WEBVTT

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<00:00:03.200>Um, <00:00:03.400>so <00:00:03.600>my <00:00:03.800>name <00:00:04.000>is <00:00:04.200>Johans <00:00:04.400>Emanuel. <00:00:04.600>Um,

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<00:00:06.150>Um, <00:00:06.151>so <00:00:06.152>my <00:00:06.153>name <00:00:06.155>is <00:00:06.156>Johans <00:00:06.157>Emanuel. <00:00:06.159>Um,

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<00:00:06.160>Um, <00:00:06.247>so <00:00:06.335>my <00:00:06.422>name <00:00:06.510>is <00:00:06.597>Johans <00:00:06.685>Emanuel. <00:00:06.772>Um, <00:00:06.860>and <00:00:06.947>you're <00:00:07.035>going <00:00:07.122>to <00:00:07.210>be <00:00:07.297>stuck <00:00:07.385>with <00:00:07.472>me <00:00:07.560>for

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<00:00:07.909>and <00:00:07.910>you're <00:00:07.911>going <00:00:07.912>to <00:00:07.913>be <00:00:07.914>stuck <00:00:07.915>with <00:00:07.916>me <00:00:07.917>for

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<00:00:07.919>and <00:00:08.006>you're <00:00:08.093>going <00:00:08.181>to <00:00:08.269>be <00:00:08.356>stuck <00:00:08.443>with <00:00:08.531>me <00:00:08.619>for <00:00:08.706>the <00:00:08.794>next <00:00:08.881>30 <00:00:08.969>minutes <00:00:09.056>or <00:00:09.144>so <00:00:09.231>and <00:00:09.318>we're

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<00:00:11.990>the <00:00:11.991>next <00:00:11.992>30 <00:00:11.993>minutes <00:00:11.995>or <00:00:11.996>so <00:00:11.997>and <00:00:11.999>we're

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<00:00:12.000>the <00:00:12.100>next <00:00:12.200>30 <00:00:12.300>minutes <00:00:12.400>or <00:00:12.500>so <00:00:12.600>and <00:00:12.700>we're <00:00:12.800>going <00:00:12.900>to <00:00:13.000>talk <00:00:13.100>about <00:00:13.200>the <00:00:13.300>AI <00:00:13.400>velocity

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<00:00:13.990>going <00:00:13.991>to <00:00:13.993>talk <00:00:13.994>about <00:00:13.996>the <00:00:13.997>AI <00:00:13.999>velocity

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<00:00:14.000>going <00:00:14.200>to <00:00:14.400>talk <00:00:14.600>about <00:00:14.800>the <00:00:15.000>AI <00:00:15.200>velocity <00:00:15.400>trap.

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trap.

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<00:00:16.000>trap. <00:00:16.175>All <00:00:16.350>right. <00:00:16.525>So <00:00:16.700>before <00:00:16.875>I <00:00:17.050>get <00:00:17.225>started, <00:00:17.400>I

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<00:00:17.990>All <00:00:17.991>right. <00:00:17.992>So <00:00:17.993>before <00:00:17.995>I <00:00:17.996>get <00:00:17.997>started, <00:00:17.999>I

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<00:00:18.000>All <00:00:18.100>right. <00:00:18.200>So <00:00:18.300>before <00:00:18.400>I <00:00:18.500>get <00:00:18.600>started, <00:00:18.700>I <00:00:18.800>just <00:00:18.900>do <00:00:19.000>like <00:00:19.100>a <00:00:19.200>brief <00:00:19.300>background, <00:00:19.400>brief

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<00:00:19.990>just <00:00:19.991>do <00:00:19.993>like <00:00:19.994>a <00:00:19.996>brief <00:00:19.997>background, <00:00:19.999>brief

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<00:00:20.000>just <00:00:20.100>do <00:00:20.200>like <00:00:20.300>a <00:00:20.400>brief <00:00:20.500>background, <00:00:20.600>brief <00:00:20.700>intro <00:00:20.800>of <00:00:20.900>the <00:00:21.000>story <00:00:21.100>line. <00:00:21.200>What <00:00:21.300>we <00:00:21.400>going

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<00:00:22.630>intro <00:00:22.631>of <00:00:22.632>the <00:00:22.633>story <00:00:22.635>line. <00:00:22.636>What <00:00:22.637>we <00:00:22.639>going

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<00:00:22.640>intro <00:00:22.733>of <00:00:22.826>the <00:00:22.920>story <00:00:23.013>line. <00:00:23.106>What <00:00:23.200>we <00:00:23.293>going <00:00:23.386>to <00:00:23.480>talk <00:00:23.573>about? <00:00:23.666>Why <00:00:23.760>am <00:00:23.853>I <00:00:23.946>here? <00:00:24.040>What's

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<00:00:25.189>to <00:00:25.190>talk <00:00:25.191>about? <00:00:25.192>Why <00:00:25.194>am <00:00:25.195>I <00:00:25.196>here? <00:00:25.198>What's

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<00:00:25.199>to <00:00:25.299>talk <00:00:25.399>about? <00:00:25.499>Why <00:00:25.599>am <00:00:25.699>I <00:00:25.799>here? <00:00:25.899>What's <00:00:25.999>brought <00:00:26.099>me <00:00:26.199>here? <00:00:26.299>Right. <00:00:26.399>So <00:00:26.499>let's <00:00:26.599>go

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<00:00:28.230>brought <00:00:28.231>me <00:00:28.233>here? <00:00:28.234>Right. <00:00:28.236>So <00:00:28.237>let's <00:00:28.238>go

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<00:00:28.240>brought <00:00:28.316>me <00:00:28.392>here? <00:00:28.469>Right. <00:00:28.545>So <00:00:28.622>let's <00:00:28.698>go <00:00:28.775>back. <00:00:28.851>I'm <00:00:28.927>going <00:00:29.004>to <00:00:29.080>share <00:00:29.157>a <00:00:29.233>story <00:00:29.310>that

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<00:00:29.429>back. <00:00:29.430>I'm <00:00:29.431>going <00:00:29.432>to <00:00:29.434>share <00:00:29.435>a <00:00:29.436>story <00:00:29.438>that

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<00:00:29.439>back. <00:00:29.532>I'm <00:00:29.625>going <00:00:29.719>to <00:00:29.812>share <00:00:29.905>a <00:00:29.999>story <00:00:30.092>that <00:00:30.185>most <00:00:30.279>of <00:00:30.372>us <00:00:30.465>can <00:00:30.559>probably <00:00:30.652>relate <00:00:30.745>to. <00:00:30.839>So

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<00:00:31.750>most <00:00:31.751>of <00:00:31.752>us <00:00:31.753>can <00:00:31.755>probably <00:00:31.756>relate <00:00:31.757>to. <00:00:31.759>So

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<00:00:31.760>most <00:00:31.847>of <00:00:31.935>us <00:00:32.022>can <00:00:32.110>probably <00:00:32.197>relate <00:00:32.285>to. <00:00:32.372>So <00:00:32.460>it's <00:00:32.547>2020 <00:00:32.635>and <00:00:32.722>at <00:00:32.810>that <00:00:32.897>time <00:00:32.985>I <00:00:33.072>worked <00:00:33.160>at

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<00:00:34.399>it's <00:00:34.492>2020 <00:00:34.585>and <00:00:34.679>at <00:00:34.772>that <00:00:34.865>time <00:00:34.959>I <00:00:35.052>worked <00:00:35.145>at <00:00:35.239>Revolute. <00:00:35.332>Um <00:00:35.425>I <00:00:35.519>helped <00:00:35.612>build <00:00:35.705>the <00:00:35.799>first

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<00:00:36.470>Revolute. <00:00:36.471>Um <00:00:36.473>I <00:00:36.474>helped <00:00:36.476>build <00:00:36.477>the <00:00:36.479>first

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<00:00:36.480>Revolute. <00:00:36.587>Um <00:00:36.695>I <00:00:36.803>helped <00:00:36.910>build <00:00:37.018>the <00:00:37.126>first <00:00:37.233>version <00:00:37.341>of <00:00:37.449>Revolute <00:00:37.556>Pay. <00:00:37.664>At <00:00:37.772>that <00:00:37.879>time

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<00:00:39.190>version <00:00:39.191>of <00:00:39.193>Revolute <00:00:39.194>Pay. <00:00:39.196>At <00:00:39.197>that <00:00:39.199>time

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<00:00:39.200>version <00:00:39.316>of <00:00:39.433>Revolute <00:00:39.550>Pay. <00:00:39.666>At <00:00:39.783>that <00:00:39.900>time <00:00:40.016>there <00:00:40.133>was <00:00:40.250>nothing <00:00:40.366>called <00:00:40.483>coding <00:00:40.600>agents.

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<00:00:42.069>there <00:00:42.070>was <00:00:42.072>nothing <00:00:42.074>called <00:00:42.076>coding <00:00:42.078>agents.

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<00:00:42.079>there <00:00:42.195>was <00:00:42.312>nothing <00:00:42.429>called <00:00:42.545>coding <00:00:42.662>agents. <00:00:42.779>Maybe <00:00:42.895>in <00:00:43.012>research <00:00:43.129>stage <00:00:43.245>right <00:00:43.362>but <00:00:43.479>none

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<00:00:44.310>Maybe <00:00:44.311>in <00:00:44.313>research <00:00:44.314>stage <00:00:44.316>right <00:00:44.317>but <00:00:44.319>none

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<00:00:44.320>Maybe <00:00:44.460>in <00:00:44.600>research <00:00:44.740>stage <00:00:44.880>right <00:00:45.020>but <00:00:45.160>none <00:00:45.300>of <00:00:45.440>us <00:00:45.580>used <00:00:45.720>them.

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<00:00:46.470>of <00:00:46.473>us <00:00:46.476>used <00:00:46.479>them.

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<00:00:46.480>of <00:00:46.620>us <00:00:46.760>used <00:00:46.900>them. <00:00:47.040>Fast <00:00:47.180>forward <00:00:47.319>2023 <00:00:47.459>I <00:00:47.599>moved <00:00:47.739>to <00:00:47.879>HelloFresh.

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<00:00:49.430>Fast <00:00:49.431>forward <00:00:49.433>2023 <00:00:49.434>I <00:00:49.436>moved <00:00:49.437>to <00:00:49.439>HelloFresh.

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<00:00:49.440>Fast <00:00:49.533>forward <00:00:49.626>2023 <00:00:49.720>I <00:00:49.813>moved <00:00:49.906>to <00:00:50.000>HelloFresh. <00:00:50.093>Um <00:00:50.186>when <00:00:50.280>I <00:00:50.373>was <00:00:50.466>there <00:00:50.559>as <00:00:50.653>well <00:00:50.746>I <00:00:50.839>led

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<00:00:53.830>Um <00:00:53.831>when <00:00:53.832>I <00:00:53.833>was <00:00:53.834>there <00:00:53.835>as <00:00:53.836>well <00:00:53.837>I <00:00:53.839>led

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<00:00:53.840>Um <00:00:53.995>when <00:00:54.151>I <00:00:54.306>was <00:00:54.462>there <00:00:54.617>as <00:00:54.773>well <00:00:54.928>I <00:00:55.084>led <00:00:55.240>everything

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everything

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<00:00:55.600>everything <00:00:55.833>shopping <00:00:56.066>architecture <00:00:56.300>for <00:00:56.533>all <00:00:56.766>our <00:00:57.000>five

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<00:00:57.830>shopping <00:00:57.831>architecture <00:00:57.833>for <00:00:57.835>all <00:00:57.837>our <00:00:57.839>five

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<00:00:57.840>shopping <00:00:57.947>architecture <00:00:58.055>for <00:00:58.163>all <00:00:58.270>our <00:00:58.378>five <00:00:58.486>brands <00:00:58.593>right <00:00:58.701>at <00:00:58.809>that <00:00:58.916>time <00:00:59.024>just <00:00:59.132>mid <00:00:59.240>my

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<00:01:01.910>brands <00:01:01.911>right <00:01:01.912>at <00:01:01.913>that <00:01:01.915>time <00:01:01.916>just <00:01:01.917>mid <00:01:01.919>my

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<00:01:01.920>brands <00:01:02.075>right <00:01:02.231>at <00:01:02.386>that <00:01:02.542>time <00:01:02.697>just <00:01:02.853>mid <00:01:03.008>my <00:01:03.164>turn <00:01:03.320>there

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<00:01:03.910>turn <00:01:03.919>there

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<00:01:03.920>turn <00:01:04.060>there <00:01:04.200>all <00:01:04.340>of <00:01:04.480>a <00:01:04.620>sudden <00:01:04.760>we <00:01:04.900>had <00:01:05.040>this <00:01:05.180>thing <00:01:05.320>called

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<00:01:06.950>all <00:01:06.951>of <00:01:06.952>a <00:01:06.953>sudden <00:01:06.954>we <00:01:06.955>had <00:01:06.956>this <00:01:06.957>thing <00:01:06.958>called

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<00:01:06.960>all <00:01:07.053>of <00:01:07.146>a <00:01:07.240>sudden <00:01:07.333>we <00:01:07.426>had <00:01:07.520>this <00:01:07.613>thing <00:01:07.706>called <00:01:07.800>coding <00:01:07.893>agent <00:01:07.986>right <00:01:08.080>and <00:01:08.173>as <00:01:08.266>you <00:01:08.360>can

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<00:01:10.390>coding <00:01:10.391>agent <00:01:10.393>right <00:01:10.394>and <00:01:10.396>as <00:01:10.397>you <00:01:10.399>can

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<00:01:10.400>coding <00:01:10.527>agent <00:01:10.654>right <00:01:10.781>and <00:01:10.909>as <00:01:11.036>you <00:01:11.163>can <00:01:11.290>imagine <00:01:11.418>everything <00:01:11.545>changed <00:01:11.672>from <00:01:11.800>that

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<00:01:12.870>imagine <00:01:12.872>everything <00:01:12.874>changed <00:01:12.876>from <00:01:12.878>that

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<00:01:12.880>imagine <00:01:12.996>everything <00:01:13.113>changed <00:01:13.229>from <00:01:13.346>that <00:01:13.463>point <00:01:13.580>uh <00:01:13.696>I <00:01:13.813>don't <00:01:13.929>remember <00:01:14.046>the <00:01:14.163>last <00:01:14.280>time

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<00:01:16.149>point <00:01:16.150>uh <00:01:16.151>I <00:01:16.152>don't <00:01:16.154>remember <00:01:16.155>the <00:01:16.156>last <00:01:16.157>time

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<00:01:16.158>point <00:01:16.252>uh <00:01:16.345>I <00:01:16.439>don't <00:01:16.532>remember <00:01:16.625>the <00:01:16.719>last <00:01:16.812>time <00:01:16.905>well <00:01:16.999>I <00:01:17.092>remember <00:01:17.185>the <00:01:17.279>last <00:01:17.372>time <00:01:17.465>I <00:01:17.559>wrote

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<00:01:18.950>well <00:01:18.951>I <00:01:18.952>remember <00:01:18.953>the <00:01:18.955>last <00:01:18.956>time <00:01:18.957>I <00:01:18.959>wrote

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<00:01:18.960>well <00:01:19.060>I <00:01:19.160>remember <00:01:19.260>the <00:01:19.360>last <00:01:19.460>time <00:01:19.560>I <00:01:19.660>wrote <00:01:19.760>code <00:01:19.860>manually <00:01:19.960>by <00:01:20.060>hand <00:01:20.160>like <00:01:20.260>all <00:01:20.360>through

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<00:01:22.230>code <00:01:22.231>manually <00:01:22.233>by <00:01:22.234>hand <00:01:22.236>like <00:01:22.237>all <00:01:22.238>through

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<00:01:22.240>code <00:01:22.347>manually <00:01:22.455>by <00:01:22.563>hand <00:01:22.670>like <00:01:22.778>all <00:01:22.886>through <00:01:22.993>right <00:01:23.101>and <00:01:23.209>everything <00:01:23.316>that <00:01:23.424>I'm <00:01:23.532>going <00:01:23.640>to

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<00:01:25.109>right <00:01:25.110>and <00:01:25.112>everything <00:01:25.113>that <00:01:25.115>I'm <00:01:25.116>going <00:01:25.118>to

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<00:01:25.119>right <00:01:25.226>and <00:01:25.334>everything <00:01:25.442>that <00:01:25.549>I'm <00:01:25.657>going <00:01:25.765>to <00:01:25.872>explain <00:01:25.980>today <00:01:26.088>is <00:01:26.195>pretty <00:01:26.303>much <00:01:26.411>my <00:01:26.519>career

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<00:01:29.590>explain <00:01:29.591>today <00:01:29.593>is <00:01:29.594>pretty <00:01:29.596>much <00:01:29.597>my <00:01:29.598>career

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<00:01:29.600>explain <00:01:29.699>today <00:01:29.800>is <00:01:29.899>pretty <00:01:30.000>much <00:01:30.100>my <00:01:30.199>career <00:01:30.300>so <00:01:30.399>between <00:01:30.500>that <00:01:30.600>stage <00:01:30.699>2023 <00:01:30.800>to <00:01:30.899>2026 <00:01:31.000>where

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<00:01:33.910>so <00:01:33.911>between <00:01:33.912>that <00:01:33.913>stage <00:01:33.915>2023 <00:01:33.916>to <00:01:33.917>2026 <00:01:33.919>where

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<00:01:33.920>so <00:01:34.020>between <00:01:34.120>that <00:01:34.220>stage <00:01:34.320>2023 <00:01:34.420>to <00:01:34.520>2026 <00:01:34.620>where <00:01:34.720>right <00:01:34.820>now <00:01:34.920>I <00:01:35.020>work <00:01:35.120>at <00:01:35.220>cold <00:01:35.320>t

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<00:01:36.710>right <00:01:36.711>now <00:01:36.713>I <00:01:36.714>work <00:01:36.716>at <00:01:36.717>cold <00:01:36.719>t

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<00:01:36.720>right <00:01:36.836>now <00:01:36.953>I <00:01:37.070>work <00:01:37.186>at <00:01:37.303>cold <00:01:37.420>t <00:01:37.536>where <00:01:37.653>we <00:01:37.770>help <00:01:37.886>people <00:01:38.003>or <00:01:38.120>different

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<00:01:38.550>where <00:01:38.551>we <00:01:38.553>help <00:01:38.555>people <00:01:38.557>or <00:01:38.559>different

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<00:01:38.560>where <00:01:38.700>we <00:01:38.840>help <00:01:38.980>people <00:01:39.120>or <00:01:39.260>different <00:01:39.400>engineering <00:01:39.540>teams <00:01:39.680>meet <00:01:39.820>fast <00:01:39.960>with

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<00:01:40.310>engineering <00:01:40.312>teams <00:01:40.314>meet <00:01:40.316>fast <00:01:40.318>with

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<00:01:40.320>engineering <00:01:40.460>teams <00:01:40.600>meet <00:01:40.740>fast <00:01:40.880>with <00:01:41.020>self-driving <00:01:41.160>code <00:01:41.300>bases <00:01:41.440>right <00:01:41.580>and <00:01:41.720>giving

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<00:01:43.030>self-driving <00:01:43.031>code <00:01:43.033>bases <00:01:43.035>right <00:01:43.037>and <00:01:43.038>giving

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<00:01:43.039>self-driving <00:01:43.167>code <00:01:43.294>bases <00:01:43.421>right <00:01:43.549>and <00:01:43.676>giving <00:01:43.803>you <00:01:43.930>everything <00:01:44.058>from <00:01:44.185>QA <00:01:44.312>agents <00:01:44.440>to

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<00:01:45.590>you <00:01:45.591>everything <00:01:45.593>from <00:01:45.595>QA <00:01:45.597>agents <00:01:45.598>to

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<00:01:45.600>you <00:01:45.740>everything <00:01:45.880>from <00:01:46.020>QA <00:01:46.160>agents <00:01:46.300>to <00:01:46.440>background <00:01:46.580>agents <00:01:46.720>to <00:01:46.860>deployment <00:01:47.000>agents

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<00:01:48.469>background <00:01:48.471>agents <00:01:48.473>to <00:01:48.475>deployment <00:01:48.478>agents

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<00:01:48.479>background <00:01:48.619>agents <00:01:48.759>to <00:01:48.899>deployment <00:01:49.039>agents <00:01:49.179>So <00:01:49.319>my <00:01:49.459>experience <00:01:49.599>through <00:01:49.739>building <00:01:49.879>this

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<00:01:50.870>So <00:01:50.871>my <00:01:50.873>experience <00:01:50.875>through <00:01:50.877>building <00:01:50.878>this

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<00:01:50.880>So <00:01:50.987>my <00:01:51.095>experience <00:01:51.203>through <00:01:51.310>building <00:01:51.418>this <00:01:51.526>and <00:01:51.633>with <00:01:51.741>with <00:01:51.849>the <00:01:51.956>teams <00:01:52.064>that <00:01:52.172>we <00:01:52.280>work

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<00:01:52.789>and <00:01:52.790>with <00:01:52.791>with <00:01:52.792>the <00:01:52.794>teams <00:01:52.795>that <00:01:52.796>we <00:01:52.798>work

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<00:01:52.799>and <00:01:52.886>with <00:01:52.974>with <00:01:53.061>the <00:01:53.149>teams <00:01:53.236>that <00:01:53.324>we <00:01:53.411>work <00:01:53.499>with <00:01:53.586>is <00:01:53.674>what <00:01:53.761>makes <00:01:53.849>up <00:01:53.936>the <00:01:54.024>story <00:01:54.111>and <00:01:54.199>the

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<00:01:55.270>with <00:01:55.271>is <00:01:55.272>what <00:01:55.273>makes <00:01:55.274>up <00:01:55.275>the <00:01:55.276>story <00:01:55.277>and <00:01:55.279>the

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<00:01:55.280>with <00:01:55.380>is <00:01:55.480>what <00:01:55.580>makes <00:01:55.680>up <00:01:55.780>the <00:01:55.880>story <00:01:55.980>and <00:01:56.080>the <00:01:56.180>learnings <00:01:56.280>I'm <00:01:56.380>going <00:01:56.480>to <00:01:56.580>share <00:01:56.680>today.

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<00:01:58.389>learnings <00:01:58.390>I'm <00:01:58.392>going <00:01:58.394>to <00:01:58.396>share <00:01:58.398>today.

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<00:01:58.399>learnings <00:01:58.492>I'm <00:01:58.585>going <00:01:58.679>to <00:01:58.772>share <00:01:58.865>today. <00:01:58.959>Uh <00:01:59.052>just <00:01:59.145>a <00:01:59.239>quick <00:01:59.332>show <00:01:59.425>of <00:01:59.519>hands <00:01:59.612>just <00:01:59.705>so <00:01:59.799>I

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<00:02:00.709>Uh <00:02:00.710>just <00:02:00.711>a <00:02:00.712>quick <00:02:00.713>show <00:02:00.714>of <00:02:00.715>hands <00:02:00.716>just <00:02:00.717>so <00:02:00.717>I

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<00:02:00.719>Uh <00:02:00.801>just <00:02:00.883>a <00:02:00.966>quick <00:02:01.048>show <00:02:01.130>of <00:02:01.213>hands <00:02:01.295>just <00:02:01.377>so <00:02:01.460>I <00:02:01.542>know <00:02:01.624>the <00:02:01.707>audience. <00:02:01.789>How <00:02:01.871>many <00:02:01.954>of <00:02:02.036>us <00:02:02.119>write

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<00:02:03.109>know <00:02:03.110>the <00:02:03.111>audience. <00:02:03.112>How <00:02:03.114>many <00:02:03.115>of <00:02:03.116>us <00:02:03.118>write

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<00:02:03.119>know <00:02:03.226>the <00:02:03.334>audience. <00:02:03.442>How <00:02:03.549>many <00:02:03.657>of <00:02:03.765>us <00:02:03.872>write <00:02:03.980>code <00:02:04.088>primarily <00:02:04.195>with <00:02:04.303>coding <00:02:04.411>agents <00:02:04.519>today?

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<00:02:06.469>code <00:02:06.470>primarily <00:02:06.472>with <00:02:06.474>coding <00:02:06.476>agents <00:02:06.478>today?

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<00:02:06.479>code <00:02:06.619>primarily <00:02:06.759>with <00:02:06.899>coding <00:02:07.039>agents <00:02:07.179>today? <00:02:07.319>I <00:02:07.459>suppose <00:02:07.599>a <00:02:07.739>good <00:02:07.879>95%

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<00:02:10.150>I <00:02:10.152>suppose <00:02:10.154>a <00:02:10.156>good <00:02:10.158>95%

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<00:02:10.160>I <00:02:10.335>suppose <00:02:10.509>a <00:02:10.685>good <00:02:10.859>95% <00:02:11.035>roughly <00:02:11.210>as <00:02:11.385>expected. <00:02:11.560>Right.

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<00:02:13.990>roughly <00:02:13.993>as <00:02:13.996>expected. <00:02:13.999>Right.

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<00:02:14.000>roughly <00:02:14.127>as <00:02:14.254>expected. <00:02:14.381>Right. <00:02:14.509>What's <00:02:14.636>not <00:02:14.763>a <00:02:14.890>mystery <00:02:15.018>is <00:02:15.145>the <00:02:15.272>fact <00:02:15.400>that

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<00:02:16.150>What's <00:02:16.151>not <00:02:16.152>a <00:02:16.153>mystery <00:02:16.155>is <00:02:16.156>the <00:02:16.157>fact <00:02:16.159>that

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<00:02:16.160>What's <00:02:16.260>not <00:02:16.359>a <00:02:16.460>mystery <00:02:16.560>is <00:02:16.660>the <00:02:16.760>fact <00:02:16.859>that <00:02:16.960>producing <00:02:17.060>code <00:02:17.160>or <00:02:17.260>writing <00:02:17.359>code <00:02:17.460>is <00:02:17.560>faster

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<00:02:19.190>producing <00:02:19.191>code <00:02:19.192>or <00:02:19.194>writing <00:02:19.196>code <00:02:19.197>is <00:02:19.198>faster

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<00:02:19.200>producing <00:02:19.307>code <00:02:19.415>or <00:02:19.523>writing <00:02:19.630>code <00:02:19.738>is <00:02:19.846>faster <00:02:19.953>than <00:02:20.061>it's <00:02:20.169>ever <00:02:20.276>been <00:02:20.384>right <00:02:20.492>now, <00:02:20.600>right?

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<00:02:21.829>than <00:02:21.831>it's <00:02:21.833>ever <00:02:21.834>been <00:02:21.835>right <00:02:21.837>now, <00:02:21.839>right?

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<00:02:21.840>than <00:02:21.956>it's <00:02:22.073>ever <00:02:22.190>been <00:02:22.306>right <00:02:22.423>now, <00:02:22.540>right? <00:02:22.656>And <00:02:22.773>output <00:02:22.890>volume <00:02:23.006>is <00:02:23.123>incredibly <00:02:23.240>high.

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<00:02:26.550>And <00:02:26.551>output <00:02:26.553>volume <00:02:26.555>is <00:02:26.557>incredibly <00:02:26.559>high.

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<00:02:26.560>And <00:02:26.667>output <00:02:26.775>volume <00:02:26.883>is <00:02:26.990>incredibly <00:02:27.098>high. <00:02:27.206>And <00:02:27.313>I <00:02:27.421>like <00:02:27.529>to <00:02:27.636>say <00:02:27.744>regardless <00:02:27.852>of <00:02:27.960>what

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<00:02:28.949>And <00:02:28.950>I <00:02:28.951>like <00:02:28.952>to <00:02:28.954>say <00:02:28.955>regardless <00:02:28.956>of <00:02:28.958>what

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<00:02:28.959>And <00:02:29.059>I <00:02:29.159>like <00:02:29.259>to <00:02:29.359>say <00:02:29.459>regardless <00:02:29.559>of <00:02:29.659>what <00:02:29.759>you're <00:02:29.859>building, <00:02:29.959>the <00:02:30.059>cost <00:02:30.159>of <00:02:30.259>getting <00:02:30.359>the

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<00:02:31.430>you're <00:02:31.431>building, <00:02:31.433>the <00:02:31.434>cost <00:02:31.436>of <00:02:31.437>getting <00:02:31.439>the

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<00:02:31.440>you're <00:02:31.547>building, <00:02:31.655>the <00:02:31.763>cost <00:02:31.870>of <00:02:31.978>getting <00:02:32.086>the <00:02:32.193>first <00:02:32.301>draft <00:02:32.409>out <00:02:32.516>right <00:02:32.624>now, <00:02:32.732>regardless <00:02:32.840>of

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<00:02:34.470>first <00:02:34.471>draft <00:02:34.472>out <00:02:34.474>right <00:02:34.476>now, <00:02:34.477>regardless <00:02:34.478>of

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<00:02:34.480>first <00:02:34.655>draft <00:02:34.829>out <00:02:35.005>right <00:02:35.179>now, <00:02:35.355>regardless <00:02:35.530>of <00:02:35.704>how <00:02:35.880>complicated,

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<00:02:36.710>how <00:02:36.719>complicated,

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<00:02:36.720>how <00:02:36.953>complicated, <00:02:37.186>technically <00:02:37.420>not <00:02:37.653>difficult, <00:02:37.886>right? <00:02:38.120>It

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<00:02:38.550>technically <00:02:38.552>not <00:02:38.554>difficult, <00:02:38.556>right? <00:02:38.559>It

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<00:02:38.560>technically <00:02:38.676>not <00:02:38.793>difficult, <00:02:38.910>right? <00:02:39.026>It <00:02:39.143>will <00:02:39.260>cost <00:02:39.376>you <00:02:39.493>money <00:02:39.610>in <00:02:39.726>terms <00:02:39.843>of <00:02:39.960>tokens,

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<00:02:40.790>will <00:02:40.791>cost <00:02:40.792>you <00:02:40.793>money <00:02:40.795>in <00:02:40.796>terms <00:02:40.797>of <00:02:40.799>tokens,

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<00:02:40.800>will <00:02:40.897>cost <00:02:40.994>you <00:02:41.091>money <00:02:41.188>in <00:02:41.285>terms <00:02:41.382>of <00:02:41.479>tokens, <00:02:41.576>but <00:02:41.673>you <00:02:41.770>can <00:02:41.867>pretty <00:02:41.964>much <00:02:42.061>get <00:02:42.158>something

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<00:02:42.309>but <00:02:42.310>you <00:02:42.312>can <00:02:42.313>pretty <00:02:42.315>much <00:02:42.316>get <00:02:42.318>something

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<00:02:42.319>but <00:02:42.513>you <00:02:42.707>can <00:02:42.901>pretty <00:02:43.096>much <00:02:43.290>get <00:02:43.484>something <00:02:43.678>out.

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out.

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<00:02:43.840>out. <00:02:44.040>But <00:02:44.240>the <00:02:44.440>the <00:02:44.640>conundrum <00:02:44.840>is <00:02:45.040>just <00:02:45.240>shipping

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<00:02:47.030>But <00:02:47.031>the <00:02:47.033>the <00:02:47.034>conundrum <00:02:47.036>is <00:02:47.037>just <00:02:47.039>shipping

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<00:02:47.040>But <00:02:47.140>the <00:02:47.239>the <00:02:47.340>conundrum <00:02:47.440>is <00:02:47.540>just <00:02:47.640>shipping <00:02:47.739>out <00:02:47.840>code <00:02:47.940>at <00:02:48.040>the <00:02:48.140>speed <00:02:48.239>of <00:02:48.340>agents <00:02:48.440>isn't

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<00:02:50.710>out <00:02:50.711>code <00:02:50.712>at <00:02:50.713>the <00:02:50.715>speed <00:02:50.716>of <00:02:50.717>agents <00:02:50.719>isn't

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<00:02:50.720>out <00:02:50.827>code <00:02:50.935>at <00:02:51.043>the <00:02:51.150>speed <00:02:51.258>of <00:02:51.366>agents <00:02:51.473>isn't <00:02:51.581>quite <00:02:51.689>the <00:02:51.796>same <00:02:51.904>thing <00:02:52.012>as <00:02:52.120>shipping

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<00:02:52.710>quite <00:02:52.711>the <00:02:52.713>same <00:02:52.715>thing <00:02:52.717>as <00:02:52.719>shipping

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<00:02:52.720>quite <00:02:52.843>the <00:02:52.966>same <00:02:53.090>thing <00:02:53.213>as <00:02:53.337>shipping <00:02:53.460>software <00:02:53.584>that <00:02:53.707>you've <00:02:53.831>got <00:02:53.954>millions <00:02:54.078>of

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<00:02:54.228>software <00:02:54.230>that <00:02:54.232>you've <00:02:54.234>got <00:02:54.236>millions <00:02:54.238>of

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<00:02:54.239>software <00:02:54.366>that <00:02:54.493>you've <00:02:54.620>got <00:02:54.748>millions <00:02:54.875>of <00:02:55.002>users <00:02:55.129>using. <00:02:55.257>There's <00:02:55.384>a <00:02:55.511>fine <00:02:55.639>balance,

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<00:02:56.309>users <00:02:56.310>using. <00:02:56.312>There's <00:02:56.314>a <00:02:56.316>fine <00:02:56.318>balance,

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<00:02:56.319>users <00:02:56.402>using. <00:02:56.485>There's <00:02:56.568>a <00:02:56.652>fine <00:02:56.735>balance, <00:02:56.818>right? <00:02:56.902>That's <00:02:56.985>what <00:02:57.068>we're <00:02:57.152>going <00:02:57.235>to <00:02:57.318>talk

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<00:02:57.430>right? <00:02:57.431>That's <00:02:57.433>what <00:02:57.434>we're <00:02:57.436>going <00:02:57.437>to <00:02:57.439>talk

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<00:02:57.440>right? <00:02:57.640>That's <00:02:57.840>what <00:02:58.040>we're <00:02:58.240>going <00:02:58.440>to <00:02:58.640>talk <00:02:58.840>about.

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about.

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<00:02:59.760>about. <00:02:59.935>So <00:03:00.109>this <00:03:00.285>brings <00:03:00.459>us <00:03:00.635>to <00:03:00.810>the <00:03:00.984>velocity <00:03:01.160>trap,

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<00:03:02.710>So <00:03:02.711>this <00:03:02.712>brings <00:03:02.713>us <00:03:02.715>to <00:03:02.716>the <00:03:02.717>velocity <00:03:02.719>trap,

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<00:03:02.720>So <00:03:02.889>this <00:03:03.059>brings <00:03:03.229>us <00:03:03.399>to <00:03:03.568>the <00:03:03.738>velocity <00:03:03.908>trap, <00:03:04.078>right?

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right?

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<00:03:04.239>right? <00:03:04.414>And <00:03:04.589>the <00:03:04.764>first <00:03:04.939>part <00:03:05.114>of <00:03:05.289>this <00:03:05.464>whole <00:03:05.639>talk

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<00:03:08.390>And <00:03:08.391>the <00:03:08.392>first <00:03:08.393>part <00:03:08.395>of <00:03:08.396>this <00:03:08.397>whole <00:03:08.399>talk

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<00:03:08.400>And <00:03:08.500>the <00:03:08.600>first <00:03:08.700>part <00:03:08.800>of <00:03:08.900>this <00:03:09.000>whole <00:03:09.100>talk <00:03:09.200>for <00:03:09.300>us <00:03:09.400>to <00:03:09.500>really <00:03:09.600>appreciate <00:03:09.700>how <00:03:09.800>this

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<00:03:11.110>for <00:03:11.111>us <00:03:11.113>to <00:03:11.114>really <00:03:11.116>appreciate <00:03:11.117>how <00:03:11.119>this

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<00:03:11.120>for <00:03:11.213>us <00:03:11.306>to <00:03:11.400>really <00:03:11.493>appreciate <00:03:11.586>how <00:03:11.680>this <00:03:11.773>should <00:03:11.866>work <00:03:11.960>we <00:03:12.053>do <00:03:12.146>have <00:03:12.240>to <00:03:12.333>go <00:03:12.426>back <00:03:12.520>and

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<00:03:13.030>should <00:03:13.031>work <00:03:13.032>we <00:03:13.033>do <00:03:13.034>have <00:03:13.035>to <00:03:13.036>go <00:03:13.037>back <00:03:13.039>and

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<00:03:13.040>should <00:03:13.133>work <00:03:13.226>we <00:03:13.320>do <00:03:13.413>have <00:03:13.506>to <00:03:13.600>go <00:03:13.693>back <00:03:13.786>and <00:03:13.880>look <00:03:13.973>at <00:03:14.066>the <00:03:14.160>classic <00:03:14.253>software <00:03:14.346>life <00:03:14.440>cycle.

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<00:03:15.110>look <00:03:15.111>at <00:03:15.113>the <00:03:15.114>classic <00:03:15.116>software <00:03:15.117>life <00:03:15.119>cycle.

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<00:03:15.120>look <00:03:15.227>at <00:03:15.335>the <00:03:15.443>classic <00:03:15.550>software <00:03:15.658>life <00:03:15.766>cycle. <00:03:15.873>Right? <00:03:15.981>So <00:03:16.089>if <00:03:16.196>you've <00:03:16.304>worked <00:03:16.412>as <00:03:16.520>an

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<00:03:17.190>Right? <00:03:17.191>So <00:03:17.192>if <00:03:17.194>you've <00:03:17.196>worked <00:03:17.197>as <00:03:17.198>an

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<00:03:17.200>Right? <00:03:17.299>So <00:03:17.399>if <00:03:17.500>you've <00:03:17.600>worked <00:03:17.700>as <00:03:17.799>an <00:03:17.899>engineer <00:03:18.000>here <00:03:18.100>or <00:03:18.200>in <00:03:18.299>a <00:03:18.399>product <00:03:18.500>team <00:03:18.600>this

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<00:03:19.350>engineer <00:03:19.351>here <00:03:19.352>or <00:03:19.353>in <00:03:19.355>a <00:03:19.356>product <00:03:19.357>team <00:03:19.359>this

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<00:03:19.360>engineer <00:03:19.460>here <00:03:19.560>or <00:03:19.660>in <00:03:19.760>a <00:03:19.860>product <00:03:19.960>team <00:03:20.060>this <00:03:20.160>is <00:03:20.260>going <00:03:20.360>to <00:03:20.460>sound <00:03:20.560>very <00:03:20.660>familiar. <00:03:20.760>Right?

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<00:03:21.589>is <00:03:21.590>going <00:03:21.591>to <00:03:21.593>sound <00:03:21.595>very <00:03:21.596>familiar. <00:03:21.597>Right?

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<00:03:21.599>is <00:03:21.692>going <00:03:21.785>to <00:03:21.879>sound <00:03:21.972>very <00:03:22.065>familiar. <00:03:22.159>Right? <00:03:22.252>So <00:03:22.345>first <00:03:22.439>of <00:03:22.532>all <00:03:22.625>you <00:03:22.719>have <00:03:22.812>some <00:03:22.905>sort <00:03:22.999>of

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<00:03:23.910>So <00:03:23.911>first <00:03:23.912>of <00:03:23.913>all <00:03:23.914>you <00:03:23.915>have <00:03:23.916>some <00:03:23.917>sort <00:03:23.919>of

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<00:03:23.920>So <00:03:24.013>first <00:03:24.106>of <00:03:24.200>all <00:03:24.293>you <00:03:24.386>have <00:03:24.480>some <00:03:24.573>sort <00:03:24.666>of <00:03:24.760>plan <00:03:24.853>whether <00:03:24.946>that's <00:03:25.040>a <00:03:25.133>product <00:03:25.226>team <00:03:25.320>or

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<00:03:26.790>plan <00:03:26.791>whether <00:03:26.793>that's <00:03:26.794>a <00:03:26.796>product <00:03:26.797>team <00:03:26.799>or

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<00:03:26.800>plan <00:03:26.916>whether <00:03:27.033>that's <00:03:27.150>a <00:03:27.267>product <00:03:27.384>team <00:03:27.501>or <00:03:27.618>some <00:03:27.735>product <00:03:27.852>engineer <00:03:27.969>doesn't <00:03:28.086>really

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<00:03:28.228>some <00:03:28.231>product <00:03:28.233>engineer <00:03:28.235>doesn't <00:03:28.238>really

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<00:03:28.239>some <00:03:28.355>product <00:03:28.472>engineer <00:03:28.589>doesn't <00:03:28.705>really <00:03:28.822>matter. <00:03:28.939>You <00:03:29.055>start <00:03:29.172>off <00:03:29.289>with <00:03:29.405>a <00:03:29.522>plan <00:03:29.639>and

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<00:03:30.630>matter. <00:03:30.631>You <00:03:30.632>start <00:03:30.633>off <00:03:30.635>with <00:03:30.636>a <00:03:30.637>plan <00:03:30.638>and

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<00:03:30.640>matter. <00:03:30.733>You <00:03:30.826>start <00:03:30.920>off <00:03:31.013>with <00:03:31.106>a <00:03:31.200>plan <00:03:31.293>and <00:03:31.386>then <00:03:31.480>you <00:03:31.573>have <00:03:31.666>a <00:03:31.760>human <00:03:31.853>handoff <00:03:31.946>at <00:03:32.040>some

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<00:03:32.710>then <00:03:32.711>you <00:03:32.712>have <00:03:32.713>a <00:03:32.715>human <00:03:32.716>handoff <00:03:32.717>at <00:03:32.719>some

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<00:03:32.720>then <00:03:32.827>you <00:03:32.935>have <00:03:33.043>a <00:03:33.150>human <00:03:33.258>handoff <00:03:33.366>at <00:03:33.473>some <00:03:33.581>point <00:03:33.689>to <00:03:33.796>the <00:03:33.904>engineers <00:03:34.012>where <00:03:34.120>they

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<00:03:34.710>point <00:03:34.711>to <00:03:34.713>the <00:03:34.715>engineers <00:03:34.717>where <00:03:34.719>they

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<00:03:34.720>point <00:03:34.836>to <00:03:34.953>the <00:03:35.070>engineers <00:03:35.186>where <00:03:35.303>they <00:03:35.420>actually <00:03:35.536>go <00:03:35.653>and <00:03:35.770>build <00:03:35.886>and <00:03:36.003>then <00:03:36.120>the

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<00:03:37.670>actually <00:03:37.671>go <00:03:37.673>and <00:03:37.674>build <00:03:37.676>and <00:03:37.677>then <00:03:37.679>the

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<00:03:37.680>actually <00:03:37.787>go <00:03:37.895>and <00:03:38.003>build <00:03:38.110>and <00:03:38.218>then <00:03:38.326>the <00:03:38.433>engineers <00:03:38.541>build <00:03:38.649>and <00:03:38.756>then <00:03:38.864>you <00:03:38.972>get <00:03:39.080>some

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<00:03:39.750>engineers <00:03:39.751>build <00:03:39.753>and <00:03:39.754>then <00:03:39.756>you <00:03:39.757>get <00:03:39.759>some

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<00:03:39.760>engineers <00:03:39.859>build <00:03:39.959>and <00:03:40.060>then <00:03:40.160>you <00:03:40.260>get <00:03:40.359>some <00:03:40.459>code <00:03:40.560>review <00:03:40.660>going <00:03:40.760>on. <00:03:40.859>Uh <00:03:40.959>you <00:03:41.060>ping <00:03:41.160>your

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<00:03:42.390>code <00:03:42.391>review <00:03:42.392>going <00:03:42.393>on. <00:03:42.395>Uh <00:03:42.396>you <00:03:42.397>ping <00:03:42.399>your

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<00:03:42.400>code <00:03:42.493>review <00:03:42.586>going <00:03:42.680>on. <00:03:42.773>Uh <00:03:42.866>you <00:03:42.960>ping <00:03:43.053>your <00:03:43.146>you <00:03:43.240>ping <00:03:43.333>your <00:03:43.426>pairs <00:03:43.520>and <00:03:43.613>have <00:03:43.706>them <00:03:43.800>review

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<00:03:44.149>you <00:03:44.150>ping <00:03:44.151>your <00:03:44.152>pairs <00:03:44.154>and <00:03:44.155>have <00:03:44.156>them <00:03:44.158>review

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<00:03:44.159>you <00:03:44.266>ping <00:03:44.374>your <00:03:44.482>pairs <00:03:44.589>and <00:03:44.697>have <00:03:44.805>them <00:03:44.912>review <00:03:45.020>that <00:03:45.128>and <00:03:45.235>afterwards <00:03:45.343>probably <00:03:45.451>you've <00:03:45.559>got

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<00:03:47.270>that <00:03:47.271>and <00:03:47.273>afterwards <00:03:47.275>probably <00:03:47.277>you've <00:03:47.279>got

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<00:03:47.280>that <00:03:47.420>and <00:03:47.560>afterwards <00:03:47.700>probably <00:03:47.840>you've <00:03:47.980>got <00:03:48.120>some <00:03:48.260>automated <00:03:48.400>deployment <00:03:48.540>in <00:03:48.680>there.

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<00:03:50.309>some <00:03:50.311>automated <00:03:50.313>deployment <00:03:50.315>in <00:03:50.318>there.

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<00:03:50.319>some <00:03:50.459>automated <00:03:50.599>deployment <00:03:50.739>in <00:03:50.879>there. <00:03:51.019>Finally, <00:03:51.159>you <00:03:51.299>ceue <00:03:51.439>those <00:03:51.579>changes, <00:03:51.719>right?

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<00:03:53.110>Finally, <00:03:53.111>you <00:03:53.113>ceue <00:03:53.115>those <00:03:53.117>changes, <00:03:53.119>right?

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<00:03:53.120>Finally, <00:03:53.260>you <00:03:53.400>ceue <00:03:53.540>those <00:03:53.680>changes, <00:03:53.820>right? <00:03:53.960>And <00:03:54.100>ultimately, <00:03:54.240>you <00:03:54.380>keep <00:03:54.520>monitoring

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<00:03:55.829>And <00:03:55.832>ultimately, <00:03:55.834>you <00:03:55.836>keep <00:03:55.839>monitoring

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<00:03:55.840>And <00:03:55.983>ultimately, <00:03:56.126>you <00:03:56.269>keep <00:03:56.412>monitoring <00:03:56.555>because <00:03:56.698>software <00:03:56.841>is <00:03:56.984>never <00:03:57.127>really

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<00:03:57.270>because <00:03:57.272>software <00:03:57.274>is <00:03:57.276>never <00:03:57.279>really

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<00:03:57.280>because <00:03:57.407>software <00:03:57.534>is <00:03:57.661>never <00:03:57.789>really <00:03:57.916>completely <00:03:58.043>built, <00:03:58.170>is <00:03:58.298>it? <00:03:58.425>Now, <00:03:58.552>the <00:03:58.680>most

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<00:04:00.149>completely <00:04:00.150>built, <00:04:00.152>is <00:04:00.153>it? <00:04:00.155>Now, <00:04:00.156>the <00:04:00.158>most

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<00:04:00.159>completely <00:04:00.259>built, <00:04:00.358>is <00:04:00.459>it? <00:04:00.559>Now, <00:04:00.659>the <00:04:00.759>most <00:04:00.858>important <00:04:00.959>thing <00:04:01.059>in <00:04:01.159>this <00:04:01.259>loop <00:04:01.358>is <00:04:01.459>the <00:04:01.559>fact

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<00:04:02.309>important <00:04:02.310>thing <00:04:02.311>in <00:04:02.312>this <00:04:02.314>loop <00:04:02.315>is <00:04:02.316>the <00:04:02.317>fact

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<00:04:02.319>important <00:04:02.418>thing <00:04:02.518>in <00:04:02.619>this <00:04:02.719>loop <00:04:02.819>is <00:04:02.918>the <00:04:03.018>fact <00:04:03.119>that <00:04:03.219>this <00:04:03.319>life <00:04:03.418>cycle, <00:04:03.518>the <00:04:03.619>classic <00:04:03.719>life

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<00:04:05.110>that <00:04:05.111>this <00:04:05.113>life <00:04:05.114>cycle, <00:04:05.116>the <00:04:05.117>classic <00:04:05.119>life

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<00:04:05.120>that <00:04:05.247>this <00:04:05.374>life <00:04:05.501>cycle, <00:04:05.629>the <00:04:05.756>classic <00:04:05.883>life <00:04:06.010>cycle, <00:04:06.138>right, <00:04:06.265>is <00:04:06.392>continuing, <00:04:06.520>right?

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<00:04:07.589>cycle, <00:04:07.591>right, <00:04:07.593>is <00:04:07.595>continuing, <00:04:07.597>right?

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<00:04:07.599>cycle, <00:04:07.738>right, <00:04:07.879>is <00:04:08.018>continuing, <00:04:08.159>right? <00:04:08.298>Software <00:04:08.439>never <00:04:08.578>really <00:04:08.719>ends <00:04:08.858>once <00:04:08.999>you've

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<00:04:09.830>Software <00:04:09.831>never <00:04:09.833>really <00:04:09.835>ends <00:04:09.837>once <00:04:09.839>you've

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<00:04:09.840>Software <00:04:09.956>never <00:04:10.073>really <00:04:10.190>ends <00:04:10.306>once <00:04:10.423>you've <00:04:10.540>pushed <00:04:10.656>the <00:04:10.773>code, <00:04:10.890>right? <00:04:11.006>There <00:04:11.123>is <00:04:11.240>always

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<00:04:12.789>pushed <00:04:12.790>the <00:04:12.792>code, <00:04:12.793>right? <00:04:12.795>There <00:04:12.796>is <00:04:12.798>always

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<00:04:12.799>pushed <00:04:12.939>the <00:04:13.079>code, <00:04:13.219>right? <00:04:13.359>There <00:04:13.499>is <00:04:13.639>always <00:04:13.779>bugs, <00:04:13.919>there's <00:04:14.059>issues, <00:04:14.199>there's

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<00:04:14.550>bugs, <00:04:14.553>there's <00:04:14.556>issues, <00:04:14.559>there's

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<00:04:14.560>bugs, <00:04:14.700>there's <00:04:14.840>issues, <00:04:14.980>there's <00:04:15.120>improvements, <00:04:15.260>and <00:04:15.400>then <00:04:15.540>you <00:04:15.680>get <00:04:15.820>that <00:04:15.960>loop

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<00:04:17.110>improvements, <00:04:17.111>and <00:04:17.113>then <00:04:17.114>you <00:04:17.116>get <00:04:17.117>that <00:04:17.119>loop

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<00:04:17.120>improvements, <00:04:17.320>and <00:04:17.519>then <00:04:17.720>you <00:04:17.920>get <00:04:18.120>that <00:04:18.320>loop <00:04:18.519>continuing.

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continuing.

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<00:04:19.120>continuing. <00:04:19.295>Now <00:04:19.470>when <00:04:19.644>you <00:04:19.820>talk <00:04:19.995>to <00:04:20.170>an <00:04:20.345>organization <00:04:20.519>and

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<00:04:21.110>Now <00:04:21.111>when <00:04:21.112>you <00:04:21.113>talk <00:04:21.115>to <00:04:21.116>an <00:04:21.117>organization <00:04:21.119>and

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<00:04:21.120>Now <00:04:21.213>when <00:04:21.306>you <00:04:21.399>talk <00:04:21.493>to <00:04:21.586>an <00:04:21.680>organization <00:04:21.773>and <00:04:21.866>you <00:04:21.959>ask <00:04:22.053>them <00:04:22.146>okay <00:04:22.240>let's <00:04:22.333>let's <00:04:22.426>start <00:04:22.520>to

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<00:04:24.230>you <00:04:24.231>ask <00:04:24.232>them <00:04:24.233>okay <00:04:24.235>let's <00:04:24.236>let's <00:04:24.237>start <00:04:24.239>to

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<00:04:24.240>you <00:04:24.327>ask <00:04:24.415>them <00:04:24.502>okay <00:04:24.590>let's <00:04:24.677>let's <00:04:24.765>start <00:04:24.852>to <00:04:24.940>use <00:04:25.027>AI <00:04:25.115>agents <00:04:25.202>right <00:04:25.290>let's <00:04:25.377>want <00:04:25.465>to <00:04:25.552>be <00:04:25.640>AI

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<00:04:27.270>use <00:04:27.271>AI <00:04:27.272>agents <00:04:27.273>right <00:04:27.274>let's <00:04:27.275>want <00:04:27.276>to <00:04:27.277>be <00:04:27.279>AI

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<00:04:27.280>use <00:04:27.380>AI <00:04:27.479>agents <00:04:27.580>right <00:04:27.679>let's <00:04:27.780>want <00:04:27.880>to <00:04:27.979>be <00:04:28.080>AI <00:04:28.179>native <00:04:28.280>let's <00:04:28.380>build <00:04:28.479>faster <00:04:28.580>let's <00:04:28.679>do

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<00:04:29.189>native <00:04:29.190>let's <00:04:29.192>build <00:04:29.194>faster <00:04:29.196>let's <00:04:29.198>do

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<00:04:29.199>native <00:04:29.326>let's <00:04:29.453>build <00:04:29.580>faster <00:04:29.708>let's <00:04:29.835>do <00:04:29.962>things <00:04:30.089>faster <00:04:30.217>this <00:04:30.344>is <00:04:30.471>what <00:04:30.599>typically

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<00:04:31.670>things <00:04:31.671>faster <00:04:31.673>this <00:04:31.675>is <00:04:31.677>what <00:04:31.679>typically

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<00:04:31.680>things <00:04:31.796>faster <00:04:31.913>this <00:04:32.030>is <00:04:32.146>what <00:04:32.263>typically <00:04:32.380>happens <00:04:32.496>is <00:04:32.613>you <00:04:32.730>have <00:04:32.846>you <00:04:32.963>have <00:04:33.080>the

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<00:04:35.270>happens <00:04:35.271>is <00:04:35.272>you <00:04:35.274>have <00:04:35.275>you <00:04:35.277>have <00:04:35.279>the

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<00:04:35.280>happens <00:04:35.381>is <00:04:35.482>you <00:04:35.583>have <00:04:35.684>you <00:04:35.785>have <00:04:35.887>the <00:04:35.988>engineers <00:04:36.089>come <00:04:36.190>on <00:04:36.291>or <00:04:36.392>the <00:04:36.494>engineering

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<00:04:36.629>engineers <00:04:36.630>come <00:04:36.632>on <00:04:36.634>or <00:04:36.636>the <00:04:36.638>engineering

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<00:04:36.639>engineers <00:04:36.755>come <00:04:36.872>on <00:04:36.989>or <00:04:37.105>the <00:04:37.222>engineering <00:04:37.339>leader <00:04:37.455>comes <00:04:37.572>in <00:04:37.689>and <00:04:37.805>then <00:04:37.922>you <00:04:38.039>accelerate

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<00:04:39.590>leader <00:04:39.591>comes <00:04:39.593>in <00:04:39.594>and <00:04:39.596>then <00:04:39.597>you <00:04:39.599>accelerate

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<00:04:39.600>leader <00:04:39.800>comes <00:04:40.000>in <00:04:40.200>and <00:04:40.400>then <00:04:40.600>you <00:04:40.800>accelerate <00:04:41.000>build

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build

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<00:04:41.360>build <00:04:41.560>so <00:04:41.760>you <00:04:41.960>can <00:04:42.160>actually <00:04:42.360>build <00:04:42.560>faster <00:04:42.760>but

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<00:04:43.830>so <00:04:43.831>you <00:04:43.832>can <00:04:43.834>actually <00:04:43.836>build <00:04:43.837>faster <00:04:43.839>but

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<00:04:43.840>so <00:04:43.940>you <00:04:44.040>can <00:04:44.140>actually <00:04:44.240>build <00:04:44.340>faster <00:04:44.440>but <00:04:44.540>what <00:04:44.640>you <00:04:44.740>start <00:04:44.840>to <00:04:44.940>see <00:04:45.040>is <00:04:45.140>everything <00:04:45.240>else

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<00:04:47.110>what <00:04:47.111>you <00:04:47.112>start <00:04:47.113>to <00:04:47.115>see <00:04:47.116>is <00:04:47.117>everything <00:04:47.119>else

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<00:04:47.120>what <00:04:47.227>you <00:04:47.335>start <00:04:47.443>to <00:04:47.550>see <00:04:47.658>is <00:04:47.766>everything <00:04:47.873>else <00:04:47.981>downstream <00:04:48.089>starts <00:04:48.196>to <00:04:48.304>suffer <00:04:48.412>far <00:04:48.520>because

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<00:04:50.070>downstream <00:04:50.071>starts <00:04:50.073>to <00:04:50.075>suffer <00:04:50.077>far <00:04:50.079>because

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<00:04:50.080>downstream <00:04:50.196>starts <00:04:50.313>to <00:04:50.430>suffer <00:04:50.546>far <00:04:50.663>because <00:04:50.780>of <00:04:50.896>that <00:04:51.013>velocity, <00:04:51.130>right? <00:04:51.246>So, <00:04:51.363>in <00:04:51.479>most

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<00:04:52.790>of <00:04:52.791>that <00:04:52.793>velocity, <00:04:52.794>right? <00:04:52.796>So, <00:04:52.797>in <00:04:52.799>most

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<00:04:52.800>of <00:04:52.916>that <00:04:53.033>velocity, <00:04:53.150>right? <00:04:53.266>So, <00:04:53.383>in <00:04:53.500>most <00:04:53.616>cases, <00:04:53.733>your <00:04:53.850>review <00:04:53.966>cannot <00:04:54.083>keep <00:04:54.200>up

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<00:04:55.350>cases, <00:04:55.351>your <00:04:55.353>review <00:04:55.355>cannot <00:04:55.357>keep <00:04:55.359>up

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<00:04:55.360>cases, <00:04:55.459>your <00:04:55.558>review <00:04:55.657>cannot <00:04:55.756>keep <00:04:55.855>up <00:04:55.954>because <00:04:56.053>you've <00:04:56.152>just <00:04:56.251>got <00:04:56.350>too <00:04:56.449>much <00:04:56.548>of <00:04:56.647>code

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<00:04:56.790>because <00:04:56.791>you've <00:04:56.792>just <00:04:56.793>got <00:04:56.795>too <00:04:56.796>much <00:04:56.797>of <00:04:56.799>code

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<00:04:56.800>because <00:04:56.907>you've <00:04:57.015>just <00:04:57.123>got <00:04:57.230>too <00:04:57.338>much <00:04:57.446>of <00:04:57.553>code <00:04:57.661>that <00:04:57.769>you're <00:04:57.876>turning <00:04:57.984>out <00:04:58.092>your <00:04:58.200>deployment.

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<00:04:59.670>that <00:04:59.671>you're <00:04:59.673>turning <00:04:59.675>out <00:04:59.677>your <00:04:59.679>deployment.

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<00:04:59.680>that <00:04:59.807>you're <00:04:59.934>turning <00:05:00.061>out <00:05:00.189>your <00:05:00.316>deployment. <00:05:00.443>Well, <00:05:00.570>it <00:05:00.698>becomes <00:05:00.825>a <00:05:00.952>matter <00:05:01.080>of

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<00:05:01.590>Well, <00:05:01.591>it <00:05:01.593>becomes <00:05:01.595>a <00:05:01.597>matter <00:05:01.599>of

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<00:05:01.600>Well, <00:05:01.740>it <00:05:01.880>becomes <00:05:02.020>a <00:05:02.160>matter <00:05:02.300>of <00:05:02.440>infrastructure, <00:05:02.580>right? <00:05:02.720>You <00:05:02.860>can <00:05:03.000>somewhat

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<00:05:03.350>infrastructure, <00:05:03.352>right? <00:05:03.354>You <00:05:03.356>can <00:05:03.359>somewhat

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<00:05:03.360>infrastructure, <00:05:03.487>right? <00:05:03.614>You <00:05:03.741>can <00:05:03.869>somewhat <00:05:03.996>easily <00:05:04.123>scale <00:05:04.250>that. <00:05:04.378>You <00:05:04.505>can <00:05:04.632>you're <00:05:04.760>going

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<00:05:04.950>easily <00:05:04.951>scale <00:05:04.953>that. <00:05:04.954>You <00:05:04.955>can <00:05:04.957>you're <00:05:04.959>going

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<00:05:04.960>easily <00:05:05.064>scale <00:05:05.168>that. <00:05:05.273>You <00:05:05.377>can <00:05:05.482>you're <00:05:05.586>going <00:05:05.691>to <00:05:05.795>spend <00:05:05.900>more, <00:05:06.004>but <00:05:06.109>you <00:05:06.213>can <00:05:06.318>somewhat

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<00:05:06.469>to <00:05:06.470>spend <00:05:06.472>more, <00:05:06.473>but <00:05:06.474>you <00:05:06.476>can <00:05:06.478>somewhat

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<00:05:06.479>to <00:05:06.586>spend <00:05:06.694>more, <00:05:06.802>but <00:05:06.909>you <00:05:07.017>can <00:05:07.125>somewhat <00:05:07.232>easily <00:05:07.340>scale <00:05:07.448>that, <00:05:07.555>right? <00:05:07.663>And <00:05:07.771>then <00:05:07.878>your

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<00:05:09.029>easily <00:05:09.030>scale <00:05:09.032>that, <00:05:09.033>right? <00:05:09.034>And <00:05:09.036>then <00:05:09.038>your

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<00:05:09.039>easily <00:05:09.146>scale <00:05:09.254>that, <00:05:09.362>right? <00:05:09.469>And <00:05:09.577>then <00:05:09.685>your <00:05:09.792>QA <00:05:09.900>is <00:05:10.008>absolutely <00:05:10.115>crushed. <00:05:10.223>You <00:05:10.331>just <00:05:10.438>can't

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<00:05:11.189>QA <00:05:11.190>is <00:05:11.192>absolutely <00:05:11.193>crushed. <00:05:11.195>You <00:05:11.196>just <00:05:11.198>can't

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<00:05:11.199>QA <00:05:11.306>is <00:05:11.414>absolutely <00:05:11.522>crushed. <00:05:11.629>You <00:05:11.737>just <00:05:11.845>can't <00:05:11.952>keep <00:05:12.060>up. <00:05:12.168>Your <00:05:12.275>monitoring <00:05:12.383>pretty <00:05:12.491>much <00:05:12.599>the

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<00:05:14.150>keep <00:05:14.151>up. <00:05:14.153>Your <00:05:14.154>monitoring <00:05:14.156>pretty <00:05:14.157>much <00:05:14.159>the

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<00:05:14.160>keep <00:05:14.260>up. <00:05:14.360>Your <00:05:14.460>monitoring <00:05:14.560>pretty <00:05:14.660>much <00:05:14.760>the <00:05:14.860>same <00:05:14.960>story. <00:05:15.060>You <00:05:15.160>can <00:05:15.260>you <00:05:15.360>can <00:05:15.460>scale <00:05:15.560>that.

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<00:05:18.469>same <00:05:18.470>story. <00:05:18.471>You <00:05:18.472>can <00:05:18.474>you <00:05:18.475>can <00:05:18.476>scale <00:05:18.478>that.

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<00:05:18.479>same <00:05:18.579>story. <00:05:18.679>You <00:05:18.779>can <00:05:18.878>you <00:05:18.979>can <00:05:19.079>scale <00:05:19.179>that. <00:05:19.279>You <00:05:19.378>will <00:05:19.479>pay <00:05:19.579>more <00:05:19.679>to <00:05:19.779>your <00:05:19.878>providers,

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<00:05:20.390>You <00:05:20.391>will <00:05:20.393>pay <00:05:20.394>more <00:05:20.395>to <00:05:20.397>your <00:05:20.399>providers,

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<00:05:20.400>You <00:05:20.527>will <00:05:20.654>pay <00:05:20.781>more <00:05:20.909>to <00:05:21.036>your <00:05:21.163>providers, <00:05:21.290>your <00:05:21.418>infrastructure <00:05:21.545>providers, <00:05:21.672>but <00:05:21.799>you

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<00:05:21.990>your <00:05:21.992>infrastructure <00:05:21.994>providers, <00:05:21.996>but <00:05:21.999>you

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<00:05:22.000>your <00:05:22.175>infrastructure <00:05:22.350>providers, <00:05:22.525>but <00:05:22.700>you <00:05:22.875>can <00:05:23.050>somewhat <00:05:23.225>scale <00:05:23.400>that.

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<00:05:25.029>can <00:05:25.032>somewhat <00:05:25.034>scale <00:05:25.038>that.

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<00:05:25.039>can <00:05:25.214>somewhat <00:05:25.389>scale <00:05:25.563>that. <00:05:25.739>Unfortunately, <00:05:25.914>if <00:05:26.089>you <00:05:26.264>approach <00:05:26.438>this

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<00:05:27.749>Unfortunately, <00:05:27.751>if <00:05:27.753>you <00:05:27.755>approach <00:05:27.758>this

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<00:05:27.759>Unfortunately, <00:05:27.886>if <00:05:28.013>you <00:05:28.140>approach <00:05:28.268>this <00:05:28.395>naively <00:05:28.522>by <00:05:28.649>just <00:05:28.777>increasing <00:05:28.904>how <00:05:29.031>much <00:05:29.159>code

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<00:05:30.550>naively <00:05:30.551>by <00:05:30.553>just <00:05:30.554>increasing <00:05:30.556>how <00:05:30.557>much <00:05:30.559>code

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<00:05:30.560>naively <00:05:30.667>by <00:05:30.775>just <00:05:30.883>increasing <00:05:30.990>how <00:05:31.098>much <00:05:31.206>code <00:05:31.313>you <00:05:31.421>turn <00:05:31.529>out <00:05:31.636>in <00:05:31.744>in <00:05:31.852>an <00:05:31.960>engineering

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<00:05:32.390>you <00:05:32.391>turn <00:05:32.393>out <00:05:32.394>in <00:05:32.395>in <00:05:32.397>an <00:05:32.399>engineering

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<00:05:32.400>you <00:05:32.507>turn <00:05:32.615>out <00:05:32.723>in <00:05:32.830>in <00:05:32.938>an <00:05:33.046>engineering <00:05:33.153>organization, <00:05:33.261>what <00:05:33.369>you <00:05:33.476>end <00:05:33.584>up <00:05:33.692>with <00:05:33.799>is

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<00:05:35.110>organization, <00:05:35.111>what <00:05:35.113>you <00:05:35.114>end <00:05:35.116>up <00:05:35.117>with <00:05:35.119>is

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<00:05:35.120>organization, <00:05:35.227>what <00:05:35.335>you <00:05:35.443>end <00:05:35.550>up <00:05:35.658>with <00:05:35.766>is <00:05:35.873>just <00:05:35.981>more <00:05:36.089>bugs <00:05:36.196>and <00:05:36.304>more <00:05:36.412>in <00:05:36.520>production

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<00:05:37.350>just <00:05:37.351>more <00:05:37.353>bugs <00:05:37.354>and <00:05:37.356>more <00:05:37.357>in <00:05:37.359>production

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<00:05:37.360>just <00:05:37.476>more <00:05:37.593>bugs <00:05:37.710>and <00:05:37.826>more <00:05:37.943>in <00:05:38.060>production <00:05:38.176>because <00:05:38.293>downstream <00:05:38.410>cannot <00:05:38.526>keep <00:05:38.643>up <00:05:38.760>with

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<00:05:39.670>because <00:05:39.671>downstream <00:05:39.673>cannot <00:05:39.675>keep <00:05:39.677>up <00:05:39.679>with

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<00:05:39.680>because <00:05:39.855>downstream <00:05:40.030>cannot <00:05:40.205>keep <00:05:40.380>up <00:05:40.555>with <00:05:40.730>that <00:05:40.905>that <00:05:41.080>velocity.

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<00:05:42.550>that <00:05:42.554>that <00:05:42.559>velocity.

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<00:05:42.560>that <00:05:42.735>that <00:05:42.910>velocity. <00:05:43.085>Okay, <00:05:43.260>now <00:05:43.435>we've <00:05:43.610>got <00:05:43.785>an <00:05:43.960>industrywide

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<00:05:45.909>Okay, <00:05:45.910>now <00:05:45.912>we've <00:05:45.914>got <00:05:45.916>an <00:05:45.918>industrywide

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<00:05:45.919>Okay, <00:05:46.046>now <00:05:46.173>we've <00:05:46.300>got <00:05:46.428>an <00:05:46.555>industrywide <00:05:46.682>problem. <00:05:46.809>Uh <00:05:46.937>if <00:05:47.064>if <00:05:47.191>you're <00:05:47.318>following

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<00:05:48.150>problem. <00:05:48.151>Uh <00:05:48.153>if <00:05:48.155>if <00:05:48.157>you're <00:05:48.159>following

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<00:05:48.159>problem. <00:05:48.299>Uh <00:05:48.439>if <00:05:48.580>if <00:05:48.719>you're <00:05:48.859>following <00:05:48.999>along, <00:05:49.140>you <00:05:49.280>probably <00:05:49.419>have <00:05:49.559>recognized

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<00:05:49.749>along, <00:05:49.751>you <00:05:49.753>probably <00:05:49.755>have <00:05:49.758>recognized

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<00:05:49.759>along, <00:05:49.875>you <00:05:49.992>probably <00:05:50.109>have <00:05:50.225>recognized <00:05:50.342>this. <00:05:50.459>So <00:05:50.575>just <00:05:50.692>now, <00:05:50.809>if <00:05:50.925>anyone <00:05:51.042>works <00:05:51.159>here

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<00:05:53.110>this. <00:05:53.111>So <00:05:53.112>just <00:05:53.113>now, <00:05:53.115>if <00:05:53.116>anyone <00:05:53.117>works <00:05:53.119>here

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<00:05:53.120>this. <00:05:53.220>So <00:05:53.320>just <00:05:53.420>now, <00:05:53.520>if <00:05:53.620>anyone <00:05:53.720>works <00:05:53.820>here <00:05:53.920>from <00:05:54.020>Amazon, <00:05:54.120>I'm <00:05:54.220>not <00:05:54.320>trying <00:05:54.420>to <00:05:54.520>throw

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<00:05:54.790>from <00:05:54.791>Amazon, <00:05:54.793>I'm <00:05:54.794>not <00:05:54.796>trying <00:05:54.797>to <00:05:54.799>throw

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<00:05:54.800>from <00:05:54.876>Amazon, <00:05:54.953>I'm <00:05:55.030>not <00:05:55.107>trying <00:05:55.183>to <00:05:55.260>throw <00:05:55.337>shade. <00:05:55.414>I'm <00:05:55.490>just <00:05:55.567>trying <00:05:55.644>to <00:05:55.721>show <00:05:55.798>an

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<00:05:55.909>shade. <00:05:55.910>I'm <00:05:55.912>just <00:05:55.913>trying <00:05:55.914>to <00:05:55.916>show <00:05:55.918>an

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<00:05:55.919>shade. <00:05:56.046>I'm <00:05:56.173>just <00:05:56.300>trying <00:05:56.428>to <00:05:56.555>show <00:05:56.682>an <00:05:56.809>example <00:05:56.937>of <00:05:57.064>industrywide <00:05:57.191>problems, <00:05:57.318>right?

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<00:05:57.830>example <00:05:57.832>of <00:05:57.834>industrywide <00:05:57.836>problems, <00:05:57.839>right?

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<00:05:57.840>example <00:05:57.947>of <00:05:58.055>industrywide <00:05:58.163>problems, <00:05:58.270>right? <00:05:58.378>You <00:05:58.486>do <00:05:58.593>have <00:05:58.701>you <00:05:58.809>had <00:05:58.916>the <00:05:59.024>outage <00:05:59.132>at <00:05:59.240>Amazon

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<00:06:00.150>You <00:06:00.151>do <00:06:00.152>have <00:06:00.153>you <00:06:00.154>had <00:06:00.155>the <00:06:00.156>outage <00:06:00.157>at <00:06:00.159>Amazon

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<00:06:00.160>You <00:06:00.247>do <00:06:00.335>have <00:06:00.422>you <00:06:00.510>had <00:06:00.597>the <00:06:00.685>outage <00:06:00.772>at <00:06:00.860>Amazon <00:06:00.947>just <00:06:01.035>a <00:06:01.122>while <00:06:01.210>back. <00:06:01.297>And <00:06:01.385>this <00:06:01.472>there's <00:06:01.560>a

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<00:06:01.749>just <00:06:01.750>a <00:06:01.751>while <00:06:01.752>back. <00:06:01.754>And <00:06:01.755>this <00:06:01.756>there's <00:06:01.758>a

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<00:06:01.759>just <00:06:01.863>a <00:06:01.968>while <00:06:02.072>back. <00:06:02.177>And <00:06:02.282>this <00:06:02.386>there's <00:06:02.491>a <00:06:02.595>couple <00:06:02.700>of <00:06:02.805>them <00:06:02.909>just <00:06:03.014>happening <00:06:03.118>recently.

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<00:06:03.270>couple <00:06:03.271>of <00:06:03.273>them <00:06:03.275>just <00:06:03.277>happening <00:06:03.279>recently.

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<00:06:03.280>couple <00:06:03.387>of <00:06:03.495>them <00:06:03.603>just <00:06:03.710>happening <00:06:03.818>recently. <00:06:03.926>There <00:06:04.033>was <00:06:04.141>one <00:06:04.249>at <00:06:04.356>GitHub <00:06:04.464>as <00:06:04.572>well, <00:06:04.679>right?

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<00:06:05.270>There <00:06:05.271>was <00:06:05.272>one <00:06:05.273>at <00:06:05.275>GitHub <00:06:05.276>as <00:06:05.277>well, <00:06:05.279>right?

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<00:06:05.280>There <00:06:05.367>was <00:06:05.455>one <00:06:05.542>at <00:06:05.630>GitHub <00:06:05.717>as <00:06:05.804>well, <00:06:05.892>right? <00:06:05.979>So <00:06:06.067>the <00:06:06.155>what <00:06:06.242>I'm <00:06:06.330>trying <00:06:06.417>to <00:06:06.505>say <00:06:06.592>is <00:06:06.679>not

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<00:06:07.270>So <00:06:07.271>the <00:06:07.272>what <00:06:07.273>I'm <00:06:07.274>trying <00:06:07.275>to <00:06:07.276>say <00:06:07.277>is <00:06:07.279>not

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<00:06:07.280>So <00:06:07.380>the <00:06:07.479>what <00:06:07.580>I'm <00:06:07.679>trying <00:06:07.780>to <00:06:07.880>say <00:06:07.979>is <00:06:08.080>not <00:06:08.179>that <00:06:08.280>these <00:06:08.380>organizations <00:06:08.479>are <00:06:08.580>doing <00:06:08.679>the

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<00:06:08.870>that <00:06:08.871>these <00:06:08.873>organizations <00:06:08.875>are <00:06:08.877>doing <00:06:08.879>the

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<00:06:08.880>that <00:06:08.993>these <00:06:09.106>organizations <00:06:09.219>are <00:06:09.332>doing <00:06:09.446>the <00:06:09.559>wrong <00:06:09.672>thing. <00:06:09.786>That's <00:06:09.899>not <00:06:10.012>what <00:06:10.125>I'm <00:06:10.239>trying

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<00:06:10.390>wrong <00:06:10.391>thing. <00:06:10.393>That's <00:06:10.394>not <00:06:10.395>what <00:06:10.397>I'm <00:06:10.399>trying

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<00:06:10.400>wrong <00:06:10.493>thing. <00:06:10.586>That's <00:06:10.679>not <00:06:10.773>what <00:06:10.866>I'm <00:06:10.960>trying <00:06:11.053>to <00:06:11.146>say. <00:06:11.239>What <00:06:11.333>I'm <00:06:11.426>trying <00:06:11.520>to <00:06:11.613>say <00:06:11.706>is <00:06:11.799>we

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<00:06:12.790>to <00:06:12.791>say. <00:06:12.792>What <00:06:12.793>I'm <00:06:12.794>trying <00:06:12.795>to <00:06:12.796>say <00:06:12.797>is <00:06:12.799>we

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<00:06:12.800>to <00:06:12.887>say. <00:06:12.975>What <00:06:13.062>I'm <00:06:13.150>trying <00:06:13.237>to <00:06:13.325>say <00:06:13.412>is <00:06:13.500>we <00:06:13.587>we've <00:06:13.675>just <00:06:13.762>got <00:06:13.850>a <00:06:13.937>problem <00:06:14.025>where <00:06:14.112>most <00:06:14.200>of

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<00:06:15.270>we've <00:06:15.271>just <00:06:15.272>got <00:06:15.273>a <00:06:15.275>problem <00:06:15.276>where <00:06:15.277>most <00:06:15.279>of

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<00:06:15.280>we've <00:06:15.387>just <00:06:15.495>got <00:06:15.603>a <00:06:15.710>problem <00:06:15.818>where <00:06:15.926>most <00:06:16.033>of <00:06:16.141>us, <00:06:16.249>myself <00:06:16.356>inclusive, <00:06:16.464>we're <00:06:16.572>all <00:06:16.679>just

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<00:06:17.270>us, <00:06:17.271>myself <00:06:17.273>inclusive, <00:06:17.275>we're <00:06:17.277>all <00:06:17.279>just

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<00:06:17.280>us, <00:06:17.396>myself <00:06:17.513>inclusive, <00:06:17.630>we're <00:06:17.746>all <00:06:17.863>just <00:06:17.979>figuring <00:06:18.096>this <00:06:18.213>out <00:06:18.330>in <00:06:18.446>this <00:06:18.563>new <00:06:18.679>reality,

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<00:06:19.590>figuring <00:06:19.591>this <00:06:19.592>out <00:06:19.594>in <00:06:19.596>this <00:06:19.597>new <00:06:19.599>reality,

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<00:06:19.600>figuring <00:06:19.700>this <00:06:19.800>out <00:06:19.900>in <00:06:20.000>this <00:06:20.100>new <00:06:20.200>reality, <00:06:20.300>right? <00:06:20.400>And <00:06:20.500>what <00:06:20.600>I'm <00:06:20.700>here <00:06:20.800>to <00:06:20.900>share <00:06:21.000>is

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<00:06:21.590>right? <00:06:21.591>And <00:06:21.592>what <00:06:21.593>I'm <00:06:21.595>here <00:06:21.596>to <00:06:21.597>share <00:06:21.599>is

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<00:06:21.600>right? <00:06:21.693>And <00:06:21.786>what <00:06:21.880>I'm <00:06:21.973>here <00:06:22.066>to <00:06:22.160>share <00:06:22.253>is <00:06:22.346>what's <00:06:22.440>worked <00:06:22.533>for <00:06:22.626>us <00:06:22.720>and <00:06:22.813>some <00:06:22.906>of <00:06:23.000>the

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<00:06:23.270>what's <00:06:23.271>worked <00:06:23.272>for <00:06:23.273>us <00:06:23.275>and <00:06:23.276>some <00:06:23.277>of <00:06:23.279>the

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<00:06:23.280>what's <00:06:23.396>worked <00:06:23.513>for <00:06:23.630>us <00:06:23.746>and <00:06:23.863>some <00:06:23.979>of <00:06:24.096>the <00:06:24.213>teams <00:06:24.330>that <00:06:24.446>we <00:06:24.563>work <00:06:24.679>with.

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<00:06:25.909>teams <00:06:25.911>that <00:06:25.913>we <00:06:25.915>work <00:06:25.918>with.

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<00:06:25.919>teams <00:06:26.019>that <00:06:26.119>we <00:06:26.219>work <00:06:26.318>with. <00:06:26.419>Great. <00:06:26.519>So <00:06:26.619>now <00:06:26.719>we <00:06:26.818>get <00:06:26.919>to <00:06:27.019>like <00:06:27.119>the <00:06:27.219>crux <00:06:27.318>of

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<00:06:29.350>Great. <00:06:29.351>So <00:06:29.352>now <00:06:29.353>we <00:06:29.354>get <00:06:29.355>to <00:06:29.356>like <00:06:29.357>the <00:06:29.358>crux <00:06:29.359>of

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<00:06:29.360>Great. <00:06:29.442>So <00:06:29.524>now <00:06:29.607>we <00:06:29.689>get <00:06:29.771>to <00:06:29.854>like <00:06:29.936>the <00:06:30.018>crux <00:06:30.101>of <00:06:30.183>of <00:06:30.265>the <00:06:30.348>talk <00:06:30.430>is <00:06:30.512>I <00:06:30.595>have <00:06:30.677>described <00:06:30.760>the

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<00:06:32.550>of <00:06:32.551>the <00:06:32.552>talk <00:06:32.553>is <00:06:32.555>I <00:06:32.556>have <00:06:32.557>described <00:06:32.559>the

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<00:06:32.560>of <00:06:32.660>the <00:06:32.760>talk <00:06:32.860>is <00:06:32.960>I <00:06:33.060>have <00:06:33.160>described <00:06:33.260>the <00:06:33.360>problem. <00:06:33.460>Now <00:06:33.560>how <00:06:33.660>exactly <00:06:33.760>do <00:06:33.860>we <00:06:33.960>harden

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<00:06:35.990>problem. <00:06:35.991>Now <00:06:35.993>how <00:06:35.994>exactly <00:06:35.996>do <00:06:35.997>we <00:06:35.999>harden

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<00:06:36.000>problem. <00:06:36.100>Now <00:06:36.200>how <00:06:36.300>exactly <00:06:36.400>do <00:06:36.500>we <00:06:36.600>harden <00:06:36.700>the <00:06:36.800>life <00:06:36.900>cycle? <00:06:37.000>Now <00:06:37.100>if <00:06:37.200>you <00:06:37.300>remember <00:06:37.400>what

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<00:06:37.990>the <00:06:37.991>life <00:06:37.992>cycle? <00:06:37.993>Now <00:06:37.995>if <00:06:37.996>you <00:06:37.997>remember <00:06:37.999>what

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<00:06:38.000>the <00:06:38.100>life <00:06:38.200>cycle? <00:06:38.300>Now <00:06:38.400>if <00:06:38.500>you <00:06:38.600>remember <00:06:38.700>what <00:06:38.800>I <00:06:38.900>talked <00:06:39.000>about <00:06:39.100>before <00:06:39.200>the <00:06:39.300>classic <00:06:39.400>life

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<00:06:40.390>I <00:06:40.391>talked <00:06:40.393>about <00:06:40.394>before <00:06:40.395>the <00:06:40.397>classic <00:06:40.399>life

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<00:06:40.400>I <00:06:40.516>talked <00:06:40.633>about <00:06:40.750>before <00:06:40.866>the <00:06:40.983>classic <00:06:41.099>life <00:06:41.216>cycle <00:06:41.333>everything <00:06:41.450>that <00:06:41.566>I'm <00:06:41.683>going <00:06:41.799>to

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<00:06:42.070>cycle <00:06:42.071>everything <00:06:42.073>that <00:06:42.075>I'm <00:06:42.077>going <00:06:42.079>to

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<00:06:42.080>cycle <00:06:42.313>everything <00:06:42.546>that <00:06:42.780>I'm <00:06:43.013>going <00:06:43.246>to <00:06:43.479>explain

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explain

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<00:06:44.240>explain <00:06:44.473>is <00:06:44.706>that <00:06:44.940>a <00:06:45.173>wind <00:06:45.406>[laughter] <00:06:45.640>okay

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<00:06:46.150>is <00:06:46.151>that <00:06:46.153>a <00:06:46.155>wind <00:06:46.157>[laughter] <00:06:46.159>okay

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<00:06:46.159>is <00:06:46.277>that <00:06:46.394>a <00:06:46.510>wind <00:06:46.628>[laughter] <00:06:46.745>okay <00:06:46.862>everything <00:06:46.979>that <00:06:47.096>I'm <00:06:47.213>going <00:06:47.330>to <00:06:47.447>explain

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<00:06:47.590>everything <00:06:47.591>that <00:06:47.593>I'm <00:06:47.595>going <00:06:47.597>to <00:06:47.599>explain

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<00:06:47.600>everything <00:06:47.707>that <00:06:47.815>I'm <00:06:47.923>going <00:06:48.030>to <00:06:48.138>explain <00:06:48.246>essentially <00:06:48.353>comes <00:06:48.461>down <00:06:48.569>to <00:06:48.676>how <00:06:48.784>do <00:06:48.892>we <00:06:49.000>make

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<00:06:50.469>essentially <00:06:50.470>comes <00:06:50.471>down <00:06:50.472>to <00:06:50.474>how <00:06:50.475>do <00:06:50.476>we <00:06:50.478>make

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<00:06:50.479>essentially <00:06:50.579>comes <00:06:50.679>down <00:06:50.779>to <00:06:50.878>how <00:06:50.979>do <00:06:51.079>we <00:06:51.179>make <00:06:51.279>that <00:06:51.378>life <00:06:51.479>cycle <00:06:51.579>hardened <00:06:51.679>so <00:06:51.779>you <00:06:51.878>don't

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<00:06:53.110>that <00:06:53.111>life <00:06:53.113>cycle <00:06:53.114>hardened <00:06:53.116>so <00:06:53.117>you <00:06:53.119>don't

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<00:06:53.120>that <00:06:53.227>life <00:06:53.335>cycle <00:06:53.443>hardened <00:06:53.550>so <00:06:53.658>you <00:06:53.766>don't <00:06:53.873>have <00:06:53.981>you <00:06:54.089>don't <00:06:54.196>have <00:06:54.304>that <00:06:54.412>that <00:06:54.520>pullback

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<00:06:55.510>have <00:06:55.511>you <00:06:55.513>don't <00:06:55.514>have <00:06:55.515>that <00:06:55.517>that <00:06:55.519>pullback

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<00:06:55.520>have <00:06:55.719>you <00:06:55.919>don't <00:06:56.120>have <00:06:56.320>that <00:06:56.520>that <00:06:56.719>pullback <00:06:56.919>right

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right

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<00:06:57.280>right <00:06:57.513>now <00:06:57.746>let's <00:06:57.979>set <00:06:58.213>expectations <00:06:58.446>straight <00:06:58.679>so

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<00:07:02.390>now <00:07:02.391>let's <00:07:02.393>set <00:07:02.395>expectations <00:07:02.397>straight <00:07:02.399>so

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<00:07:02.400>now <00:07:02.516>let's <00:07:02.633>set <00:07:02.750>expectations <00:07:02.866>straight <00:07:02.983>so <00:07:03.099>when <00:07:03.216>you <00:07:03.333>think <00:07:03.450>about <00:07:03.566>this <00:07:03.683>there's <00:07:03.799>two

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<00:07:04.870>when <00:07:04.871>you <00:07:04.873>think <00:07:04.874>about <00:07:04.876>this <00:07:04.877>there's <00:07:04.879>two

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<00:07:04.880>when <00:07:04.996>you <00:07:05.113>think <00:07:05.230>about <00:07:05.346>this <00:07:05.463>there's <00:07:05.580>two <00:07:05.696>positions <00:07:05.813>you <00:07:05.930>could <00:07:06.046>potentially <00:07:06.163>take <00:07:06.280>on

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<00:07:07.909>positions <00:07:07.910>you <00:07:07.912>could <00:07:07.914>potentially <00:07:07.916>take <00:07:07.918>on

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<00:07:07.919>positions <00:07:08.035>you <00:07:08.152>could <00:07:08.269>potentially <00:07:08.385>take <00:07:08.502>on <00:07:08.619>the <00:07:08.735>very <00:07:08.852>extreme. <00:07:08.969>You <00:07:09.085>could <00:07:09.202>say, <00:07:09.318>uh,

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<00:07:10.309>the <00:07:10.310>very <00:07:10.312>extreme. <00:07:10.313>You <00:07:10.315>could <00:07:10.316>say, <00:07:10.318>uh,

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<00:07:10.319>the <00:07:10.426>very <00:07:10.534>extreme. <00:07:10.642>You <00:07:10.749>could <00:07:10.857>say, <00:07:10.965>uh, <00:07:11.072>coding <00:07:11.180>agents, <00:07:11.288>they're <00:07:11.395>just <00:07:11.503>not <00:07:11.611>meant <00:07:11.719>to

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<00:07:12.390>coding <00:07:12.391>agents, <00:07:12.393>they're <00:07:12.394>just <00:07:12.395>not <00:07:12.397>meant <00:07:12.399>to

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<00:07:12.400>coding <00:07:12.500>agents, <00:07:12.599>they're <00:07:12.700>just <00:07:12.799>not <00:07:12.900>meant <00:07:13.000>to <00:07:13.099>be <00:07:13.200>used <00:07:13.299>in <00:07:13.400>production. <00:07:13.500>It's <00:07:13.599>just <00:07:13.700>AI <00:07:13.799>is

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<00:07:14.390>be <00:07:14.391>used <00:07:14.392>in <00:07:14.393>production. <00:07:14.395>It's <00:07:14.396>just <00:07:14.397>AI <00:07:14.399>is

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<00:07:14.400>be <00:07:14.493>used <00:07:14.586>in <00:07:14.679>production. <00:07:14.773>It's <00:07:14.866>just <00:07:14.960>AI <00:07:15.053>is <00:07:15.146>AI <00:07:15.239>is <00:07:15.333>bad, <00:07:15.426>right? <00:07:15.520>That's <00:07:15.613>an <00:07:15.706>extreme. <00:07:15.799>The

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<00:07:17.670>AI <00:07:17.671>is <00:07:17.672>bad, <00:07:17.673>right? <00:07:17.675>That's <00:07:17.676>an <00:07:17.677>extreme. <00:07:17.679>The

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<00:07:17.680>AI <00:07:17.773>is <00:07:17.866>bad, <00:07:17.960>right? <00:07:18.053>That's <00:07:18.146>an <00:07:18.240>extreme. <00:07:18.333>The <00:07:18.426>other <00:07:18.520>extreme <00:07:18.613>you <00:07:18.706>could <00:07:18.800>come <00:07:18.893>up <00:07:18.986>with <00:07:19.080>is

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<00:07:19.990>other <00:07:19.991>extreme <00:07:19.992>you <00:07:19.993>could <00:07:19.995>come <00:07:19.996>up <00:07:19.997>with <00:07:19.999>is

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<00:07:20.000>other <00:07:20.093>extreme <00:07:20.186>you <00:07:20.280>could <00:07:20.373>come <00:07:20.466>up <00:07:20.560>with <00:07:20.653>is <00:07:20.746>say, <00:07:20.840>well, <00:07:20.933>all <00:07:21.026>I <00:07:21.120>care <00:07:21.213>about <00:07:21.306>is <00:07:21.400>shipping

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<00:07:22.790>say, <00:07:22.791>well, <00:07:22.792>all <00:07:22.793>I <00:07:22.795>care <00:07:22.796>about <00:07:22.797>is <00:07:22.799>shipping

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<00:07:22.800>say, <00:07:22.907>well, <00:07:23.015>all <00:07:23.123>I <00:07:23.230>care <00:07:23.338>about <00:07:23.446>is <00:07:23.553>shipping <00:07:23.661>zero <00:07:23.769>bug <00:07:23.876>software. <00:07:23.984>That's <00:07:24.092>that's <00:07:24.200>never

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<00:07:25.350>zero <00:07:25.351>bug <00:07:25.353>software. <00:07:25.355>That's <00:07:25.357>that's <00:07:25.359>never

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<00:07:25.360>zero <00:07:25.449>bug <00:07:25.538>software. <00:07:25.627>That's <00:07:25.717>that's <00:07:25.806>never <00:07:25.895>going <00:07:25.984>to <00:07:26.074>work. <00:07:26.163>There's <00:07:26.252>always <00:07:26.341>going <00:07:26.431>to

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<00:07:26.550>going <00:07:26.551>to <00:07:26.553>work. <00:07:26.554>There's <00:07:26.556>always <00:07:26.557>going <00:07:26.559>to

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<00:07:26.560>going <00:07:26.687>to <00:07:26.814>work. <00:07:26.941>There's <00:07:27.069>always <00:07:27.196>going <00:07:27.323>to <00:07:27.450>be, <00:07:27.578>you <00:07:27.705>know, <00:07:27.832>miscalculated <00:07:27.960>intent,

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<00:07:29.270>be, <00:07:29.272>you <00:07:29.274>know, <00:07:29.276>miscalculated <00:07:29.279>intent,

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<00:07:29.280>be, <00:07:29.407>you <00:07:29.534>know, <00:07:29.661>miscalculated <00:07:29.789>intent, <00:07:29.916>users <00:07:30.043>doing <00:07:30.170>weird <00:07:30.298>things <00:07:30.425>that <00:07:30.552>you've <00:07:30.679>not

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<00:07:31.110>users <00:07:31.111>doing <00:07:31.113>weird <00:07:31.114>things <00:07:31.116>that <00:07:31.117>you've <00:07:31.119>not

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<00:07:31.120>users <00:07:31.227>doing <00:07:31.335>weird <00:07:31.443>things <00:07:31.550>that <00:07:31.658>you've <00:07:31.766>not <00:07:31.873>anticipated. <00:07:31.981>So <00:07:32.089>[snorts] <00:07:32.196>my <00:07:32.304>goal <00:07:32.412>here <00:07:32.520>is

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<00:07:34.150>anticipated. <00:07:34.151>So <00:07:34.152>[snorts] <00:07:34.154>my <00:07:34.155>goal <00:07:34.157>here <00:07:34.159>is

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<00:07:34.159>anticipated. <00:07:34.276>So <00:07:34.393>[snorts] <00:07:34.510>my <00:07:34.626>goal <00:07:34.743>here <00:07:34.859>is <00:07:34.976>to <00:07:35.093>ensure <00:07:35.210>that <00:07:35.326>reality <00:07:35.443>means <00:07:35.559>edging

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<00:07:37.110>to <00:07:37.111>ensure <00:07:37.113>that <00:07:37.115>reality <00:07:37.117>means <00:07:37.119>edging

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<00:07:37.120>to <00:07:37.247>ensure <00:07:37.374>that <00:07:37.501>reality <00:07:37.629>means <00:07:37.756>edging <00:07:37.883>towards <00:07:38.010>the <00:07:38.138>right <00:07:38.265>right <00:07:38.392>it's <00:07:38.520>not

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<00:07:39.670>towards <00:07:39.671>the <00:07:39.673>right <00:07:39.675>right <00:07:39.677>it's <00:07:39.679>not

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<00:07:39.680>towards <00:07:39.820>the <00:07:39.960>right <00:07:40.100>right <00:07:40.240>it's <00:07:40.380>not <00:07:40.520>completely <00:07:40.660>perfect <00:07:40.800>zero <00:07:40.940>bucks <00:07:41.080>software

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<00:07:42.308>completely <00:07:42.311>perfect <00:07:42.313>zero <00:07:42.315>bucks <00:07:42.318>software

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<00:07:42.319>completely <00:07:42.426>perfect <00:07:42.534>zero <00:07:42.642>bucks <00:07:42.749>software <00:07:42.857>but <00:07:42.965>the <00:07:43.072>goal <00:07:43.180>here <00:07:43.288>is <00:07:43.395>to <00:07:43.503>edge <00:07:43.611>to <00:07:43.719>edge

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<00:07:44.550>but <00:07:44.551>the <00:07:44.552>goal <00:07:44.553>here <00:07:44.554>is <00:07:44.555>to <00:07:44.556>edge <00:07:44.557>to <00:07:44.559>edge

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<00:07:44.560>but <00:07:44.715>the <00:07:44.871>goal <00:07:45.026>here <00:07:45.182>is <00:07:45.337>to <00:07:45.493>edge <00:07:45.648>to <00:07:45.804>edge <00:07:45.960>right

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right

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<00:07:46.159>right <00:07:46.315>now <00:07:46.471>to <00:07:46.626>do <00:07:46.782>this <00:07:46.937>this <00:07:47.093>entire <00:07:47.248>talk <00:07:47.404>is <00:07:47.559>not

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<00:07:50.070>now <00:07:50.071>to <00:07:50.072>do <00:07:50.073>this <00:07:50.074>this <00:07:50.075>entire <00:07:50.076>talk <00:07:50.077>is <00:07:50.079>not

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<00:07:50.080>now <00:07:50.162>to <00:07:50.244>do <00:07:50.327>this <00:07:50.409>this <00:07:50.491>entire <00:07:50.574>talk <00:07:50.656>is <00:07:50.738>not <00:07:50.821>meant <00:07:50.903>to <00:07:50.985>be <00:07:51.068>uh <00:07:51.150>a <00:07:51.232>phd <00:07:51.315>level <00:07:51.397>lecture <00:07:51.479>not

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<00:07:55.510>meant <00:07:55.511>to <00:07:55.512>be <00:07:55.513>uh <00:07:55.514>a <00:07:55.515>phd <00:07:55.516>level <00:07:55.517>lecture <00:07:55.519>not

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<00:07:55.520>meant <00:07:55.607>to <00:07:55.695>be <00:07:55.782>uh <00:07:55.870>a <00:07:55.957>phd <00:07:56.044>level <00:07:56.132>lecture <00:07:56.219>not <00:07:56.307>really <00:07:56.395>it <00:07:56.482>all <00:07:56.570>just <00:07:56.657>comes <00:07:56.745>down <00:07:56.832>to <00:07:56.919>two

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<00:07:57.589>really <00:07:57.590>it <00:07:57.591>all <00:07:57.592>just <00:07:57.594>comes <00:07:57.595>down <00:07:57.596>to <00:07:57.598>two

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<00:07:57.599>really <00:07:57.699>it <00:07:57.799>all <00:07:57.899>just <00:07:57.998>comes <00:07:58.099>down <00:07:58.199>to <00:07:58.299>two <00:07:58.399>principles <00:07:58.498>and <00:07:58.599>that's <00:07:58.699>what <00:07:58.799>I'm <00:07:58.899>going <00:07:58.998>to

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<00:07:59.350>principles <00:07:59.351>and <00:07:59.353>that's <00:07:59.354>what <00:07:59.356>I'm <00:07:59.357>going <00:07:59.359>to

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<00:07:59.360>principles <00:07:59.467>and <00:07:59.575>that's <00:07:59.683>what <00:07:59.790>I'm <00:07:59.898>going <00:08:00.006>to <00:08:00.113>share <00:08:00.221>the <00:08:00.329>first <00:08:00.436>one <00:08:00.544>is <00:08:00.652>treating <00:08:00.760>intent

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<00:08:03.830>share <00:08:03.831>the <00:08:03.832>first <00:08:03.834>one <00:08:03.835>is <00:08:03.837>treating <00:08:03.839>intent

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<00:08:03.840>share <00:08:03.967>the <00:08:04.094>first <00:08:04.221>one <00:08:04.349>is <00:08:04.476>treating <00:08:04.603>intent <00:08:04.730>as <00:08:04.858>a <00:08:04.985>first <00:08:05.112>class <00:08:05.239>citizen

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<00:08:06.390>as <00:08:06.392>a <00:08:06.394>first <00:08:06.396>class <00:08:06.399>citizen

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<00:08:06.400>as <00:08:06.527>a <00:08:06.654>first <00:08:06.781>class <00:08:06.909>citizen <00:08:07.036>through <00:08:07.163>the <00:08:07.290>entire <00:08:07.418>life <00:08:07.545>cycle. <00:08:07.672>Now, <00:08:07.799>I'm

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<00:08:09.350>through <00:08:09.351>the <00:08:09.353>entire <00:08:09.354>life <00:08:09.356>cycle. <00:08:09.357>Now, <00:08:09.359>I'm

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<00:08:09.360>through <00:08:09.445>the <00:08:09.531>entire <00:08:09.617>life <00:08:09.703>cycle. <00:08:09.789>Now, <00:08:09.874>I'm <00:08:09.960>I'm <00:08:10.046>going <00:08:10.132>to <00:08:10.218>talk <00:08:10.303>a <00:08:10.389>bit <00:08:10.475>more <00:08:10.561>about <00:08:10.647>what

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<00:08:10.790>I'm <00:08:10.791>going <00:08:10.792>to <00:08:10.793>talk <00:08:10.794>a <00:08:10.795>bit <00:08:10.796>more <00:08:10.797>about <00:08:10.799>what

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<00:08:10.800>I'm <00:08:10.900>going <00:08:11.000>to <00:08:11.100>talk <00:08:11.200>a <00:08:11.300>bit <00:08:11.400>more <00:08:11.500>about <00:08:11.600>what <00:08:11.700>that <00:08:11.800>means, <00:08:11.900>but <00:08:12.000>what <00:08:12.100>is <00:08:12.200>intent?

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<00:08:15.990>that <00:08:15.991>means, <00:08:15.993>but <00:08:15.995>what <00:08:15.997>is <00:08:15.999>intent?

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<00:08:16.000>that <00:08:16.107>means, <00:08:16.215>but <00:08:16.323>what <00:08:16.430>is <00:08:16.538>intent? <00:08:16.646>So, <00:08:16.753>in <00:08:16.861>very <00:08:16.969>very <00:08:17.076>simple <00:08:17.184>terms, <00:08:17.292>intent <00:08:17.400>is

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<00:08:19.990>So, <00:08:19.991>in <00:08:19.992>very <00:08:19.993>very <00:08:19.995>simple <00:08:19.996>terms, <00:08:19.997>intent <00:08:19.999>is

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<00:08:20.000>So, <00:08:20.100>in <00:08:20.200>very <00:08:20.300>very <00:08:20.400>simple <00:08:20.500>terms, <00:08:20.600>intent <00:08:20.700>is <00:08:20.800>is <00:08:20.900>really <00:08:21.000>just <00:08:21.100>a <00:08:21.200>precise <00:08:21.300>statement <00:08:21.400>of

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<00:08:22.629>is <00:08:22.630>really <00:08:22.632>just <00:08:22.633>a <00:08:22.635>precise <00:08:22.636>statement <00:08:22.638>of

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<00:08:22.639>is <00:08:22.732>really <00:08:22.825>just <00:08:22.919>a <00:08:23.012>precise <00:08:23.105>statement <00:08:23.199>of <00:08:23.292>what <00:08:23.385>you <00:08:23.479>want. <00:08:23.572>But <00:08:23.665>I <00:08:23.759>like <00:08:23.852>to <00:08:23.945>say <00:08:24.039>that

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<00:08:26.150>what <00:08:26.151>you <00:08:26.152>want. <00:08:26.153>But <00:08:26.154>I <00:08:26.155>like <00:08:26.156>to <00:08:26.157>say <00:08:26.159>that

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<00:08:26.160>what <00:08:26.260>you <00:08:26.360>want. <00:08:26.460>But <00:08:26.560>I <00:08:26.660>like <00:08:26.760>to <00:08:26.860>say <00:08:26.960>that <00:08:27.060>just <00:08:27.160>explaining <00:08:27.260>what <00:08:27.360>you <00:08:27.460>want <00:08:27.560>isn't

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<00:08:28.629>just <00:08:28.630>explaining <00:08:28.632>what <00:08:28.634>you <00:08:28.636>want <00:08:28.638>isn't

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<00:08:28.639>just <00:08:28.746>explaining <00:08:28.854>what <00:08:28.962>you <00:08:29.069>want <00:08:29.177>isn't <00:08:29.285>quite <00:08:29.392>complete. <00:08:29.500>You <00:08:29.608>do <00:08:29.715>have <00:08:29.823>to <00:08:29.931>be <00:08:30.039>able

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<00:08:31.110>quite <00:08:31.111>complete. <00:08:31.112>You <00:08:31.113>do <00:08:31.115>have <00:08:31.116>to <00:08:31.117>be <00:08:31.119>able

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<00:08:31.120>quite <00:08:31.213>complete. <00:08:31.306>You <00:08:31.400>do <00:08:31.493>have <00:08:31.586>to <00:08:31.680>be <00:08:31.773>able <00:08:31.866>to <00:08:31.960>explain <00:08:32.053>what <00:08:32.146>you <00:08:32.240>want <00:08:32.333>and <00:08:32.426>how <00:08:32.520>you

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<00:08:33.588>to <00:08:33.590>explain <00:08:33.591>what <00:08:33.592>you <00:08:33.594>want <00:08:33.595>and <00:08:33.596>how <00:08:33.598>you

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<00:08:33.599>to <00:08:33.699>explain <00:08:33.799>what <00:08:33.899>you <00:08:33.999>want <00:08:34.099>and <00:08:34.199>how <00:08:34.299>you <00:08:34.399>know <00:08:34.499>that <00:08:34.599>you've <00:08:34.699>got <00:08:34.799>it. <00:08:34.899>Right? <00:08:34.999>That

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<00:08:35.750>know <00:08:35.751>that <00:08:35.753>you've <00:08:35.754>got <00:08:35.756>it. <00:08:35.757>Right? <00:08:35.759>That

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<00:08:35.760>know <00:08:35.867>that <00:08:35.975>you've <00:08:36.083>got <00:08:36.190>it. <00:08:36.298>Right? <00:08:36.406>That <00:08:36.513>that's <00:08:36.621>the <00:08:36.729>verification <00:08:36.836>bit. <00:08:36.944>And <00:08:37.052>if <00:08:37.159>you

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<00:08:37.909>that's <00:08:37.910>the <00:08:37.912>verification <00:08:37.913>bit. <00:08:37.914>And <00:08:37.916>if <00:08:37.918>you

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<00:08:37.919>that's <00:08:38.046>the <00:08:38.173>verification <00:08:38.300>bit. <00:08:38.428>And <00:08:38.555>if <00:08:38.682>you <00:08:38.809>think <00:08:38.937>about <00:08:39.064>authentic <00:08:39.191>development, <00:08:39.318>you

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<00:08:40.309>think <00:08:40.312>about <00:08:40.314>authentic <00:08:40.316>development, <00:08:40.319>you

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<00:08:40.320>think <00:08:40.447>about <00:08:40.574>authentic <00:08:40.701>development, <00:08:40.829>you <00:08:40.956>know, <00:08:41.083>one <00:08:41.210>could <00:08:41.338>argue <00:08:41.465>that <00:08:41.592>all <00:08:41.720>you're

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<00:08:42.070>know, <00:08:42.071>one <00:08:42.073>could <00:08:42.074>argue <00:08:42.076>that <00:08:42.077>all <00:08:42.079>you're

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<00:08:42.080>know, <00:08:42.180>one <00:08:42.280>could <00:08:42.380>argue <00:08:42.480>that <00:08:42.580>all <00:08:42.680>you're <00:08:42.780>doing <00:08:42.880>is <00:08:42.980>really <00:08:43.080>just <00:08:43.180>the <00:08:43.280>intent <00:08:43.380>and <00:08:43.480>the

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<00:08:45.509>doing <00:08:45.510>is <00:08:45.511>really <00:08:45.512>just <00:08:45.514>the <00:08:45.515>intent <00:08:45.516>and <00:08:45.518>the

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<00:08:45.519>doing <00:08:45.626>is <00:08:45.734>really <00:08:45.842>just <00:08:45.949>the <00:08:46.057>intent <00:08:46.165>and <00:08:46.272>the <00:08:46.380>validation <00:08:46.488>of <00:08:46.595>that <00:08:46.703>intent. <00:08:46.811>And <00:08:46.919>basically

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<00:08:48.310>validation <00:08:48.311>of <00:08:48.313>that <00:08:48.315>intent. <00:08:48.317>And <00:08:48.319>basically

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<00:08:48.320>validation <00:08:48.460>of <00:08:48.600>that <00:08:48.740>intent. <00:08:48.880>And <00:08:49.020>basically <00:08:49.160>everything <00:08:49.300>else <00:08:49.440>revolves <00:08:49.580>around <00:08:49.720>that.

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<00:08:50.230>everything <00:08:50.232>else <00:08:50.234>revolves <00:08:50.236>around <00:08:50.239>that.

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<00:08:50.240>everything <00:08:50.356>else <00:08:50.473>revolves <00:08:50.590>around <00:08:50.706>that. <00:08:50.823>Now, <00:08:50.940>I'm <00:08:51.056>going <00:08:51.173>to <00:08:51.290>talk <00:08:51.406>about <00:08:51.523>what <00:08:51.640>this

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<00:08:51.829>Now, <00:08:51.830>I'm <00:08:51.831>going <00:08:51.832>to <00:08:51.834>talk <00:08:51.835>about <00:08:51.836>what <00:08:51.838>this

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<00:08:51.839>Now, <00:08:51.926>I'm <00:08:52.013>going <00:08:52.101>to <00:08:52.189>talk <00:08:52.276>about <00:08:52.363>what <00:08:52.451>this <00:08:52.539>looks <00:08:52.626>like <00:08:52.714>in <00:08:52.801>practice. <00:08:52.888>So, <00:08:52.976>if <00:08:53.064>I <00:08:53.151>say <00:08:53.238>we

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<00:08:54.230>looks <00:08:54.231>like <00:08:54.232>in <00:08:54.233>practice. <00:08:54.234>So, <00:08:54.235>if <00:08:54.236>I <00:08:54.237>say <00:08:54.239>we

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<00:08:54.240>looks <00:08:54.322>like <00:08:54.404>in <00:08:54.487>practice. <00:08:54.569>So, <00:08:54.651>if <00:08:54.734>I <00:08:54.816>say <00:08:54.898>we <00:08:54.981>have <00:08:55.063>a <00:08:55.145>problem <00:08:55.228>and <00:08:55.310>I <00:08:55.392>say <00:08:55.475>go <00:08:55.557>ahead <00:08:55.640>and

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<00:08:56.150>have <00:08:56.151>a <00:08:56.152>problem <00:08:56.153>and <00:08:56.154>I <00:08:56.155>say <00:08:56.156>go <00:08:56.157>ahead <00:08:56.159>and

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<00:08:56.160>have <00:08:56.247>a <00:08:56.334>problem <00:08:56.422>and <00:08:56.510>I <00:08:56.597>say <00:08:56.685>go <00:08:56.772>ahead <00:08:56.860>and <00:08:56.947>fix <00:08:57.035>the <00:08:57.122>the <00:08:57.209>checkout <00:08:57.297>bug, <00:08:57.385>we <00:08:57.472>can <00:08:57.560>all

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<00:08:58.630>fix <00:08:58.631>the <00:08:58.632>the <00:08:58.633>checkout <00:08:58.635>bug, <00:08:58.636>we <00:08:58.637>can <00:08:58.639>all

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<00:08:58.640>fix <00:08:58.740>the <00:08:58.840>the <00:08:58.939>checkout <00:08:59.040>bug, <00:08:59.140>we <00:08:59.240>can <00:08:59.340>all <00:08:59.439>agree <00:08:59.540>that <00:08:59.640>that <00:08:59.740>is <00:08:59.840>that <00:08:59.939>is <00:09:00.040>just

00:09:02.870 --> 00:09:02.880 align:start position:0%
<00:09:02.870>agree <00:09:02.871>that <00:09:02.873>that <00:09:02.874>is <00:09:02.876>that <00:09:02.877>is <00:09:02.879>just

00:09:02.880 --> 00:09:05.670 align:start position:0%
<00:09:02.880>agree <00:09:02.987>that <00:09:03.095>that <00:09:03.203>is <00:09:03.310>that <00:09:03.418>is <00:09:03.526>just <00:09:03.633>arguably <00:09:03.741>bad <00:09:03.849>in <00:09:03.956>the <00:09:04.064>sense <00:09:04.172>that <00:09:04.280>there's

00:09:05.670 --> 00:09:05.680 align:start position:0%
<00:09:05.670>arguably <00:09:05.671>bad <00:09:05.673>in <00:09:05.674>the <00:09:05.675>sense <00:09:05.677>that <00:09:05.679>there's

00:09:05.680 --> 00:09:08.310 align:start position:0%
<00:09:05.680>arguably <00:09:05.780>bad <00:09:05.880>in <00:09:05.979>the <00:09:06.079>sense <00:09:06.180>that <00:09:06.280>there's <00:09:06.380>just <00:09:06.479>a <00:09:06.579>lot <00:09:06.680>of <00:09:06.780>context <00:09:06.880>missing <00:09:06.979>in <00:09:07.079>the

00:09:08.310 --> 00:09:08.320 align:start position:0%
<00:09:08.310>just <00:09:08.311>a <00:09:08.312>lot <00:09:08.313>of <00:09:08.315>context <00:09:08.316>missing <00:09:08.317>in <00:09:08.319>the

00:09:08.320 --> 00:09:10.870 align:start position:0%
<00:09:08.320>just <00:09:08.407>a <00:09:08.495>lot <00:09:08.582>of <00:09:08.670>context <00:09:08.757>missing <00:09:08.845>in <00:09:08.932>the <00:09:09.020>intent <00:09:09.107>of <00:09:09.195>what <00:09:09.282>I <00:09:09.370>want <00:09:09.457>to <00:09:09.545>do. <00:09:09.632>Right? <00:09:09.720>A

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<00:09:10.870>intent <00:09:10.871>of <00:09:10.872>what <00:09:10.873>I <00:09:10.874>want <00:09:10.875>to <00:09:10.876>do. <00:09:10.877>Right? <00:09:10.879>A

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<00:09:10.880>intent <00:09:10.980>of <00:09:11.080>what <00:09:11.180>I <00:09:11.280>want <00:09:11.380>to <00:09:11.480>do. <00:09:11.580>Right? <00:09:11.680>A <00:09:11.780>better <00:09:11.880>thing <00:09:11.980>could <00:09:12.080>be <00:09:12.180>something <00:09:12.280>like,

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<00:09:12.790>better <00:09:12.791>thing <00:09:12.793>could <00:09:12.795>be <00:09:12.797>something <00:09:12.799>like,

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<00:09:12.800>better <00:09:12.916>thing <00:09:13.033>could <00:09:13.150>be <00:09:13.266>something <00:09:13.383>like, <00:09:13.500>you <00:09:13.616>know, <00:09:13.733>go <00:09:13.849>fix <00:09:13.966>this <00:09:14.083>user <00:09:14.199>feasible

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<00:09:14.790>you <00:09:14.791>know, <00:09:14.793>go <00:09:14.794>fix <00:09:14.795>this <00:09:14.797>user <00:09:14.799>feasible

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<00:09:14.800>you <00:09:14.927>know, <00:09:15.054>go <00:09:15.181>fix <00:09:15.309>this <00:09:15.436>user <00:09:15.563>feasible <00:09:15.690>problem <00:09:15.818>and <00:09:15.945>here's <00:09:16.072>the <00:09:16.199>expected

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<00:09:16.710>problem <00:09:16.712>and <00:09:16.714>here's <00:09:16.716>the <00:09:16.719>expected

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<00:09:16.720>problem <00:09:16.875>and <00:09:17.031>here's <00:09:17.186>the <00:09:17.342>expected <00:09:17.497>behavior. <00:09:17.653>Now, <00:09:17.808>we're <00:09:17.964>getting <00:09:18.120>better.

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<00:09:18.790>behavior. <00:09:18.792>Now, <00:09:18.794>we're <00:09:18.796>getting <00:09:18.799>better.

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<00:09:18.800>behavior. <00:09:18.927>Now, <00:09:19.054>we're <00:09:19.181>getting <00:09:19.309>better. <00:09:19.436>Right? <00:09:19.563>Now, <00:09:19.690>if <00:09:19.818>you've <00:09:19.945>heard <00:09:20.072>about <00:09:20.199>things

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<00:09:20.710>Right? <00:09:20.711>Now, <00:09:20.713>if <00:09:20.714>you've <00:09:20.716>heard <00:09:20.717>about <00:09:20.719>things

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<00:09:20.720>Right? <00:09:20.860>Now, <00:09:21.000>if <00:09:21.140>you've <00:09:21.280>heard <00:09:21.420>about <00:09:21.560>things <00:09:21.700>like <00:09:21.840>specd <00:09:21.980>driven <00:09:22.120>development,

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<00:09:23.910>like <00:09:23.913>specd <00:09:23.915>driven <00:09:23.919>development,

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<00:09:23.920>like <00:09:24.036>specd <00:09:24.153>driven <00:09:24.270>development, <00:09:24.386>not <00:09:24.503>really <00:09:24.620>a <00:09:24.736>fan <00:09:24.853>per <00:09:24.969>se, <00:09:25.086>but <00:09:25.203>it <00:09:25.319>doesn't

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<00:09:26.070>not <00:09:26.071>really <00:09:26.072>a <00:09:26.073>fan <00:09:26.074>per <00:09:26.075>se, <00:09:26.076>but <00:09:26.077>it <00:09:26.079>doesn't

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<00:09:26.080>not <00:09:26.180>really <00:09:26.280>a <00:09:26.380>fan <00:09:26.480>per <00:09:26.580>se, <00:09:26.680>but <00:09:26.780>it <00:09:26.880>doesn't <00:09:26.980>really <00:09:27.080>matter. <00:09:27.180>What's <00:09:27.280>important <00:09:27.380>there <00:09:27.480>is

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<00:09:28.949>really <00:09:28.950>matter. <00:09:28.952>What's <00:09:28.954>important <00:09:28.956>there <00:09:28.958>is

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<00:09:28.959>really <00:09:29.086>matter. <00:09:29.213>What's <00:09:29.340>important <00:09:29.468>there <00:09:29.595>is <00:09:29.722>it's <00:09:29.849>essentially <00:09:29.977>a <00:09:30.104>form <00:09:30.231>of <00:09:30.358>you

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<00:09:32.070>it's <00:09:32.071>essentially <00:09:32.073>a <00:09:32.075>form <00:09:32.077>of <00:09:32.079>you

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<00:09:32.080>it's <00:09:32.220>essentially <00:09:32.360>a <00:09:32.500>form <00:09:32.640>of <00:09:32.780>you <00:09:32.920>describing <00:09:33.060>your <00:09:33.200>intent, <00:09:33.340>right? <00:09:33.480>So,

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<00:09:35.030>describing <00:09:35.032>your <00:09:35.034>intent, <00:09:35.036>right? <00:09:35.039>So,

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<00:09:35.040>describing <00:09:35.180>your <00:09:35.319>intent, <00:09:35.459>right? <00:09:35.599>So, <00:09:35.740>whatever <00:09:35.880>methodology <00:09:36.020>you <00:09:36.160>choose <00:09:36.300>to <00:09:36.439>do

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<00:09:37.030>whatever <00:09:37.031>methodology <00:09:37.033>you <00:09:37.035>choose <00:09:37.037>to <00:09:37.039>do

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<00:09:37.040>whatever <00:09:37.175>methodology <00:09:37.311>you <00:09:37.447>choose <00:09:37.583>to <00:09:37.719>do <00:09:37.855>that <00:09:37.991>with, <00:09:38.127>whether <00:09:38.263>that <00:09:38.399>is

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<00:09:38.550>that <00:09:38.552>with, <00:09:38.554>whether <00:09:38.556>that <00:09:38.559>is

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<00:09:38.560>that <00:09:38.839>with, <00:09:39.119>whether <00:09:39.400>that <00:09:39.680>is <00:09:39.959>specifications

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specifications

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<00:09:40.480>specifications <00:09:40.680>or <00:09:40.880>some <00:09:41.080>other <00:09:41.280>thing, <00:09:41.480>it <00:09:41.680>doesn't <00:09:41.880>really

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<00:09:42.070>or <00:09:42.071>some <00:09:42.073>other <00:09:42.074>thing, <00:09:42.076>it <00:09:42.077>doesn't <00:09:42.079>really

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<00:09:42.080>or <00:09:42.177>some <00:09:42.274>other <00:09:42.371>thing, <00:09:42.468>it <00:09:42.565>doesn't <00:09:42.662>really <00:09:42.759>matter. <00:09:42.856>The <00:09:42.953>goal <00:09:43.050>is <00:09:43.147>you <00:09:43.244>want <00:09:43.341>to <00:09:43.439>make

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<00:09:43.590>matter. <00:09:43.591>The <00:09:43.592>goal <00:09:43.593>is <00:09:43.595>you <00:09:43.596>want <00:09:43.597>to <00:09:43.599>make

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<00:09:43.600>matter. <00:09:43.700>The <00:09:43.800>goal <00:09:43.900>is <00:09:44.000>you <00:09:44.100>want <00:09:44.200>to <00:09:44.300>make <00:09:44.400>sure <00:09:44.500>that <00:09:44.600>you've <00:09:44.700>got <00:09:44.800>this <00:09:44.900>artifact <00:09:45.000>and

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<00:09:46.150>sure <00:09:46.151>that <00:09:46.153>you've <00:09:46.154>got <00:09:46.156>this <00:09:46.157>artifact <00:09:46.159>and

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<00:09:46.160>sure <00:09:46.247>that <00:09:46.334>you've <00:09:46.422>got <00:09:46.510>this <00:09:46.597>artifact <00:09:46.685>and <00:09:46.772>it <00:09:46.860>is <00:09:46.947>not <00:09:47.035>it <00:09:47.122>is <00:09:47.209>not <00:09:47.297>enough <00:09:47.385>for <00:09:47.472>this <00:09:47.560>to

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<00:09:50.310>it <00:09:50.310>is <00:09:50.312>not <00:09:50.313>it <00:09:50.314>is <00:09:50.315>not <00:09:50.316>enough <00:09:50.317>for <00:09:50.318>this <00:09:50.319>to

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<00:09:50.320>it <00:09:50.402>is <00:09:50.484>not <00:09:50.567>it <00:09:50.649>is <00:09:50.731>not <00:09:50.814>enough <00:09:50.896>for <00:09:50.978>this <00:09:51.061>to <00:09:51.143>just <00:09:51.225>be <00:09:51.308>a <00:09:51.390>markdown <00:09:51.472>file <00:09:51.555>on <00:09:51.637>your <00:09:51.720>laptop

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<00:09:53.110>just <00:09:53.111>be <00:09:53.112>a <00:09:53.113>markdown <00:09:53.115>file <00:09:53.116>on <00:09:53.117>your <00:09:53.119>laptop

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<00:09:53.120>just <00:09:53.213>be <00:09:53.306>a <00:09:53.400>markdown <00:09:53.493>file <00:09:53.586>on <00:09:53.680>your <00:09:53.773>laptop <00:09:53.866>for <00:09:53.960>a <00:09:54.053>very <00:09:54.146>important <00:09:54.240>reason <00:09:54.333>which <00:09:54.426>is <00:09:54.520>the

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<00:09:56.070>for <00:09:56.071>a <00:09:56.072>very <00:09:56.073>important <00:09:56.075>reason <00:09:56.076>which <00:09:56.077>is <00:09:56.079>the

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<00:09:56.080>for <00:09:56.173>a <00:09:56.266>very <00:09:56.360>important <00:09:56.453>reason <00:09:56.546>which <00:09:56.640>is <00:09:56.733>the <00:09:56.826>fact <00:09:56.920>that <00:09:57.013>this <00:09:57.106>intent <00:09:57.200>needs <00:09:57.293>to <00:09:57.386>be <00:09:57.480>able

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<00:09:59.030>fact <00:09:59.031>that <00:09:59.032>this <00:09:59.033>intent <00:09:59.035>needs <00:09:59.036>to <00:09:59.037>be <00:09:59.039>able

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<00:09:59.040>fact <00:09:59.140>that <00:09:59.240>this <00:09:59.339>intent <00:09:59.439>needs <00:09:59.540>to <00:09:59.640>be <00:09:59.740>able <00:09:59.839>to <00:09:59.939>be <00:10:00.040>referenced <00:10:00.140>across <00:10:00.240>the <00:10:00.339>entire <00:10:00.439>life

00:10:01.030 --> 00:10:01.040 align:start position:0%
<00:10:01.030>to <00:10:01.031>be <00:10:01.033>referenced <00:10:01.034>across <00:10:01.036>the <00:10:01.037>entire <00:10:01.039>life

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<00:10:01.040>to <00:10:01.140>be <00:10:01.240>referenced <00:10:01.339>across <00:10:01.439>the <00:10:01.540>entire <00:10:01.640>life <00:10:01.740>cycle <00:10:01.839>right <00:10:01.939>and <00:10:02.040>I'm <00:10:02.140>going <00:10:02.240>to <00:10:02.339>come <00:10:02.439>to

00:10:03.430 --> 00:10:03.440 align:start position:0%
<00:10:03.430>cycle <00:10:03.431>right <00:10:03.432>and <00:10:03.433>I'm <00:10:03.435>going <00:10:03.436>to <00:10:03.437>come <00:10:03.439>to

00:10:03.440 --> 00:10:06.630 align:start position:0%
<00:10:03.440>cycle <00:10:03.547>right <00:10:03.655>and <00:10:03.763>I'm <00:10:03.870>going <00:10:03.978>to <00:10:04.086>come <00:10:04.193>to <00:10:04.301>that <00:10:04.409>you <00:10:04.516>know <00:10:04.624>in <00:10:04.732>a <00:10:04.840>bit

00:10:06.630 --> 00:10:06.640 align:start position:0%
<00:10:06.630>that <00:10:06.631>you <00:10:06.633>know <00:10:06.635>in <00:10:06.637>a <00:10:06.639>bit

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<00:10:06.640>that <00:10:06.756>you <00:10:06.873>know <00:10:06.990>in <00:10:07.106>a <00:10:07.223>bit <00:10:07.340>an <00:10:07.456>example <00:10:07.573>of <00:10:07.689>this <00:10:07.806>in <00:10:07.923>practice <00:10:08.040>for

00:10:08.630 --> 00:10:08.640 align:start position:0%
<00:10:08.630>an <00:10:08.631>example <00:10:08.633>of <00:10:08.634>this <00:10:08.636>in <00:10:08.637>practice <00:10:08.639>for

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<00:10:08.640>an <00:10:08.747>example <00:10:08.855>of <00:10:08.963>this <00:10:09.070>in <00:10:09.178>practice <00:10:09.286>for <00:10:09.393>example <00:10:09.501>is <00:10:09.609>now <00:10:09.716>typically <00:10:09.824>when <00:10:09.932>you <00:10:10.040>write

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<00:10:11.750>example <00:10:11.751>is <00:10:11.753>now <00:10:11.754>typically <00:10:11.756>when <00:10:11.757>you <00:10:11.759>write

00:10:11.760 --> 00:10:14.389 align:start position:0%
<00:10:11.760>example <00:10:11.853>is <00:10:11.946>now <00:10:12.040>typically <00:10:12.133>when <00:10:12.226>you <00:10:12.319>write <00:10:12.413>a <00:10:12.506>love <00:10:12.600>AI <00:10:12.693>code <00:10:12.786>there's <00:10:12.880>a <00:10:12.973>law <00:10:13.066>of <00:10:13.160>emphasis

00:10:14.389 --> 00:10:14.399 align:start position:0%
<00:10:14.389>a <00:10:14.390>love <00:10:14.391>AI <00:10:14.392>code <00:10:14.393>there's <00:10:14.394>a <00:10:14.395>law <00:10:14.396>of <00:10:14.398>emphasis

00:10:14.399 --> 00:10:17.670 align:start position:0%
<00:10:14.399>a <00:10:14.481>love <00:10:14.563>AI <00:10:14.646>code <00:10:14.728>there's <00:10:14.810>a <00:10:14.893>law <00:10:14.975>of <00:10:15.057>emphasis <00:10:15.140>on <00:10:15.222>reviewing <00:10:15.304>the <00:10:15.387>PR <00:10:15.469>right <00:10:15.551>you <00:10:15.634>get <00:10:15.716>a <00:10:15.799>code

00:10:17.670 --> 00:10:17.680 align:start position:0%
<00:10:17.670>on <00:10:17.671>reviewing <00:10:17.672>the <00:10:17.673>PR <00:10:17.674>right <00:10:17.675>you <00:10:17.676>get <00:10:17.677>a <00:10:17.679>code

00:10:17.680 --> 00:10:19.670 align:start position:0%
<00:10:17.680>on <00:10:17.819>reviewing <00:10:17.959>the <00:10:18.099>PR <00:10:18.239>right <00:10:18.380>you <00:10:18.520>get <00:10:18.660>a <00:10:18.800>code <00:10:18.939>rabbit <00:10:19.079>or

00:10:19.670 --> 00:10:19.680 align:start position:0%
<00:10:19.670>rabbit <00:10:19.679>or

00:10:19.680 --> 00:10:21.509 align:start position:0%
<00:10:19.680>rabbit <00:10:19.819>or <00:10:19.959>I <00:10:20.099>don't <00:10:20.239>see <00:10:20.380>any <00:10:20.520>of <00:10:20.660>the <00:10:20.800>partners <00:10:20.939>a <00:10:21.079>dash

00:10:21.509 --> 00:10:21.519 align:start position:0%
<00:10:21.509>I <00:10:21.510>don't <00:10:21.511>see <00:10:21.512>any <00:10:21.513>of <00:10:21.514>the <00:10:21.515>partners <00:10:21.516>a <00:10:21.518>dash

00:10:21.519 --> 00:10:22.790 align:start position:0%
<00:10:21.519>I <00:10:21.600>don't <00:10:21.682>see <00:10:21.764>any <00:10:21.845>of <00:10:21.927>the <00:10:22.009>partners <00:10:22.090>a <00:10:22.172>dash <00:10:22.254>zero <00:10:22.336>I <00:10:22.417>think <00:10:22.499>that's <00:10:22.581>for <00:10:22.662>observability

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<00:10:22.790>zero <00:10:22.791>I <00:10:22.793>think <00:10:22.795>that's <00:10:22.797>for <00:10:22.799>observability

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<00:10:22.800>zero <00:10:22.907>I <00:10:23.015>think <00:10:23.123>that's <00:10:23.230>for <00:10:23.338>observability <00:10:23.446>but <00:10:23.553>you <00:10:23.661>get <00:10:23.769>something <00:10:23.876>to <00:10:23.984>help <00:10:24.092>you <00:10:24.199>review

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<00:10:24.389>but <00:10:24.390>you <00:10:24.391>get <00:10:24.392>something <00:10:24.394>to <00:10:24.395>help <00:10:24.396>you <00:10:24.398>review

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<00:10:24.399>but <00:10:24.492>you <00:10:24.585>get <00:10:24.679>something <00:10:24.772>to <00:10:24.865>help <00:10:24.959>you <00:10:25.052>review <00:10:25.145>your <00:10:25.239>PRs <00:10:25.332>but <00:10:25.425>if <00:10:25.519>you <00:10:25.612>think <00:10:25.705>about <00:10:25.799>intent

00:10:27.269 --> 00:10:27.279 align:start position:0%
<00:10:27.269>your <00:10:27.270>PRs <00:10:27.271>but <00:10:27.272>if <00:10:27.274>you <00:10:27.275>think <00:10:27.276>about <00:10:27.278>intent

00:10:27.279 --> 00:10:29.750 align:start position:0%
<00:10:27.279>your <00:10:27.366>PRs <00:10:27.454>but <00:10:27.541>if <00:10:27.629>you <00:10:27.716>think <00:10:27.804>about <00:10:27.891>intent <00:10:27.979>and <00:10:28.066>you <00:10:28.154>just <00:10:28.241>step <00:10:28.329>back <00:10:28.416>a <00:10:28.504>little <00:10:28.591>bit <00:10:28.679>you

00:10:29.750 --> 00:10:29.760 align:start position:0%
<00:10:29.750>and <00:10:29.751>you <00:10:29.752>just <00:10:29.753>step <00:10:29.754>back <00:10:29.755>a <00:10:29.756>little <00:10:29.757>bit <00:10:29.759>you

00:10:29.760 --> 00:10:31.350 align:start position:0%
<00:10:29.760>and <00:10:29.853>you <00:10:29.946>just <00:10:30.040>step <00:10:30.133>back <00:10:30.226>a <00:10:30.319>little <00:10:30.413>bit <00:10:30.506>you <00:10:30.600>realize <00:10:30.693>that <00:10:30.786>you <00:10:30.880>might <00:10:30.973>be <00:10:31.066>doing <00:10:31.160>this

00:10:31.350 --> 00:10:31.360 align:start position:0%
<00:10:31.350>realize <00:10:31.351>that <00:10:31.353>you <00:10:31.354>might <00:10:31.356>be <00:10:31.357>doing <00:10:31.359>this

00:10:31.360 --> 00:10:35.509 align:start position:0%
<00:10:31.360>realize <00:10:31.460>that <00:10:31.560>you <00:10:31.660>might <00:10:31.760>be <00:10:31.860>doing <00:10:31.960>this <00:10:32.060>wrong <00:10:32.160>because <00:10:32.260>if <00:10:32.360>in <00:10:32.460>your <00:10:32.560>plan <00:10:32.660>just <00:10:32.760>one

00:10:35.509 --> 00:10:35.519 align:start position:0%
<00:10:35.509>wrong <00:10:35.510>because <00:10:35.511>if <00:10:35.512>in <00:10:35.514>your <00:10:35.515>plan <00:10:35.516>just <00:10:35.518>one

00:10:35.519 --> 00:10:38.310 align:start position:0%
<00:10:35.519>wrong <00:10:35.619>because <00:10:35.719>if <00:10:35.819>in <00:10:35.919>your <00:10:36.019>plan <00:10:36.119>just <00:10:36.219>one <00:10:36.319>bad <00:10:36.419>decision <00:10:36.519>in <00:10:36.619>your <00:10:36.719>initial <00:10:36.819>plan <00:10:36.919>means

00:10:38.310 --> 00:10:38.320 align:start position:0%
<00:10:38.310>bad <00:10:38.311>decision <00:10:38.313>in <00:10:38.314>your <00:10:38.316>initial <00:10:38.317>plan <00:10:38.319>means

00:10:38.320 --> 00:10:40.870 align:start position:0%
<00:10:38.320>bad <00:10:38.420>decision <00:10:38.520>in <00:10:38.620>your <00:10:38.720>initial <00:10:38.820>plan <00:10:38.920>means <00:10:39.020>that <00:10:39.120>the <00:10:39.220>agent <00:10:39.320>goes <00:10:39.420>out <00:10:39.520>and <00:10:39.620>writes <00:10:39.720>100

00:10:40.870 --> 00:10:40.880 align:start position:0%
<00:10:40.870>that <00:10:40.871>the <00:10:40.872>agent <00:10:40.873>goes <00:10:40.875>out <00:10:40.876>and <00:10:40.877>writes <00:10:40.879>100

00:10:40.880 --> 00:10:43.030 align:start position:0%
<00:10:40.880>that <00:10:40.980>the <00:10:41.080>agent <00:10:41.180>goes <00:10:41.280>out <00:10:41.380>and <00:10:41.480>writes <00:10:41.580>100 <00:10:41.680>lines <00:10:41.780>of <00:10:41.880>code <00:10:41.980>that <00:10:42.080>is <00:10:42.180>just <00:10:42.280>completely

00:10:43.030 --> 00:10:43.040 align:start position:0%
<00:10:43.030>lines <00:10:43.031>of <00:10:43.033>code <00:10:43.034>that <00:10:43.036>is <00:10:43.037>just <00:10:43.039>completely

00:10:43.040 --> 00:10:45.750 align:start position:0%
<00:10:43.040>lines <00:10:43.140>of <00:10:43.240>code <00:10:43.339>that <00:10:43.439>is <00:10:43.540>just <00:10:43.640>completely <00:10:43.740>wrong, <00:10:43.839>right? <00:10:43.939>So, <00:10:44.040>what <00:10:44.140>I <00:10:44.240>like <00:10:44.339>to <00:10:44.439>say

00:10:45.750 --> 00:10:45.760 align:start position:0%
<00:10:45.750>wrong, <00:10:45.751>right? <00:10:45.752>So, <00:10:45.753>what <00:10:45.755>I <00:10:45.756>like <00:10:45.757>to <00:10:45.759>say

00:10:45.760 --> 00:10:49.750 align:start position:0%
<00:10:45.760>wrong, <00:10:45.853>right? <00:10:45.946>So, <00:10:46.040>what <00:10:46.133>I <00:10:46.226>like <00:10:46.319>to <00:10:46.413>say <00:10:46.506>first <00:10:46.600>is <00:10:46.693>how <00:10:46.786>about <00:10:46.880>you <00:10:46.973>review <00:10:47.066>the <00:10:47.160>plan,

00:10:49.750 --> 00:10:49.760 align:start position:0%
<00:10:49.750>first <00:10:49.751>is <00:10:49.752>how <00:10:49.753>about <00:10:49.755>you <00:10:49.756>review <00:10:49.757>the <00:10:49.759>plan,

00:10:49.760 --> 00:10:52.870 align:start position:0%
<00:10:49.760>first <00:10:49.853>is <00:10:49.946>how <00:10:50.040>about <00:10:50.133>you <00:10:50.226>review <00:10:50.319>the <00:10:50.413>plan, <00:10:50.506>right? <00:10:50.600>As <00:10:50.693>opposed <00:10:50.786>to <00:10:50.880>so <00:10:50.973>much <00:10:51.066>emphasis <00:10:51.160>on

00:10:52.870 --> 00:10:52.880 align:start position:0%
<00:10:52.870>right? <00:10:52.871>As <00:10:52.872>opposed <00:10:52.873>to <00:10:52.875>so <00:10:52.876>much <00:10:52.877>emphasis <00:10:52.879>on

00:10:52.880 --> 00:10:55.350 align:start position:0%
<00:10:52.880>right? <00:10:52.980>As <00:10:53.080>opposed <00:10:53.180>to <00:10:53.280>so <00:10:53.380>much <00:10:53.480>emphasis <00:10:53.580>on <00:10:53.680>the <00:10:53.780>later <00:10:53.880>artifact, <00:10:53.980>start <00:10:54.080>with <00:10:54.180>the, <00:10:54.280>you

00:10:55.350 --> 00:10:55.360 align:start position:0%
<00:10:55.350>the <00:10:55.351>later <00:10:55.353>artifact, <00:10:55.354>start <00:10:55.356>with <00:10:55.357>the, <00:10:55.359>you

00:10:55.360 --> 00:10:57.430 align:start position:0%
<00:10:55.360>the <00:10:55.467>later <00:10:55.575>artifact, <00:10:55.683>start <00:10:55.790>with <00:10:55.898>the, <00:10:56.006>you <00:10:56.113>know, <00:10:56.221>shift <00:10:56.329>left <00:10:56.436>a <00:10:56.544>little <00:10:56.652>bit, <00:10:56.760>review

00:10:57.430 --> 00:10:57.440 align:start position:0%
<00:10:57.430>know, <00:10:57.431>shift <00:10:57.433>left <00:10:57.434>a <00:10:57.436>little <00:10:57.437>bit, <00:10:57.439>review

00:10:57.440 --> 00:10:59.829 align:start position:0%
<00:10:57.440>know, <00:10:57.547>shift <00:10:57.655>left <00:10:57.763>a <00:10:57.870>little <00:10:57.978>bit, <00:10:58.086>review <00:10:58.193>the <00:10:58.301>intent, <00:10:58.409>review <00:10:58.516>the <00:10:58.624>plan, <00:10:58.732>and <00:10:58.840>then

00:10:59.829 --> 00:10:59.839 align:start position:0%
<00:10:59.829>the <00:10:59.830>intent, <00:10:59.832>review <00:10:59.833>the <00:10:59.834>plan, <00:10:59.836>and <00:10:59.838>then

00:10:59.839 --> 00:11:01.350 align:start position:0%
<00:10:59.839>the <00:10:59.962>intent, <00:11:00.086>review <00:11:00.209>the <00:11:00.333>plan, <00:11:00.457>and <00:11:00.580>then <00:11:00.704>ultimately <00:11:00.828>you're <00:11:00.951>getting <00:11:01.075>better <00:11:01.198>output

00:11:01.350 --> 00:11:01.360 align:start position:0%
<00:11:01.350>ultimately <00:11:01.352>you're <00:11:01.354>getting <00:11:01.356>better <00:11:01.359>output

00:11:01.360 --> 00:11:03.670 align:start position:0%
<00:11:01.360>ultimately <00:11:01.535>you're <00:11:01.710>getting <00:11:01.885>better <00:11:02.060>output <00:11:02.235>further <00:11:02.410>down <00:11:02.585>the <00:11:02.760>line.

00:11:03.670 --> 00:11:03.680 align:start position:0%
<00:11:03.670>further <00:11:03.673>down <00:11:03.675>the <00:11:03.679>line.

00:11:03.680 --> 00:11:07.190 align:start position:0%
<00:11:03.680>further <00:11:03.835>down <00:11:03.991>the <00:11:04.146>line. <00:11:04.302>Okay. <00:11:04.457>Now, <00:11:04.613>perhaps <00:11:04.768>the <00:11:04.924>most <00:11:05.079>important

00:11:07.190 --> 00:11:07.200 align:start position:0%
<00:11:07.190>Okay. <00:11:07.191>Now, <00:11:07.193>perhaps <00:11:07.195>the <00:11:07.197>most <00:11:07.199>important

00:11:07.200 --> 00:11:08.550 align:start position:0%
<00:11:07.200>Okay. <00:11:07.293>Now, <00:11:07.386>perhaps <00:11:07.480>the <00:11:07.573>most <00:11:07.667>important <00:11:07.760>where <00:11:07.854>we're <00:11:07.947>going <00:11:08.041>to <00:11:08.134>spend <00:11:08.228>the <00:11:08.321>rest <00:11:08.415>of

00:11:08.550 --> 00:11:08.560 align:start position:0%
<00:11:08.550>where <00:11:08.551>we're <00:11:08.552>going <00:11:08.553>to <00:11:08.555>spend <00:11:08.556>the <00:11:08.557>rest <00:11:08.559>of

00:11:08.560 --> 00:11:11.670 align:start position:0%
<00:11:08.560>where <00:11:08.647>we're <00:11:08.734>going <00:11:08.822>to <00:11:08.910>spend <00:11:08.997>the <00:11:09.084>rest <00:11:09.172>of <00:11:09.260>the <00:11:09.347>time <00:11:09.435>and <00:11:09.522>and <00:11:09.609>more <00:11:09.697>time <00:11:09.785>here <00:11:09.872>on <00:11:09.959>is

00:11:11.670 --> 00:11:11.680 align:start position:0%
<00:11:11.670>the <00:11:11.671>time <00:11:11.672>and <00:11:11.673>and <00:11:11.674>more <00:11:11.675>time <00:11:11.676>here <00:11:11.677>on <00:11:11.679>is

00:11:11.680 --> 00:11:13.990 align:start position:0%
<00:11:11.680>the <00:11:11.773>time <00:11:11.866>and <00:11:11.959>and <00:11:12.053>more <00:11:12.146>time <00:11:12.239>here <00:11:12.333>on <00:11:12.426>is <00:11:12.520>the <00:11:12.613>second <00:11:12.706>principle, <00:11:12.800>which <00:11:12.893>is <00:11:12.986>you <00:11:13.079>want

00:11:13.990 --> 00:11:14.000 align:start position:0%
<00:11:13.990>the <00:11:13.991>second <00:11:13.993>principle, <00:11:13.994>which <00:11:13.996>is <00:11:13.997>you <00:11:13.999>want

00:11:14.000 --> 00:11:17.269 align:start position:0%
<00:11:14.000>the <00:11:14.093>second <00:11:14.186>principle, <00:11:14.280>which <00:11:14.373>is <00:11:14.466>you <00:11:14.560>want <00:11:14.653>to <00:11:14.746>make <00:11:14.840>sure <00:11:14.933>that <00:11:15.026>you <00:11:15.120>build <00:11:15.213>what <00:11:15.306>I <00:11:15.400>call

00:11:17.269 --> 00:11:17.279 align:start position:0%
<00:11:17.269>to <00:11:17.270>make <00:11:17.271>sure <00:11:17.272>that <00:11:17.273>you <00:11:17.274>build <00:11:17.275>what <00:11:17.276>I <00:11:17.278>call

00:11:17.279 --> 00:11:20.069 align:start position:0%
<00:11:17.279>to <00:11:17.372>make <00:11:17.465>sure <00:11:17.559>that <00:11:17.652>you <00:11:17.745>build <00:11:17.839>what <00:11:17.932>I <00:11:18.025>call <00:11:18.119>zero <00:11:18.212>trust <00:11:18.305>harnesses <00:11:18.399>around <00:11:18.492>the <00:11:18.585>rest <00:11:18.679>of

00:11:20.069 --> 00:11:20.079 align:start position:0%
<00:11:20.069>zero <00:11:20.070>trust <00:11:20.072>harnesses <00:11:20.073>around <00:11:20.074>the <00:11:20.076>rest <00:11:20.078>of

00:11:20.079 --> 00:11:22.949 align:start position:0%
<00:11:20.079>zero <00:11:20.186>trust <00:11:20.294>harnesses <00:11:20.402>around <00:11:20.509>the <00:11:20.617>rest <00:11:20.725>of <00:11:20.832>the <00:11:20.940>life <00:11:21.048>cycle. <00:11:21.155>Now, <00:11:21.263>[snorts] <00:11:21.371>if <00:11:21.478>you

00:11:22.949 --> 00:11:22.959 align:start position:0%
<00:11:22.949>the <00:11:22.950>life <00:11:22.952>cycle. <00:11:22.953>Now, <00:11:22.954>[snorts] <00:11:22.956>if <00:11:22.958>you

00:11:22.959 --> 00:11:25.990 align:start position:0%
<00:11:22.959>the <00:11:23.066>life <00:11:23.174>cycle. <00:11:23.282>Now, <00:11:23.389>[snorts] <00:11:23.497>if <00:11:23.605>you <00:11:23.712>remember <00:11:23.820>the <00:11:23.928>first <00:11:24.035>where <00:11:24.143>I <00:11:24.251>started <00:11:24.358>with

00:11:25.990 --> 00:11:26.000 align:start position:0%
<00:11:25.990>remember <00:11:25.991>the <00:11:25.993>first <00:11:25.994>where <00:11:25.996>I <00:11:25.997>started <00:11:25.999>with

00:11:26.000 --> 00:11:28.630 align:start position:0%
<00:11:26.000>remember <00:11:26.140>the <00:11:26.280>first <00:11:26.420>where <00:11:26.560>I <00:11:26.700>started <00:11:26.840>with <00:11:26.980>the <00:11:27.120>classic <00:11:27.260>life <00:11:27.400>cycle,

00:11:28.630 --> 00:11:28.640 align:start position:0%
<00:11:28.630>the <00:11:28.633>classic <00:11:28.636>life <00:11:28.639>cycle,

00:11:28.640 --> 00:11:29.910 align:start position:0%
<00:11:28.640>the <00:11:28.743>classic <00:11:28.847>life <00:11:28.951>cycle, <00:11:29.055>now <00:11:29.159>you <00:11:29.263>don't <00:11:29.367>want <00:11:29.471>to <00:11:29.575>make <00:11:29.679>the <00:11:29.783>same

00:11:29.910 --> 00:11:29.920 align:start position:0%
<00:11:29.910>now <00:11:29.911>you <00:11:29.912>don't <00:11:29.913>want <00:11:29.915>to <00:11:29.916>make <00:11:29.917>the <00:11:29.919>same

00:11:29.920 --> 00:11:31.430 align:start position:0%
<00:11:29.920>now <00:11:30.017>you <00:11:30.114>don't <00:11:30.211>want <00:11:30.308>to <00:11:30.405>make <00:11:30.502>the <00:11:30.599>same <00:11:30.696>mistake. <00:11:30.793>You <00:11:30.890>don't <00:11:30.987>want <00:11:31.084>to <00:11:31.181>you <00:11:31.279>don't

00:11:31.430 --> 00:11:31.440 align:start position:0%
<00:11:31.430>mistake. <00:11:31.431>You <00:11:31.433>don't <00:11:31.434>want <00:11:31.436>to <00:11:31.437>you <00:11:31.439>don't

00:11:31.440 --> 00:11:34.069 align:start position:0%
<00:11:31.440>mistake. <00:11:31.547>You <00:11:31.655>don't <00:11:31.763>want <00:11:31.870>to <00:11:31.978>you <00:11:32.086>don't <00:11:32.193>want <00:11:32.301>to <00:11:32.409>accelerate <00:11:32.516>build <00:11:32.624>and <00:11:32.732>have <00:11:32.840>the

00:11:34.069 --> 00:11:34.079 align:start position:0%
<00:11:34.069>want <00:11:34.070>to <00:11:34.072>accelerate <00:11:34.073>build <00:11:34.074>and <00:11:34.076>have <00:11:34.078>the

00:11:34.079 --> 00:11:36.470 align:start position:0%
<00:11:34.079>want <00:11:34.179>to <00:11:34.279>accelerate <00:11:34.378>build <00:11:34.478>and <00:11:34.579>have <00:11:34.679>the <00:11:34.779>rest <00:11:34.878>of <00:11:34.978>the <00:11:35.079>life <00:11:35.179>cycle <00:11:35.279>stay <00:11:35.378>stale. <00:11:35.478>So

00:11:36.470 --> 00:11:36.480 align:start position:0%
<00:11:36.470>rest <00:11:36.471>of <00:11:36.472>the <00:11:36.473>life <00:11:36.475>cycle <00:11:36.476>stay <00:11:36.477>stale. <00:11:36.479>So

00:11:36.480 --> 00:11:37.990 align:start position:0%
<00:11:36.480>rest <00:11:36.564>of <00:11:36.649>the <00:11:36.734>life <00:11:36.819>cycle <00:11:36.904>stay <00:11:36.989>stale. <00:11:37.074>So <00:11:37.159>what <00:11:37.244>I'm <00:11:37.329>going <00:11:37.414>to <00:11:37.499>do <00:11:37.584>here <00:11:37.669>is <00:11:37.754>just <00:11:37.839>show

00:11:37.990 --> 00:11:38.000 align:start position:0%
<00:11:37.990>what <00:11:37.991>I'm <00:11:37.992>going <00:11:37.993>to <00:11:37.994>do <00:11:37.995>here <00:11:37.996>is <00:11:37.997>just <00:11:37.999>show

00:11:38.000 --> 00:11:40.870 align:start position:0%
<00:11:38.000>what <00:11:38.093>I'm <00:11:38.186>going <00:11:38.280>to <00:11:38.373>do <00:11:38.466>here <00:11:38.560>is <00:11:38.653>just <00:11:38.746>show <00:11:38.840>examples <00:11:38.933>of <00:11:39.026>how <00:11:39.120>you <00:11:39.213>can <00:11:39.306>leverage <00:11:39.400>agents

00:11:40.870 --> 00:11:40.880 align:start position:0%
<00:11:40.870>examples <00:11:40.871>of <00:11:40.873>how <00:11:40.874>you <00:11:40.876>can <00:11:40.877>leverage <00:11:40.879>agents

00:11:40.880 --> 00:11:42.949 align:start position:0%
<00:11:40.880>examples <00:11:40.987>of <00:11:41.095>how <00:11:41.203>you <00:11:41.310>can <00:11:41.418>leverage <00:11:41.526>agents <00:11:41.633>across <00:11:41.741>the <00:11:41.849>entire <00:11:41.956>life <00:11:42.064>cycle. <00:11:42.172>So <00:11:42.280>you

00:11:42.949 --> 00:11:42.959 align:start position:0%
<00:11:42.949>across <00:11:42.950>the <00:11:42.952>entire <00:11:42.953>life <00:11:42.955>cycle. <00:11:42.956>So <00:11:42.958>you

00:11:42.959 --> 00:11:46.790 align:start position:0%
<00:11:42.959>across <00:11:43.075>the <00:11:43.192>entire <00:11:43.309>life <00:11:43.425>cycle. <00:11:43.542>So <00:11:43.659>you <00:11:43.775>have <00:11:43.892>you <00:11:44.009>have <00:11:44.125>that <00:11:44.242>balance, <00:11:44.359>right?

00:11:46.790 --> 00:11:46.800 align:start position:0%
<00:11:46.790>have <00:11:46.791>you <00:11:46.793>have <00:11:46.795>that <00:11:46.797>balance, <00:11:46.799>right?

00:11:46.800 --> 00:11:49.509 align:start position:0%
<00:11:46.800>have <00:11:46.907>you <00:11:47.015>have <00:11:47.123>that <00:11:47.230>balance, <00:11:47.338>right? <00:11:47.446>So <00:11:47.553>what <00:11:47.661>does <00:11:47.769>this <00:11:47.876>look <00:11:47.984>like <00:11:48.092>in <00:11:48.199>practice?

00:11:49.509 --> 00:11:49.519 align:start position:0%
<00:11:49.509>So <00:11:49.510>what <00:11:49.511>does <00:11:49.512>this <00:11:49.514>look <00:11:49.515>like <00:11:49.516>in <00:11:49.518>practice?

00:11:49.519 --> 00:11:52.550 align:start position:0%
<00:11:49.519>So <00:11:49.612>what <00:11:49.705>does <00:11:49.799>this <00:11:49.892>look <00:11:49.985>like <00:11:50.079>in <00:11:50.172>practice? <00:11:50.265>Um <00:11:50.359>again <00:11:50.452>back <00:11:50.545>to <00:11:50.639>code <00:11:50.732>review <00:11:50.825>because <00:11:50.919>it

00:11:52.550 --> 00:11:52.560 align:start position:0%
<00:11:52.550>Um <00:11:52.551>again <00:11:52.552>back <00:11:52.553>to <00:11:52.555>code <00:11:52.556>review <00:11:52.557>because <00:11:52.559>it

00:11:52.560 --> 00:11:54.230 align:start position:0%
<00:11:52.560>Um <00:11:52.653>again <00:11:52.746>back <00:11:52.839>to <00:11:52.933>code <00:11:53.026>review <00:11:53.119>because <00:11:53.213>it <00:11:53.306>seems <00:11:53.400>to <00:11:53.493>be <00:11:53.586>something <00:11:53.680>that <00:11:53.773>we <00:11:53.866>all <00:11:53.959>very

00:11:54.230 --> 00:11:54.240 align:start position:0%
<00:11:54.230>seems <00:11:54.231>to <00:11:54.232>be <00:11:54.233>something <00:11:54.235>that <00:11:54.236>we <00:11:54.237>all <00:11:54.239>very

00:11:54.240 --> 00:11:56.870 align:start position:0%
<00:11:54.240>seems <00:11:54.340>to <00:11:54.440>be <00:11:54.540>something <00:11:54.640>that <00:11:54.740>we <00:11:54.840>all <00:11:54.940>very <00:11:55.040>familiar <00:11:55.140>with. <00:11:55.240>So <00:11:55.340>the <00:11:55.440>first <00:11:55.540>thing <00:11:55.640>you

00:11:56.870 --> 00:11:56.880 align:start position:0%
<00:11:56.870>familiar <00:11:56.871>with. <00:11:56.873>So <00:11:56.874>the <00:11:56.876>first <00:11:56.877>thing <00:11:56.879>you

00:11:56.880 --> 00:11:59.590 align:start position:0%
<00:11:56.880>familiar <00:11:56.980>with. <00:11:57.080>So <00:11:57.180>the <00:11:57.280>first <00:11:57.380>thing <00:11:57.480>you <00:11:57.580>think <00:11:57.680>about <00:11:57.780>when <00:11:57.880>you <00:11:57.980>you <00:11:58.080>know <00:11:58.180>when <00:11:58.280>you

00:11:59.590 --> 00:11:59.600 align:start position:0%
<00:11:59.590>think <00:11:59.591>about <00:11:59.592>when <00:11:59.593>you <00:11:59.595>you <00:11:59.596>know <00:11:59.597>when <00:11:59.599>you

00:11:59.600 --> 00:12:01.190 align:start position:0%
<00:11:59.600>think <00:11:59.707>about <00:11:59.815>when <00:11:59.923>you <00:12:00.030>you <00:12:00.138>know <00:12:00.246>when <00:12:00.353>you <00:12:00.461>start <00:12:00.569>to <00:12:00.676>accelerate <00:12:00.784>development <00:12:00.892>is <00:12:01.000>you

00:12:01.190 --> 00:12:01.200 align:start position:0%
<00:12:01.190>start <00:12:01.191>to <00:12:01.193>accelerate <00:12:01.195>development <00:12:01.197>is <00:12:01.199>you

00:12:01.200 --> 00:12:03.430 align:start position:0%
<00:12:01.200>start <00:12:01.300>to <00:12:01.400>accelerate <00:12:01.500>development <00:12:01.600>is <00:12:01.700>you <00:12:01.800>say <00:12:01.900>well <00:12:02.000>let's <00:12:02.100>go <00:12:02.200>on <00:12:02.300>and <00:12:02.400>sign <00:12:02.500>up <00:12:02.600>you

00:12:03.430 --> 00:12:03.440 align:start position:0%
<00:12:03.430>say <00:12:03.431>well <00:12:03.432>let's <00:12:03.433>go <00:12:03.434>on <00:12:03.435>and <00:12:03.436>sign <00:12:03.437>up <00:12:03.439>you

00:12:03.440 --> 00:12:05.190 align:start position:0%
<00:12:03.440>say <00:12:03.522>well <00:12:03.604>let's <00:12:03.687>go <00:12:03.769>on <00:12:03.851>and <00:12:03.934>sign <00:12:04.016>up <00:12:04.098>you <00:12:04.181>know <00:12:04.263>one <00:12:04.345>of <00:12:04.428>these <00:12:04.510>bots <00:12:04.592>to <00:12:04.675>help <00:12:04.757>us <00:12:04.840>review

00:12:05.190 --> 00:12:05.200 align:start position:0%
<00:12:05.190>know <00:12:05.191>one <00:12:05.192>of <00:12:05.193>these <00:12:05.194>bots <00:12:05.195>to <00:12:05.196>help <00:12:05.197>us <00:12:05.199>review

00:12:05.200 --> 00:12:08.310 align:start position:0%
<00:12:05.200>know <00:12:05.287>one <00:12:05.375>of <00:12:05.462>these <00:12:05.550>bots <00:12:05.637>to <00:12:05.725>help <00:12:05.812>us <00:12:05.900>review <00:12:05.987>the <00:12:06.075>code. <00:12:06.162>Like <00:12:06.250>I <00:12:06.337>said <00:12:06.425>before, <00:12:06.512>this <00:12:06.600>is

00:12:08.310 --> 00:12:08.320 align:start position:0%
<00:12:08.310>the <00:12:08.311>code. <00:12:08.312>Like <00:12:08.313>I <00:12:08.315>said <00:12:08.316>before, <00:12:08.317>this <00:12:08.319>is

00:12:08.320 --> 00:12:10.069 align:start position:0%
<00:12:08.320>the <00:12:08.407>code. <00:12:08.495>Like <00:12:08.582>I <00:12:08.670>said <00:12:08.757>before, <00:12:08.845>this <00:12:08.932>is <00:12:09.020>not <00:12:09.107>a <00:12:09.195>bad <00:12:09.282>thing, <00:12:09.370>but <00:12:09.457>you <00:12:09.545>have <00:12:09.632>to <00:12:09.720>think

00:12:10.069 --> 00:12:10.079 align:start position:0%
<00:12:10.069>not <00:12:10.070>a <00:12:10.071>bad <00:12:10.072>thing, <00:12:10.073>but <00:12:10.074>you <00:12:10.075>have <00:12:10.076>to <00:12:10.078>think

00:12:10.079 --> 00:12:12.550 align:start position:0%
<00:12:10.079>not <00:12:10.172>a <00:12:10.265>bad <00:12:10.358>thing, <00:12:10.452>but <00:12:10.545>you <00:12:10.638>have <00:12:10.732>to <00:12:10.825>think <00:12:10.919>about <00:12:11.012>the <00:12:11.105>plan. <00:12:11.199>Review <00:12:11.292>the <00:12:11.385>intent. <00:12:11.478>But

00:12:12.550 --> 00:12:12.560 align:start position:0%
<00:12:12.550>about <00:12:12.551>the <00:12:12.553>plan. <00:12:12.554>Review <00:12:12.555>the <00:12:12.557>intent. <00:12:12.559>But

00:12:12.560 --> 00:12:14.710 align:start position:0%
<00:12:12.560>about <00:12:12.676>the <00:12:12.793>plan. <00:12:12.910>Review <00:12:13.026>the <00:12:13.143>intent. <00:12:13.260>But <00:12:13.376>also, <00:12:13.493>the <00:12:13.609>reason <00:12:13.726>why <00:12:13.843>intent <00:12:13.959>gets

00:12:14.710 --> 00:12:14.720 align:start position:0%
<00:12:14.710>also, <00:12:14.711>the <00:12:14.713>reason <00:12:14.715>why <00:12:14.717>intent <00:12:14.719>gets

00:12:14.720 --> 00:12:19.670 align:start position:0%
<00:12:14.720>also, <00:12:14.827>the <00:12:14.935>reason <00:12:15.043>why <00:12:15.150>intent <00:12:15.258>gets <00:12:15.366>important <00:12:15.473>here <00:12:15.581>as <00:12:15.689>well <00:12:15.796>is <00:12:15.904>if <00:12:16.012>your <00:12:16.120>review

00:12:19.670 --> 00:12:19.680 align:start position:0%
<00:12:19.670>important <00:12:19.671>here <00:12:19.672>as <00:12:19.673>well <00:12:19.675>is <00:12:19.676>if <00:12:19.677>your <00:12:19.679>review

00:12:19.680 --> 00:12:22.550 align:start position:0%
<00:12:19.680>important <00:12:19.787>here <00:12:19.895>as <00:12:20.003>well <00:12:20.110>is <00:12:20.218>if <00:12:20.326>your <00:12:20.433>review <00:12:20.541>just <00:12:20.649>reviews <00:12:20.756>lines <00:12:20.864>of <00:12:20.972>code <00:12:21.079>without

00:12:22.550 --> 00:12:22.560 align:start position:0%
<00:12:22.550>just <00:12:22.551>reviews <00:12:22.553>lines <00:12:22.555>of <00:12:22.557>code <00:12:22.559>without

00:12:22.560 --> 00:12:25.430 align:start position:0%
<00:12:22.560>just <00:12:22.687>reviews <00:12:22.814>lines <00:12:22.941>of <00:12:23.069>code <00:12:23.196>without <00:12:23.323>reference <00:12:23.450>to <00:12:23.578>the <00:12:23.705>original <00:12:23.832>intent, <00:12:23.959>you're

00:12:25.430 --> 00:12:25.440 align:start position:0%
<00:12:25.430>reference <00:12:25.431>to <00:12:25.433>the <00:12:25.435>original <00:12:25.437>intent, <00:12:25.439>you're

00:12:25.440 --> 00:12:27.350 align:start position:0%
<00:12:25.440>reference <00:12:25.547>to <00:12:25.655>the <00:12:25.763>original <00:12:25.870>intent, <00:12:25.978>you're <00:12:26.086>not <00:12:26.193>quite <00:12:26.301>reviewing <00:12:26.409>what <00:12:26.516>you <00:12:26.624>set <00:12:26.732>out <00:12:26.840>to

00:12:27.350 --> 00:12:27.360 align:start position:0%
<00:12:27.350>not <00:12:27.351>quite <00:12:27.352>reviewing <00:12:27.353>what <00:12:27.355>you <00:12:27.356>set <00:12:27.357>out <00:12:27.359>to

00:12:27.360 --> 00:12:29.509 align:start position:0%
<00:12:27.360>not <00:12:27.453>quite <00:12:27.546>reviewing <00:12:27.640>what <00:12:27.733>you <00:12:27.826>set <00:12:27.920>out <00:12:28.013>to <00:12:28.106>review. <00:12:28.200>Right? <00:12:28.293>So <00:12:28.386>this <00:12:28.480>is <00:12:28.573>why <00:12:28.666>again <00:12:28.760>I

00:12:29.509 --> 00:12:29.519 align:start position:0%
<00:12:29.509>review. <00:12:29.510>Right? <00:12:29.511>So <00:12:29.512>this <00:12:29.514>is <00:12:29.515>why <00:12:29.516>again <00:12:29.518>I

00:12:29.519 --> 00:12:31.190 align:start position:0%
<00:12:29.519>review. <00:12:29.612>Right? <00:12:29.705>So <00:12:29.799>this <00:12:29.892>is <00:12:29.985>why <00:12:30.079>again <00:12:30.172>I <00:12:30.265>see <00:12:30.359>that <00:12:30.452>the <00:12:30.545>intent <00:12:30.639>needs <00:12:30.732>to <00:12:30.825>be <00:12:30.919>an

00:12:31.190 --> 00:12:31.200 align:start position:0%
<00:12:31.190>see <00:12:31.191>that <00:12:31.192>the <00:12:31.193>intent <00:12:31.195>needs <00:12:31.196>to <00:12:31.197>be <00:12:31.199>an

00:12:31.200 --> 00:12:32.790 align:start position:0%
<00:12:31.200>see <00:12:31.300>that <00:12:31.400>the <00:12:31.500>intent <00:12:31.600>needs <00:12:31.700>to <00:12:31.800>be <00:12:31.900>an <00:12:32.000>artifact <00:12:32.100>that <00:12:32.200>can <00:12:32.300>be <00:12:32.400>carried <00:12:32.500>through <00:12:32.600>the

00:12:32.790 --> 00:12:32.800 align:start position:0%
<00:12:32.790>artifact <00:12:32.791>that <00:12:32.793>can <00:12:32.794>be <00:12:32.795>carried <00:12:32.797>through <00:12:32.799>the

00:12:32.800 --> 00:12:35.590 align:start position:0%
<00:12:32.800>artifact <00:12:32.927>that <00:12:33.054>can <00:12:33.181>be <00:12:33.309>carried <00:12:33.436>through <00:12:33.563>the <00:12:33.690>entire <00:12:33.818>life <00:12:33.945>cycle. <00:12:34.072>code <00:12:34.199>review,

00:12:35.590 --> 00:12:35.600 align:start position:0%
<00:12:35.590>entire <00:12:35.592>life <00:12:35.594>cycle. <00:12:35.596>code <00:12:35.599>review,

00:12:35.600 --> 00:12:37.350 align:start position:0%
<00:12:35.600>entire <00:12:35.755>life <00:12:35.911>cycle. <00:12:36.066>code <00:12:36.222>review, <00:12:36.377>monitoring <00:12:36.533>or <00:12:36.688>deployment <00:12:36.844>doesn't <00:12:37.000>really

00:12:37.350 --> 00:12:37.360 align:start position:0%
<00:12:37.350>monitoring <00:12:37.352>or <00:12:37.354>deployment <00:12:37.356>doesn't <00:12:37.359>really

00:12:37.360 --> 00:12:39.190 align:start position:0%
<00:12:37.360>monitoring <00:12:37.500>or <00:12:37.640>deployment <00:12:37.780>doesn't <00:12:37.920>really <00:12:38.060>matter. <00:12:38.200>But <00:12:38.340>during <00:12:38.480>that <00:12:38.620>review <00:12:38.760>phase,

00:12:39.190 --> 00:12:39.200 align:start position:0%
<00:12:39.190>matter. <00:12:39.191>But <00:12:39.193>during <00:12:39.195>that <00:12:39.197>review <00:12:39.199>phase,

00:12:39.200 --> 00:12:41.030 align:start position:0%
<00:12:39.200>matter. <00:12:39.307>But <00:12:39.415>during <00:12:39.523>that <00:12:39.630>review <00:12:39.738>phase, <00:12:39.846>you <00:12:39.953>need <00:12:40.061>to <00:12:40.169>be <00:12:40.276>able <00:12:40.384>to <00:12:40.492>reference <00:12:40.600>the

00:12:41.030 --> 00:12:41.040 align:start position:0%
<00:12:41.030>you <00:12:41.031>need <00:12:41.032>to <00:12:41.033>be <00:12:41.035>able <00:12:41.036>to <00:12:41.037>reference <00:12:41.039>the

00:12:41.040 --> 00:12:45.430 align:start position:0%
<00:12:41.040>you <00:12:41.133>need <00:12:41.226>to <00:12:41.319>be <00:12:41.413>able <00:12:41.506>to <00:12:41.599>reference <00:12:41.693>the <00:12:41.786>artifact <00:12:41.880>itself, <00:12:41.973>right? <00:12:42.066>Um <00:12:42.160>I <00:12:42.253>do <00:12:42.346>have <00:12:42.439>a

00:12:45.430 --> 00:12:45.440 align:start position:0%
<00:12:45.430>artifact <00:12:45.431>itself, <00:12:45.432>right? <00:12:45.433>Um <00:12:45.435>I <00:12:45.436>do <00:12:45.437>have <00:12:45.439>a

00:12:45.440 --> 00:12:47.590 align:start position:0%
<00:12:45.440>artifact <00:12:45.540>itself, <00:12:45.640>right? <00:12:45.740>Um <00:12:45.840>I <00:12:45.940>do <00:12:46.040>have <00:12:46.140>a <00:12:46.240>or <00:12:46.340>something <00:12:46.440>of <00:12:46.540>a <00:12:46.640>very <00:12:46.740>simple <00:12:46.840>example.

00:12:47.590 --> 00:12:47.600 align:start position:0%
<00:12:47.590>or <00:12:47.591>something <00:12:47.593>of <00:12:47.594>a <00:12:47.596>very <00:12:47.597>simple <00:12:47.599>example.

00:12:47.600 --> 00:12:49.750 align:start position:0%
<00:12:47.600>or <00:12:47.716>something <00:12:47.833>of <00:12:47.950>a <00:12:48.066>very <00:12:48.183>simple <00:12:48.300>example. <00:12:48.416>You <00:12:48.533>could <00:12:48.650>also <00:12:48.766>shift <00:12:48.883>this <00:12:49.000>completely

00:12:49.750 --> 00:12:49.760 align:start position:0%
<00:12:49.750>You <00:12:49.751>could <00:12:49.753>also <00:12:49.755>shift <00:12:49.757>this <00:12:49.759>completely

00:12:49.760 --> 00:12:52.069 align:start position:0%
<00:12:49.760>You <00:12:49.860>could <00:12:49.960>also <00:12:50.060>shift <00:12:50.160>this <00:12:50.260>completely <00:12:50.360>left <00:12:50.460>if <00:12:50.560>you <00:12:50.660>wanted. <00:12:50.760>So <00:12:50.860>the <00:12:50.960>way <00:12:51.060>that <00:12:51.160>I

00:12:52.069 --> 00:12:52.079 align:start position:0%
<00:12:52.069>left <00:12:52.070>if <00:12:52.071>you <00:12:52.072>wanted. <00:12:52.073>So <00:12:52.074>the <00:12:52.075>way <00:12:52.076>that <00:12:52.078>I

00:12:52.079 --> 00:12:54.949 align:start position:0%
<00:12:52.079>left <00:12:52.161>if <00:12:52.243>you <00:12:52.326>wanted. <00:12:52.408>So <00:12:52.490>the <00:12:52.573>way <00:12:52.655>that <00:12:52.737>I <00:12:52.820>work <00:12:52.902>for <00:12:52.984>example <00:12:53.067>is <00:12:53.149>I <00:12:53.231>have <00:12:53.314>you <00:12:53.396>know <00:12:53.478>IP

00:12:54.949 --> 00:12:54.959 align:start position:0%
<00:12:54.949>work <00:12:54.950>for <00:12:54.951>example <00:12:54.952>is <00:12:54.953>I <00:12:54.954>have <00:12:54.955>you <00:12:54.956>know <00:12:54.958>IP

00:12:54.959 --> 00:12:56.949 align:start position:0%
<00:12:54.959>work <00:12:55.052>for <00:12:55.145>example <00:12:55.239>is <00:12:55.332>I <00:12:55.425>have <00:12:55.519>you <00:12:55.612>know <00:12:55.705>IP <00:12:55.799>cloud <00:12:55.892>and <00:12:55.985>codeex <00:12:56.079>for <00:12:56.172>example <00:12:56.265>run <00:12:56.359>a

00:12:56.949 --> 00:12:56.959 align:start position:0%
<00:12:56.949>cloud <00:12:56.950>and <00:12:56.952>codeex <00:12:56.953>for <00:12:56.955>example <00:12:56.956>run <00:12:56.958>a

00:12:56.959 --> 00:12:59.190 align:start position:0%
<00:12:56.959>cloud <00:12:57.059>and <00:12:57.159>codeex <00:12:57.259>for <00:12:57.359>example <00:12:57.459>run <00:12:57.559>a <00:12:57.659>review <00:12:57.759>loop <00:12:57.859>before <00:12:57.959>that <00:12:58.059>even <00:12:58.159>goes <00:12:58.259>out <00:12:58.359>to

00:12:59.190 --> 00:12:59.200 align:start position:0%
<00:12:59.190>review <00:12:59.191>loop <00:12:59.192>before <00:12:59.193>that <00:12:59.195>even <00:12:59.196>goes <00:12:59.197>out <00:12:59.199>to

00:12:59.200 --> 00:13:01.829 align:start position:0%
<00:12:59.200>review <00:12:59.287>loop <00:12:59.375>before <00:12:59.462>that <00:12:59.550>even <00:12:59.637>goes <00:12:59.725>out <00:12:59.812>to <00:12:59.900>a <00:12:59.987>PR <00:13:00.075>based <00:13:00.162>off <00:13:00.250>of <00:13:00.337>the <00:13:00.425>same <00:13:00.512>intent <00:13:00.600>that

00:13:01.829 --> 00:13:01.839 align:start position:0%
<00:13:01.829>a <00:13:01.830>PR <00:13:01.831>based <00:13:01.832>off <00:13:01.833>of <00:13:01.834>the <00:13:01.835>same <00:13:01.836>intent <00:13:01.838>that

00:13:01.839 --> 00:13:04.629 align:start position:0%
<00:13:01.839>a <00:13:01.946>PR <00:13:02.054>based <00:13:02.162>off <00:13:02.269>of <00:13:02.377>the <00:13:02.485>same <00:13:02.592>intent <00:13:02.700>that <00:13:02.808>I'd <00:13:02.915>set <00:13:03.023>at <00:13:03.131>the <00:13:03.239>start.

00:13:04.629 --> 00:13:04.639 align:start position:0%
<00:13:04.629>I'd <00:13:04.631>set <00:13:04.633>at <00:13:04.635>the <00:13:04.638>start.

00:13:04.639 --> 00:13:07.670 align:start position:0%
<00:13:04.639>I'd <00:13:04.794>set <00:13:04.950>at <00:13:05.105>the <00:13:05.261>start. <00:13:05.416>Okay. <00:13:05.572>Um, <00:13:05.727>another <00:13:05.883>really <00:13:06.039>really

00:13:07.670 --> 00:13:07.680 align:start position:0%
<00:13:07.670>Okay. <00:13:07.672>Um, <00:13:07.674>another <00:13:07.676>really <00:13:07.679>really

00:13:07.680 --> 00:13:09.110 align:start position:0%
<00:13:07.680>Okay. <00:13:07.808>Um, <00:13:07.937>another <00:13:08.066>really <00:13:08.194>really <00:13:08.323>interesting <00:13:08.452>bit <00:13:08.580>that <00:13:08.709>I've, <00:13:08.838>you <00:13:08.967>know,

00:13:09.110 --> 00:13:09.120 align:start position:0%
<00:13:09.110>interesting <00:13:09.111>bit <00:13:09.113>that <00:13:09.115>I've, <00:13:09.117>you <00:13:09.119>know,

00:13:09.120 --> 00:13:11.350 align:start position:0%
<00:13:09.120>interesting <00:13:09.220>bit <00:13:09.320>that <00:13:09.420>I've, <00:13:09.520>you <00:13:09.620>know, <00:13:09.720>we've <00:13:09.820>seen <00:13:09.920>a <00:13:10.020>lot <00:13:10.120>of <00:13:10.220>companies <00:13:10.320>do <00:13:10.420>that <00:13:10.520>we

00:13:11.350 --> 00:13:11.360 align:start position:0%
<00:13:11.350>we've <00:13:11.351>seen <00:13:11.352>a <00:13:11.353>lot <00:13:11.354>of <00:13:11.355>companies <00:13:11.356>do <00:13:11.357>that <00:13:11.359>we

00:13:11.360 --> 00:13:13.670 align:start position:0%
<00:13:11.360>we've <00:13:11.447>seen <00:13:11.535>a <00:13:11.622>lot <00:13:11.710>of <00:13:11.797>companies <00:13:11.885>do <00:13:11.972>that <00:13:12.060>we <00:13:12.147>equally <00:13:12.235>help <00:13:12.322>a <00:13:12.410>lot <00:13:12.497>of <00:13:12.585>companies <00:13:12.672>do <00:13:12.760>is

00:13:13.670 --> 00:13:13.680 align:start position:0%
<00:13:13.670>equally <00:13:13.671>help <00:13:13.672>a <00:13:13.673>lot <00:13:13.675>of <00:13:13.676>companies <00:13:13.677>do <00:13:13.679>is

00:13:13.680 --> 00:13:17.509 align:start position:0%
<00:13:13.680>equally <00:13:13.767>help <00:13:13.854>a <00:13:13.942>lot <00:13:14.030>of <00:13:14.117>companies <00:13:14.204>do <00:13:14.292>is <00:13:14.380>the <00:13:14.467>idea <00:13:14.555>of <00:13:14.642>QA <00:13:14.729>agents. <00:13:14.817>Now, <00:13:14.905>if <00:13:14.992>you <00:13:15.079>think

00:13:17.509 --> 00:13:17.519 align:start position:0%
<00:13:17.509>the <00:13:17.510>idea <00:13:17.511>of <00:13:17.512>QA <00:13:17.513>agents. <00:13:17.514>Now, <00:13:17.515>if <00:13:17.516>you <00:13:17.518>think

00:13:17.519 --> 00:13:20.550 align:start position:0%
<00:13:17.519>the <00:13:17.612>idea <00:13:17.705>of <00:13:17.799>QA <00:13:17.892>agents. <00:13:17.985>Now, <00:13:18.079>if <00:13:18.172>you <00:13:18.265>think <00:13:18.359>about <00:13:18.452>what <00:13:18.545>your <00:13:18.639>user <00:13:18.732>actually <00:13:18.825>sees <00:13:18.919>when

00:13:20.550 --> 00:13:20.560 align:start position:0%
<00:13:20.550>about <00:13:20.551>what <00:13:20.553>your <00:13:20.554>user <00:13:20.555>actually <00:13:20.557>sees <00:13:20.559>when

00:13:20.560 --> 00:13:23.269 align:start position:0%
<00:13:20.560>about <00:13:20.660>what <00:13:20.760>your <00:13:20.859>user <00:13:20.959>actually <00:13:21.060>sees <00:13:21.160>when <00:13:21.260>you <00:13:21.359>get <00:13:21.459>software <00:13:21.560>shipped <00:13:21.660>out <00:13:21.760>to <00:13:21.859>them, <00:13:21.959>it

00:13:23.269 --> 00:13:23.279 align:start position:0%
<00:13:23.269>you <00:13:23.270>get <00:13:23.271>software <00:13:23.272>shipped <00:13:23.274>out <00:13:23.275>to <00:13:23.276>them, <00:13:23.278>it

00:13:23.279 --> 00:13:24.949 align:start position:0%
<00:13:23.279>you <00:13:23.366>get <00:13:23.454>software <00:13:23.541>shipped <00:13:23.629>out <00:13:23.716>to <00:13:23.804>them, <00:13:23.891>it <00:13:23.979>isn't <00:13:24.066>the <00:13:24.154>code <00:13:24.241>at <00:13:24.329>the <00:13:24.416>end <00:13:24.504>of <00:13:24.591>the <00:13:24.679>day,

00:13:24.949 --> 00:13:24.959 align:start position:0%
<00:13:24.949>isn't <00:13:24.950>the <00:13:24.951>code <00:13:24.952>at <00:13:24.953>the <00:13:24.954>end <00:13:24.955>of <00:13:24.956>the <00:13:24.958>day,

00:13:24.959 --> 00:13:26.629 align:start position:0%
<00:13:24.959>isn't <00:13:25.046>the <00:13:25.133>code <00:13:25.221>at <00:13:25.309>the <00:13:25.396>end <00:13:25.483>of <00:13:25.571>the <00:13:25.659>day, <00:13:25.746>right? <00:13:25.834>So, <00:13:25.921>you <00:13:26.008>can <00:13:26.096>make <00:13:26.184>a <00:13:26.271>very <00:13:26.358>good

00:13:26.629 --> 00:13:26.639 align:start position:0%
<00:13:26.629>right? <00:13:26.630>So, <00:13:26.631>you <00:13:26.632>can <00:13:26.634>make <00:13:26.635>a <00:13:26.636>very <00:13:26.638>good

00:13:26.639 --> 00:13:29.910 align:start position:0%
<00:13:26.639>right? <00:13:26.732>So, <00:13:26.825>you <00:13:26.919>can <00:13:27.012>make <00:13:27.105>a <00:13:27.199>very <00:13:27.292>good <00:13:27.385>argument <00:13:27.479>and <00:13:27.572>say, <00:13:27.665>well, <00:13:27.759>I <00:13:27.852>care <00:13:27.945>about <00:13:28.039>the

00:13:29.910 --> 00:13:29.920 align:start position:0%
<00:13:29.910>argument <00:13:29.911>and <00:13:29.912>say, <00:13:29.913>well, <00:13:29.915>I <00:13:29.916>care <00:13:29.917>about <00:13:29.919>the

00:13:29.920 --> 00:13:33.190 align:start position:0%
<00:13:29.920>argument <00:13:30.027>and <00:13:30.135>say, <00:13:30.243>well, <00:13:30.350>I <00:13:30.458>care <00:13:30.566>about <00:13:30.673>the <00:13:30.781>code <00:13:30.889>and <00:13:30.996>the <00:13:31.104>code <00:13:31.212>quality. <00:13:31.319>Brilliant.

00:13:33.190 --> 00:13:33.200 align:start position:0%
<00:13:33.190>code <00:13:33.191>and <00:13:33.193>the <00:13:33.195>code <00:13:33.197>quality. <00:13:33.199>Brilliant.

00:13:33.200 --> 00:13:35.030 align:start position:0%
<00:13:33.200>code <00:13:33.400>and <00:13:33.600>the <00:13:33.800>code <00:13:34.000>quality. <00:13:34.200>Brilliant. <00:13:34.400>your <00:13:34.600>customers

00:13:35.030 --> 00:13:35.040 align:start position:0%
<00:13:35.030>your <00:13:35.039>customers

00:13:35.040 --> 00:13:36.949 align:start position:0%
<00:13:35.040>your <00:13:35.214>customers <00:13:35.390>not <00:13:35.564>quite <00:13:35.740>right. <00:13:35.915>They <00:13:36.089>care <00:13:36.265>about <00:13:36.439>the

00:13:36.949 --> 00:13:36.959 align:start position:0%
<00:13:36.949>not <00:13:36.950>quite <00:13:36.952>right. <00:13:36.953>They <00:13:36.955>care <00:13:36.956>about <00:13:36.958>the

00:13:36.959 --> 00:13:39.910 align:start position:0%
<00:13:36.959>not <00:13:37.066>quite <00:13:37.174>right. <00:13:37.282>They <00:13:37.389>care <00:13:37.497>about <00:13:37.605>the <00:13:37.712>output. <00:13:37.820>So <00:13:37.928>what <00:13:38.035>we <00:13:38.143>found <00:13:38.251>to <00:13:38.359>be

00:13:39.910 --> 00:13:39.920 align:start position:0%
<00:13:39.910>output. <00:13:39.911>So <00:13:39.913>what <00:13:39.914>we <00:13:39.915>found <00:13:39.917>to <00:13:39.919>be

00:13:39.920 --> 00:13:42.470 align:start position:0%
<00:13:39.920>output. <00:13:40.047>So <00:13:40.174>what <00:13:40.301>we <00:13:40.429>found <00:13:40.556>to <00:13:40.683>be <00:13:40.810>increasingly <00:13:40.938>more <00:13:41.065>important <00:13:41.192>more <00:13:41.319>than

00:13:42.470 --> 00:13:42.480 align:start position:0%
<00:13:42.470>increasingly <00:13:42.472>more <00:13:42.474>important <00:13:42.476>more <00:13:42.479>than

00:13:42.480 --> 00:13:45.110 align:start position:0%
<00:13:42.480>increasingly <00:13:42.620>more <00:13:42.760>important <00:13:42.900>more <00:13:43.040>than <00:13:43.180>just <00:13:43.320>reviewing <00:13:43.460>the <00:13:43.600>code <00:13:43.740>is <00:13:43.880>actually

00:13:45.110 --> 00:13:45.120 align:start position:0%
<00:13:45.110>just <00:13:45.111>reviewing <00:13:45.113>the <00:13:45.115>code <00:13:45.117>is <00:13:45.119>actually

00:13:45.120 --> 00:13:49.750 align:start position:0%
<00:13:45.120>just <00:13:45.236>reviewing <00:13:45.353>the <00:13:45.470>code <00:13:45.586>is <00:13:45.703>actually <00:13:45.820>having <00:13:45.936>agents <00:13:46.053>that <00:13:46.170>can <00:13:46.286>test <00:13:46.403>out <00:13:46.520>a

00:13:49.750 --> 00:13:49.760 align:start position:0%
<00:13:49.750>having <00:13:49.751>agents <00:13:49.753>that <00:13:49.754>can <00:13:49.756>test <00:13:49.757>out <00:13:49.759>a

00:13:49.760 --> 00:13:52.230 align:start position:0%
<00:13:49.760>having <00:13:49.867>agents <00:13:49.975>that <00:13:50.083>can <00:13:50.190>test <00:13:50.298>out <00:13:50.406>a <00:13:50.513>deployed <00:13:50.621>PR. <00:13:50.729>So <00:13:50.836>for <00:13:50.944>example, <00:13:51.052>if <00:13:51.160>you've

00:13:52.230 --> 00:13:52.240 align:start position:0%
<00:13:52.230>deployed <00:13:52.231>PR. <00:13:52.233>So <00:13:52.234>for <00:13:52.236>example, <00:13:52.237>if <00:13:52.239>you've

00:13:52.240 --> 00:13:55.110 align:start position:0%
<00:13:52.240>deployed <00:13:52.347>PR. <00:13:52.455>So <00:13:52.563>for <00:13:52.670>example, <00:13:52.778>if <00:13:52.886>you've <00:13:52.993>got <00:13:53.101>an <00:13:53.209>automated <00:13:53.316>process, <00:13:53.424>every <00:13:53.532>PR <00:13:53.640>gets

00:13:55.110 --> 00:13:55.120 align:start position:0%
<00:13:55.110>got <00:13:55.111>an <00:13:55.113>automated <00:13:55.114>process, <00:13:55.116>every <00:13:55.117>PR <00:13:55.119>gets

00:13:55.120 --> 00:13:58.389 align:start position:0%
<00:13:55.120>got <00:13:55.236>an <00:13:55.353>automated <00:13:55.470>process, <00:13:55.586>every <00:13:55.703>PR <00:13:55.820>gets <00:13:55.936>you <00:13:56.053>a <00:13:56.170>deployment <00:13:56.286>preview <00:13:56.403>link <00:13:56.520>hopefully.

00:13:58.389 --> 00:13:58.399 align:start position:0%
<00:13:58.389>you <00:13:58.390>a <00:13:58.392>deployment <00:13:58.394>preview <00:13:58.396>link <00:13:58.398>hopefully.

00:13:58.399 --> 00:14:01.030 align:start position:0%
<00:13:58.399>you <00:13:58.499>a <00:13:58.599>deployment <00:13:58.699>preview <00:13:58.799>link <00:13:58.899>hopefully. <00:13:58.999>Um, <00:13:59.099>and <00:13:59.199>then <00:13:59.299>that <00:13:59.399>link <00:13:59.499>is <00:13:59.599>what <00:13:59.699>an <00:13:59.799>agent

00:14:01.030 --> 00:14:01.040 align:start position:0%
<00:14:01.030>Um, <00:14:01.031>and <00:14:01.032>then <00:14:01.033>that <00:14:01.034>link <00:14:01.035>is <00:14:01.036>what <00:14:01.037>an <00:14:01.039>agent

00:14:01.040 --> 00:14:03.829 align:start position:0%
<00:14:01.040>Um, <00:14:01.122>and <00:14:01.204>then <00:14:01.287>that <00:14:01.369>link <00:14:01.451>is <00:14:01.534>what <00:14:01.616>an <00:14:01.698>agent <00:14:01.781>can <00:14:01.863>take, <00:14:01.945>spin <00:14:02.028>up <00:14:02.110>a <00:14:02.192>real <00:14:02.275>browser <00:14:02.357>or <00:14:02.439>spin

00:14:03.829 --> 00:14:03.839 align:start position:0%
<00:14:03.829>can <00:14:03.830>take, <00:14:03.831>spin <00:14:03.832>up <00:14:03.833>a <00:14:03.834>real <00:14:03.835>browser <00:14:03.836>or <00:14:03.838>spin

00:14:03.839 --> 00:14:06.150 align:start position:0%
<00:14:03.839>can <00:14:03.926>take, <00:14:04.014>spin <00:14:04.101>up <00:14:04.189>a <00:14:04.276>real <00:14:04.364>browser <00:14:04.451>or <00:14:04.539>spin <00:14:04.626>up <00:14:04.714>a <00:14:04.801>real <00:14:04.889>mobile <00:14:04.976>device, <00:14:05.064>Android <00:14:05.151>or <00:14:05.239>iOS,

00:14:06.150 --> 00:14:06.160 align:start position:0%
<00:14:06.150>up <00:14:06.151>a <00:14:06.152>real <00:14:06.153>mobile <00:14:06.155>device, <00:14:06.156>Android <00:14:06.157>or <00:14:06.159>iOS,

00:14:06.160 --> 00:14:08.150 align:start position:0%
<00:14:06.160>up <00:14:06.267>a <00:14:06.375>real <00:14:06.483>mobile <00:14:06.590>device, <00:14:06.698>Android <00:14:06.806>or <00:14:06.913>iOS, <00:14:07.021>doesn't <00:14:07.129>really <00:14:07.236>matter, <00:14:07.344>and <00:14:07.452>can <00:14:07.560>actually

00:14:08.150 --> 00:14:08.160 align:start position:0%
<00:14:08.150>doesn't <00:14:08.151>really <00:14:08.153>matter, <00:14:08.155>and <00:14:08.157>can <00:14:08.159>actually

00:14:08.160 --> 00:14:09.430 align:start position:0%
<00:14:08.160>doesn't <00:14:08.302>really <00:14:08.445>matter, <00:14:08.588>and <00:14:08.731>can <00:14:08.874>actually <00:14:09.017>check <00:14:09.160>through <00:14:09.303>[snorts]

00:14:09.430 --> 00:14:09.440 align:start position:0%
<00:14:09.430>check <00:14:09.434>through <00:14:09.439>[snorts]

00:14:09.440 --> 00:14:12.310 align:start position:0%
<00:14:09.440>check <00:14:09.580>through <00:14:09.720>[snorts] <00:14:09.860>to <00:14:10.000>ensure <00:14:10.140>that <00:14:10.280>it <00:14:10.420>works <00:14:10.560>as <00:14:10.700>your <00:14:10.840>customer

00:14:12.310 --> 00:14:12.320 align:start position:0%
<00:14:12.310>to <00:14:12.311>ensure <00:14:12.312>that <00:14:12.313>it <00:14:12.315>works <00:14:12.316>as <00:14:12.317>your <00:14:12.319>customer

00:14:12.320 --> 00:14:14.470 align:start position:0%
<00:14:12.320>to <00:14:12.460>ensure <00:14:12.600>that <00:14:12.740>it <00:14:12.880>works <00:14:13.020>as <00:14:13.160>your <00:14:13.300>customer <00:14:13.440>would <00:14:13.580>see <00:14:13.720>it.

00:14:14.470 --> 00:14:14.480 align:start position:0%
<00:14:14.470>would <00:14:14.474>see <00:14:14.479>it.

00:14:14.480 --> 00:14:15.990 align:start position:0%
<00:14:14.480>would <00:14:14.649>see <00:14:14.819>it. <00:14:14.989>Right? <00:14:15.159>So, <00:14:15.329>these <00:14:15.499>are <00:14:15.669>two <00:14:15.839>different

00:14:15.990 --> 00:14:16.000 align:start position:0%
<00:14:15.990>Right? <00:14:15.991>So, <00:14:15.993>these <00:14:15.995>are <00:14:15.997>two <00:14:15.999>different

00:14:16.000 --> 00:14:19.030 align:start position:0%
<00:14:16.000>Right? <00:14:16.116>So, <00:14:16.233>these <00:14:16.350>are <00:14:16.466>two <00:14:16.583>different <00:14:16.700>things. <00:14:16.816>Reviewing <00:14:16.933>the <00:14:17.050>PR, <00:14:17.166>great <00:14:17.283>for <00:14:17.400>us

00:14:19.030 --> 00:14:19.040 align:start position:0%
<00:14:19.030>things. <00:14:19.031>Reviewing <00:14:19.033>the <00:14:19.034>PR, <00:14:19.036>great <00:14:19.037>for <00:14:19.039>us

00:14:19.040 --> 00:14:21.110 align:start position:0%
<00:14:19.040>things. <00:14:19.147>Reviewing <00:14:19.255>the <00:14:19.363>PR, <00:14:19.470>great <00:14:19.578>for <00:14:19.686>us <00:14:19.793>as <00:14:19.901>engineers, <00:14:20.009>but <00:14:20.116>you <00:14:20.224>also <00:14:20.332>want <00:14:20.439>to

00:14:21.110 --> 00:14:21.120 align:start position:0%
<00:14:21.110>as <00:14:21.111>engineers, <00:14:21.113>but <00:14:21.114>you <00:14:21.116>also <00:14:21.117>want <00:14:21.119>to

00:14:21.120 --> 00:14:24.310 align:start position:0%
<00:14:21.120>as <00:14:21.227>engineers, <00:14:21.335>but <00:14:21.443>you <00:14:21.550>also <00:14:21.658>want <00:14:21.766>to <00:14:21.873>review <00:14:21.981>the <00:14:22.089>actual <00:14:22.196>outcome <00:14:22.304>from <00:14:22.412>a <00:14:22.520>user

00:14:24.310 --> 00:14:24.320 align:start position:0%
<00:14:24.310>review <00:14:24.311>the <00:14:24.313>actual <00:14:24.314>outcome <00:14:24.316>from <00:14:24.317>a <00:14:24.319>user

00:14:24.320 --> 00:14:26.629 align:start position:0%
<00:14:24.320>review <00:14:24.420>the <00:14:24.520>actual <00:14:24.620>outcome <00:14:24.720>from <00:14:24.820>a <00:14:24.920>user <00:14:25.020>standpoint. <00:14:25.120>And <00:14:25.220>QA <00:14:25.320>is <00:14:25.420>some <00:14:25.520>of <00:14:25.620>the <00:14:25.720>best

00:14:26.629 --> 00:14:26.639 align:start position:0%
<00:14:26.629>standpoint. <00:14:26.630>And <00:14:26.631>QA <00:14:26.632>is <00:14:26.634>some <00:14:26.635>of <00:14:26.636>the <00:14:26.638>best

00:14:26.639 --> 00:14:30.230 align:start position:0%
<00:14:26.639>standpoint. <00:14:26.732>And <00:14:26.825>QA <00:14:26.919>is <00:14:27.012>some <00:14:27.105>of <00:14:27.199>the <00:14:27.292>best <00:14:27.385>ways <00:14:27.479>to <00:14:27.572>do <00:14:27.665>this, <00:14:27.759>right? <00:14:27.852>And <00:14:27.945>a <00:14:28.039>beefy

00:14:30.230 --> 00:14:30.240 align:start position:0%
<00:14:30.230>ways <00:14:30.231>to <00:14:30.232>do <00:14:30.233>this, <00:14:30.235>right? <00:14:30.236>And <00:14:30.237>a <00:14:30.239>beefy

00:14:30.240 --> 00:14:32.949 align:start position:0%
<00:14:30.240>ways <00:14:30.333>to <00:14:30.426>do <00:14:30.520>this, <00:14:30.613>right? <00:14:30.706>And <00:14:30.800>a <00:14:30.893>beefy <00:14:30.986>thing <00:14:31.080>about <00:14:31.173>this <00:14:31.266>is <00:14:31.360>when <00:14:31.453>you <00:14:31.546>do <00:14:31.640>this,

00:14:32.949 --> 00:14:32.959 align:start position:0%
<00:14:32.949>thing <00:14:32.950>about <00:14:32.951>this <00:14:32.952>is <00:14:32.954>when <00:14:32.955>you <00:14:32.956>do <00:14:32.958>this,

00:14:32.959 --> 00:14:35.750 align:start position:0%
<00:14:32.959>thing <00:14:33.075>about <00:14:33.192>this <00:14:33.309>is <00:14:33.425>when <00:14:33.542>you <00:14:33.659>do <00:14:33.775>this, <00:14:33.892>you <00:14:34.009>can <00:14:34.125>catch <00:14:34.242>some <00:14:34.359>userfacing

00:14:35.750 --> 00:14:35.760 align:start position:0%
<00:14:35.750>you <00:14:35.752>can <00:14:35.754>catch <00:14:35.756>some <00:14:35.759>userfacing

00:14:35.760 --> 00:14:38.389 align:start position:0%
<00:14:35.760>you <00:14:35.900>can <00:14:36.040>catch <00:14:36.180>some <00:14:36.319>userfacing <00:14:36.460>regressions. <00:14:36.600>So <00:14:36.740>userf <00:14:36.880>facing <00:14:37.020>issues <00:14:37.160>that

00:14:38.389 --> 00:14:38.399 align:start position:0%
<00:14:38.389>regressions. <00:14:38.390>So <00:14:38.392>userf <00:14:38.394>facing <00:14:38.396>issues <00:14:38.398>that

00:14:38.399 --> 00:14:41.590 align:start position:0%
<00:14:38.399>regressions. <00:14:38.515>So <00:14:38.632>userf <00:14:38.749>facing <00:14:38.865>issues <00:14:38.982>that <00:14:39.099>you <00:14:39.215>just <00:14:39.332>wouldn't <00:14:39.449>catch <00:14:39.565>with <00:14:39.682>a <00:14:39.799>normal

00:14:41.590 --> 00:14:41.600 align:start position:0%
<00:14:41.590>you <00:14:41.591>just <00:14:41.593>wouldn't <00:14:41.594>catch <00:14:41.596>with <00:14:41.597>a <00:14:41.599>normal

00:14:41.600 --> 00:14:46.470 align:start position:0%
<00:14:41.600>you <00:14:41.727>just <00:14:41.854>wouldn't <00:14:41.981>catch <00:14:42.109>with <00:14:42.236>a <00:14:42.363>normal <00:14:42.490>or <00:14:42.618>standard <00:14:42.745>PR <00:14:42.872>div, <00:14:43.000>right?

00:14:46.470 --> 00:14:46.480 align:start position:0%
<00:14:46.470>or <00:14:46.472>standard <00:14:46.474>PR <00:14:46.476>div, <00:14:46.479>right?

00:14:46.480 --> 00:14:47.829 align:start position:0%
<00:14:46.480>or <00:14:46.581>standard <00:14:46.682>PR <00:14:46.783>div, <00:14:46.884>right? <00:14:46.985>And <00:14:47.087>if <00:14:47.188>you <00:14:47.289>remember <00:14:47.390>the <00:14:47.491>first <00:14:47.592>thing <00:14:47.694>that

00:14:47.829 --> 00:14:47.839 align:start position:0%
<00:14:47.829>And <00:14:47.830>if <00:14:47.831>you <00:14:47.832>remember <00:14:47.834>the <00:14:47.835>first <00:14:47.836>thing <00:14:47.838>that

00:14:47.839 --> 00:14:50.310 align:start position:0%
<00:14:47.839>And <00:14:47.939>if <00:14:48.039>you <00:14:48.138>remember <00:14:48.238>the <00:14:48.339>first <00:14:48.439>thing <00:14:48.539>that <00:14:48.638>I <00:14:48.738>said <00:14:48.839>about <00:14:48.939>intent <00:14:49.039>and <00:14:49.138>carrying <00:14:49.238>that

00:14:50.310 --> 00:14:50.320 align:start position:0%
<00:14:50.310>I <00:14:50.311>said <00:14:50.313>about <00:14:50.314>intent <00:14:50.316>and <00:14:50.317>carrying <00:14:50.319>that

00:14:50.320 --> 00:14:51.829 align:start position:0%
<00:14:50.320>I <00:14:50.514>said <00:14:50.708>about <00:14:50.902>intent <00:14:51.096>and <00:14:51.290>carrying <00:14:51.484>that <00:14:51.678>over

00:14:51.829 --> 00:14:51.839 align:start position:0%
over

00:14:51.839 --> 00:14:54.870 align:start position:0%
<00:14:51.839>over <00:14:51.994>at <00:14:52.150>this <00:14:52.305>point <00:14:52.461>as <00:14:52.616>well <00:14:52.772>your <00:14:52.927>QA <00:14:53.083>agents <00:14:53.238>can

00:14:54.870 --> 00:14:54.880 align:start position:0%
<00:14:54.870>at <00:14:54.871>this <00:14:54.872>point <00:14:54.873>as <00:14:54.874>well <00:14:54.875>your <00:14:54.876>QA <00:14:54.877>agents <00:14:54.879>can

00:14:54.880 --> 00:14:57.269 align:start position:0%
<00:14:54.880>at <00:14:54.987>this <00:14:55.095>point <00:14:55.203>as <00:14:55.310>well <00:14:55.418>your <00:14:55.526>QA <00:14:55.633>agents <00:14:55.741>can <00:14:55.849>equally <00:14:55.956>reference <00:14:56.064>this <00:14:56.172>right <00:14:56.280>reference

00:14:57.269 --> 00:14:57.279 align:start position:0%
<00:14:57.269>equally <00:14:57.271>reference <00:14:57.273>this <00:14:57.275>right <00:14:57.278>reference

00:14:57.279 --> 00:14:59.670 align:start position:0%
<00:14:57.279>equally <00:14:57.406>reference <00:14:57.533>this <00:14:57.660>right <00:14:57.788>reference <00:14:57.915>that <00:14:58.042>same <00:14:58.169>artifact. <00:14:58.297>So <00:14:58.424>you <00:14:58.551>have <00:14:58.679>this

00:14:59.670 --> 00:14:59.680 align:start position:0%
<00:14:59.670>that <00:14:59.671>same <00:14:59.673>artifact. <00:14:59.674>So <00:14:59.675>you <00:14:59.677>have <00:14:59.679>this

00:14:59.680 --> 00:15:01.030 align:start position:0%
<00:14:59.680>that <00:14:59.781>same <00:14:59.882>artifact. <00:14:59.983>So <00:15:00.084>you <00:15:00.186>have <00:15:00.287>this <00:15:00.388>been <00:15:00.490>carried <00:15:00.591>over <00:15:00.692>through <00:15:00.793>the <00:15:00.895>entire

00:15:01.030 --> 00:15:01.040 align:start position:0%
<00:15:01.030>been <00:15:01.031>carried <00:15:01.033>over <00:15:01.035>through <00:15:01.037>the <00:15:01.039>entire

00:15:01.040 --> 00:15:03.670 align:start position:0%
<00:15:01.040>been <00:15:01.240>carried <00:15:01.439>over <00:15:01.640>through <00:15:01.839>the <00:15:02.040>entire <00:15:02.240>life <00:15:02.439>cycle.

00:15:03.670 --> 00:15:03.680 align:start position:0%
<00:15:03.670>life <00:15:03.679>cycle.

00:15:03.680 --> 00:15:05.750 align:start position:0%
<00:15:03.680>life <00:15:04.380>cycle. <00:15:05.079>Okay.

00:15:05.750 --> 00:15:05.760 align:start position:0%
Okay.

00:15:05.760 --> 00:15:07.829 align:start position:0%
<00:15:05.760>Okay. <00:15:05.993>Another <00:15:06.226>beautiful <00:15:06.460>thing <00:15:06.693>about <00:15:06.926>doing <00:15:07.160>this

00:15:07.829 --> 00:15:07.839 align:start position:0%
<00:15:07.829>Another <00:15:07.830>beautiful <00:15:07.832>thing <00:15:07.834>about <00:15:07.836>doing <00:15:07.838>this

00:15:07.839 --> 00:15:10.389 align:start position:0%
<00:15:07.839>Another <00:15:08.039>beautiful <00:15:08.239>thing <00:15:08.439>about <00:15:08.639>doing <00:15:08.839>this <00:15:09.039>is <00:15:09.239>ultimately

00:15:10.389 --> 00:15:10.399 align:start position:0%
<00:15:10.389>is <00:15:10.398>ultimately

00:15:10.399 --> 00:15:14.069 align:start position:0%
<00:15:10.399>is <00:15:10.574>ultimately <00:15:10.749>every <00:15:10.924>every <00:15:11.099>PR <00:15:11.274>or <00:15:11.449>every <00:15:11.624>every <00:15:11.799>work

00:15:14.069 --> 00:15:14.079 align:start position:0%
<00:15:14.069>every <00:15:14.070>every <00:15:14.072>PR <00:15:14.073>or <00:15:14.074>every <00:15:14.076>every <00:15:14.078>work

00:15:14.079 --> 00:15:17.189 align:start position:0%
<00:15:14.079>every <00:15:14.195>every <00:15:14.312>PR <00:15:14.429>or <00:15:14.545>every <00:15:14.662>every <00:15:14.779>work <00:15:14.895>that's <00:15:15.012>actually <00:15:15.128>done <00:15:15.245>then <00:15:15.362>carries <00:15:15.478>itself

00:15:17.189 --> 00:15:17.199 align:start position:0%
<00:15:17.189>that's <00:15:17.190>actually <00:15:17.192>done <00:15:17.194>then <00:15:17.196>carries <00:15:17.198>itself

00:15:17.199 --> 00:15:20.069 align:start position:0%
<00:15:17.199>that's <00:15:17.306>actually <00:15:17.414>done <00:15:17.522>then <00:15:17.629>carries <00:15:17.737>itself <00:15:17.845>or <00:15:17.952>in <00:15:18.060>itself <00:15:18.168>proof <00:15:18.275>of <00:15:18.383>work <00:15:18.491>because <00:15:18.598>what

00:15:20.069 --> 00:15:20.079 align:start position:0%
<00:15:20.069>or <00:15:20.070>in <00:15:20.071>itself <00:15:20.072>proof <00:15:20.074>of <00:15:20.075>work <00:15:20.076>because <00:15:20.078>what

00:15:20.079 --> 00:15:22.150 align:start position:0%
<00:15:20.079>or <00:15:20.172>in <00:15:20.265>itself <00:15:20.358>proof <00:15:20.452>of <00:15:20.545>work <00:15:20.638>because <00:15:20.732>what <00:15:20.825>your <00:15:20.919>agent <00:15:21.012>returns <00:15:21.105>back <00:15:21.199>or <00:15:21.292>what <00:15:21.385>the <00:15:21.478>QA

00:15:22.150 --> 00:15:22.160 align:start position:0%
<00:15:22.150>your <00:15:22.151>agent <00:15:22.152>returns <00:15:22.153>back <00:15:22.155>or <00:15:22.156>what <00:15:22.157>the <00:15:22.159>QA

00:15:22.160 --> 00:15:25.269 align:start position:0%
<00:15:22.160>your <00:15:22.267>agent <00:15:22.375>returns <00:15:22.483>back <00:15:22.590>or <00:15:22.698>what <00:15:22.806>the <00:15:22.913>QA <00:15:23.021>agents <00:15:23.129>returns <00:15:23.236>here <00:15:23.344>is <00:15:23.452>then <00:15:23.560>actual

00:15:25.269 --> 00:15:25.279 align:start position:0%
<00:15:25.269>agents <00:15:25.270>returns <00:15:25.272>here <00:15:25.274>is <00:15:25.276>then <00:15:25.278>actual

00:15:25.279 --> 00:15:27.110 align:start position:0%
<00:15:25.279>agents <00:15:25.406>returns <00:15:25.533>here <00:15:25.660>is <00:15:25.788>then <00:15:25.915>actual <00:15:26.042>artifact <00:15:26.169>a <00:15:26.297>video <00:15:26.424>that's <00:15:26.551>been <00:15:26.679>clicked

00:15:27.110 --> 00:15:27.120 align:start position:0%
<00:15:27.110>artifact <00:15:27.111>a <00:15:27.113>video <00:15:27.115>that's <00:15:27.117>been <00:15:27.119>clicked

00:15:27.120 --> 00:15:29.670 align:start position:0%
<00:15:27.120>artifact <00:15:27.236>a <00:15:27.353>video <00:15:27.470>that's <00:15:27.586>been <00:15:27.703>clicked <00:15:27.820>through <00:15:27.936>a <00:15:28.053>screenshot <00:15:28.170>of <00:15:28.286>of <00:15:28.403>of <00:15:28.520>actual

00:15:29.670 --> 00:15:29.680 align:start position:0%
<00:15:29.670>through <00:15:29.671>a <00:15:29.673>screenshot <00:15:29.674>of <00:15:29.675>of <00:15:29.677>of <00:15:29.679>actual

00:15:29.680 --> 00:15:31.590 align:start position:0%
<00:15:29.680>through <00:15:29.773>a <00:15:29.866>screenshot <00:15:29.959>of <00:15:30.053>of <00:15:30.146>of <00:15:30.239>actual <00:15:30.333>intent <00:15:30.426>of <00:15:30.520>what <00:15:30.613>you <00:15:30.706>you <00:15:30.800>you <00:15:30.893>set <00:15:30.986>out <00:15:31.079>to

00:15:31.590 --> 00:15:31.600 align:start position:0%
<00:15:31.590>intent <00:15:31.591>of <00:15:31.592>what <00:15:31.593>you <00:15:31.594>you <00:15:31.595>you <00:15:31.596>set <00:15:31.597>out <00:15:31.599>to

00:15:31.600 --> 00:15:34.230 align:start position:0%
<00:15:31.600>intent <00:15:31.740>of <00:15:31.880>what <00:15:32.020>you <00:15:32.160>you <00:15:32.300>you <00:15:32.440>set <00:15:32.580>out <00:15:32.720>to <00:15:32.860>do. <00:15:33.000>Right.

00:15:34.230 --> 00:15:34.240 align:start position:0%
<00:15:34.230>do. <00:15:34.239>Right.

00:15:34.240 --> 00:15:37.990 align:start position:0%
<00:15:34.240>do. <00:15:34.473>Right. <00:15:34.706>Excellent. <00:15:34.940>Another <00:15:35.173>another <00:15:35.406>example <00:15:35.640>that

00:15:37.990 --> 00:15:38.000 align:start position:0%
<00:15:37.990>Excellent. <00:15:37.992>Another <00:15:37.994>another <00:15:37.996>example <00:15:37.999>that

00:15:38.000 --> 00:15:40.230 align:start position:0%
<00:15:38.000>Excellent. <00:15:38.107>Another <00:15:38.215>another <00:15:38.323>example <00:15:38.430>that <00:15:38.538>I <00:15:38.646>really <00:15:38.753>love <00:15:38.861>here <00:15:38.969>in <00:15:39.076>practice <00:15:39.184>is <00:15:39.292>what <00:15:39.400>I

00:15:40.230 --> 00:15:40.240 align:start position:0%
<00:15:40.230>I <00:15:40.231>really <00:15:40.232>love <00:15:40.233>here <00:15:40.234>in <00:15:40.235>practice <00:15:40.236>is <00:15:40.237>what <00:15:40.239>I

00:15:40.240 --> 00:15:43.189 align:start position:0%
<00:15:40.240>I <00:15:40.333>really <00:15:40.426>love <00:15:40.520>here <00:15:40.613>in <00:15:40.706>practice <00:15:40.800>is <00:15:40.893>what <00:15:40.986>I <00:15:41.080>call <00:15:41.173>monitoring <00:15:41.266>agents. <00:15:41.360>So <00:15:41.453>again <00:15:41.546>like <00:15:41.640>we

00:15:43.189 --> 00:15:43.199 align:start position:0%
<00:15:43.189>call <00:15:43.190>monitoring <00:15:43.192>agents. <00:15:43.193>So <00:15:43.194>again <00:15:43.196>like <00:15:43.198>we

00:15:43.199 --> 00:15:45.509 align:start position:0%
<00:15:43.199>call <00:15:43.306>monitoring <00:15:43.414>agents. <00:15:43.522>So <00:15:43.629>again <00:15:43.737>like <00:15:43.845>we <00:15:43.952>said <00:15:44.060>the <00:15:44.168>entire <00:15:44.275>premise <00:15:44.383>is <00:15:44.491>it's <00:15:44.598>not

00:15:45.509 --> 00:15:45.519 align:start position:0%
<00:15:45.509>said <00:15:45.510>the <00:15:45.512>entire <00:15:45.513>premise <00:15:45.515>is <00:15:45.516>it's <00:15:45.518>not

00:15:45.519 --> 00:15:47.990 align:start position:0%
<00:15:45.519>said <00:15:45.626>the <00:15:45.734>entire <00:15:45.842>premise <00:15:45.949>is <00:15:46.057>it's <00:15:46.165>not <00:15:46.272>enough <00:15:46.380>to <00:15:46.488>just <00:15:46.595>leverage <00:15:46.703>agents <00:15:46.811>to <00:15:46.919>ship

00:15:47.990 --> 00:15:48.000 align:start position:0%
<00:15:47.990>enough <00:15:47.991>to <00:15:47.993>just <00:15:47.994>leverage <00:15:47.996>agents <00:15:47.997>to <00:15:47.999>ship

00:15:48.000 --> 00:15:50.710 align:start position:0%
<00:15:48.000>enough <00:15:48.093>to <00:15:48.186>just <00:15:48.280>leverage <00:15:48.373>agents <00:15:48.466>to <00:15:48.560>ship <00:15:48.653>out <00:15:48.746>code <00:15:48.840>fast. <00:15:48.933>We <00:15:49.026>have <00:15:49.120>to <00:15:49.213>take <00:15:49.306>them <00:15:49.400>past

00:15:50.710 --> 00:15:50.720 align:start position:0%
<00:15:50.710>out <00:15:50.711>code <00:15:50.712>fast. <00:15:50.713>We <00:15:50.714>have <00:15:50.715>to <00:15:50.716>take <00:15:50.717>them <00:15:50.719>past

00:15:50.720 --> 00:15:52.949 align:start position:0%
<00:15:50.720>out <00:15:50.807>code <00:15:50.895>fast. <00:15:50.982>We <00:15:51.070>have <00:15:51.157>to <00:15:51.245>take <00:15:51.332>them <00:15:51.420>past <00:15:51.507>that <00:15:51.595>through <00:15:51.682>the <00:15:51.770>rest <00:15:51.857>of <00:15:51.945>the <00:15:52.032>life <00:15:52.120>cycle.

00:15:52.949 --> 00:15:52.959 align:start position:0%
<00:15:52.949>that <00:15:52.950>through <00:15:52.951>the <00:15:52.952>rest <00:15:52.954>of <00:15:52.955>the <00:15:52.956>life <00:15:52.958>cycle.

00:15:52.959 --> 00:15:54.790 align:start position:0%
<00:15:52.959>that <00:15:53.059>through <00:15:53.159>the <00:15:53.259>rest <00:15:53.359>of <00:15:53.459>the <00:15:53.559>life <00:15:53.659>cycle. <00:15:53.759>And <00:15:53.859>this <00:15:53.959>is <00:15:54.059>a <00:15:54.159>brilliant <00:15:54.259>one <00:15:54.359>monitoring

00:15:54.790 --> 00:15:54.800 align:start position:0%
<00:15:54.790>And <00:15:54.791>this <00:15:54.793>is <00:15:54.794>a <00:15:54.795>brilliant <00:15:54.797>one <00:15:54.799>monitoring

00:15:54.800 --> 00:15:57.670 align:start position:0%
<00:15:54.800>And <00:15:54.900>this <00:15:55.000>is <00:15:55.099>a <00:15:55.199>brilliant <00:15:55.300>one <00:15:55.400>monitoring <00:15:55.500>agents. <00:15:55.599>So <00:15:55.699>here's <00:15:55.800>an <00:15:55.900>example <00:15:56.000>of <00:15:56.099>how <00:15:56.199>I've

00:15:57.670 --> 00:15:57.680 align:start position:0%
<00:15:57.670>agents. <00:15:57.671>So <00:15:57.672>here's <00:15:57.673>an <00:15:57.675>example <00:15:57.676>of <00:15:57.677>how <00:15:57.679>I've

00:15:57.680 --> 00:15:59.509 align:start position:0%
<00:15:57.680>agents. <00:15:57.780>So <00:15:57.880>here's <00:15:57.979>an <00:15:58.079>example <00:15:58.180>of <00:15:58.280>how <00:15:58.380>I've <00:15:58.479>seen <00:15:58.579>this <00:15:58.680>work <00:15:58.780>and <00:15:58.880>maybe <00:15:58.979>interesting <00:15:59.079>to

00:15:59.509 --> 00:15:59.519 align:start position:0%
<00:15:59.509>seen <00:15:59.510>this <00:15:59.512>work <00:15:59.513>and <00:15:59.515>maybe <00:15:59.516>interesting <00:15:59.518>to

00:15:59.519 --> 00:16:03.110 align:start position:0%
<00:15:59.519>seen <00:15:59.619>this <00:15:59.719>work <00:15:59.819>and <00:15:59.919>maybe <00:16:00.019>interesting <00:16:00.119>to <00:16:00.219>some <00:16:00.319>of <00:16:00.419>you <00:16:00.519>guys <00:16:00.619>is <00:16:00.719>so <00:16:00.819>every <00:16:00.919>deployment

00:16:03.110 --> 00:16:03.120 align:start position:0%
<00:16:03.110>some <00:16:03.111>of <00:16:03.112>you <00:16:03.113>guys <00:16:03.115>is <00:16:03.116>so <00:16:03.117>every <00:16:03.119>deployment

00:16:03.120 --> 00:16:05.350 align:start position:0%
<00:16:03.120>some <00:16:03.260>of <00:16:03.400>you <00:16:03.540>guys <00:16:03.680>is <00:16:03.820>so <00:16:03.960>every <00:16:04.100>deployment <00:16:04.240>emits <00:16:04.380>a <00:16:04.520>signal.

00:16:05.350 --> 00:16:05.360 align:start position:0%
<00:16:05.350>emits <00:16:05.354>a <00:16:05.359>signal.

00:16:05.360 --> 00:16:07.110 align:start position:0%
<00:16:05.360>emits <00:16:05.826>a <00:16:06.293>signal. <00:16:06.760>Now

00:16:07.110 --> 00:16:07.120 align:start position:0%
Now

00:16:07.120 --> 00:16:08.710 align:start position:0%
<00:16:07.120>Now <00:16:07.320>an <00:16:07.520>important <00:16:07.720>thing <00:16:07.920>to <00:16:08.120>mention <00:16:08.320>here <00:16:08.520>is

00:16:08.710 --> 00:16:08.720 align:start position:0%
<00:16:08.710>an <00:16:08.711>important <00:16:08.713>thing <00:16:08.714>to <00:16:08.716>mention <00:16:08.717>here <00:16:08.719>is

00:16:08.720 --> 00:16:10.629 align:start position:0%
<00:16:08.720>an <00:16:08.836>important <00:16:08.953>thing <00:16:09.070>to <00:16:09.186>mention <00:16:09.303>here <00:16:09.420>is <00:16:09.536>these <00:16:09.653>are <00:16:09.770>examples, <00:16:09.886>right? <00:16:10.003>You <00:16:10.120>don't

00:16:10.629 --> 00:16:10.639 align:start position:0%
<00:16:10.629>these <00:16:10.630>are <00:16:10.632>examples, <00:16:10.634>right? <00:16:10.636>You <00:16:10.638>don't

00:16:10.639 --> 00:16:12.790 align:start position:0%
<00:16:10.639>these <00:16:10.739>are <00:16:10.839>examples, <00:16:10.939>right? <00:16:11.039>You <00:16:11.139>don't <00:16:11.239>have <00:16:11.339>to <00:16:11.439>go <00:16:11.539>do <00:16:11.639>it <00:16:11.739>like <00:16:11.839>this. <00:16:11.939>The <00:16:12.039>most

00:16:12.790 --> 00:16:12.800 align:start position:0%
<00:16:12.790>have <00:16:12.791>to <00:16:12.792>go <00:16:12.793>do <00:16:12.794>it <00:16:12.795>like <00:16:12.796>this. <00:16:12.797>The <00:16:12.799>most

00:16:12.800 --> 00:16:14.870 align:start position:0%
<00:16:12.800>have <00:16:12.907>to <00:16:13.015>go <00:16:13.123>do <00:16:13.230>it <00:16:13.338>like <00:16:13.446>this. <00:16:13.553>The <00:16:13.661>most <00:16:13.769>important <00:16:13.876>things <00:16:13.984>are <00:16:14.092>the <00:16:14.199>principles,

00:16:14.870 --> 00:16:14.880 align:start position:0%
<00:16:14.870>important <00:16:14.872>things <00:16:14.874>are <00:16:14.876>the <00:16:14.879>principles,

00:16:14.880 --> 00:16:16.550 align:start position:0%
<00:16:14.880>important <00:16:14.987>things <00:16:15.095>are <00:16:15.203>the <00:16:15.310>principles, <00:16:15.418>right? <00:16:15.526>So <00:16:15.633>I'm <00:16:15.741>not <00:16:15.849>here <00:16:15.956>to <00:16:16.064>tell <00:16:16.172>you <00:16:16.280>what

00:16:16.550 --> 00:16:16.560 align:start position:0%
<00:16:16.550>right? <00:16:16.551>So <00:16:16.552>I'm <00:16:16.553>not <00:16:16.554>here <00:16:16.555>to <00:16:16.556>tell <00:16:16.557>you <00:16:16.559>what

00:16:16.560 --> 00:16:18.069 align:start position:0%
<00:16:16.560>right? <00:16:16.644>So <00:16:16.729>I'm <00:16:16.814>not <00:16:16.899>here <00:16:16.984>to <00:16:17.069>tell <00:16:17.154>you <00:16:17.239>what <00:16:17.323>to <00:16:17.408>do, <00:16:17.493>but <00:16:17.578>more <00:16:17.663>to <00:16:17.748>set <00:16:17.833>out <00:16:17.918>the

00:16:18.069 --> 00:16:18.079 align:start position:0%
<00:16:18.069>to <00:16:18.070>do, <00:16:18.071>but <00:16:18.072>more <00:16:18.074>to <00:16:18.075>set <00:16:18.076>out <00:16:18.078>the

00:16:18.079 --> 00:16:20.949 align:start position:0%
<00:16:18.079>to <00:16:18.172>do, <00:16:18.265>but <00:16:18.358>more <00:16:18.452>to <00:16:18.545>set <00:16:18.638>out <00:16:18.732>the <00:16:18.825>principles <00:16:18.919>that <00:16:19.012>you <00:16:19.105>can <00:16:19.199>go <00:16:19.292>build <00:16:19.385>on. <00:16:19.478>So

00:16:20.949 --> 00:16:20.959 align:start position:0%
<00:16:20.949>principles <00:16:20.950>that <00:16:20.951>you <00:16:20.952>can <00:16:20.954>go <00:16:20.955>build <00:16:20.956>on. <00:16:20.958>So

00:16:20.959 --> 00:16:22.230 align:start position:0%
<00:16:20.959>principles <00:16:21.046>that <00:16:21.134>you <00:16:21.222>can <00:16:21.310>go <00:16:21.398>build <00:16:21.486>on. <00:16:21.574>So <00:16:21.662>back <00:16:21.750>to <00:16:21.838>the <00:16:21.926>example, <00:16:22.014>you've <00:16:22.102>got

00:16:22.230 --> 00:16:22.240 align:start position:0%
<00:16:22.230>back <00:16:22.231>to <00:16:22.233>the <00:16:22.235>example, <00:16:22.237>you've <00:16:22.239>got

00:16:22.240 --> 00:16:25.030 align:start position:0%
<00:16:22.240>back <00:16:22.395>to <00:16:22.551>the <00:16:22.706>example, <00:16:22.862>you've <00:16:23.017>got <00:16:23.173>monitoring <00:16:23.328>agents. <00:16:23.484>Every <00:16:23.640>deployment

00:16:25.030 --> 00:16:25.040 align:start position:0%
<00:16:25.030>monitoring <00:16:25.033>agents. <00:16:25.036>Every <00:16:25.039>deployment

00:16:25.040 --> 00:16:29.509 align:start position:0%
<00:16:25.040>monitoring <00:16:25.180>agents. <00:16:25.319>Every <00:16:25.459>deployment <00:16:25.599>emits <00:16:25.740>a <00:16:25.880>signal, <00:16:26.020>right? <00:16:26.160>And <00:16:26.300>you've <00:16:26.439>got

00:16:29.509 --> 00:16:29.519 align:start position:0%
<00:16:29.509>emits <00:16:29.510>a <00:16:29.512>signal, <00:16:29.513>right? <00:16:29.515>And <00:16:29.516>you've <00:16:29.518>got

00:16:29.519 --> 00:16:32.470 align:start position:0%
<00:16:29.519>emits <00:16:29.619>a <00:16:29.719>signal, <00:16:29.819>right? <00:16:29.919>And <00:16:30.019>you've <00:16:30.119>got <00:16:30.219>agents <00:16:30.319>that <00:16:30.419>watch <00:16:30.519>for <00:16:30.619>that <00:16:30.719>signal <00:16:30.819>over <00:16:30.919>a

00:16:32.470 --> 00:16:32.480 align:start position:0%
<00:16:32.470>agents <00:16:32.471>that <00:16:32.472>watch <00:16:32.473>for <00:16:32.475>that <00:16:32.476>signal <00:16:32.477>over <00:16:32.479>a

00:16:32.480 --> 00:16:34.310 align:start position:0%
<00:16:32.480>agents <00:16:32.573>that <00:16:32.666>watch <00:16:32.760>for <00:16:32.853>that <00:16:32.946>signal <00:16:33.040>over <00:16:33.133>a <00:16:33.226>given <00:16:33.320>period <00:16:33.413>of <00:16:33.506>time. <00:16:33.600>So <00:16:33.693>in <00:16:33.786>this <00:16:33.880>case,

00:16:34.310 --> 00:16:34.320 align:start position:0%
<00:16:34.310>given <00:16:34.311>period <00:16:34.312>of <00:16:34.313>time. <00:16:34.315>So <00:16:34.316>in <00:16:34.317>this <00:16:34.319>case,

00:16:34.320 --> 00:16:36.710 align:start position:0%
<00:16:34.320>given <00:16:34.420>period <00:16:34.520>of <00:16:34.620>time. <00:16:34.720>So <00:16:34.820>in <00:16:34.920>this <00:16:35.020>case, <00:16:35.120>just <00:16:35.220>an <00:16:35.320>example, <00:16:35.420>you've <00:16:35.520>got <00:16:35.620>72 <00:16:35.720>hours.

00:16:36.710 --> 00:16:36.720 align:start position:0%
<00:16:36.710>just <00:16:36.711>an <00:16:36.713>example, <00:16:36.714>you've <00:16:36.716>got <00:16:36.717>72 <00:16:36.719>hours.

00:16:36.720 --> 00:16:39.269 align:start position:0%
<00:16:36.720>just <00:16:36.827>an <00:16:36.935>example, <00:16:37.043>you've <00:16:37.150>got <00:16:37.258>72 <00:16:37.366>hours. <00:16:37.473>Every <00:16:37.581>emitted <00:16:37.689>signal <00:16:37.796>is <00:16:37.904>watched <00:16:38.012>for <00:16:38.120>72

00:16:39.269 --> 00:16:39.279 align:start position:0%
<00:16:39.269>Every <00:16:39.270>emitted <00:16:39.272>signal <00:16:39.273>is <00:16:39.275>watched <00:16:39.276>for <00:16:39.278>72

00:16:39.279 --> 00:16:42.310 align:start position:0%
<00:16:39.279>Every <00:16:39.395>emitted <00:16:39.512>signal <00:16:39.629>is <00:16:39.745>watched <00:16:39.862>for <00:16:39.979>72 <00:16:40.095>hours. <00:16:40.212>So <00:16:40.329>every <00:16:40.445>spike <00:16:40.562>or <00:16:40.679>anomalies,

00:16:42.310 --> 00:16:42.320 align:start position:0%
<00:16:42.310>hours. <00:16:42.311>So <00:16:42.313>every <00:16:42.315>spike <00:16:42.317>or <00:16:42.319>anomalies,

00:16:42.320 --> 00:16:44.470 align:start position:0%
<00:16:42.320>hours. <00:16:42.447>So <00:16:42.574>every <00:16:42.701>spike <00:16:42.829>or <00:16:42.956>anomalies, <00:16:43.083>whether <00:16:43.210>or <00:16:43.338>not <00:16:43.465>that <00:16:43.592>triggers <00:16:43.720>your

00:16:44.470 --> 00:16:44.480 align:start position:0%
<00:16:44.470>whether <00:16:44.471>or <00:16:44.473>not <00:16:44.475>that <00:16:44.477>triggers <00:16:44.479>your

00:16:44.480 --> 00:16:47.110 align:start position:0%
<00:16:44.480>whether <00:16:44.596>or <00:16:44.713>not <00:16:44.830>that <00:16:44.946>triggers <00:16:45.063>your <00:16:45.180>incident <00:16:45.296>threshold <00:16:45.413>or <00:16:45.530>not. <00:16:45.646>So <00:16:45.763>if <00:16:45.880>you've

00:16:47.110 --> 00:16:47.120 align:start position:0%
<00:16:47.110>incident <00:16:47.111>threshold <00:16:47.113>or <00:16:47.114>not. <00:16:47.116>So <00:16:47.117>if <00:16:47.119>you've

00:16:47.120 --> 00:16:49.749 align:start position:0%
<00:16:47.120>incident <00:16:47.220>threshold <00:16:47.320>or <00:16:47.420>not. <00:16:47.520>So <00:16:47.620>if <00:16:47.720>you've <00:16:47.820>got <00:16:47.920>a <00:16:48.020>business <00:16:48.120>with <00:16:48.220>millions <00:16:48.320>of <00:16:48.420>users, <00:16:48.520>a

00:16:49.749 --> 00:16:49.759 align:start position:0%
<00:16:49.749>got <00:16:49.750>a <00:16:49.751>business <00:16:49.752>with <00:16:49.754>millions <00:16:49.755>of <00:16:49.756>users, <00:16:49.758>a

00:16:49.759 --> 00:16:51.829 align:start position:0%
<00:16:49.759>got <00:16:49.866>a <00:16:49.974>business <00:16:50.082>with <00:16:50.189>millions <00:16:50.297>of <00:16:50.405>users, <00:16:50.512>a <00:16:50.620>small <00:16:50.728>issue <00:16:50.835>that <00:16:50.943>affects, <00:16:51.051>you <00:16:51.159>know,

00:16:51.829 --> 00:16:51.839 align:start position:0%
<00:16:51.829>small <00:16:51.830>issue <00:16:51.832>that <00:16:51.834>affects, <00:16:51.836>you <00:16:51.838>know,

00:16:51.839 --> 00:16:53.910 align:start position:0%
<00:16:51.839>small <00:16:51.966>issue <00:16:52.093>that <00:16:52.220>affects, <00:16:52.348>you <00:16:52.475>know, <00:16:52.602>depending <00:16:52.729>on <00:16:52.857>what <00:16:52.984>your <00:16:53.111>threshold <00:16:53.238>is,

00:16:53.910 --> 00:16:53.920 align:start position:0%
<00:16:53.910>depending <00:16:53.911>on <00:16:53.913>what <00:16:53.915>your <00:16:53.917>threshold <00:16:53.919>is,

00:16:53.920 --> 00:16:55.670 align:start position:0%
<00:16:53.920>depending <00:16:54.036>on <00:16:54.153>what <00:16:54.270>your <00:16:54.386>threshold <00:16:54.503>is, <00:16:54.620>could <00:16:54.736>already <00:16:54.853>be <00:16:54.969>in <00:16:55.086>production <00:16:55.203>for <00:16:55.319>a

00:16:55.670 --> 00:16:55.680 align:start position:0%
<00:16:55.670>could <00:16:55.671>already <00:16:55.673>be <00:16:55.674>in <00:16:55.675>production <00:16:55.677>for <00:16:55.679>a

00:16:55.680 --> 00:16:57.509 align:start position:0%
<00:16:55.680>could <00:16:55.796>already <00:16:55.913>be <00:16:56.030>in <00:16:56.146>production <00:16:56.263>for <00:16:56.380>a <00:16:56.496>while <00:16:56.613>before <00:16:56.729>it <00:16:56.846>triggers <00:16:56.963>your <00:16:57.079>incident

00:16:57.509 --> 00:16:57.519 align:start position:0%
<00:16:57.509>while <00:16:57.510>before <00:16:57.512>it <00:16:57.514>triggers <00:16:57.516>your <00:16:57.518>incident

00:16:57.519 --> 00:17:00.150 align:start position:0%
<00:16:57.519>while <00:16:57.635>before <00:16:57.752>it <00:16:57.869>triggers <00:16:57.985>your <00:16:58.102>incident <00:16:58.219>alerts. <00:16:58.335>This <00:16:58.452>is <00:16:58.569>where <00:16:58.685>this <00:16:58.802>becomes <00:16:58.919>very

00:17:00.150 --> 00:17:00.160 align:start position:0%
<00:17:00.150>alerts. <00:17:00.151>This <00:17:00.153>is <00:17:00.154>where <00:17:00.156>this <00:17:00.157>becomes <00:17:00.159>very

00:17:00.160 --> 00:17:02.629 align:start position:0%
<00:17:00.160>alerts. <00:17:00.287>This <00:17:00.414>is <00:17:00.541>where <00:17:00.669>this <00:17:00.796>becomes <00:17:00.923>very <00:17:01.050>helpful <00:17:01.178>because <00:17:01.305>during <00:17:01.432>that <00:17:01.560>monitoring

00:17:02.629 --> 00:17:02.639 align:start position:0%
<00:17:02.629>helpful <00:17:02.631>because <00:17:02.633>during <00:17:02.635>that <00:17:02.638>monitoring

00:17:02.639 --> 00:17:04.630 align:start position:0%
<00:17:02.639>helpful <00:17:02.766>because <00:17:02.893>during <00:17:03.020>that <00:17:03.148>monitoring <00:17:03.275>period, <00:17:03.402>you <00:17:03.529>can <00:17:03.657>capture <00:17:03.784>this <00:17:03.911>before <00:17:04.039>that

00:17:04.630 --> 00:17:04.640 align:start position:0%
<00:17:04.630>period, <00:17:04.631>you <00:17:04.633>can <00:17:04.634>capture <00:17:04.636>this <00:17:04.637>before <00:17:04.639>that

00:17:04.640 --> 00:17:07.350 align:start position:0%
<00:17:04.640>period, <00:17:04.795>you <00:17:04.951>can <00:17:05.106>capture <00:17:05.262>this <00:17:05.417>before <00:17:05.573>that <00:17:05.728>threshold's <00:17:05.884>hit. <00:17:06.040>Right?

00:17:07.350 --> 00:17:07.360 align:start position:0%
<00:17:07.349>threshold's <00:17:07.354>hit. <00:17:07.358>Right?

00:17:07.360 --> 00:17:09.669 align:start position:0%
<00:17:07.359>threshold's <00:17:07.534>hit. <00:17:07.709>Right? <00:17:07.885>This <00:17:08.060>is <00:17:08.234>detected. <00:17:08.409>And <00:17:08.584>the <00:17:08.760>beautiful

00:17:09.669 --> 00:17:09.679 align:start position:0%
<00:17:09.669>This <00:17:09.670>is <00:17:09.672>detected. <00:17:09.674>And <00:17:09.676>the <00:17:09.678>beautiful

00:17:09.679 --> 00:17:11.189 align:start position:0%
<00:17:09.679>This <00:17:09.792>is <00:17:09.905>detected. <00:17:10.018>And <00:17:10.132>the <00:17:10.245>beautiful <00:17:10.358>thing <00:17:10.471>again <00:17:10.585>about <00:17:10.698>intent <00:17:10.811>and <00:17:10.924>I'm <00:17:11.038>going

00:17:11.189 --> 00:17:11.199 align:start position:0%
<00:17:11.189>thing <00:17:11.190>again <00:17:11.192>about <00:17:11.193>intent <00:17:11.195>and <00:17:11.196>I'm <00:17:11.198>going

00:17:11.199 --> 00:17:12.870 align:start position:0%
<00:17:11.199>thing <00:17:11.292>again <00:17:11.385>about <00:17:11.479>intent <00:17:11.572>and <00:17:11.665>I'm <00:17:11.759>going <00:17:11.852>to <00:17:11.945>go <00:17:12.039>back <00:17:12.132>to <00:17:12.225>it <00:17:12.319>because <00:17:12.412>I <00:17:12.505>think <00:17:12.599>it's

00:17:12.870 --> 00:17:12.880 align:start position:0%
<00:17:12.869>to <00:17:12.871>go <00:17:12.872>back <00:17:12.873>to <00:17:12.874>it <00:17:12.875>because <00:17:12.876>I <00:17:12.877>think <00:17:12.879>it's

00:17:12.880 --> 00:17:16.230 align:start position:0%
<00:17:12.880>to <00:17:12.980>go <00:17:13.080>back <00:17:13.180>to <00:17:13.280>it <00:17:13.380>because <00:17:13.480>I <00:17:13.580>think <00:17:13.680>it's <00:17:13.780>it's <00:17:13.880>critical <00:17:13.980>is <00:17:14.080>with <00:17:14.180>this <00:17:14.280>deployment

00:17:16.230 --> 00:17:16.240 align:start position:0%
<00:17:16.230>it's <00:17:16.231>critical <00:17:16.233>is <00:17:16.235>with <00:17:16.237>this <00:17:16.239>deployment

00:17:16.240 --> 00:17:19.990 align:start position:0%
<00:17:16.240>it's <00:17:16.356>critical <00:17:16.473>is <00:17:16.589>with <00:17:16.706>this <00:17:16.823>deployment <00:17:16.940>signal <00:17:17.056>every <00:17:17.173>spike <00:17:17.290>every <00:17:17.406>anomaly <00:17:17.523>can <00:17:17.640>be

00:17:19.990 --> 00:17:20.000 align:start position:0%
<00:17:19.990>signal <00:17:19.991>every <00:17:19.992>spike <00:17:19.994>every <00:17:19.996>anomaly <00:17:19.997>can <00:17:19.999>be

00:17:20.000 --> 00:17:22.710 align:start position:0%
<00:17:20.000>signal <00:17:20.107>every <00:17:20.215>spike <00:17:20.323>every <00:17:20.430>anomaly <00:17:20.538>can <00:17:20.646>be <00:17:20.753>cross <00:17:20.861>referenced <00:17:20.969>to <00:17:21.076>the <00:17:21.184>intent <00:17:21.292>right <00:17:21.400>the

00:17:22.710 --> 00:17:22.720 align:start position:0%
<00:17:22.710>cross <00:17:22.711>referenced <00:17:22.713>to <00:17:22.714>the <00:17:22.716>intent <00:17:22.717>right <00:17:22.719>the

00:17:22.720 --> 00:17:24.390 align:start position:0%
<00:17:22.720>cross <00:17:22.819>referenced <00:17:22.920>to <00:17:23.020>the <00:17:23.120>intent <00:17:23.220>right <00:17:23.319>the <00:17:23.420>the <00:17:23.520>first <00:17:23.620>artifact <00:17:23.720>that <00:17:23.819>we <00:17:23.920>had <00:17:24.020>at <00:17:24.120>the

00:17:24.390 --> 00:17:24.400 align:start position:0%
<00:17:24.390>the <00:17:24.391>first <00:17:24.392>artifact <00:17:24.393>that <00:17:24.395>we <00:17:24.396>had <00:17:24.397>at <00:17:24.399>the

00:17:24.400 --> 00:17:27.990 align:start position:0%
<00:17:24.400>the <00:17:24.500>first <00:17:24.600>artifact <00:17:24.700>that <00:17:24.800>we <00:17:24.900>had <00:17:25.000>at <00:17:25.100>the <00:17:25.200>very <00:17:25.300>start <00:17:25.400>to <00:17:25.500>to <00:17:25.600>precisely <00:17:25.700>map <00:17:25.800>what's

00:17:27.990 --> 00:17:28.000 align:start position:0%
<00:17:27.990>very <00:17:27.991>start <00:17:27.992>to <00:17:27.994>to <00:17:27.996>precisely <00:17:27.997>map <00:17:27.999>what's

00:17:28.000 --> 00:17:30.390 align:start position:0%
<00:17:28.000>very <00:17:28.093>start <00:17:28.186>to <00:17:28.280>to <00:17:28.373>precisely <00:17:28.466>map <00:17:28.560>what's <00:17:28.653>gone <00:17:28.746>wrong <00:17:28.840>to <00:17:28.933>what <00:17:29.026>was <00:17:29.120>my <00:17:29.213>intent <00:17:29.306>at <00:17:29.400>the

00:17:30.390 --> 00:17:30.400 align:start position:0%
<00:17:30.390>gone <00:17:30.391>wrong <00:17:30.392>to <00:17:30.393>what <00:17:30.394>was <00:17:30.395>my <00:17:30.396>intent <00:17:30.397>at <00:17:30.399>the

00:17:30.400 --> 00:17:32.310 align:start position:0%
<00:17:30.400>gone <00:17:30.487>wrong <00:17:30.575>to <00:17:30.662>what <00:17:30.750>was <00:17:30.837>my <00:17:30.925>intent <00:17:31.012>at <00:17:31.100>the <00:17:31.187>very <00:17:31.275>start <00:17:31.362>to <00:17:31.450>what <00:17:31.537>does <00:17:31.625>the <00:17:31.712>code <00:17:31.800>base

00:17:32.310 --> 00:17:32.320 align:start position:0%
<00:17:32.310>very <00:17:32.311>start <00:17:32.312>to <00:17:32.313>what <00:17:32.315>does <00:17:32.316>the <00:17:32.317>code <00:17:32.319>base

00:17:32.320 --> 00:17:33.990 align:start position:0%
<00:17:32.320>very <00:17:32.427>start <00:17:32.535>to <00:17:32.643>what <00:17:32.750>does <00:17:32.858>the <00:17:32.966>code <00:17:33.073>base <00:17:33.181>say <00:17:33.289>right <00:17:33.396>these <00:17:33.504>are <00:17:33.612>three <00:17:33.720>different

00:17:33.990 --> 00:17:34.000 align:start position:0%
<00:17:33.990>say <00:17:33.991>right <00:17:33.993>these <00:17:33.995>are <00:17:33.997>three <00:17:33.999>different

00:17:34.000 --> 00:17:36.710 align:start position:0%
<00:17:34.000>say <00:17:34.116>right <00:17:34.233>these <00:17:34.350>are <00:17:34.466>three <00:17:34.583>different <00:17:34.700>things <00:17:34.816>right <00:17:34.933>and <00:17:35.050>again <00:17:35.166>you <00:17:35.283>could <00:17:35.400>argue

00:17:36.710 --> 00:17:36.720 align:start position:0%
<00:17:36.710>things <00:17:36.711>right <00:17:36.713>and <00:17:36.714>again <00:17:36.716>you <00:17:36.717>could <00:17:36.719>argue

00:17:36.720 --> 00:17:38.549 align:start position:0%
<00:17:36.720>things <00:17:36.836>right <00:17:36.953>and <00:17:37.070>again <00:17:37.186>you <00:17:37.303>could <00:17:37.420>argue <00:17:37.536>this <00:17:37.653>comes <00:17:37.770>down <00:17:37.886>to <00:17:38.003>context <00:17:38.120>engineering

00:17:38.549 --> 00:17:38.559 align:start position:0%
<00:17:38.549>this <00:17:38.550>comes <00:17:38.552>down <00:17:38.554>to <00:17:38.556>context <00:17:38.558>engineering

00:17:38.559 --> 00:17:40.710 align:start position:0%
<00:17:38.559>this <00:17:38.658>comes <00:17:38.759>down <00:17:38.859>to <00:17:38.959>context <00:17:39.059>engineering <00:17:39.158>But <00:17:39.259>I <00:17:39.359>think <00:17:39.459>that's <00:17:39.559>just <00:17:39.658>a <00:17:39.759>word <00:17:39.859>that <00:17:39.959>you

00:17:40.710 --> 00:17:40.720 align:start position:0%
<00:17:40.710>But <00:17:40.711>I <00:17:40.712>think <00:17:40.713>that's <00:17:40.714>just <00:17:40.715>a <00:17:40.716>word <00:17:40.717>that <00:17:40.719>you

00:17:40.720 --> 00:17:42.549 align:start position:0%
<00:17:40.720>But <00:17:40.807>I <00:17:40.895>think <00:17:40.982>that's <00:17:41.070>just <00:17:41.157>a <00:17:41.245>word <00:17:41.332>that <00:17:41.420>you <00:17:41.507>know <00:17:41.595>too <00:17:41.682>many <00:17:41.770>people <00:17:41.857>say <00:17:41.945>right <00:17:42.032>now. <00:17:42.120>So

00:17:42.549 --> 00:17:42.559 align:start position:0%
<00:17:42.549>know <00:17:42.550>too <00:17:42.551>many <00:17:42.552>people <00:17:42.554>say <00:17:42.555>right <00:17:42.556>now. <00:17:42.558>So

00:17:42.559 --> 00:17:44.390 align:start position:0%
<00:17:42.559>know <00:17:42.658>too <00:17:42.759>many <00:17:42.859>people <00:17:42.959>say <00:17:43.059>right <00:17:43.158>now. <00:17:43.259>So <00:17:43.359>let's <00:17:43.459>just <00:17:43.559>keep <00:17:43.658>it <00:17:43.759>simple. <00:17:43.859>You <00:17:43.959>know

00:17:44.390 --> 00:17:44.400 align:start position:0%
<00:17:44.390>let's <00:17:44.391>just <00:17:44.393>keep <00:17:44.394>it <00:17:44.396>simple. <00:17:44.397>You <00:17:44.399>know

00:17:44.400 --> 00:17:46.549 align:start position:0%
<00:17:44.400>let's <00:17:44.500>just <00:17:44.600>keep <00:17:44.700>it <00:17:44.800>simple. <00:17:44.900>You <00:17:45.000>know <00:17:45.100>intent <00:17:45.200>as <00:17:45.300>an <00:17:45.400>active <00:17:45.500>heart <00:17:45.600>that <00:17:45.700>you <00:17:45.800>can

00:17:46.549 --> 00:17:46.559 align:start position:0%
<00:17:46.549>intent <00:17:46.550>as <00:17:46.551>an <00:17:46.552>active <00:17:46.554>heart <00:17:46.555>that <00:17:46.556>you <00:17:46.558>can

00:17:46.559 --> 00:17:48.630 align:start position:0%
<00:17:46.559>intent <00:17:46.666>as <00:17:46.774>an <00:17:46.882>active <00:17:46.989>heart <00:17:47.097>that <00:17:47.205>you <00:17:47.312>can <00:17:47.420>reference <00:17:47.528>through <00:17:47.635>the <00:17:47.743>entire <00:17:47.851>life <00:17:47.959>cycle

00:17:48.630 --> 00:17:48.640 align:start position:0%
<00:17:48.630>reference <00:17:48.631>through <00:17:48.633>the <00:17:48.635>entire <00:17:48.637>life <00:17:48.639>cycle

00:17:48.640 --> 00:17:50.950 align:start position:0%
<00:17:48.640>reference <00:17:48.815>through <00:17:48.990>the <00:17:49.165>entire <00:17:49.340>life <00:17:49.515>cycle <00:17:49.690>and <00:17:49.865>then <00:17:50.040>crosscorrelate.

00:17:50.950 --> 00:17:50.960 align:start position:0%
<00:17:50.950>and <00:17:50.954>then <00:17:50.959>crosscorrelate.

00:17:50.960 --> 00:17:53.270 align:start position:0%
<00:17:50.960>and <00:17:51.115>then <00:17:51.271>crosscorrelate. <00:17:51.426>And <00:17:51.582>then <00:17:51.737>finally <00:17:51.893>what <00:17:52.048>happens <00:17:52.204>here <00:17:52.360>after

00:17:53.270 --> 00:17:53.280 align:start position:0%
<00:17:53.270>And <00:17:53.271>then <00:17:53.273>finally <00:17:53.274>what <00:17:53.276>happens <00:17:53.277>here <00:17:53.279>after

00:17:53.280 --> 00:17:55.830 align:start position:0%
<00:17:53.280>And <00:17:53.396>then <00:17:53.513>finally <00:17:53.629>what <00:17:53.746>happens <00:17:53.863>here <00:17:53.980>after <00:17:54.096>we've <00:17:54.213>done <00:17:54.330>that <00:17:54.446>correlation <00:17:54.563>is <00:17:54.680>these

00:17:55.830 --> 00:17:55.840 align:start position:0%
<00:17:55.830>we've <00:17:55.831>done <00:17:55.833>that <00:17:55.835>correlation <00:17:55.837>is <00:17:55.839>these

00:17:55.840 --> 00:17:58.310 align:start position:0%
<00:17:55.840>we've <00:17:55.939>done <00:17:56.040>that <00:17:56.139>correlation <00:17:56.240>is <00:17:56.340>these <00:17:56.439>agents <00:17:56.540>then <00:17:56.639>can <00:17:56.740>go <00:17:56.840>out <00:17:56.939>and <00:17:57.040>you <00:17:57.139>know <00:17:57.240>they

00:17:58.310 --> 00:17:58.320 align:start position:0%
<00:17:58.310>agents <00:17:58.311>then <00:17:58.312>can <00:17:58.313>go <00:17:58.314>out <00:17:58.315>and <00:17:58.316>you <00:17:58.317>know <00:17:58.319>they

00:17:58.320 --> 00:18:01.510 align:start position:0%
<00:17:58.320>agents <00:17:58.407>then <00:17:58.495>can <00:17:58.582>go <00:17:58.669>out <00:17:58.757>and <00:17:58.845>you <00:17:58.932>know <00:17:59.020>they <00:17:59.107>can <00:17:59.195>work <00:17:59.282>in <00:17:59.370>the <00:17:59.457>background <00:17:59.544>either <00:17:59.632>a <00:17:59.720>fix

00:18:01.510 --> 00:18:01.520 align:start position:0%
<00:18:01.510>can <00:18:01.511>work <00:18:01.512>in <00:18:01.513>the <00:18:01.515>background <00:18:01.516>either <00:18:01.517>a <00:18:01.519>fix

00:18:01.520 --> 00:18:04.230 align:start position:0%
<00:18:01.520>can <00:18:01.613>work <00:18:01.706>in <00:18:01.800>the <00:18:01.893>background <00:18:01.986>either <00:18:02.080>a <00:18:02.173>fix <00:18:02.266>or <00:18:02.360>open <00:18:02.453>up <00:18:02.546>a <00:18:02.639>PR <00:18:02.733>doesn't <00:18:02.826>really <00:18:02.920>matter.

00:18:04.230 --> 00:18:04.240 align:start position:0%
<00:18:04.230>or <00:18:04.231>open <00:18:04.232>up <00:18:04.233>a <00:18:04.235>PR <00:18:04.236>doesn't <00:18:04.237>really <00:18:04.239>matter.

00:18:04.240 --> 00:18:07.669 align:start position:0%
<00:18:04.240>or <00:18:04.340>open <00:18:04.440>up <00:18:04.540>a <00:18:04.640>PR <00:18:04.740>doesn't <00:18:04.840>really <00:18:04.940>matter. <00:18:05.040>But <00:18:05.140>this <00:18:05.240>loop <00:18:05.340>is <00:18:05.440>then <00:18:05.540>only <00:18:05.640>complete

00:18:07.669 --> 00:18:07.679 align:start position:0%
<00:18:07.669>But <00:18:07.670>this <00:18:07.672>loop <00:18:07.673>is <00:18:07.675>then <00:18:07.676>only <00:18:07.678>complete

00:18:07.679 --> 00:18:09.350 align:start position:0%
<00:18:07.679>But <00:18:07.795>this <00:18:07.912>loop <00:18:08.029>is <00:18:08.145>then <00:18:08.262>only <00:18:08.379>complete <00:18:08.495>because <00:18:08.612>you've <00:18:08.729>got <00:18:08.845>these <00:18:08.962>in <00:18:09.079>place,

00:18:09.350 --> 00:18:09.360 align:start position:0%
<00:18:09.350>because <00:18:09.351>you've <00:18:09.353>got <00:18:09.355>these <00:18:09.357>in <00:18:09.359>place,

00:18:09.360 --> 00:18:13.110 align:start position:0%
<00:18:09.360>because <00:18:09.487>you've <00:18:09.614>got <00:18:09.741>these <00:18:09.869>in <00:18:09.996>place, <00:18:10.123>right? <00:18:10.250>A <00:18:10.378>production <00:18:10.505>signal <00:18:10.632>intent <00:18:10.760>that

00:18:13.110 --> 00:18:13.120 align:start position:0%
<00:18:13.110>right? <00:18:13.111>A <00:18:13.113>production <00:18:13.115>signal <00:18:13.117>intent <00:18:13.119>that

00:18:13.120 --> 00:18:15.190 align:start position:0%
<00:18:13.120>right? <00:18:13.236>A <00:18:13.353>production <00:18:13.469>signal <00:18:13.586>intent <00:18:13.703>that <00:18:13.820>can <00:18:13.936>be <00:18:14.053>verified, <00:18:14.169>not <00:18:14.286>verified, <00:18:14.403>that <00:18:14.520>can

00:18:15.190 --> 00:18:15.200 align:start position:0%
<00:18:15.190>can <00:18:15.191>be <00:18:15.193>verified, <00:18:15.194>not <00:18:15.196>verified, <00:18:15.197>that <00:18:15.199>can

00:18:15.200 --> 00:18:17.350 align:start position:0%
<00:18:15.200>can <00:18:15.327>be <00:18:15.454>verified, <00:18:15.581>not <00:18:15.709>verified, <00:18:15.836>that <00:18:15.963>can <00:18:16.090>be <00:18:16.218>referenced <00:18:16.345>and <00:18:16.472>then <00:18:16.600>ultimately

00:18:17.350 --> 00:18:17.360 align:start position:0%
<00:18:17.350>be <00:18:17.352>referenced <00:18:17.354>and <00:18:17.356>then <00:18:17.359>ultimately

00:18:17.360 --> 00:18:21.190 align:start position:0%
<00:18:17.360>be <00:18:17.500>referenced <00:18:17.639>and <00:18:17.780>then <00:18:17.919>ultimately <00:18:18.060>verified <00:18:18.199>to <00:18:18.340>find <00:18:18.479>the <00:18:18.620>root <00:18:18.760>cause.

00:18:21.190 --> 00:18:21.200 align:start position:0%
<00:18:21.190>verified <00:18:21.191>to <00:18:21.193>find <00:18:21.195>the <00:18:21.197>root <00:18:21.199>cause.

00:18:21.200 --> 00:18:23.029 align:start position:0%
<00:18:21.200>verified <00:18:21.433>to <00:18:21.666>find <00:18:21.900>the <00:18:22.133>root <00:18:22.366>cause. <00:18:22.600>Okay.

00:18:23.029 --> 00:18:23.039 align:start position:0%
Okay.

00:18:23.039 --> 00:18:24.630 align:start position:0%
<00:18:23.039>Okay. <00:18:24.439>Now,

00:18:24.630 --> 00:18:24.640 align:start position:0%
Now,

00:18:24.640 --> 00:18:26.789 align:start position:0%
<00:18:24.640>Now, <00:18:24.795>when <00:18:24.951>you <00:18:25.106>talk <00:18:25.262>to <00:18:25.417>people <00:18:25.573>and <00:18:25.728>you <00:18:25.884>ask, <00:18:26.040>so

00:18:26.789 --> 00:18:26.799 align:start position:0%
<00:18:26.789>when <00:18:26.790>you <00:18:26.791>talk <00:18:26.792>to <00:18:26.793>people <00:18:26.794>and <00:18:26.795>you <00:18:26.796>ask, <00:18:26.798>so

00:18:26.799 --> 00:18:28.870 align:start position:0%
<00:18:26.799>when <00:18:26.899>you <00:18:26.999>talk <00:18:27.099>to <00:18:27.199>people <00:18:27.299>and <00:18:27.399>you <00:18:27.499>ask, <00:18:27.599>so <00:18:27.699>what <00:18:27.799>does <00:18:27.899>the <00:18:27.999>new <00:18:28.099>software <00:18:28.199>development

00:18:28.870 --> 00:18:28.880 align:start position:0%
<00:18:28.870>what <00:18:28.871>does <00:18:28.873>the <00:18:28.875>new <00:18:28.877>software <00:18:28.879>development

00:18:28.880 --> 00:18:31.669 align:start position:0%
<00:18:28.880>what <00:18:28.980>does <00:18:29.080>the <00:18:29.180>new <00:18:29.280>software <00:18:29.380>development <00:18:29.480>life <00:18:29.580>cycle <00:18:29.680>look <00:18:29.780>like? <00:18:29.880>I <00:18:29.980>like <00:18:30.080>to <00:18:30.180>say <00:18:30.280>no

00:18:31.669 --> 00:18:31.679 align:start position:0%
<00:18:31.669>life <00:18:31.670>cycle <00:18:31.671>look <00:18:31.672>like? <00:18:31.673>I <00:18:31.674>like <00:18:31.675>to <00:18:31.676>say <00:18:31.678>no

00:18:31.679 --> 00:18:33.750 align:start position:0%
<00:18:31.679>life <00:18:31.766>cycle <00:18:31.854>look <00:18:31.941>like? <00:18:32.029>I <00:18:32.116>like <00:18:32.204>to <00:18:32.291>say <00:18:32.379>no <00:18:32.466>one <00:18:32.554>knows <00:18:32.641>but <00:18:32.729>some <00:18:32.816>will <00:18:32.904>tell <00:18:32.991>you <00:18:33.079>it's

00:18:33.750 --> 00:18:33.760 align:start position:0%
<00:18:33.750>one <00:18:33.751>knows <00:18:33.752>but <00:18:33.753>some <00:18:33.755>will <00:18:33.756>tell <00:18:33.757>you <00:18:33.759>it's

00:18:33.760 --> 00:18:36.630 align:start position:0%
<00:18:33.760>one <00:18:33.860>knows <00:18:33.960>but <00:18:34.060>some <00:18:34.160>will <00:18:34.260>tell <00:18:34.360>you <00:18:34.460>it's <00:18:34.560>requirements <00:18:34.660>and <00:18:34.760>then <00:18:34.860>you <00:18:34.960>go <00:18:35.060>build <00:18:35.160>and

00:18:36.630 --> 00:18:36.640 align:start position:0%
<00:18:36.630>requirements <00:18:36.631>and <00:18:36.633>then <00:18:36.634>you <00:18:36.636>go <00:18:36.637>build <00:18:36.639>and

00:18:36.640 --> 00:18:40.150 align:start position:0%
<00:18:36.640>requirements <00:18:36.747>and <00:18:36.855>then <00:18:36.963>you <00:18:37.070>go <00:18:37.178>build <00:18:37.286>and <00:18:37.393>then <00:18:37.501>you <00:18:37.609>verify <00:18:37.716>and <00:18:37.824>you <00:18:37.932>repeat <00:18:38.040>maybe

00:18:40.150 --> 00:18:40.160 align:start position:0%
<00:18:40.150>then <00:18:40.151>you <00:18:40.153>verify <00:18:40.154>and <00:18:40.156>you <00:18:40.157>repeat <00:18:40.159>maybe

00:18:40.160 --> 00:18:43.350 align:start position:0%
<00:18:40.160>then <00:18:40.260>you <00:18:40.360>verify <00:18:40.460>and <00:18:40.560>you <00:18:40.660>repeat <00:18:40.760>maybe <00:18:40.860>right <00:18:40.960>um <00:18:41.060>some <00:18:41.160>other <00:18:41.260>people <00:18:41.360>will <00:18:41.460>tell <00:18:41.560>you

00:18:43.350 --> 00:18:43.360 align:start position:0%
<00:18:43.350>right <00:18:43.351>um <00:18:43.352>some <00:18:43.353>other <00:18:43.355>people <00:18:43.356>will <00:18:43.357>tell <00:18:43.359>you

00:18:43.360 --> 00:18:47.110 align:start position:0%
<00:18:43.360>right <00:18:43.453>um <00:18:43.546>some <00:18:43.639>other <00:18:43.733>people <00:18:43.826>will <00:18:43.919>tell <00:18:44.013>you <00:18:44.106>well <00:18:44.199>it's <00:18:44.293>just <00:18:44.386>intent <00:18:44.479>and <00:18:44.573>then <00:18:44.666>you <00:18:44.760>go

00:18:47.110 --> 00:18:47.120 align:start position:0%
<00:18:47.110>well <00:18:47.111>it's <00:18:47.112>just <00:18:47.113>intent <00:18:47.115>and <00:18:47.116>then <00:18:47.117>you <00:18:47.119>go

00:18:47.120 --> 00:18:50.230 align:start position:0%
<00:18:47.120>well <00:18:47.219>it's <00:18:47.320>just <00:18:47.419>intent <00:18:47.520>and <00:18:47.620>then <00:18:47.719>you <00:18:47.820>go <00:18:47.919>verify <00:18:48.020>that <00:18:48.120>intent <00:18:48.219>and <00:18:48.320>then <00:18:48.419>you <00:18:48.520>just

00:18:50.230 --> 00:18:50.240 align:start position:0%
<00:18:50.230>verify <00:18:50.231>that <00:18:50.233>intent <00:18:50.234>and <00:18:50.236>then <00:18:50.237>you <00:18:50.239>just

00:18:50.240 --> 00:18:52.630 align:start position:0%
<00:18:50.240>verify <00:18:50.347>that <00:18:50.455>intent <00:18:50.563>and <00:18:50.670>then <00:18:50.778>you <00:18:50.886>just <00:18:50.993>repeat <00:18:51.101>that <00:18:51.209>loop. <00:18:51.316>It's <00:18:51.424>also <00:18:51.532>a <00:18:51.640>fair

00:18:52.630 --> 00:18:52.640 align:start position:0%
<00:18:52.630>repeat <00:18:52.631>that <00:18:52.633>loop. <00:18:52.634>It's <00:18:52.636>also <00:18:52.637>a <00:18:52.639>fair

00:18:52.640 --> 00:18:54.310 align:start position:0%
<00:18:52.640>repeat <00:18:52.840>that <00:18:53.040>loop. <00:18:53.240>It's <00:18:53.440>also <00:18:53.640>a <00:18:53.840>fair <00:18:54.040>argument.

00:18:54.310 --> 00:18:54.320 align:start position:0%
argument.

00:18:54.320 --> 00:18:56.310 align:start position:0%
<00:18:54.320>argument. <00:18:54.495>What <00:18:54.669>I <00:18:54.845>like <00:18:55.020>to <00:18:55.195>say <00:18:55.370>personally, <00:18:55.544>you <00:18:55.720>don't

00:18:56.310 --> 00:18:56.320 align:start position:0%
<00:18:56.310>What <00:18:56.311>I <00:18:56.312>like <00:18:56.313>to <00:18:56.315>say <00:18:56.316>personally, <00:18:56.317>you <00:18:56.319>don't

00:18:56.320 --> 00:18:58.870 align:start position:0%
<00:18:56.320>What <00:18:56.407>I <00:18:56.495>like <00:18:56.582>to <00:18:56.669>say <00:18:56.757>personally, <00:18:56.845>you <00:18:56.932>don't <00:18:57.020>have <00:18:57.107>to <00:18:57.195>take <00:18:57.282>my <00:18:57.370>side, <00:18:57.457>is <00:18:57.544>what <00:18:57.632>what <00:18:57.720>what

00:18:58.870 --> 00:18:58.880 align:start position:0%
<00:18:58.870>have <00:18:58.871>to <00:18:58.872>take <00:18:58.873>my <00:18:58.874>side, <00:18:58.875>is <00:18:58.876>what <00:18:58.877>what <00:18:58.879>what

00:18:58.880 --> 00:19:00.470 align:start position:0%
<00:18:58.880>have <00:18:58.967>to <00:18:59.055>take <00:18:59.142>my <00:18:59.230>side, <00:18:59.317>is <00:18:59.405>what <00:18:59.492>what <00:18:59.580>what <00:18:59.667>the <00:18:59.755>new <00:18:59.842>loop <00:18:59.930>looks <00:19:00.017>like, <00:19:00.105>at <00:19:00.192>least <00:19:00.280>for

00:19:00.470 --> 00:19:00.480 align:start position:0%
<00:19:00.470>the <00:19:00.471>new <00:19:00.472>loop <00:19:00.473>looks <00:19:00.475>like, <00:19:00.476>at <00:19:00.477>least <00:19:00.479>for

00:19:00.480 --> 00:19:02.870 align:start position:0%
<00:19:00.480>the <00:19:00.580>new <00:19:00.680>loop <00:19:00.780>looks <00:19:00.880>like, <00:19:00.980>at <00:19:01.080>least <00:19:01.180>for <00:19:01.280>me, <00:19:01.380>is <00:19:01.480>essentially <00:19:01.580>intent. <00:19:01.680>It <00:19:01.780>all <00:19:01.880>starts

00:19:02.870 --> 00:19:02.880 align:start position:0%
<00:19:02.870>me, <00:19:02.871>is <00:19:02.873>essentially <00:19:02.874>intent. <00:19:02.876>It <00:19:02.877>all <00:19:02.879>starts

00:19:02.880 --> 00:19:05.270 align:start position:0%
<00:19:02.880>me, <00:19:02.987>is <00:19:03.095>essentially <00:19:03.203>intent. <00:19:03.310>It <00:19:03.418>all <00:19:03.526>starts <00:19:03.633>with <00:19:03.741>intent <00:19:03.849>being <00:19:03.956>the <00:19:04.064>artifact <00:19:04.172>that <00:19:04.280>I

00:19:05.270 --> 00:19:05.280 align:start position:0%
<00:19:05.270>with <00:19:05.271>intent <00:19:05.273>being <00:19:05.274>the <00:19:05.276>artifact <00:19:05.277>that <00:19:05.279>I

00:19:05.280 --> 00:19:07.350 align:start position:0%
<00:19:05.280>with <00:19:05.379>intent <00:19:05.480>being <00:19:05.580>the <00:19:05.680>artifact <00:19:05.780>that <00:19:05.879>I <00:19:05.980>can <00:19:06.080>carry <00:19:06.180>through <00:19:06.280>the <00:19:06.379>rest <00:19:06.480>of <00:19:06.580>that <00:19:06.680>loop

00:19:07.350 --> 00:19:07.360 align:start position:0%
<00:19:07.350>can <00:19:07.351>carry <00:19:07.352>through <00:19:07.353>the <00:19:07.355>rest <00:19:07.356>of <00:19:07.357>that <00:19:07.359>loop

00:19:07.360 --> 00:19:10.310 align:start position:0%
<00:19:07.360>can <00:19:07.459>carry <00:19:07.560>through <00:19:07.659>the <00:19:07.760>rest <00:19:07.860>of <00:19:07.959>that <00:19:08.060>loop <00:19:08.159>to <00:19:08.260>building <00:19:08.360>with <00:19:08.459>your <00:19:08.560>coding <00:19:08.659>agents <00:19:08.760>or

00:19:10.310 --> 00:19:10.320 align:start position:0%
<00:19:10.310>to <00:19:10.311>building <00:19:10.312>with <00:19:10.314>your <00:19:10.316>coding <00:19:10.317>agents <00:19:10.319>or

00:19:10.320 --> 00:19:12.390 align:start position:0%
<00:19:10.320>to <00:19:10.447>building <00:19:10.574>with <00:19:10.701>your <00:19:10.829>coding <00:19:10.956>agents <00:19:11.083>or <00:19:11.210>background <00:19:11.338>agent, <00:19:11.465>doesn't <00:19:11.592>really <00:19:11.720>matter.

00:19:12.390 --> 00:19:12.400 align:start position:0%
<00:19:12.390>background <00:19:12.392>agent, <00:19:12.394>doesn't <00:19:12.396>really <00:19:12.399>matter.

00:19:12.400 --> 00:19:14.310 align:start position:0%
<00:19:12.400>background <00:19:12.555>agent, <00:19:12.711>doesn't <00:19:12.866>really <00:19:13.022>matter. <00:19:13.177>And <00:19:13.333>then <00:19:13.488>monitoring, <00:19:13.644>right? <00:19:13.800>Because

00:19:14.310 --> 00:19:14.320 align:start position:0%
<00:19:14.310>And <00:19:14.312>then <00:19:14.314>monitoring, <00:19:14.316>right? <00:19:14.319>Because

00:19:14.320 --> 00:19:15.990 align:start position:0%
<00:19:14.320>And <00:19:14.460>then <00:19:14.600>monitoring, <00:19:14.740>right? <00:19:14.879>Because <00:19:15.020>software <00:19:15.159>never <00:19:15.300>really <00:19:15.439>ends <00:19:15.580>once <00:19:15.720>you've

00:19:15.990 --> 00:19:16.000 align:start position:0%
<00:19:15.990>software <00:19:15.991>never <00:19:15.993>really <00:19:15.995>ends <00:19:15.997>once <00:19:15.999>you've

00:19:16.000 --> 00:19:19.190 align:start position:0%
<00:19:16.000>software <00:19:16.116>never <00:19:16.233>really <00:19:16.350>ends <00:19:16.466>once <00:19:16.583>you've <00:19:16.700>built <00:19:16.816>or <00:19:16.933>once <00:19:17.050>you've <00:19:17.166>deployed <00:19:17.283>and <00:19:17.400>then

00:19:19.190 --> 00:19:19.200 align:start position:0%
<00:19:19.190>built <00:19:19.191>or <00:19:19.193>once <00:19:19.194>you've <00:19:19.196>deployed <00:19:19.197>and <00:19:19.199>then

00:19:19.200 --> 00:19:22.789 align:start position:0%
<00:19:19.200>built <00:19:19.327>or <00:19:19.454>once <00:19:19.581>you've <00:19:19.709>deployed <00:19:19.836>and <00:19:19.963>then <00:19:20.090>that <00:19:20.218>loop <00:19:20.345>just <00:19:20.472>repeats, <00:19:20.600>right?

00:19:22.789 --> 00:19:22.799 align:start position:0%
<00:19:22.789>that <00:19:22.791>loop <00:19:22.793>just <00:19:22.795>repeats, <00:19:22.798>right?

00:19:22.799 --> 00:19:25.350 align:start position:0%
<00:19:22.799>that <00:19:22.926>loop <00:19:23.053>just <00:19:23.180>repeats, <00:19:23.308>right? <00:19:23.435>So <00:19:23.562>whatever <00:19:23.689>this <00:19:23.817>life <00:19:23.944>cycle <00:19:24.071>looks <00:19:24.199>like

00:19:25.350 --> 00:19:25.360 align:start position:0%
<00:19:25.350>So <00:19:25.351>whatever <00:19:25.352>this <00:19:25.354>life <00:19:25.356>cycle <00:19:25.357>looks <00:19:25.359>like

00:19:25.360 --> 00:19:28.390 align:start position:0%
<00:19:25.360>So <00:19:25.467>whatever <00:19:25.575>this <00:19:25.683>life <00:19:25.790>cycle <00:19:25.898>looks <00:19:26.006>like <00:19:26.113>for <00:19:26.221>you <00:19:26.329>the <00:19:26.436>the <00:19:26.544>principles <00:19:26.652>stay <00:19:26.760>the

00:19:28.390 --> 00:19:28.400 align:start position:0%
<00:19:28.390>for <00:19:28.391>you <00:19:28.393>the <00:19:28.394>the <00:19:28.396>principles <00:19:28.397>stay <00:19:28.399>the

00:19:28.400 --> 00:19:31.909 align:start position:0%
<00:19:28.400>for <00:19:28.500>you <00:19:28.600>the <00:19:28.700>the <00:19:28.800>principles <00:19:28.900>stay <00:19:29.000>the <00:19:29.100>same. <00:19:29.200>And <00:19:29.300>just <00:19:29.400>to <00:19:29.500>recap <00:19:29.600>two <00:19:29.700>quick <00:19:29.800>things

00:19:31.909 --> 00:19:31.919 align:start position:0%
<00:19:31.909>same. <00:19:31.910>And <00:19:31.911>just <00:19:31.912>to <00:19:31.914>recap <00:19:31.915>two <00:19:31.916>quick <00:19:31.918>things

00:19:31.919 --> 00:19:35.350 align:start position:0%
<00:19:31.919>same. <00:19:32.012>And <00:19:32.105>just <00:19:32.199>to <00:19:32.292>recap <00:19:32.385>two <00:19:32.479>quick <00:19:32.572>things <00:19:32.665>right. <00:19:32.759>So <00:19:32.852>where <00:19:32.945>do <00:19:33.039>we <00:19:33.132>start <00:19:33.225>is <00:19:33.319>treating

00:19:35.350 --> 00:19:35.360 align:start position:0%
<00:19:35.350>right. <00:19:35.351>So <00:19:35.352>where <00:19:35.353>do <00:19:35.355>we <00:19:35.356>start <00:19:35.357>is <00:19:35.359>treating

00:19:35.360 --> 00:19:38.710 align:start position:0%
<00:19:35.360>right. <00:19:35.459>So <00:19:35.560>where <00:19:35.659>do <00:19:35.760>we <00:19:35.860>start <00:19:35.959>is <00:19:36.060>treating <00:19:36.159>intent <00:19:36.260>as <00:19:36.360>a <00:19:36.459>first <00:19:36.560>class <00:19:36.659>artifact <00:19:36.760>that

00:19:38.710 --> 00:19:38.720 align:start position:0%
<00:19:38.710>intent <00:19:38.711>as <00:19:38.713>a <00:19:38.714>first <00:19:38.716>class <00:19:38.717>artifact <00:19:38.719>that

00:19:38.720 --> 00:19:40.950 align:start position:0%
<00:19:38.720>intent <00:19:38.827>as <00:19:38.935>a <00:19:39.043>first <00:19:39.150>class <00:19:39.258>artifact <00:19:39.366>that <00:19:39.473>you <00:19:39.581>can <00:19:39.689>carry <00:19:39.796>through <00:19:39.904>the <00:19:40.012>entire <00:19:40.120>life

00:19:40.950 --> 00:19:40.960 align:start position:0%
<00:19:40.950>you <00:19:40.951>can <00:19:40.953>carry <00:19:40.954>through <00:19:40.956>the <00:19:40.957>entire <00:19:40.959>life

00:19:40.960 --> 00:19:45.430 align:start position:0%
<00:19:40.960>you <00:19:41.060>can <00:19:41.160>carry <00:19:41.260>through <00:19:41.360>the <00:19:41.460>entire <00:19:41.560>life <00:19:41.660>cycle. <00:19:41.760>So <00:19:41.860>from <00:19:41.960>build <00:19:42.060>to <00:19:42.160>your <00:19:42.260>review <00:19:42.360>to

00:19:45.430 --> 00:19:45.440 align:start position:0%
<00:19:45.430>cycle. <00:19:45.431>So <00:19:45.432>from <00:19:45.433>build <00:19:45.435>to <00:19:45.436>your <00:19:45.437>review <00:19:45.439>to

00:19:45.440 --> 00:19:47.590 align:start position:0%
<00:19:45.440>cycle. <00:19:45.547>So <00:19:45.655>from <00:19:45.763>build <00:19:45.870>to <00:19:45.978>your <00:19:46.086>review <00:19:46.193>to <00:19:46.301>your <00:19:46.409>deployment <00:19:46.516>and <00:19:46.624>your <00:19:46.732>monitoring <00:19:46.840>and

00:19:47.590 --> 00:19:47.600 align:start position:0%
<00:19:47.590>your <00:19:47.591>deployment <00:19:47.593>and <00:19:47.595>your <00:19:47.597>monitoring <00:19:47.599>and

00:19:47.600 --> 00:19:49.669 align:start position:0%
<00:19:47.600>your <00:19:47.740>deployment <00:19:47.879>and <00:19:48.020>your <00:19:48.159>monitoring <00:19:48.300>and <00:19:48.439>your <00:19:48.580>incident <00:19:48.719>management <00:19:48.860>because <00:19:49.000>these

00:19:49.669 --> 00:19:49.679 align:start position:0%
<00:19:49.669>your <00:19:49.671>incident <00:19:49.673>management <00:19:49.675>because <00:19:49.678>these

00:19:49.679 --> 00:19:53.270 align:start position:0%
<00:19:49.679>your <00:19:49.806>incident <00:19:49.933>management <00:19:50.060>because <00:19:50.188>these <00:19:50.315>are <00:19:50.442>not <00:19:50.569>they're <00:19:50.697>not <00:19:50.824>alone <00:19:50.951>the <00:19:51.079>entire

00:19:53.270 --> 00:19:53.280 align:start position:0%
<00:19:53.270>are <00:19:53.271>not <00:19:53.273>they're <00:19:53.274>not <00:19:53.276>alone <00:19:53.277>the <00:19:53.279>entire

00:19:53.280 --> 00:19:56.310 align:start position:0%
<00:19:53.280>are <00:19:53.373>not <00:19:53.466>they're <00:19:53.560>not <00:19:53.653>alone <00:19:53.746>the <00:19:53.840>entire <00:19:53.933>life <00:19:54.026>cycle <00:19:54.120>has <00:19:54.213>to <00:19:54.306>be <00:19:54.399>completed <00:19:54.493>has <00:19:54.586>to <00:19:54.680>be

00:19:56.310 --> 00:19:56.320 align:start position:0%
<00:19:56.310>life <00:19:56.311>cycle <00:19:56.312>has <00:19:56.313>to <00:19:56.314>be <00:19:56.315>completed <00:19:56.316>has <00:19:56.317>to <00:19:56.319>be

00:19:56.320 --> 00:19:59.190 align:start position:0%
<00:19:56.320>life <00:19:56.413>cycle <00:19:56.506>has <00:19:56.600>to <00:19:56.693>be <00:19:56.786>completed <00:19:56.879>has <00:19:56.973>to <00:19:57.066>be <00:19:57.159>able <00:19:57.253>to <00:19:57.346>reference <00:19:57.439>that <00:19:57.533>artifact <00:19:57.626>for <00:19:57.720>it

00:19:59.190 --> 00:19:59.200 align:start position:0%
<00:19:59.190>able <00:19:59.191>to <00:19:59.193>reference <00:19:59.194>that <00:19:59.196>artifact <00:19:59.197>for <00:19:59.199>it

00:19:59.200 --> 00:20:01.430 align:start position:0%
<00:19:59.200>able <00:19:59.300>to <00:19:59.400>reference <00:19:59.500>that <00:19:59.600>artifact <00:19:59.700>for <00:19:59.800>it <00:19:59.900>to <00:20:00.000>be <00:20:00.100>truly <00:20:00.200>useful <00:20:00.300>for <00:20:00.400>you <00:20:00.500>to <00:20:00.600>truly

00:20:01.430 --> 00:20:01.440 align:start position:0%
<00:20:01.430>to <00:20:01.431>be <00:20:01.432>truly <00:20:01.433>useful <00:20:01.435>for <00:20:01.436>you <00:20:01.437>to <00:20:01.439>truly

00:20:01.440 --> 00:20:03.909 align:start position:0%
<00:20:01.440>to <00:20:01.540>be <00:20:01.640>truly <00:20:01.740>useful <00:20:01.840>for <00:20:01.940>you <00:20:02.040>to <00:20:02.140>truly <00:20:02.240>build <00:20:02.340>you <00:20:02.440>know <00:20:02.540>everyone <00:20:02.640>talks <00:20:02.740>about <00:20:02.840>loop

00:20:03.909 --> 00:20:03.919 align:start position:0%
<00:20:03.909>build <00:20:03.910>you <00:20:03.912>know <00:20:03.913>everyone <00:20:03.915>talks <00:20:03.916>about <00:20:03.918>loop

00:20:03.919 --> 00:20:05.830 align:start position:0%
<00:20:03.919>build <00:20:04.026>you <00:20:04.134>know <00:20:04.242>everyone <00:20:04.349>talks <00:20:04.457>about <00:20:04.565>loop <00:20:04.672>engineering <00:20:04.780>right <00:20:04.888>now <00:20:04.995>but <00:20:05.103>for <00:20:05.211>you <00:20:05.319>to

00:20:05.830 --> 00:20:05.840 align:start position:0%
<00:20:05.830>engineering <00:20:05.831>right <00:20:05.832>now <00:20:05.834>but <00:20:05.836>for <00:20:05.837>you <00:20:05.839>to

00:20:05.840 --> 00:20:08.630 align:start position:0%
<00:20:05.840>engineering <00:20:05.947>right <00:20:06.055>now <00:20:06.163>but <00:20:06.270>for <00:20:06.378>you <00:20:06.486>to <00:20:06.593>really <00:20:06.701>build <00:20:06.809>that <00:20:06.916>you <00:20:07.024>know <00:20:07.132>make <00:20:07.240>this

00:20:08.630 --> 00:20:08.640 align:start position:0%
<00:20:08.630>really <00:20:08.631>build <00:20:08.633>that <00:20:08.634>you <00:20:08.636>know <00:20:08.637>make <00:20:08.639>this

00:20:08.640 --> 00:20:11.830 align:start position:0%
<00:20:08.640>really <00:20:08.740>build <00:20:08.840>that <00:20:08.940>you <00:20:09.040>know <00:20:09.140>make <00:20:09.240>this <00:20:09.340>life <00:20:09.440>cycle <00:20:09.540>hardened <00:20:09.640>I <00:20:09.740>think <00:20:09.840>this <00:20:09.940>is <00:20:10.040>data

00:20:11.830 --> 00:20:11.840 align:start position:0%
<00:20:11.830>life <00:20:11.831>cycle <00:20:11.832>hardened <00:20:11.833>I <00:20:11.835>think <00:20:11.836>this <00:20:11.837>is <00:20:11.839>data

00:20:11.840 --> 00:20:13.350 align:start position:0%
<00:20:11.840>life <00:20:12.009>cycle <00:20:12.179>hardened <00:20:12.349>I <00:20:12.519>think <00:20:12.689>this <00:20:12.859>is <00:20:13.029>data <00:20:13.198>call

00:20:13.350 --> 00:20:13.360 align:start position:0%
call

00:20:13.360 --> 00:20:15.669 align:start position:0%
<00:20:13.360>call <00:20:13.593>and <00:20:13.826>then <00:20:14.060>secondly <00:20:14.293>it's <00:20:14.526>really <00:20:14.760>just

00:20:15.669 --> 00:20:15.679 align:start position:0%
<00:20:15.669>and <00:20:15.670>then <00:20:15.672>secondly <00:20:15.674>it's <00:20:15.676>really <00:20:15.678>just

00:20:15.679 --> 00:20:18.070 align:start position:0%
<00:20:15.679>and <00:20:15.806>then <00:20:15.933>secondly <00:20:16.060>it's <00:20:16.188>really <00:20:16.315>just <00:20:16.442>building <00:20:16.569>zero <00:20:16.697>trust <00:20:16.824>harnesses <00:20:16.951>around <00:20:17.079>the

00:20:18.070 --> 00:20:18.080 align:start position:0%
<00:20:18.070>building <00:20:18.071>zero <00:20:18.073>trust <00:20:18.075>harnesses <00:20:18.077>around <00:20:18.079>the

00:20:18.080 --> 00:20:20.630 align:start position:0%
<00:20:18.080>building <00:20:18.179>zero <00:20:18.280>trust <00:20:18.379>harnesses <00:20:18.480>around <00:20:18.580>the <00:20:18.679>rest <00:20:18.780>of <00:20:18.879>the <00:20:18.980>life <00:20:19.080>cycle. <00:20:19.179>Um <00:20:19.280>I <00:20:19.379>could <00:20:19.480>talk

00:20:20.630 --> 00:20:20.640 align:start position:0%
<00:20:20.630>rest <00:20:20.631>of <00:20:20.632>the <00:20:20.633>life <00:20:20.634>cycle. <00:20:20.635>Um <00:20:20.636>I <00:20:20.637>could <00:20:20.639>talk

00:20:20.640 --> 00:20:23.430 align:start position:0%
<00:20:20.640>rest <00:20:20.727>of <00:20:20.815>the <00:20:20.902>life <00:20:20.990>cycle. <00:20:21.077>Um <00:20:21.165>I <00:20:21.252>could <00:20:21.340>talk <00:20:21.427>about <00:20:21.515>this <00:20:21.602>for <00:20:21.690>the <00:20:21.777>next <00:20:21.865>hour <00:20:21.952>but <00:20:22.040>what

00:20:23.430 --> 00:20:23.440 align:start position:0%
<00:20:23.430>about <00:20:23.431>this <00:20:23.432>for <00:20:23.433>the <00:20:23.435>next <00:20:23.436>hour <00:20:23.437>but <00:20:23.439>what

00:20:23.440 --> 00:20:26.390 align:start position:0%
<00:20:23.440>about <00:20:23.533>this <00:20:23.626>for <00:20:23.720>the <00:20:23.813>next <00:20:23.906>hour <00:20:24.000>but <00:20:24.093>what <00:20:24.186>that <00:20:24.280>means <00:20:24.373>in <00:20:24.466>very <00:20:24.560>very <00:20:24.653>simple <00:20:24.746>terms <00:20:24.840>is

00:20:26.390 --> 00:20:26.400 align:start position:0%
<00:20:26.390>that <00:20:26.391>means <00:20:26.392>in <00:20:26.393>very <00:20:26.395>very <00:20:26.396>simple <00:20:26.397>terms <00:20:26.399>is

00:20:26.400 --> 00:20:29.110 align:start position:0%
<00:20:26.400>that <00:20:26.500>means <00:20:26.600>in <00:20:26.700>very <00:20:26.800>very <00:20:26.900>simple <00:20:27.000>terms <00:20:27.100>is <00:20:27.200>that <00:20:27.300>you <00:20:27.400>don't <00:20:27.500>trust <00:20:27.600>you <00:20:27.700>always <00:20:27.800>verify.

00:20:29.110 --> 00:20:29.120 align:start position:0%
<00:20:29.110>that <00:20:29.111>you <00:20:29.112>don't <00:20:29.114>trust <00:20:29.116>you <00:20:29.117>always <00:20:29.119>verify.

00:20:29.120 --> 00:20:32.470 align:start position:0%
<00:20:29.120>that <00:20:29.213>you <00:20:29.306>don't <00:20:29.399>trust <00:20:29.493>you <00:20:29.586>always <00:20:29.679>verify. <00:20:29.773>So <00:20:29.866>if <00:20:29.959>I <00:20:30.053>spend <00:20:30.146>time <00:20:30.239>with <00:20:30.333>you <00:20:30.426>for <00:20:30.520>another

00:20:32.470 --> 00:20:32.480 align:start position:0%
<00:20:32.470>So <00:20:32.471>if <00:20:32.472>I <00:20:32.473>spend <00:20:32.474>time <00:20:32.475>with <00:20:32.476>you <00:20:32.477>for <00:20:32.479>another

00:20:32.480 --> 00:20:34.470 align:start position:0%
<00:20:32.480>So <00:20:32.567>if <00:20:32.655>I <00:20:32.742>spend <00:20:32.830>time <00:20:32.917>with <00:20:33.005>you <00:20:33.092>for <00:20:33.180>another <00:20:33.267>two <00:20:33.355>hours <00:20:33.442>I'm <00:20:33.530>obviously <00:20:33.617>going <00:20:33.705>to <00:20:33.792>get <00:20:33.880>the

00:20:34.470 --> 00:20:34.480 align:start position:0%
<00:20:34.470>two <00:20:34.471>hours <00:20:34.472>I'm <00:20:34.473>obviously <00:20:34.475>going <00:20:34.476>to <00:20:34.477>get <00:20:34.479>the

00:20:34.480 --> 00:20:35.830 align:start position:0%
<00:20:34.480>two <00:20:34.573>hours <00:20:34.666>I'm <00:20:34.760>obviously <00:20:34.853>going <00:20:34.947>to <00:20:35.040>get <00:20:35.134>the <00:20:35.227>impression <00:20:35.321>that <00:20:35.414>you're <00:20:35.508>a <00:20:35.601>great <00:20:35.695>person

00:20:35.830 --> 00:20:35.840 align:start position:0%
<00:20:35.830>impression <00:20:35.831>that <00:20:35.833>you're <00:20:35.835>a <00:20:35.837>great <00:20:35.839>person

00:20:35.840 --> 00:20:37.909 align:start position:0%
<00:20:35.840>impression <00:20:35.947>that <00:20:36.055>you're <00:20:36.163>a <00:20:36.270>great <00:20:36.378>person <00:20:36.486>and <00:20:36.593>I'd <00:20:36.701>love <00:20:36.809>to <00:20:36.916>be <00:20:37.024>your <00:20:37.132>friend. <00:20:37.240>It's

00:20:37.909 --> 00:20:37.919 align:start position:0%
<00:20:37.909>and <00:20:37.910>I'd <00:20:37.911>love <00:20:37.912>to <00:20:37.914>be <00:20:37.915>your <00:20:37.916>friend. <00:20:37.918>It's

00:20:37.919 --> 00:20:38.710 align:start position:0%
<00:20:37.919>and <00:20:37.969>I'd <00:20:38.020>love <00:20:38.071>to <00:20:38.122>be <00:20:38.173>your <00:20:38.224>friend. <00:20:38.274>It's <00:20:38.325>kind <00:20:38.376>[snorts] <00:20:38.427>of <00:20:38.478>like <00:20:38.529>the <00:20:38.580>same <00:20:38.630>thing

00:20:38.710 --> 00:20:38.720 align:start position:0%
<00:20:38.710>kind <00:20:38.711>[snorts] <00:20:38.713>of <00:20:38.714>like <00:20:38.716>the <00:20:38.717>same <00:20:38.719>thing

00:20:38.720 --> 00:20:40.630 align:start position:0%
<00:20:38.720>kind <00:20:38.820>[snorts] <00:20:38.920>of <00:20:39.020>like <00:20:39.120>the <00:20:39.220>same <00:20:39.320>thing <00:20:39.420>with <00:20:39.520>agents. <00:20:39.620>the <00:20:39.720>more <00:20:39.820>I <00:20:39.920>use <00:20:40.020>codecs <00:20:40.120>and

00:20:40.630 --> 00:20:40.640 align:start position:0%
<00:20:40.630>with <00:20:40.631>agents. <00:20:40.632>the <00:20:40.633>more <00:20:40.635>I <00:20:40.636>use <00:20:40.637>codecs <00:20:40.639>and

00:20:40.640 --> 00:20:42.870 align:start position:0%
<00:20:40.640>with <00:20:40.733>agents. <00:20:40.826>the <00:20:40.920>more <00:20:41.013>I <00:20:41.106>use <00:20:41.200>codecs <00:20:41.293>and <00:20:41.386>all <00:20:41.480>the <00:20:41.573>new <00:20:41.666>models, <00:20:41.760>I <00:20:41.853>think, <00:20:41.946>wow, <00:20:42.040>it's

00:20:42.870 --> 00:20:42.880 align:start position:0%
<00:20:42.870>all <00:20:42.871>the <00:20:42.872>new <00:20:42.873>models, <00:20:42.875>I <00:20:42.876>think, <00:20:42.877>wow, <00:20:42.879>it's

00:20:42.880 --> 00:20:45.190 align:start position:0%
<00:20:42.880>all <00:20:42.987>the <00:20:43.095>new <00:20:43.203>models, <00:20:43.310>I <00:20:43.418>think, <00:20:43.526>wow, <00:20:43.633>it's <00:20:43.741>brilliant. <00:20:43.849>Maybe <00:20:43.956>it <00:20:44.064>can <00:20:44.172>solve <00:20:44.280>my

00:20:45.190 --> 00:20:45.200 align:start position:0%
<00:20:45.190>brilliant. <00:20:45.191>Maybe <00:20:45.193>it <00:20:45.195>can <00:20:45.197>solve <00:20:45.199>my

00:20:45.200 --> 00:20:46.470 align:start position:0%
<00:20:45.200>brilliant. <00:20:45.295>Maybe <00:20:45.390>it <00:20:45.485>can <00:20:45.581>solve <00:20:45.676>my <00:20:45.771>problems. <00:20:45.866>And <00:20:45.962>then <00:20:46.057>I <00:20:46.152>throw <00:20:46.247>a <00:20:46.343>bigger

00:20:46.470 --> 00:20:46.480 align:start position:0%
<00:20:46.470>problems. <00:20:46.471>And <00:20:46.473>then <00:20:46.474>I <00:20:46.476>throw <00:20:46.477>a <00:20:46.479>bigger

00:20:46.480 --> 00:20:48.870 align:start position:0%
<00:20:46.480>problems. <00:20:46.587>And <00:20:46.695>then <00:20:46.803>I <00:20:46.910>throw <00:20:47.018>a <00:20:47.126>bigger <00:20:47.233>problem <00:20:47.341>at <00:20:47.449>then <00:20:47.556>whoops <00:20:47.664>uh <00:20:47.772>something <00:20:47.880>else

00:20:48.870 --> 00:20:48.880 align:start position:0%
<00:20:48.870>problem <00:20:48.871>at <00:20:48.873>then <00:20:48.874>whoops <00:20:48.876>uh <00:20:48.877>something <00:20:48.879>else

00:20:48.880 --> 00:20:51.430 align:start position:0%
<00:20:48.880>problem <00:20:48.980>at <00:20:49.080>then <00:20:49.180>whoops <00:20:49.280>uh <00:20:49.380>something <00:20:49.480>else <00:20:49.580>has <00:20:49.680>gone <00:20:49.780>wrong. <00:20:49.880>Right? <00:20:49.980>So <00:20:50.080>you <00:20:50.180>can <00:20:50.280>trust

00:20:51.430 --> 00:20:51.440 align:start position:0%
<00:20:51.430>has <00:20:51.431>gone <00:20:51.432>wrong. <00:20:51.433>Right? <00:20:51.435>So <00:20:51.436>you <00:20:51.437>can <00:20:51.439>trust

00:20:51.440 --> 00:20:53.430 align:start position:0%
<00:20:51.440>has <00:20:51.540>gone <00:20:51.640>wrong. <00:20:51.740>Right? <00:20:51.840>So <00:20:51.940>you <00:20:52.040>can <00:20:52.140>trust <00:20:52.240>there's <00:20:52.340>nothing <00:20:52.440>wrong <00:20:52.540>with <00:20:52.640>that. <00:20:52.740>But <00:20:52.840>the

00:20:53.430 --> 00:20:53.440 align:start position:0%
<00:20:53.430>there's <00:20:53.431>nothing <00:20:53.433>wrong <00:20:53.434>with <00:20:53.436>that. <00:20:53.437>But <00:20:53.439>the

00:20:53.440 --> 00:20:56.470 align:start position:0%
<00:20:53.440>there's <00:20:53.547>nothing <00:20:53.655>wrong <00:20:53.763>with <00:20:53.870>that. <00:20:53.978>But <00:20:54.086>the <00:20:54.193>systems <00:20:54.301>you <00:20:54.409>build <00:20:54.516>around <00:20:54.624>the <00:20:54.732>life <00:20:54.840>cycle

00:20:56.470 --> 00:20:56.480 align:start position:0%
<00:20:56.470>systems <00:20:56.471>you <00:20:56.473>build <00:20:56.474>around <00:20:56.476>the <00:20:56.477>life <00:20:56.479>cycle

00:20:56.480 --> 00:20:58.789 align:start position:0%
<00:20:56.480>systems <00:20:56.580>you <00:20:56.680>build <00:20:56.780>around <00:20:56.880>the <00:20:56.980>life <00:20:57.080>cycle <00:20:57.180>must <00:20:57.280>not <00:20:57.380>trust <00:20:57.480>you <00:20:57.580>know <00:20:57.680>that <00:20:57.780>they <00:20:57.880>have

00:20:58.789 --> 00:20:58.799 align:start position:0%
<00:20:58.789>must <00:20:58.790>not <00:20:58.791>trust <00:20:58.792>you <00:20:58.794>know <00:20:58.795>that <00:20:58.796>they <00:20:58.798>have

00:20:58.799 --> 00:21:01.270 align:start position:0%
<00:20:58.799>must <00:20:58.886>not <00:20:58.974>trust <00:20:59.061>you <00:20:59.149>know <00:20:59.236>that <00:20:59.324>they <00:20:59.411>have <00:20:59.499>to <00:20:59.586>verify <00:20:59.674>right <00:20:59.761>there <00:20:59.849>has <00:20:59.936>to <00:21:00.024>be <00:21:00.111>proof <00:21:00.199>of

00:21:01.270 --> 00:21:01.280 align:start position:0%
<00:21:01.270>to <00:21:01.271>verify <00:21:01.272>right <00:21:01.273>there <00:21:01.274>has <00:21:01.275>to <00:21:01.276>be <00:21:01.277>proof <00:21:01.279>of

00:21:01.280 --> 00:21:03.350 align:start position:0%
<00:21:01.280>to <00:21:01.373>verify <00:21:01.466>right <00:21:01.560>there <00:21:01.653>has <00:21:01.746>to <00:21:01.840>be <00:21:01.933>proof <00:21:02.026>of <00:21:02.120>work <00:21:02.213>that <00:21:02.306>is <00:21:02.399>verified <00:21:02.493>across <00:21:02.586>the <00:21:02.680>life

00:21:03.350 --> 00:21:03.360 align:start position:0%
<00:21:03.350>work <00:21:03.351>that <00:21:03.352>is <00:21:03.354>verified <00:21:03.356>across <00:21:03.357>the <00:21:03.359>life

00:21:03.360 --> 00:21:06.230 align:start position:0%
<00:21:03.360>work <00:21:03.459>that <00:21:03.560>is <00:21:03.659>verified <00:21:03.760>across <00:21:03.860>the <00:21:03.959>life <00:21:04.060>cycle. <00:21:04.159>Right? <00:21:04.260>So <00:21:04.360>again <00:21:04.459>like <00:21:04.560>I <00:21:04.659>said <00:21:04.760>you

00:21:06.230 --> 00:21:06.240 align:start position:0%
<00:21:06.230>cycle. <00:21:06.231>Right? <00:21:06.232>So <00:21:06.233>again <00:21:06.235>like <00:21:06.236>I <00:21:06.237>said <00:21:06.239>you

00:21:06.240 --> 00:21:07.669 align:start position:0%
<00:21:06.240>cycle. <00:21:06.325>Right? <00:21:06.411>So <00:21:06.497>again <00:21:06.582>like <00:21:06.668>I <00:21:06.754>said <00:21:06.840>you <00:21:06.925>know <00:21:07.011>it's <00:21:07.097>not <00:21:07.183>about <00:21:07.268>telling <00:21:07.354>you <00:21:07.440>what <00:21:07.526>to

00:21:07.669 --> 00:21:07.679 align:start position:0%
<00:21:07.669>know <00:21:07.670>it's <00:21:07.671>not <00:21:07.672>about <00:21:07.674>telling <00:21:07.675>you <00:21:07.676>what <00:21:07.678>to

00:21:07.679 --> 00:21:10.149 align:start position:0%
<00:21:07.679>know <00:21:07.786>it's <00:21:07.894>not <00:21:08.002>about <00:21:08.109>telling <00:21:08.217>you <00:21:08.325>what <00:21:08.432>to <00:21:08.540>do. <00:21:08.648>It's <00:21:08.755>really <00:21:08.863>about <00:21:08.971>these <00:21:09.079>principles

00:21:10.149 --> 00:21:10.159 align:start position:0%
<00:21:10.149>do. <00:21:10.150>It's <00:21:10.152>really <00:21:10.154>about <00:21:10.156>these <00:21:10.158>principles

00:21:10.159 --> 00:21:13.909 align:start position:0%
<00:21:10.159>do. <00:21:10.286>It's <00:21:10.413>really <00:21:10.540>about <00:21:10.668>these <00:21:10.795>principles <00:21:10.922>and <00:21:11.049>and <00:21:11.177>building <00:21:11.304>around <00:21:11.431>them. <00:21:11.559>Brilliant.

00:21:13.909 --> 00:21:13.919 align:start position:0%
<00:21:13.909>and <00:21:13.910>and <00:21:13.912>building <00:21:13.914>around <00:21:13.916>them. <00:21:13.918>Brilliant.

00:21:13.919 --> 00:21:16.470 align:start position:0%
<00:21:13.919>and <00:21:14.019>and <00:21:14.119>building <00:21:14.219>around <00:21:14.319>them. <00:21:14.419>Brilliant. <00:21:14.519>So <00:21:14.619>that <00:21:14.719>is <00:21:14.819>me. <00:21:14.919>Thank <00:21:15.019>you <00:21:15.119>for <00:21:15.219>having <00:21:15.319>me.

00:21:16.470 --> 00:21:16.480 align:start position:0%
<00:21:16.470>So <00:21:16.471>that <00:21:16.472>is <00:21:16.473>me. <00:21:16.474>Thank <00:21:16.475>you <00:21:16.476>for <00:21:16.477>having <00:21:16.479>me.

00:21:16.480 --> 00:21:18.710 align:start position:0%
<00:21:16.480>So <00:21:16.562>that <00:21:16.644>is <00:21:16.727>me. <00:21:16.809>Thank <00:21:16.891>you <00:21:16.974>for <00:21:17.056>having <00:21:17.138>me. <00:21:17.221>Um <00:21:17.303>and <00:21:17.385>if <00:21:17.468>you'd <00:21:17.550>like <00:21:17.632>to <00:21:17.715>chat <00:21:17.797>after <00:21:17.880>this

00:21:18.710 --> 00:21:18.720 align:start position:0%
<00:21:18.710>Um <00:21:18.711>and <00:21:18.712>if <00:21:18.713>you'd <00:21:18.714>like <00:21:18.715>to <00:21:18.716>chat <00:21:18.717>after <00:21:18.719>this

00:21:18.720 --> 00:21:20.789 align:start position:0%
<00:21:18.720>Um <00:21:18.802>and <00:21:18.884>if <00:21:18.967>you'd <00:21:19.049>like <00:21:19.131>to <00:21:19.214>chat <00:21:19.296>after <00:21:19.378>this <00:21:19.461>um <00:21:19.543>we <00:21:19.625>we <00:21:19.708>could <00:21:19.790>talk <00:21:19.872>for <00:21:19.955>hours <00:21:20.037>and <00:21:20.120>hours.

00:21:20.789 --> 00:21:20.799 align:start position:0%
<00:21:20.789>um <00:21:20.790>we <00:21:20.791>we <00:21:20.792>could <00:21:20.793>talk <00:21:20.794>for <00:21:20.795>hours <00:21:20.796>and <00:21:20.798>hours.

00:21:20.799 --> 00:21:23.804 align:start position:0%
<00:21:20.799>um <00:21:20.939>we <00:21:21.079>we <00:21:21.219>could <00:21:21.359>talk <00:21:21.499>for <00:21:21.639>hours <00:21:21.779>and <00:21:21.918>hours. <00:21:22.059>Thank <00:21:22.199>you.

00:21:23.804 --> 00:21:23.814 align:start position:0%
<00:21:23.804>Thank <00:21:23.813>you.

00:21:23.814 --> 00:21:26.070 align:start position:0%
<00:21:23.814>Thank <00:21:24.514>you. <00:21:25.214>[applause]

00:21:26.080 --> 00:21:27.510 align:start position:0%
<00:21:26.080>&gt;&gt; <00:21:26.337>Thank <00:21:26.594>you <00:21:26.852>very <00:21:27.109>much <00:21:27.367>Owens.

00:21:27.510 --> 00:21:27.520 align:start position:0%
<00:21:27.510>&gt;&gt; <00:21:27.511>Thank <00:21:27.513>you <00:21:27.515>very <00:21:27.517>much <00:21:27.519>Owens.

00:21:27.520 --> 00:21:27.909 align:start position:0%
<00:21:27.520>&gt;&gt; <00:21:27.563>Thank <00:21:27.607>you <00:21:27.651>very <00:21:27.695>much <00:21:27.738>Owens. <00:21:27.782>&gt;&gt; <00:21:27.826>Thank <00:21:27.870>you.

00:21:27.909 --> 00:21:27.919 align:start position:0%
<00:21:27.909>&gt;&gt; <00:21:27.913>Thank <00:21:27.918>you.

00:21:27.919 --> 00:21:32.630 align:start position:0%
<00:21:27.919>&gt;&gt; <00:21:28.094>Thank <00:21:28.269>you. <00:21:28.444>&gt;&gt; <00:21:28.619>Are <00:21:28.794>there <00:21:28.969>questions <00:21:29.144>for <00:21:29.319>Owens?

00:21:32.630 --> 00:21:32.640 align:start position:0%
<00:21:32.630>&gt;&gt; <00:21:32.631>Are <00:21:32.633>there <00:21:32.635>questions <00:21:32.637>for <00:21:32.639>Owens?

00:21:32.640 --> 00:21:34.870 align:start position:0%
<00:21:32.640>&gt;&gt; <00:21:32.740>Are <00:21:32.840>there <00:21:32.940>questions <00:21:33.040>for <00:21:33.140>Owens? <00:21:33.240>&gt;&gt; <00:21:33.340>Are <00:21:33.440>there <00:21:33.540>questions? <00:21:33.640>If <00:21:33.740>not, <00:21:33.840>I <00:21:33.940>have <00:21:34.040>one.

00:21:34.870 --> 00:21:34.880 align:start position:0%
<00:21:34.870>&gt;&gt; <00:21:34.871>Are <00:21:34.872>there <00:21:34.873>questions? <00:21:34.874>If <00:21:34.875>not, <00:21:34.876>I <00:21:34.877>have <00:21:34.879>one.

00:21:34.880 --> 00:21:37.190 align:start position:0%
<00:21:34.880>&gt;&gt; <00:21:34.967>Are <00:21:35.055>there <00:21:35.142>questions? <00:21:35.230>If <00:21:35.317>not, <00:21:35.405>I <00:21:35.492>have <00:21:35.580>one. <00:21:35.667>So <00:21:35.755>you <00:21:35.842>you <00:21:35.930>mentioned <00:21:36.017>the <00:21:36.105>intent <00:21:36.192>in <00:21:36.280>the

00:21:37.190 --> 00:21:37.200 align:start position:0%
<00:21:37.190>So <00:21:37.191>you <00:21:37.192>you <00:21:37.193>mentioned <00:21:37.195>the <00:21:37.196>intent <00:21:37.197>in <00:21:37.199>the

00:21:37.200 --> 00:21:37.750 align:start position:0%
<00:21:37.200>So <00:21:37.261>you <00:21:37.323>you <00:21:37.385>mentioned <00:21:37.447>the <00:21:37.509>intent <00:21:37.571>in <00:21:37.633>the <00:21:37.695>beginning.

00:21:37.750 --> 00:21:37.760 align:start position:0%
beginning.

00:21:37.760 --> 00:21:38.470 align:start position:0%
<00:21:37.760>beginning. <00:21:38.079>&gt;&gt; <00:21:38.399>Yeah.

00:21:38.470 --> 00:21:38.480 align:start position:0%
<00:21:38.470>&gt;&gt; <00:21:38.479>Yeah.

00:21:38.480 --> 00:21:41.270 align:start position:0%
<00:21:38.480>&gt;&gt; <00:21:38.607>Yeah. <00:21:38.734>&gt;&gt; <00:21:38.861>How <00:21:38.989>specific <00:21:39.116>do <00:21:39.243>I <00:21:39.370>have <00:21:39.498>to <00:21:39.625>be <00:21:39.752>about <00:21:39.880>the

00:21:41.270 --> 00:21:41.280 align:start position:0%
<00:21:41.270>&gt;&gt; <00:21:41.271>How <00:21:41.272>specific <00:21:41.273>do <00:21:41.274>I <00:21:41.275>have <00:21:41.276>to <00:21:41.277>be <00:21:41.278>about <00:21:41.279>the

00:21:41.280 --> 00:21:43.909 align:start position:0%
<00:21:41.280>&gt;&gt; <00:21:41.367>How <00:21:41.455>specific <00:21:41.542>do <00:21:41.629>I <00:21:41.717>have <00:21:41.805>to <00:21:41.892>be <00:21:41.980>about <00:21:42.067>the <00:21:42.155>intent? <00:21:42.242>Does <00:21:42.330>it <00:21:42.417>change <00:21:42.504>all <00:21:42.592>the <00:21:42.680>time?

00:21:43.909 --> 00:21:43.919 align:start position:0%
<00:21:43.909>intent? <00:21:43.910>Does <00:21:43.912>it <00:21:43.913>change <00:21:43.915>all <00:21:43.916>the <00:21:43.918>time?

00:21:43.919 --> 00:21:45.350 align:start position:0%
<00:21:43.919>intent? <00:21:44.018>Does <00:21:44.117>it <00:21:44.216>change <00:21:44.315>all <00:21:44.414>the <00:21:44.513>time? <00:21:44.612>&gt;&gt; <00:21:44.711>It's <00:21:44.810>a <00:21:44.909>good <00:21:45.008>question. <00:21:45.107>So <00:21:45.206>different

00:21:45.350 --> 00:21:45.360 align:start position:0%
<00:21:45.350>&gt;&gt; <00:21:45.351>It's <00:21:45.352>a <00:21:45.354>good <00:21:45.356>question. <00:21:45.357>So <00:21:45.359>different

00:21:45.360 --> 00:21:49.110 align:start position:0%
<00:21:45.360>&gt;&gt; <00:21:45.487>It's <00:21:45.614>a <00:21:45.741>good <00:21:45.869>question. <00:21:45.996>So <00:21:46.123>different <00:21:46.250>people <00:21:46.378>have <00:21:46.505>different <00:21:46.632>takes. <00:21:46.760>Um

00:21:49.110 --> 00:21:49.120 align:start position:0%
<00:21:49.110>people <00:21:49.112>have <00:21:49.114>different <00:21:49.116>takes. <00:21:49.119>Um

00:21:49.120 --> 00:21:52.149 align:start position:0%
<00:21:49.120>people <00:21:49.247>have <00:21:49.374>different <00:21:49.501>takes. <00:21:49.629>Um <00:21:49.756>when <00:21:49.883>I <00:21:50.010>know <00:21:50.138>what <00:21:50.265>to <00:21:50.392>do <00:21:50.520>precisely

00:21:52.149 --> 00:21:52.159 align:start position:0%
<00:21:52.149>when <00:21:52.150>I <00:21:52.152>know <00:21:52.153>what <00:21:52.155>to <00:21:52.156>do <00:21:52.158>precisely

00:21:52.159 --> 00:21:55.669 align:start position:0%
<00:21:52.159>when <00:21:52.246>I <00:21:52.334>know <00:21:52.421>what <00:21:52.509>to <00:21:52.596>do <00:21:52.684>precisely <00:21:52.771>um <00:21:52.859>I <00:21:52.946>can <00:21:53.034>be <00:21:53.121>detailed <00:21:53.209>if <00:21:53.296>I <00:21:53.384>want. <00:21:53.471>But <00:21:53.559>the

00:21:55.669 --> 00:21:55.679 align:start position:0%
<00:21:55.669>um <00:21:55.670>I <00:21:55.671>can <00:21:55.672>be <00:21:55.673>detailed <00:21:55.674>if <00:21:55.675>I <00:21:55.676>want. <00:21:55.677>But <00:21:55.678>the

00:21:55.679 --> 00:21:58.070 align:start position:0%
<00:21:55.679>um <00:21:55.766>I <00:21:55.854>can <00:21:55.941>be <00:21:56.029>detailed <00:21:56.116>if <00:21:56.204>I <00:21:56.291>want. <00:21:56.379>But <00:21:56.466>the <00:21:56.554>problem <00:21:56.641>is <00:21:56.729>and <00:21:56.816>that's <00:21:56.904>that's <00:21:56.991>the <00:21:57.079>that's

00:21:58.070 --> 00:21:58.080 align:start position:0%
<00:21:58.070>problem <00:21:58.071>is <00:21:58.072>and <00:21:58.074>that's <00:21:58.076>that's <00:21:58.077>the <00:21:58.079>that's

00:21:58.080 --> 00:22:00.149 align:start position:0%
<00:21:58.080>problem <00:21:58.196>is <00:21:58.313>and <00:21:58.429>that's <00:21:58.546>that's <00:21:58.663>the <00:21:58.780>that's <00:21:58.896>the <00:21:59.013>challenge <00:21:59.129>I <00:21:59.246>have <00:21:59.363>with <00:21:59.480>methodologies

00:22:00.149 --> 00:22:00.159 align:start position:0%
<00:22:00.149>the <00:22:00.150>challenge <00:22:00.152>I <00:22:00.154>have <00:22:00.156>with <00:22:00.158>methodologies

00:22:00.159 --> 00:22:03.029 align:start position:0%
<00:22:00.159>the <00:22:00.286>challenge <00:22:00.413>I <00:22:00.540>have <00:22:00.668>with <00:22:00.795>methodologies <00:22:00.922>like <00:22:01.049>specd <00:22:01.177>driven <00:22:01.304>development <00:22:01.431>because <00:22:01.559>a

00:22:03.029 --> 00:22:03.039 align:start position:0%
<00:22:03.029>like <00:22:03.030>specd <00:22:03.032>driven <00:22:03.034>development <00:22:03.036>because <00:22:03.038>a

00:22:03.039 --> 00:22:04.710 align:start position:0%
<00:22:03.039>like <00:22:03.155>specd <00:22:03.272>driven <00:22:03.389>development <00:22:03.505>because <00:22:03.622>a <00:22:03.739>good <00:22:03.855>argument <00:22:03.972>you <00:22:04.089>can <00:22:04.205>make <00:22:04.322>is <00:22:04.439>a

00:22:04.710 --> 00:22:04.720 align:start position:0%
<00:22:04.710>good <00:22:04.711>argument <00:22:04.713>you <00:22:04.714>can <00:22:04.716>make <00:22:04.717>is <00:22:04.719>a

00:22:04.720 --> 00:22:10.149 align:start position:0%
<00:22:04.720>good <00:22:04.847>argument <00:22:04.974>you <00:22:05.101>can <00:22:05.229>make <00:22:05.356>is <00:22:05.483>a <00:22:05.610>sufficiently <00:22:05.738>detailed <00:22:05.865>spec <00:22:05.992>is <00:22:06.120>code.

00:22:10.149 --> 00:22:10.159 align:start position:0%
<00:22:10.149>sufficiently <00:22:10.151>detailed <00:22:10.153>spec <00:22:10.155>is <00:22:10.158>code.

00:22:10.159 --> 00:22:12.630 align:start position:0%
<00:22:10.159>sufficiently <00:22:10.259>detailed <00:22:10.359>spec <00:22:10.459>is <00:22:10.559>code. <00:22:10.659>I <00:22:10.759>could <00:22:10.859>as <00:22:10.959>well <00:22:11.059>just <00:22:11.159>write <00:22:11.259>it <00:22:11.359>out. <00:22:11.459>Um <00:22:11.559>so

00:22:12.630 --> 00:22:12.640 align:start position:0%
<00:22:12.630>I <00:22:12.631>could <00:22:12.632>as <00:22:12.633>well <00:22:12.634>just <00:22:12.635>write <00:22:12.636>it <00:22:12.637>out. <00:22:12.638>Um <00:22:12.639>so

00:22:12.640 --> 00:22:14.870 align:start position:0%
<00:22:12.640>I <00:22:12.727>could <00:22:12.815>as <00:22:12.902>well <00:22:12.990>just <00:22:13.077>write <00:22:13.165>it <00:22:13.252>out. <00:22:13.340>Um <00:22:13.427>so <00:22:13.515>sometimes <00:22:13.602>you <00:22:13.690>don't <00:22:13.777>always <00:22:13.865>know. <00:22:13.952>I <00:22:14.040>do

00:22:14.870 --> 00:22:14.880 align:start position:0%
<00:22:14.870>sometimes <00:22:14.871>you <00:22:14.873>don't <00:22:14.874>always <00:22:14.876>know. <00:22:14.877>I <00:22:14.879>do

00:22:14.880 --> 00:22:15.990 align:start position:0%
<00:22:14.880>sometimes <00:22:14.956>you <00:22:15.033>don't <00:22:15.110>always <00:22:15.187>know. <00:22:15.264>I <00:22:15.341>do <00:22:15.417>think <00:22:15.494>you <00:22:15.571>need <00:22:15.648>to <00:22:15.725>know <00:22:15.802>what <00:22:15.879>your

00:22:15.990 --> 00:22:16.000 align:start position:0%
<00:22:15.990>think <00:22:15.991>you <00:22:15.993>need <00:22:15.994>to <00:22:15.996>know <00:22:15.997>what <00:22:15.999>your

00:22:16.000 --> 00:22:18.789 align:start position:0%
<00:22:16.000>think <00:22:16.100>you <00:22:16.200>need <00:22:16.300>to <00:22:16.400>know <00:22:16.500>what <00:22:16.600>your <00:22:16.700>unknowns <00:22:16.800>are. <00:22:16.900>Um <00:22:17.000>but <00:22:17.100>it's <00:22:17.200>okay <00:22:17.300>not <00:22:17.400>to

00:22:18.789 --> 00:22:18.799 align:start position:0%
<00:22:18.789>unknowns <00:22:18.790>are. <00:22:18.791>Um <00:22:18.792>but <00:22:18.794>it's <00:22:18.795>okay <00:22:18.796>not <00:22:18.798>to

00:22:18.799 --> 00:22:21.190 align:start position:0%
<00:22:18.799>unknowns <00:22:18.881>are. <00:22:18.963>Um <00:22:19.046>but <00:22:19.128>it's <00:22:19.210>okay <00:22:19.293>not <00:22:19.375>to <00:22:19.457>know <00:22:19.540>them <00:22:19.622>and <00:22:19.704>then <00:22:19.787>you <00:22:19.869>do <00:22:19.951>you <00:22:20.034>know <00:22:20.116>a <00:22:20.199>lot

00:22:21.190 --> 00:22:21.200 align:start position:0%
<00:22:21.190>know <00:22:21.191>them <00:22:21.192>and <00:22:21.193>then <00:22:21.194>you <00:22:21.195>do <00:22:21.196>you <00:22:21.197>know <00:22:21.198>a <00:22:21.199>lot

00:22:21.200 --> 00:22:23.669 align:start position:0%
<00:22:21.200>know <00:22:21.282>them <00:22:21.364>and <00:22:21.447>then <00:22:21.529>you <00:22:21.611>do <00:22:21.694>you <00:22:21.776>know <00:22:21.858>a <00:22:21.941>lot <00:22:22.023>more <00:22:22.105>research <00:22:22.188>to <00:22:22.270>fill <00:22:22.352>in <00:22:22.435>those <00:22:22.517>gaps. <00:22:22.600>But

00:22:23.669 --> 00:22:23.679 align:start position:0%
<00:22:23.669>more <00:22:23.670>research <00:22:23.671>to <00:22:23.672>fill <00:22:23.674>in <00:22:23.675>those <00:22:23.676>gaps. <00:22:23.678>But

00:22:23.679 --> 00:22:25.990 align:start position:0%
<00:22:23.679>more <00:22:23.772>research <00:22:23.865>to <00:22:23.959>fill <00:22:24.052>in <00:22:24.145>those <00:22:24.239>gaps. <00:22:24.332>But <00:22:24.425>then <00:22:24.519>I <00:22:24.612>don't <00:22:24.705>think <00:22:24.799>you <00:22:24.892>can <00:22:24.985>always <00:22:25.079>know

00:22:25.990 --> 00:22:26.000 align:start position:0%
<00:22:25.990>then <00:22:25.991>I <00:22:25.992>don't <00:22:25.993>think <00:22:25.995>you <00:22:25.996>can <00:22:25.997>always <00:22:25.999>know

00:22:26.000 --> 00:22:27.750 align:start position:0%
<00:22:26.000>then <00:22:26.093>I <00:22:26.186>don't <00:22:26.280>think <00:22:26.373>you <00:22:26.466>can <00:22:26.560>always <00:22:26.653>know <00:22:26.746>everything. <00:22:26.840>I <00:22:26.933>think <00:22:27.026>you <00:22:27.120>need <00:22:27.213>to <00:22:27.306>be <00:22:27.400>okay

00:22:27.750 --> 00:22:27.760 align:start position:0%
<00:22:27.750>everything. <00:22:27.751>I <00:22:27.752>think <00:22:27.753>you <00:22:27.755>need <00:22:27.756>to <00:22:27.757>be <00:22:27.759>okay

00:22:27.760 --> 00:22:29.590 align:start position:0%
<00:22:27.760>everything. <00:22:27.847>I <00:22:27.935>think <00:22:28.022>you <00:22:28.110>need <00:22:28.197>to <00:22:28.285>be <00:22:28.372>okay <00:22:28.460>with <00:22:28.547>that. <00:22:28.635>But <00:22:28.722>you <00:22:28.810>just <00:22:28.897>need <00:22:28.985>to <00:22:29.072>be <00:22:29.160>able

00:22:29.590 --> 00:22:29.600 align:start position:0%
<00:22:29.590>with <00:22:29.591>that. <00:22:29.592>But <00:22:29.593>you <00:22:29.594>just <00:22:29.595>need <00:22:29.596>to <00:22:29.597>be <00:22:29.599>able

00:22:29.600 --> 00:22:31.350 align:start position:0%
<00:22:29.600>with <00:22:29.693>that. <00:22:29.786>But <00:22:29.879>you <00:22:29.973>just <00:22:30.066>need <00:22:30.159>to <00:22:30.253>be <00:22:30.346>able <00:22:30.439>to <00:22:30.533>verify <00:22:30.626>these <00:22:30.719>unknowns <00:22:30.813>as <00:22:30.906>you <00:22:31.000>go

00:22:31.350 --> 00:22:31.360 align:start position:0%
<00:22:31.350>to <00:22:31.351>verify <00:22:31.352>these <00:22:31.354>unknowns <00:22:31.356>as <00:22:31.357>you <00:22:31.359>go

00:22:31.360 --> 00:22:33.270 align:start position:0%
<00:22:31.360>to <00:22:31.487>verify <00:22:31.614>these <00:22:31.741>unknowns <00:22:31.869>as <00:22:31.996>you <00:22:32.123>go <00:22:32.250>through <00:22:32.378>that. <00:22:32.505>That's <00:22:32.632>my <00:22:32.760>take.

00:22:33.270 --> 00:22:33.280 align:start position:0%
<00:22:33.270>through <00:22:33.272>that. <00:22:33.274>That's <00:22:33.276>my <00:22:33.279>take.

00:22:33.280 --> 00:22:34.149 align:start position:0%
<00:22:33.280>through <00:22:33.377>that. <00:22:33.475>That's <00:22:33.573>my <00:22:33.671>take. <00:22:33.768>&gt;&gt; <00:22:33.866>Okay. <00:22:33.964>Thank <00:22:34.062>you.

00:22:34.149 --> 00:22:34.159 align:start position:0%
<00:22:34.149>&gt;&gt; <00:22:34.152>Okay. <00:22:34.155>Thank <00:22:34.158>you.

00:22:34.159 --> 00:22:34.470 align:start position:0%
<00:22:34.159>&gt;&gt; <00:22:34.214>Okay. <00:22:34.270>Thank <00:22:34.326>you. <00:22:34.382>&gt;&gt; <00:22:34.438>Yeah.

00:22:34.470 --> 00:22:34.480 align:start position:0%
<00:22:34.470>&gt;&gt; <00:22:34.479>Yeah.

00:22:34.480 --> 00:22:35.669 align:start position:0%
<00:22:34.480>&gt;&gt; <00:22:34.694>Yeah. <00:22:34.908>&gt;&gt; <00:22:35.122>Any <00:22:35.336>other <00:22:35.550>question?

00:22:35.669 --> 00:22:35.679 align:start position:0%
<00:22:35.669>&gt;&gt; <00:22:35.672>Any <00:22:35.675>other <00:22:35.678>question?

00:22:35.679 --> 00:22:37.110 align:start position:0%
<00:22:35.679>&gt;&gt; <00:22:35.936>Any <00:22:36.194>other <00:22:36.451>question? <00:22:36.709>&gt;&gt; <00:22:36.966>Yes.

00:22:37.110 --> 00:22:37.120 align:start position:0%
<00:22:37.110>&gt;&gt; <00:22:37.119>Yes.

00:22:37.120 --> 00:22:39.190 align:start position:0%
<00:22:37.120>&gt;&gt; <00:22:37.260>Yes. <00:22:37.399>&gt;&gt; <00:22:37.540>Let's <00:22:37.679>say <00:22:37.820>you <00:22:37.959>are <00:22:38.100>the <00:22:38.239>developer <00:22:38.379>and <00:22:38.520>I'm

00:22:39.190 --> 00:22:39.200 align:start position:0%
<00:22:39.190>&gt;&gt; <00:22:39.191>Let's <00:22:39.192>say <00:22:39.193>you <00:22:39.194>are <00:22:39.195>the <00:22:39.196>developer <00:22:39.197>and <00:22:39.199>I'm

00:22:39.200 --> 00:22:42.149 align:start position:0%
<00:22:39.200>&gt;&gt; <00:22:39.293>Let's <00:22:39.386>say <00:22:39.480>you <00:22:39.573>are <00:22:39.666>the <00:22:39.760>developer <00:22:39.853>and <00:22:39.946>I'm <00:22:40.040>the <00:22:40.133>one <00:22:40.226>who's <00:22:40.320>reviewing <00:22:40.413>your <00:22:40.506>code. <00:22:40.600>Okay.

00:22:42.149 --> 00:22:42.159 align:start position:0%
<00:22:42.149>the <00:22:42.150>one <00:22:42.152>who's <00:22:42.153>reviewing <00:22:42.155>your <00:22:42.156>code. <00:22:42.158>Okay.

00:22:42.159 --> 00:22:45.510 align:start position:0%
<00:22:42.159>the <00:22:42.259>one <00:22:42.359>who's <00:22:42.459>reviewing <00:22:42.559>your <00:22:42.659>code. <00:22:42.759>Okay. <00:22:42.859>So <00:22:42.959>you <00:22:43.059>have <00:22:43.159>the <00:22:43.259>intent. <00:22:43.359>You <00:22:43.459>develop <00:22:43.559>what

00:22:45.510 --> 00:22:45.520 align:start position:0%
<00:22:45.510>So <00:22:45.511>you <00:22:45.512>have <00:22:45.513>the <00:22:45.515>intent. <00:22:45.516>You <00:22:45.517>develop <00:22:45.519>what

00:22:45.520 --> 00:22:47.990 align:start position:0%
<00:22:45.520>So <00:22:45.613>you <00:22:45.706>have <00:22:45.800>the <00:22:45.893>intent. <00:22:45.986>You <00:22:46.080>develop <00:22:46.173>what <00:22:46.266>you <00:22:46.360>your <00:22:46.453>intent <00:22:46.546>is <00:22:46.639>and <00:22:46.733>I'm <00:22:46.826>going <00:22:46.920>to

00:22:47.990 --> 00:22:48.000 align:start position:0%
<00:22:47.990>you <00:22:47.991>your <00:22:47.992>intent <00:22:47.993>is <00:22:47.995>and <00:22:47.996>I'm <00:22:47.997>going <00:22:47.999>to

00:22:48.000 --> 00:22:51.029 align:start position:0%
<00:22:48.000>you <00:22:48.093>your <00:22:48.186>intent <00:22:48.280>is <00:22:48.373>and <00:22:48.466>I'm <00:22:48.560>going <00:22:48.653>to <00:22:48.746>review <00:22:48.840>that. <00:22:48.933>How <00:22:49.026>you <00:22:49.120>based <00:22:49.213>on <00:22:49.306>what <00:22:49.400>you

00:22:51.029 --> 00:22:51.039 align:start position:0%
<00:22:51.029>review <00:22:51.030>that. <00:22:51.031>How <00:22:51.032>you <00:22:51.034>based <00:22:51.035>on <00:22:51.036>what <00:22:51.038>you

00:22:51.039 --> 00:22:52.950 align:start position:0%
<00:22:51.039>review <00:22:51.146>that. <00:22:51.254>How <00:22:51.362>you <00:22:51.469>based <00:22:51.577>on <00:22:51.685>what <00:22:51.792>you <00:22:51.900>explained <00:22:52.008>the <00:22:52.115>intent <00:22:52.223>should <00:22:52.331>be <00:22:52.439>continue

00:22:52.950 --> 00:22:52.960 align:start position:0%
<00:22:52.950>explained <00:22:52.951>the <00:22:52.953>intent <00:22:52.955>should <00:22:52.957>be <00:22:52.959>continue

00:22:52.960 --> 00:22:55.029 align:start position:0%
<00:22:52.960>explained <00:22:53.067>the <00:22:53.175>intent <00:22:53.283>should <00:22:53.390>be <00:22:53.498>continue <00:22:53.606>through <00:22:53.713>the <00:22:53.821>whole <00:22:53.929>life <00:22:54.036>cycle. <00:22:54.144>So <00:22:54.252>I <00:22:54.360>when

00:22:55.029 --> 00:22:55.039 align:start position:0%
<00:22:55.029>through <00:22:55.030>the <00:22:55.031>whole <00:22:55.032>life <00:22:55.034>cycle. <00:22:55.035>So <00:22:55.036>I <00:22:55.038>when

00:22:55.039 --> 00:22:57.510 align:start position:0%
<00:22:55.039>through <00:22:55.132>the <00:22:55.225>whole <00:22:55.319>life <00:22:55.412>cycle. <00:22:55.505>So <00:22:55.599>I <00:22:55.692>when <00:22:55.785>I <00:22:55.879>review <00:22:55.972>your <00:22:56.065>development <00:22:56.158>and <00:22:56.252>I <00:22:56.345>test <00:22:56.439>it

00:22:57.510 --> 00:22:57.520 align:start position:0%
<00:22:57.510>I <00:22:57.511>review <00:22:57.512>your <00:22:57.513>development <00:22:57.515>and <00:22:57.516>I <00:22:57.517>test <00:22:57.519>it

00:22:57.520 --> 00:22:59.510 align:start position:0%
<00:22:57.520>I <00:22:57.613>review <00:22:57.706>your <00:22:57.800>development <00:22:57.893>and <00:22:57.986>I <00:22:58.080>test <00:22:58.173>it <00:22:58.266>I <00:22:58.360>should <00:22:58.453>have <00:22:58.546>access <00:22:58.639>to <00:22:58.733>that. <00:22:58.826>How <00:22:58.920>are

00:22:59.510 --> 00:22:59.520 align:start position:0%
<00:22:59.510>I <00:22:59.511>should <00:22:59.512>have <00:22:59.513>access <00:22:59.515>to <00:22:59.516>that. <00:22:59.517>How <00:22:59.519>are

00:22:59.520 --> 00:23:01.750 align:start position:0%
<00:22:59.520>I <00:22:59.613>should <00:22:59.706>have <00:22:59.800>access <00:22:59.893>to <00:22:59.986>that. <00:23:00.080>How <00:23:00.173>are <00:23:00.266>you <00:23:00.360>going <00:23:00.453>to <00:23:00.546>transfer <00:23:00.639>this <00:23:00.733>intent <00:23:00.826>to <00:23:00.920>me

00:23:01.750 --> 00:23:01.760 align:start position:0%
<00:23:01.750>you <00:23:01.751>going <00:23:01.752>to <00:23:01.753>transfer <00:23:01.755>this <00:23:01.756>intent <00:23:01.757>to <00:23:01.759>me

00:23:01.760 --> 00:23:02.789 align:start position:0%
<00:23:01.760>you <00:23:01.852>going <00:23:01.945>to <00:23:02.037>transfer <00:23:02.130>this <00:23:02.223>intent <00:23:02.315>to <00:23:02.408>me <00:23:02.500>as <00:23:02.593>the <00:23:02.686>reviewer?

00:23:02.789 --> 00:23:02.799 align:start position:0%
<00:23:02.789>as <00:23:02.793>the <00:23:02.798>reviewer?

00:23:02.799 --> 00:23:04.789 align:start position:0%
<00:23:02.799>as <00:23:02.915>the <00:23:03.032>reviewer? <00:23:03.149>&gt;&gt; <00:23:03.265>Yeah <00:23:03.382>that's <00:23:03.499>why <00:23:03.615>I <00:23:03.732>like <00:23:03.849>to <00:23:03.965>say <00:23:04.082>that <00:23:04.199>if

00:23:04.789 --> 00:23:04.799 align:start position:0%
<00:23:04.789>&gt;&gt; <00:23:04.790>Yeah <00:23:04.791>that's <00:23:04.792>why <00:23:04.793>I <00:23:04.793>like <00:23:04.795>to <00:23:04.796>say <00:23:04.797>that <00:23:04.798>if

00:23:04.799 --> 00:23:08.070 align:start position:0%
<00:23:04.799>&gt;&gt; <00:23:04.881>Yeah <00:23:04.963>that's <00:23:05.046>why <00:23:05.128>I <00:23:05.210>like <00:23:05.293>to <00:23:05.375>say <00:23:05.457>that <00:23:05.540>if <00:23:05.622>you're <00:23:05.704>working <00:23:05.787>I <00:23:05.869>know <00:23:05.951>the <00:23:06.034>term <00:23:06.116>AI <00:23:06.199>native

00:23:08.070 --> 00:23:08.080 align:start position:0%
<00:23:08.070>you're <00:23:08.071>working <00:23:08.072>I <00:23:08.073>know <00:23:08.075>the <00:23:08.076>term <00:23:08.077>AI <00:23:08.079>native

00:23:08.080 --> 00:23:10.390 align:start position:0%
<00:23:08.080>you're <00:23:08.179>working <00:23:08.280>I <00:23:08.379>know <00:23:08.480>the <00:23:08.580>term <00:23:08.679>AI <00:23:08.780>native <00:23:08.879>is <00:23:08.980>overused <00:23:09.080>but <00:23:09.179>if <00:23:09.280>you're <00:23:09.379>working <00:23:09.480>with

00:23:10.390 --> 00:23:10.400 align:start position:0%
<00:23:10.390>is <00:23:10.391>overused <00:23:10.393>but <00:23:10.394>if <00:23:10.396>you're <00:23:10.397>working <00:23:10.399>with

00:23:10.400 --> 00:23:12.950 align:start position:0%
<00:23:10.400>is <00:23:10.527>overused <00:23:10.654>but <00:23:10.781>if <00:23:10.909>you're <00:23:11.036>working <00:23:11.163>with <00:23:11.290>agents <00:23:11.418>in <00:23:11.545>a <00:23:11.672>mature <00:23:11.800>engineering

00:23:12.950 --> 00:23:12.960 align:start position:0%
<00:23:12.950>agents <00:23:12.952>in <00:23:12.954>a <00:23:12.956>mature <00:23:12.959>engineering

00:23:12.960 --> 00:23:14.470 align:start position:0%
<00:23:12.960>agents <00:23:13.231>in <00:23:13.503>a <00:23:13.775>mature <00:23:14.047>engineering <00:23:14.319>organization

00:23:14.470 --> 00:23:14.480 align:start position:0%
organization

00:23:14.480 --> 00:23:16.470 align:start position:0%
<00:23:14.480>organization <00:23:14.635>it's <00:23:14.791>not <00:23:14.946>enough <00:23:15.102>for <00:23:15.257>intent <00:23:15.413>to <00:23:15.568>live <00:23:15.724>on <00:23:15.880>a

00:23:16.470 --> 00:23:16.480 align:start position:0%
<00:23:16.470>it's <00:23:16.471>not <00:23:16.472>enough <00:23:16.473>for <00:23:16.474>intent <00:23:16.475>to <00:23:16.476>live <00:23:16.477>on <00:23:16.479>a

00:23:16.480 --> 00:23:18.870 align:start position:0%
<00:23:16.480>it's <00:23:16.573>not <00:23:16.666>enough <00:23:16.760>for <00:23:16.853>intent <00:23:16.946>to <00:23:17.040>live <00:23:17.133>on <00:23:17.226>a <00:23:17.320>developer <00:23:17.413>machine. <00:23:17.506>So <00:23:17.600>whatever <00:23:17.693>it <00:23:17.786>is <00:23:17.880>you

00:23:18.870 --> 00:23:18.880 align:start position:0%
<00:23:18.870>developer <00:23:18.871>machine. <00:23:18.873>So <00:23:18.874>whatever <00:23:18.876>it <00:23:18.877>is <00:23:18.879>you

00:23:18.880 --> 00:23:21.590 align:start position:0%
<00:23:18.880>developer <00:23:18.987>machine. <00:23:19.095>So <00:23:19.203>whatever <00:23:19.310>it <00:23:19.418>is <00:23:19.526>you <00:23:19.633>use <00:23:19.741>linear <00:23:19.849>Jira <00:23:19.956>I <00:23:20.064>don't <00:23:20.172>actually <00:23:20.280>care

00:23:21.590 --> 00:23:21.600 align:start position:0%
<00:23:21.590>use <00:23:21.591>linear <00:23:21.592>Jira <00:23:21.594>I <00:23:21.596>don't <00:23:21.597>actually <00:23:21.599>care

00:23:21.600 --> 00:23:23.990 align:start position:0%
<00:23:21.600>use <00:23:21.693>linear <00:23:21.786>Jira <00:23:21.879>I <00:23:21.973>don't <00:23:22.066>actually <00:23:22.159>care <00:23:22.253>the <00:23:22.346>tool <00:23:22.439>you <00:23:22.533>need <00:23:22.626>to <00:23:22.719>be <00:23:22.813>able <00:23:22.906>to <00:23:23.000>build

00:23:23.990 --> 00:23:24.000 align:start position:0%
<00:23:23.990>the <00:23:23.991>tool <00:23:23.992>you <00:23:23.993>need <00:23:23.994>to <00:23:23.995>be <00:23:23.996>able <00:23:23.997>to <00:23:23.999>build

00:23:24.000 --> 00:23:25.909 align:start position:0%
<00:23:24.000>the <00:23:24.082>tool <00:23:24.164>you <00:23:24.247>need <00:23:24.329>to <00:23:24.411>be <00:23:24.494>able <00:23:24.576>to <00:23:24.658>build <00:23:24.741>around <00:23:24.823>it <00:23:24.905>in <00:23:24.988>such <00:23:25.070>a <00:23:25.152>way <00:23:25.235>that <00:23:25.317>when <00:23:25.400>that

00:23:25.909 --> 00:23:25.919 align:start position:0%
<00:23:25.909>around <00:23:25.910>it <00:23:25.911>in <00:23:25.912>such <00:23:25.913>a <00:23:25.914>way <00:23:25.915>that <00:23:25.916>when <00:23:25.918>that

00:23:25.919 --> 00:23:29.029 align:start position:0%
<00:23:25.919>around <00:23:26.006>it <00:23:26.094>in <00:23:26.181>such <00:23:26.269>a <00:23:26.356>way <00:23:26.444>that <00:23:26.531>when <00:23:26.619>that <00:23:26.706>PR <00:23:26.794>is <00:23:26.881>open <00:23:26.969>it <00:23:27.056>references <00:23:27.144>that <00:23:27.231>and <00:23:27.319>if

00:23:29.029 --> 00:23:29.039 align:start position:0%
<00:23:29.029>PR <00:23:29.030>is <00:23:29.031>open <00:23:29.032>it <00:23:29.034>references <00:23:29.035>that <00:23:29.036>and <00:23:29.038>if

00:23:29.039 --> 00:23:30.549 align:start position:0%
<00:23:29.039>PR <00:23:29.136>is <00:23:29.233>open <00:23:29.330>it <00:23:29.427>references <00:23:29.524>that <00:23:29.621>and <00:23:29.718>if <00:23:29.815>you're <00:23:29.912>also <00:23:30.009>reviewing <00:23:30.106>with <00:23:30.203>a <00:23:30.300>with <00:23:30.398>a

00:23:30.549 --> 00:23:30.559 align:start position:0%
<00:23:30.549>you're <00:23:30.550>also <00:23:30.552>reviewing <00:23:30.553>with <00:23:30.555>a <00:23:30.556>with <00:23:30.558>a

00:23:30.559 --> 00:23:33.350 align:start position:0%
<00:23:30.559>you're <00:23:30.658>also <00:23:30.759>reviewing <00:23:30.859>with <00:23:30.959>a <00:23:31.059>with <00:23:31.158>a <00:23:31.259>coding <00:23:31.359>agent <00:23:31.459>connect <00:23:31.559>to <00:23:31.658>the <00:23:31.759>MCPU <00:23:31.859>or <00:23:31.959>use

00:23:33.350 --> 00:23:33.360 align:start position:0%
<00:23:33.350>coding <00:23:33.351>agent <00:23:33.352>connect <00:23:33.353>to <00:23:33.355>the <00:23:33.356>MCPU <00:23:33.357>or <00:23:33.359>use

00:23:33.360 --> 00:23:36.470 align:start position:0%
<00:23:33.360>coding <00:23:33.447>agent <00:23:33.534>connect <00:23:33.622>to <00:23:33.709>the <00:23:33.797>MCPU <00:23:33.885>or <00:23:33.972>use <00:23:34.060>a <00:23:34.147>CLI <00:23:34.235>to <00:23:34.322>pull <00:23:34.409>it <00:23:34.497>in <00:23:34.584>but <00:23:34.672>they <00:23:34.760>absolutely

00:23:36.470 --> 00:23:36.480 align:start position:0%
<00:23:36.470>a <00:23:36.471>CLI <00:23:36.472>to <00:23:36.473>pull <00:23:36.474>it <00:23:36.475>in <00:23:36.476>but <00:23:36.477>they <00:23:36.479>absolutely

00:23:36.480 --> 00:23:38.630 align:start position:0%
<00:23:36.480>a <00:23:36.567>CLI <00:23:36.655>to <00:23:36.742>pull <00:23:36.830>it <00:23:36.917>in <00:23:37.005>but <00:23:37.092>they <00:23:37.180>absolutely <00:23:37.267>cannot <00:23:37.355>just <00:23:37.442>leave <00:23:37.530>on <00:23:37.617>a <00:23:37.705>machine <00:23:37.792>on <00:23:37.880>my

00:23:38.630 --> 00:23:38.640 align:start position:0%
<00:23:38.630>cannot <00:23:38.631>just <00:23:38.632>leave <00:23:38.633>on <00:23:38.635>a <00:23:38.636>machine <00:23:38.637>on <00:23:38.639>my

00:23:38.640 --> 00:23:40.789 align:start position:0%
<00:23:38.640>cannot <00:23:38.740>just <00:23:38.840>leave <00:23:38.940>on <00:23:39.040>a <00:23:39.140>machine <00:23:39.240>on <00:23:39.340>my <00:23:39.440>machine <00:23:39.540>then <00:23:39.640>good <00:23:39.740>luck <00:23:39.840>getting <00:23:39.940>it <00:23:40.040>right

00:23:40.789 --> 00:23:40.799 align:start position:0%
<00:23:40.789>machine <00:23:40.790>then <00:23:40.792>good <00:23:40.793>luck <00:23:40.795>getting <00:23:40.796>it <00:23:40.798>right

00:23:40.799 --> 00:23:41.990 align:start position:0%
<00:23:40.799>machine <00:23:40.875>then <00:23:40.952>good <00:23:41.028>luck <00:23:41.105>getting <00:23:41.181>it <00:23:41.258>right <00:23:41.334>you're <00:23:41.411>never <00:23:41.488>going <00:23:41.564>to <00:23:41.641>know <00:23:41.717>what's <00:23:41.794>on <00:23:41.870>my

00:23:41.990 --> 00:23:42.000 align:start position:0%
<00:23:41.990>you're <00:23:41.991>never <00:23:41.992>going <00:23:41.993>to <00:23:41.995>know <00:23:41.996>what's <00:23:41.997>on <00:23:41.999>my

00:23:42.000 --> 00:23:44.950 align:start position:0%
<00:23:42.000>you're <00:23:42.082>never <00:23:42.164>going <00:23:42.247>to <00:23:42.329>know <00:23:42.411>what's <00:23:42.494>on <00:23:42.576>my <00:23:42.658>mind <00:23:42.741>so <00:23:42.823>it <00:23:42.905>has <00:23:42.988>to <00:23:43.070>be <00:23:43.152>I <00:23:43.235>like <00:23:43.317>to <00:23:43.400>think

00:23:44.950 --> 00:23:44.960 align:start position:0%
<00:23:44.950>mind <00:23:44.951>so <00:23:44.952>it <00:23:44.953>has <00:23:44.954>to <00:23:44.955>be <00:23:44.956>I <00:23:44.957>like <00:23:44.958>to <00:23:44.959>think

00:23:44.960 --> 00:23:47.750 align:start position:0%
<00:23:44.960>mind <00:23:45.060>so <00:23:45.160>it <00:23:45.260>has <00:23:45.360>to <00:23:45.460>be <00:23:45.560>I <00:23:45.660>like <00:23:45.760>to <00:23:45.860>think <00:23:45.960>about <00:23:46.060>this <00:23:46.160>as <00:23:46.260>centralized <00:23:46.360>artifacts

00:23:47.750 --> 00:23:47.760 align:start position:0%
<00:23:47.750>about <00:23:47.752>this <00:23:47.754>as <00:23:47.756>centralized <00:23:47.759>artifacts

00:23:47.760 --> 00:23:50.710 align:start position:0%
<00:23:47.760>about <00:23:47.887>this <00:23:48.014>as <00:23:48.141>centralized <00:23:48.269>artifacts <00:23:48.396>that <00:23:48.523>any <00:23:48.650>member <00:23:48.778>of <00:23:48.905>the <00:23:49.032>engineering <00:23:49.160>team

00:23:50.710 --> 00:23:50.720 align:start position:0%
<00:23:50.710>that <00:23:50.711>any <00:23:50.713>member <00:23:50.714>of <00:23:50.716>the <00:23:50.717>engineering <00:23:50.719>team

00:23:50.720 --> 00:23:53.430 align:start position:0%
<00:23:50.720>that <00:23:50.820>any <00:23:50.920>member <00:23:51.020>of <00:23:51.120>the <00:23:51.220>engineering <00:23:51.320>team <00:23:51.420>or <00:23:51.520>any <00:23:51.620>agent <00:23:51.720>further <00:23:51.820>down <00:23:51.920>the <00:23:52.020>line <00:23:52.120>can

00:23:53.430 --> 00:23:53.440 align:start position:0%
<00:23:53.430>or <00:23:53.431>any <00:23:53.432>agent <00:23:53.433>further <00:23:53.435>down <00:23:53.436>the <00:23:53.437>line <00:23:53.439>can

00:23:53.440 --> 00:23:55.990 align:start position:0%
<00:23:53.440>or <00:23:53.547>any <00:23:53.655>agent <00:23:53.763>further <00:23:53.870>down <00:23:53.978>the <00:23:54.086>line <00:23:54.193>can <00:23:54.301>always <00:23:54.409>reference. <00:23:54.516>Yes, <00:23:54.624>that's <00:23:54.732>how <00:23:54.840>I

00:23:55.990 --> 00:23:56.000 align:start position:0%
<00:23:55.990>always <00:23:55.991>reference. <00:23:55.993>Yes, <00:23:55.995>that's <00:23:55.997>how <00:23:55.999>I

00:23:56.000 --> 00:23:58.950 align:start position:0%
<00:23:56.000>always <00:23:56.175>reference. <00:23:56.350>Yes, <00:23:56.525>that's <00:23:56.700>how <00:23:56.875>I <00:23:57.050>think <00:23:57.225>about <00:23:57.400>it.

00:23:58.950 --> 00:23:58.960 align:start position:0%
<00:23:58.950>think <00:23:58.954>about <00:23:58.959>it.

00:23:58.960 --> 00:24:01.110 align:start position:0%
<00:23:58.960>think <00:23:59.076>about <00:23:59.193>it. <00:23:59.310>I <00:23:59.426>I <00:23:59.543>remember <00:23:59.660>you <00:23:59.776>said <00:23:59.893>you <00:24:00.010>are <00:24:00.126>not <00:24:00.243>a <00:24:00.360>fan

00:24:01.110 --> 00:24:01.120 align:start position:0%
<00:24:01.110>I <00:24:01.110>I <00:24:01.111>remember <00:24:01.112>you <00:24:01.113>said <00:24:01.114>you <00:24:01.116>are <00:24:01.117>not <00:24:01.118>a <00:24:01.119>fan

00:24:01.120 --> 00:24:04.149 align:start position:0%
<00:24:01.120>I <00:24:01.213>I <00:24:01.306>remember <00:24:01.399>you <00:24:01.493>said <00:24:01.586>you <00:24:01.679>are <00:24:01.773>not <00:24:01.866>a <00:24:01.959>fan <00:24:02.053>of <00:24:02.146>technical <00:24:02.239>description <00:24:02.333>or <00:24:02.426>uh <00:24:02.520>a

00:24:04.149 --> 00:24:04.159 align:start position:0%
<00:24:04.149>of <00:24:04.150>technical <00:24:04.152>description <00:24:04.154>or <00:24:04.156>uh <00:24:04.158>a

00:24:04.159 --> 00:24:06.870 align:start position:0%
<00:24:04.159>of <00:24:04.286>technical <00:24:04.413>description <00:24:04.540>or <00:24:04.668>uh <00:24:04.795>a <00:24:04.922>specdriven <00:24:05.049>development. <00:24:05.177>So, <00:24:05.304>but <00:24:05.431>what <00:24:05.559>you

00:24:06.870 --> 00:24:06.880 align:start position:0%
<00:24:06.870>specdriven <00:24:06.871>development. <00:24:06.873>So, <00:24:06.875>but <00:24:06.877>what <00:24:06.879>you

00:24:06.880 --> 00:24:08.950 align:start position:0%
<00:24:06.880>specdriven <00:24:06.996>development. <00:24:07.113>So, <00:24:07.230>but <00:24:07.346>what <00:24:07.463>you <00:24:07.580>are <00:24:07.696>saying <00:24:07.813>right <00:24:07.930>now <00:24:08.046>is <00:24:08.163>the <00:24:08.280>definition

00:24:08.950 --> 00:24:08.960 align:start position:0%
<00:24:08.950>are <00:24:08.951>saying <00:24:08.953>right <00:24:08.954>now <00:24:08.956>is <00:24:08.957>the <00:24:08.959>definition

00:24:08.960 --> 00:24:11.750 align:start position:0%
<00:24:08.960>are <00:24:09.076>saying <00:24:09.193>right <00:24:09.310>now <00:24:09.426>is <00:24:09.543>the <00:24:09.660>definition <00:24:09.776>of <00:24:09.893>a <00:24:10.010>specdriven. <00:24:10.126>So <00:24:10.243>this <00:24:10.360>specification

00:24:11.750 --> 00:24:11.760 align:start position:0%
<00:24:11.750>of <00:24:11.751>a <00:24:11.753>specdriven. <00:24:11.755>So <00:24:11.757>this <00:24:11.759>specification

00:24:11.760 --> 00:24:14.230 align:start position:0%
<00:24:11.760>of <00:24:11.915>a <00:24:12.071>specdriven. <00:24:12.226>So <00:24:12.382>this <00:24:12.537>specification <00:24:12.693>technical <00:24:12.848>specification <00:24:13.004>should <00:24:13.160>exist

00:24:14.230 --> 00:24:14.240 align:start position:0%
<00:24:14.230>technical <00:24:14.233>specification <00:24:14.236>should <00:24:14.239>exist

00:24:14.240 --> 00:24:16.950 align:start position:0%
<00:24:14.240>technical <00:24:14.380>specification <00:24:14.520>should <00:24:14.660>exist <00:24:14.800>somewhere <00:24:14.940>like <00:24:15.080>in <00:24:15.220>Jira <00:24:15.360>in <00:24:15.500>in <00:24:15.640>in

00:24:16.950 --> 00:24:16.960 align:start position:0%
<00:24:16.950>somewhere <00:24:16.951>like <00:24:16.953>in <00:24:16.954>Jira <00:24:16.956>in <00:24:16.957>in <00:24:16.959>in

00:24:16.960 --> 00:24:19.350 align:start position:0%
<00:24:16.960>somewhere <00:24:17.076>like <00:24:17.193>in <00:24:17.310>Jira <00:24:17.426>in <00:24:17.543>in <00:24:17.660>in <00:24:17.776>Confluence <00:24:17.893>or <00:24:18.010>somewhere <00:24:18.126>that <00:24:18.243>in <00:24:18.360>a

00:24:19.350 --> 00:24:19.360 align:start position:0%
<00:24:19.350>Confluence <00:24:19.351>or <00:24:19.353>somewhere <00:24:19.355>that <00:24:19.357>in <00:24:19.359>a

00:24:19.360 --> 00:24:21.750 align:start position:0%
<00:24:19.360>Confluence <00:24:19.487>or <00:24:19.614>somewhere <00:24:19.741>that <00:24:19.869>in <00:24:19.996>a <00:24:20.123>centralized <00:24:20.250>place <00:24:20.378>that <00:24:20.505>can <00:24:20.632>be <00:24:20.760>passed

00:24:21.750 --> 00:24:21.760 align:start position:0%
<00:24:21.750>centralized <00:24:21.751>place <00:24:21.753>that <00:24:21.755>can <00:24:21.757>be <00:24:21.759>passed

00:24:21.760 --> 00:24:23.430 align:start position:0%
<00:24:21.760>centralized <00:24:21.876>place <00:24:21.993>that <00:24:22.110>can <00:24:22.226>be <00:24:22.343>passed <00:24:22.460>through <00:24:22.576>the <00:24:22.693>other <00:24:22.810>persons <00:24:22.926>who's <00:24:23.043>going <00:24:23.160>to

00:24:23.430 --> 00:24:23.440 align:start position:0%
<00:24:23.430>through <00:24:23.431>the <00:24:23.433>other <00:24:23.434>persons <00:24:23.436>who's <00:24:23.437>going <00:24:23.439>to

00:24:23.440 --> 00:24:26.230 align:start position:0%
<00:24:23.440>through <00:24:23.547>the <00:24:23.655>other <00:24:23.763>persons <00:24:23.870>who's <00:24:23.978>going <00:24:24.086>to <00:24:24.193>review <00:24:24.301>that. <00:24:24.409>So <00:24:24.516>how <00:24:24.624>could <00:24:24.732>you <00:24:24.840>explain

00:24:26.230 --> 00:24:26.240 align:start position:0%
<00:24:26.230>review <00:24:26.231>that. <00:24:26.233>So <00:24:26.234>how <00:24:26.236>could <00:24:26.237>you <00:24:26.239>explain

00:24:26.240 --> 00:24:28.310 align:start position:0%
<00:24:26.240>review <00:24:26.333>that. <00:24:26.426>So <00:24:26.520>how <00:24:26.613>could <00:24:26.706>you <00:24:26.800>explain <00:24:26.893>that <00:24:26.986>that <00:24:27.080>you <00:24:27.173>are <00:24:27.266>not <00:24:27.360>a <00:24:27.453>fan <00:24:27.546>of <00:24:27.640>a

00:24:28.310 --> 00:24:28.320 align:start position:0%
<00:24:28.310>that <00:24:28.311>that <00:24:28.312>you <00:24:28.313>are <00:24:28.314>not <00:24:28.315>a <00:24:28.316>fan <00:24:28.317>of <00:24:28.319>a

00:24:28.320 --> 00:24:29.990 align:start position:0%
<00:24:28.320>that <00:24:28.447>that <00:24:28.574>you <00:24:28.701>are <00:24:28.829>not <00:24:28.956>a <00:24:29.083>fan <00:24:29.210>of <00:24:29.338>a <00:24:29.465>specific <00:24:29.592>uh <00:24:29.720>technical

00:24:29.990 --> 00:24:30.000 align:start position:0%
<00:24:29.990>specific <00:24:29.994>uh <00:24:29.999>technical

00:24:30.000 --> 00:24:33.190 align:start position:0%
<00:24:30.000>specific <00:24:30.233>uh <00:24:30.466>technical <00:24:30.700>specificationdriven <00:24:30.933>development <00:24:31.166>but <00:24:31.400>this

00:24:33.190 --> 00:24:33.200 align:start position:0%
<00:24:33.190>specificationdriven <00:24:33.193>development <00:24:33.196>but <00:24:33.199>this

00:24:33.200 --> 00:24:36.070 align:start position:0%
<00:24:33.200>specificationdriven <00:24:33.433>development <00:24:33.666>but <00:24:33.900>this <00:24:34.133>explanation <00:24:34.366>explains <00:24:34.600>that

00:24:36.070 --> 00:24:36.080 align:start position:0%
<00:24:36.070>explanation <00:24:36.074>explains <00:24:36.079>that

00:24:36.080 --> 00:24:38.070 align:start position:0%
<00:24:36.080>explanation <00:24:36.207>explains <00:24:36.334>that <00:24:36.461>&gt;&gt; <00:24:36.589>um <00:24:36.716>I <00:24:36.843>think <00:24:36.970>what's <00:24:37.098>important <00:24:37.225>is <00:24:37.352>not <00:24:37.480>the

00:24:38.070 --> 00:24:38.080 align:start position:0%
<00:24:38.070>&gt;&gt; <00:24:38.071>um <00:24:38.072>I <00:24:38.073>think <00:24:38.074>what's <00:24:38.075>important <00:24:38.076>is <00:24:38.077>not <00:24:38.079>the

00:24:38.080 --> 00:24:40.149 align:start position:0%
<00:24:38.080>&gt;&gt; <00:24:38.162>um <00:24:38.244>I <00:24:38.327>think <00:24:38.409>what's <00:24:38.491>important <00:24:38.574>is <00:24:38.656>not <00:24:38.738>the <00:24:38.821>the <00:24:38.903>name. <00:24:38.985>I <00:24:39.068>don't <00:24:39.150>care <00:24:39.232>if <00:24:39.315>you <00:24:39.397>call <00:24:39.480>it

00:24:40.149 --> 00:24:40.159 align:start position:0%
<00:24:40.149>the <00:24:40.150>name. <00:24:40.151>I <00:24:40.152>don't <00:24:40.153>care <00:24:40.154>if <00:24:40.155>you <00:24:40.156>call <00:24:40.158>it

00:24:40.159 --> 00:24:42.870 align:start position:0%
<00:24:40.159>the <00:24:40.275>name. <00:24:40.392>I <00:24:40.509>don't <00:24:40.625>care <00:24:40.742>if <00:24:40.859>you <00:24:40.975>call <00:24:41.092>it <00:24:41.209>specd <00:24:41.325>driven <00:24:41.442>development <00:24:41.559>or

00:24:42.870 --> 00:24:42.880 align:start position:0%
<00:24:42.870>specd <00:24:42.873>driven <00:24:42.876>development <00:24:42.879>or

00:24:42.880 --> 00:24:46.070 align:start position:0%
<00:24:42.880>specd <00:24:43.080>driven <00:24:43.280>development <00:24:43.480>or <00:24:43.680>paper <00:24:43.880>markdown <00:24:44.080>in <00:24:44.280>Jira

00:24:46.070 --> 00:24:46.080 align:start position:0%
<00:24:46.070>paper <00:24:46.072>markdown <00:24:46.076>in <00:24:46.079>Jira

00:24:46.080 --> 00:24:48.310 align:start position:0%
<00:24:46.080>paper <00:24:46.220>markdown <00:24:46.360>in <00:24:46.500>Jira <00:24:46.639>doesn't <00:24:46.780>really <00:24:46.919>matter <00:24:47.060>right <00:24:47.199>the <00:24:47.340>point <00:24:47.480>is

00:24:48.310 --> 00:24:48.320 align:start position:0%
<00:24:48.310>doesn't <00:24:48.311>really <00:24:48.312>matter <00:24:48.314>right <00:24:48.316>the <00:24:48.317>point <00:24:48.319>is

00:24:48.320 --> 00:24:50.390 align:start position:0%
<00:24:48.320>doesn't <00:24:48.427>really <00:24:48.535>matter <00:24:48.643>right <00:24:48.750>the <00:24:48.858>point <00:24:48.966>is <00:24:49.073>to <00:24:49.181>what <00:24:49.289>level <00:24:49.396>should <00:24:49.504>that <00:24:49.612>spec <00:24:49.720>be

00:24:50.390 --> 00:24:50.400 align:start position:0%
<00:24:50.390>to <00:24:50.391>what <00:24:50.393>level <00:24:50.394>should <00:24:50.396>that <00:24:50.397>spec <00:24:50.399>be

00:24:50.400 --> 00:24:53.110 align:start position:0%
<00:24:50.400>to <00:24:50.516>what <00:24:50.633>level <00:24:50.750>should <00:24:50.866>that <00:24:50.983>spec <00:24:51.100>be <00:24:51.216>defined <00:24:51.333>that's <00:24:51.450>why <00:24:51.566>I <00:24:51.683>disagree <00:24:51.800>sometimes

00:24:53.110 --> 00:24:53.120 align:start position:0%
<00:24:53.110>defined <00:24:53.111>that's <00:24:53.113>why <00:24:53.115>I <00:24:53.117>disagree <00:24:53.119>sometimes

00:24:53.120 --> 00:24:55.110 align:start position:0%
<00:24:53.120>defined <00:24:53.213>that's <00:24:53.306>why <00:24:53.399>I <00:24:53.493>disagree <00:24:53.586>sometimes <00:24:53.679>and <00:24:53.773>don't <00:24:53.866>get <00:24:53.959>me <00:24:54.053>wrong <00:24:54.146>I <00:24:54.239>used <00:24:54.333>to <00:24:54.426>work <00:24:54.520>as

00:24:55.110 --> 00:24:55.120 align:start position:0%
<00:24:55.110>and <00:24:55.110>don't <00:24:55.111>get <00:24:55.112>me <00:24:55.113>wrong <00:24:55.114>I <00:24:55.116>used <00:24:55.117>to <00:24:55.118>work <00:24:55.119>as

00:24:55.120 --> 00:24:57.190 align:start position:0%
<00:24:55.120>and <00:24:55.197>don't <00:24:55.275>get <00:24:55.353>me <00:24:55.431>wrong <00:24:55.508>I <00:24:55.586>used <00:24:55.664>to <00:24:55.742>work <00:24:55.820>as <00:24:55.897>a <00:24:55.975>staff <00:24:56.053>engineer <00:24:56.131>it <00:24:56.208>was <00:24:56.286>my <00:24:56.364>job <00:24:56.442>to <00:24:56.520>write

00:24:57.190 --> 00:24:57.200 align:start position:0%
<00:24:57.190>a <00:24:57.191>staff <00:24:57.192>engineer <00:24:57.193>it <00:24:57.194>was <00:24:57.195>my <00:24:57.196>job <00:24:57.197>to <00:24:57.199>write

00:24:57.200 --> 00:25:00.149 align:start position:0%
<00:24:57.200>a <00:24:57.282>staff <00:24:57.364>engineer <00:24:57.447>it <00:24:57.529>was <00:24:57.611>my <00:24:57.694>job <00:24:57.776>to <00:24:57.858>write <00:24:57.941>RFC <00:24:58.023>so <00:24:58.105>I <00:24:58.188>love <00:24:58.270>documents <00:24:58.352>it's <00:24:58.435>all <00:24:58.517>I <00:24:58.600>did

00:25:00.149 --> 00:25:00.159 align:start position:0%
<00:25:00.149>RFC <00:25:00.150>so <00:25:00.151>I <00:25:00.152>love <00:25:00.153>documents <00:25:00.154>it's <00:25:00.155>all <00:25:00.156>I <00:25:00.158>did

00:25:00.159 --> 00:25:02.789 align:start position:0%
<00:25:00.159>RFC <00:25:00.259>so <00:25:00.359>I <00:25:00.459>love <00:25:00.559>documents <00:25:00.659>it's <00:25:00.759>all <00:25:00.859>I <00:25:00.959>did <00:25:01.059>for <00:25:01.159>five <00:25:01.259>years <00:25:01.359>for <00:25:01.459>large <00:25:01.559>organizations

00:25:02.789 --> 00:25:02.799 align:start position:0%
<00:25:02.789>for <00:25:02.790>five <00:25:02.792>years <00:25:02.794>for <00:25:02.796>large <00:25:02.798>organizations

00:25:02.799 --> 00:25:05.510 align:start position:0%
<00:25:02.799>for <00:25:02.915>five <00:25:03.032>years <00:25:03.149>for <00:25:03.265>large <00:25:03.382>organizations <00:25:03.499>what <00:25:03.615>I'm <00:25:03.732>saying <00:25:03.849>is <00:25:03.965>there's <00:25:04.082>two <00:25:04.199>things

00:25:05.510 --> 00:25:05.520 align:start position:0%
<00:25:05.510>what <00:25:05.511>I'm <00:25:05.513>saying <00:25:05.514>is <00:25:05.516>there's <00:25:05.517>two <00:25:05.519>things

00:25:05.520 --> 00:25:08.310 align:start position:0%
<00:25:05.520>what <00:25:05.636>I'm <00:25:05.753>saying <00:25:05.870>is <00:25:05.986>there's <00:25:06.103>two <00:25:06.220>things <00:25:06.336>the <00:25:06.453>the <00:25:06.570>product <00:25:06.686>specification <00:25:06.803>and <00:25:06.920>the

00:25:08.310 --> 00:25:08.320 align:start position:0%
<00:25:08.310>the <00:25:08.311>the <00:25:08.313>product <00:25:08.315>specification <00:25:08.317>and <00:25:08.319>the

00:25:08.320 --> 00:25:10.870 align:start position:0%
<00:25:08.320>the <00:25:08.475>the <00:25:08.631>product <00:25:08.786>specification <00:25:08.942>and <00:25:09.097>the <00:25:09.253>implement <00:25:09.408>mentation <00:25:09.564>plan <00:25:09.720>technically

00:25:10.870 --> 00:25:10.880 align:start position:0%
<00:25:10.870>implement <00:25:10.873>mentation <00:25:10.876>plan <00:25:10.879>technically

00:25:10.880 --> 00:25:12.870 align:start position:0%
<00:25:10.880>implement <00:25:11.020>mentation <00:25:11.160>plan <00:25:11.300>technically <00:25:11.440>whichever <00:25:11.580>way <00:25:11.720>you <00:25:11.860>decide <00:25:12.000>to <00:25:12.140>marry <00:25:12.280>them

00:25:12.870 --> 00:25:12.880 align:start position:0%
<00:25:12.870>whichever <00:25:12.871>way <00:25:12.873>you <00:25:12.874>decide <00:25:12.876>to <00:25:12.877>marry <00:25:12.879>them

00:25:12.880 --> 00:25:14.710 align:start position:0%
<00:25:12.880>whichever <00:25:13.007>way <00:25:13.134>you <00:25:13.261>decide <00:25:13.389>to <00:25:13.516>marry <00:25:13.643>them <00:25:13.770>whether <00:25:13.898>that's <00:25:14.025>specd <00:25:14.152>driven <00:25:14.280>development

00:25:14.710 --> 00:25:14.720 align:start position:0%
<00:25:14.710>whether <00:25:14.712>that's <00:25:14.714>specd <00:25:14.716>driven <00:25:14.719>development

00:25:14.720 --> 00:25:16.470 align:start position:0%
<00:25:14.720>whether <00:25:14.875>that's <00:25:15.031>specd <00:25:15.186>driven <00:25:15.342>development <00:25:15.497>or <00:25:15.653>different <00:25:15.808>artifacts <00:25:15.964>that <00:25:16.120>you

00:25:16.470 --> 00:25:16.480 align:start position:0%
<00:25:16.470>or <00:25:16.472>different <00:25:16.474>artifacts <00:25:16.476>that <00:25:16.479>you

00:25:16.480 --> 00:25:18.630 align:start position:0%
<00:25:16.480>or <00:25:16.607>different <00:25:16.734>artifacts <00:25:16.861>that <00:25:16.989>you <00:25:17.116>reference <00:25:17.243>elsewhere <00:25:17.370>I <00:25:17.498>I <00:25:17.625>I <00:25:17.752>don't <00:25:17.880>care

00:25:18.630 --> 00:25:18.640 align:start position:0%
<00:25:18.630>reference <00:25:18.631>elsewhere <00:25:18.633>I <00:25:18.634>I <00:25:18.636>I <00:25:18.637>don't <00:25:18.639>care

00:25:18.640 --> 00:25:21.190 align:start position:0%
<00:25:18.640>reference <00:25:18.733>elsewhere <00:25:18.826>I <00:25:18.920>I <00:25:19.013>I <00:25:19.106>don't <00:25:19.200>care <00:25:19.293>what <00:25:19.386>you <00:25:19.480>call <00:25:19.573>it <00:25:19.666>right <00:25:19.760>um <00:25:19.853>it's <00:25:19.946>just <00:25:20.040>you

00:25:21.190 --> 00:25:21.200 align:start position:0%
<00:25:21.190>what <00:25:21.191>you <00:25:21.192>call <00:25:21.193>it <00:25:21.194>right <00:25:21.195>um <00:25:21.196>it's <00:25:21.197>just <00:25:21.199>you

00:25:21.200 --> 00:25:23.350 align:start position:0%
<00:25:21.200>what <00:25:21.287>you <00:25:21.375>call <00:25:21.462>it <00:25:21.550>right <00:25:21.637>um <00:25:21.725>it's <00:25:21.812>just <00:25:21.900>you <00:25:21.987>do <00:25:22.075>have <00:25:22.162>to <00:25:22.250>have <00:25:22.337>these <00:25:22.425>if <00:25:22.512>spec <00:25:22.600>driven

00:25:23.350 --> 00:25:23.360 align:start position:0%
<00:25:23.350>do <00:25:23.351>have <00:25:23.352>to <00:25:23.353>have <00:25:23.355>these <00:25:23.356>if <00:25:23.357>spec <00:25:23.359>driven

00:25:23.360 --> 00:25:25.750 align:start position:0%
<00:25:23.360>do <00:25:23.453>have <00:25:23.546>to <00:25:23.639>have <00:25:23.733>these <00:25:23.826>if <00:25:23.919>spec <00:25:24.013>driven <00:25:24.106>development <00:25:24.199>is <00:25:24.293>what <00:25:24.386>works <00:25:24.479>for <00:25:24.573>you <00:25:24.666>do <00:25:24.760>it

00:25:25.750 --> 00:25:25.760 align:start position:0%
<00:25:25.750>development <00:25:25.751>is <00:25:25.752>what <00:25:25.753>works <00:25:25.755>for <00:25:25.756>you <00:25:25.757>do <00:25:25.759>it

00:25:25.760 --> 00:25:27.350 align:start position:0%
<00:25:25.760>development <00:25:25.853>is <00:25:25.946>what <00:25:26.040>works <00:25:26.133>for <00:25:26.226>you <00:25:26.320>do <00:25:26.413>it <00:25:26.506>uh <00:25:26.600>we <00:25:26.693>did <00:25:26.786>it <00:25:26.879>at <00:25:26.973>my <00:25:27.066>previous <00:25:27.160>company

00:25:27.350 --> 00:25:27.360 align:start position:0%
<00:25:27.350>uh <00:25:27.351>we <00:25:27.352>did <00:25:27.353>it <00:25:27.355>at <00:25:27.356>my <00:25:27.357>previous <00:25:27.359>company

00:25:27.360 --> 00:25:29.510 align:start position:0%
<00:25:27.360>uh <00:25:27.459>we <00:25:27.560>did <00:25:27.659>it <00:25:27.760>at <00:25:27.860>my <00:25:27.959>previous <00:25:28.060>company <00:25:28.159>right <00:25:28.260>I'm <00:25:28.360>just <00:25:28.459>saying <00:25:28.560>in <00:25:28.659>my <00:25:28.760>personal

00:25:29.510 --> 00:25:29.520 align:start position:0%
<00:25:29.510>right <00:25:29.511>I'm <00:25:29.513>just <00:25:29.514>saying <00:25:29.516>in <00:25:29.517>my <00:25:29.519>personal

00:25:29.520 --> 00:25:31.750 align:start position:0%
<00:25:29.520>right <00:25:29.607>I'm <00:25:29.695>just <00:25:29.782>saying <00:25:29.870>in <00:25:29.957>my <00:25:30.045>personal <00:25:30.132>when <00:25:30.220>I <00:25:30.307>work <00:25:30.395>I <00:25:30.482>like <00:25:30.570>to <00:25:30.657>be <00:25:30.745>a <00:25:30.832>bit <00:25:30.920>more

00:25:31.750 --> 00:25:31.760 align:start position:0%
<00:25:31.750>when <00:25:31.751>I <00:25:31.752>work <00:25:31.753>I <00:25:31.754>like <00:25:31.755>to <00:25:31.756>be <00:25:31.757>a <00:25:31.758>bit <00:25:31.759>more

00:25:31.760 --> 00:25:34.630 align:start position:0%
<00:25:31.760>when <00:25:31.842>I <00:25:31.924>work <00:25:32.007>I <00:25:32.089>like <00:25:32.171>to <00:25:32.254>be <00:25:32.336>a <00:25:32.418>bit <00:25:32.501>more <00:25:32.583>flexible <00:25:32.665>depending <00:25:32.748>on <00:25:32.830>the <00:25:32.912>task <00:25:32.995>I <00:25:33.077>can <00:25:33.160>go

00:25:34.630 --> 00:25:34.640 align:start position:0%
<00:25:34.630>flexible <00:25:34.631>depending <00:25:34.632>on <00:25:34.633>the <00:25:34.635>task <00:25:34.636>I <00:25:34.637>can <00:25:34.639>go

00:25:34.640 --> 00:25:37.269 align:start position:0%
<00:25:34.640>flexible <00:25:34.740>depending <00:25:34.840>on <00:25:34.940>the <00:25:35.040>task <00:25:35.140>I <00:25:35.240>can <00:25:35.340>go <00:25:35.440>very <00:25:35.540>detailed <00:25:35.640>and <00:25:35.740>sometimes <00:25:35.840>I <00:25:35.940>can <00:25:36.040>do

00:25:37.269 --> 00:25:37.279 align:start position:0%
<00:25:37.269>very <00:25:37.270>detailed <00:25:37.272>and <00:25:37.273>sometimes <00:25:37.275>I <00:25:37.276>can <00:25:37.278>do

00:25:37.279 --> 00:25:39.669 align:start position:0%
<00:25:37.279>very <00:25:37.406>detailed <00:25:37.533>and <00:25:37.660>sometimes <00:25:37.788>I <00:25:37.915>can <00:25:38.042>do <00:25:38.169>more <00:25:38.297>iterative <00:25:38.424>explor <00:25:38.551>exploratory <00:25:38.679>work.

00:25:39.669 --> 00:25:39.679 align:start position:0%
<00:25:39.669>more <00:25:39.671>iterative <00:25:39.673>explor <00:25:39.675>exploratory <00:25:39.678>work.

00:25:39.679 --> 00:25:41.990 align:start position:0%
<00:25:39.679>more <00:25:39.959>iterative <00:25:40.239>explor <00:25:40.519>exploratory <00:25:40.799>work. <00:25:41.079>Yeah.

00:25:41.990 --> 00:25:42.000 align:start position:0%
Yeah.

00:25:42.000 --> 00:25:44.070 align:start position:0%
<00:25:42.000>Yeah. <00:25:42.175>&gt;&gt; <00:25:42.350>Thank <00:25:42.525>you <00:25:42.700>very <00:25:42.875>much. <00:25:43.050>Any <00:25:43.225>other <00:25:43.400>last

00:25:44.070 --> 00:25:44.080 align:start position:0%
<00:25:44.070>&gt;&gt; <00:25:44.071>Thank <00:25:44.072>you <00:25:44.073>very <00:25:44.075>much. <00:25:44.076>Any <00:25:44.077>other <00:25:44.079>last

00:25:44.080 --> 00:25:46.549 align:start position:0%
<00:25:44.080>&gt;&gt; <00:25:44.235>Thank <00:25:44.391>you <00:25:44.546>very <00:25:44.702>much. <00:25:44.857>Any <00:25:45.013>other <00:25:45.168>last <00:25:45.324>question? <00:25:45.480>No.

00:25:46.549 --> 00:25:46.559 align:start position:0%
<00:25:46.549>question? <00:25:46.558>No.

00:25:46.559 --> 00:25:48.310 align:start position:0%
<00:25:46.559>question? <00:25:46.714>No. <00:25:46.870>&gt;&gt; <00:25:47.025>All <00:25:47.181>right. <00:25:47.336>Thank <00:25:47.492>you <00:25:47.647>very <00:25:47.803>much, <00:25:47.959>Owen.

00:25:48.310 --> 00:25:48.320 align:start position:0%
<00:25:48.310>&gt;&gt; <00:25:48.311>All <00:25:48.312>right. <00:25:48.313>Thank <00:25:48.315>you <00:25:48.316>very <00:25:48.317>much, <00:25:48.319>Owen.

00:25:48.320 --> 00:25:51.480 align:start position:0%
<00:25:48.320>&gt;&gt; <00:25:48.475>All <00:25:48.631>right. <00:25:48.786>Thank <00:25:48.942>you <00:25:49.097>very <00:25:49.253>much, <00:25:49.408>Owen. <00:25:49.564>Thank <00:25:49.720>you.