27:29.923>If <00:27:30.040>you

00:27:30.710 --> 00:27:30.720 align:start position:0%
<00:27:30.710>Framework <00:27:30.711>is <00:27:30.713>very <00:27:30.715>high-level. <00:27:30.717>If <00:27:30.719>you

00:27:30.720 --> 00:27:32.070 align:start position:0%
<00:27:30.720>Framework <00:27:30.813>is <00:27:30.906>very <00:27:31.000>high-level. <00:27:31.093>If <00:27:31.187>you <00:27:31.280>don't <00:27:31.374>want <00:27:31.467>to <00:27:31.561>plug <00:27:31.654>and <00:27:31.748>play <00:27:31.841>your <00:27:31.935>own

00:27:32.070 --> 00:27:32.080 align:start position:0%
<00:27:32.070>don't <00:27:32.071>want <00:27:32.072>to <00:27:32.073>plug <00:27:32.075>and <00:27:32.076>play <00:27:32.077>your <00:27:32.079>own

00:27:32.080 --> 00:27:33.350 align:start position:0%
<00:27:32.080>don't <00:27:32.151>want <00:27:32.222>to <00:27:32.294>plug <00:27:32.365>and <00:27:32.437>play <00:27:32.508>your <00:27:32.580>own <00:27:32.651>metrics <00:27:32.722>into <00:27:32.794>it <00:27:32.865>and <00:27:32.937>you <00:27:33.008>just <00:27:33.080>want <00:27:33.151>to <00:27:33.223>use

00:27:33.350 --> 00:27:33.360 align:start position:0%
<00:27:33.350>metrics <00:27:33.351>into <00:27:33.352>it <00:27:33.353>and <00:27:33.354>you <00:27:33.355>just <00:27:33.356>want <00:27:33.357>to <00:27:33.359>use

00:27:33.360 --> 00:27:35.830 align:start position:0%
<00:27:33.360>metrics <00:27:33.442>into <00:27:33.524>it <00:27:33.607>and <00:27:33.689>you <00:27:33.771>just <00:27:33.854>want <00:27:33.936>to <00:27:34.018>use <00:27:34.101>something <00:27:34.183>off <00:27:34.265>the <00:27:34.348>shelf, <00:27:34.430>um <00:27:34.512>I <00:27:34.595>was <00:27:34.677>CTO <00:27:34.760>of

00:27:35.830 --> 00:27:35.840 align:start position:0%
<00:27:35.830>something <00:27:35.831>off <00:27:35.832>the <00:27:35.833>shelf, <00:27:35.834>um <00:27:35.835>I <00:27:35.836>was <00:27:35.837>CTO <00:27:35.839>of

00:27:35.840 --> 00:27:38.230 align:start position:0%
<00:27:35.840>something <00:27:35.927>off <00:27:36.014>the <00:27:36.102>shelf, <00:27:36.189>um <00:27:36.277>I <00:27:36.365>was <00:27:36.452>CTO <00:27:36.540>of <00:27:36.627>DX <00:27:36.715>before <00:27:36.802>coming <00:27:36.889>to <00:27:36.977>AWS <00:27:37.064>earlier <00:27:37.152>in <00:27:37.240>the

00:27:38.230 --> 00:27:38.240 align:start position:0%
<00:27:38.230>DX <00:27:38.231>before <00:27:38.232>coming <00:27:38.233>to <00:27:38.235>AWS <00:27:38.236>earlier <00:27:38.237>in <00:27:38.239>the

00:27:38.240 --> 00:27:40.550 align:start position:0%
<00:27:38.240>DX <00:27:38.327>before <00:27:38.415>coming <00:27:38.502>to <00:27:38.590>AWS <00:27:38.677>earlier <00:27:38.765>in <00:27:38.852>the <00:27:38.940>spring <00:27:39.027>and <00:27:39.115>when <00:27:39.202>I <00:27:39.290>was <00:27:39.377>there <00:27:39.465>I <00:27:39.552>wrote <00:27:39.640>the

00:27:40.550 --> 00:27:40.560 align:start position:0%
<00:27:40.550>spring <00:27:40.551>and <00:27:40.552>when <00:27:40.553>I <00:27:40.554>was <00:27:40.555>there <00:27:40.556>I <00:27:40.557>wrote <00:27:40.559>the

00:27:40.560 --> 00:27:41.990 align:start position:0%
<00:27:40.560>spring <00:27:40.651>and <00:27:40.743>when <00:27:40.835>I <00:27:40.927>was <00:27:41.019>there <00:27:41.111>I <00:27:41.203>wrote <00:27:41.295>the <00:27:41.387>AI <00:27:41.479>measurement <00:27:41.571>framework <00:27:41.663>along <00:27:41.755>with <00:27:41.847>some

00:27:41.990 --> 00:27:42.000 align:start position:0%
<00:27:41.990>AI <00:27:41.991>measurement <00:27:41.993>framework <00:27:41.995>along <00:27:41.997>with <00:27:41.999>some

00:27:42.000 --> 00:27:43.790 align:start position:0%
<00:27:42.000>AI <00:27:42.116>measurement <00:27:42.233>framework <00:27:42.350>along <00:27:42.466>with <00:27:42.583>some <00:27:42.700>colleagues <00:27:42.816>and <00:27:42.933>this <00:27:43.050>is <00:27:43.166>going <00:27:43.283>to <00:27:43.400>answer

00:27:43.790 --> 00:27:43.800 align:start position:0%
<00:27:43.790>colleagues <00:27:43.791>and <00:27:43.793>this <00:27:43.794>is <00:27:43.796>going <00:27:43.797>to <00:27:43.799>answer

00:27:43.800 --> 00:27:46.270 align:start position:0%
<00:27:43.800>colleagues <00:27:43.916>and <00:27:44.033>this <00:27:44.149>is <00:27:44.266>going <00:27:44.383>to <00:27:44.500>answer <00:27:44.616>the <00:27:44.733>questions <00:27:44.850>who's <00:27:44.966>using <00:27:45.083>AI, <00:27:45.200>what

00:27:46.270 --> 00:27:46.280 align:start position:0%
<00:27:46.270>the <00:27:46.271>questions <00:27:46.273>who's <00:27:46.275>using <00:27:46.277>AI, <00:27:46.279>what

00:27:46.280 --> 00:27:48.150 align:start position:0%
<00:27:46.280>the <00:27:46.396>questions <00:27:46.513>who's <00:27:46.629>using <00:27:46.746>AI, <00:27:46.863>what <00:27:46.980>impact <00:27:47.096>is <00:27:47.213>it <00:27:47.330>having <00:27:47.446>on <00:27:47.563>productivity, <00:27:47.680>and

00:27:48.150 --> 00:27:48.160 align:start position:0%
<00:27:48.150>impact <00:27:48.151>is <00:27:48.153>it <00:27:48.154>having <00:27:48.156>on <00:27:48.157>productivity, <00:27:48.159>and

00:27:48.160 --> 00:27:53.830 align:start position:0%
<00:27:48.160>impact <00:27:48.267>is <00:27:48.375>it <00:27:48.483>having <00:27:48.590>on <00:27:48.698>productivity, <00:27:48.806>and <00:27:48.913>then <00:27:49.021>finally <00:27:49.129>is <00:27:49.236>the <00:27:49.344>ROI <00:27:49.452>worth <00:27:49.560>it.

00:27:53.840 --> 00:27:55.590 align:start position:0%
<00:27:53.840>So <00:27:54.540>very <00:27:55.240>quickly,

00:27:55.590 --> 00:27:55.600 align:start position:0%
<00:27:55.590>So <00:27:55.594>very <00:27:55.599>quickly,

00:27:55.600 --> 00:27:57.230 align:start position:0%
<00:27:55.600>So <00:27:55.879>very <00:27:56.159>quickly, <00:27:56.439>this <00:27:56.719>token <00:27:57.000>leaderboard,

00:27:57.230 --> 00:27:57.240 align:start position:0%
<00:27:57.230>this <00:27:57.234>token <00:27:57.239>leaderboard,

00:27:57.240 --> 00:28:01.150 align:start position:0%
<00:27:57.240>this <00:27:57.380>token <00:27:57.520>leaderboard, <00:27:57.660>is <00:27:57.800>it <00:27:57.940>tied <00:27:58.080>to <00:27:58.220>a <00:27:58.360>strategy <00:27:58.500>or <00:27:58.640>decision?

00:28:01.160 --> 00:28:02.510 align:start position:0%
Maybe.

00:28:02.510 --> 00:28:02.520 align:start position:0%
Maybe.

00:28:02.520 --> 00:28:05.790 align:start position:0%
<00:28:02.520>Maybe. <00:28:02.870>Is <00:28:03.220>it <00:28:03.570>multiple <00:28:03.920>metrics?

00:28:05.800 --> 00:28:07.030 align:start position:0%
No.

00:28:07.030 --> 00:28:07.040 align:start position:0%
No.

00:28:07.040 --> 00:28:09.750 align:start position:0%
<00:28:07.040>No. <00:28:07.740>Creating <00:28:08.440>tension?

00:28:09.750 --> 00:28:09.760 align:start position:0%
<00:28:09.750>Creating <00:28:09.759>tension?

00:28:09.760 --> 00:28:11.270 align:start position:0%
<00:28:09.760>Creating <00:28:09.954>tension? <00:28:10.148>I <00:28:10.342>mean, <00:28:10.536>maybe <00:28:10.730>maybe <00:28:10.924>internally <00:28:11.119>with

00:28:11.270 --> 00:28:11.280 align:start position:0%
<00:28:11.270>I <00:28:11.271>mean, <00:28:11.273>maybe <00:28:11.275>maybe <00:28:11.277>internally <00:28:11.279>with

00:28:11.280 --> 00:28:13.230 align:start position:0%
<00:28:11.280>I <00:28:11.396>mean, <00:28:11.513>maybe <00:28:11.629>maybe <00:28:11.746>internally <00:28:11.863>with <00:28:11.980>yourself, <00:28:12.096>um <00:28:12.213>but <00:28:12.330>certainly <00:28:12.446>not <00:28:12.563>as <00:28:12.680>part

00:28:13.230 --> 00:28:13.240 align:start position:0%
<00:28:13.230>yourself, <00:28:13.231>um <00:28:13.233>but <00:28:13.234>certainly <00:28:13.236>not <00:28:13.237>as <00:28:13.239>part

00:28:13.240 --> 00:28:14.550 align:start position:0%
<00:28:13.240>yourself, <00:28:13.371>um <00:28:13.502>but <00:28:13.633>certainly <00:28:13.764>not <00:28:13.895>as <00:28:14.026>part <00:28:14.157>of <00:28:14.288>a <00:28:14.418>system.

00:28:14.550 --> 00:28:14.560 align:start position:0%
<00:28:14.550>of <00:28:14.554>a <00:28:14.559>system.

00:28:14.560 --> 00:28:15.830 align:start position:0%
<00:28:14.560>of <00:28:14.702>a <00:28:14.845>system. <00:28:14.988>There's <00:28:15.131>no <00:28:15.274>benchmarking <00:28:15.417>or <00:28:15.560>comparing <00:28:15.703>to

00:28:15.830 --> 00:28:15.840 align:start position:0%
<00:28:15.830>There's <00:28:15.831>no <00:28:15.833>benchmarking <00:28:15.835>or <00:28:15.837>comparing <00:28:15.839>to

00:28:15.840 --> 00:28:18.430 align:start position:0%
<00:28:15.840>There's <00:28:15.967>no <00:28:16.094>benchmarking <00:28:16.221>or <00:28:16.349>comparing <00:28:16.476>to <00:28:16.603>past <00:28:16.730>performance <00:28:16.858>either <00:28:16.985>and <00:28:17.112>it <00:28:17.240>is

00:28:18.430 --> 00:28:18.440 align:start position:0%
<00:28:18.430>past <00:28:18.431>performance <00:28:18.433>either <00:28:18.435>and <00:28:18.437>it <00:28:18.439>is

00:28:18.440 --> 00:28:20.430 align:start position:0%
<00:28:18.440>past <00:28:18.556>performance <00:28:18.673>either <00:28:18.790>and <00:28:18.906>it <00:28:19.023>is <00:28:19.140>collected <00:28:19.256>at <00:28:19.373>the <00:28:19.490>team <00:28:19.606>uh <00:28:19.723>at <00:28:19.840>the

00:28:20.430 --> 00:28:20.440 align:start position:0%
<00:28:20.430>collected <00:28:20.431>at <00:28:20.433>the <00:28:20.434>team <00:28:20.436>uh <00:28:20.437>at <00:28:20.439>the

00:28:20.440 --> 00:28:24.150 align:start position:0%
<00:28:20.440>collected <00:28:20.556>at <00:28:20.673>the <00:28:20.790>team <00:28:20.906>uh <00:28:21.023>at <00:28:21.140>the <00:28:21.256>individual <00:28:21.373>level, <00:28:21.490>not <00:28:21.606>the <00:28:21.723>team <00:28:21.840>level.

00:28:24.160 --> 00:28:25.350 align:start position:0%
<00:28:24.160>There's <00:28:24.313>a <00:28:24.466>great <00:28:24.619>quote <00:28:24.772>by <00:28:24.925>the <00:28:25.078>CEO <00:28:25.231>of

00:28:25.350 --> 00:28:25.360 align:start position:0%
<00:28:25.350>There's <00:28:25.351>a <00:28:25.352>great <00:28:25.353>quote <00:28:25.355>by <00:28:25.356>the <00:28:25.357>CEO <00:28:25.359>of

00:28:25.360 --> 00:28:26.910 align:start position:0%
<00:28:25.360>There's <00:28:25.467>a <00:28:25.574>great <00:28:25.681>quote <00:28:25.789>by <00:28:25.896>the <00:28:26.003>CEO <00:28:26.111>of <00:28:26.218>DoorDash. <00:28:26.325>He <00:28:26.433>said, <00:28:26.540>"We're <00:28:26.647>shipping <00:28:26.755>more

00:28:26.910 --> 00:28:26.920 align:start position:0%
<00:28:26.910>DoorDash. <00:28:26.911>He <00:28:26.913>said, <00:28:26.915>"We're <00:28:26.917>shipping <00:28:26.919>more

00:28:26.920 --> 00:28:28.710 align:start position:0%
<00:28:26.920>DoorDash. <00:28:27.020>He <00:28:27.120>said, <00:28:27.220>"We're <00:28:27.320>shipping <00:28:27.420>more <00:28:27.520>code, <00:28:27.620>but <00:28:27.720>the <00:28:27.820>question <00:28:27.920>I <00:28:28.020>have <00:28:28.120>is <00:28:28.220>are <00:28:28.320>we

00:28:28.710 --> 00:28:28.720 align:start position:0%
<00:28:28.710>code, <00:28:28.711>but <00:28:28.712>the <00:28:28.713>question <00:28:28.714>I <00:28:28.715>have <00:28:28.716>is <00:28:28.717>are <00:28:28.719>we

00:28:28.720 --> 00:28:30.350 align:start position:0%
<00:28:28.720>code, <00:28:28.827>but <00:28:28.935>the <00:28:29.043>question <00:28:29.150>I <00:28:29.258>have <00:28:29.366>is <00:28:29.473>are <00:28:29.581>we <00:28:29.689>delivering <00:28:29.796>better <00:28:29.904>outcomes?" <00:28:30.012>Cuz <00:28:30.120>that's

00:28:30.350 --> 00:28:30.360 align:start position:0%
<00:28:30.350>delivering <00:28:30.352>better <00:28:30.354>outcomes?" <00:28:30.356>Cuz <00:28:30.359>that's

00:28:30.360 --> 00:28:33.110 align:start position:0%
<00:28:30.360>delivering <00:28:30.500>better <00:28:30.639>outcomes?" <00:28:30.780>Cuz <00:28:30.919>that's <00:28:31.060>really <00:28:31.199>the <00:28:31.340>only <00:28:31.479>thing <00:28:31.620>that <00:28:31.760>matters.

00:28:33.110 --> 00:28:33.120 align:start position:0%
<00:28:33.110>really <00:28:33.111>the <00:28:33.113>only <00:28:33.115>thing <00:28:33.117>that <00:28:33.119>matters.

00:28:33.120 --> 00:28:34.990 align:start position:0%
<00:28:33.120>really <00:28:33.227>the <00:28:33.335>only <00:28:33.443>thing <00:28:33.550>that <00:28:33.658>matters. <00:28:33.766>And <00:28:33.873>so <00:28:33.981>instead <00:28:34.089>of <00:28:34.196>token <00:28:34.304>maxing, <00:28:34.412>what <00:28:34.520>I

00:28:34.990 --> 00:28:35.000 align:start position:0%
<00:28:34.990>And <00:28:34.991>so <00:28:34.992>instead <00:28:34.993>of <00:28:34.995>token <00:28:34.996>maxing, <00:28:34.997>what <00:28:34.999>I

00:28:35.000 --> 00:28:36.830 align:start position:0%
<00:28:35.000>And <00:28:35.107>so <00:28:35.215>instead <00:28:35.323>of <00:28:35.430>token <00:28:35.538>maxing, <00:28:35.646>what <00:28:35.753>I <00:28:35.861>would <00:28:35.969>encourage <00:28:36.076>you <00:28:36.184>to <00:28:36.292>go <00:28:36.400>back

00:28:36.830 --> 00:28:36.840 align:start position:0%
<00:28:36.830>would <00:28:36.831>encourage <00:28:36.833>you <00:28:36.835>to <00:28:36.837>go <00:28:36.839>back

00:28:36.840 --> 00:28:39.950 align:start position:0%
<00:28:36.840>would <00:28:36.980>encourage <00:28:37.120>you <00:28:37.260>to <00:28:37.399>go <00:28:37.540>back <00:28:37.679>to <00:28:37.820>is <00:28:37.959>uh <00:28:38.100>outcome <00:28:38.240>maxing.

00:28:39.950 --> 00:28:39.960 align:start position:0%
<00:28:39.950>to <00:28:39.952>is <00:28:39.954>uh <00:28:39.956>outcome <00:28:39.959>maxing.

00:28:39.960 --> 00:28:43.230 align:start position:0%
<00:28:39.960>to <00:28:40.076>is <00:28:40.193>uh <00:28:40.310>outcome <00:28:40.426>maxing. <00:28:40.543>Let's <00:28:40.660>focus <00:28:40.776>on <00:28:40.893>the <00:28:41.010>outcome <00:28:41.126>that <00:28:41.243>we <00:28:41.360>want.

00:28:43.230 --> 00:28:43.240 align:start position:0%
<00:28:43.230>Let's <00:28:43.231>focus <00:28:43.232>on <00:28:43.233>the <00:28:43.235>outcome <00:28:43.236>that <00:28:43.237>we <00:28:43.239>want.

00:28:43.240 --> 00:28:44.830 align:start position:0%
<00:28:43.240>Let's <00:28:43.340>focus <00:28:43.440>on <00:28:43.540>the <00:28:43.640>outcome <00:28:43.740>that <00:28:43.840>we <00:28:43.940>want. <00:28:44.040>Finally, <00:28:44.140>to <00:28:44.240>wrap <00:28:44.340>up <00:28:44.440>another <00:28:44.540>story <00:28:44.640>about

00:28:44.830 --> 00:28:44.840 align:start position:0%
<00:28:44.830>Finally, <00:28:44.831>to <00:28:44.832>wrap <00:28:44.834>up <00:28:44.836>another <00:28:44.837>story <00:28:44.839>about

00:28:44.840 --> 00:28:46.470 align:start position:0%
<00:28:44.840>Finally, <00:28:45.040>to <00:28:45.240>wrap <00:28:45.439>up <00:28:45.639>another <00:28:45.840>story <00:28:46.040>about <00:28:46.240>football.

00:28:46.470 --> 00:28:46.480 align:start position:0%
football.

00:28:46.480 --> 00:28:47.990 align:start position:0%
<00:28:46.480>football. <00:28:46.706>Who <00:28:46.933>knows <00:28:47.159>about <00:28:47.386>this <00:28:47.612>country? <00:28:47.839>What

00:28:47.990 --> 00:28:48.000 align:start position:0%
<00:28:47.990>Who <00:28:47.991>knows <00:28:47.993>about <00:28:47.995>this <00:28:47.997>country? <00:28:47.999>What

00:28:48.000 --> 00:28:50.670 align:start position:0%
<00:28:48.000>Who <00:28:48.175>knows <00:28:48.350>about <00:28:48.525>this <00:28:48.700>country? <00:28:48.875>What <00:28:49.050>country <00:28:49.225>is <00:28:49.400>this?

00:28:50.670 --> 00:28:50.680 align:start position:0%
<00:28:50.670>country <00:28:50.674>is <00:28:50.679>this?

00:28:50.680 --> 00:28:52.750 align:start position:0%
<00:28:50.680>country <00:28:50.960>is <00:28:51.240>this? <00:28:51.520>Yeah, <00:28:51.800>Cape <00:28:52.080>Verde.

00:28:52.750 --> 00:28:52.760 align:start position:0%
<00:28:52.750>Yeah, <00:28:52.754>Cape <00:28:52.759>Verde.

00:28:52.760 --> 00:28:54.350 align:start position:0%
<00:28:52.760>Yeah, <00:28:52.993>Cape <00:28:53.226>Verde. <00:28:53.460>So, <00:28:53.693>this <00:28:53.926>country <00:28:54.160>like

00:28:54.350 --> 00:28:54.360 align:start position:0%
<00:28:54.350>So, <00:28:54.352>this <00:28:54.356>country <00:28:54.359>like

00:28:54.360 --> 00:28:56.710 align:start position:0%
<00:28:54.360>So, <00:28:54.515>this <00:28:54.671>country <00:28:54.826>like <00:28:54.982>very <00:28:55.137>small <00:28:55.293>nation, <00:28:55.448>600,000 <00:28:55.604>people, <00:28:55.760>had

00:28:56.710 --> 00:28:56.720 align:start position:0%
<00:28:56.710>very <00:28:56.711>small <00:28:56.713>nation, <00:28:56.715>600,000 <00:28:56.717>people, <00:28:56.719>had

00:28:56.720 --> 00:28:59.030 align:start position:0%
<00:28:56.720>very <00:28:56.836>small <00:28:56.953>nation, <00:28:57.070>600,000 <00:28:57.186>people, <00:28:57.303>had <00:28:57.420>never <00:28:57.536>been <00:28:57.653>to <00:28:57.770>a <00:28:57.886>World <00:28:58.003>Cup <00:28:58.120>before.

00:28:59.030 --> 00:28:59.040 align:start position:0%
<00:28:59.030>never <00:28:59.031>been <00:28:59.033>to <00:28:59.034>a <00:28:59.036>World <00:28:59.037>Cup <00:28:59.039>before.

00:28:59.040 --> 00:29:01.630 align:start position:0%
<00:28:59.040>never <00:28:59.167>been <00:28:59.294>to <00:28:59.421>a <00:28:59.549>World <00:28:59.676>Cup <00:28:59.803>before. <00:28:59.930>They <00:29:00.058>drew <00:29:00.185>against <00:29:00.312>Spain, <00:29:00.440>against

00:29:01.630 --> 00:29:01.640 align:start position:0%
<00:29:01.630>They <00:29:01.632>drew <00:29:01.634>against <00:29:01.636>Spain, <00:29:01.639>against

00:29:01.640 --> 00:29:03.310 align:start position:0%
<00:29:01.640>They <00:29:01.767>drew <00:29:01.894>against <00:29:02.021>Spain, <00:29:02.149>against <00:29:02.276>Uruguay, <00:29:02.403>and <00:29:02.530>Saudi <00:29:02.658>Arabia, <00:29:02.785>and <00:29:02.912>then <00:29:03.040>they

00:29:03.310 --> 00:29:03.320 align:start position:0%
<00:29:03.310>Uruguay, <00:29:03.311>and <00:29:03.312>Saudi <00:29:03.314>Arabia, <00:29:03.316>and <00:29:03.317>then <00:29:03.319>they

00:29:03.320 --> 00:29:05.470 align:start position:0%
<00:29:03.320>Uruguay, <00:29:03.460>and <00:29:03.600>Saudi <00:29:03.740>Arabia, <00:29:03.879>and <00:29:04.020>then <00:29:04.159>they <00:29:04.300>went <00:29:04.439>up <00:29:04.580>against <00:29:04.720>Argentina.

00:29:05.470 --> 00:29:05.480 align:start position:0%
<00:29:05.470>went <00:29:05.473>up <00:29:05.476>against <00:29:05.479>Argentina.

00:29:05.480 --> 00:29:06.510 align:start position:0%
<00:29:05.480>went <00:29:05.665>up <00:29:05.850>against <00:29:06.036>Argentina. <00:29:06.221>And <00:29:06.407>they

00:29:06.510 --> 00:29:06.520 align:start position:0%
<00:29:06.510>And <00:29:06.519>they

00:29:06.520 --> 00:29:09.310 align:start position:0%
<00:29:06.520>And <00:29:06.753>they <00:29:06.986>pushed <00:29:07.220>Argentina <00:29:07.453>into <00:29:07.686>extra <00:29:07.920>time

00:29:09.310 --> 00:29:09.320 align:start position:0%
<00:29:09.310>pushed <00:29:09.312>Argentina <00:29:09.314>into <00:29:09.316>extra <00:29:09.319>time

00:29:09.320 --> 00:29:11.230 align:start position:0%
<00:29:09.320>pushed <00:29:09.427>Argentina <00:29:09.535>into <00:29:09.643>extra <00:29:09.750>time <00:29:09.858>and <00:29:09.966>only <00:29:10.073>lost <00:29:10.181>because <00:29:10.289>of <00:29:10.396>an <00:29:10.504>own <00:29:10.612>goal <00:29:10.720>in

00:29:11.230 --> 00:29:11.240 align:start position:0%
<00:29:11.230>and <00:29:11.231>only <00:29:11.232>lost <00:29:11.233>because <00:29:11.234>of <00:29:11.235>an <00:29:11.236>own <00:29:11.237>goal <00:29:11.239>in

00:29:11.240 --> 00:29:13.830 align:start position:0%
<00:29:11.240>and <00:29:11.333>only <00:29:11.426>lost <00:29:11.520>because <00:29:11.613>of <00:29:11.706>an <00:29:11.800>own <00:29:11.893>goal <00:29:11.986>in <00:29:12.080>the <00:29:12.173>111th <00:29:12.266>minute. <00:29:12.360>Okay? <00:29:12.453>This <00:29:12.546>team <00:29:12.640>had

00:29:13.830 --> 00:29:13.840 align:start position:0%
<00:29:13.830>the <00:29:13.831>111th <00:29:13.832>minute. <00:29:13.834>Okay? <00:29:13.836>This <00:29:13.837>team <00:29:13.839>had

00:29:13.840 --> 00:29:15.910 align:start position:0%
<00:29:13.840>the <00:29:13.939>111th <00:29:14.040>minute. <00:29:14.139>Okay? <00:29:14.240>This <00:29:14.340>team <00:29:14.439>had <00:29:14.540>never <00:29:14.639>been <00:29:14.740>to <00:29:14.840>the <00:29:14.939>World <00:29:15.040>Cup <00:29:15.139>before. <00:29:15.240>If

00:29:15.910 --> 00:29:15.920 align:start position:0%
<00:29:15.910>never <00:29:15.911>been <00:29:15.912>to <00:29:15.913>the <00:29:15.915>World <00:29:15.916>Cup <00:29:15.917>before. <00:29:15.919>If

00:29:15.920 --> 00:29:18.190 align:start position:0%
<00:29:15.920>never <00:29:16.020>been <00:29:16.120>to <00:29:16.220>the <00:29:16.320>World <00:29:16.420>Cup <00:29:16.520>before. <00:29:16.620>If <00:29:16.720>you <00:29:16.820>look <00:29:16.920>at <00:29:17.020>all <00:29:17.120>of <00:29:17.220>their <00:29:17.320>stats,

00:29:18.190 --> 00:29:18.200 align:start position:0%
<00:29:18.190>you <00:29:18.191>look <00:29:18.193>at <00:29:18.194>all <00:29:18.196>of <00:29:18.197>their <00:29:18.199>stats,

00:29:18.200 --> 00:29:20.390 align:start position:0%
<00:29:18.200>you <00:29:18.307>look <00:29:18.415>at <00:29:18.523>all <00:29:18.630>of <00:29:18.738>their <00:29:18.846>stats, <00:29:18.953>they <00:29:19.061>should <00:29:19.169>not <00:29:19.276>have <00:29:19.384>gotten <00:29:19.492>that <00:29:19.600>far.

00:29:20.390 --> 00:29:20.400 align:start position:0%
<00:29:20.390>they <00:29:20.391>should <00:29:20.393>not <00:29:20.394>have <00:29:20.396>gotten <00:29:20.397>that <00:29:20.399>far.

00:29:20.400 --> 00:29:23.790 align:start position:0%
<00:29:20.400>they <00:29:20.527>should <00:29:20.654>not <00:29:20.781>have <00:29:20.909>gotten <00:29:21.036>that <00:29:21.163>far. <00:29:21.290>But, <00:29:21.418>they <00:29:21.545>were <00:29:21.672>outcome <00:29:21.800>maxing.

00:29:23.790 --> 00:29:23.800 align:start position:0%
<00:29:23.790>But, <00:29:23.792>they <00:29:23.794>were <00:29:23.796>outcome <00:29:23.799>maxing.

00:29:23.800 --> 00:29:25.750 align:start position:0%
<00:29:23.800>But, <00:29:23.916>they <00:29:24.033>were <00:29:24.149>outcome <00:29:24.266>maxing. <00:29:24.383>They <00:29:24.500>did <00:29:24.616>exactly <00:29:24.733>what <00:29:24.850>they <00:29:24.966>needed <00:29:25.083>to <00:29:25.200>do

00:29:25.750 --> 00:29:25.760 align:start position:0%
<00:29:25.750>They <00:29:25.751>did <00:29:25.752>exactly <00:29:25.753>what <00:29:25.755>they <00:29:25.756>needed <00:29:25.757>to <00:29:25.759>do

00:29:25.760 --> 00:29:27.150 align:start position:0%
<00:29:25.760>They <00:29:25.843>did <00:29:25.926>exactly <00:29:26.010>what <00:29:26.093>they <00:29:26.177>needed <00:29:26.260>to <00:29:26.343>do <00:29:26.427>to <00:29:26.510>advance. <00:29:26.594>They <00:29:26.677>made <00:29:26.760>it <00:29:26.844>to <00:29:26.927>the <00:29:27.011>knockout

00:29:27.150 --> 00:29:27.160 align:start position:0%
<00:29:27.150>to <00:29:27.151>advance. <00:29:27.152>They <00:29:27.153>made <00:29:27.155>it <00:29:27.156>to <00:29:27.157>the <00:29:27.159>knockout

00:29:27.160 --> 00:29:28.470 align:start position:0%
<00:29:27.160>to <00:29:27.307>advance. <00:29:27.454>They <00:29:27.602>made <00:29:27.749>it <00:29:27.896>to <00:29:28.044>the <00:29:28.191>knockout <00:29:28.339>stage.

00:29:28.470 --> 00:29:28.480 align:start position:0%
stage.

00:29:28.480 --> 00:29:30.030 align:start position:0%
<00:29:28.480>stage. <00:29:29.875>And

00:29:30.030 --> 00:29:30.040 align:start position:0%
And

00:29:30.040 --> 00:29:31.710 align:start position:0%
<00:29:30.040>And <00:29:30.240>I <00:29:30.440>think <00:29:30.639>there's <00:29:30.840>a <00:29:31.040>lot <00:29:31.240>of <00:29:31.440>um

00:29:31.710 --> 00:29:31.720 align:start position:0%
<00:29:31.710>I <00:29:31.711>think <00:29:31.713>there's <00:29:31.714>a <00:29:31.716>lot <00:29:31.717>of <00:29:31.719>um

00:29:31.720 --> 00:29:33.870 align:start position:0%
<00:29:31.720>I <00:29:31.836>think <00:29:31.953>there's <00:29:32.070>a <00:29:32.186>lot <00:29:32.303>of <00:29:32.420>um <00:29:32.536>everyone <00:29:32.653>loves <00:29:32.770>a <00:29:32.886>good <00:29:33.003>underdog <00:29:33.120>story.

00:29:33.870 --> 00:29:33.880 align:start position:0%
<00:29:33.870>everyone <00:29:33.871>loves <00:29:33.873>a <00:29:33.875>good <00:29:33.877>underdog <00:29:33.879>story.

00:29:33.880 --> 00:29:37.230 align:start position:0%
<00:29:33.880>everyone <00:29:33.996>loves <00:29:34.113>a <00:29:34.230>good <00:29:34.346>underdog <00:29:34.463>story. <00:29:34.580>But, <00:29:34.696>Cape <00:29:34.813>Verde, <00:29:34.930>they <00:29:35.046>came <00:29:35.163>to <00:29:35.280>win.

00:29:37.230 --> 00:29:37.240 align:start position:0%
<00:29:37.230>But, <00:29:37.231>Cape <00:29:37.233>Verde, <00:29:37.234>they <00:29:37.236>came <00:29:37.237>to <00:29:37.239>win.

00:29:37.240 --> 00:29:38.750 align:start position:0%
<00:29:37.240>But, <00:29:37.344>Cape <00:29:37.449>Verde, <00:29:37.553>they <00:29:37.658>came <00:29:37.762>to <00:29:37.867>win. <00:29:37.971>More <00:29:38.076>importantly, <00:29:38.180>they <00:29:38.285>came <00:29:38.389>not <00:29:38.494>to <00:29:38.599>lose,

00:29:38.750 --> 00:29:38.760 align:start position:0%
<00:29:38.750>More <00:29:38.751>importantly, <00:29:38.753>they <00:29:38.754>came <00:29:38.756>not <00:29:38.757>to <00:29:38.759>lose,

00:29:38.760 --> 00:29:41.150 align:start position:0%
<00:29:38.760>More <00:29:38.860>importantly, <00:29:38.960>they <00:29:39.060>came <00:29:39.160>not <00:29:39.260>to <00:29:39.360>lose, <00:29:39.460>and <00:29:39.560>they <00:29:39.660>did <00:29:39.760>just <00:29:39.860>that. <00:29:39.960>Um <00:29:40.060>they <00:29:40.160>were

00:29:41.150 --> 00:29:41.160 align:start position:0%
<00:29:41.150>and <00:29:41.151>they <00:29:41.152>did <00:29:41.153>just <00:29:41.155>that. <00:29:41.156>Um <00:29:41.157>they <00:29:41.159>were

00:29:41.160 --> 00:29:43.510 align:start position:0%
<00:29:41.160>and <00:29:41.267>they <00:29:41.375>did <00:29:41.483>just <00:29:41.590>that. <00:29:41.698>Um <00:29:41.806>they <00:29:41.913>were <00:29:42.021>played <00:29:42.129>very <00:29:42.236>strategically. <00:29:42.344>All <00:29:42.452>of <00:29:42.560>our

00:29:43.510 --> 00:29:43.520 align:start position:0%
<00:29:43.510>played <00:29:43.511>very <00:29:43.513>strategically. <00:29:43.515>All <00:29:43.517>of <00:29:43.519>our

00:29:43.520 --> 00:29:45.110 align:start position:0%
<00:29:43.520>played <00:29:43.636>very <00:29:43.753>strategically. <00:29:43.870>All <00:29:43.986>of <00:29:44.103>our <00:29:44.220>previous <00:29:44.336>ideas <00:29:44.453>of <00:29:44.570>what <00:29:44.686>makes <00:29:44.803>a <00:29:44.920>team

00:29:45.110 --> 00:29:45.120 align:start position:0%
<00:29:45.110>previous <00:29:45.111>ideas <00:29:45.112>of <00:29:45.114>what <00:29:45.116>makes <00:29:45.117>a <00:29:45.119>team

00:29:45.120 --> 00:29:46.470 align:start position:0%
<00:29:45.120>previous <00:29:45.213>ideas <00:29:45.306>of <00:29:45.400>what <00:29:45.493>makes <00:29:45.587>a <00:29:45.680>team <00:29:45.774>successful <00:29:45.867>were <00:29:45.961>kind <00:29:46.054>of <00:29:46.148>thrown <00:29:46.241>out <00:29:46.335>the

00:29:46.470 --> 00:29:46.480 align:start position:0%
<00:29:46.470>successful <00:29:46.471>were <00:29:46.473>kind <00:29:46.474>of <00:29:46.476>thrown <00:29:46.477>out <00:29:46.479>the

00:29:46.480 --> 00:29:48.310 align:start position:0%
<00:29:46.480>successful <00:29:46.587>were <00:29:46.695>kind <00:29:46.803>of <00:29:46.910>thrown <00:29:47.018>out <00:29:47.126>the <00:29:47.233>window, <00:29:47.341>and <00:29:47.449>we <00:29:47.556>have <00:29:47.664>this <00:29:47.772>uh <00:29:47.880>great

00:29:48.310 --> 00:29:48.320 align:start position:0%
<00:29:48.310>window, <00:29:48.311>and <00:29:48.312>we <00:29:48.314>have <00:29:48.316>this <00:29:48.317>uh <00:29:48.319>great

00:29:48.320 --> 00:29:51.230 align:start position:0%
<00:29:48.320>window, <00:29:48.447>and <00:29:48.574>we <00:29:48.701>have <00:29:48.829>this <00:29:48.956>uh <00:29:49.083>great <00:29:49.210>example <00:29:49.338>of <00:29:49.465>misleading <00:29:49.592>metrics <00:29:49.720>and

00:29:51.230 --> 00:29:51.240 align:start position:0%
<00:29:51.230>example <00:29:51.232>of <00:29:51.234>misleading <00:29:51.236>metrics <00:29:51.239>and

00:29:51.240 --> 00:29:54.630 align:start position:0%
<00:29:51.240>example <00:29:51.395>of <00:29:51.551>misleading <00:29:51.706>metrics <00:29:51.862>and <00:29:52.017>outcomes <00:29:52.173>that <00:29:52.328>are <00:29:52.484>very <00:29:52.640>unexpected.

00:29:54.630 --> 00:29:54.640 align:start position:0%
<00:29:54.630>outcomes <00:29:54.632>that <00:29:54.634>are <00:29:54.636>very <00:29:54.639>unexpected.

00:29:54.640 --> 00:29:55.910 align:start position:0%
<00:29:54.640>outcomes <00:29:54.754>that <00:29:54.868>are <00:29:54.982>very <00:29:55.097>unexpected. <00:29:55.211>So, <00:29:55.325>finally, <00:29:55.440>the <00:29:55.554>last <00:29:55.668>thing, <00:29:55.783>four

00:29:55.910 --> 00:29:55.920 align:start position:0%
<00:29:55.910>So, <00:29:55.911>finally, <00:29:55.913>the <00:29:55.915>last <00:29:55.917>thing, <00:29:55.919>four

00:29:55.920 --> 00:29:58.510 align:start position:0%
<00:29:55.920>So, <00:29:56.036>finally, <00:29:56.153>the <00:29:56.270>last <00:29:56.386>thing, <00:29:56.503>four <00:29:56.620>questions <00:29:56.736>for <00:29:56.853>Monday <00:29:56.970>to <00:29:57.086>ask <00:29:57.203>yourself. <00:29:57.320>Do

00:29:58.510 --> 00:29:58.520 align:start position:0%
<00:29:58.510>questions <00:29:58.511>for <00:29:58.513>Monday <00:29:58.514>to <00:29:58.516>ask <00:29:58.517>yourself. <00:29:58.519>Do

00:29:58.520 --> 00:29:59.710 align:start position:0%
<00:29:58.520>questions <00:29:58.602>for <00:29:58.684>Monday <00:29:58.767>to <00:29:58.849>ask <00:29:58.931>yourself. <00:29:59.014>Do <00:29:59.096>you <00:29:59.179>know <00:29:59.261>what <00:29:59.343>success <00:29:59.426>with <00:29:59.508>AI <00:29:59.591>looks

00:29:59.710 --> 00:29:59.720 align:start position:0%
<00:29:59.710>you <00:29:59.711>know <00:29:59.713>what <00:29:59.714>success <00:29:59.716>with <00:29:59.717>AI <00:29:59.719>looks

00:29:59.720 --> 00:30:01.230 align:start position:0%
<00:29:59.720>you <00:29:59.914>know <00:30:00.108>what <00:30:00.302>success <00:30:00.496>with <00:30:00.690>AI <00:30:00.884>looks <00:30:01.079>like?

00:30:01.230 --> 00:30:01.240 align:start position:0%
like?

00:30:01.240 --> 00:30:03.950 align:start position:0%
<00:30:01.240>like? <00:30:01.473>Do <00:30:01.706>you <00:30:01.940>know <00:30:02.173>what <00:30:02.406>it <00:30:02.640>means

00:30:03.950 --> 00:30:03.960 align:start position:0%
<00:30:03.950>Do <00:30:03.951>you <00:30:03.953>know <00:30:03.955>what <00:30:03.957>it <00:30:03.959>means

00:30:03.960 --> 00:30:05.390 align:start position:0%
<00:30:03.960>Do <00:30:04.103>you <00:30:04.246>know <00:30:04.389>what <00:30:04.532>it <00:30:04.675>means <00:30:04.818>to <00:30:04.961>score <00:30:05.104>a <00:30:05.247>goal,

00:30:05.390 --> 00:30:05.400 align:start position:0%
<00:30:05.390>to <00:30:05.393>score <00:30:05.396>a <00:30:05.399>goal,

00:30:05.400 --> 00:30:06.830 align:start position:0%
<00:30:05.400>to <00:30:05.517>score <00:30:05.634>a <00:30:05.751>goal, <00:30:05.868>or <00:30:05.985>are <00:30:06.102>you <00:30:06.219>chasing <00:30:06.336>the <00:30:06.453>ball <00:30:06.570>around <00:30:06.687>the

00:30:06.830 --> 00:30:06.840 align:start position:0%
<00:30:06.830>or <00:30:06.831>are <00:30:06.832>you <00:30:06.833>chasing <00:30:06.835>the <00:30:06.836>ball <00:30:06.837>around <00:30:06.839>the

00:30:06.840 --> 00:30:08.710 align:start position:0%
<00:30:06.840>or <00:30:07.014>are <00:30:07.189>you <00:30:07.365>chasing <00:30:07.540>the <00:30:07.715>ball <00:30:07.889>around <00:30:08.064>the <00:30:08.240>field?

00:30:08.710 --> 00:30:08.720 align:start position:0%
field?

00:30:08.720 --> 00:30:10.150 align:start position:0%
<00:30:08.720>field? <00:30:08.977>Are <00:30:09.234>you <00:30:09.492>using <00:30:09.749>one-dimensional <00:30:10.007>incomplete

00:30:10.150 --> 00:30:10.160 align:start position:0%
<00:30:10.150>Are <00:30:10.152>you <00:30:10.154>using <00:30:10.156>one-dimensional <00:30:10.159>incomplete

00:30:10.160 --> 00:30:12.350 align:start position:0%
<00:30:10.160>Are <00:30:10.440>you <00:30:10.720>using <00:30:11.000>one-dimensional <00:30:11.280>incomplete <00:30:11.560>metrics?

00:30:12.350 --> 00:30:12.360 align:start position:0%
metrics?

00:30:12.360 --> 00:30:13.630 align:start position:0%
<00:30:12.360>metrics? <00:30:12.502>Do <00:30:12.645>you <00:30:12.788>know <00:30:12.931>which <00:30:13.074>parts <00:30:13.217>of <00:30:13.360>your <00:30:13.503>delivery

00:30:13.630 --> 00:30:13.640 align:start position:0%
<00:30:13.630>Do <00:30:13.631>you <00:30:13.632>know <00:30:13.633>which <00:30:13.635>parts <00:30:13.636>of <00:30:13.637>your <00:30:13.639>delivery

00:30:13.640 --> 00:30:15.550 align:start position:0%
<00:30:13.640>Do <00:30:13.740>you <00:30:13.840>know <00:30:13.940>which <00:30:14.040>parts <00:30:14.140>of <00:30:14.240>your <00:30:14.340>delivery <00:30:14.440>process <00:30:14.540>have <00:30:14.640>the <00:30:14.740>most <00:30:14.840>friction? <00:30:14.940>And <00:30:15.040>if

00:30:15.550 --> 00:30:15.560 align:start position:0%
<00:30:15.550>process <00:30:15.551>have <00:30:15.553>the <00:30:15.554>most <00:30:15.556>friction? <00:30:15.557>And <00:30:15.559>if

00:30:15.560 --> 00:30:18.870 align:start position:0%
<00:30:15.560>process <00:30:15.676>have <00:30:15.793>the <00:30:15.909>most <00:30:16.026>friction? <00:30:16.143>And <00:30:16.260>if <00:30:16.376>so, <00:30:16.493>is <00:30:16.610>AI <00:30:16.726>helping <00:30:16.843>or <00:30:16.960>hurting?

00:30:18.870 --> 00:30:18.880 align:start position:0%
<00:30:18.870>so, <00:30:18.871>is <00:30:18.873>AI <00:30:18.875>helping <00:30:18.877>or <00:30:18.879>hurting?

00:30:18.880 --> 00:30:20.150 align:start position:0%
<00:30:18.880>so, <00:30:18.967>is <00:30:19.055>AI <00:30:19.143>helping <00:30:19.231>or <00:30:19.319>hurting? <00:30:19.407>And <00:30:19.495>then <00:30:19.583>finally, <00:30:19.671>do <00:30:19.759>you <00:30:19.847>know <00:30:19.935>if <00:30:20.023>your

00:30:20.150 --> 00:30:20.160 align:start position:0%
<00:30:20.150>And <00:30:20.151>then <00:30:20.152>finally, <00:30:20.153>do <00:30:20.155>you <00:30:20.156>know <00:30:20.157>if <00:30:20.159>your

00:30:20.160 --> 00:30:24.430 align:start position:0%
<00:30:20.160>And <00:30:20.267>then <00:30:20.375>finally, <00:30:20.483>do <00:30:20.590>you <00:30:20.698>know <00:30:20.806>if <00:30:20.913>your <00:30:21.021>team <00:30:21.129>is <00:30:21.236>getting <00:30:21.344>better <00:30:21.452>over <00:30:21.560>time?

00:30:24.440 --> 00:30:26.430 align:start position:0%
<00:30:24.440>Because <00:30:24.673>I <00:30:24.906>do <00:30:25.140>want <00:30:25.373>you <00:30:25.606>to <00:30:25.840>win.

00:30:26.430 --> 00:30:26.440 align:start position:0%
<00:30:26.430>Because <00:30:26.431>I <00:30:26.433>do <00:30:26.434>want <00:30:26.436>you <00:30:26.437>to <00:30:26.439>win.

00:30:26.440 --> 00:30:27.670 align:start position:0%
<00:30:26.440>Because <00:30:26.525>I <00:30:26.610>do <00:30:26.695>want <00:30:26.780>you <00:30:26.865>to <00:30:26.950>win. <00:30:27.036>I <00:30:27.121>think <00:30:27.206>there's <00:30:27.291>probably <00:30:27.376>a <00:30:27.461>few <00:30:27.547>Cape

00:30:27.670 --> 00:30:27.680 align:start position:0%
<00:30:27.670>I <00:30:27.671>think <00:30:27.673>there's <00:30:27.674>probably <00:30:27.676>a <00:30:27.677>few <00:30:27.679>Cape

00:30:27.680 --> 00:30:30.070 align:start position:0%
<00:30:27.680>I <00:30:27.780>think <00:30:27.880>there's <00:30:27.980>probably <00:30:28.080>a <00:30:28.180>few <00:30:28.280>Cape <00:30:28.380>Verdes <00:30:28.480>here <00:30:28.580>who <00:30:28.680>are <00:30:28.780>going <00:30:28.880>to <00:30:28.980>draw <00:30:29.080>and

00:30:30.070 --> 00:30:30.080 align:start position:0%
<00:30:30.070>Verdes <00:30:30.071>here <00:30:30.072>who <00:30:30.073>are <00:30:30.075>going <00:30:30.076>to <00:30:30.077>draw <00:30:30.079>and

00:30:30.080 --> 00:30:32.350 align:start position:0%
<00:30:30.080>Verdes <00:30:30.179>here <00:30:30.280>who <00:30:30.379>are <00:30:30.480>going <00:30:30.580>to <00:30:30.679>draw <00:30:30.780>and <00:30:30.879>have <00:30:30.980>a <00:30:31.080>really <00:30:31.179>a <00:30:31.280>really <00:30:31.379>compelling <00:30:31.480>story,

00:30:32.350 --> 00:30:32.360 align:start position:0%
<00:30:32.350>have <00:30:32.351>a <00:30:32.352>really <00:30:32.354>a <00:30:32.356>really <00:30:32.357>compelling <00:30:32.359>story,

00:30:32.360 --> 00:30:34.110 align:start position:0%
<00:30:32.360>have <00:30:32.467>a <00:30:32.575>really <00:30:32.683>a <00:30:32.790>really <00:30:32.898>compelling <00:30:33.006>story, <00:30:33.113>but <00:30:33.221>I <00:30:33.329>do <00:30:33.436>want <00:30:33.544>you <00:30:33.652>to <00:30:33.760>win.

00:30:34.110 --> 00:30:34.120 align:start position:0%
<00:30:34.110>but <00:30:34.111>I <00:30:34.112>do <00:30:34.114>want <00:30:34.116>you <00:30:34.117>to <00:30:34.119>win.

00:30:34.120 --> 00:30:36.510 align:start position:0%
<00:30:34.120>but <00:30:34.219>I <00:30:34.320>do <00:30:34.419>want <00:30:34.520>you <00:30:34.620>to <00:30:34.719>win. <00:30:34.820>And <00:30:34.919>I <00:30:35.020>want <00:30:35.120>you <00:30:35.219>to <00:30:35.320>avoid <00:30:35.419>measuring <00:30:35.520>the

00:30:36.510 --> 00:30:36.520 align:start position:0%
<00:30:36.510>And <00:30:36.511>I <00:30:36.512>want <00:30:36.513>you <00:30:36.515>to <00:30:36.516>avoid <00:30:36.517>measuring <00:30:36.519>the

00:30:36.520 --> 00:30:38.310 align:start position:0%
<00:30:36.520>And <00:30:36.627>I <00:30:36.735>want <00:30:36.843>you <00:30:36.950>to <00:30:37.058>avoid <00:30:37.166>measuring <00:30:37.273>the <00:30:37.381>wrong <00:30:37.489>things <00:30:37.596>faster <00:30:37.704>than <00:30:37.812>ever. <00:30:37.920>Thank

00:30:38.310 --> 00:30:38.320 align:start position:0%
<00:30:38.310>wrong <00:30:38.311>things <00:30:38.313>faster <00:30:38.315>than <00:30:38.317>ever. <00:30:38.319>Thank

00:30:38.320 --> 00:30:39.906 align:start position:0%
<00:30:38.320>wrong <00:30:38.553>things <00:30:38.786>faster <00:30:39.020>than <00:30:39.253>ever. <00:30:39.486>Thank <00:30:39.720>you.

00:30:39.906 --> 00:30:39.916 align:start position:0%
you.

00:30:39.916 --> 00:30:47.630 align:start position:0%
<00:30:39.916>you. <00:30:40.616>&gt;&gt; <00:30:41.316>[applause]

00:30:47.640 --> 00:30:49.680 align:start position:0%
<00:30:47.640>&gt;&gt; <00:30:49.040>Woo!