WEBVTT

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<00:00:03.520>Good <00:00:03.800>morning, <00:00:04.080>everybody. <00:00:04.359>My <00:00:04.640>name <00:00:04.920>is

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<00:00:05.390>Good <00:00:05.391>morning, <00:00:05.393>everybody. <00:00:05.395>My <00:00:05.397>name <00:00:05.399>is

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<00:00:05.400>Good <00:00:05.507>morning, <00:00:05.615>everybody. <00:00:05.723>My <00:00:05.830>name <00:00:05.938>is <00:00:06.046>Peter <00:00:06.153>Caron. <00:00:06.261>I'm <00:00:06.369>the <00:00:06.476>CEO <00:00:06.584>of <00:00:06.692>3T <00:00:06.800>Software

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<00:00:07.630>Peter <00:00:07.631>Caron. <00:00:07.632>I'm <00:00:07.633>the <00:00:07.635>CEO <00:00:07.636>of <00:00:07.637>3T <00:00:07.638>Software

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<00:00:07.640>Peter <00:00:07.742>Caron. <00:00:07.844>I'm <00:00:07.947>the <00:00:08.049>CEO <00:00:08.151>of <00:00:08.254>3T <00:00:08.356>Software <00:00:08.459>Labs

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Labs

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<00:00:08.560>Labs <00:00:08.910>based <00:00:09.260>here <00:00:09.610>in <00:00:09.960>Berlin.

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<00:00:10.910>based <00:00:10.913>here <00:00:10.916>in <00:00:10.919>Berlin.

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<00:00:10.920>based <00:00:11.184>here <00:00:11.449>in <00:00:11.713>Berlin. <00:00:11.978>We <00:00:12.243>build

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<00:00:12.390>We <00:00:12.399>build

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<00:00:12.400>We <00:00:12.680>build <00:00:12.960>software <00:00:13.240>solutions <00:00:13.520>primarily <00:00:13.800>for

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<00:00:14.070>software <00:00:14.073>solutions <00:00:14.076>primarily <00:00:14.079>for

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<00:00:14.080>software <00:00:14.280>solutions <00:00:14.480>primarily <00:00:14.680>for <00:00:14.880>database <00:00:15.080>documents <00:00:15.280>document <00:00:15.480>databases

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<00:00:17.230>database <00:00:17.233>documents <00:00:17.236>document <00:00:17.238>databases

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<00:00:17.240>database <00:00:17.395>documents <00:00:17.551>document <00:00:17.706>databases <00:00:17.862>like <00:00:18.017>MongoDB, <00:00:18.173>etc. <00:00:18.328>And <00:00:18.484>if <00:00:18.639>you're

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<00:00:20.150>like <00:00:20.151>MongoDB, <00:00:20.153>etc. <00:00:20.155>And <00:00:20.157>if <00:00:20.159>you're

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<00:00:20.160>like <00:00:20.276>MongoDB, <00:00:20.393>etc. <00:00:20.510>And <00:00:20.626>if <00:00:20.743>you're <00:00:20.860>interested, <00:00:20.976>on <00:00:21.093>the <00:00:21.210>other <00:00:21.326>side <00:00:21.443>of <00:00:21.560>this

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<00:00:21.910>interested, <00:00:21.911>on <00:00:21.913>the <00:00:21.914>other <00:00:21.916>side <00:00:21.917>of <00:00:21.919>this

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<00:00:21.920>interested, <00:00:22.019>on <00:00:22.119>the <00:00:22.218>other <00:00:22.318>side <00:00:22.418>of <00:00:22.517>this <00:00:22.617>wall <00:00:22.717>is <00:00:22.816>our <00:00:22.916>stand. <00:00:23.016>You <00:00:23.115>can <00:00:23.215>come <00:00:23.314>over

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<00:00:23.470>wall <00:00:23.471>is <00:00:23.472>our <00:00:23.473>stand. <00:00:23.475>You <00:00:23.476>can <00:00:23.477>come <00:00:23.479>over

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<00:00:23.480>wall <00:00:23.567>is <00:00:23.655>our <00:00:23.742>stand. <00:00:23.830>You <00:00:23.917>can <00:00:24.005>come <00:00:24.092>over <00:00:24.180>after <00:00:24.267>the <00:00:24.355>talk <00:00:24.442>and <00:00:24.530>have <00:00:24.617>a <00:00:24.705>talk <00:00:24.792>with <00:00:24.880>us.

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<00:00:26.830>after <00:00:26.831>the <00:00:26.832>talk <00:00:26.833>and <00:00:26.834>have <00:00:26.835>a <00:00:26.836>talk <00:00:26.837>with <00:00:26.839>us.

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<00:00:26.840>after <00:00:26.922>the <00:00:27.004>talk <00:00:27.087>and <00:00:27.169>have <00:00:27.251>a <00:00:27.334>talk <00:00:27.416>with <00:00:27.498>us. <00:00:27.581>Welcome <00:00:27.663>to <00:00:27.745>the <00:00:27.828>the <00:00:27.910>third <00:00:27.992>day <00:00:28.075>of <00:00:28.157>We <00:00:28.240>Are

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<00:00:29.630>Welcome <00:00:29.631>to <00:00:29.632>the <00:00:29.633>the <00:00:29.634>third <00:00:29.635>day <00:00:29.636>of <00:00:29.637>We <00:00:29.639>Are

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<00:00:29.640>Welcome <00:00:29.740>to <00:00:29.840>the <00:00:29.940>the <00:00:30.040>third <00:00:30.140>day <00:00:30.240>of <00:00:30.340>We <00:00:30.440>Are <00:00:30.540>Developers. <00:00:30.640>And <00:00:30.740>this <00:00:30.840>morning, <00:00:30.940>I'd <00:00:31.040>like

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<00:00:31.510>Developers. <00:00:31.511>And <00:00:31.513>this <00:00:31.515>morning, <00:00:31.517>I'd <00:00:31.519>like

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<00:00:31.520>Developers. <00:00:31.613>And <00:00:31.706>this <00:00:31.800>morning, <00:00:31.893>I'd <00:00:31.986>like <00:00:32.080>to <00:00:32.173>talk <00:00:32.266>to <00:00:32.360>you <00:00:32.453>a <00:00:32.546>little <00:00:32.640>bit <00:00:32.733>about <00:00:32.826>uh <00:00:32.920>the

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<00:00:34.190>to <00:00:34.190>talk <00:00:34.192>to <00:00:34.193>you <00:00:34.194>a <00:00:34.195>little <00:00:34.196>bit <00:00:34.197>about <00:00:34.198>uh <00:00:34.199>the

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<00:00:34.200>to <00:00:34.293>talk <00:00:34.386>to <00:00:34.480>you <00:00:34.573>a <00:00:34.666>little <00:00:34.760>bit <00:00:34.853>about <00:00:34.946>uh <00:00:35.040>the <00:00:35.133>concept <00:00:35.226>of <00:00:35.320>developers. <00:00:35.413>What <00:00:35.506>is <00:00:35.600>a

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<00:00:36.790>concept <00:00:36.791>of <00:00:36.793>developers. <00:00:36.795>What <00:00:36.797>is <00:00:36.799>a

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<00:00:36.800>concept <00:00:36.907>of <00:00:37.015>developers. <00:00:37.123>What <00:00:37.230>is <00:00:37.338>a <00:00:37.446>developer? <00:00:37.553>And <00:00:37.661>uh <00:00:37.769>when <00:00:37.876>we <00:00:37.984>say <00:00:38.092>we <00:00:38.199>are

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<00:00:39.470>developer? <00:00:39.471>And <00:00:39.472>uh <00:00:39.473>when <00:00:39.475>we <00:00:39.476>say <00:00:39.477>we <00:00:39.479>are

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<00:00:39.480>developer? <00:00:39.631>And <00:00:39.783>uh <00:00:39.935>when <00:00:40.087>we <00:00:40.239>say <00:00:40.391>we <00:00:40.543>are <00:00:40.695>developers,

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developers,

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<00:00:40.840>developers, <00:00:41.073>uh <00:00:41.306>what <00:00:41.540>does <00:00:41.773>it <00:00:42.006>actually <00:00:42.240>mean?

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<00:00:44.350>uh <00:00:44.351>what <00:00:44.353>does <00:00:44.355>it <00:00:44.357>actually <00:00:44.359>mean?

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<00:00:44.360>uh <00:00:44.467>what <00:00:44.575>does <00:00:44.683>it <00:00:44.790>actually <00:00:44.898>mean? <00:00:45.006>Some <00:00:45.113>of <00:00:45.221>you <00:00:45.329>may <00:00:45.436>remember <00:00:45.544>the <00:00:45.652>very <00:00:45.760>first

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<00:00:47.470>Some <00:00:47.471>of <00:00:47.472>you <00:00:47.473>may <00:00:47.475>remember <00:00:47.476>the <00:00:47.477>very <00:00:47.479>first

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<00:00:47.480>Some <00:00:47.580>of <00:00:47.680>you <00:00:47.779>may <00:00:47.879>remember <00:00:47.980>the <00:00:48.080>very <00:00:48.180>first <00:00:48.279>line, <00:00:48.379>the <00:00:48.480>opening <00:00:48.580>line <00:00:48.680>of <00:00:48.779>the <00:00:48.879>Agile

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<00:00:49.070>line, <00:00:49.071>the <00:00:49.073>opening <00:00:49.074>line <00:00:49.076>of <00:00:49.077>the <00:00:49.079>Agile

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<00:00:49.080>line, <00:00:49.187>the <00:00:49.295>opening <00:00:49.403>line <00:00:49.510>of <00:00:49.618>the <00:00:49.726>Agile <00:00:49.833>Manifesto <00:00:49.941>written <00:00:50.049>in <00:00:50.156>2001 <00:00:50.264>was, <00:00:50.372>"We <00:00:50.480>are

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<00:00:52.030>Manifesto <00:00:52.031>written <00:00:52.033>in <00:00:52.034>2001 <00:00:52.036>was, <00:00:52.037>"We <00:00:52.039>are

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<00:00:52.040>Manifesto <00:00:52.167>written <00:00:52.294>in <00:00:52.421>2001 <00:00:52.549>was, <00:00:52.676>"We <00:00:52.803>are <00:00:52.930>uncovering <00:00:53.058>better <00:00:53.185>ways <00:00:53.312>of <00:00:53.440>developing

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<00:00:54.150>uncovering <00:00:54.152>better <00:00:54.154>ways <00:00:54.156>of <00:00:54.159>developing

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<00:00:54.160>uncovering <00:00:54.440>better <00:00:54.720>ways <00:00:55.000>of <00:00:55.279>developing <00:00:55.559>software."

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software."

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<00:00:56.680>software." <00:00:56.960>Better <00:00:57.240>ways <00:00:57.519>does <00:00:57.800>not <00:00:58.080>mean

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<00:00:59.510>Better <00:00:59.512>ways <00:00:59.514>does <00:00:59.516>not <00:00:59.519>mean

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<00:00:59.520>Better <00:00:59.660>ways <00:00:59.800>does <00:00:59.940>not <00:01:00.080>mean <00:01:00.220>just <00:01:00.360>making <00:01:00.500>the <00:01:00.640>existing <00:01:00.780>tasks <00:01:00.920>faster

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<00:01:03.590>just <00:01:03.591>making <00:01:03.593>the <00:01:03.595>existing <00:01:03.597>tasks <00:01:03.599>faster

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<00:01:03.600>just <00:01:03.775>making <00:01:03.950>the <00:01:04.125>existing <00:01:04.300>tasks <00:01:04.474>faster <00:01:04.650>or <00:01:04.825>more <00:01:05.000>efficient.

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<00:01:05.509>or <00:01:05.513>more <00:01:05.518>efficient.

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<00:01:05.519>or <00:01:05.985>more <00:01:06.452>efficient. <00:01:06.919>And

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<00:01:08.240>what's <00:01:08.940>happening <00:01:09.640>in

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<00:01:10.670>what's <00:01:10.674>happening <00:01:10.679>in

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<00:01:10.680>what's <00:01:10.820>happening <00:01:10.960>in <00:01:11.100>the <00:01:11.240>world <00:01:11.380>in <00:01:11.520>the <00:01:11.660>past <00:01:11.800>couple <00:01:11.940>of <00:01:12.080>years

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<00:01:12.590>the <00:01:12.591>world <00:01:12.592>in <00:01:12.593>the <00:01:12.595>past <00:01:12.596>couple <00:01:12.597>of <00:01:12.598>years

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<00:01:12.600>the <00:01:12.699>world <00:01:12.800>in <00:01:12.899>the <00:01:13.000>past <00:01:13.100>couple <00:01:13.199>of <00:01:13.300>years <00:01:13.399>with <00:01:13.500>the <00:01:13.600>introduction <00:01:13.699>of <00:01:13.800>AI <00:01:13.899>agents <00:01:14.000>into

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<00:01:14.910>with <00:01:14.911>the <00:01:14.913>introduction <00:01:14.914>of <00:01:14.916>AI <00:01:14.917>agents <00:01:14.919>into

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<00:01:14.920>with <00:01:15.036>the <00:01:15.153>introduction <00:01:15.270>of <00:01:15.386>AI <00:01:15.503>agents <00:01:15.620>into <00:01:15.736>the <00:01:15.853>software <00:01:15.970>development <00:01:16.086>life <00:01:16.203>cycle <00:01:16.320>is

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<00:01:16.990>the <00:01:16.991>software <00:01:16.993>development <00:01:16.995>life <00:01:16.997>cycle <00:01:16.999>is

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<00:01:17.000>the <00:01:17.127>software <00:01:17.254>development <00:01:17.381>life <00:01:17.509>cycle <00:01:17.636>is <00:01:17.763>that <00:01:17.890>software <00:01:18.018>development <00:01:18.145>as <00:01:18.272>a <00:01:18.400>practice

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<00:01:20.950>that <00:01:20.951>software <00:01:20.953>development <00:01:20.955>as <00:01:20.957>a <00:01:20.959>practice

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<00:01:20.960>that <00:01:21.159>software <00:01:21.358>development <00:01:21.557>as <00:01:21.757>a <00:01:21.956>practice <00:01:22.155>is <00:01:22.355>changing.

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<00:01:22.510>is <00:01:22.518>changing.

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<00:01:22.520>is <00:01:22.675>changing. <00:01:22.831>And <00:01:22.986>I'm <00:01:23.142>going <00:01:23.297>to <00:01:23.453>walk <00:01:23.608>you <00:01:23.764>through <00:01:23.920>that

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<00:01:24.230>And <00:01:24.231>I'm <00:01:24.232>going <00:01:24.233>to <00:01:24.235>walk <00:01:24.236>you <00:01:24.237>through <00:01:24.238>that

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<00:01:24.240>And <00:01:24.333>I'm <00:01:24.426>going <00:01:24.520>to <00:01:24.613>walk <00:01:24.706>you <00:01:24.800>through <00:01:24.893>that <00:01:24.986>uh <00:01:25.080>today. <00:01:25.173>And <00:01:25.266>the <00:01:25.360>definition <00:01:25.453>of <00:01:25.546>what <00:01:25.640>a

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<00:01:26.070>uh <00:01:26.071>today. <00:01:26.072>And <00:01:26.073>the <00:01:26.075>definition <00:01:26.076>of <00:01:26.077>what <00:01:26.079>a

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<00:01:26.080>uh <00:01:26.173>today. <00:01:26.266>And <00:01:26.360>the <00:01:26.453>definition <00:01:26.546>of <00:01:26.640>what <00:01:26.733>a <00:01:26.826>developer <00:01:26.920>is. <00:01:27.013>I <00:01:27.106>will <00:01:27.200>go <00:01:27.293>and <00:01:27.386>I'll <00:01:27.480>I'll

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<00:01:29.270>developer <00:01:29.271>is. <00:01:29.272>I <00:01:29.273>will <00:01:29.275>go <00:01:29.276>and <00:01:29.277>I'll <00:01:29.279>I'll

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<00:01:29.280>developer <00:01:29.387>is. <00:01:29.495>I <00:01:29.603>will <00:01:29.710>go <00:01:29.818>and <00:01:29.926>I'll <00:01:30.033>I'll <00:01:30.141>even <00:01:30.249>say <00:01:30.356>that <00:01:30.464>we <00:01:30.572>are <00:01:30.680>developers

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<00:01:32.710>even <00:01:32.711>say <00:01:32.713>that <00:01:32.715>we <00:01:32.717>are <00:01:32.719>developers

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<00:01:32.720>even <00:01:32.820>say <00:01:32.920>that <00:01:33.020>we <00:01:33.120>are <00:01:33.220>developers <00:01:33.320>will <00:01:33.420>not <00:01:33.520>mean <00:01:33.620>the <00:01:33.720>same <00:01:33.820>thing <00:01:33.920>in <00:01:34.020>2 <00:01:34.120>years.

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<00:01:35.789>will <00:01:35.791>not <00:01:35.792>mean <00:01:35.793>the <00:01:35.794>same <00:01:35.795>thing <00:01:35.796>in <00:01:35.797>2 <00:01:35.798>years.

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<00:01:35.800>will <00:01:35.882>not <00:01:35.964>mean <00:01:36.047>the <00:01:36.129>same <00:01:36.211>thing <00:01:36.294>in <00:01:36.376>2 <00:01:36.458>years. <00:01:36.541>It <00:01:36.623>will <00:01:36.705>not <00:01:36.788>mean <00:01:36.870>the <00:01:36.952>same <00:01:37.035>thing <00:01:37.117>in <00:01:37.200>1

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<00:01:38.110>It <00:01:38.111>will <00:01:38.112>not <00:01:38.113>mean <00:01:38.114>the <00:01:38.115>same <00:01:38.116>thing <00:01:38.117>in <00:01:38.119>1

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<00:01:38.120>It <00:01:38.227>will <00:01:38.335>not <00:01:38.443>mean <00:01:38.550>the <00:01:38.658>same <00:01:38.766>thing <00:01:38.873>in <00:01:38.981>1 <00:01:39.089>year. <00:01:39.196>What <00:01:39.304>is <00:01:39.412>a <00:01:39.520>developer?

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<00:01:41.350>year. <00:01:41.352>What <00:01:41.354>is <00:01:41.356>a <00:01:41.359>developer?

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<00:01:41.360>year. <00:01:41.580>What <00:01:41.801>is <00:01:42.021>a <00:01:42.242>developer? <00:01:42.462>Better <00:01:42.683>ways

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<00:01:42.830>Better <00:01:42.839>ways

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<00:01:42.840>Better <00:01:43.190>ways <00:01:43.540>does <00:01:43.890>not <00:01:44.240>imply

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<00:01:44.830>does <00:01:44.834>not <00:01:44.839>imply

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<00:01:44.840>does <00:01:45.015>not <00:01:45.190>imply <00:01:45.365>fixing <00:01:45.540>existing <00:01:45.715>workflows. <00:01:45.890>It <00:01:46.065>requires <00:01:46.240>a

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<00:01:47.870>fixing <00:01:47.871>existing <00:01:47.873>workflows. <00:01:47.875>It <00:01:47.877>requires <00:01:47.878>a

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<00:01:47.880>fixing <00:01:48.054>existing <00:01:48.229>workflows. <00:01:48.405>It <00:01:48.580>requires <00:01:48.755>a <00:01:48.929>rethink <00:01:49.104>of <00:01:49.280>workflows.

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<00:01:51.710>rethink <00:01:51.714>of <00:01:51.719>workflows.

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<00:01:51.720>rethink <00:01:51.847>of <00:01:51.974>workflows. <00:01:52.101>In <00:01:52.229>order <00:01:52.356>to <00:01:52.483>explain <00:01:52.610>this, <00:01:52.738>I <00:01:52.865>want <00:01:52.992>to <00:01:53.120>put

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<00:01:53.670>In <00:01:53.671>order <00:01:53.672>to <00:01:53.673>explain <00:01:53.674>this, <00:01:53.675>I <00:01:53.676>want <00:01:53.677>to <00:01:53.679>put

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<00:01:53.680>In <00:01:53.757>order <00:01:53.835>to <00:01:53.913>explain <00:01:53.991>this, <00:01:54.068>I <00:01:54.146>want <00:01:54.224>to <00:01:54.302>put <00:01:54.380>this <00:01:54.457>in <00:01:54.535>a <00:01:54.613>a <00:01:54.691>bit <00:01:54.768>of <00:01:54.846>a <00:01:54.924>context. <00:01:55.002>And <00:01:55.080>uh

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<00:01:56.350>this <00:01:56.351>in <00:01:56.351>a <00:01:56.353>a <00:01:56.354>bit <00:01:56.355>of <00:01:56.356>a <00:01:56.357>context. <00:01:56.358>And <00:01:56.359>uh

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<00:01:56.360>this <00:01:56.460>in <00:01:56.560>a <00:01:56.660>a <00:01:56.760>bit <00:01:56.860>of <00:01:56.960>a <00:01:57.060>context. <00:01:57.160>And <00:01:57.260>uh <00:01:57.360>with <00:01:57.460>me <00:01:57.560>here <00:01:57.660>because <00:01:57.760>this

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<00:01:59.030>with <00:01:59.032>me <00:01:59.034>here <00:01:59.036>because <00:01:59.038>this

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<00:01:59.039>with <00:01:59.167>me <00:01:59.294>here <00:01:59.421>because <00:01:59.549>this <00:01:59.676>is, <00:01:59.803>I <00:01:59.930>think, <00:02:00.058>extremely <00:02:00.185>important <00:02:00.312>to <00:02:00.440>how

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<00:02:00.950>is, <00:02:00.951>I <00:02:00.953>think, <00:02:00.954>extremely <00:02:00.956>important <00:02:00.957>to <00:02:00.958>how

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<00:02:00.960>is, <00:02:01.087>I <00:02:01.214>think, <00:02:01.341>extremely <00:02:01.469>important <00:02:01.596>to <00:02:01.723>how <00:02:01.850>we <00:02:01.978>define <00:02:02.105>ourselves <00:02:02.232>as <00:02:02.360>software

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<00:02:03.230>we <00:02:03.232>define <00:02:03.234>ourselves <00:02:03.236>as <00:02:03.238>software

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<00:02:03.240>we <00:02:03.408>define <00:02:03.576>ourselves <00:02:03.745>as <00:02:03.913>software <00:02:04.082>development <00:02:04.250>engineers, <00:02:04.419>database

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<00:02:04.550>development <00:02:04.554>engineers, <00:02:04.559>database

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<00:02:04.560>development <00:02:04.840>engineers, <00:02:05.120>database <00:02:05.400>engineers, <00:02:05.680>et <00:02:05.960>cetera.

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<00:02:06.430>engineers, <00:02:06.434>et <00:02:06.439>cetera.

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<00:02:06.440>engineers, <00:02:06.580>et <00:02:06.720>cetera. <00:02:06.860>What <00:02:07.000>we <00:02:07.140>are <00:02:07.280>talking <00:02:07.420>about <00:02:07.560>is <00:02:07.700>how <00:02:07.840>systems

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<00:02:09.630>What <00:02:09.631>we <00:02:09.632>are <00:02:09.633>talking <00:02:09.635>about <00:02:09.636>is <00:02:09.637>how <00:02:09.638>systems

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<00:02:09.639>What <00:02:09.733>we <00:02:09.826>are <00:02:09.919>talking <00:02:10.013>about <00:02:10.106>is <00:02:10.199>how <00:02:10.293>systems <00:02:10.386>work. <00:02:10.479>And <00:02:10.573>you <00:02:10.666>can <00:02:10.759>look <00:02:10.853>at <00:02:10.946>how <00:02:11.039>systems

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<00:02:12.790>work. <00:02:12.791>And <00:02:12.792>you <00:02:12.793>can <00:02:12.795>look <00:02:12.796>at <00:02:12.797>how <00:02:12.799>systems

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<00:02:12.800>work. <00:02:12.887>And <00:02:12.975>you <00:02:13.062>can <00:02:13.150>look <00:02:13.237>at <00:02:13.325>how <00:02:13.412>systems <00:02:13.500>work <00:02:13.587>in <00:02:13.675>one <00:02:13.762>of <00:02:13.850>uh <00:02:13.937>of <00:02:14.025>two <00:02:14.112>ways <00:02:14.200>in

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<00:02:15.710>work <00:02:15.711>in <00:02:15.712>one <00:02:15.713>of <00:02:15.714>uh <00:02:15.715>of <00:02:15.716>two <00:02:15.717>ways <00:02:15.719>in

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<00:02:15.720>work <00:02:15.813>in <00:02:15.906>one <00:02:16.000>of <00:02:16.093>uh <00:02:16.186>of <00:02:16.280>two <00:02:16.373>ways <00:02:16.466>in <00:02:16.560>general. <00:02:16.653>One <00:02:16.746>is <00:02:16.840>as <00:02:16.933>a <00:02:17.026>task-centric <00:02:17.120>view,

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<00:02:19.790>general. <00:02:19.791>One <00:02:19.793>is <00:02:19.794>as <00:02:19.796>a <00:02:19.797>task-centric <00:02:19.799>view,

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<00:02:19.800>general. <00:02:19.907>One <00:02:20.015>is <00:02:20.123>as <00:02:20.230>a <00:02:20.338>task-centric <00:02:20.446>view, <00:02:20.553>and <00:02:20.661>the <00:02:20.769>other <00:02:20.876>is <00:02:20.984>as <00:02:21.092>a <00:02:21.200>system-centric

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<00:02:21.910>and <00:02:21.911>the <00:02:21.913>other <00:02:21.914>is <00:02:21.916>as <00:02:21.917>a <00:02:21.919>system-centric

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<00:02:21.920>and <00:02:22.036>the <00:02:22.153>other <00:02:22.270>is <00:02:22.386>as <00:02:22.503>a <00:02:22.620>system-centric <00:02:22.736>view. <00:02:22.853>A <00:02:22.970>task-centric <00:02:23.086>view <00:02:23.203>sees <00:02:23.320>roles

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<00:02:25.430>view. <00:02:25.431>A <00:02:25.433>task-centric <00:02:25.435>view <00:02:25.437>sees <00:02:25.439>roles

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<00:02:25.440>view. <00:02:25.567>A <00:02:25.694>task-centric <00:02:25.821>view <00:02:25.949>sees <00:02:26.076>roles <00:02:26.203>like <00:02:26.330>a <00:02:26.458>developer, <00:02:26.585>a <00:02:26.712>software <00:02:26.840>engineer,

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<00:02:27.910>like <00:02:27.911>a <00:02:27.913>developer, <00:02:27.915>a <00:02:27.917>software <00:02:27.919>engineer,

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<00:02:27.920>like <00:02:28.060>a <00:02:28.200>developer, <00:02:28.340>a <00:02:28.480>software <00:02:28.620>engineer, <00:02:28.760>as <00:02:28.900>a <00:02:29.040>bundle <00:02:29.180>of <00:02:29.320>tasks.

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<00:02:30.430>as <00:02:30.432>a <00:02:30.434>bundle <00:02:30.436>of <00:02:30.439>tasks.

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<00:02:30.440>as <00:02:30.675>a <00:02:30.911>bundle <00:02:31.147>of <00:02:31.383>tasks. <00:02:31.619>I

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I

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<00:02:31.760>I <00:02:31.935>uh <00:02:32.109>define <00:02:32.285>what <00:02:32.459>I'm <00:02:32.635>going <00:02:32.810>to <00:02:32.984>build, <00:02:33.160>I

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<00:02:33.750>uh <00:02:33.751>define <00:02:33.752>what <00:02:33.753>I'm <00:02:33.755>going <00:02:33.756>to <00:02:33.757>build, <00:02:33.759>I

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<00:02:33.760>uh <00:02:33.847>define <00:02:33.935>what <00:02:34.022>I'm <00:02:34.109>going <00:02:34.197>to <00:02:34.285>build, <00:02:34.372>I <00:02:34.459>write <00:02:34.547>a <00:02:34.635>piece <00:02:34.722>of <00:02:34.810>code, <00:02:34.897>I <00:02:34.984>test <00:02:35.072>the <00:02:35.160>code,

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<00:02:36.270>write <00:02:36.271>a <00:02:36.272>piece <00:02:36.273>of <00:02:36.274>code, <00:02:36.275>I <00:02:36.276>test <00:02:36.277>the <00:02:36.279>code,

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<00:02:36.280>write <00:02:36.387>a <00:02:36.495>piece <00:02:36.603>of <00:02:36.710>code, <00:02:36.818>I <00:02:36.926>test <00:02:37.033>the <00:02:37.141>code, <00:02:37.249>I <00:02:37.356>deploy <00:02:37.464>the <00:02:37.572>code. <00:02:37.680>Over-simplification

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<00:02:39.070>I <00:02:39.072>deploy <00:02:39.074>the <00:02:39.076>code. <00:02:39.078>Over-simplification

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<00:02:39.079>I <00:02:39.235>deploy <00:02:39.391>the <00:02:39.546>code. <00:02:39.702>Over-simplification <00:02:39.857>of <00:02:40.013>a <00:02:40.168>bundle <00:02:40.324>of <00:02:40.480>tasks.

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<00:02:42.070>of <00:02:42.072>a <00:02:42.074>bundle <00:02:42.076>of <00:02:42.078>tasks.

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<00:02:42.079>of <00:02:42.219>a <00:02:42.359>bundle <00:02:42.499>of <00:02:42.640>tasks. <00:02:42.779>A <00:02:42.920>system-centric <00:02:43.059>view, <00:02:43.200>on <00:02:43.339>the <00:02:43.480>other

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<00:02:44.070>A <00:02:44.071>system-centric <00:02:44.073>view, <00:02:44.075>on <00:02:44.077>the <00:02:44.078>other

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<00:02:44.079>A <00:02:44.187>system-centric <00:02:44.295>view, <00:02:44.403>on <00:02:44.510>the <00:02:44.618>other <00:02:44.726>hand, <00:02:44.833>is <00:02:44.941>looking <00:02:45.049>at <00:02:45.156>the <00:02:45.264>system <00:02:45.372>in <00:02:45.480>which

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<00:02:48.670>hand, <00:02:48.671>is <00:02:48.672>looking <00:02:48.673>at <00:02:48.675>the <00:02:48.676>system <00:02:48.677>in <00:02:48.679>which

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<00:02:48.680>hand, <00:02:48.796>is <00:02:48.913>looking <00:02:49.030>at <00:02:49.146>the <00:02:49.263>system <00:02:49.380>in <00:02:49.496>which <00:02:49.613>a <00:02:49.730>workflow <00:02:49.846>or <00:02:49.963>organizational <00:02:50.080>paradigm

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<00:02:51.350>a <00:02:51.352>workflow <00:02:51.354>or <00:02:51.356>organizational <00:02:51.359>paradigm

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<00:02:51.360>a <00:02:51.593>workflow <00:02:51.826>or <00:02:52.060>organizational <00:02:52.293>paradigm <00:02:52.526>actually <00:02:52.760>functions.

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<00:02:53.829>actually <00:02:53.839>functions.

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<00:02:53.840>actually <00:02:53.980>functions. <00:02:54.120>And <00:02:54.260>this <00:02:54.400>will <00:02:54.540>become <00:02:54.680>uh <00:02:54.820>clear <00:02:54.960>as <00:02:55.100>we <00:02:55.240>move

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<00:02:57.230>And <00:02:57.231>this <00:02:57.232>will <00:02:57.233>become <00:02:57.234>uh <00:02:57.235>clear <00:02:57.236>as <00:02:57.237>we <00:02:57.239>move

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<00:02:57.240>And <00:02:57.380>this <00:02:57.520>will <00:02:57.660>become <00:02:57.800>uh <00:02:57.940>clear <00:02:58.080>as <00:02:58.220>we <00:02:58.360>move <00:02:58.500>along. <00:02:58.640>So,

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<00:02:59.870>along. <00:02:59.879>So,

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<00:02:59.880>along. <00:03:00.346>So, <00:03:00.813>bundled <00:03:01.280>tasks

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<00:03:01.830>bundled <00:03:01.839>tasks

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<00:03:01.840>bundled <00:03:02.111>tasks <00:03:02.383>are <00:03:02.655>not <00:03:02.927>a <00:03:03.198>role.

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<00:03:03.350>are <00:03:03.353>not <00:03:03.356>a <00:03:03.359>role.

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<00:03:03.360>are <00:03:03.487>not <00:03:03.614>a <00:03:03.741>role. <00:03:03.869>Your <00:03:03.996>role <00:03:04.123>as <00:03:04.250>a <00:03:04.378>software <00:03:04.505>developer <00:03:04.632>or <00:03:04.760>a

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<00:03:05.509>Your <00:03:05.510>role <00:03:05.511>as <00:03:05.512>a <00:03:05.514>software <00:03:05.515>developer <00:03:05.516>or <00:03:05.518>a

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<00:03:05.519>Your <00:03:05.674>role <00:03:05.830>as <00:03:05.985>a <00:03:06.141>software <00:03:06.296>developer <00:03:06.452>or <00:03:06.607>a <00:03:06.763>product <00:03:06.919>manager

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<00:03:07.190>product <00:03:07.198>manager

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<00:03:07.200>product <00:03:07.399>manager <00:03:07.600>or <00:03:07.799>any <00:03:08.000>other <00:03:08.200>function <00:03:08.399>within <00:03:08.600>the

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<00:03:09.228>or <00:03:09.230>any <00:03:09.232>other <00:03:09.234>function <00:03:09.236>within <00:03:09.238>the

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<00:03:09.239>or <00:03:09.366>any <00:03:09.493>other <00:03:09.620>function <00:03:09.748>within <00:03:09.875>the <00:03:10.002>software <00:03:10.129>development <00:03:10.257>life <00:03:10.384>cycle <00:03:10.511>is <00:03:10.639>not

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<00:03:10.830>software <00:03:10.831>development <00:03:10.833>life <00:03:10.835>cycle <00:03:10.837>is <00:03:10.839>not

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<00:03:10.840>software <00:03:10.956>development <00:03:11.073>life <00:03:11.190>cycle <00:03:11.306>is <00:03:11.423>not <00:03:11.540>defined <00:03:11.656>as <00:03:11.773>simply <00:03:11.890>a <00:03:12.006>bundle <00:03:12.123>of <00:03:12.240>tasks.

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<00:03:14.550>defined <00:03:14.551>as <00:03:14.553>simply <00:03:14.554>a <00:03:14.556>bundle <00:03:14.557>of <00:03:14.559>tasks.

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<00:03:14.560>defined <00:03:14.760>as <00:03:14.960>simply <00:03:15.160>a <00:03:15.360>bundle <00:03:15.560>of <00:03:15.760>tasks. <00:03:15.960>If

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If

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<00:03:16.920>If <00:03:17.386>if <00:03:17.853>we <00:03:18.320>say

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<00:03:18.670>if <00:03:18.674>we <00:03:18.679>say

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<00:03:18.680>if <00:03:18.807>we <00:03:18.934>say <00:03:19.061>that <00:03:19.189>our <00:03:19.316>work <00:03:19.443>is <00:03:19.570>a <00:03:19.698>bundle <00:03:19.825>of <00:03:19.952>tasks, <00:03:20.080>and

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<00:03:21.590>that <00:03:21.591>our <00:03:21.592>work <00:03:21.593>is <00:03:21.594>a <00:03:21.595>bundle <00:03:21.596>of <00:03:21.597>tasks, <00:03:21.599>and

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<00:03:21.600>that <00:03:21.687>our <00:03:21.775>work <00:03:21.862>is <00:03:21.950>a <00:03:22.037>bundle <00:03:22.125>of <00:03:22.212>tasks, <00:03:22.299>and <00:03:22.387>we <00:03:22.475>use <00:03:22.562>tools, <00:03:22.650>AI <00:03:22.737>can <00:03:22.825>replace <00:03:22.912>each <00:03:23.000>of

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<00:03:24.910>we <00:03:24.911>use <00:03:24.912>tools, <00:03:24.913>AI <00:03:24.915>can <00:03:24.916>replace <00:03:24.917>each <00:03:24.919>of

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<00:03:24.920>we <00:03:25.067>use <00:03:25.214>tools, <00:03:25.361>AI <00:03:25.508>can <00:03:25.655>replace <00:03:25.802>each <00:03:25.948>of <00:03:26.096>those <00:03:26.243>tasks.

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<00:03:26.390>those <00:03:26.399>tasks.

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<00:03:26.400>those <00:03:26.600>tasks. <00:03:26.800>But <00:03:27.000>it <00:03:27.200>can't <00:03:27.400>necessarily <00:03:27.600>replace <00:03:27.800>the

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<00:03:28.750>But <00:03:28.751>it <00:03:28.753>can't <00:03:28.755>necessarily <00:03:28.757>replace <00:03:28.759>the

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<00:03:28.760>But <00:03:28.935>it <00:03:29.109>can't <00:03:29.285>necessarily <00:03:29.459>replace <00:03:29.635>the <00:03:29.810>function, <00:03:29.984>the <00:03:30.160>workflow,

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<00:03:31.509>function, <00:03:31.513>the <00:03:31.518>workflow,

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<00:03:31.519>function, <00:03:31.674>the <00:03:31.830>workflow, <00:03:31.985>in <00:03:32.141>which <00:03:32.296>we <00:03:32.452>actually <00:03:32.607>operate. <00:03:32.763>So, <00:03:32.919>the

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<00:03:34.790>in <00:03:34.791>which <00:03:34.793>we <00:03:34.794>actually <00:03:34.796>operate. <00:03:34.797>So, <00:03:34.799>the

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<00:03:34.800>in <00:03:34.907>which <00:03:35.015>we <00:03:35.123>actually <00:03:35.230>operate. <00:03:35.338>So, <00:03:35.446>the <00:03:35.553>challenge <00:03:35.661>is <00:03:35.769>for <00:03:35.876>us <00:03:35.984>not <00:03:36.092>to <00:03:36.200>confuse

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<00:03:38.150>challenge <00:03:38.151>is <00:03:38.153>for <00:03:38.154>us <00:03:38.156>not <00:03:38.157>to <00:03:38.159>confuse

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<00:03:38.160>challenge <00:03:38.276>is <00:03:38.393>for <00:03:38.510>us <00:03:38.626>not <00:03:38.743>to <00:03:38.859>confuse <00:03:38.976>a <00:03:39.093>role, <00:03:39.210>software <00:03:39.326>developer, <00:03:39.443>with <00:03:39.560>a

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<00:03:41.390>a <00:03:41.391>role, <00:03:41.393>software <00:03:41.395>developer, <00:03:41.397>with <00:03:41.399>a

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<00:03:41.400>a <00:03:41.575>role, <00:03:41.750>software <00:03:41.925>developer, <00:03:42.100>with <00:03:42.275>a <00:03:42.450>bundle <00:03:42.625>of <00:03:42.800>tasks.

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<00:03:43.710>bundle <00:03:43.714>of <00:03:43.719>tasks.

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<00:03:43.720>bundle <00:03:43.847>of <00:03:43.974>tasks. <00:03:44.101>I'm <00:03:44.229>going <00:03:44.356>to <00:03:44.483>step <00:03:44.610>back <00:03:44.738>a <00:03:44.865>little <00:03:44.992>bit <00:03:45.120>into

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<00:03:46.949>I'm <00:03:46.950>going <00:03:46.951>to <00:03:46.952>step <00:03:46.953>back <00:03:46.954>a <00:03:46.955>little <00:03:46.956>bit <00:03:46.958>into

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<00:03:46.959>I'm <00:03:47.046>going <00:03:47.134>to <00:03:47.221>step <00:03:47.309>back <00:03:47.396>a <00:03:47.484>little <00:03:47.571>bit <00:03:47.659>into <00:03:47.746>what <00:03:47.834>for <00:03:47.921>me <00:03:48.009>is <00:03:48.096>the <00:03:48.184>recent <00:03:48.271>past, <00:03:48.359>but

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<00:03:48.750>what <00:03:48.751>for <00:03:48.752>me <00:03:48.753>is <00:03:48.755>the <00:03:48.756>recent <00:03:48.757>past, <00:03:48.759>but

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<00:03:48.760>what <00:03:48.844>for <00:03:48.929>me <00:03:49.014>is <00:03:49.099>the <00:03:49.184>recent <00:03:49.269>past, <00:03:49.354>but <00:03:49.439>looking <00:03:49.524>at <00:03:49.609>the <00:03:49.694>age <00:03:49.779>of <00:03:49.864>some <00:03:49.949>of <00:03:50.034>the <00:03:50.119>people

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<00:03:50.270>looking <00:03:50.271>at <00:03:50.272>the <00:03:50.273>age <00:03:50.274>of <00:03:50.275>some <00:03:50.276>of <00:03:50.277>the <00:03:50.279>people

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<00:03:50.280>looking <00:03:50.373>at <00:03:50.466>the <00:03:50.560>age <00:03:50.653>of <00:03:50.746>some <00:03:50.840>of <00:03:50.933>the <00:03:51.026>people <00:03:51.120>in <00:03:51.213>here, <00:03:51.306>maybe <00:03:51.400>it's <00:03:51.493>it's <00:03:51.586>the <00:03:51.680>distant

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<00:03:52.350>in <00:03:52.351>here, <00:03:52.353>maybe <00:03:52.354>it's <00:03:52.356>it's <00:03:52.357>the <00:03:52.359>distant

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<00:03:52.360>in <00:03:52.476>here, <00:03:52.593>maybe <00:03:52.710>it's <00:03:52.826>it's <00:03:52.943>the <00:03:53.060>distant <00:03:53.176>past <00:03:53.293>of <00:03:53.410>ancient <00:03:53.526>Rome <00:03:53.643>or <00:03:53.760>something.

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<00:03:54.790>past <00:03:54.791>of <00:03:54.793>ancient <00:03:54.795>Rome <00:03:54.797>or <00:03:54.799>something.

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<00:03:54.800>past <00:03:55.033>of <00:03:55.266>ancient <00:03:55.500>Rome <00:03:55.733>or <00:03:55.966>something. <00:03:56.200>Typewriters.

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Typewriters.

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<00:03:56.800>Typewriters. <00:03:57.080>Some <00:03:57.360>of <00:03:57.640>you <00:03:57.920>may <00:03:58.200>remember

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<00:03:58.950>Some <00:03:58.952>of <00:03:58.954>you <00:03:58.956>may <00:03:58.959>remember

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<00:03:58.960>Some <00:03:59.092>of <00:03:59.224>you <00:03:59.356>may <00:03:59.489>remember <00:03:59.621>and <00:03:59.753>others <00:03:59.886>may <00:04:00.018>have <00:04:00.150>heard <00:04:00.283>your

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<00:04:00.430>and <00:04:00.431>others <00:04:00.433>may <00:04:00.435>have <00:04:00.437>heard <00:04:00.439>your

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<00:04:00.440>and <00:04:00.567>others <00:04:00.694>may <00:04:00.821>have <00:04:00.949>heard <00:04:01.076>your <00:04:01.203>grandparents <00:04:01.330>talk <00:04:01.458>about, <00:04:01.585>used <00:04:01.712>to <00:04:01.840>be

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<00:04:02.830>grandparents <00:04:02.831>talk <00:04:02.833>about, <00:04:02.835>used <00:04:02.837>to <00:04:02.839>be

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<00:04:02.840>grandparents <00:04:02.980>talk <00:04:03.120>about, <00:04:03.260>used <00:04:03.400>to <00:04:03.540>be <00:04:03.680>something <00:04:03.820>called <00:04:03.960>a <00:04:04.100>typing <00:04:04.240>pool.

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<00:04:05.550>something <00:04:05.552>called <00:04:05.554>a <00:04:05.556>typing <00:04:05.559>pool.

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<00:04:05.560>something <00:04:05.676>called <00:04:05.793>a <00:04:05.910>typing <00:04:06.026>pool. <00:04:06.143>A <00:04:06.260>typing <00:04:06.376>pool <00:04:06.493>was <00:04:06.610>a <00:04:06.726>group <00:04:06.843>of <00:04:06.960>people

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<00:04:10.070>A <00:04:10.071>typing <00:04:10.072>pool <00:04:10.073>was <00:04:10.075>a <00:04:10.076>group <00:04:10.077>of <00:04:10.079>people

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<00:04:10.080>A <00:04:10.182>typing <00:04:10.284>pool <00:04:10.387>was <00:04:10.489>a <00:04:10.591>group <00:04:10.694>of <00:04:10.796>people <00:04:10.899>well,

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well,

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<00:04:11.000>well, <00:04:11.175>a <00:04:11.350>typing <00:04:11.525>pool <00:04:11.700>was <00:04:11.875>a <00:04:12.050>group <00:04:12.225>of <00:04:12.400>people,

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<00:04:12.830>a <00:04:12.831>typing <00:04:12.832>pool <00:04:12.833>was <00:04:12.835>a <00:04:12.836>group <00:04:12.837>of <00:04:12.839>people,

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<00:04:12.840>a <00:04:12.956>typing <00:04:13.073>pool <00:04:13.190>was <00:04:13.306>a <00:04:13.423>group <00:04:13.540>of <00:04:13.656>people, <00:04:13.773>often <00:04:13.890>women, <00:04:14.006>but <00:04:14.123>not <00:04:14.240>entirely,

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<00:04:15.270>often <00:04:15.272>women, <00:04:15.274>but <00:04:15.276>not <00:04:15.279>entirely,

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<00:04:15.280>often <00:04:15.420>women, <00:04:15.560>but <00:04:15.700>not <00:04:15.840>entirely, <00:04:15.980>who <00:04:16.120>sat <00:04:16.260>in <00:04:16.399>a <00:04:16.540>room, <00:04:16.680>literally,

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<00:04:18.949>who <00:04:18.950>sat <00:04:18.952>in <00:04:18.954>a <00:04:18.956>room, <00:04:18.958>literally,

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<00:04:18.959>who <00:04:19.075>sat <00:04:19.192>in <00:04:19.309>a <00:04:19.425>room, <00:04:19.542>literally, <00:04:19.659>and <00:04:19.775>typed <00:04:19.892>out <00:04:20.009>documents <00:04:20.125>for <00:04:20.242>people. <00:04:20.358>So,

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<00:04:21.910>and <00:04:21.911>typed <00:04:21.913>out <00:04:21.914>documents <00:04:21.916>for <00:04:21.917>people. <00:04:21.919>So,

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<00:04:21.920>and <00:04:22.047>typed <00:04:22.174>out <00:04:22.301>documents <00:04:22.429>for <00:04:22.556>people. <00:04:22.683>So, <00:04:22.810>I <00:04:22.938>as <00:04:23.065>a <00:04:23.192>manager <00:04:23.320>or

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<00:04:24.830>I <00:04:24.832>as <00:04:24.834>a <00:04:24.836>manager <00:04:24.839>or

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<00:04:24.840>I <00:04:24.947>as <00:04:25.055>a <00:04:25.163>manager <00:04:25.270>or <00:04:25.378>a <00:04:25.486>leader <00:04:25.593>of <00:04:25.701>some <00:04:25.809>sort <00:04:25.916>would <00:04:26.024>write <00:04:26.132>out <00:04:26.239>on

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<00:04:27.710>a <00:04:27.711>leader <00:04:27.712>of <00:04:27.713>some <00:04:27.714>sort <00:04:27.715>would <00:04:27.716>write <00:04:27.717>out <00:04:27.719>on

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<00:04:27.720>a <00:04:27.797>leader <00:04:27.875>of <00:04:27.953>some <00:04:28.031>sort <00:04:28.108>would <00:04:28.186>write <00:04:28.264>out <00:04:28.342>on <00:04:28.420>a <00:04:28.497>piece <00:04:28.575>of <00:04:28.653>paper <00:04:28.731>what <00:04:28.808>I <00:04:28.886>wanted <00:04:28.964>to <00:04:29.042>say <00:04:29.120>to

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<00:04:30.390>a <00:04:30.390>piece <00:04:30.392>of <00:04:30.393>paper <00:04:30.394>what <00:04:30.395>I <00:04:30.395>wanted <00:04:30.397>to <00:04:30.397>say <00:04:30.399>to

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<00:04:30.400>a <00:04:30.482>piece <00:04:30.564>of <00:04:30.647>paper <00:04:30.729>what <00:04:30.811>I <00:04:30.894>wanted <00:04:30.976>to <00:04:31.058>say <00:04:31.141>to <00:04:31.223>a <00:04:31.305>customer <00:04:31.388>or <00:04:31.470>client. <00:04:31.552>I <00:04:31.635>would <00:04:31.717>send <00:04:31.799>that

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<00:04:32.110>a <00:04:32.111>customer <00:04:32.112>or <00:04:32.113>client. <00:04:32.115>I <00:04:32.116>would <00:04:32.117>send <00:04:32.119>that

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<00:04:32.120>a <00:04:32.213>customer <00:04:32.306>or <00:04:32.400>client. <00:04:32.493>I <00:04:32.586>would <00:04:32.680>send <00:04:32.773>that <00:04:32.866>piece <00:04:32.960>of <00:04:33.053>paper <00:04:33.146>down <00:04:33.240>to <00:04:33.333>the <00:04:33.426>typing <00:04:33.520>pool.

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<00:04:34.430>piece <00:04:34.431>of <00:04:34.432>paper <00:04:34.433>down <00:04:34.435>to <00:04:34.436>the <00:04:34.437>typing <00:04:34.439>pool.

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<00:04:34.440>piece <00:04:34.556>of <00:04:34.673>paper <00:04:34.790>down <00:04:34.906>to <00:04:35.023>the <00:04:35.140>typing <00:04:35.256>pool. <00:04:35.373>A <00:04:35.490>typist <00:04:35.606>would <00:04:35.723>type <00:04:35.840>that,

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<00:04:37.430>A <00:04:37.432>typist <00:04:37.434>would <00:04:37.436>type <00:04:37.439>that,

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<00:04:37.440>A <00:04:37.556>typist <00:04:37.673>would <00:04:37.790>type <00:04:37.906>that, <00:04:38.023>send <00:04:38.140>it <00:04:38.256>back <00:04:38.373>to <00:04:38.490>me <00:04:38.606>for <00:04:38.723>corrections. <00:04:38.840>I

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<00:04:39.670>send <00:04:39.671>it <00:04:39.672>back <00:04:39.673>to <00:04:39.675>me <00:04:39.676>for <00:04:39.677>corrections. <00:04:39.679>I

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<00:04:39.680>send <00:04:39.773>it <00:04:39.866>back <00:04:39.960>to <00:04:40.053>me <00:04:40.146>for <00:04:40.240>corrections. <00:04:40.333>I <00:04:40.426>would <00:04:40.520>make <00:04:40.613>the <00:04:40.706>corrections <00:04:40.800>on <00:04:40.893>it <00:04:40.986>and <00:04:41.080>I

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<00:04:41.270>would <00:04:41.271>make <00:04:41.272>the <00:04:41.273>corrections <00:04:41.275>on <00:04:41.276>it <00:04:41.277>and <00:04:41.279>I

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<00:04:41.280>would <00:04:41.373>make <00:04:41.466>the <00:04:41.559>corrections <00:04:41.653>on <00:04:41.746>it <00:04:41.840>and <00:04:41.933>I <00:04:42.026>would <00:04:42.119>send <00:04:42.213>that <00:04:42.306>back <00:04:42.400>to <00:04:42.493>the <00:04:42.586>typing <00:04:42.679>pool

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<00:04:43.190>would <00:04:43.191>send <00:04:43.192>that <00:04:43.193>back <00:04:43.195>to <00:04:43.196>the <00:04:43.197>typing <00:04:43.199>pool

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<00:04:43.200>would <00:04:43.287>send <00:04:43.375>that <00:04:43.462>back <00:04:43.550>to <00:04:43.637>the <00:04:43.724>typing <00:04:43.812>pool <00:04:43.900>to <00:04:43.987>have <00:04:44.075>it <00:04:44.162>typed <00:04:44.250>out. <00:04:44.337>She <00:04:44.425>She <00:04:44.512>would <00:04:44.599>then

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<00:04:45.750>to <00:04:45.751>have <00:04:45.752>it <00:04:45.753>typed <00:04:45.754>out. <00:04:45.755>She <00:04:45.756>She <00:04:45.757>would <00:04:45.759>then

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<00:04:45.760>to <00:04:45.842>have <00:04:45.924>it <00:04:46.007>typed <00:04:46.089>out. <00:04:46.171>She <00:04:46.254>She <00:04:46.336>would <00:04:46.418>then <00:04:46.501>send <00:04:46.583>it <00:04:46.665>off <00:04:46.748>to <00:04:46.830>the <00:04:46.912>mail <00:04:46.995>room <00:04:47.077>where <00:04:47.159>it

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<00:04:47.790>send <00:04:47.791>it <00:04:47.792>off <00:04:47.793>to <00:04:47.794>the <00:04:47.795>mail <00:04:47.796>room <00:04:47.797>where <00:04:47.799>it

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<00:04:47.800>send <00:04:47.882>it <00:04:47.965>off <00:04:48.048>to <00:04:48.130>the <00:04:48.213>mail <00:04:48.296>room <00:04:48.378>where <00:04:48.461>it <00:04:48.544>would <00:04:48.626>be <00:04:48.709>put <00:04:48.792>in <00:04:48.874>an <00:04:48.957>envelope <00:04:49.040>and <00:04:49.123>and

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<00:04:49.270>would <00:04:49.271>be <00:04:49.272>put <00:04:49.273>in <00:04:49.275>an <00:04:49.276>envelope <00:04:49.277>and <00:04:49.279>and

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<00:04:49.280>would <00:04:49.419>be <00:04:49.559>put <00:04:49.700>in <00:04:49.840>an <00:04:49.979>envelope <00:04:50.119>and <00:04:50.260>and <00:04:50.400>mailed <00:04:50.539>off. <00:04:50.679>So,

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<00:04:51.790>mailed <00:04:51.794>off. <00:04:51.799>So,

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<00:04:51.800>mailed <00:04:51.940>off. <00:04:52.080>So, <00:04:52.220>in <00:04:52.360>fact, <00:04:52.500>typing <00:04:52.640>pools <00:04:52.780>were <00:04:52.920>an <00:04:53.060>example <00:04:53.200>of

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<00:04:53.990>in <00:04:53.991>fact, <00:04:53.992>typing <00:04:53.993>pools <00:04:53.995>were <00:04:53.996>an <00:04:53.997>example <00:04:53.999>of

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<00:04:54.000>in <00:04:54.127>fact, <00:04:54.254>typing <00:04:54.381>pools <00:04:54.509>were <00:04:54.636>an <00:04:54.763>example <00:04:54.890>of <00:04:55.018>a <00:04:55.145>system <00:04:55.272>in <00:04:55.400>which

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<00:04:56.190>a <00:04:56.193>system <00:04:56.195>in <00:04:56.199>which

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<00:04:56.200>a <00:04:56.400>system <00:04:56.599>in <00:04:56.800>which <00:04:57.000>the <00:04:57.200>technology, <00:04:57.400>the <00:04:57.599>workflow,

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<00:04:59.510>the <00:04:59.513>technology, <00:04:59.515>the <00:04:59.519>workflow,

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<00:04:59.520>the <00:04:59.715>technology, <00:04:59.911>the <00:05:00.107>workflow, <00:05:00.303>was

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was

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<00:05:00.400>was <00:05:00.633>designed <00:05:00.866>around <00:05:01.099>a <00:05:01.333>particular <00:05:01.566>limited <00:05:01.799>set

00:05:03.670 --> 00:05:03.680 align:start position:0%
<00:05:03.670>designed <00:05:03.671>around <00:05:03.673>a <00:05:03.675>particular <00:05:03.677>limited <00:05:03.679>set

00:05:03.680 --> 00:05:09.630 align:start position:0%
<00:05:03.680>designed <00:05:03.835>around <00:05:03.991>a <00:05:04.146>particular <00:05:04.302>limited <00:05:04.457>set <00:05:04.613>of <00:05:04.768>technologies, <00:05:04.924>a <00:05:05.080>typewriter.

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<00:05:09.640>The <00:05:09.919>pool <00:05:10.200>typist <00:05:10.479>was <00:05:10.760>a <00:05:11.039>role.

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<00:05:15.400>Typing <00:05:16.799>today

00:05:17.470 --> 00:05:17.480 align:start position:0%
<00:05:17.470>Typing <00:05:17.479>today

00:05:17.480 --> 00:05:19.750 align:start position:0%
<00:05:17.480>Typing <00:05:17.830>today <00:05:18.180>is <00:05:18.530>a <00:05:18.880>task.

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<00:05:19.750>is <00:05:19.754>a <00:05:19.759>task.

00:05:19.760 --> 00:05:22.630 align:start position:0%
<00:05:19.760>is <00:05:19.915>a <00:05:20.071>task. <00:05:20.226>And <00:05:20.382>AIs <00:05:20.537>are <00:05:20.693>really <00:05:20.848>good <00:05:21.004>at <00:05:21.159>typing.

00:05:22.630 --> 00:05:22.640 align:start position:0%
<00:05:22.630>And <00:05:22.631>AIs <00:05:22.633>are <00:05:22.634>really <00:05:22.635>good <00:05:22.637>at <00:05:22.639>typing.

00:05:22.640 --> 00:05:24.430 align:start position:0%
<00:05:22.640>And <00:05:22.756>AIs <00:05:22.873>are <00:05:22.990>really <00:05:23.106>good <00:05:23.223>at <00:05:23.340>typing. <00:05:23.456>But <00:05:23.573>we <00:05:23.690>all <00:05:23.806>know <00:05:23.923>that <00:05:24.039>development,

00:05:24.430 --> 00:05:24.440 align:start position:0%
<00:05:24.430>But <00:05:24.431>we <00:05:24.433>all <00:05:24.435>know <00:05:24.437>that <00:05:24.439>development,

00:05:24.440 --> 00:05:26.830 align:start position:0%
<00:05:24.440>But <00:05:24.567>we <00:05:24.694>all <00:05:24.821>know <00:05:24.949>that <00:05:25.076>development, <00:05:25.203>software <00:05:25.330>development, <00:05:25.458>is <00:05:25.585>not <00:05:25.712>about <00:05:25.840>the

00:05:26.830 --> 00:05:26.840 align:start position:0%
<00:05:26.830>software <00:05:26.831>development, <00:05:26.833>is <00:05:26.835>not <00:05:26.837>about <00:05:26.839>the

00:05:26.840 --> 00:05:30.350 align:start position:0%
<00:05:26.840>software <00:05:26.956>development, <00:05:27.073>is <00:05:27.190>not <00:05:27.306>about <00:05:27.423>the <00:05:27.539>typing. <00:05:27.656>It's <00:05:27.773>not <00:05:27.890>typing <00:05:28.006>code. <00:05:28.123>AI <00:05:28.239>is

00:05:30.350 --> 00:05:30.360 align:start position:0%
<00:05:30.350>typing. <00:05:30.351>It's <00:05:30.353>not <00:05:30.354>typing <00:05:30.356>code. <00:05:30.357>AI <00:05:30.359>is

00:05:30.360 --> 00:05:32.390 align:start position:0%
<00:05:30.360>typing. <00:05:30.467>It's <00:05:30.575>not <00:05:30.683>typing <00:05:30.790>code. <00:05:30.898>AI <00:05:31.006>is <00:05:31.113>really <00:05:31.221>fast <00:05:31.329>at <00:05:31.436>typing <00:05:31.544>code, <00:05:31.652>but <00:05:31.760>that's

00:05:32.390 --> 00:05:32.400 align:start position:0%
<00:05:32.390>really <00:05:32.391>fast <00:05:32.393>at <00:05:32.394>typing <00:05:32.395>code, <00:05:32.397>but <00:05:32.399>that's

00:05:32.400 --> 00:05:36.510 align:start position:0%
<00:05:32.400>really <00:05:32.516>fast <00:05:32.633>at <00:05:32.750>typing <00:05:32.866>code, <00:05:32.983>but <00:05:33.099>that's <00:05:33.216>not <00:05:33.333>really <00:05:33.450>what <00:05:33.566>the <00:05:33.683>core <00:05:33.799>is.

00:05:36.520 --> 00:05:40.909 align:start position:0%
<00:05:36.520>In <00:05:36.753>the <00:05:36.986>typing <00:05:37.219>pool, <00:05:37.453>a <00:05:37.686>typist <00:05:37.919>would

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<00:05:40.909>In <00:05:40.910>the <00:05:40.912>typing <00:05:40.913>pool, <00:05:40.914>a <00:05:40.916>typist <00:05:40.918>would

00:05:40.919 --> 00:05:42.990 align:start position:0%
<00:05:40.919>In <00:05:41.094>the <00:05:41.269>typing <00:05:41.443>pool, <00:05:41.619>a <00:05:41.794>typist <00:05:41.969>would <00:05:42.144>do <00:05:42.318>revision,

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<00:05:42.990>do <00:05:42.999>revision,

00:05:43.000 --> 00:05:44.790 align:start position:0%
<00:05:43.000>do <00:05:43.233>revision, <00:05:43.466>they <00:05:43.700>would <00:05:43.933>do <00:05:44.166>formatting, <00:05:44.400>error

00:05:44.790 --> 00:05:44.800 align:start position:0%
<00:05:44.790>they <00:05:44.792>would <00:05:44.794>do <00:05:44.796>formatting, <00:05:44.799>error

00:05:44.800 --> 00:05:46.790 align:start position:0%
<00:05:44.800>they <00:05:44.940>would <00:05:45.080>do <00:05:45.220>formatting, <00:05:45.360>error <00:05:45.500>correction, <00:05:45.640>input, <00:05:45.780>all <00:05:45.920>of <00:05:46.060>those <00:05:46.200>things.

00:05:46.790 --> 00:05:46.800 align:start position:0%
<00:05:46.790>correction, <00:05:46.791>input, <00:05:46.793>all <00:05:46.795>of <00:05:46.797>those <00:05:46.799>things.

00:05:46.800 --> 00:05:48.350 align:start position:0%
<00:05:46.800>correction, <00:05:46.907>input, <00:05:47.014>all <00:05:47.121>of <00:05:47.229>those <00:05:47.336>things. <00:05:47.443>All <00:05:47.551>of <00:05:47.658>those <00:05:47.765>things <00:05:47.873>that <00:05:47.980>are <00:05:48.087>done <00:05:48.195>by

00:05:48.350 --> 00:05:48.360 align:start position:0%
<00:05:48.350>All <00:05:48.351>of <00:05:48.352>those <00:05:48.353>things <00:05:48.355>that <00:05:48.356>are <00:05:48.357>done <00:05:48.359>by

00:05:48.360 --> 00:05:51.150 align:start position:0%
<00:05:48.360>All <00:05:48.460>of <00:05:48.560>those <00:05:48.660>things <00:05:48.760>that <00:05:48.860>are <00:05:48.960>done <00:05:49.060>by <00:05:49.160>word <00:05:49.260>processor. <00:05:49.360>And <00:05:49.460>And <00:05:49.560>lo <00:05:49.660>and <00:05:49.760>behold,

00:05:51.150 --> 00:05:51.160 align:start position:0%
<00:05:51.150>word <00:05:51.151>processor. <00:05:51.152>And <00:05:51.154>And <00:05:51.155>lo <00:05:51.157>and <00:05:51.159>behold,

00:05:51.160 --> 00:05:53.470 align:start position:0%
<00:05:51.159>word <00:05:51.276>processor. <00:05:51.393>And <00:05:51.510>And <00:05:51.626>lo <00:05:51.743>and <00:05:51.859>behold, <00:05:51.976>typists <00:05:52.093>disappeared <00:05:52.210>in <00:05:52.326>the <00:05:52.443>1980s <00:05:52.559>and

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<00:05:53.470>typists <00:05:53.471>disappeared <00:05:53.473>in <00:05:53.475>the <00:05:53.477>1980s <00:05:53.479>and

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<00:05:53.480>typists <00:05:53.607>disappeared <00:05:53.734>in <00:05:53.861>the <00:05:53.989>1980s <00:05:54.116>and <00:05:54.243>1990s, <00:05:54.370>but <00:05:54.498>typing <00:05:54.625>did <00:05:54.752>not <00:05:54.880>disappear.

00:05:56.990 --> 00:05:57.000 align:start position:0%
<00:05:56.990>1990s, <00:05:56.991>but <00:05:56.993>typing <00:05:56.995>did <00:05:56.997>not <00:05:56.999>disappear.

00:05:57.000 --> 00:05:58.950 align:start position:0%
<00:05:57.000>1990s, <00:05:57.116>but <00:05:57.233>typing <00:05:57.350>did <00:05:57.466>not <00:05:57.583>disappear. <00:05:57.700>Now, <00:05:57.816>I <00:05:57.933>choose <00:05:58.050>that <00:05:58.166>example <00:05:58.283>rather <00:05:58.400>than

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<00:05:58.950>Now, <00:05:58.951>I <00:05:58.953>choose <00:05:58.954>that <00:05:58.955>example <00:05:58.957>rather <00:05:58.959>than

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<00:05:58.960>Now, <00:05:59.076>I <00:05:59.193>choose <00:05:59.310>that <00:05:59.426>example <00:05:59.543>rather <00:05:59.659>than <00:05:59.776>an <00:05:59.893>example <00:06:00.010>like <00:06:00.126>a <00:06:00.243>switchboard <00:06:00.359>operator

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<00:06:01.550>an <00:06:01.551>example <00:06:01.553>like <00:06:01.555>a <00:06:01.557>switchboard <00:06:01.559>operator

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<00:06:01.560>an <00:06:01.667>example <00:06:01.775>like <00:06:01.883>a <00:06:01.990>switchboard <00:06:02.098>operator <00:06:02.206>or <00:06:02.313>um <00:06:02.421>an <00:06:02.529>ice <00:06:02.636>delivery <00:06:02.744>person. <00:06:02.852>Uh <00:06:02.960>Anybody

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<00:06:04.870>or <00:06:04.871>um <00:06:04.872>an <00:06:04.873>ice <00:06:04.875>delivery <00:06:04.876>person. <00:06:04.877>Uh <00:06:04.879>Anybody

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<00:06:04.880>or <00:06:04.996>um <00:06:05.113>an <00:06:05.230>ice <00:06:05.346>delivery <00:06:05.463>person. <00:06:05.580>Uh <00:06:05.696>Anybody <00:06:05.813>in <00:06:05.930>the <00:06:06.046>room <00:06:06.163>remember <00:06:06.280>milkmen?

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<00:06:07.630>in <00:06:07.632>the <00:06:07.634>room <00:06:07.636>remember <00:06:07.639>milkmen?

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<00:06:07.640>in <00:06:07.744>the <00:06:07.848>room <00:06:07.952>remember <00:06:08.056>milkmen? <00:06:08.161>When <00:06:08.265>a <00:06:08.369>milkman <00:06:08.474>would <00:06:08.578>come <00:06:08.682>around <00:06:08.786>to <00:06:08.890>the

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<00:06:09.030>When <00:06:09.031>a <00:06:09.032>milkman <00:06:09.033>would <00:06:09.035>come <00:06:09.036>around <00:06:09.037>to <00:06:09.039>the

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<00:06:09.040>When <00:06:09.147>a <00:06:09.255>milkman <00:06:09.363>would <00:06:09.470>come <00:06:09.578>around <00:06:09.686>to <00:06:09.793>the <00:06:09.901>house <00:06:10.009>and <00:06:10.116>deliver <00:06:10.224>milk <00:06:10.332>to <00:06:10.440>you?

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<00:06:11.430>house <00:06:11.431>and <00:06:11.433>deliver <00:06:11.435>milk <00:06:11.437>to <00:06:11.439>you?

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<00:06:11.440>house <00:06:11.534>and <00:06:11.629>deliver <00:06:11.723>milk <00:06:11.818>to <00:06:11.912>you? <00:06:12.007>Uh <00:06:12.101>has <00:06:12.196>anybody <00:06:12.290>ever <00:06:12.385>seen <00:06:12.479>one <00:06:12.574>of <00:06:12.668>those <00:06:12.763>in

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<00:06:12.910>Uh <00:06:12.911>has <00:06:12.912>anybody <00:06:12.913>ever <00:06:12.914>seen <00:06:12.915>one <00:06:12.916>of <00:06:12.917>those <00:06:12.919>in

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<00:06:12.920>Uh <00:06:13.036>has <00:06:13.153>anybody <00:06:13.270>ever <00:06:13.386>seen <00:06:13.503>one <00:06:13.620>of <00:06:13.736>those <00:06:13.853>in <00:06:13.970>the <00:06:14.086>last <00:06:14.203>20 <00:06:14.320>years?

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<00:06:14.950>the <00:06:14.953>last <00:06:14.955>20 <00:06:14.959>years?

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<00:06:14.960>the <00:06:15.115>last <00:06:15.271>20 <00:06:15.426>years? <00:06:15.582>30 <00:06:15.737>years? <00:06:15.893>40 <00:06:16.048>years? <00:06:16.204>Oh, <00:06:16.359>somebody

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<00:06:17.670>30 <00:06:17.671>years? <00:06:17.673>40 <00:06:17.675>years? <00:06:17.677>Oh, <00:06:17.679>somebody

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<00:06:17.680>30 <00:06:17.787>years? <00:06:17.895>40 <00:06:18.003>years? <00:06:18.110>Oh, <00:06:18.218>somebody <00:06:18.326>actually <00:06:18.433>You <00:06:18.541>must <00:06:18.649>live <00:06:18.756>in <00:06:18.864>a <00:06:18.972>very <00:06:19.080>rural

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<00:06:19.470>actually <00:06:19.471>You <00:06:19.472>must <00:06:19.473>live <00:06:19.475>in <00:06:19.476>a <00:06:19.477>very <00:06:19.479>rural

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<00:06:19.480>actually <00:06:19.635>You <00:06:19.791>must <00:06:19.946>live <00:06:20.102>in <00:06:20.257>a <00:06:20.413>very <00:06:20.568>rural <00:06:20.724>area, <00:06:20.880>right?

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<00:06:21.430>area, <00:06:21.439>right?

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<00:06:21.440>area, <00:06:21.790>right? <00:06:22.140>Yeah, <00:06:22.490>England. <00:06:22.840>Okay.

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<00:06:23.909>Yeah, <00:06:23.913>England. <00:06:23.918>Okay.

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<00:06:23.919>Yeah, <00:06:24.119>England. <00:06:24.318>Okay. <00:06:24.519>M- <00:06:24.719>You <00:06:24.919>My <00:06:25.119>point <00:06:25.318>exactly.

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So,

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So,

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<00:06:30.160>So, <00:06:30.626>a <00:06:31.093>role <00:06:31.560>unbundled

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<00:06:32.390>a <00:06:32.394>role <00:06:32.399>unbundled

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<00:06:32.400>a <00:06:32.539>role <00:06:32.679>unbundled <00:06:32.820>is <00:06:32.960>what <00:06:33.099>happens <00:06:33.239>when <00:06:33.380>you <00:06:33.520>take <00:06:33.659>away <00:06:33.799>the

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<00:06:35.550>is <00:06:35.551>what <00:06:35.552>happens <00:06:35.553>when <00:06:35.555>you <00:06:35.556>take <00:06:35.557>away <00:06:35.559>the

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<00:06:35.560>is <00:06:35.660>what <00:06:35.760>happens <00:06:35.860>when <00:06:35.960>you <00:06:36.060>take <00:06:36.160>away <00:06:36.260>the <00:06:36.360>tasks <00:06:36.460>from <00:06:36.560>a <00:06:36.660>particular <00:06:36.760>role. <00:06:36.860>That <00:06:36.960>role

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<00:06:39.230>tasks <00:06:39.231>from <00:06:39.233>a <00:06:39.234>particular <00:06:39.236>role. <00:06:39.237>That <00:06:39.239>role

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<00:06:39.240>tasks <00:06:39.347>from <00:06:39.455>a <00:06:39.563>particular <00:06:39.670>role. <00:06:39.778>That <00:06:39.886>role <00:06:39.993>ceases <00:06:40.101>to <00:06:40.209>exist. <00:06:40.316>There's <00:06:40.424>no <00:06:40.532>such <00:06:40.640>thing

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<00:06:40.830>ceases <00:06:40.831>to <00:06:40.832>exist. <00:06:40.834>There's <00:06:40.836>no <00:06:40.837>such <00:06:40.839>thing

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<00:06:40.840>ceases <00:06:40.933>to <00:06:41.026>exist. <00:06:41.120>There's <00:06:41.213>no <00:06:41.306>such <00:06:41.400>thing <00:06:41.493>anymore <00:06:41.586>as <00:06:41.680>a <00:06:41.773>typing <00:06:41.866>pool <00:06:41.960>or <00:06:42.053>a <00:06:42.146>typist <00:06:42.240>in

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<00:06:43.430>anymore <00:06:43.431>as <00:06:43.432>a <00:06:43.433>typing <00:06:43.434>pool <00:06:43.435>or <00:06:43.436>a <00:06:43.437>typist <00:06:43.439>in

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<00:06:43.440>anymore <00:06:43.533>as <00:06:43.626>a <00:06:43.719>typing <00:06:43.813>pool <00:06:43.906>or <00:06:44.000>a <00:06:44.093>typist <00:06:44.186>in <00:06:44.280>a <00:06:44.373>typing <00:06:44.466>pool. <00:06:44.560>But, <00:06:44.653>typing <00:06:44.746>didn't <00:06:44.840>go

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<00:06:45.510>a <00:06:45.511>typing <00:06:45.513>pool. <00:06:45.514>But, <00:06:45.515>typing <00:06:45.517>didn't <00:06:45.519>go

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<00:06:45.520>a <00:06:45.620>typing <00:06:45.719>pool. <00:06:45.820>But, <00:06:45.919>typing <00:06:46.020>didn't <00:06:46.120>go <00:06:46.219>away. <00:06:46.320>The <00:06:46.419>task <00:06:46.520>is <00:06:46.620>still <00:06:46.719>there, <00:06:46.820>but <00:06:46.919>the

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<00:06:47.670>away. <00:06:47.671>The <00:06:47.672>task <00:06:47.673>is <00:06:47.675>still <00:06:47.676>there, <00:06:47.677>but <00:06:47.679>the

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<00:06:47.680>away. <00:06:47.793>The <00:06:47.906>task <00:06:48.019>is <00:06:48.133>still <00:06:48.246>there, <00:06:48.359>but <00:06:48.472>the <00:06:48.586>workflow <00:06:48.699>changed, <00:06:48.812>and <00:06:48.925>it <00:06:49.039>changed

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<00:06:49.190>workflow <00:06:49.192>changed, <00:06:49.194>and <00:06:49.196>it <00:06:49.199>changed

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<00:06:49.200>workflow <00:06:49.479>changed, <00:06:49.760>and <00:06:50.039>it <00:06:50.320>changed <00:06:50.599>dramatically.

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dramatically.

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<00:06:51.080>dramatically. <00:06:51.313>This <00:06:51.546>is <00:06:51.780>what's <00:06:52.013>going <00:06:52.246>to <00:06:52.479>happen

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<00:06:53.950>This <00:06:53.951>is <00:06:53.953>what's <00:06:53.955>going <00:06:53.957>to <00:06:53.959>happen

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<00:06:53.960>This <00:06:54.114>is <00:06:54.269>what's <00:06:54.423>going <00:06:54.578>to <00:06:54.732>happen <00:06:54.887>in

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in

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<00:06:55.000>in <00:06:55.233>our <00:06:55.466>industry. <00:06:55.700>This <00:06:55.933>is <00:06:56.166>what's <00:06:56.400>already

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<00:06:57.430>our <00:06:57.431>industry. <00:06:57.433>This <00:06:57.435>is <00:06:57.437>what's <00:06:57.439>already

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<00:06:57.440>our <00:06:57.595>industry. <00:06:57.751>This <00:06:57.906>is <00:06:58.062>what's <00:06:58.217>already <00:06:58.373>happening <00:06:58.528>in <00:06:58.684>our <00:06:58.840>industry.

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<00:07:00.350>happening <00:07:00.353>in <00:07:00.356>our <00:07:00.359>industry.

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<00:07:00.360>happening <00:07:00.500>in <00:07:00.640>our <00:07:00.780>industry. <00:07:00.920>I <00:07:01.060>would <00:07:01.200>venture <00:07:01.340>to <00:07:01.480>say <00:07:01.620>that <00:07:01.760>most

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<00:07:02.030>I <00:07:02.031>would <00:07:02.033>venture <00:07:02.034>to <00:07:02.036>say <00:07:02.037>that <00:07:02.039>most

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<00:07:02.040>I <00:07:02.167>would <00:07:02.294>venture <00:07:02.421>to <00:07:02.549>say <00:07:02.676>that <00:07:02.803>most <00:07:02.930>software <00:07:03.058>developers <00:07:03.185>spend <00:07:03.312>very <00:07:03.440>little

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<00:07:04.670>software <00:07:04.672>developers <00:07:04.674>spend <00:07:04.676>very <00:07:04.679>little

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<00:07:04.680>software <00:07:04.807>developers <00:07:04.934>spend <00:07:05.061>very <00:07:05.189>little <00:07:05.316>time <00:07:05.443>nowadays <00:07:05.570>actually <00:07:05.698>typing <00:07:05.825>code. <00:07:05.952>Um <00:07:06.080>a

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<00:07:08.030>time <00:07:08.031>nowadays <00:07:08.033>actually <00:07:08.034>typing <00:07:08.036>code. <00:07:08.037>Um <00:07:08.039>a

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<00:07:08.040>time <00:07:08.134>nowadays <00:07:08.229>actually <00:07:08.323>typing <00:07:08.418>code. <00:07:08.512>Um <00:07:08.607>a <00:07:08.701>colleague <00:07:08.796>of <00:07:08.890>mine <00:07:08.985>said <00:07:09.079>to <00:07:09.174>me <00:07:09.268>the <00:07:09.363>other

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<00:07:09.510>colleague <00:07:09.511>of <00:07:09.512>mine <00:07:09.513>said <00:07:09.515>to <00:07:09.516>me <00:07:09.517>the <00:07:09.519>other

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<00:07:09.520>colleague <00:07:09.607>of <00:07:09.695>mine <00:07:09.782>said <00:07:09.870>to <00:07:09.957>me <00:07:10.044>the <00:07:10.132>other <00:07:10.219>day <00:07:10.307>when <00:07:10.395>I <00:07:10.482>was <00:07:10.570>bragging <00:07:10.657>about <00:07:10.745>um <00:07:10.832>a <00:07:10.919>a

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<00:07:12.430>day <00:07:12.431>when <00:07:12.432>I <00:07:12.433>was <00:07:12.434>bragging <00:07:12.435>about <00:07:12.436>um <00:07:12.437>a <00:07:12.439>a

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<00:07:12.440>day <00:07:12.527>when <00:07:12.615>I <00:07:12.702>was <00:07:12.790>bragging <00:07:12.877>about <00:07:12.965>um <00:07:13.052>a <00:07:13.140>a <00:07:13.227>piece <00:07:13.315>of <00:07:13.402>software <00:07:13.490>that <00:07:13.577>I <00:07:13.665>had <00:07:13.752>wrote. <00:07:13.840>He

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<00:07:14.030>piece <00:07:14.031>of <00:07:14.032>software <00:07:14.033>that <00:07:14.035>I <00:07:14.036>had <00:07:14.037>wrote. <00:07:14.039>He

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<00:07:14.040>piece <00:07:14.133>of <00:07:14.226>software <00:07:14.320>that <00:07:14.413>I <00:07:14.506>had <00:07:14.600>wrote. <00:07:14.693>He <00:07:14.786>said, <00:07:14.880>"Did <00:07:14.973>you <00:07:15.066>write <00:07:15.160>it <00:07:15.253>or <00:07:15.346>Claude <00:07:15.440>write

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<00:07:15.670>said, <00:07:15.671>"Did <00:07:15.672>you <00:07:15.673>write <00:07:15.675>it <00:07:15.676>or <00:07:15.677>Claude <00:07:15.679>write

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<00:07:15.680>said, <00:07:15.782>"Did <00:07:15.884>you <00:07:15.987>write <00:07:16.089>it <00:07:16.191>or <00:07:16.294>Claude <00:07:16.396>write <00:07:16.498>it?"

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it?"

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<00:07:16.600>it?" <00:07:16.950>It's <00:07:17.300>an <00:07:17.650>interesting <00:07:18.000>question

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<00:07:18.590>It's <00:07:18.592>an <00:07:18.596>interesting <00:07:18.599>question

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<00:07:18.600>It's <00:07:18.727>an <00:07:18.854>interesting <00:07:18.981>question <00:07:19.109>because <00:07:19.236>in <00:07:19.363>fact, <00:07:19.490>I <00:07:19.618>consider <00:07:19.745>what <00:07:19.872>I <00:07:20.000>got

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<00:07:22.310>because <00:07:22.311>in <00:07:22.312>fact, <00:07:22.313>I <00:07:22.315>consider <00:07:22.316>what <00:07:22.317>I <00:07:22.319>got

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<00:07:22.320>because <00:07:22.447>in <00:07:22.574>fact, <00:07:22.701>I <00:07:22.829>consider <00:07:22.956>what <00:07:23.083>I <00:07:23.210>got <00:07:23.338>the <00:07:23.465>tool <00:07:23.592>to <00:07:23.719>do

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<00:07:24.590>the <00:07:24.592>tool <00:07:24.596>to <00:07:24.599>do

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<00:07:24.600>the <00:07:24.800>tool <00:07:25.000>to <00:07:25.200>do <00:07:25.400>to <00:07:25.600>be <00:07:25.800>my <00:07:26.000>work.

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<00:07:26.590>to <00:07:26.592>be <00:07:26.596>my <00:07:26.599>work.

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<00:07:26.600>to <00:07:26.828>be <00:07:27.057>my <00:07:27.285>work. <00:07:27.514>Is <00:07:27.743>it?

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<00:07:27.870>Is <00:07:27.879>it?

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<00:07:27.880>Is <00:07:28.020>it? <00:07:28.159>I <00:07:28.300>don't <00:07:28.440>know. <00:07:28.580>We're <00:07:28.719>going <00:07:28.860>to <00:07:29.000>end <00:07:29.140>up <00:07:29.280>uh

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<00:07:30.190>I <00:07:30.191>don't <00:07:30.192>know. <00:07:30.193>We're <00:07:30.194>going <00:07:30.195>to <00:07:30.196>end <00:07:30.197>up <00:07:30.199>uh

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<00:07:30.200>I <00:07:30.300>don't <00:07:30.400>know. <00:07:30.500>We're <00:07:30.599>going <00:07:30.700>to <00:07:30.800>end <00:07:30.900>up <00:07:31.000>uh <00:07:31.099>arguing <00:07:31.200>about <00:07:31.300>that <00:07:31.400>in <00:07:31.500>philosophy <00:07:31.599>courses

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<00:07:31.870>arguing <00:07:31.871>about <00:07:31.873>that <00:07:31.875>in <00:07:31.877>philosophy <00:07:31.879>courses

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<00:07:31.880>arguing <00:07:31.980>about <00:07:32.080>that <00:07:32.180>in <00:07:32.280>philosophy <00:07:32.380>courses <00:07:32.480>for <00:07:32.580>the <00:07:32.680>next <00:07:32.780>20 <00:07:32.880>years. <00:07:32.980>But, <00:07:33.080>the <00:07:33.180>fact <00:07:33.280>is

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<00:07:34.670>for <00:07:34.671>the <00:07:34.672>next <00:07:34.673>20 <00:07:34.674>years. <00:07:34.675>But, <00:07:34.676>the <00:07:34.677>fact <00:07:34.679>is

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<00:07:34.680>for <00:07:34.762>the <00:07:34.844>next <00:07:34.927>20 <00:07:35.009>years. <00:07:35.091>But, <00:07:35.174>the <00:07:35.256>fact <00:07:35.338>is <00:07:35.421>is <00:07:35.503>that <00:07:35.585>the <00:07:35.668>AI <00:07:35.750>couldn't <00:07:35.832>come <00:07:35.915>up <00:07:35.997>with <00:07:36.080>the

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<00:07:37.670>is <00:07:37.671>that <00:07:37.672>the <00:07:37.673>AI <00:07:37.674>couldn't <00:07:37.675>come <00:07:37.676>up <00:07:37.677>with <00:07:37.679>the

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<00:07:37.680>is <00:07:37.762>that <00:07:37.844>the <00:07:37.927>AI <00:07:38.009>couldn't <00:07:38.091>come <00:07:38.174>up <00:07:38.256>with <00:07:38.338>the <00:07:38.421>idea <00:07:38.503>by <00:07:38.585>itself <00:07:38.668>to <00:07:38.750>write <00:07:38.832>a <00:07:38.915>proxy <00:07:38.997>to <00:07:39.080>sit

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<00:07:40.870>idea <00:07:40.871>by <00:07:40.872>itself <00:07:40.873>to <00:07:40.874>write <00:07:40.875>a <00:07:40.876>proxy <00:07:40.877>to <00:07:40.879>sit

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<00:07:40.880>idea <00:07:40.973>by <00:07:41.066>itself <00:07:41.159>to <00:07:41.253>write <00:07:41.346>a <00:07:41.440>proxy <00:07:41.533>to <00:07:41.626>sit <00:07:41.719>between <00:07:41.813>a <00:07:41.906>client <00:07:42.000>and <00:07:42.093>a <00:07:42.186>DB <00:07:42.280>because

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<00:07:43.870>between <00:07:43.871>a <00:07:43.873>client <00:07:43.874>and <00:07:43.876>a <00:07:43.877>DB <00:07:43.879>because

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<00:07:43.880>between <00:07:43.987>a <00:07:44.095>client <00:07:44.203>and <00:07:44.310>a <00:07:44.418>DB <00:07:44.526>because <00:07:44.633>it <00:07:44.741>doesn't <00:07:44.849>have <00:07:44.956>the <00:07:45.064>business <00:07:45.172>sense <00:07:45.280>that

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<00:07:46.870>it <00:07:46.871>doesn't <00:07:46.873>have <00:07:46.874>the <00:07:46.876>business <00:07:46.877>sense <00:07:46.879>that

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<00:07:46.880>it <00:07:46.980>doesn't <00:07:47.080>have <00:07:47.180>the <00:07:47.280>business <00:07:47.380>sense <00:07:47.480>that <00:07:47.580>I <00:07:47.680>do <00:07:47.780>or <00:07:47.880>that <00:07:47.980>I <00:07:48.080>think <00:07:48.180>I <00:07:48.280>do.

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<00:07:51.480>AI <00:07:51.830>is <00:07:52.180>replacing <00:07:52.530>tasks <00:07:52.880>today.

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<00:07:56.230>AI <00:07:56.232>is <00:07:56.234>replacing <00:07:56.236>tasks <00:07:56.239>today.

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<00:07:56.240>AI <00:07:56.356>is <00:07:56.473>replacing <00:07:56.590>tasks <00:07:56.706>today. <00:07:56.823>This <00:07:56.940>is <00:07:57.056>very <00:07:57.173>important, <00:07:57.290>I <00:07:57.406>guess, <00:07:57.523>in <00:07:57.640>this

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<00:07:57.909>This <00:07:57.911>is <00:07:57.912>very <00:07:57.913>important, <00:07:57.915>I <00:07:57.916>guess, <00:07:57.917>in <00:07:57.919>this

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<00:07:57.920>This <00:07:58.095>is <00:07:58.270>very <00:07:58.445>important, <00:07:58.620>I <00:07:58.795>guess, <00:07:58.970>in <00:07:59.145>this <00:07:59.320>conference.

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conference.

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<00:07:59.560>conference. <00:07:59.760>In <00:07:59.960>the <00:08:00.160>very <00:08:00.360>name, <00:08:00.560>we <00:08:00.760>are <00:08:00.960>developers.

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<00:08:02.510>In <00:08:02.511>the <00:08:02.513>very <00:08:02.514>name, <00:08:02.515>we <00:08:02.517>are <00:08:02.519>developers.

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<00:08:02.520>In <00:08:02.627>the <00:08:02.735>very <00:08:02.843>name, <00:08:02.950>we <00:08:03.058>are <00:08:03.166>developers. <00:08:03.273>AI <00:08:03.381>is <00:08:03.489>replacing <00:08:03.596>only <00:08:03.704>the <00:08:03.812>tasks <00:08:03.919>that

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<00:08:05.310>AI <00:08:05.311>is <00:08:05.313>replacing <00:08:05.314>only <00:08:05.316>the <00:08:05.317>tasks <00:08:05.319>that

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<00:08:05.320>AI <00:08:05.436>is <00:08:05.553>replacing <00:08:05.670>only <00:08:05.786>the <00:08:05.903>tasks <00:08:06.020>that <00:08:06.136>developers <00:08:06.253>do. <00:08:06.370>It's <00:08:06.486>not <00:08:06.603>actually <00:08:06.719>going

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<00:08:08.030>developers <00:08:08.031>do. <00:08:08.033>It's <00:08:08.035>not <00:08:08.037>actually <00:08:08.039>going

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<00:08:08.040>developers <00:08:08.156>do. <00:08:08.273>It's <00:08:08.390>not <00:08:08.506>actually <00:08:08.623>going <00:08:08.740>to <00:08:08.856>replace <00:08:08.973>developers. <00:08:09.090>So, <00:08:09.206>when <00:08:09.323>I <00:08:09.440>ask

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<00:08:10.550>to <00:08:10.551>replace <00:08:10.553>developers. <00:08:10.554>So, <00:08:10.556>when <00:08:10.557>I <00:08:10.559>ask

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<00:08:10.560>to <00:08:10.660>replace <00:08:10.760>developers. <00:08:10.860>So, <00:08:10.960>when <00:08:11.060>I <00:08:11.160>ask <00:08:11.260>when <00:08:11.360>I <00:08:11.460>say <00:08:11.560>that <00:08:11.660>AI <00:08:11.760>is <00:08:11.860>replacing <00:08:11.960>tasks

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<00:08:12.990>when <00:08:12.991>I <00:08:12.992>say <00:08:12.993>that <00:08:12.995>AI <00:08:12.996>is <00:08:12.997>replacing <00:08:12.999>tasks

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<00:08:13.000>when <00:08:13.133>I <00:08:13.267>say <00:08:13.401>that <00:08:13.535>AI <00:08:13.669>is <00:08:13.803>replacing <00:08:13.937>tasks <00:08:14.071>today,

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today,

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<00:08:14.200>today, <00:08:14.374>um <00:08:14.548>I <00:08:14.723>don't <00:08:14.897>think <00:08:15.071>it's <00:08:15.246>actually <00:08:15.420>going <00:08:15.595>to

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<00:08:15.750>um <00:08:15.751>I <00:08:15.752>don't <00:08:15.753>think <00:08:15.755>it's <00:08:15.756>actually <00:08:15.757>going <00:08:15.759>to

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<00:08:15.760>um <00:08:15.900>I <00:08:16.039>don't <00:08:16.180>think <00:08:16.320>it's <00:08:16.460>actually <00:08:16.599>going <00:08:16.740>to <00:08:16.880>replace <00:08:17.020>developers <00:08:17.159>tomorrow.

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<00:08:18.310>replace <00:08:18.314>developers <00:08:18.319>tomorrow.

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<00:08:18.320>replace <00:08:18.475>developers <00:08:18.631>tomorrow. <00:08:18.786>But, <00:08:18.942>it's <00:08:19.097>not <00:08:19.253>going <00:08:19.408>to <00:08:19.564>not <00:08:19.719>replace

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<00:08:20.510>But, <00:08:20.511>it's <00:08:20.513>not <00:08:20.514>going <00:08:20.515>to <00:08:20.517>not <00:08:20.519>replace

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<00:08:20.520>But, <00:08:20.636>it's <00:08:20.753>not <00:08:20.870>going <00:08:20.986>to <00:08:21.103>not <00:08:21.219>replace <00:08:21.336>developers <00:08:21.453>as <00:08:21.570>we <00:08:21.686>know <00:08:21.803>them <00:08:21.919>today.

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<00:08:23.630>developers <00:08:23.631>as <00:08:23.633>we <00:08:23.635>know <00:08:23.637>them <00:08:23.639>today.

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<00:08:23.640>developers <00:08:23.756>as <00:08:23.873>we <00:08:23.990>know <00:08:24.106>them <00:08:24.223>today. <00:08:24.340>It's <00:08:24.456>going <00:08:24.573>to <00:08:24.690>replace <00:08:24.806>developers <00:08:24.923>as <00:08:25.039>they

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<00:08:26.110>It's <00:08:26.111>going <00:08:26.113>to <00:08:26.114>replace <00:08:26.116>developers <00:08:26.117>as <00:08:26.119>they

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<00:08:26.120>It's <00:08:26.227>going <00:08:26.335>to <00:08:26.443>replace <00:08:26.550>developers <00:08:26.658>as <00:08:26.766>they <00:08:26.873>were <00:08:26.981>yesterday, <00:08:27.089>as <00:08:27.196>they <00:08:27.304>were <00:08:27.412>last <00:08:27.520>year.

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<00:08:29.230>were <00:08:29.231>yesterday, <00:08:29.233>as <00:08:29.234>they <00:08:29.236>were <00:08:29.237>last <00:08:29.239>year.

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<00:08:29.240>were <00:08:29.400>yesterday, <00:08:29.561>as <00:08:29.722>they <00:08:29.883>were <00:08:30.044>last <00:08:30.205>year. <00:08:30.366>That's <00:08:30.527>true.

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<00:08:30.670>That's <00:08:30.679>true.

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<00:08:30.680>That's <00:08:30.880>true. <00:08:31.080>Developers, <00:08:31.280>however, <00:08:31.480>are <00:08:31.680>going <00:08:31.880>to <00:08:32.080>need

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<00:08:32.789>Developers, <00:08:32.791>however, <00:08:32.793>are <00:08:32.795>going <00:08:32.797>to <00:08:32.799>need

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<00:08:32.799>Developers, <00:08:32.974>however, <00:08:33.150>are <00:08:33.324>going <00:08:33.500>to <00:08:33.674>need <00:08:33.849>to <00:08:34.025>to <00:08:34.199>change.

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<00:08:35.190>to <00:08:35.194>to <00:08:35.199>change.

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<00:08:35.200>to <00:08:35.550>to <00:08:35.900>change. <00:08:36.250>AI <00:08:36.600>may,

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<00:08:37.588>AI <00:08:37.598>may,

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<00:08:37.599>AI <00:08:37.949>may, <00:08:38.299>counterintuitively, <00:08:38.649>like <00:08:38.999>many

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<00:08:40.469>counterintuitively, <00:08:40.473>like <00:08:40.478>many

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<00:08:40.479>counterintuitively, <00:08:40.654>like <00:08:40.829>many <00:08:41.004>technologies <00:08:41.179>in <00:08:41.354>the <00:08:41.529>past, <00:08:41.704>actually <00:08:41.879>lead

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<00:08:43.070>technologies <00:08:43.071>in <00:08:43.073>the <00:08:43.075>past, <00:08:43.077>actually <00:08:43.079>lead

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<00:08:43.080>technologies <00:08:43.187>in <00:08:43.295>the <00:08:43.403>past, <00:08:43.510>actually <00:08:43.618>lead <00:08:43.726>to <00:08:43.833>an <00:08:43.941>increase <00:08:44.049>in <00:08:44.156>the <00:08:44.264>number <00:08:44.372>of <00:08:44.480>people

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<00:08:45.829>to <00:08:45.830>an <00:08:45.831>increase <00:08:45.832>in <00:08:45.834>the <00:08:45.835>number <00:08:45.836>of <00:08:45.838>people

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<00:08:45.839>to <00:08:45.946>an <00:08:46.054>increase <00:08:46.162>in <00:08:46.269>the <00:08:46.377>number <00:08:46.485>of <00:08:46.592>people <00:08:46.700>working <00:08:46.808>with <00:08:46.915>software <00:08:47.023>in <00:08:47.131>the <00:08:47.238>software

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<00:08:47.590>working <00:08:47.591>with <00:08:47.593>software <00:08:47.595>in <00:08:47.597>the <00:08:47.599>software

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<00:08:47.600>working <00:08:47.740>with <00:08:47.880>software <00:08:48.020>in <00:08:48.160>the <00:08:48.300>software <00:08:48.440>development <00:08:48.580>life <00:08:48.720>cycle. <00:08:48.860>However, <00:08:49.000>those

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<00:08:49.510>development <00:08:49.512>life <00:08:49.514>cycle. <00:08:49.516>However, <00:08:49.519>those

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<00:08:49.520>development <00:08:49.647>life <00:08:49.774>cycle. <00:08:49.901>However, <00:08:50.029>those <00:08:50.156>will <00:08:50.283>not <00:08:50.410>be <00:08:50.538>Rust <00:08:50.665>developers <00:08:50.792>or <00:08:50.920>Go

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<00:08:52.950>will <00:08:52.951>not <00:08:52.953>be <00:08:52.954>Rust <00:08:52.956>developers <00:08:52.957>or <00:08:52.959>Go

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<00:08:52.960>will <00:08:53.067>not <00:08:53.175>be <00:08:53.283>Rust <00:08:53.390>developers <00:08:53.498>or <00:08:53.606>Go <00:08:53.713>developers <00:08:53.821>or <00:08:53.929>or <00:08:54.036>God <00:08:54.144>help <00:08:54.252>us <00:08:54.360>React

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<00:08:56.670>developers <00:08:56.671>or <00:08:56.673>or <00:08:56.674>God <00:08:56.675>help <00:08:56.677>us <00:08:56.679>React

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<00:08:56.680>developers <00:08:56.880>or <00:08:57.079>or <00:08:57.280>God <00:08:57.479>help <00:08:57.680>us <00:08:57.880>React <00:08:58.079>developers.

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<00:09:00.440>So, <00:09:00.673>what <00:09:00.906>do <00:09:01.140>we <00:09:01.373>do <00:09:01.606>with <00:09:01.840>this?

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<00:09:03.710>So, <00:09:03.711>what <00:09:03.713>do <00:09:03.714>we <00:09:03.716>do <00:09:03.717>with <00:09:03.719>this?

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<00:09:03.720>So, <00:09:03.827>what <00:09:03.935>do <00:09:04.043>we <00:09:04.150>do <00:09:04.258>with <00:09:04.366>this? <00:09:04.473>We <00:09:04.581>have <00:09:04.689>to <00:09:04.796>develop <00:09:04.904>strategies <00:09:05.012>for <00:09:05.120>AI

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<00:09:05.950>We <00:09:05.951>have <00:09:05.953>to <00:09:05.954>develop <00:09:05.956>strategies <00:09:05.957>for <00:09:05.959>AI

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<00:09:05.960>We <00:09:06.100>have <00:09:06.240>to <00:09:06.380>develop <00:09:06.520>strategies <00:09:06.660>for <00:09:06.800>AI <00:09:06.940>software <00:09:07.080>development <00:09:07.220>or <00:09:07.360>software

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<00:09:07.829>software <00:09:07.832>development <00:09:07.835>or <00:09:07.838>software

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<00:09:07.839>software <00:09:08.039>development <00:09:08.239>or <00:09:08.439>software <00:09:08.639>development <00:09:08.839>that <00:09:09.039>incorporates <00:09:09.239>AI.

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<00:09:10.190>development <00:09:10.193>that <00:09:10.196>incorporates <00:09:10.199>AI.

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<00:09:10.200>development <00:09:10.316>that <00:09:10.433>incorporates <00:09:10.550>AI. <00:09:10.666>And <00:09:10.783>if <00:09:10.900>we <00:09:11.016>look <00:09:11.133>at <00:09:11.250>this <00:09:11.366>in <00:09:11.483>terms <00:09:11.600>of

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<00:09:13.270>And <00:09:13.271>if <00:09:13.272>we <00:09:13.273>look <00:09:13.274>at <00:09:13.275>this <00:09:13.276>in <00:09:13.277>terms <00:09:13.279>of

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<00:09:13.280>And <00:09:13.420>if <00:09:13.560>we <00:09:13.699>look <00:09:13.839>at <00:09:13.980>this <00:09:14.120>in <00:09:14.260>terms <00:09:14.400>of <00:09:14.540>task <00:09:14.680>change

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<00:09:15.350>task <00:09:15.359>change

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<00:09:15.360>task <00:09:15.710>change <00:09:16.060>versus <00:09:16.410>system <00:09:16.760>change,

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<00:09:18.110>versus <00:09:18.114>system <00:09:18.119>change,

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<00:09:18.120>versus <00:09:18.275>system <00:09:18.431>change, <00:09:18.586>we <00:09:18.742>would <00:09:18.897>optimize <00:09:19.053>existing <00:09:19.208>tasks <00:09:19.364>if <00:09:19.520>we

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<00:09:21.750>we <00:09:21.751>would <00:09:21.753>optimize <00:09:21.754>existing <00:09:21.756>tasks <00:09:21.757>if <00:09:21.759>we

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<00:09:21.760>we <00:09:21.900>would <00:09:22.040>optimize <00:09:22.180>existing <00:09:22.319>tasks <00:09:22.460>if <00:09:22.600>we <00:09:22.740>were <00:09:22.880>only <00:09:23.020>interested <00:09:23.160>in

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<00:09:24.310>were <00:09:24.313>only <00:09:24.316>interested <00:09:24.319>in

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<00:09:24.320>were <00:09:24.447>only <00:09:24.574>interested <00:09:24.701>in <00:09:24.829>task <00:09:24.956>change. <00:09:25.083>So, <00:09:25.210>you <00:09:25.338>make <00:09:25.465>your <00:09:25.592>AI, <00:09:25.720>your

00:09:27.870 --> 00:09:27.880 align:start position:0%
<00:09:27.870>task <00:09:27.871>change. <00:09:27.872>So, <00:09:27.873>you <00:09:27.875>make <00:09:27.876>your <00:09:27.877>AI, <00:09:27.879>your

00:09:27.880 --> 00:09:30.829 align:start position:0%
<00:09:27.880>task <00:09:27.987>change. <00:09:28.095>So, <00:09:28.203>you <00:09:28.310>make <00:09:28.418>your <00:09:28.526>AI, <00:09:28.633>your <00:09:28.741>Claude, <00:09:28.849>your <00:09:28.956>Copilot <00:09:29.064>write <00:09:29.172>code <00:09:29.280>faster.

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<00:09:30.829>Claude, <00:09:30.830>your <00:09:30.832>Copilot <00:09:30.834>write <00:09:30.836>code <00:09:30.838>faster.

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<00:09:30.839>Claude, <00:09:30.977>your <00:09:31.115>Copilot <00:09:31.254>write <00:09:31.392>code <00:09:31.531>faster. <00:09:31.669>You <00:09:31.808>make <00:09:31.946>it

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<00:09:32.070>You <00:09:32.074>make <00:09:32.079>it

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<00:09:32.080>You <00:09:32.280>make <00:09:32.480>it <00:09:32.680>respond <00:09:32.880>to <00:09:33.080>prompts <00:09:33.280>easier. <00:09:33.480>That's

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<00:09:35.030>respond <00:09:35.032>to <00:09:35.034>prompts <00:09:35.036>easier. <00:09:35.039>That's

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<00:09:35.040>respond <00:09:35.240>to <00:09:35.439>prompts <00:09:35.640>easier. <00:09:35.839>That's <00:09:36.040>a <00:09:36.240>task-based <00:09:36.439>change.

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<00:09:37.710>a <00:09:37.714>task-based <00:09:37.719>change.

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<00:09:37.720>a <00:09:37.860>task-based <00:09:38.000>change. <00:09:38.140>If <00:09:38.280>we <00:09:38.420>anticipate <00:09:38.560>new <00:09:38.700>tasks <00:09:38.840>on <00:09:38.980>top <00:09:39.120>of

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<00:09:40.510>If <00:09:40.511>we <00:09:40.512>anticipate <00:09:40.513>new <00:09:40.515>tasks <00:09:40.516>on <00:09:40.517>top <00:09:40.519>of

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<00:09:40.520>If <00:09:40.620>we <00:09:40.720>anticipate <00:09:40.819>new <00:09:40.920>tasks <00:09:41.020>on <00:09:41.120>top <00:09:41.220>of <00:09:41.319>existing <00:09:41.420>workflows, <00:09:41.520>and <00:09:41.620>if <00:09:41.720>you <00:09:41.819>if <00:09:41.920>you

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<00:09:43.470>existing <00:09:43.471>workflows, <00:09:43.473>and <00:09:43.474>if <00:09:43.476>you <00:09:43.477>if <00:09:43.479>you

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<00:09:43.480>existing <00:09:43.573>workflows, <00:09:43.666>and <00:09:43.760>if <00:09:43.853>you <00:09:43.946>if <00:09:44.040>you <00:09:44.133>walk <00:09:44.226>out <00:09:44.320>and <00:09:44.413>listen <00:09:44.506>to <00:09:44.600>a <00:09:44.693>lot <00:09:44.786>of <00:09:44.880>the

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<00:09:45.270>walk <00:09:45.271>out <00:09:45.272>and <00:09:45.273>listen <00:09:45.274>to <00:09:45.275>a <00:09:45.276>lot <00:09:45.277>of <00:09:45.279>the

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<00:09:45.280>walk <00:09:45.373>out <00:09:45.466>and <00:09:45.560>listen <00:09:45.653>to <00:09:45.746>a <00:09:45.839>lot <00:09:45.933>of <00:09:46.026>the <00:09:46.120>talks <00:09:46.213>here, <00:09:46.306>you'll <00:09:46.400>see <00:09:46.493>that <00:09:46.586>the <00:09:46.680>vast

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<00:09:48.350>talks <00:09:48.351>here, <00:09:48.353>you'll <00:09:48.354>see <00:09:48.356>that <00:09:48.357>the <00:09:48.359>vast

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<00:09:48.360>talks <00:09:48.476>here, <00:09:48.593>you'll <00:09:48.710>see <00:09:48.826>that <00:09:48.943>the <00:09:49.060>vast <00:09:49.176>majority <00:09:49.293>of <00:09:49.410>people <00:09:49.526>are <00:09:49.643>still <00:09:49.760>talking

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<00:09:50.630>majority <00:09:50.631>of <00:09:50.633>people <00:09:50.635>are <00:09:50.637>still <00:09:50.639>talking

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<00:09:50.640>majority <00:09:50.747>of <00:09:50.855>people <00:09:50.963>are <00:09:51.070>still <00:09:51.178>talking <00:09:51.286>about <00:09:51.393>how <00:09:51.501>their <00:09:51.609>tools <00:09:51.716>can <00:09:51.824>fit <00:09:51.932>into <00:09:52.040>your

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<00:09:53.510>about <00:09:53.511>how <00:09:53.512>their <00:09:53.513>tools <00:09:53.515>can <00:09:53.516>fit <00:09:53.517>into <00:09:53.519>your

00:09:53.520 --> 00:09:55.310 align:start position:0%
<00:09:53.520>about <00:09:53.675>how <00:09:53.831>their <00:09:53.986>tools <00:09:54.142>can <00:09:54.297>fit <00:09:54.453>into <00:09:54.608>your <00:09:54.764>existing <00:09:54.920>workflows.

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<00:09:55.310>existing <00:09:55.319>workflows.

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<00:09:55.320>existing <00:09:55.495>workflows. <00:09:55.670>And <00:09:55.845>I <00:09:56.020>think <00:09:56.195>in <00:09:56.370>a <00:09:56.545>transition <00:09:56.720>period,

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<00:09:57.150>And <00:09:57.151>I <00:09:57.153>think <00:09:57.154>in <00:09:57.156>a <00:09:57.157>transition <00:09:57.159>period,

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<00:09:57.160>And <00:09:57.276>I <00:09:57.393>think <00:09:57.510>in <00:09:57.626>a <00:09:57.743>transition <00:09:57.860>period, <00:09:57.976>that's <00:09:58.093>probably <00:09:58.209>important, <00:09:58.326>but <00:09:58.443>in <00:09:58.560>the

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<00:09:58.990>that's <00:09:58.991>probably <00:09:58.993>important, <00:09:58.995>but <00:09:58.997>in <00:09:58.999>the

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<00:09:59.000>that's <00:09:59.107>probably <00:09:59.215>important, <00:09:59.323>but <00:09:59.430>in <00:09:59.538>the <00:09:59.646>long <00:09:59.753>run, <00:09:59.861>that's <00:09:59.969>just <00:10:00.076>not <00:10:00.184>going <00:10:00.292>to <00:10:00.400>work.

00:10:01.110 --> 00:10:01.120 align:start position:0%
<00:10:01.110>long <00:10:01.111>run, <00:10:01.112>that's <00:10:01.113>just <00:10:01.115>not <00:10:01.116>going <00:10:01.117>to <00:10:01.119>work.

00:10:01.120 --> 00:10:03.830 align:start position:0%
<00:10:01.120>long <00:10:01.207>run, <00:10:01.295>that's <00:10:01.382>just <00:10:01.470>not <00:10:01.557>going <00:10:01.645>to <00:10:01.732>work. <00:10:01.820>You're <00:10:01.907>not <00:10:01.995>going <00:10:02.082>to <00:10:02.170>be <00:10:02.257>able <00:10:02.345>to <00:10:02.432>stuff <00:10:02.520>the

00:10:03.830 --> 00:10:03.840 align:start position:0%
<00:10:03.830>You're <00:10:03.831>not <00:10:03.832>going <00:10:03.833>to <00:10:03.834>be <00:10:03.835>able <00:10:03.836>to <00:10:03.837>stuff <00:10:03.839>the

00:10:03.840 --> 00:10:07.070 align:start position:0%
<00:10:03.840>You're <00:10:03.940>not <00:10:04.040>going <00:10:04.140>to <00:10:04.240>be <00:10:04.340>able <00:10:04.440>to <00:10:04.540>stuff <00:10:04.640>the <00:10:04.740>square <00:10:04.840>peg <00:10:04.940>of <00:10:05.040>software <00:10:05.140>development <00:10:05.240>with

00:10:07.070 --> 00:10:07.080 align:start position:0%
<00:10:07.070>square <00:10:07.071>peg <00:10:07.073>of <00:10:07.075>software <00:10:07.077>development <00:10:07.079>with

00:10:07.080 --> 00:10:11.390 align:start position:0%
<00:10:07.080>square <00:10:07.196>peg <00:10:07.313>of <00:10:07.430>software <00:10:07.546>development <00:10:07.663>with <00:10:07.780>AI <00:10:07.896>into <00:10:08.013>the <00:10:08.130>round <00:10:08.246>hole <00:10:08.363>of <00:10:08.480>Jira.

00:10:11.390 --> 00:10:11.400 align:start position:0%
<00:10:11.390>AI <00:10:11.391>into <00:10:11.393>the <00:10:11.394>round <00:10:11.396>hole <00:10:11.397>of <00:10:11.399>Jira.

00:10:11.400 --> 00:10:13.790 align:start position:0%
<00:10:11.400>AI <00:10:11.507>into <00:10:11.615>the <00:10:11.723>round <00:10:11.830>hole <00:10:11.938>of <00:10:12.046>Jira. <00:10:12.153>I <00:10:12.261>I <00:10:12.369>hope <00:10:12.476>there's <00:10:12.584>nobody <00:10:12.692>from <00:10:12.800>Atlassian

00:10:13.790 --> 00:10:13.800 align:start position:0%
<00:10:13.790>I <00:10:13.791>I <00:10:13.793>hope <00:10:13.794>there's <00:10:13.795>nobody <00:10:13.797>from <00:10:13.799>Atlassian

00:10:13.800 --> 00:10:18.070 align:start position:0%
<00:10:13.800>I <00:10:14.000>I <00:10:14.199>hope <00:10:14.400>there's <00:10:14.599>nobody <00:10:14.800>from <00:10:15.000>Atlassian <00:10:15.199>here.

00:10:18.080 --> 00:10:20.390 align:start position:0%
<00:10:18.080>If, <00:10:18.360>however, <00:10:18.640>you <00:10:18.920>switch <00:10:19.200>to <00:10:19.480>a

00:10:20.390 --> 00:10:20.400 align:start position:0%
<00:10:20.390>If, <00:10:20.391>however, <00:10:20.393>you <00:10:20.395>switch <00:10:20.397>to <00:10:20.399>a

00:10:20.400 --> 00:10:23.110 align:start position:0%
<00:10:20.400>If, <00:10:20.555>however, <00:10:20.711>you <00:10:20.866>switch <00:10:21.022>to <00:10:21.177>a <00:10:21.333>system-based <00:10:21.488>change <00:10:21.644>or <00:10:21.800>system-based

00:10:23.110 --> 00:10:23.120 align:start position:0%
<00:10:23.110>system-based <00:10:23.113>change <00:10:23.116>or <00:10:23.119>system-based

00:10:23.120 --> 00:10:24.350 align:start position:0%
<00:10:23.120>system-based <00:10:23.396>change <00:10:23.673>or <00:10:23.950>system-based <00:10:24.227>thinking,

00:10:24.350 --> 00:10:24.360 align:start position:0%
thinking,

00:10:24.360 --> 00:10:28.030 align:start position:0%
<00:10:24.360>thinking, <00:10:24.560>you <00:10:24.760>alter <00:10:24.960>the <00:10:25.160>logic <00:10:25.360>of <00:10:25.560>value <00:10:25.760>creation.

00:10:28.030 --> 00:10:28.040 align:start position:0%
<00:10:28.030>you <00:10:28.031>alter <00:10:28.033>the <00:10:28.034>logic <00:10:28.036>of <00:10:28.037>value <00:10:28.039>creation.

00:10:28.040 --> 00:10:32.590 align:start position:0%
<00:10:28.040>you <00:10:28.156>alter <00:10:28.273>the <00:10:28.390>logic <00:10:28.506>of <00:10:28.623>value <00:10:28.740>creation. <00:10:28.856>You <00:10:28.973>alter <00:10:29.089>it <00:10:29.206>into <00:10:29.323>new <00:10:29.439>workflows.

00:10:32.590 --> 00:10:32.600 align:start position:0%
<00:10:32.590>You <00:10:32.591>alter <00:10:32.593>it <00:10:32.595>into <00:10:32.597>new <00:10:32.599>workflows.

00:10:32.600 --> 00:10:34.990 align:start position:0%
<00:10:32.600>You <00:10:32.740>alter <00:10:32.880>it <00:10:33.020>into <00:10:33.160>new <00:10:33.300>workflows. <00:10:33.440>Different <00:10:33.580>people <00:10:33.720>will <00:10:33.860>be <00:10:34.000>overseeing

00:10:34.990 --> 00:10:35.000 align:start position:0%
<00:10:34.990>Different <00:10:34.992>people <00:10:34.994>will <00:10:34.996>be <00:10:34.999>overseeing

00:10:35.000 --> 00:10:37.670 align:start position:0%
<00:10:35.000>Different <00:10:35.175>people <00:10:35.350>will <00:10:35.525>be <00:10:35.700>overseeing <00:10:35.875>workflows <00:10:36.050>and <00:10:36.225>decision-making. <00:10:36.400>Now,

00:10:37.670 --> 00:10:37.680 align:start position:0%
<00:10:37.670>workflows <00:10:37.673>and <00:10:37.675>decision-making. <00:10:37.679>Now,

00:10:37.680 --> 00:10:38.950 align:start position:0%
<00:10:37.680>workflows <00:10:37.870>and <00:10:38.060>decision-making. <00:10:38.251>Now, <00:10:38.442>uh <00:10:38.632>let <00:10:38.823>me

00:10:38.950 --> 00:10:38.960 align:start position:0%
<00:10:38.950>uh <00:10:38.954>let <00:10:38.959>me

00:10:38.960 --> 00:10:40.470 align:start position:0%
<00:10:38.960>uh <00:10:39.154>let <00:10:39.348>me <00:10:39.542>let <00:10:39.736>me <00:10:39.930>just <00:10:40.124>say <00:10:40.319>here,

00:10:40.470 --> 00:10:40.480 align:start position:0%
<00:10:40.470>let <00:10:40.472>me <00:10:40.474>just <00:10:40.476>say <00:10:40.479>here,

00:10:40.480 --> 00:10:42.310 align:start position:0%
<00:10:40.480>let <00:10:40.620>me <00:10:40.760>just <00:10:40.900>say <00:10:41.040>here, <00:10:41.180>we've <00:10:41.320>already <00:10:41.460>seen <00:10:41.600>this <00:10:41.740>number <00:10:41.880>three

00:10:42.310 --> 00:10:42.320 align:start position:0%
<00:10:42.310>we've <00:10:42.311>already <00:10:42.313>seen <00:10:42.315>this <00:10:42.317>number <00:10:42.319>three

00:10:42.320 --> 00:10:45.030 align:start position:0%
<00:10:42.320>we've <00:10:42.436>already <00:10:42.553>seen <00:10:42.670>this <00:10:42.786>number <00:10:42.903>three <00:10:43.020>here. <00:10:43.136>Alter <00:10:43.253>the <00:10:43.370>logic <00:10:43.486>of <00:10:43.603>value <00:10:43.720>creation,

00:10:45.030 --> 00:10:45.040 align:start position:0%
<00:10:45.030>here. <00:10:45.031>Alter <00:10:45.033>the <00:10:45.034>logic <00:10:45.036>of <00:10:45.037>value <00:10:45.039>creation,

00:10:45.040 --> 00:10:48.030 align:start position:0%
<00:10:45.040>here. <00:10:45.180>Alter <00:10:45.319>the <00:10:45.459>logic <00:10:45.599>of <00:10:45.740>value <00:10:45.880>creation, <00:10:46.020>different <00:10:46.160>people <00:10:46.300>overseeing <00:10:46.439>development.

00:10:48.030 --> 00:10:48.040 align:start position:0%
<00:10:48.030>different <00:10:48.033>people <00:10:48.036>overseeing <00:10:48.039>development.

00:10:48.040 --> 00:10:50.030 align:start position:0%
<00:10:48.040>different <00:10:48.319>people <00:10:48.599>overseeing <00:10:48.880>development. <00:10:49.160>The <00:10:49.439>receptionist,

00:10:50.030 --> 00:10:50.040 align:start position:0%
<00:10:50.030>The <00:10:50.039>receptionist,

00:10:50.040 --> 00:10:52.390 align:start position:0%
<00:10:50.040>The <00:10:50.273>receptionist, <00:10:50.506>or <00:10:50.740>heaven <00:10:50.973>help <00:10:51.206>us, <00:10:51.439>HR,

00:10:52.390 --> 00:10:52.400 align:start position:0%
<00:10:52.390>or <00:10:52.392>heaven <00:10:52.394>help <00:10:52.396>us, <00:10:52.399>HR,

00:10:52.400 --> 00:10:54.150 align:start position:0%
<00:10:52.400>or <00:10:52.516>heaven <00:10:52.633>help <00:10:52.750>us, <00:10:52.866>HR, <00:10:52.983>has <00:10:53.100>come <00:10:53.216>up <00:10:53.333>with <00:10:53.449>a <00:10:53.566>brand <00:10:53.683>new <00:10:53.800>product

00:10:54.150 --> 00:10:54.160 align:start position:0%
<00:10:54.150>has <00:10:54.151>come <00:10:54.152>up <00:10:54.153>with <00:10:54.155>a <00:10:54.156>brand <00:10:54.157>new <00:10:54.159>product

00:10:54.160 --> 00:10:55.470 align:start position:0%
<00:10:54.160>has <00:10:54.250>come <00:10:54.341>up <00:10:54.432>with <00:10:54.522>a <00:10:54.613>brand <00:10:54.704>new <00:10:54.794>product <00:10:54.885>that <00:10:54.976>they <00:10:55.066>developed <00:10:55.157>over <00:10:55.248>the <00:10:55.339>weekend

00:10:55.470 --> 00:10:55.480 align:start position:0%
<00:10:55.470>that <00:10:55.471>they <00:10:55.473>developed <00:10:55.475>over <00:10:55.477>the <00:10:55.479>weekend

00:10:55.480 --> 00:10:58.430 align:start position:0%
<00:10:55.480>that <00:10:55.620>they <00:10:55.760>developed <00:10:55.900>over <00:10:56.040>the <00:10:56.180>weekend <00:10:56.320>with <00:10:56.460>their <00:10:56.600>five-year-old <00:10:56.740>child <00:10:56.880>using

00:10:58.430 --> 00:10:58.440 align:start position:0%
<00:10:58.430>with <00:10:58.432>their <00:10:58.434>five-year-old <00:10:58.436>child <00:10:58.439>using

00:10:58.440 --> 00:10:59.030 align:start position:0%
<00:10:58.440>with <00:10:58.546>their <00:10:58.652>five-year-old <00:10:58.758>child <00:10:58.864>using <00:10:58.971>um

00:10:59.030 --> 00:10:59.040 align:start position:0%
um

00:10:59.040 --> 00:11:01.470 align:start position:0%
<00:10:59.040>um <00:10:59.273>lovable <00:10:59.506>or <00:10:59.740>uh <00:10:59.973>something, <00:11:00.206>and <00:11:00.439>they've

00:11:01.470 --> 00:11:01.480 align:start position:0%
<00:11:01.470>lovable <00:11:01.471>or <00:11:01.473>uh <00:11:01.475>something, <00:11:01.477>and <00:11:01.479>they've

00:11:01.480 --> 00:11:03.430 align:start position:0%
<00:11:01.480>lovable <00:11:01.596>or <00:11:01.713>uh <00:11:01.830>something, <00:11:01.946>and <00:11:02.063>they've <00:11:02.180>come <00:11:02.296>up <00:11:02.413>with <00:11:02.530>a <00:11:02.646>brand <00:11:02.763>new <00:11:02.880>uh

00:11:03.430 --> 00:11:03.440 align:start position:0%
<00:11:03.430>come <00:11:03.431>up <00:11:03.433>with <00:11:03.434>a <00:11:03.436>brand <00:11:03.437>new <00:11:03.439>uh

00:11:03.440 --> 00:11:04.110 align:start position:0%
<00:11:03.440>come <00:11:03.526>up <00:11:03.612>with <00:11:03.698>a <00:11:03.784>brand <00:11:03.870>new <00:11:03.956>uh <00:11:04.043>um

00:11:04.110 --> 00:11:04.120 align:start position:0%
um

00:11:04.120 --> 00:11:05.710 align:start position:0%
<00:11:04.120>um <00:11:05.520>solution.

00:11:05.710 --> 00:11:05.720 align:start position:0%
solution.

00:11:05.720 --> 00:11:08.550 align:start position:0%
<00:11:05.720>solution. <00:11:05.860>That <00:11:06.000>may <00:11:06.140>or <00:11:06.280>may <00:11:06.420>not <00:11:06.560>work. <00:11:06.700>It <00:11:06.840>may <00:11:06.980>or <00:11:07.120>may

00:11:08.550 --> 00:11:08.560 align:start position:0%
<00:11:08.550>That <00:11:08.550>may <00:11:08.551>or <00:11:08.553>may <00:11:08.554>not <00:11:08.555>work. <00:11:08.555>It <00:11:08.556>may <00:11:08.558>or <00:11:08.559>may

00:11:08.560 --> 00:11:10.829 align:start position:0%
<00:11:08.560>That <00:11:08.653>may <00:11:08.746>or <00:11:08.839>may <00:11:08.933>not <00:11:09.026>work. <00:11:09.119>It <00:11:09.213>may <00:11:09.306>or <00:11:09.400>may <00:11:09.493>not <00:11:09.586>be <00:11:09.680>valuable <00:11:09.773>in <00:11:09.866>the <00:11:09.959>future.

00:11:10.829 --> 00:11:10.839 align:start position:0%
<00:11:10.829>not <00:11:10.830>be <00:11:10.832>valuable <00:11:10.834>in <00:11:10.836>the <00:11:10.838>future.

00:11:10.839 --> 00:11:13.510 align:start position:0%
<00:11:10.839>not <00:11:10.979>be <00:11:11.119>valuable <00:11:11.259>in <00:11:11.399>the <00:11:11.539>future. <00:11:11.679>However, <00:11:11.819>we're <00:11:11.959>seeing <00:11:12.099>different <00:11:12.239>people

00:11:13.510 --> 00:11:13.520 align:start position:0%
<00:11:13.510>However, <00:11:13.512>we're <00:11:13.514>seeing <00:11:13.516>different <00:11:13.519>people

00:11:13.520 --> 00:11:15.430 align:start position:0%
<00:11:13.520>However, <00:11:13.660>we're <00:11:13.800>seeing <00:11:13.939>different <00:11:14.079>people <00:11:14.220>step <00:11:14.360>into <00:11:14.500>different <00:11:14.640>roles. <00:11:14.780>So, <00:11:14.920>where

00:11:15.430 --> 00:11:15.440 align:start position:0%
<00:11:15.430>step <00:11:15.431>into <00:11:15.433>different <00:11:15.435>roles. <00:11:15.437>So, <00:11:15.439>where

00:11:15.440 --> 00:11:17.390 align:start position:0%
<00:11:15.440>step <00:11:15.567>into <00:11:15.694>different <00:11:15.821>roles. <00:11:15.949>So, <00:11:16.076>where <00:11:16.203>does <00:11:16.330>that <00:11:16.458>leave <00:11:16.585>the <00:11:16.712>developer? <00:11:16.840>The

00:11:17.390 --> 00:11:17.400 align:start position:0%
<00:11:17.390>does <00:11:17.391>that <00:11:17.393>leave <00:11:17.395>the <00:11:17.397>developer? <00:11:17.399>The

00:11:17.400 --> 00:11:20.390 align:start position:0%
<00:11:17.400>does <00:11:17.516>that <00:11:17.633>leave <00:11:17.750>the <00:11:17.866>developer? <00:11:17.983>The <00:11:18.100>developer <00:11:18.216>is <00:11:18.333>going <00:11:18.449>to <00:11:18.566>have <00:11:18.683>to <00:11:18.800>rethink

00:11:20.390 --> 00:11:20.400 align:start position:0%
<00:11:20.390>developer <00:11:20.391>is <00:11:20.393>going <00:11:20.394>to <00:11:20.396>have <00:11:20.397>to <00:11:20.399>rethink

00:11:20.400 --> 00:11:23.310 align:start position:0%
<00:11:20.400>developer <00:11:20.500>is <00:11:20.600>going <00:11:20.699>to <00:11:20.800>have <00:11:20.900>to <00:11:21.000>rethink <00:11:21.100>where <00:11:21.199>he <00:11:21.300>or <00:11:21.400>she <00:11:21.500>fits <00:11:21.600>into <00:11:21.699>this <00:11:21.800>new

00:11:23.310 --> 00:11:23.320 align:start position:0%
<00:11:23.310>where <00:11:23.311>he <00:11:23.312>or <00:11:23.313>she <00:11:23.315>fits <00:11:23.316>into <00:11:23.317>this <00:11:23.319>new

00:11:23.320 --> 00:11:24.910 align:start position:0%
<00:11:23.320>where <00:11:23.413>he <00:11:23.506>or <00:11:23.600>she <00:11:23.693>fits <00:11:23.786>into <00:11:23.880>this <00:11:23.973>new <00:11:24.066>workflow. <00:11:24.160>First <00:11:24.253>of <00:11:24.346>all, <00:11:24.440>you <00:11:24.533>have <00:11:24.626>to <00:11:24.720>know

00:11:24.910 --> 00:11:24.920 align:start position:0%
<00:11:24.910>workflow. <00:11:24.911>First <00:11:24.912>of <00:11:24.913>all, <00:11:24.915>you <00:11:24.916>have <00:11:24.917>to <00:11:24.919>know

00:11:24.920 --> 00:11:26.990 align:start position:0%
<00:11:24.920>workflow. <00:11:25.013>First <00:11:25.106>of <00:11:25.199>all, <00:11:25.293>you <00:11:25.386>have <00:11:25.479>to <00:11:25.573>know <00:11:25.666>what <00:11:25.760>the <00:11:25.853>new <00:11:25.946>workflow <00:11:26.040>is, <00:11:26.133>and <00:11:26.226>then <00:11:26.319>you

00:11:26.990 --> 00:11:27.000 align:start position:0%
<00:11:26.990>what <00:11:26.991>the <00:11:26.992>new <00:11:26.993>workflow <00:11:26.995>is, <00:11:26.996>and <00:11:26.997>then <00:11:26.999>you

00:11:27.000 --> 00:11:28.870 align:start position:0%
<00:11:27.000>what <00:11:27.116>the <00:11:27.233>new <00:11:27.350>workflow <00:11:27.466>is, <00:11:27.583>and <00:11:27.700>then <00:11:27.816>you <00:11:27.933>have <00:11:28.050>to <00:11:28.166>reconceptualize <00:11:28.283>your <00:11:28.400>own

00:11:28.870 --> 00:11:28.880 align:start position:0%
<00:11:28.870>have <00:11:28.872>to <00:11:28.874>reconceptualize <00:11:28.876>your <00:11:28.879>own

00:11:28.880 --> 00:11:31.750 align:start position:0%
<00:11:28.880>have <00:11:29.055>to <00:11:29.230>reconceptualize <00:11:29.405>your <00:11:29.580>own <00:11:29.755>position <00:11:29.930>within <00:11:30.105>in <00:11:30.280>workflow.

00:11:31.750 --> 00:11:31.760 align:start position:0%
<00:11:31.750>position <00:11:31.753>within <00:11:31.756>in <00:11:31.759>workflow.

00:11:31.760 --> 00:11:33.470 align:start position:0%
<00:11:31.760>position <00:11:32.110>within <00:11:32.460>in <00:11:32.810>workflow. <00:11:33.160>It's

00:11:33.470 --> 00:11:33.480 align:start position:0%
It's

00:11:33.480 --> 00:11:35.350 align:start position:0%
<00:11:33.480>It's <00:11:33.713>going <00:11:33.946>to <00:11:34.180>be <00:11:34.413>very <00:11:34.646>difficult <00:11:34.880>for

00:11:35.350 --> 00:11:35.360 align:start position:0%
<00:11:35.350>going <00:11:35.351>to <00:11:35.353>be <00:11:35.355>very <00:11:35.357>difficult <00:11:35.359>for

00:11:35.360 --> 00:11:38.350 align:start position:0%
<00:11:35.360>going <00:11:35.535>to <00:11:35.710>be <00:11:35.885>very <00:11:36.060>difficult <00:11:36.235>for <00:11:36.410>individual <00:11:36.585>developers <00:11:36.760>to

00:11:38.350 --> 00:11:38.360 align:start position:0%
<00:11:38.350>individual <00:11:38.354>developers <00:11:38.359>to

00:11:38.360 --> 00:11:40.990 align:start position:0%
<00:11:38.360>individual <00:11:38.515>developers <00:11:38.671>to <00:11:38.826>to <00:11:38.982>deal <00:11:39.137>with <00:11:39.293>this <00:11:39.448>change <00:11:39.604>because <00:11:39.760>what's

00:11:40.990 --> 00:11:41.000 align:start position:0%
<00:11:40.990>to <00:11:40.991>deal <00:11:40.993>with <00:11:40.994>this <00:11:40.996>change <00:11:40.997>because <00:11:40.999>what's

00:11:41.000 --> 00:11:43.750 align:start position:0%
<00:11:41.000>to <00:11:41.140>deal <00:11:41.280>with <00:11:41.420>this <00:11:41.560>change <00:11:41.700>because <00:11:41.840>what's <00:11:41.980>going <00:11:42.120>to <00:11:42.260>happen <00:11:42.400>is

00:11:43.750 --> 00:11:43.760 align:start position:0%
<00:11:43.750>going <00:11:43.753>to <00:11:43.756>happen <00:11:43.759>is

00:11:43.760 --> 00:11:46.270 align:start position:0%
<00:11:43.760>going <00:11:43.935>to <00:11:44.110>happen <00:11:44.285>is <00:11:44.460>the <00:11:44.635>technical <00:11:44.810>leaders <00:11:44.985>who <00:11:45.160>run

00:11:46.270 --> 00:11:46.280 align:start position:0%
<00:11:46.270>the <00:11:46.272>technical <00:11:46.274>leaders <00:11:46.276>who <00:11:46.279>run

00:11:46.280 --> 00:11:48.270 align:start position:0%
<00:11:46.280>the <00:11:46.407>technical <00:11:46.534>leaders <00:11:46.661>who <00:11:46.789>run <00:11:46.916>organizations <00:11:47.043>are <00:11:47.170>going <00:11:47.298>to <00:11:47.425>have <00:11:47.552>to <00:11:47.680>have

00:11:48.270 --> 00:11:48.280 align:start position:0%
<00:11:48.270>organizations <00:11:48.271>are <00:11:48.273>going <00:11:48.274>to <00:11:48.276>have <00:11:48.277>to <00:11:48.279>have

00:11:48.280 --> 00:11:50.630 align:start position:0%
<00:11:48.280>organizations <00:11:48.435>are <00:11:48.591>going <00:11:48.746>to <00:11:48.902>have <00:11:49.057>to <00:11:49.213>have <00:11:49.368>this <00:11:49.524>epiphany <00:11:49.680>first.

00:11:50.630 --> 00:11:50.640 align:start position:0%
<00:11:50.630>this <00:11:50.634>epiphany <00:11:50.639>first.

00:11:50.640 --> 00:11:52.310 align:start position:0%
<00:11:50.640>this <00:11:50.756>epiphany <00:11:50.873>first. <00:11:50.990>Uh <00:11:51.106>for <00:11:51.223>the <00:11:51.340>for <00:11:51.456>the <00:11:51.573>past <00:11:51.689>year <00:11:51.806>or <00:11:51.923>so <00:11:52.040>I've

00:11:52.310 --> 00:11:52.320 align:start position:0%
<00:11:52.310>Uh <00:11:52.310>for <00:11:52.312>the <00:11:52.313>for <00:11:52.314>the <00:11:52.315>past <00:11:52.316>year <00:11:52.317>or <00:11:52.318>so <00:11:52.319>I've

00:11:52.320 --> 00:11:55.190 align:start position:0%
<00:11:52.320>Uh <00:11:52.407>for <00:11:52.495>the <00:11:52.582>for <00:11:52.670>the <00:11:52.757>past <00:11:52.845>year <00:11:52.932>or <00:11:53.020>so <00:11:53.107>I've <00:11:53.195>been <00:11:53.282>trying <00:11:53.370>to <00:11:53.457>write <00:11:53.545>a <00:11:53.632>book <00:11:53.720>um

00:11:55.190 --> 00:11:55.200 align:start position:0%
<00:11:55.190>been <00:11:55.191>trying <00:11:55.193>to <00:11:55.194>write <00:11:55.196>a <00:11:55.197>book <00:11:55.199>um

00:11:55.200 --> 00:11:57.230 align:start position:0%
<00:11:55.200>been <00:11:55.316>trying <00:11:55.433>to <00:11:55.550>write <00:11:55.666>a <00:11:55.783>book <00:11:55.900>um <00:11:56.016>the <00:11:56.133>the <00:11:56.250>book <00:11:56.366>is <00:11:56.483>is <00:11:56.600>um

00:11:57.230 --> 00:11:57.240 align:start position:0%
<00:11:57.230>the <00:11:57.231>the <00:11:57.233>book <00:11:57.235>is <00:11:57.237>is <00:11:57.239>um

00:11:57.240 --> 00:11:59.030 align:start position:0%
<00:11:57.240>the <00:11:57.356>the <00:11:57.473>book <00:11:57.590>is <00:11:57.706>is <00:11:57.823>um <00:11:57.940>has <00:11:58.056>a <00:11:58.173>working <00:11:58.290>title <00:11:58.406>of <00:11:58.523>of <00:11:58.640>technical

00:11:59.030 --> 00:11:59.040 align:start position:0%
<00:11:59.030>has <00:11:59.031>a <00:11:59.033>working <00:11:59.034>title <00:11:59.036>of <00:11:59.037>of <00:11:59.039>technical

00:11:59.040 --> 00:12:00.390 align:start position:0%
<00:11:59.040>has <00:11:59.213>a <00:11:59.387>working <00:11:59.560>title <00:11:59.734>of <00:11:59.907>of <00:12:00.081>technical <00:12:00.255>leadership

00:12:00.390 --> 00:12:00.400 align:start position:0%
leadership

00:12:00.400 --> 00:12:04.310 align:start position:0%
<00:12:00.400>leadership <00:12:00.680>because <00:12:00.959>many <00:12:01.240>technical <00:12:01.520>leaders <00:12:01.800>don't

00:12:04.310 --> 00:12:04.320 align:start position:0%
<00:12:04.310>because <00:12:04.312>many <00:12:04.314>technical <00:12:04.316>leaders <00:12:04.319>don't

00:12:04.320 --> 00:12:08.390 align:start position:0%
<00:12:04.320>because <00:12:04.447>many <00:12:04.574>technical <00:12:04.701>leaders <00:12:04.829>don't <00:12:04.956>understand <00:12:05.083>really <00:12:05.210>what <00:12:05.338>the <00:12:05.465>role <00:12:05.592>and <00:12:05.720>the

00:12:08.390 --> 00:12:08.400 align:start position:0%
<00:12:08.390>understand <00:12:08.391>really <00:12:08.393>what <00:12:08.394>the <00:12:08.396>role <00:12:08.397>and <00:12:08.399>the

00:12:08.400 --> 00:12:09.110 align:start position:0%
<00:12:08.400>understand <00:12:08.491>really <00:12:08.582>what <00:12:08.673>the <00:12:08.765>role <00:12:08.856>and <00:12:08.947>the <00:12:09.039>um

00:12:09.110 --> 00:12:09.120 align:start position:0%
um

00:12:09.120 --> 00:12:11.670 align:start position:0%
<00:12:09.120>um <00:12:09.400>future <00:12:09.680>direction <00:12:09.960>of <00:12:10.240>a <00:12:10.520>software

00:12:11.670 --> 00:12:11.680 align:start position:0%
<00:12:11.670>future <00:12:11.672>direction <00:12:11.674>of <00:12:11.676>a <00:12:11.679>software

00:12:11.680 --> 00:12:13.310 align:start position:0%
<00:12:11.680>future <00:12:11.819>direction <00:12:11.959>of <00:12:12.099>a <00:12:12.239>software <00:12:12.380>development <00:12:12.520>life <00:12:12.660>cycle <00:12:12.800>workflow <00:12:12.939>is <00:12:13.079>going

00:12:13.310 --> 00:12:13.320 align:start position:0%
<00:12:13.310>development <00:12:13.311>life <00:12:13.313>cycle <00:12:13.315>workflow <00:12:13.317>is <00:12:13.319>going

00:12:13.320 --> 00:12:14.990 align:start position:0%
<00:12:13.320>development <00:12:13.447>life <00:12:13.574>cycle <00:12:13.701>workflow <00:12:13.829>is <00:12:13.956>going <00:12:14.083>to <00:12:14.210>look <00:12:14.338>like. <00:12:14.465>Consequently, <00:12:14.592>they <00:12:14.720>don't

00:12:14.990 --> 00:12:15.000 align:start position:0%
<00:12:14.990>to <00:12:14.991>look <00:12:14.993>like. <00:12:14.995>Consequently, <00:12:14.997>they <00:12:14.999>don't

00:12:15.000 --> 00:12:17.870 align:start position:0%
<00:12:15.000>to <00:12:15.175>look <00:12:15.350>like. <00:12:15.525>Consequently, <00:12:15.700>they <00:12:15.875>don't <00:12:16.050>understand <00:12:16.225>about <00:12:16.400>developers.

00:12:17.870 --> 00:12:17.880 align:start position:0%
<00:12:17.870>understand <00:12:17.874>about <00:12:17.879>developers.

00:12:17.880 --> 00:12:20.310 align:start position:0%
<00:12:17.880>understand <00:12:18.035>about <00:12:18.191>developers. <00:12:18.346>If <00:12:18.502>you <00:12:18.657>read <00:12:18.813>the <00:12:18.968>newspapers, <00:12:19.124>you'll <00:12:19.280>see

00:12:20.310 --> 00:12:20.320 align:start position:0%
<00:12:20.310>If <00:12:20.311>you <00:12:20.313>read <00:12:20.314>the <00:12:20.316>newspapers, <00:12:20.317>you'll <00:12:20.319>see

00:12:20.320 --> 00:12:23.630 align:start position:0%
<00:12:20.320>If <00:12:20.447>you <00:12:20.574>read <00:12:20.701>the <00:12:20.829>newspapers, <00:12:20.956>you'll <00:12:21.083>see <00:12:21.210>8,000 <00:12:21.338>developers <00:12:21.465>let <00:12:21.592>go <00:12:21.720>by

00:12:23.630 --> 00:12:23.640 align:start position:0%
<00:12:23.630>8,000 <00:12:23.632>developers <00:12:23.634>let <00:12:23.636>go <00:12:23.639>by

00:12:23.640 --> 00:12:26.870 align:start position:0%
<00:12:23.640>8,000 <00:12:23.767>developers <00:12:23.894>let <00:12:24.021>go <00:12:24.149>by <00:12:24.276>uh <00:12:24.403>Meta, <00:12:24.530>12,000 <00:12:24.658>developers <00:12:24.785>let <00:12:24.912>go <00:12:25.040>by

00:12:26.870 --> 00:12:26.880 align:start position:0%
<00:12:26.870>uh <00:12:26.871>Meta, <00:12:26.873>12,000 <00:12:26.874>developers <00:12:26.876>let <00:12:26.877>go <00:12:26.879>by

00:12:26.880 --> 00:12:30.030 align:start position:0%
<00:12:26.880>uh <00:12:26.996>Meta, <00:12:27.113>12,000 <00:12:27.230>developers <00:12:27.346>let <00:12:27.463>go <00:12:27.580>by <00:12:27.696>Amazon <00:12:27.813>because <00:12:27.930>inside <00:12:28.046>that <00:12:28.163>the <00:12:28.280>technical

00:12:30.030 --> 00:12:30.040 align:start position:0%
<00:12:30.030>Amazon <00:12:30.031>because <00:12:30.033>inside <00:12:30.035>that <00:12:30.037>the <00:12:30.039>technical

00:12:30.040 --> 00:12:31.790 align:start position:0%
<00:12:30.040>Amazon <00:12:30.180>because <00:12:30.319>inside <00:12:30.459>that <00:12:30.599>the <00:12:30.740>technical <00:12:30.880>inside <00:12:31.020>those <00:12:31.160>organizations <00:12:31.300>the <00:12:31.439>technical

00:12:31.790 --> 00:12:31.800 align:start position:0%
<00:12:31.790>inside <00:12:31.792>those <00:12:31.794>organizations <00:12:31.796>the <00:12:31.799>technical

00:12:31.800 --> 00:12:36.270 align:start position:0%
<00:12:31.800>inside <00:12:31.939>those <00:12:32.079>organizations <00:12:32.219>the <00:12:32.359>technical <00:12:32.500>leaders <00:12:32.640>believe <00:12:32.780>that <00:12:32.920>they <00:12:33.060>can <00:12:33.199>replace

00:12:36.270 --> 00:12:36.280 align:start position:0%
<00:12:36.270>leaders <00:12:36.271>believe <00:12:36.273>that <00:12:36.275>they <00:12:36.277>can <00:12:36.279>replace

00:12:36.280 --> 00:12:39.550 align:start position:0%
<00:12:36.280>leaders <00:12:36.435>believe <00:12:36.591>that <00:12:36.746>they <00:12:36.902>can <00:12:37.057>replace <00:12:37.213>individuals, <00:12:37.368>individual <00:12:37.524>developers <00:12:37.680>with

00:12:39.550 --> 00:12:39.560 align:start position:0%
<00:12:39.550>individuals, <00:12:39.553>individual <00:12:39.555>developers <00:12:39.559>with

00:12:39.560 --> 00:12:40.870 align:start position:0%
<00:12:39.560>individuals, <00:12:39.854>individual <00:12:40.149>developers <00:12:40.444>with <00:12:40.739>AI.

00:12:40.870 --> 00:12:40.880 align:start position:0%
AI.

00:12:40.880 --> 00:12:42.470 align:start position:0%
<00:12:40.880>AI. <00:12:42.280>Meaning

00:12:42.470 --> 00:12:42.480 align:start position:0%
Meaning

00:12:42.480 --> 00:12:46.390 align:start position:0%
<00:12:42.480>Meaning <00:12:42.635>an <00:12:42.791>AI <00:12:42.946>agent <00:12:43.102>taking <00:12:43.257>over <00:12:43.413>the <00:12:43.568>role <00:12:43.724>of <00:12:43.880>a

00:12:46.390 --> 00:12:46.400 align:start position:0%
<00:12:46.390>an <00:12:46.391>AI <00:12:46.392>agent <00:12:46.393>taking <00:12:46.394>over <00:12:46.395>the <00:12:46.396>role <00:12:46.397>of <00:12:46.399>a

00:12:46.400 --> 00:12:49.390 align:start position:0%
<00:12:46.400>an <00:12:46.500>AI <00:12:46.600>agent <00:12:46.699>taking <00:12:46.800>over <00:12:46.900>the <00:12:47.000>role <00:12:47.100>of <00:12:47.199>a <00:12:47.300>software <00:12:47.400>developer. <00:12:47.500>When <00:12:47.600>in <00:12:47.699>reality, <00:12:47.800>AI

00:12:49.390 --> 00:12:49.400 align:start position:0%
<00:12:49.390>software <00:12:49.391>developer. <00:12:49.393>When <00:12:49.395>in <00:12:49.397>reality, <00:12:49.399>AI

00:12:49.400 --> 00:12:51.590 align:start position:0%
<00:12:49.400>software <00:12:49.507>developer. <00:12:49.615>When <00:12:49.723>in <00:12:49.830>reality, <00:12:49.938>AI <00:12:50.046>agents <00:12:50.153>only <00:12:50.261>take <00:12:50.369>over <00:12:50.476>the <00:12:50.584>some <00:12:50.692>of <00:12:50.800>the

00:12:51.590 --> 00:12:51.600 align:start position:0%
<00:12:51.590>agents <00:12:51.591>only <00:12:51.592>take <00:12:51.593>over <00:12:51.595>the <00:12:51.596>some <00:12:51.597>of <00:12:51.599>the

00:12:51.600 --> 00:12:54.070 align:start position:0%
<00:12:51.600>agents <00:12:51.727>only <00:12:51.854>take <00:12:51.981>over <00:12:52.109>the <00:12:52.236>some <00:12:52.363>of <00:12:52.490>the <00:12:52.618>tasks <00:12:52.745>of <00:12:52.872>a <00:12:53.000>developer.

00:12:54.070 --> 00:12:54.080 align:start position:0%
<00:12:54.070>tasks <00:12:54.073>of <00:12:54.076>a <00:12:54.079>developer.

00:12:54.080 --> 00:12:55.110 align:start position:0%
<00:12:54.080>tasks <00:12:54.157>of <00:12:54.234>a <00:12:54.311>developer. <00:12:54.389>So <00:12:54.466>what <00:12:54.543>do <00:12:54.620>you <00:12:54.698>what <00:12:54.775>do <00:12:54.852>you <00:12:54.929>do <00:12:55.007>about

00:12:55.110 --> 00:12:55.120 align:start position:0%
<00:12:55.110>So <00:12:55.111>what <00:12:55.112>do <00:12:55.113>you <00:12:55.114>what <00:12:55.115>do <00:12:55.116>you <00:12:55.117>do <00:12:55.119>about

00:12:55.120 --> 00:12:56.030 align:start position:0%
<00:12:55.120>So <00:12:55.211>what <00:12:55.302>do <00:12:55.393>you <00:12:55.484>what <00:12:55.575>do <00:12:55.665>you <00:12:55.757>do <00:12:55.848>about <00:12:55.939>this?

00:12:56.030 --> 00:12:56.040 align:start position:0%
this?

00:12:56.040 --> 00:12:58.550 align:start position:0%
<00:12:56.040>this? <00:12:56.390>Uh <00:12:56.740>in <00:12:57.089>the <00:12:57.439>1990s,

00:12:58.550 --> 00:12:58.560 align:start position:0%
<00:12:58.550>Uh <00:12:58.553>in <00:12:58.555>the <00:12:58.559>1990s,

00:12:58.560 --> 00:13:01.070 align:start position:0%
<00:12:58.560>Uh <00:12:58.699>in <00:12:58.839>the <00:12:58.979>1990s, <00:12:59.119>there <00:12:59.260>was <00:12:59.400>a <00:12:59.540>woman <00:12:59.680>named <00:12:59.819>Donella <00:12:59.959>Meadows

00:13:01.070 --> 00:13:01.080 align:start position:0%
<00:13:01.070>there <00:13:01.071>was <00:13:01.073>a <00:13:01.074>woman <00:13:01.076>named <00:13:01.077>Donella <00:13:01.079>Meadows

00:13:01.080 --> 00:13:02.870 align:start position:0%
<00:13:01.080>there <00:13:01.180>was <00:13:01.280>a <00:13:01.380>woman <00:13:01.480>named <00:13:01.580>Donella <00:13:01.680>Meadows <00:13:01.780>who <00:13:01.880>wrote <00:13:01.980>uh <00:13:02.080>a <00:13:02.180>book <00:13:02.280>called <00:13:02.380>Thinking <00:13:02.480>in

00:13:02.870 --> 00:13:02.880 align:start position:0%
<00:13:02.870>who <00:13:02.871>wrote <00:13:02.872>uh <00:13:02.873>a <00:13:02.875>book <00:13:02.876>called <00:13:02.877>Thinking <00:13:02.879>in

00:13:02.880 --> 00:13:04.230 align:start position:0%
<00:13:02.880>who <00:13:03.031>wrote <00:13:03.183>uh <00:13:03.335>a <00:13:03.487>book <00:13:03.639>called <00:13:03.791>Thinking <00:13:03.943>in <00:13:04.095>Systems.

00:13:04.230 --> 00:13:04.240 align:start position:0%
Systems.

00:13:04.240 --> 00:13:08.150 align:start position:0%
<00:13:04.240>Systems. <00:13:04.395>And <00:13:04.551>uh <00:13:04.706>recently <00:13:04.862>there <00:13:05.017>was <00:13:05.173>a <00:13:05.328>book <00:13:05.484>uh <00:13:05.640>by

00:13:08.150 --> 00:13:08.160 align:start position:0%
<00:13:08.150>And <00:13:08.151>uh <00:13:08.152>recently <00:13:08.153>there <00:13:08.154>was <00:13:08.155>a <00:13:08.156>book <00:13:08.157>uh <00:13:08.159>by

00:13:08.160 --> 00:13:11.190 align:start position:0%
<00:13:08.160>And <00:13:08.260>uh <00:13:08.360>recently <00:13:08.459>there <00:13:08.560>was <00:13:08.660>a <00:13:08.760>book <00:13:08.860>uh <00:13:08.959>by <00:13:09.060>uh <00:13:09.160>Sajith <00:13:09.260>Paul <00:13:09.360>uh <00:13:09.459>Chudarie <00:13:09.560>called

00:13:11.190 --> 00:13:11.200 align:start position:0%
<00:13:11.190>uh <00:13:11.191>Sajith <00:13:11.193>Paul <00:13:11.195>uh <00:13:11.197>Chudarie <00:13:11.199>called

00:13:11.200 --> 00:13:13.510 align:start position:0%
<00:13:11.200>uh <00:13:11.340>Sajith <00:13:11.480>Paul <00:13:11.620>uh <00:13:11.760>Chudarie <00:13:11.900>called <00:13:12.040>Reshuffle, <00:13:12.180>which <00:13:12.320>I <00:13:12.460>would <00:13:12.600>strongly

00:13:13.510 --> 00:13:13.520 align:start position:0%
<00:13:13.510>Reshuffle, <00:13:13.512>which <00:13:13.514>I <00:13:13.516>would <00:13:13.519>strongly

00:13:13.520 --> 00:13:16.070 align:start position:0%
<00:13:13.520>Reshuffle, <00:13:13.660>which <00:13:13.800>I <00:13:13.939>would <00:13:14.079>strongly <00:13:14.220>recommend <00:13:14.360>to <00:13:14.500>to <00:13:14.640>people <00:13:14.780>to <00:13:14.920>read.

00:13:16.070 --> 00:13:16.080 align:start position:0%
<00:13:16.070>recommend <00:13:16.071>to <00:13:16.073>to <00:13:16.075>people <00:13:16.077>to <00:13:16.079>read.

00:13:16.080 --> 00:13:20.829 align:start position:0%
<00:13:16.080>recommend <00:13:16.196>to <00:13:16.313>to <00:13:16.430>people <00:13:16.546>to <00:13:16.663>read. <00:13:16.780>In <00:13:16.896>this, <00:13:17.013>they <00:13:17.130>describe <00:13:17.246>the <00:13:17.363>the <00:13:17.480>systemic

00:13:20.829 --> 00:13:20.839 align:start position:0%
<00:13:20.829>In <00:13:20.830>this, <00:13:20.832>they <00:13:20.833>describe <00:13:20.834>the <00:13:20.836>the <00:13:20.838>systemic

00:13:20.839 --> 00:13:23.470 align:start position:0%
<00:13:20.839>In <00:13:21.013>this, <00:13:21.189>they <00:13:21.363>describe <00:13:21.539>the <00:13:21.714>the <00:13:21.888>systemic <00:13:22.064>thinking <00:13:22.238>versus

00:13:23.470 --> 00:13:23.480 align:start position:0%
<00:13:23.470>thinking <00:13:23.479>versus

00:13:23.480 --> 00:13:25.190 align:start position:0%
<00:13:23.480>thinking <00:13:24.180>versus <00:13:24.880>um

00:13:25.190 --> 00:13:25.200 align:start position:0%
um

00:13:25.200 --> 00:13:28.310 align:start position:0%
<00:13:25.200>um <00:13:25.375>thinking <00:13:25.550>in <00:13:25.725>terms <00:13:25.900>of <00:13:26.075>tasks <00:13:26.250>and <00:13:26.425>how <00:13:26.600>this

00:13:28.310 --> 00:13:28.320 align:start position:0%
<00:13:28.310>thinking <00:13:28.311>in <00:13:28.312>terms <00:13:28.313>of <00:13:28.315>tasks <00:13:28.316>and <00:13:28.317>how <00:13:28.319>this

00:13:28.320 --> 00:13:30.110 align:start position:0%
<00:13:28.320>thinking <00:13:28.495>in <00:13:28.670>terms <00:13:28.845>of <00:13:29.020>tasks <00:13:29.195>and <00:13:29.370>how <00:13:29.545>this <00:13:29.720>impacts

00:13:30.110 --> 00:13:30.120 align:start position:0%
impacts

00:13:30.120 --> 00:13:32.030 align:start position:0%
<00:13:30.120>impacts <00:13:31.520>negatively

00:13:32.030 --> 00:13:32.040 align:start position:0%
negatively

00:13:32.040 --> 00:13:33.830 align:start position:0%
<00:13:32.040>negatively <00:13:33.439>transformations.

00:13:33.830 --> 00:13:33.840 align:start position:0%
transformations.

00:13:33.840 --> 00:13:35.150 align:start position:0%
<00:13:33.840>transformations. <00:13:35.019>Um

00:13:35.150 --> 00:13:35.160 align:start position:0%
Um

00:13:35.160 --> 00:13:37.670 align:start position:0%
<00:13:35.160>Um <00:13:35.393>the <00:13:35.626>future <00:13:35.860>of <00:13:36.093>software <00:13:36.326>and <00:13:36.560>database

00:13:37.670 --> 00:13:37.680 align:start position:0%
<00:13:37.670>the <00:13:37.671>future <00:13:37.673>of <00:13:37.675>software <00:13:37.677>and <00:13:37.679>database

00:13:37.680 --> 00:13:39.950 align:start position:0%
<00:13:37.680>the <00:13:37.880>future <00:13:38.079>of <00:13:38.280>software <00:13:38.479>and <00:13:38.680>database <00:13:38.880>development <00:13:39.079>is

00:13:39.950 --> 00:13:39.960 align:start position:0%
<00:13:39.950>development <00:13:39.959>is

00:13:39.960 --> 00:13:42.910 align:start position:0%
<00:13:39.960>development <00:13:40.115>is <00:13:40.271>not <00:13:40.426>far <00:13:40.582>off <00:13:40.737>from <00:13:40.893>what <00:13:41.048>we've <00:13:41.204>already <00:13:41.360>been

00:13:42.910 --> 00:13:42.920 align:start position:0%
<00:13:42.910>not <00:13:42.911>far <00:13:42.912>off <00:13:42.913>from <00:13:42.915>what <00:13:42.916>we've <00:13:42.917>already <00:13:42.919>been

00:13:42.920 --> 00:13:44.590 align:start position:0%
<00:13:42.920>not <00:13:43.075>far <00:13:43.231>off <00:13:43.386>from <00:13:43.542>what <00:13:43.697>we've <00:13:43.853>already <00:13:44.008>been <00:13:44.164>doing <00:13:44.319>well

00:13:44.590 --> 00:13:44.600 align:start position:0%
<00:13:44.590>doing <00:13:44.599>well

00:13:44.600 --> 00:13:47.270 align:start position:0%
<00:13:44.600>doing <00:13:44.775>well <00:13:44.950>at <00:13:45.125>least <00:13:45.300>the <00:13:45.475>best <00:13:45.650>developers <00:13:45.825>have <00:13:46.000>been

00:13:47.270 --> 00:13:47.280 align:start position:0%
<00:13:47.270>at <00:13:47.271>least <00:13:47.273>the <00:13:47.274>best <00:13:47.276>developers <00:13:47.277>have <00:13:47.279>been

00:13:47.280 --> 00:13:48.510 align:start position:0%
<00:13:47.280>at <00:13:47.418>least <00:13:47.556>the <00:13:47.695>best <00:13:47.833>developers <00:13:47.971>have <00:13:48.110>been <00:13:48.248>doing <00:13:48.387>well

00:13:48.510 --> 00:13:48.520 align:start position:0%
<00:13:48.510>doing <00:13:48.519>well

00:13:48.520 --> 00:13:51.710 align:start position:0%
<00:13:48.520>doing <00:13:48.800>well <00:13:49.079>in <00:13:49.360>software <00:13:49.640>development. <00:13:49.920>So,

00:13:51.710 --> 00:13:51.720 align:start position:0%
<00:13:51.710>in <00:13:51.713>software <00:13:51.716>development. <00:13:51.719>So,

00:13:51.720 --> 00:13:53.670 align:start position:0%
<00:13:51.720>in <00:13:51.920>software <00:13:52.120>development. <00:13:52.320>So, <00:13:52.520>overseeing <00:13:52.720>the <00:13:52.920>production <00:13:53.120>of

00:13:53.670 --> 00:13:53.680 align:start position:0%
<00:13:53.670>overseeing <00:13:53.673>the <00:13:53.675>production <00:13:53.679>of

00:13:53.680 --> 00:13:56.190 align:start position:0%
<00:13:53.680>overseeing <00:13:53.880>the <00:13:54.079>production <00:13:54.280>of <00:13:54.479>maintainable <00:13:54.680>code. <00:13:54.880>David <00:13:55.079>Farley

00:13:56.190 --> 00:13:56.200 align:start position:0%
<00:13:56.190>maintainable <00:13:56.193>code. <00:13:56.196>David <00:13:56.199>Farley

00:13:56.200 --> 00:13:58.710 align:start position:0%
<00:13:56.200>maintainable <00:13:56.327>code. <00:13:56.454>David <00:13:56.581>Farley <00:13:56.709>defines <00:13:56.836>good <00:13:56.963>code <00:13:57.090>as <00:13:57.218>code <00:13:57.345>that's <00:13:57.472>easy <00:13:57.600>to

00:13:58.710 --> 00:13:58.720 align:start position:0%
<00:13:58.710>defines <00:13:58.711>good <00:13:58.712>code <00:13:58.713>as <00:13:58.715>code <00:13:58.716>that's <00:13:58.717>easy <00:13:58.719>to

00:13:58.720 --> 00:14:01.590 align:start position:0%
<00:13:58.720>defines <00:13:58.836>good <00:13:58.953>code <00:13:59.070>as <00:13:59.186>code <00:13:59.303>that's <00:13:59.420>easy <00:13:59.536>to <00:13:59.653>change. <00:13:59.770>This <00:13:59.886>is <00:14:00.003>absolutely <00:14:00.120>true.

00:14:01.590 --> 00:14:01.600 align:start position:0%
<00:14:01.590>change. <00:14:01.592>This <00:14:01.594>is <00:14:01.596>absolutely <00:14:01.599>true.

00:14:01.600 --> 00:14:03.910 align:start position:0%
<00:14:01.600>change. <00:14:01.833>This <00:14:02.066>is <00:14:02.300>absolutely <00:14:02.533>true. <00:14:02.766>AI, <00:14:03.000>however,

00:14:03.910 --> 00:14:03.920 align:start position:0%
<00:14:03.910>AI, <00:14:03.919>however,

00:14:03.920 --> 00:14:06.910 align:start position:0%
<00:14:03.920>AI, <00:14:04.153>however, <00:14:04.386>sometimes <00:14:04.620>ends <00:14:04.853>up <00:14:05.086>creating <00:14:05.319>software

00:14:06.910 --> 00:14:06.920 align:start position:0%
<00:14:06.910>sometimes <00:14:06.912>ends <00:14:06.914>up <00:14:06.916>creating <00:14:06.919>software

00:14:06.920 --> 00:14:08.390 align:start position:0%
<00:14:06.920>sometimes <00:14:07.052>ends <00:14:07.184>up <00:14:07.316>creating <00:14:07.449>software <00:14:07.581>that's <00:14:07.713>very <00:14:07.846>difficult <00:14:07.978>or <00:14:08.110>code <00:14:08.242>that's

00:14:08.390 --> 00:14:08.400 align:start position:0%
<00:14:08.390>that's <00:14:08.391>very <00:14:08.393>difficult <00:14:08.395>or <00:14:08.397>code <00:14:08.399>that's

00:14:08.400 --> 00:14:10.550 align:start position:0%
<00:14:08.400>that's <00:14:08.555>very <00:14:08.711>difficult <00:14:08.866>or <00:14:09.022>code <00:14:09.177>that's <00:14:09.333>very <00:14:09.488>difficult <00:14:09.644>to <00:14:09.800>change.

00:14:10.550 --> 00:14:10.560 align:start position:0%
<00:14:10.550>very <00:14:10.553>difficult <00:14:10.555>to <00:14:10.559>change.

00:14:10.560 --> 00:14:12.390 align:start position:0%
<00:14:10.560>very <00:14:10.760>difficult <00:14:10.959>to <00:14:11.160>change. <00:14:11.359>And <00:14:11.560>what <00:14:11.760>happens <00:14:11.959>is

00:14:12.390 --> 00:14:12.400 align:start position:0%
<00:14:12.390>And <00:14:12.393>what <00:14:12.396>happens <00:14:12.399>is

00:14:12.400 --> 00:14:15.270 align:start position:0%
<00:14:12.400>And <00:14:12.527>what <00:14:12.654>happens <00:14:12.781>is <00:14:12.909>the <00:14:13.036>best <00:14:13.163>engineers <00:14:13.290>end <00:14:13.418>up <00:14:13.545>being <00:14:13.672>what <00:14:13.800>are

00:14:15.270 --> 00:14:15.280 align:start position:0%
<00:14:15.270>the <00:14:15.271>best <00:14:15.272>engineers <00:14:15.273>end <00:14:15.275>up <00:14:15.276>being <00:14:15.277>what <00:14:15.279>are

00:14:15.280 --> 00:14:17.390 align:start position:0%
<00:14:15.280>the <00:14:15.420>best <00:14:15.560>engineers <00:14:15.699>end <00:14:15.839>up <00:14:15.980>being <00:14:16.120>what <00:14:16.260>are <00:14:16.400>called <00:14:16.540>slop <00:14:16.680>janitors

00:14:17.390 --> 00:14:17.400 align:start position:0%
<00:14:17.390>called <00:14:17.394>slop <00:14:17.399>janitors

00:14:17.400 --> 00:14:19.790 align:start position:0%
<00:14:17.400>called <00:14:17.516>slop <00:14:17.633>janitors <00:14:17.750>and <00:14:17.866>they <00:14:17.983>end <00:14:18.100>up <00:14:18.216>having <00:14:18.333>to <00:14:18.449>fix <00:14:18.566>all <00:14:18.683>of <00:14:18.800>the

00:14:19.790 --> 00:14:19.800 align:start position:0%
<00:14:19.790>and <00:14:19.790>they <00:14:19.791>end <00:14:19.793>up <00:14:19.794>having <00:14:19.795>to <00:14:19.795>fix <00:14:19.796>all <00:14:19.798>of <00:14:19.799>the

00:14:19.800 --> 00:14:22.910 align:start position:0%
<00:14:19.800>and <00:14:19.882>they <00:14:19.964>end <00:14:20.047>up <00:14:20.129>having <00:14:20.211>to <00:14:20.294>fix <00:14:20.376>all <00:14:20.458>of <00:14:20.541>the <00:14:20.623>slop <00:14:20.705>that <00:14:20.788>gets <00:14:20.870>produced <00:14:20.952>by <00:14:21.035>AI. <00:14:21.117>So, <00:14:21.199>we

00:14:22.910 --> 00:14:22.920 align:start position:0%
<00:14:22.910>slop <00:14:22.911>that <00:14:22.912>gets <00:14:22.913>produced <00:14:22.915>by <00:14:22.916>AI. <00:14:22.917>So, <00:14:22.919>we

00:14:22.920 --> 00:14:26.390 align:start position:0%
<00:14:22.920>slop <00:14:23.013>that <00:14:23.106>gets <00:14:23.199>produced <00:14:23.293>by <00:14:23.386>AI. <00:14:23.479>So, <00:14:23.573>we <00:14:23.666>need <00:14:23.760>to <00:14:23.853>make <00:14:23.946>sure <00:14:24.040>that <00:14:24.133>we <00:14:24.226>oversee <00:14:24.319>the

00:14:26.390 --> 00:14:26.400 align:start position:0%
<00:14:26.390>need <00:14:26.391>to <00:14:26.392>make <00:14:26.393>sure <00:14:26.395>that <00:14:26.396>we <00:14:26.397>oversee <00:14:26.399>the

00:14:26.400 --> 00:14:29.670 align:start position:0%
<00:14:26.400>need <00:14:26.507>to <00:14:26.615>make <00:14:26.723>sure <00:14:26.830>that <00:14:26.938>we <00:14:27.046>oversee <00:14:27.153>the <00:14:27.261>software <00:14:27.369>development <00:14:27.476>done <00:14:27.584>by <00:14:27.692>AI <00:14:27.800>agents

00:14:29.670 --> 00:14:29.680 align:start position:0%
<00:14:29.670>software <00:14:29.671>development <00:14:29.673>done <00:14:29.675>by <00:14:29.677>AI <00:14:29.679>agents

00:14:29.680 --> 00:14:33.510 align:start position:0%
<00:14:29.680>software <00:14:29.807>development <00:14:29.934>done <00:14:30.061>by <00:14:30.189>AI <00:14:30.316>agents <00:14:30.443>um <00:14:30.570>as <00:14:30.698>maintainable <00:14:30.825>code, <00:14:30.952>quality <00:14:31.079>code,

00:14:33.510 --> 00:14:33.520 align:start position:0%
<00:14:33.510>um <00:14:33.511>as <00:14:33.513>maintainable <00:14:33.515>code, <00:14:33.517>quality <00:14:33.519>code,

00:14:33.520 --> 00:14:35.270 align:start position:0%
<00:14:33.520>um <00:14:33.720>as <00:14:33.920>maintainable <00:14:34.120>code, <00:14:34.319>quality <00:14:34.520>code, <00:14:34.720>maintainable <00:14:34.920>code.

00:14:35.270 --> 00:14:35.280 align:start position:0%
<00:14:35.270>maintainable <00:14:35.279>code.

00:14:35.280 --> 00:14:38.590 align:start position:0%
<00:14:35.280>maintainable <00:14:35.454>code. <00:14:35.630>We <00:14:35.805>have <00:14:35.980>to <00:14:36.155>manage <00:14:36.329>outcomes <00:14:36.505>because <00:14:36.680>every

00:14:38.590 --> 00:14:38.600 align:start position:0%
<00:14:38.590>We <00:14:38.591>have <00:14:38.593>to <00:14:38.594>manage <00:14:38.596>outcomes <00:14:38.597>because <00:14:38.599>every

00:14:38.600 --> 00:14:42.070 align:start position:0%
<00:14:38.600>We <00:14:38.740>have <00:14:38.880>to <00:14:39.020>manage <00:14:39.160>outcomes <00:14:39.300>because <00:14:39.440>every <00:14:39.580>AI <00:14:39.720>hallucination <00:14:39.860>hallucination <00:14:40.000>story

00:14:42.070 --> 00:14:42.080 align:start position:0%
<00:14:42.070>AI <00:14:42.073>hallucination <00:14:42.076>hallucination <00:14:42.079>story

00:14:42.080 --> 00:14:45.910 align:start position:0%
<00:14:42.080>AI <00:14:42.207>hallucination <00:14:42.334>hallucination <00:14:42.461>story <00:14:42.589>ends <00:14:42.716>up <00:14:42.843>with <00:14:42.970>the <00:14:43.098>same <00:14:43.225>punchline. <00:14:43.352>The <00:14:43.480>AI

00:14:45.910 --> 00:14:45.920 align:start position:0%
<00:14:45.910>ends <00:14:45.911>up <00:14:45.912>with <00:14:45.913>the <00:14:45.915>same <00:14:45.916>punchline. <00:14:45.917>The <00:14:45.919>AI

00:14:45.920 --> 00:14:48.190 align:start position:0%
<00:14:45.920>ends <00:14:46.027>up <00:14:46.135>with <00:14:46.243>the <00:14:46.350>same <00:14:46.458>punchline. <00:14:46.566>The <00:14:46.673>AI <00:14:46.781>did <00:14:46.889>something <00:14:46.996>completely <00:14:47.104>out <00:14:47.212>of <00:14:47.319>context,

00:14:48.190 --> 00:14:48.200 align:start position:0%
<00:14:48.190>did <00:14:48.191>something <00:14:48.193>completely <00:14:48.195>out <00:14:48.197>of <00:14:48.199>context,

00:14:48.200 --> 00:14:49.510 align:start position:0%
<00:14:48.200>did <00:14:48.368>something <00:14:48.536>completely <00:14:48.705>out <00:14:48.873>of <00:14:49.042>context, <00:14:49.210>something <00:14:49.379>that

00:14:49.510 --> 00:14:49.520 align:start position:0%
<00:14:49.510>something <00:14:49.519>that

00:14:49.520 --> 00:14:52.750 align:start position:0%
<00:14:49.520>something <00:14:49.675>that <00:14:49.831>a <00:14:49.986>human <00:14:50.142>would <00:14:50.297>have <00:14:50.453>never <00:14:50.608>even <00:14:50.764>thought <00:14:50.920>to

00:14:52.750 --> 00:14:52.760 align:start position:0%
<00:14:52.750>a <00:14:52.751>human <00:14:52.752>would <00:14:52.753>have <00:14:52.755>never <00:14:52.756>even <00:14:52.757>thought <00:14:52.759>to

00:14:52.760 --> 00:14:55.870 align:start position:0%
<00:14:52.760>a <00:14:52.853>human <00:14:52.946>would <00:14:53.040>have <00:14:53.133>never <00:14:53.226>even <00:14:53.319>thought <00:14:53.413>to <00:14:53.506>to <00:14:53.600>do <00:14:53.693>and <00:14:53.786>they'll <00:14:53.880>produce <00:14:53.973>that. <00:14:54.066>We <00:14:54.160>have

00:14:55.870 --> 00:14:55.880 align:start position:0%
<00:14:55.870>to <00:14:55.871>do <00:14:55.872>and <00:14:55.873>they'll <00:14:55.875>produce <00:14:55.876>that. <00:14:55.877>We <00:14:55.879>have

00:14:55.880 --> 00:14:58.110 align:start position:0%
<00:14:55.880>to <00:14:55.987>do <00:14:56.095>and <00:14:56.203>they'll <00:14:56.310>produce <00:14:56.418>that. <00:14:56.526>We <00:14:56.633>have <00:14:56.741>to <00:14:56.849>manage <00:14:56.956>the <00:14:57.064>outcomes. <00:14:57.172>Humans <00:14:57.280>are

00:14:58.110 --> 00:14:58.120 align:start position:0%
<00:14:58.110>to <00:14:58.111>manage <00:14:58.113>the <00:14:58.115>outcomes. <00:14:58.117>Humans <00:14:58.119>are

00:14:58.120 --> 00:15:01.710 align:start position:0%
<00:14:58.120>to <00:14:58.260>manage <00:14:58.400>the <00:14:58.540>outcomes. <00:14:58.680>Humans <00:14:58.820>are <00:14:58.960>really <00:14:59.100>good <00:14:59.240>at <00:14:59.380>seeing <00:14:59.520>large

00:15:01.710 --> 00:15:01.720 align:start position:0%
<00:15:01.710>really <00:15:01.712>good <00:15:01.714>at <00:15:01.716>seeing <00:15:01.719>large

00:15:01.720 --> 00:15:05.430 align:start position:0%
<00:15:01.720>really <00:15:01.920>good <00:15:02.120>at <00:15:02.320>seeing <00:15:02.520>large <00:15:02.720>outcome-oriented <00:15:02.920>pictures. <00:15:03.120>That's

00:15:05.430 --> 00:15:05.440 align:start position:0%
<00:15:05.430>outcome-oriented <00:15:05.434>pictures. <00:15:05.439>That's

00:15:05.440 --> 00:15:07.390 align:start position:0%
<00:15:05.440>outcome-oriented <00:15:05.556>pictures. <00:15:05.673>That's <00:15:05.790>going <00:15:05.906>to <00:15:06.023>be <00:15:06.140>a <00:15:06.256>key <00:15:06.373>task <00:15:06.490>in <00:15:06.606>the <00:15:06.723>future <00:15:06.840>of

00:15:07.390 --> 00:15:07.400 align:start position:0%
<00:15:07.390>going <00:15:07.391>to <00:15:07.391>be <00:15:07.393>a <00:15:07.394>key <00:15:07.395>task <00:15:07.396>in <00:15:07.396>the <00:15:07.398>future <00:15:07.399>of

00:15:07.400 --> 00:15:09.470 align:start position:0%
<00:15:07.400>going <00:15:07.487>to <00:15:07.574>be <00:15:07.662>a <00:15:07.750>key <00:15:07.837>task <00:15:07.925>in <00:15:08.012>the <00:15:08.100>future <00:15:08.187>of <00:15:08.275>of <00:15:08.362>engineering. <00:15:08.449>We <00:15:08.537>have <00:15:08.625>to <00:15:08.712>control <00:15:08.800>the

00:15:09.470 --> 00:15:09.480 align:start position:0%
<00:15:09.470>of <00:15:09.471>engineering. <00:15:09.473>We <00:15:09.474>have <00:15:09.476>to <00:15:09.477>control <00:15:09.479>the

00:15:09.480 --> 00:15:11.110 align:start position:0%
<00:15:09.480>of <00:15:09.680>engineering. <00:15:09.880>We <00:15:10.080>have <00:15:10.280>to <00:15:10.480>control <00:15:10.680>the <00:15:10.880>change.

00:15:11.110 --> 00:15:11.120 align:start position:0%
change.

00:15:11.120 --> 00:15:13.870 align:start position:0%
<00:15:11.120>change. <00:15:11.295>No <00:15:11.470>runaway <00:15:11.645>agents <00:15:11.820>and <00:15:11.995>we <00:15:12.170>have <00:15:12.345>to <00:15:12.520>manage

00:15:13.870 --> 00:15:13.880 align:start position:0%
<00:15:13.870>No <00:15:13.871>runaway <00:15:13.872>agents <00:15:13.873>and <00:15:13.875>we <00:15:13.876>have <00:15:13.877>to <00:15:13.879>manage

00:15:13.880 --> 00:15:16.430 align:start position:0%
<00:15:13.880>No <00:15:14.007>runaway <00:15:14.134>agents <00:15:14.261>and <00:15:14.389>we <00:15:14.516>have <00:15:14.643>to <00:15:14.770>manage <00:15:14.898>the <00:15:15.025>risk. <00:15:15.152>That <00:15:15.280>means

00:15:16.430 --> 00:15:16.440 align:start position:0%
<00:15:16.430>the <00:15:16.433>risk. <00:15:16.436>That <00:15:16.439>means

00:15:16.440 --> 00:15:18.590 align:start position:0%
<00:15:16.440>the <00:15:16.567>risk. <00:15:16.694>That <00:15:16.821>means <00:15:16.949>and <00:15:17.076>when <00:15:17.203>I <00:15:17.330>give <00:15:17.458>the <00:15:17.585>example <00:15:17.712>earlier <00:15:17.840>of

00:15:18.590 --> 00:15:18.600 align:start position:0%
<00:15:18.590>and <00:15:18.591>when <00:15:18.592>I <00:15:18.593>give <00:15:18.595>the <00:15:18.596>example <00:15:18.597>earlier <00:15:18.599>of

00:15:18.600 --> 00:15:21.829 align:start position:0%
<00:15:18.600>and <00:15:18.716>when <00:15:18.833>I <00:15:18.950>give <00:15:19.066>the <00:15:19.183>example <00:15:19.300>earlier <00:15:19.416>of <00:15:19.533>of <00:15:19.650>a <00:15:19.766>proxy <00:15:19.883>for <00:15:20.000>MongoDB,

00:15:21.829 --> 00:15:21.839 align:start position:0%
<00:15:21.829>of <00:15:21.831>a <00:15:21.833>proxy <00:15:21.835>for <00:15:21.838>MongoDB,

00:15:21.839 --> 00:15:25.990 align:start position:0%
<00:15:21.839>of <00:15:21.978>a <00:15:22.118>proxy <00:15:22.258>for <00:15:22.398>MongoDB, <00:15:22.539>you <00:15:22.679>don't <00:15:22.819>necessarily <00:15:22.959>want <00:15:23.098>your <00:15:23.238>database

00:15:25.990 --> 00:15:26.000 align:start position:0%
<00:15:25.990>you <00:15:25.991>don't <00:15:25.993>necessarily <00:15:25.995>want <00:15:25.997>your <00:15:25.999>database

00:15:26.000 --> 00:15:29.110 align:start position:0%
<00:15:26.000>you <00:15:26.140>don't <00:15:26.280>necessarily <00:15:26.420>want <00:15:26.560>your <00:15:26.700>database <00:15:26.840>engineers <00:15:26.980>seeing <00:15:27.120>personal <00:15:27.260>data <00:15:27.400>inside

00:15:29.110 --> 00:15:29.120 align:start position:0%
<00:15:29.110>engineers <00:15:29.112>seeing <00:15:29.114>personal <00:15:29.116>data <00:15:29.119>inside

00:15:29.120 --> 00:15:32.190 align:start position:0%
<00:15:29.120>engineers <00:15:29.275>seeing <00:15:29.431>personal <00:15:29.586>data <00:15:29.742>inside <00:15:29.897>your <00:15:30.053>databases. <00:15:30.208>You <00:15:30.364>definitely <00:15:30.520>don't

00:15:32.190 --> 00:15:32.200 align:start position:0%
<00:15:32.190>your <00:15:32.192>databases. <00:15:32.194>You <00:15:32.196>definitely <00:15:32.199>don't

00:15:32.200 --> 00:15:35.670 align:start position:0%
<00:15:32.200>your <00:15:32.327>databases. <00:15:32.454>You <00:15:32.581>definitely <00:15:32.709>don't <00:15:32.836>want <00:15:32.963>your <00:15:33.090>AI <00:15:33.218>agents <00:15:33.345>seeing <00:15:33.472>personal <00:15:33.600>PII

00:15:35.670 --> 00:15:35.680 align:start position:0%
<00:15:35.670>want <00:15:35.671>your <00:15:35.673>AI <00:15:35.674>agents <00:15:35.675>seeing <00:15:35.677>personal <00:15:35.679>PII

00:15:35.680 --> 00:15:38.030 align:start position:0%
<00:15:35.680>want <00:15:35.819>your <00:15:35.959>AI <00:15:36.099>agents <00:15:36.239>seeing <00:15:36.380>personal <00:15:36.520>PII <00:15:36.660>data <00:15:36.800>inside <00:15:36.939>your <00:15:37.079>databases.

00:15:38.030 --> 00:15:38.040 align:start position:0%
<00:15:38.030>data <00:15:38.033>inside <00:15:38.036>your <00:15:38.039>databases.

00:15:38.040 --> 00:15:41.110 align:start position:0%
<00:15:38.040>data <00:15:38.167>inside <00:15:38.294>your <00:15:38.421>databases. <00:15:38.549>If <00:15:38.676>you <00:15:38.803>don't <00:15:38.930>stop <00:15:39.058>and <00:15:39.185>think <00:15:39.312>about <00:15:39.439>those

00:15:41.110 --> 00:15:41.120 align:start position:0%
<00:15:41.110>If <00:15:41.111>you <00:15:41.112>don't <00:15:41.113>stop <00:15:41.115>and <00:15:41.116>think <00:15:41.117>about <00:15:41.119>those

00:15:41.120 --> 00:15:44.670 align:start position:0%
<00:15:41.120>If <00:15:41.227>you <00:15:41.335>don't <00:15:41.443>stop <00:15:41.550>and <00:15:41.658>think <00:15:41.766>about <00:15:41.873>those <00:15:41.981>workflows <00:15:42.089>early, <00:15:42.196>what <00:15:42.304>will <00:15:42.412>happen <00:15:42.520>is

00:15:44.670 --> 00:15:44.680 align:start position:0%
<00:15:44.670>workflows <00:15:44.671>early, <00:15:44.673>what <00:15:44.675>will <00:15:44.677>happen <00:15:44.679>is

00:15:44.680 --> 00:15:47.790 align:start position:0%
<00:15:44.680>workflows <00:15:44.787>early, <00:15:44.895>what <00:15:45.003>will <00:15:45.110>happen <00:15:45.218>is <00:15:45.326>that <00:15:45.433>your <00:15:45.541>AI <00:15:45.649>agents <00:15:45.756>will <00:15:45.864>be <00:15:45.972>asked <00:15:46.079>by

00:15:47.790 --> 00:15:47.800 align:start position:0%
<00:15:47.790>that <00:15:47.791>your <00:15:47.792>AI <00:15:47.793>agents <00:15:47.795>will <00:15:47.796>be <00:15:47.797>asked <00:15:47.799>by

00:15:47.800 --> 00:15:49.910 align:start position:0%
<00:15:47.800>that <00:15:47.907>your <00:15:48.015>AI <00:15:48.123>agents <00:15:48.230>will <00:15:48.338>be <00:15:48.446>asked <00:15:48.553>by <00:15:48.661>somebody, <00:15:48.769>"Oh, <00:15:48.876>please <00:15:48.984>go <00:15:49.092>ahead <00:15:49.199>and

00:15:49.910 --> 00:15:49.920 align:start position:0%
<00:15:49.910>somebody, <00:15:49.911>"Oh, <00:15:49.913>please <00:15:49.915>go <00:15:49.917>ahead <00:15:49.919>and

00:15:49.920 --> 00:15:53.270 align:start position:0%
<00:15:49.920>somebody, <00:15:50.036>"Oh, <00:15:50.153>please <00:15:50.270>go <00:15:50.386>ahead <00:15:50.503>and <00:15:50.620>identify <00:15:50.736>all <00:15:50.853>the <00:15:50.969>PII <00:15:51.086>data <00:15:51.203>in <00:15:51.319>my

00:15:53.270 --> 00:15:53.280 align:start position:0%
<00:15:53.270>identify <00:15:53.271>all <00:15:53.273>the <00:15:53.274>PII <00:15:53.276>data <00:15:53.277>in <00:15:53.279>my

00:15:53.280 --> 00:15:54.670 align:start position:0%
<00:15:53.280>identify <00:15:53.458>all <00:15:53.637>the <00:15:53.816>PII <00:15:53.994>data <00:15:54.173>in <00:15:54.352>my <00:15:54.531>database."

00:15:54.670 --> 00:15:54.680 align:start position:0%
database."

00:15:54.680 --> 00:15:56.630 align:start position:0%
<00:15:54.680>database." <00:15:54.913>Well, <00:15:55.146>that <00:15:55.380>really <00:15:55.613>defeats <00:15:55.846>the <00:15:56.079>whole

00:15:56.630 --> 00:15:56.640 align:start position:0%
<00:15:56.630>Well, <00:15:56.631>that <00:15:56.633>really <00:15:56.635>defeats <00:15:56.637>the <00:15:56.639>whole

00:15:56.640 --> 00:15:58.310 align:start position:0%
<00:15:56.640>Well, <00:15:56.780>that <00:15:56.920>really <00:15:57.060>defeats <00:15:57.199>the <00:15:57.340>whole <00:15:57.480>purpose <00:15:57.620>because <00:15:57.760>it's <00:15:57.900>now <00:15:58.040>sitting

00:15:58.310 --> 00:15:58.320 align:start position:0%
<00:15:58.310>purpose <00:15:58.312>because <00:15:58.314>it's <00:15:58.316>now <00:15:58.319>sitting

00:15:58.320 --> 00:16:02.510 align:start position:0%
<00:15:58.320>purpose <00:15:58.447>because <00:15:58.574>it's <00:15:58.701>now <00:15:58.829>sitting <00:15:58.956>somewhere <00:15:59.083>inside <00:15:59.210>the <00:15:59.338>context <00:15:59.465>of <00:15:59.592>the <00:15:59.720>AI.

00:16:02.510 --> 00:16:02.520 align:start position:0%
<00:16:02.510>somewhere <00:16:02.511>inside <00:16:02.513>the <00:16:02.514>context <00:16:02.516>of <00:16:02.517>the <00:16:02.519>AI.

00:16:02.520 --> 00:16:04.830 align:start position:0%
<00:16:02.520>somewhere <00:16:02.627>inside <00:16:02.735>the <00:16:02.843>context <00:16:02.950>of <00:16:03.058>the <00:16:03.166>AI. <00:16:03.273>So, <00:16:03.381>protecting <00:16:03.489>it <00:16:03.596>and <00:16:03.704>managing <00:16:03.812>risk <00:16:03.920>is

00:16:04.830 --> 00:16:04.840 align:start position:0%
<00:16:04.830>So, <00:16:04.831>protecting <00:16:04.833>it <00:16:04.834>and <00:16:04.836>managing <00:16:04.837>risk <00:16:04.839>is

00:16:04.840 --> 00:16:07.270 align:start position:0%
<00:16:04.840>So, <00:16:04.967>protecting <00:16:05.094>it <00:16:05.221>and <00:16:05.349>managing <00:16:05.476>risk <00:16:05.603>is <00:16:05.730>going <00:16:05.858>to <00:16:05.985>be <00:16:06.112>extremely <00:16:06.240>important.

00:16:07.270 --> 00:16:07.280 align:start position:0%
<00:16:07.270>going <00:16:07.272>to <00:16:07.274>be <00:16:07.276>extremely <00:16:07.279>important.

00:16:07.280 --> 00:16:10.110 align:start position:0%
<00:16:07.280>going <00:16:07.435>to <00:16:07.591>be <00:16:07.746>extremely <00:16:07.902>important. <00:16:08.057>The <00:16:08.213>job <00:16:08.368>of <00:16:08.524>the <00:16:08.680>engineer,

00:16:10.110 --> 00:16:10.120 align:start position:0%
<00:16:10.110>The <00:16:10.112>job <00:16:10.114>of <00:16:10.116>the <00:16:10.119>engineer,

00:16:10.120 --> 00:16:11.590 align:start position:0%
<00:16:10.120>The <00:16:10.252>job <00:16:10.384>of <00:16:10.516>the <00:16:10.649>engineer, <00:16:10.781>of <00:16:10.913>the <00:16:11.046>software <00:16:11.178>developer, <00:16:11.310>of <00:16:11.443>the

00:16:11.590 --> 00:16:11.600 align:start position:0%
<00:16:11.590>of <00:16:11.591>the <00:16:11.593>software <00:16:11.595>developer, <00:16:11.597>of <00:16:11.599>the

00:16:11.600 --> 00:16:13.590 align:start position:0%
<00:16:11.600>of <00:16:11.727>the <00:16:11.854>software <00:16:11.981>developer, <00:16:12.109>of <00:16:12.236>the <00:16:12.363>database <00:16:12.490>developer <00:16:12.618>is <00:16:12.745>going <00:16:12.872>to <00:16:13.000>shift

00:16:13.590 --> 00:16:13.600 align:start position:0%
<00:16:13.590>database <00:16:13.591>developer <00:16:13.593>is <00:16:13.595>going <00:16:13.597>to <00:16:13.599>shift

00:16:13.600 --> 00:16:16.390 align:start position:0%
<00:16:13.600>database <00:16:13.727>developer <00:16:13.854>is <00:16:13.981>going <00:16:14.109>to <00:16:14.236>shift <00:16:14.363>from <00:16:14.490>doing <00:16:14.618>the <00:16:14.745>work <00:16:14.872>to <00:16:15.000>actually

00:16:16.390 --> 00:16:16.400 align:start position:0%
<00:16:16.390>from <00:16:16.391>doing <00:16:16.393>the <00:16:16.395>work <00:16:16.397>to <00:16:16.399>actually

00:16:16.400 --> 00:16:18.870 align:start position:0%
<00:16:16.400>from <00:16:16.516>doing <00:16:16.633>the <00:16:16.750>work <00:16:16.866>to <00:16:16.983>actually <00:16:17.100>governing <00:16:17.216>the <00:16:17.333>work <00:16:17.449>and <00:16:17.566>managing <00:16:17.683>how <00:16:17.800>it

00:16:18.870 --> 00:16:18.880 align:start position:0%
<00:16:18.870>governing <00:16:18.871>the <00:16:18.873>work <00:16:18.874>and <00:16:18.876>managing <00:16:18.877>how <00:16:18.879>it

00:16:18.880 --> 00:16:21.510 align:start position:0%
<00:16:18.880>governing <00:16:19.055>the <00:16:19.230>work <00:16:19.405>and <00:16:19.580>managing <00:16:19.755>how <00:16:19.930>it <00:16:20.105>gets <00:16:20.280>done.

00:16:21.510 --> 00:16:21.520 align:start position:0%
<00:16:21.510>gets <00:16:21.519>done.

00:16:21.520 --> 00:16:24.150 align:start position:0%
<00:16:21.520>gets <00:16:21.753>done. <00:16:21.986>Donella <00:16:22.220>Meadows <00:16:22.453>called <00:16:22.686>these <00:16:22.920>inflection

00:16:24.150 --> 00:16:24.160 align:start position:0%
<00:16:24.150>Donella <00:16:24.152>Meadows <00:16:24.154>called <00:16:24.156>these <00:16:24.159>inflection

00:16:24.160 --> 00:16:25.470 align:start position:0%
<00:16:24.160>Donella <00:16:24.395>Meadows <00:16:24.631>called <00:16:24.867>these <00:16:25.103>inflection <00:16:25.339>points.

00:16:25.470 --> 00:16:25.480 align:start position:0%
points.

00:16:25.480 --> 00:16:27.630 align:start position:0%
<00:16:25.480>points. <00:16:25.680>Identifying <00:16:25.880>in <00:16:26.080>a <00:16:26.280>workflow, <00:16:26.480>what <00:16:26.680>are <00:16:26.880>the

00:16:27.630 --> 00:16:27.640 align:start position:0%
<00:16:27.630>Identifying <00:16:27.631>in <00:16:27.633>a <00:16:27.634>workflow, <00:16:27.636>what <00:16:27.637>are <00:16:27.639>the

00:16:27.640 --> 00:16:29.750 align:start position:0%
<00:16:27.640>Identifying <00:16:27.756>in <00:16:27.873>a <00:16:27.990>workflow, <00:16:28.106>what <00:16:28.223>are <00:16:28.340>the <00:16:28.456>inflection <00:16:28.573>points? <00:16:28.689>The <00:16:28.806>points <00:16:28.923>where <00:16:29.040>a

00:16:29.750 --> 00:16:29.760 align:start position:0%
<00:16:29.750>inflection <00:16:29.751>points? <00:16:29.753>The <00:16:29.755>points <00:16:29.757>where <00:16:29.759>a

00:16:29.760 --> 00:16:31.470 align:start position:0%
<00:16:29.760>inflection <00:16:29.900>points? <00:16:30.040>The <00:16:30.180>points <00:16:30.319>where <00:16:30.460>a <00:16:30.600>software <00:16:30.740>developer <00:16:30.880>or <00:16:31.020>a <00:16:31.160>database

00:16:31.470 --> 00:16:31.480 align:start position:0%
<00:16:31.470>software <00:16:31.472>developer <00:16:31.474>or <00:16:31.476>a <00:16:31.479>database

00:16:31.480 --> 00:16:34.150 align:start position:0%
<00:16:31.480>software <00:16:31.607>developer <00:16:31.734>or <00:16:31.861>a <00:16:31.989>database <00:16:32.116>developer <00:16:32.243>will <00:16:32.370>have <00:16:32.498>to <00:16:32.625>intervene <00:16:32.752>at <00:16:32.880>some

00:16:34.150 --> 00:16:34.160 align:start position:0%
<00:16:34.150>developer <00:16:34.151>will <00:16:34.153>have <00:16:34.154>to <00:16:34.156>intervene <00:16:34.157>at <00:16:34.159>some

00:16:34.160 --> 00:16:37.230 align:start position:0%
<00:16:34.160>developer <00:16:34.276>will <00:16:34.393>have <00:16:34.510>to <00:16:34.626>intervene <00:16:34.743>at <00:16:34.860>some <00:16:34.976>point <00:16:35.093>to <00:16:35.209>redirect <00:16:35.326>AI <00:16:35.443>agents, <00:16:35.560>to

00:16:37.230 --> 00:16:37.240 align:start position:0%
<00:16:37.230>point <00:16:37.231>to <00:16:37.233>redirect <00:16:37.235>AI <00:16:37.237>agents, <00:16:37.239>to

00:16:37.240 --> 00:16:40.110 align:start position:0%
<00:16:37.240>point <00:16:37.380>to <00:16:37.520>redirect <00:16:37.660>AI <00:16:37.800>agents, <00:16:37.940>to <00:16:38.080>reformulate <00:16:38.220>the <00:16:38.360>questions, <00:16:38.500>or <00:16:38.640>to

00:16:40.110 --> 00:16:40.120 align:start position:0%
<00:16:40.110>reformulate <00:16:40.112>the <00:16:40.114>questions, <00:16:40.116>or <00:16:40.119>to

00:16:40.120 --> 00:16:42.510 align:start position:0%
<00:16:40.120>reformulate <00:16:40.260>the <00:16:40.400>questions, <00:16:40.540>or <00:16:40.680>to <00:16:40.820>redirect <00:16:40.960>the <00:16:41.100>outcome <00:16:41.240>into <00:16:41.380>what <00:16:41.520>you

00:16:42.510 --> 00:16:42.520 align:start position:0%
<00:16:42.510>redirect <00:16:42.511>the <00:16:42.513>outcome <00:16:42.515>into <00:16:42.517>what <00:16:42.519>you

00:16:42.520 --> 00:16:44.590 align:start position:0%
<00:16:42.520>redirect <00:16:42.720>the <00:16:42.920>outcome <00:16:43.120>into <00:16:43.319>what <00:16:43.520>you <00:16:43.720>actually <00:16:43.920>wanted.

00:16:44.590 --> 00:16:44.600 align:start position:0%
<00:16:44.590>actually <00:16:44.599>wanted.

00:16:44.600 --> 00:16:47.390 align:start position:0%
<00:16:44.600>actually <00:16:44.880>wanted. <00:16:45.160>Now, <00:16:45.440>that <00:16:45.720>is <00:16:46.000>again

00:16:47.390 --> 00:16:47.400 align:start position:0%
<00:16:47.390>Now, <00:16:47.393>that <00:16:47.396>is <00:16:47.399>again

00:16:47.400 --> 00:16:50.910 align:start position:0%
<00:16:47.400>Now, <00:16:47.633>that <00:16:47.866>is <00:16:48.100>again <00:16:48.333>coordination <00:16:48.566>and <00:16:48.800>oversight.

00:16:50.910 --> 00:16:50.920 align:start position:0%
<00:16:50.910>coordination <00:16:50.914>and <00:16:50.919>oversight.

00:16:50.920 --> 00:16:53.710 align:start position:0%
<00:16:50.920>coordination <00:16:51.075>and <00:16:51.231>oversight. <00:16:51.386>The <00:16:51.542>receptionist <00:16:51.697>or <00:16:51.853>the <00:16:52.008>HR <00:16:52.164>manager <00:16:52.319>could

00:16:53.710 --> 00:16:53.720 align:start position:0%
<00:16:53.710>The <00:16:53.711>receptionist <00:16:53.713>or <00:16:53.714>the <00:16:53.716>HR <00:16:53.717>manager <00:16:53.719>could

00:16:53.720 --> 00:16:55.030 align:start position:0%
<00:16:53.720>The <00:16:53.867>receptionist <00:16:54.014>or <00:16:54.162>the <00:16:54.309>HR <00:16:54.456>manager <00:16:54.604>could <00:16:54.751>do <00:16:54.899>that,

00:16:55.030 --> 00:16:55.040 align:start position:0%
<00:16:55.030>do <00:16:55.039>that,

00:16:55.040 --> 00:16:57.829 align:start position:0%
<00:16:55.040>do <00:16:55.214>that, <00:16:55.390>but <00:16:55.564>they're <00:16:55.740>not <00:16:55.915>well <00:16:56.089>placed <00:16:56.265>to <00:16:56.439>actually

00:16:57.829 --> 00:16:57.839 align:start position:0%
<00:16:57.829>but <00:16:57.830>they're <00:16:57.832>not <00:16:57.833>well <00:16:57.834>placed <00:16:57.836>to <00:16:57.838>actually

00:16:57.839 --> 00:16:59.230 align:start position:0%
<00:16:57.839>but <00:16:57.952>they're <00:16:58.066>not <00:16:58.180>well <00:16:58.294>placed <00:16:58.408>to <00:16:58.521>actually <00:16:58.635>make <00:16:58.749>those <00:16:58.863>decisions <00:16:58.977>inside <00:16:59.090>an

00:16:59.230 --> 00:16:59.240 align:start position:0%
<00:16:59.230>make <00:16:59.232>those <00:16:59.234>decisions <00:16:59.236>inside <00:16:59.239>an

00:16:59.240 --> 00:17:02.230 align:start position:0%
<00:16:59.240>make <00:16:59.415>those <00:16:59.590>decisions <00:16:59.765>inside <00:16:59.940>an <00:17:00.115>organization. <00:17:00.290>Software <00:17:00.465>engineers, <00:17:00.640>the

00:17:02.230 --> 00:17:02.240 align:start position:0%
<00:17:02.230>organization. <00:17:02.233>Software <00:17:02.236>engineers, <00:17:02.239>the

00:17:02.240 --> 00:17:03.550 align:start position:0%
<00:17:02.240>organization. <00:17:02.475>Software <00:17:02.711>engineers, <00:17:02.947>the <00:17:03.183>best <00:17:03.419>ones,

00:17:03.550 --> 00:17:03.560 align:start position:0%
<00:17:03.550>best <00:17:03.559>ones,

00:17:03.560 --> 00:17:04.510 align:start position:0%
<00:17:03.560>best <00:17:03.987>ones, <00:17:04.415>are.

00:17:04.510 --> 00:17:04.520 align:start position:0%
are.

00:17:04.520 --> 00:17:07.110 align:start position:0%
<00:17:04.520>are. <00:17:04.694>And <00:17:04.869>in <00:17:05.045>the <00:17:05.220>future, <00:17:05.395>that's <00:17:05.569>the <00:17:05.744>role <00:17:05.920>that

00:17:07.110 --> 00:17:07.120 align:start position:0%
<00:17:07.109>And <00:17:07.111>in <00:17:07.112>the <00:17:07.113>future, <00:17:07.115>that's <00:17:07.116>the <00:17:07.117>role <00:17:07.118>that

00:17:07.120 --> 00:17:10.510 align:start position:0%
<00:17:07.119>And <00:17:07.219>in <00:17:07.319>the <00:17:07.419>future, <00:17:07.520>that's <00:17:07.619>the <00:17:07.719>role <00:17:07.819>that <00:17:07.919>they <00:17:08.020>will <00:17:08.119>probably <00:17:08.219>be <00:17:08.319>taking. <00:17:08.419>New <00:17:08.520>tasks,

00:17:10.510 --> 00:17:10.520 align:start position:0%
<00:17:10.510>they <00:17:10.511>will <00:17:10.512>probably <00:17:10.514>be <00:17:10.516>taking. <00:17:10.517>New <00:17:10.519>tasks,

00:17:10.520 --> 00:17:12.110 align:start position:0%
<00:17:10.520>they <00:17:10.694>will <00:17:10.869>probably <00:17:11.045>be <00:17:11.220>taking. <00:17:11.395>New <00:17:11.569>tasks, <00:17:11.744>not <00:17:11.920>coding,

00:17:12.110 --> 00:17:12.120 align:start position:0%
<00:17:12.109>not <00:17:12.118>coding,

00:17:12.120 --> 00:17:14.069 align:start position:0%
<00:17:12.119>not <00:17:12.275>coding, <00:17:12.431>but <00:17:12.586>new <00:17:12.742>tasks <00:17:12.897>in <00:17:13.053>making <00:17:13.208>decisions <00:17:13.364>in <00:17:13.520>how

00:17:14.069 --> 00:17:14.079 align:start position:0%
<00:17:14.069>but <00:17:14.070>new <00:17:14.071>tasks <00:17:14.072>in <00:17:14.074>making <00:17:14.075>decisions <00:17:14.076>in <00:17:14.078>how

00:17:14.079 --> 00:17:16.350 align:start position:0%
<00:17:14.079>but <00:17:14.186>new <00:17:14.294>tasks <00:17:14.402>in <00:17:14.509>making <00:17:14.617>decisions <00:17:14.725>in <00:17:14.832>how <00:17:14.940>to <00:17:15.048>move <00:17:15.155>things <00:17:15.263>forward. <00:17:15.371>So, <00:17:15.479>engineering

00:17:16.350 --> 00:17:16.360 align:start position:0%
<00:17:16.349>to <00:17:16.351>move <00:17:16.353>things <00:17:16.355>forward. <00:17:16.357>So, <00:17:16.358>engineering

00:17:16.360 --> 00:17:18.949 align:start position:0%
<00:17:16.359>to <00:17:16.487>move <00:17:16.614>things <00:17:16.741>forward. <00:17:16.869>So, <00:17:16.996>engineering <00:17:17.123>roles, <00:17:17.250>very <00:17:17.378>simply, <00:17:17.505>will <00:17:17.632>integrate <00:17:17.760>AI

00:17:18.949 --> 00:17:18.959 align:start position:0%
<00:17:18.949>roles, <00:17:18.950>very <00:17:18.952>simply, <00:17:18.954>will <00:17:18.956>integrate <00:17:18.958>AI

00:17:18.959 --> 00:17:22.309 align:start position:0%
<00:17:18.959>roles, <00:17:19.086>very <00:17:19.213>simply, <00:17:19.340>will <00:17:19.468>integrate <00:17:19.595>AI <00:17:19.722>agents <00:17:19.849>into <00:17:19.977>existing <00:17:20.104>workflows <00:17:20.231>if <00:17:20.359>you

00:17:22.309 --> 00:17:22.319 align:start position:0%
<00:17:22.309>agents <00:17:22.310>into <00:17:22.312>existing <00:17:22.314>workflows <00:17:22.316>if <00:17:22.318>you

00:17:22.319 --> 00:17:25.309 align:start position:0%
<00:17:22.319>agents <00:17:22.459>into <00:17:22.598>existing <00:17:22.739>workflows <00:17:22.878>if <00:17:23.019>you <00:17:23.158>don't <00:17:23.299>know <00:17:23.438>what <00:17:23.579>you're <00:17:23.719>doing.

00:17:25.309 --> 00:17:25.319 align:start position:0%
<00:17:25.309>don't <00:17:25.311>know <00:17:25.313>what <00:17:25.315>you're <00:17:25.318>doing.

00:17:25.319 --> 00:17:28.550 align:start position:0%
<00:17:25.319>don't <00:17:25.459>know <00:17:25.598>what <00:17:25.739>you're <00:17:25.878>doing. <00:17:26.019>AI <00:17:26.158>agents <00:17:26.299>into <00:17:26.438>existing <00:17:26.579>workflows <00:17:26.719>will

00:17:28.550 --> 00:17:28.560 align:start position:0%
<00:17:28.550>AI <00:17:28.551>agents <00:17:28.553>into <00:17:28.555>existing <00:17:28.557>workflows <00:17:28.559>will

00:17:28.560 --> 00:17:32.470 align:start position:0%
<00:17:28.560>AI <00:17:28.735>agents <00:17:28.909>into <00:17:29.085>existing <00:17:29.260>workflows <00:17:29.435>will <00:17:29.610>create <00:17:29.784>slop <00:17:29.960>faster.

00:17:32.470 --> 00:17:32.480 align:start position:0%
<00:17:32.470>create <00:17:32.474>slop <00:17:32.479>faster.

00:17:32.480 --> 00:17:36.350 align:start position:0%
<00:17:32.480>create <00:17:32.635>slop <00:17:32.791>faster. <00:17:32.946>You <00:17:33.102>need <00:17:33.257>to <00:17:33.413>let <00:17:33.568>AI <00:17:33.724>coordinate <00:17:33.880>between

00:17:36.350 --> 00:17:36.360 align:start position:0%
<00:17:36.350>You <00:17:36.351>need <00:17:36.352>to <00:17:36.354>let <00:17:36.356>AI <00:17:36.357>coordinate <00:17:36.359>between

00:17:36.360 --> 00:17:37.550 align:start position:0%
<00:17:36.360>You <00:17:36.513>need <00:17:36.666>to <00:17:36.819>let <00:17:36.972>AI <00:17:37.125>coordinate <00:17:37.278>between <00:17:37.431>tasks

00:17:37.550 --> 00:17:37.560 align:start position:0%
tasks

00:17:37.560 --> 00:17:40.430 align:start position:0%
<00:17:37.560>tasks <00:17:37.793>because <00:17:38.026>it's <00:17:38.260>good <00:17:38.493>at <00:17:38.726>task <00:17:38.960>replication,

00:17:40.430 --> 00:17:40.440 align:start position:0%
<00:17:40.430>because <00:17:40.431>it's <00:17:40.433>good <00:17:40.435>at <00:17:40.437>task <00:17:40.439>replication,

00:17:40.440 --> 00:17:43.150 align:start position:0%
<00:17:40.440>because <00:17:40.540>it's <00:17:40.640>good <00:17:40.740>at <00:17:40.840>task <00:17:40.940>replication, <00:17:41.040>and <00:17:41.140>you <00:17:41.240>have <00:17:41.340>to <00:17:41.440>learn <00:17:41.540>to <00:17:41.640>create <00:17:41.740>the <00:17:41.840>new

00:17:43.150 --> 00:17:43.160 align:start position:0%
<00:17:43.150>and <00:17:43.151>you <00:17:43.152>have <00:17:43.153>to <00:17:43.154>learn <00:17:43.155>to <00:17:43.156>create <00:17:43.157>the <00:17:43.159>new

00:17:43.160 --> 00:17:44.790 align:start position:0%
<00:17:43.160>and <00:17:43.315>you <00:17:43.471>have <00:17:43.626>to <00:17:43.782>learn <00:17:43.937>to <00:17:44.093>create <00:17:44.248>the <00:17:44.404>new <00:17:44.560>workflows.

00:17:44.790 --> 00:17:44.800 align:start position:0%
workflows.

00:17:44.800 --> 00:17:47.590 align:start position:0%
<00:17:44.800>workflows. <00:17:45.080>Assigning <00:17:45.360>product <00:17:45.639>operations <00:17:45.919>now <00:17:46.200>the

00:17:47.590 --> 00:17:47.600 align:start position:0%
<00:17:47.590>Assigning <00:17:47.592>product <00:17:47.594>operations <00:17:47.596>now <00:17:47.599>the

00:17:47.600 --> 00:17:49.790 align:start position:0%
<00:17:47.600>Assigning <00:17:47.740>product <00:17:47.879>operations <00:17:48.020>now <00:17:48.159>the <00:17:48.300>task <00:17:48.439>of <00:17:48.580>finding <00:17:48.719>and <00:17:48.860>exploiting <00:17:49.000>leverage

00:17:49.790 --> 00:17:49.800 align:start position:0%
<00:17:49.790>task <00:17:49.791>of <00:17:49.793>finding <00:17:49.795>and <00:17:49.797>exploiting <00:17:49.799>leverage

00:17:49.800 --> 00:17:51.150 align:start position:0%
<00:17:49.800>task <00:17:49.910>of <00:17:50.020>finding <00:17:50.131>and <00:17:50.241>exploiting <00:17:50.352>leverage <00:17:50.462>points <00:17:50.573>that <00:17:50.683>are <00:17:50.794>described <00:17:50.904>by <00:17:51.015>Donella

00:17:51.150 --> 00:17:51.160 align:start position:0%
<00:17:51.150>points <00:17:51.151>that <00:17:51.153>are <00:17:51.155>described <00:17:51.157>by <00:17:51.159>Donella

00:17:51.160 --> 00:17:52.230 align:start position:0%
<00:17:51.160>points <00:17:51.320>that <00:17:51.481>are <00:17:51.641>described <00:17:51.802>by <00:17:51.962>Donella <00:17:52.123>Meadows

00:17:52.230 --> 00:17:52.240 align:start position:0%
Meadows

00:17:52.240 --> 00:17:53.750 align:start position:0%
<00:17:52.240>Meadows <00:17:52.409>in <00:17:52.579>these <00:17:52.749>newer <00:17:52.919>workflows <00:17:53.089>is <00:17:53.259>going <00:17:53.429>to <00:17:53.599>be

00:17:53.750 --> 00:17:53.760 align:start position:0%
<00:17:53.750>in <00:17:53.751>these <00:17:53.752>newer <00:17:53.753>workflows <00:17:53.755>is <00:17:53.756>going <00:17:53.757>to <00:17:53.759>be

00:17:53.760 --> 00:17:55.790 align:start position:0%
<00:17:53.760>in <00:17:53.935>these <00:17:54.110>newer <00:17:54.285>workflows <00:17:54.460>is <00:17:54.635>going <00:17:54.810>to <00:17:54.985>be <00:17:55.160>critical.

00:17:55.790 --> 00:17:55.800 align:start position:0%
critical.

00:17:55.800 --> 00:17:58.430 align:start position:0%
<00:17:55.800>critical. <00:17:55.975>And <00:17:56.149>here <00:17:56.325>comes <00:17:56.500>something <00:17:56.675>I <00:17:56.850>think <00:17:57.024>I <00:17:57.200>want

00:17:58.430 --> 00:17:58.440 align:start position:0%
<00:17:58.430>And <00:17:58.431>here <00:17:58.432>comes <00:17:58.433>something <00:17:58.435>I <00:17:58.436>think <00:17:58.437>I <00:17:58.439>want

00:17:58.440 --> 00:18:01.070 align:start position:0%
<00:17:58.440>And <00:17:58.540>here <00:17:58.640>comes <00:17:58.740>something <00:17:58.840>I <00:17:58.940>think <00:17:59.040>I <00:17:59.140>want <00:17:59.240>to <00:17:59.340>take <00:17:59.440>a <00:17:59.540>moment <00:17:59.640>just <00:17:59.740>to <00:17:59.840>describe.

00:18:01.070 --> 00:18:01.080 align:start position:0%
<00:18:01.070>to <00:18:01.071>take <00:18:01.072>a <00:18:01.074>moment <00:18:01.076>just <00:18:01.077>to <00:18:01.079>describe.

00:18:01.080 --> 00:18:02.470 align:start position:0%
<00:18:01.080>to <00:18:01.193>take <00:18:01.307>a <00:18:01.421>moment <00:18:01.534>just <00:18:01.648>to <00:18:01.762>describe. <00:18:01.876>The <00:18:01.989>separation <00:18:02.103>between <00:18:02.217>a <00:18:02.331>software

00:18:02.470 --> 00:18:02.480 align:start position:0%
<00:18:02.470>The <00:18:02.472>separation <00:18:02.474>between <00:18:02.476>a <00:18:02.479>software

00:18:02.480 --> 00:18:05.030 align:start position:0%
<00:18:02.480>The <00:18:02.607>separation <00:18:02.734>between <00:18:02.861>a <00:18:02.989>software <00:18:03.116>developer <00:18:03.243>and <00:18:03.370>a <00:18:03.498>product <00:18:03.625>owner <00:18:03.752>is <00:18:03.880>going

00:18:05.030 --> 00:18:05.040 align:start position:0%
<00:18:05.030>developer <00:18:05.031>and <00:18:05.033>a <00:18:05.034>product <00:18:05.036>owner <00:18:05.037>is <00:18:05.039>going

00:18:05.040 --> 00:18:06.590 align:start position:0%
<00:18:05.040>developer <00:18:05.214>and <00:18:05.388>a <00:18:05.563>product <00:18:05.737>owner <00:18:05.911>is <00:18:06.086>going <00:18:06.260>to <00:18:06.435>disappear.

00:18:06.590 --> 00:18:06.600 align:start position:0%
<00:18:06.590>to <00:18:06.599>disappear.

00:18:06.600 --> 00:18:08.190 align:start position:0%
<00:18:06.600>to <00:18:06.755>disappear. <00:18:06.911>Product <00:18:07.066>owners <00:18:07.222>are <00:18:07.377>going <00:18:07.533>to <00:18:07.688>get <00:18:07.844>more <00:18:08.000>and

00:18:08.190 --> 00:18:08.200 align:start position:0%
<00:18:08.190>Product <00:18:08.191>owners <00:18:08.192>are <00:18:08.193>going <00:18:08.195>to <00:18:08.196>get <00:18:08.197>more <00:18:08.199>and

00:18:08.200 --> 00:18:11.270 align:start position:0%
<00:18:08.200>Product <00:18:08.316>owners <00:18:08.433>are <00:18:08.550>going <00:18:08.666>to <00:18:08.783>get <00:18:08.900>more <00:18:09.016>and <00:18:09.133>more <00:18:09.250>involved <00:18:09.366>in <00:18:09.483>actually <00:18:09.600>creating

00:18:11.270 --> 00:18:11.280 align:start position:0%
<00:18:11.270>more <00:18:11.272>involved <00:18:11.274>in <00:18:11.276>actually <00:18:11.279>creating

00:18:11.280 --> 00:18:12.990 align:start position:0%
<00:18:11.280>more <00:18:11.513>involved <00:18:11.746>in <00:18:11.980>actually <00:18:12.213>creating <00:18:12.446>code <00:18:12.680>by

00:18:12.990 --> 00:18:13.000 align:start position:0%
<00:18:12.990>code <00:18:12.999>by

00:18:13.000 --> 00:18:15.110 align:start position:0%
<00:18:13.000>code <00:18:13.200>by <00:18:13.400>working <00:18:13.600>inside <00:18:13.800>those <00:18:14.000>at <00:18:14.200>those <00:18:14.400>inflection

00:18:15.110 --> 00:18:15.120 align:start position:0%
<00:18:15.110>working <00:18:15.111>inside <00:18:15.113>those <00:18:15.115>at <00:18:15.117>those <00:18:15.119>inflection

00:18:15.120 --> 00:18:17.230 align:start position:0%
<00:18:15.120>working <00:18:15.247>inside <00:18:15.374>those <00:18:15.501>at <00:18:15.629>those <00:18:15.756>inflection <00:18:15.883>points, <00:18:16.010>and <00:18:16.138>software <00:18:16.265>developers <00:18:16.392>have <00:18:16.520>to

00:18:17.230 --> 00:18:17.240 align:start position:0%
<00:18:17.230>points, <00:18:17.231>and <00:18:17.233>software <00:18:17.235>developers <00:18:17.237>have <00:18:17.239>to

00:18:17.240 --> 00:18:20.110 align:start position:0%
<00:18:17.240>points, <00:18:17.367>and <00:18:17.494>software <00:18:17.621>developers <00:18:17.749>have <00:18:17.876>to <00:18:18.003>get <00:18:18.130>a <00:18:18.258>lot <00:18:18.385>better <00:18:18.512>at <00:18:18.640>understanding

00:18:20.110 --> 00:18:20.120 align:start position:0%
<00:18:20.110>get <00:18:20.111>a <00:18:20.113>lot <00:18:20.115>better <00:18:20.117>at <00:18:20.119>understanding

00:18:20.120 --> 00:18:22.750 align:start position:0%
<00:18:20.120>get <00:18:20.247>a <00:18:20.374>lot <00:18:20.501>better <00:18:20.629>at <00:18:20.756>understanding <00:18:20.883>product. <00:18:21.010>In <00:18:21.138>other <00:18:21.265>words, <00:18:21.392>the <00:18:21.520>outcome.

00:18:22.750 --> 00:18:22.760 align:start position:0%
<00:18:22.750>product. <00:18:22.751>In <00:18:22.753>other <00:18:22.755>words, <00:18:22.757>the <00:18:22.759>outcome.

00:18:22.760 --> 00:18:25.150 align:start position:0%
<00:18:22.760>product. <00:18:22.900>In <00:18:23.040>other <00:18:23.180>words, <00:18:23.320>the <00:18:23.460>outcome. <00:18:23.600>Software <00:18:23.740>developers <00:18:23.879>need <00:18:24.020>to <00:18:24.160>understand

00:18:25.150 --> 00:18:25.160 align:start position:0%
<00:18:25.150>Software <00:18:25.152>developers <00:18:25.154>need <00:18:25.156>to <00:18:25.159>understand

00:18:25.160 --> 00:18:27.230 align:start position:0%
<00:18:25.160>Software <00:18:25.315>developers <00:18:25.471>need <00:18:25.626>to <00:18:25.782>understand <00:18:25.937>the <00:18:26.093>business <00:18:26.248>reasons <00:18:26.404>that <00:18:26.560>they're

00:18:27.230 --> 00:18:27.240 align:start position:0%
<00:18:27.230>the <00:18:27.232>business <00:18:27.234>reasons <00:18:27.236>that <00:18:27.239>they're

00:18:27.240 --> 00:18:29.230 align:start position:0%
<00:18:27.240>the <00:18:27.380>business <00:18:27.520>reasons <00:18:27.660>that <00:18:27.800>they're <00:18:27.940>building <00:18:28.080>software. <00:18:28.220>Now, <00:18:28.360>we <00:18:28.500>could <00:18:28.640>have

00:18:29.230 --> 00:18:29.240 align:start position:0%
<00:18:29.230>building <00:18:29.231>software. <00:18:29.233>Now, <00:18:29.235>we <00:18:29.237>could <00:18:29.239>have

00:18:29.240 --> 00:18:31.670 align:start position:0%
<00:18:29.240>building <00:18:29.340>software. <00:18:29.440>Now, <00:18:29.540>we <00:18:29.640>could <00:18:29.740>have <00:18:29.840>said <00:18:29.940>that <00:18:30.040>5 <00:18:30.140>years <00:18:30.240>ago, <00:18:30.340>and <00:18:30.440>many <00:18:30.540>of <00:18:30.640>us

00:18:31.670 --> 00:18:31.680 align:start position:0%
<00:18:31.670>said <00:18:31.671>that <00:18:31.672>5 <00:18:31.673>years <00:18:31.674>ago, <00:18:31.675>and <00:18:31.676>many <00:18:31.677>of <00:18:31.679>us

00:18:31.680 --> 00:18:33.870 align:start position:0%
<00:18:31.680>said <00:18:31.767>that <00:18:31.855>5 <00:18:31.942>years <00:18:32.030>ago, <00:18:32.117>and <00:18:32.205>many <00:18:32.292>of <00:18:32.380>us <00:18:32.467>did <00:18:32.555>say <00:18:32.642>that <00:18:32.730>5 <00:18:32.817>years <00:18:32.905>ago, <00:18:32.992>but <00:18:33.080>not

00:18:33.870 --> 00:18:33.880 align:start position:0%
<00:18:33.870>did <00:18:33.871>say <00:18:33.872>that <00:18:33.873>5 <00:18:33.875>years <00:18:33.876>ago, <00:18:33.877>but <00:18:33.879>not

00:18:33.880 --> 00:18:35.910 align:start position:0%
<00:18:33.880>did <00:18:33.996>say <00:18:34.113>that <00:18:34.230>5 <00:18:34.346>years <00:18:34.463>ago, <00:18:34.580>but <00:18:34.696>not <00:18:34.813>everybody <00:18:34.930>actually <00:18:35.046>followed <00:18:35.163>through <00:18:35.280>and

00:18:35.910 --> 00:18:35.920 align:start position:0%
<00:18:35.910>everybody <00:18:35.912>actually <00:18:35.914>followed <00:18:35.916>through <00:18:35.919>and

00:18:35.920 --> 00:18:37.670 align:start position:0%
<00:18:35.920>everybody <00:18:36.200>actually <00:18:36.480>followed <00:18:36.760>through <00:18:37.040>and <00:18:37.320>listened.

00:18:37.670 --> 00:18:37.680 align:start position:0%
listened.

00:18:37.680 --> 00:18:39.710 align:start position:0%
<00:18:37.680>listened. <00:18:37.880>We <00:18:38.080>need <00:18:38.280>to <00:18:38.480>bundle <00:18:38.680>the <00:18:38.880>old <00:18:39.080>engineering

00:18:39.710 --> 00:18:39.720 align:start position:0%
<00:18:39.710>We <00:18:39.711>need <00:18:39.713>to <00:18:39.714>bundle <00:18:39.716>the <00:18:39.717>old <00:18:39.719>engineering

00:18:39.720 --> 00:18:41.870 align:start position:0%
<00:18:39.720>We <00:18:39.860>need <00:18:40.000>to <00:18:40.140>bundle <00:18:40.280>the <00:18:40.420>old <00:18:40.560>engineering <00:18:40.700>tasks <00:18:40.840>into <00:18:40.980>new <00:18:41.120>roles.

00:18:41.870 --> 00:18:41.880 align:start position:0%
<00:18:41.870>tasks <00:18:41.873>into <00:18:41.876>new <00:18:41.879>roles.

00:18:41.880 --> 00:18:44.150 align:start position:0%
<00:18:41.880>tasks <00:18:42.007>into <00:18:42.134>new <00:18:42.261>roles. <00:18:42.389>Will <00:18:42.516>there <00:18:42.643>be <00:18:42.770>a <00:18:42.898>software <00:18:43.025>engineer <00:18:43.152>in <00:18:43.280>2

00:18:44.150 --> 00:18:44.160 align:start position:0%
<00:18:44.150>Will <00:18:44.151>there <00:18:44.152>be <00:18:44.153>a <00:18:44.155>software <00:18:44.156>engineer <00:18:44.157>in <00:18:44.159>2

00:18:44.160 --> 00:18:45.270 align:start position:0%
<00:18:44.160>Will <00:18:44.284>there <00:18:44.409>be <00:18:44.534>a <00:18:44.659>software <00:18:44.784>engineer <00:18:44.909>in <00:18:45.034>2 <00:18:45.159>years?

00:18:45.270 --> 00:18:45.280 align:start position:0%
years?

00:18:45.280 --> 00:18:47.670 align:start position:0%
<00:18:45.280>years? <00:18:45.513>Don't <00:18:45.746>know. <00:18:45.980>We <00:18:46.213>are <00:18:46.446>developers <00:18:46.680>may

00:18:47.670 --> 00:18:47.680 align:start position:0%
<00:18:47.670>Don't <00:18:47.671>know. <00:18:47.673>We <00:18:47.675>are <00:18:47.677>developers <00:18:47.679>may

00:18:47.680 --> 00:18:50.150 align:start position:0%
<00:18:47.680>Don't <00:18:47.796>know. <00:18:47.913>We <00:18:48.030>are <00:18:48.146>developers <00:18:48.263>may <00:18:48.380>actually <00:18:48.496>change <00:18:48.613>its <00:18:48.730>name <00:18:48.846>from <00:18:48.963>We <00:18:49.080>Are

00:18:50.150 --> 00:18:50.160 align:start position:0%
<00:18:50.150>actually <00:18:50.151>change <00:18:50.153>its <00:18:50.154>name <00:18:50.156>from <00:18:50.157>We <00:18:50.159>Are

00:18:50.160 --> 00:18:52.590 align:start position:0%
<00:18:50.160>actually <00:18:50.276>change <00:18:50.393>its <00:18:50.510>name <00:18:50.626>from <00:18:50.743>We <00:18:50.860>Are <00:18:50.976>Developers <00:18:51.093>to <00:18:51.210>something <00:18:51.326>else <00:18:51.443>because <00:18:51.560>a

00:18:52.590 --> 00:18:52.600 align:start position:0%
<00:18:52.590>Developers <00:18:52.591>to <00:18:52.593>something <00:18:52.595>else <00:18:52.597>because <00:18:52.599>a

00:18:52.600 --> 00:18:54.670 align:start position:0%
<00:18:52.600>Developers <00:18:52.740>to <00:18:52.879>something <00:18:53.020>else <00:18:53.159>because <00:18:53.300>a <00:18:53.439>developer <00:18:53.580>will <00:18:53.719>have <00:18:53.860>changed <00:18:54.000>its

00:18:54.670 --> 00:18:54.680 align:start position:0%
<00:18:54.670>developer <00:18:54.672>will <00:18:54.674>have <00:18:54.676>changed <00:18:54.679>its

00:18:54.680 --> 00:18:55.950 align:start position:0%
<00:18:54.680>developer <00:18:54.908>will <00:18:55.137>have <00:18:55.365>changed <00:18:55.594>its <00:18:55.823>function.

00:18:55.950 --> 00:18:55.960 align:start position:0%
function.

00:18:55.960 --> 00:18:58.030 align:start position:0%
<00:18:55.960>function. <00:18:56.135>And <00:18:56.310>we <00:18:56.485>need <00:18:56.660>to <00:18:56.835>expect <00:18:57.010>engineers <00:18:57.185>to <00:18:57.360>spend

00:18:58.030 --> 00:18:58.040 align:start position:0%
<00:18:58.030>And <00:18:58.031>we <00:18:58.032>need <00:18:58.033>to <00:18:58.035>expect <00:18:58.036>engineers <00:18:58.037>to <00:18:58.039>spend

00:18:58.040 --> 00:19:00.270 align:start position:0%
<00:18:58.040>And <00:18:58.147>we <00:18:58.255>need <00:18:58.363>to <00:18:58.470>expect <00:18:58.578>engineers <00:18:58.686>to <00:18:58.793>spend <00:18:58.901>far <00:18:59.009>more <00:18:59.116>time <00:18:59.224>doing <00:18:59.332>product-like <00:18:59.440>things

00:19:00.270 --> 00:19:00.280 align:start position:0%
<00:19:00.270>far <00:19:00.271>more <00:19:00.273>time <00:19:00.275>doing <00:19:00.277>product-like <00:19:00.279>things

00:19:00.280 --> 00:19:03.310 align:start position:0%
<00:19:00.280>far <00:19:00.420>more <00:19:00.560>time <00:19:00.700>doing <00:19:00.840>product-like <00:19:00.980>things <00:19:01.120>and <00:19:01.260>managing <00:19:01.399>outcomes. <00:19:01.540>So, <00:19:01.680>rethinking

00:19:03.310 --> 00:19:03.320 align:start position:0%
<00:19:03.310>and <00:19:03.312>managing <00:19:03.314>outcomes. <00:19:03.316>So, <00:19:03.319>rethinking

00:19:03.320 --> 00:19:05.630 align:start position:0%
<00:19:03.320>and <00:19:03.495>managing <00:19:03.669>outcomes. <00:19:03.845>So, <00:19:04.020>rethinking <00:19:04.195>the <00:19:04.370>AI-first <00:19:04.544>organization. <00:19:04.720>Traditional

00:19:05.630 --> 00:19:05.640 align:start position:0%
<00:19:05.630>the <00:19:05.633>AI-first <00:19:05.636>organization. <00:19:05.639>Traditional

00:19:05.640 --> 00:19:07.790 align:start position:0%
<00:19:05.640>the <00:19:05.767>AI-first <00:19:05.894>organization. <00:19:06.021>Traditional <00:19:06.149>players <00:19:06.276>are <00:19:06.403>going <00:19:06.530>to <00:19:06.658>use <00:19:06.785>AI <00:19:06.912>to <00:19:07.040>optimize

00:19:07.790 --> 00:19:07.800 align:start position:0%
<00:19:07.790>players <00:19:07.791>are <00:19:07.792>going <00:19:07.793>to <00:19:07.795>use <00:19:07.796>AI <00:19:07.797>to <00:19:07.799>optimize

00:19:07.800 --> 00:19:10.590 align:start position:0%
<00:19:07.800>players <00:19:07.907>are <00:19:08.015>going <00:19:08.123>to <00:19:08.230>use <00:19:08.338>AI <00:19:08.446>to <00:19:08.553>optimize <00:19:08.661>existing <00:19:08.769>workflows, <00:19:08.876>and <00:19:08.984>they <00:19:09.092>will <00:19:09.200>get

00:19:10.590 --> 00:19:10.600 align:start position:0%
<00:19:10.590>existing <00:19:10.591>workflows, <00:19:10.593>and <00:19:10.595>they <00:19:10.597>will <00:19:10.599>get

00:19:10.600 --> 00:19:12.350 align:start position:0%
<00:19:10.600>existing <00:19:10.800>workflows, <00:19:11.000>and <00:19:11.199>they <00:19:11.399>will <00:19:11.600>get <00:19:11.800>short-term <00:19:12.000>gains,

00:19:12.350 --> 00:19:12.360 align:start position:0%
<00:19:12.350>short-term <00:19:12.359>gains,

00:19:12.360 --> 00:19:13.950 align:start position:0%
<00:19:12.360>short-term <00:19:12.639>gains, <00:19:12.919>no <00:19:13.199>doubt <00:19:13.479>about <00:19:13.760>it.

00:19:13.950 --> 00:19:13.960 align:start position:0%
<00:19:13.950>no <00:19:13.953>doubt <00:19:13.956>about <00:19:13.959>it.

00:19:13.960 --> 00:19:16.550 align:start position:0%
<00:19:13.960>no <00:19:14.240>doubt <00:19:14.520>about <00:19:14.800>it. <00:19:15.080>But, <00:19:15.360>those

00:19:16.550 --> 00:19:16.560 align:start position:0%
<00:19:16.550>But, <00:19:16.559>those

00:19:16.560 --> 00:19:18.030 align:start position:0%
<00:19:16.560>But, <00:19:17.221>those <00:19:17.883>those

00:19:18.030 --> 00:19:18.040 align:start position:0%
those

00:19:18.040 --> 00:19:20.430 align:start position:0%
<00:19:18.040>those <00:19:18.320>organizations <00:19:18.600>that <00:19:18.879>are <00:19:19.159>firing <00:19:19.440>software

00:19:20.430 --> 00:19:20.440 align:start position:0%
<00:19:20.430>organizations <00:19:20.432>that <00:19:20.434>are <00:19:20.436>firing <00:19:20.439>software

00:19:20.440 --> 00:19:22.910 align:start position:0%
<00:19:20.440>organizations <00:19:20.567>that <00:19:20.694>are <00:19:20.821>firing <00:19:20.949>software <00:19:21.076>engineers <00:19:21.203>on <00:19:21.330>a <00:19:21.458>massive <00:19:21.585>scale <00:19:21.712>are <00:19:21.840>going

00:19:22.910 --> 00:19:22.920 align:start position:0%
<00:19:22.910>engineers <00:19:22.911>on <00:19:22.913>a <00:19:22.914>massive <00:19:22.916>scale <00:19:22.917>are <00:19:22.919>going

00:19:22.920 --> 00:19:24.470 align:start position:0%
<00:19:22.920>engineers <00:19:23.075>on <00:19:23.230>a <00:19:23.385>massive <00:19:23.540>scale <00:19:23.695>are <00:19:23.850>going <00:19:24.005>to <00:19:24.160>run <00:19:24.315>into

00:19:24.470 --> 00:19:24.480 align:start position:0%
<00:19:24.470>to <00:19:24.474>run <00:19:24.479>into

00:19:24.480 --> 00:19:26.790 align:start position:0%
<00:19:24.480>to <00:19:24.760>run <00:19:25.040>into <00:19:25.320>a <00:19:25.600>big <00:19:25.880>difficulty.

00:19:26.790 --> 00:19:26.800 align:start position:0%
<00:19:26.790>a <00:19:26.794>big <00:19:26.799>difficulty.

00:19:26.800 --> 00:19:29.030 align:start position:0%
<00:19:26.800>a <00:19:26.955>big <00:19:27.111>difficulty. <00:19:27.266>People <00:19:27.422>often <00:19:27.577>assume <00:19:27.733>that <00:19:27.888>their <00:19:28.044>jobs <00:19:28.200>are

00:19:29.030 --> 00:19:29.040 align:start position:0%
<00:19:29.030>People <00:19:29.031>often <00:19:29.033>assume <00:19:29.034>that <00:19:29.036>their <00:19:29.037>jobs <00:19:29.039>are

00:19:29.040 --> 00:19:30.350 align:start position:0%
<00:19:29.040>People <00:19:29.208>often <00:19:29.376>assume <00:19:29.545>that <00:19:29.713>their <00:19:29.882>jobs <00:19:30.050>are <00:19:30.218>safe

00:19:30.350 --> 00:19:30.360 align:start position:0%
safe

00:19:30.360 --> 00:19:32.310 align:start position:0%
<00:19:30.360>safe <00:19:30.639>because <00:19:30.919>the <00:19:31.199>tasks <00:19:31.479>involved <00:19:31.760>seem

00:19:32.310 --> 00:19:32.320 align:start position:0%
<00:19:32.310>because <00:19:32.312>the <00:19:32.314>tasks <00:19:32.316>involved <00:19:32.319>seem

00:19:32.320 --> 00:19:34.590 align:start position:0%
<00:19:32.320>because <00:19:32.520>the <00:19:32.720>tasks <00:19:32.919>involved <00:19:33.120>seem <00:19:33.320>resistant <00:19:33.520>to <00:19:33.720>automation.

00:19:34.590 --> 00:19:34.600 align:start position:0%
<00:19:34.590>resistant <00:19:34.594>to <00:19:34.599>automation.

00:19:34.600 --> 00:19:36.670 align:start position:0%
<00:19:34.600>resistant <00:19:34.740>to <00:19:34.879>automation. <00:19:35.020>This <00:19:35.159>is <00:19:35.300>the <00:19:35.439>flip <00:19:35.580>side <00:19:35.719>of <00:19:35.860>that <00:19:36.000>coin.

00:19:36.670 --> 00:19:36.680 align:start position:0%
<00:19:36.670>This <00:19:36.671>is <00:19:36.672>the <00:19:36.673>flip <00:19:36.675>side <00:19:36.676>of <00:19:36.677>that <00:19:36.679>coin.

00:19:36.680 --> 00:19:39.110 align:start position:0%
<00:19:36.680>This <00:19:36.787>is <00:19:36.895>the <00:19:37.003>flip <00:19:37.110>side <00:19:37.218>of <00:19:37.326>that <00:19:37.433>coin. <00:19:37.541>However, <00:19:37.649>if <00:19:37.756>we <00:19:37.864>look <00:19:37.972>beyond <00:19:38.080>beyond

00:19:39.110 --> 00:19:39.120 align:start position:0%
<00:19:39.110>However, <00:19:39.111>if <00:19:39.113>we <00:19:39.115>look <00:19:39.117>beyond <00:19:39.119>beyond

00:19:39.120 --> 00:19:41.630 align:start position:0%
<00:19:39.120>However, <00:19:39.247>if <00:19:39.374>we <00:19:39.501>look <00:19:39.629>beyond <00:19:39.756>beyond <00:19:39.883>individual <00:19:40.010>tasks <00:19:40.138>and <00:19:40.265>consider <00:19:40.392>a <00:19:40.520>broader

00:19:41.630 --> 00:19:41.640 align:start position:0%
<00:19:41.630>individual <00:19:41.631>tasks <00:19:41.633>and <00:19:41.635>consider <00:19:41.637>a <00:19:41.639>broader

00:19:41.640 --> 00:19:42.870 align:start position:0%
<00:19:41.640>individual <00:19:41.824>tasks <00:19:42.009>and <00:19:42.193>consider <00:19:42.378>a <00:19:42.562>broader <00:19:42.746>system

00:19:42.870 --> 00:19:42.880 align:start position:0%
system

00:19:42.880 --> 00:19:45.350 align:start position:0%
<00:19:42.880>system <00:19:43.113>that <00:19:43.346>makes <00:19:43.580>that <00:19:43.813>role <00:19:44.046>unnecessary, <00:19:44.280>think

00:19:45.350 --> 00:19:45.360 align:start position:0%
<00:19:45.350>that <00:19:45.351>makes <00:19:45.353>that <00:19:45.355>role <00:19:45.357>unnecessary, <00:19:45.359>think

00:19:45.360 --> 00:19:47.110 align:start position:0%
<00:19:45.360>that <00:19:45.515>makes <00:19:45.671>that <00:19:45.826>role <00:19:45.982>unnecessary, <00:19:46.137>think <00:19:46.293>back <00:19:46.448>to <00:19:46.604>the <00:19:46.760>typist.

00:19:47.110 --> 00:19:47.120 align:start position:0%
<00:19:47.110>back <00:19:47.112>to <00:19:47.116>the <00:19:47.119>typist.

00:19:47.120 --> 00:19:50.110 align:start position:0%
<00:19:47.120>back <00:19:47.236>to <00:19:47.353>the <00:19:47.469>typist. <00:19:47.586>We <00:19:47.703>think <00:19:47.820>back <00:19:47.936>that <00:19:48.053>we <00:19:48.169>need <00:19:48.286>to <00:19:48.403>find <00:19:48.520>a

00:19:50.110 --> 00:19:50.120 align:start position:0%
<00:19:50.110>We <00:19:50.111>think <00:19:50.112>back <00:19:50.113>that <00:19:50.114>we <00:19:50.115>need <00:19:50.116>to <00:19:50.117>find <00:19:50.119>a

00:19:50.120 --> 00:19:53.190 align:start position:0%
<00:19:50.120>We <00:19:50.236>think <00:19:50.353>back <00:19:50.469>that <00:19:50.586>we <00:19:50.703>need <00:19:50.820>to <00:19:50.936>find <00:19:51.053>a <00:19:51.169>role <00:19:51.286>that <00:19:51.403>won't <00:19:51.520>vanish,

00:19:53.190 --> 00:19:53.200 align:start position:0%
<00:19:53.190>role <00:19:53.193>that <00:19:53.196>won't <00:19:53.199>vanish,

00:19:53.200 --> 00:19:54.710 align:start position:0%
<00:19:53.200>role <00:19:53.394>that <00:19:53.588>won't <00:19:53.782>vanish, <00:19:53.976>that's <00:19:54.170>a <00:19:54.364>pipe <00:19:54.559>dream.

00:19:54.710 --> 00:19:54.720 align:start position:0%
<00:19:54.710>that's <00:19:54.713>a <00:19:54.716>pipe <00:19:54.719>dream.

00:19:54.720 --> 00:19:56.990 align:start position:0%
<00:19:54.720>that's <00:19:54.836>a <00:19:54.953>pipe <00:19:55.070>dream. <00:19:55.186>We <00:19:55.303>need <00:19:55.420>to <00:19:55.536>adapt <00:19:55.653>our <00:19:55.770>roles <00:19:55.886>to <00:19:56.003>a <00:19:56.120>new

00:19:56.990 --> 00:19:57.000 align:start position:0%
<00:19:56.990>We <00:19:56.991>need <00:19:56.992>to <00:19:56.993>adapt <00:19:56.994>our <00:19:56.995>roles <00:19:56.996>to <00:19:56.997>a <00:19:56.999>new

00:19:57.000 --> 00:20:02.430 align:start position:0%
<00:19:57.000>We <00:19:57.093>need <00:19:57.186>to <00:19:57.280>adapt <00:19:57.373>our <00:19:57.466>roles <00:19:57.560>to <00:19:57.653>a <00:19:57.746>new <00:19:57.840>reality <00:19:57.933>and <00:19:58.026>a <00:19:58.120>new <00:19:58.213>reality <00:19:58.306>based <00:19:58.400>on

00:20:02.440 --> 00:20:03.630 align:start position:0%
AI

00:20:03.630 --> 00:20:03.640 align:start position:0%
AI

00:20:03.640 --> 00:20:09.030 align:start position:0%
<00:20:03.640>AI <00:20:03.840>being <00:20:04.040>able <00:20:04.240>to <00:20:04.440>replace <00:20:04.640>tasks <00:20:04.840>and <00:20:05.040>tools

00:20:09.030 --> 00:20:09.040 align:start position:0%
<00:20:09.030>being <00:20:09.031>able <00:20:09.033>to <00:20:09.034>replace <00:20:09.036>tasks <00:20:09.037>and <00:20:09.039>tools

00:20:09.040 --> 00:20:11.150 align:start position:0%
<00:20:09.040>being <00:20:09.147>able <00:20:09.255>to <00:20:09.363>replace <00:20:09.470>tasks <00:20:09.578>and <00:20:09.686>tools <00:20:09.793>easier <00:20:09.901>than <00:20:10.009>we <00:20:10.116>can, <00:20:10.224>and <00:20:10.332>then <00:20:10.440>shifting

00:20:11.150 --> 00:20:11.160 align:start position:0%
<00:20:11.150>easier <00:20:11.151>than <00:20:11.153>we <00:20:11.154>can, <00:20:11.156>and <00:20:11.157>then <00:20:11.159>shifting

00:20:11.160 --> 00:20:12.870 align:start position:0%
<00:20:11.160>easier <00:20:11.287>than <00:20:11.414>we <00:20:11.541>can, <00:20:11.669>and <00:20:11.796>then <00:20:11.923>shifting <00:20:12.050>the <00:20:12.178>role <00:20:12.305>of <00:20:12.432>software <00:20:12.560>development

00:20:12.870 --> 00:20:12.880 align:start position:0%
<00:20:12.870>the <00:20:12.872>role <00:20:12.874>of <00:20:12.876>software <00:20:12.879>development

00:20:12.880 --> 00:20:15.750 align:start position:0%
<00:20:12.880>the <00:20:13.055>role <00:20:13.230>of <00:20:13.405>software <00:20:13.580>development <00:20:13.755>engineers, <00:20:13.930>database <00:20:14.105>engineers <00:20:14.280>into

00:20:15.750 --> 00:20:15.760 align:start position:0%
<00:20:15.750>engineers, <00:20:15.753>database <00:20:15.756>engineers <00:20:15.759>into

00:20:15.760 --> 00:20:18.270 align:start position:0%
<00:20:15.760>engineers, <00:20:15.900>database <00:20:16.040>engineers <00:20:16.180>into <00:20:16.320>making <00:20:16.460>the <00:20:16.600>decisions <00:20:16.740>about <00:20:16.879>what <00:20:17.020>those <00:20:17.160>AI

00:20:18.270 --> 00:20:18.280 align:start position:0%
<00:20:18.270>making <00:20:18.271>the <00:20:18.273>decisions <00:20:18.274>about <00:20:18.276>what <00:20:18.277>those <00:20:18.279>AI

00:20:18.280 --> 00:20:20.430 align:start position:0%
<00:20:18.280>making <00:20:18.396>the <00:20:18.513>decisions <00:20:18.629>about <00:20:18.746>what <00:20:18.863>those <00:20:18.980>AI <00:20:19.096>agents <00:20:19.213>are <00:20:19.330>doing. <00:20:19.446>The <00:20:19.563>coordination <00:20:19.680>can

00:20:20.430 --> 00:20:20.440 align:start position:0%
<00:20:20.430>agents <00:20:20.431>are <00:20:20.433>doing. <00:20:20.435>The <00:20:20.437>coordination <00:20:20.439>can

00:20:20.440 --> 00:20:22.230 align:start position:0%
<00:20:20.440>agents <00:20:20.615>are <00:20:20.790>doing. <00:20:20.965>The <00:20:21.140>coordination <00:20:21.315>can <00:20:21.490>fall <00:20:21.665>to <00:20:21.840>AI.

00:20:22.230 --> 00:20:22.240 align:start position:0%
<00:20:22.230>fall <00:20:22.234>to <00:20:22.239>AI.

00:20:22.240 --> 00:20:24.230 align:start position:0%
<00:20:22.240>fall <00:20:22.415>to <00:20:22.590>AI. <00:20:22.765>The <00:20:22.940>work <00:20:23.115>can <00:20:23.290>fall <00:20:23.465>to <00:20:23.640>AI,

00:20:24.230 --> 00:20:24.240 align:start position:0%
<00:20:24.230>The <00:20:24.231>work <00:20:24.233>can <00:20:24.235>fall <00:20:24.237>to <00:20:24.239>AI,

00:20:24.240 --> 00:20:26.990 align:start position:0%
<00:20:24.240>The <00:20:24.367>work <00:20:24.494>can <00:20:24.621>fall <00:20:24.749>to <00:20:24.876>AI, <00:20:25.003>but <00:20:25.130>the <00:20:25.258>direction, <00:20:25.385>the <00:20:25.512>coordination, <00:20:25.640>the

00:20:26.990 --> 00:20:27.000 align:start position:0%
<00:20:26.990>but <00:20:26.991>the <00:20:26.993>direction, <00:20:26.995>the <00:20:26.997>coordination, <00:20:26.999>the

00:20:27.000 --> 00:20:29.230 align:start position:0%
<00:20:27.000>but <00:20:27.107>the <00:20:27.215>direction, <00:20:27.323>the <00:20:27.430>coordination, <00:20:27.538>the <00:20:27.646>outcomes <00:20:27.753>have <00:20:27.861>to <00:20:27.969>remain <00:20:28.076>in <00:20:28.184>the <00:20:28.292>hands <00:20:28.400>of

00:20:29.230 --> 00:20:29.240 align:start position:0%
<00:20:29.230>outcomes <00:20:29.231>have <00:20:29.232>to <00:20:29.233>remain <00:20:29.235>in <00:20:29.236>the <00:20:29.237>hands <00:20:29.239>of

00:20:29.240 --> 00:20:31.030 align:start position:0%
<00:20:29.240>outcomes <00:20:29.395>have <00:20:29.551>to <00:20:29.706>remain <00:20:29.862>in <00:20:30.017>the <00:20:30.173>hands <00:20:30.328>of <00:20:30.484>database <00:20:30.640>developers,

00:20:31.030 --> 00:20:31.040 align:start position:0%
<00:20:31.030>database <00:20:31.039>developers,

00:20:31.040 --> 00:20:33.030 align:start position:0%
<00:20:31.040>database <00:20:31.320>developers, <00:20:31.600>software <00:20:31.879>developers, <00:20:32.159>software <00:20:32.440>engineers,

00:20:33.030 --> 00:20:33.040 align:start position:0%
<00:20:33.030>software <00:20:33.033>developers, <00:20:33.036>software <00:20:33.039>engineers,

00:20:33.040 --> 00:20:34.790 align:start position:0%
<00:20:33.040>software <00:20:33.156>developers, <00:20:33.273>software <00:20:33.389>engineers, <00:20:33.506>and <00:20:33.623>that <00:20:33.740>is <00:20:33.856>what <00:20:33.973>we're <00:20:34.090>going <00:20:34.206>to <00:20:34.323>have <00:20:34.440>to

00:20:34.790 --> 00:20:34.800 align:start position:0%
<00:20:34.790>and <00:20:34.791>that <00:20:34.792>is <00:20:34.793>what <00:20:34.794>we're <00:20:34.795>going <00:20:34.796>to <00:20:34.797>have <00:20:34.799>to

00:20:34.800 --> 00:20:38.470 align:start position:0%
<00:20:34.800>and <00:20:34.899>that <00:20:35.000>is <00:20:35.100>what <00:20:35.200>we're <00:20:35.300>going <00:20:35.399>to <00:20:35.500>have <00:20:35.600>to <00:20:35.700>reorient <00:20:35.800>ourselves <00:20:35.899>toward <00:20:36.000>in <00:20:36.100>the <00:20:36.200>future.

00:20:38.470 --> 00:20:38.480 align:start position:0%
<00:20:38.470>reorient <00:20:38.471>ourselves <00:20:38.473>toward <00:20:38.475>in <00:20:38.477>the <00:20:38.479>future.

00:20:38.480 --> 00:20:40.190 align:start position:0%
<00:20:38.480>reorient <00:20:38.596>ourselves <00:20:38.713>toward <00:20:38.830>in <00:20:38.946>the <00:20:39.063>future. <00:20:39.180>So, <00:20:39.296>thank <00:20:39.413>you <00:20:39.530>very <00:20:39.646>much <00:20:39.763>for <00:20:39.880>your

00:20:40.190 --> 00:20:40.200 align:start position:0%
<00:20:40.190>So, <00:20:40.191>thank <00:20:40.193>you <00:20:40.194>very <00:20:40.196>much <00:20:40.197>for <00:20:40.199>your

00:20:40.200 --> 00:20:42.430 align:start position:0%
<00:20:40.200>So, <00:20:40.316>thank <00:20:40.433>you <00:20:40.550>very <00:20:40.666>much <00:20:40.783>for <00:20:40.900>your <00:20:41.016>attention. <00:20:41.133>I <00:20:41.250>hope <00:20:41.366>this <00:20:41.483>wasn't <00:20:41.600>too

00:20:42.430 --> 00:20:42.440 align:start position:0%
<00:20:42.430>attention. <00:20:42.431>I <00:20:42.433>hope <00:20:42.435>this <00:20:42.437>wasn't <00:20:42.439>too

00:20:42.440 --> 00:20:45.390 align:start position:0%
<00:20:42.440>attention. <00:20:42.595>I <00:20:42.751>hope <00:20:42.906>this <00:20:43.062>wasn't <00:20:43.217>too <00:20:43.373>theoretical. <00:20:43.528>If <00:20:43.684>you <00:20:43.840>have

00:20:45.390 --> 00:20:45.400 align:start position:0%
<00:20:45.390>theoretical. <00:20:45.393>If <00:20:45.396>you <00:20:45.399>have

00:20:45.400 --> 00:20:47.230 align:start position:0%
<00:20:45.400>theoretical. <00:20:45.575>If <00:20:45.750>you <00:20:45.925>have <00:20:46.100>any <00:20:46.275>questions, <00:20:46.450>either <00:20:46.625>practical, <00:20:46.800>how

00:20:47.230 --> 00:20:47.240 align:start position:0%
<00:20:47.230>any <00:20:47.232>questions, <00:20:47.234>either <00:20:47.236>practical, <00:20:47.239>how

00:20:47.240 --> 00:20:49.990 align:start position:0%
<00:20:47.240>any <00:20:47.356>questions, <00:20:47.473>either <00:20:47.590>practical, <00:20:47.706>how <00:20:47.823>we've <00:20:47.940>done <00:20:48.056>this, <00:20:48.173>or <00:20:48.290>any <00:20:48.406>any <00:20:48.523>others, <00:20:48.640>I'd

00:20:49.990 --> 00:20:50.000 align:start position:0%
<00:20:49.990>we've <00:20:49.991>done <00:20:49.992>this, <00:20:49.993>or <00:20:49.995>any <00:20:49.996>any <00:20:49.997>others, <00:20:49.999>I'd

00:20:50.000 --> 00:20:51.990 align:start position:0%
<00:20:50.000>we've <00:20:50.116>done <00:20:50.233>this, <00:20:50.350>or <00:20:50.466>any <00:20:50.583>any <00:20:50.700>others, <00:20:50.816>I'd <00:20:50.933>be <00:20:51.050>happy <00:20:51.166>to <00:20:51.283>take <00:20:51.400>those

00:20:51.990 --> 00:20:52.000 align:start position:0%
<00:20:51.990>be <00:20:51.992>happy <00:20:51.994>to <00:20:51.996>take <00:20:51.999>those

00:20:52.000 --> 00:20:54.390 align:start position:0%
<00:20:52.000>be <00:20:52.200>happy <00:20:52.400>to <00:20:52.600>take <00:20:52.800>those <00:20:53.000>either <00:20:53.200>now <00:20:53.400>or

00:20:54.390 --> 00:20:54.400 align:start position:0%
<00:20:54.390>either <00:20:54.394>now <00:20:54.399>or

00:20:54.400 --> 00:20:57.070 align:start position:0%
<00:20:54.400>either <00:20:54.600>now <00:20:54.800>or <00:20:55.000>afterwards. <00:20:55.200>I <00:20:55.400>want <00:20:55.600>to <00:20:55.800>be

00:20:57.070 --> 00:20:57.080 align:start position:0%
<00:20:57.070>afterwards. <00:20:57.072>I <00:20:57.074>want <00:20:57.076>to <00:20:57.079>be

00:20:57.080 --> 00:21:00.230 align:start position:0%
<00:20:57.080>afterwards. <00:20:57.235>I <00:20:57.391>want <00:20:57.546>to <00:20:57.702>be <00:20:57.857>I <00:20:58.013>want <00:20:58.168>to <00:20:58.324>be <00:20:58.480>quite

00:21:00.240 --> 00:21:02.470 align:start position:0%
<00:21:00.240>considerate <00:21:00.520>of <00:21:00.800>the <00:21:01.080>follow-up <00:21:01.360>speaker <00:21:01.640>and

00:21:02.470 --> 00:21:02.480 align:start position:0%
<00:21:02.470>considerate <00:21:02.471>of <00:21:02.473>the <00:21:02.475>follow-up <00:21:02.477>speaker <00:21:02.479>and

00:21:02.480 --> 00:21:03.670 align:start position:0%
<00:21:02.480>considerate <00:21:02.569>of <00:21:02.658>the <00:21:02.747>follow-up <00:21:02.837>speaker <00:21:02.926>and <00:21:03.015>make <00:21:03.104>sure <00:21:03.194>that <00:21:03.283>there's <00:21:03.372>enough <00:21:03.461>time <00:21:03.551>for

00:21:03.670 --> 00:21:03.680 align:start position:0%
<00:21:03.670>make <00:21:03.671>sure <00:21:03.673>that <00:21:03.674>there's <00:21:03.676>enough <00:21:03.677>time <00:21:03.679>for

00:21:03.680 --> 00:21:05.790 align:start position:0%
<00:21:03.680>make <00:21:03.787>sure <00:21:03.895>that <00:21:04.003>there's <00:21:04.110>enough <00:21:04.218>time <00:21:04.326>for <00:21:04.433>that <00:21:04.541>person, <00:21:04.649>but <00:21:04.756>we <00:21:04.864>could <00:21:04.972>probably <00:21:05.080>take

00:21:05.790 --> 00:21:05.800 align:start position:0%
<00:21:05.790>that <00:21:05.791>person, <00:21:05.793>but <00:21:05.794>we <00:21:05.796>could <00:21:05.797>probably <00:21:05.799>take

00:21:05.800 --> 00:21:08.630 align:start position:0%
<00:21:05.800>that <00:21:05.940>person, <00:21:06.080>but <00:21:06.220>we <00:21:06.360>could <00:21:06.500>probably <00:21:06.639>take <00:21:06.780>one <00:21:06.919>or <00:21:07.060>two <00:21:07.200>questions.

00:21:08.630 --> 00:21:08.640 align:start position:0%
<00:21:08.630>one <00:21:08.633>or <00:21:08.636>two <00:21:08.639>questions.

00:21:08.640 --> 00:21:09.870 align:start position:0%
<00:21:08.640>one <00:21:08.740>or <00:21:08.841>two <00:21:08.941>questions. <00:21:09.042>&gt;&gt; <00:21:09.143>Thank <00:21:09.243>you <00:21:09.344>very <00:21:09.445>much <00:21:09.545>for <00:21:09.646>your <00:21:09.746>time,

00:21:09.870 --> 00:21:09.880 align:start position:0%
<00:21:09.870>&gt;&gt; <00:21:09.871>Thank <00:21:09.872>you <00:21:09.873>very <00:21:09.875>much <00:21:09.876>for <00:21:09.877>your <00:21:09.879>time,

00:21:09.880 --> 00:21:10.510 align:start position:0%
<00:21:09.880>&gt;&gt; <00:21:09.950>Thank <00:21:10.021>you <00:21:10.092>very <00:21:10.163>much <00:21:10.234>for <00:21:10.305>your <00:21:10.376>time, <00:21:10.447>Peter.

00:21:10.510 --> 00:21:10.520 align:start position:0%
Peter.

00:21:10.520 --> 00:21:14.070 align:start position:0%
<00:21:10.520>Peter. <00:21:10.986>&gt;&gt; <00:21:11.453>Thank <00:21:11.920>you.

00:21:14.080 --> 00:21:16.870 align:start position:0%
<00:21:14.080>&gt;&gt; <00:21:14.235>Indeed, <00:21:14.391>we <00:21:14.546>are <00:21:14.702>out <00:21:14.857>of <00:21:15.013>time, <00:21:15.168>but <00:21:15.324>I <00:21:15.480>was

00:21:16.870 --> 00:21:16.880 align:start position:0%
<00:21:16.870>&gt;&gt; <00:21:16.870>Indeed, <00:21:16.871>we <00:21:16.873>are <00:21:16.874>out <00:21:16.875>of <00:21:16.876>time, <00:21:16.877>but <00:21:16.878>I <00:21:16.879>was

00:21:16.880 --> 00:21:19.270 align:start position:0%
<00:21:16.880>&gt;&gt; <00:21:16.957>Indeed, <00:21:17.035>we <00:21:17.113>are <00:21:17.191>out <00:21:17.268>of <00:21:17.346>time, <00:21:17.424>but <00:21:17.502>I <00:21:17.580>was <00:21:17.657>also <00:21:17.735>very <00:21:17.813>inspired <00:21:17.891>and <00:21:17.968>I <00:21:18.046>want <00:21:18.124>to <00:21:18.202>ask <00:21:18.280>one

00:21:19.270 --> 00:21:19.280 align:start position:0%
<00:21:19.270>also <00:21:19.271>very <00:21:19.272>inspired <00:21:19.273>and <00:21:19.274>I <00:21:19.275>want <00:21:19.276>to <00:21:19.277>ask <00:21:19.279>one

00:21:19.280 --> 00:21:20.550 align:start position:0%
<00:21:19.280>also <00:21:19.407>very <00:21:19.533>inspired <00:21:19.661>and <00:21:19.788>I <00:21:19.915>want <00:21:20.042>to <00:21:20.168>ask <00:21:20.296>one <00:21:20.423>question.

00:21:20.550 --> 00:21:20.560 align:start position:0%
question.

00:21:20.560 --> 00:21:22.670 align:start position:0%
<00:21:20.560>question. <00:21:21.026>So, <00:21:21.493>somebody <00:21:21.960>asked

00:21:22.670 --> 00:21:22.680 align:start position:0%
<00:21:22.670>So, <00:21:22.674>somebody <00:21:22.679>asked

00:21:22.680 --> 00:21:25.030 align:start position:0%
<00:21:22.680>So, <00:21:22.820>somebody <00:21:22.960>asked <00:21:23.100>if <00:21:23.240>you <00:21:23.380>could <00:21:23.520>elaborate <00:21:23.660>a <00:21:23.800>little <00:21:23.940>bit <00:21:24.080>what

00:21:25.030 --> 00:21:25.040 align:start position:0%
<00:21:25.030>if <00:21:25.031>you <00:21:25.032>could <00:21:25.033>elaborate <00:21:25.035>a <00:21:25.036>little <00:21:25.037>bit <00:21:25.039>what

00:21:25.040 --> 00:21:27.270 align:start position:0%
<00:21:25.040>if <00:21:25.156>you <00:21:25.273>could <00:21:25.389>elaborate <00:21:25.506>a <00:21:25.623>little <00:21:25.740>bit <00:21:25.856>what <00:21:25.973>you <00:21:26.090>meant <00:21:26.206>with <00:21:26.323>prioritizing <00:21:26.440>agile

00:21:27.270 --> 00:21:27.280 align:start position:0%
<00:21:27.270>you <00:21:27.272>meant <00:21:27.274>with <00:21:27.276>prioritizing <00:21:27.279>agile

00:21:27.280 --> 00:21:28.750 align:start position:0%
<00:21:27.280>you <00:21:27.469>meant <00:21:27.658>with <00:21:27.847>prioritizing <00:21:28.036>agile <00:21:28.225>development <00:21:28.414>over <00:21:28.603>spec-driven

00:21:28.750 --> 00:21:28.760 align:start position:0%
<00:21:28.750>development <00:21:28.754>over <00:21:28.759>spec-driven

00:21:28.760 --> 00:21:31.070 align:start position:0%
<00:21:28.760>development <00:21:28.915>over <00:21:29.071>spec-driven <00:21:29.226>development. <00:21:29.382>Does <00:21:29.537>that <00:21:29.693>mean <00:21:29.848>that <00:21:30.004>we <00:21:30.160>have

00:21:31.070 --> 00:21:31.080 align:start position:0%
<00:21:31.070>development. <00:21:31.071>Does <00:21:31.072>that <00:21:31.074>mean <00:21:31.076>that <00:21:31.077>we <00:21:31.079>have

00:21:31.080 --> 00:21:33.350 align:start position:0%
<00:21:31.080>development. <00:21:31.207>Does <00:21:31.334>that <00:21:31.461>mean <00:21:31.589>that <00:21:31.716>we <00:21:31.843>have <00:21:31.970>to <00:21:32.098>not <00:21:32.225>do <00:21:32.352>spec-driven <00:21:32.480>development

00:21:33.350 --> 00:21:33.360 align:start position:0%
<00:21:33.350>to <00:21:33.352>not <00:21:33.354>do <00:21:33.356>spec-driven <00:21:33.359>development

00:21:33.360 --> 00:21:34.550 align:start position:0%
<00:21:33.360>to <00:21:33.574>not <00:21:33.788>do <00:21:34.002>spec-driven <00:21:34.216>development <00:21:34.431>anymore?

00:21:34.550 --> 00:21:34.560 align:start position:0%
anymore?

00:21:34.560 --> 00:21:35.870 align:start position:0%
<00:21:34.560>anymore? <00:21:35.149>&gt;&gt; <00:21:35.738>Well,

00:21:35.870 --> 00:21:35.880 align:start position:0%
<00:21:35.870>&gt;&gt; <00:21:35.879>Well,

00:21:35.880 --> 00:21:37.430 align:start position:0%
<00:21:35.880>&gt;&gt; <00:21:36.054>Well, <00:21:36.228>that's <00:21:36.403>a <00:21:36.577>good <00:21:36.751>question. <00:21:36.926>Actually, <00:21:37.100>a <00:21:37.275>a

00:21:37.430 --> 00:21:37.440 align:start position:0%
<00:21:37.430>that's <00:21:37.431>a <00:21:37.433>good <00:21:37.434>question. <00:21:37.436>Actually, <00:21:37.437>a <00:21:37.439>a

00:21:37.440 --> 00:21:39.630 align:start position:0%
<00:21:37.440>that's <00:21:37.595>a <00:21:37.751>good <00:21:37.906>question. <00:21:38.062>Actually, <00:21:38.217>a <00:21:38.373>a <00:21:38.528>friend <00:21:38.684>of <00:21:38.840>mine

00:21:39.630 --> 00:21:39.640 align:start position:0%
<00:21:39.630>friend <00:21:39.634>of <00:21:39.639>mine

00:21:39.640 --> 00:21:42.070 align:start position:0%
<00:21:39.640>friend <00:21:39.780>of <00:21:39.920>mine <00:21:40.060>Adam <00:21:40.200>Tornhill <00:21:40.340>just <00:21:40.480>wrote <00:21:40.620>a <00:21:40.760>a <00:21:40.900>blog <00:21:41.040>about

00:21:42.070 --> 00:21:42.080 align:start position:0%
<00:21:42.070>Adam <00:21:42.071>Tornhill <00:21:42.072>just <00:21:42.073>wrote <00:21:42.075>a <00:21:42.076>a <00:21:42.077>blog <00:21:42.079>about

00:21:42.080 --> 00:21:44.110 align:start position:0%
<00:21:42.080>Adam <00:21:42.196>Tornhill <00:21:42.313>just <00:21:42.429>wrote <00:21:42.546>a <00:21:42.663>a <00:21:42.780>blog <00:21:42.896>about <00:21:43.013>spec-driven <00:21:43.129>development. <00:21:43.246>I <00:21:43.363>don't <00:21:43.480>think

00:21:44.110 --> 00:21:44.120 align:start position:0%
<00:21:44.110>spec-driven <00:21:44.112>development. <00:21:44.114>I <00:21:44.116>don't <00:21:44.119>think

00:21:44.120 --> 00:21:46.830 align:start position:0%
<00:21:44.120>spec-driven <00:21:44.275>development. <00:21:44.431>I <00:21:44.586>don't <00:21:44.742>think <00:21:44.897>spec-driven <00:21:45.053>development <00:21:45.208>ever <00:21:45.364>worked <00:21:45.520>at

00:21:46.830 --> 00:21:46.840 align:start position:0%
<00:21:46.830>spec-driven <00:21:46.832>development <00:21:46.834>ever <00:21:46.836>worked <00:21:46.839>at

00:21:46.840 --> 00:21:48.990 align:start position:0%
<00:21:46.840>spec-driven <00:21:46.980>development <00:21:47.120>ever <00:21:47.260>worked <00:21:47.399>at <00:21:47.540>all. <00:21:47.679>Trying <00:21:47.820>to <00:21:47.959>define <00:21:48.100>everything <00:21:48.240>up

00:21:48.990 --> 00:21:49.000 align:start position:0%
<00:21:48.990>all. <00:21:48.991>Trying <00:21:48.993>to <00:21:48.995>define <00:21:48.997>everything <00:21:48.999>up

00:21:49.000 --> 00:21:50.870 align:start position:0%
<00:21:49.000>all. <00:21:49.175>Trying <00:21:49.350>to <00:21:49.525>define <00:21:49.700>everything <00:21:49.875>up <00:21:50.050>front, <00:21:50.225>I <00:21:50.400>think

00:21:50.870 --> 00:21:50.880 align:start position:0%
<00:21:50.870>front, <00:21:50.874>I <00:21:50.879>think

00:21:50.880 --> 00:21:53.550 align:start position:0%
<00:21:50.880>front, <00:21:51.020>I <00:21:51.160>think <00:21:51.300>we <00:21:51.440>used <00:21:51.580>to <00:21:51.720>call <00:21:51.860>it <00:21:52.000>waterfall <00:21:52.140>and <00:21:52.280>that

00:21:53.550 --> 00:21:53.560 align:start position:0%
<00:21:53.550>we <00:21:53.551>used <00:21:53.552>to <00:21:53.553>call <00:21:53.555>it <00:21:53.556>waterfall <00:21:53.557>and <00:21:53.559>that

00:21:53.560 --> 00:21:55.830 align:start position:0%
<00:21:53.560>we <00:21:53.667>used <00:21:53.775>to <00:21:53.883>call <00:21:53.990>it <00:21:54.098>waterfall <00:21:54.206>and <00:21:54.313>that <00:21:54.421>didn't <00:21:54.529>work <00:21:54.636>back <00:21:54.744>when <00:21:54.852>people <00:21:54.960>were

00:21:55.830 --> 00:21:55.840 align:start position:0%
<00:21:55.830>didn't <00:21:55.831>work <00:21:55.833>back <00:21:55.835>when <00:21:55.837>people <00:21:55.839>were

00:21:55.840 --> 00:21:57.870 align:start position:0%
<00:21:55.840>didn't <00:21:55.947>work <00:21:56.055>back <00:21:56.163>when <00:21:56.270>people <00:21:56.378>were <00:21:56.486>typing. <00:21:56.593>I'm <00:21:56.701>not <00:21:56.809>sure <00:21:56.916>how <00:21:57.024>that's <00:21:57.132>going <00:21:57.240>to

00:21:57.870 --> 00:21:57.880 align:start position:0%
<00:21:57.870>typing. <00:21:57.871>I'm <00:21:57.872>not <00:21:57.873>sure <00:21:57.875>how <00:21:57.876>that's <00:21:57.877>going <00:21:57.879>to

00:21:57.880 --> 00:22:01.270 align:start position:0%
<00:21:57.880>typing. <00:21:57.973>I'm <00:21:58.066>not <00:21:58.160>sure <00:21:58.253>how <00:21:58.346>that's <00:21:58.440>going <00:21:58.533>to <00:21:58.626>work <00:21:58.720>when <00:21:58.813>AI <00:21:58.906>is <00:21:59.000>doing <00:21:59.093>the <00:21:59.186>typing. <00:21:59.280>So,

00:22:01.270 --> 00:22:01.280 align:start position:0%
<00:22:01.270>work <00:22:01.271>when <00:22:01.272>AI <00:22:01.273>is <00:22:01.275>doing <00:22:01.276>the <00:22:01.277>typing. <00:22:01.279>So,

00:22:01.280 --> 00:22:04.630 align:start position:0%
<00:22:01.280>work <00:22:01.379>when <00:22:01.480>AI <00:22:01.580>is <00:22:01.680>doing <00:22:01.780>the <00:22:01.879>typing. <00:22:01.980>So, <00:22:02.080>spec-driven <00:22:02.180>development <00:22:02.280>I <00:22:02.379>think <00:22:02.480>is <00:22:02.580>a <00:22:02.680>is

00:22:04.630 --> 00:22:04.640 align:start position:0%
<00:22:04.630>spec-driven <00:22:04.631>development <00:22:04.633>I <00:22:04.634>think <00:22:04.636>is <00:22:04.637>a <00:22:04.639>is

00:22:04.640 --> 00:22:06.550 align:start position:0%
<00:22:04.640>spec-driven <00:22:04.747>development <00:22:04.855>I <00:22:04.963>think <00:22:05.070>is <00:22:05.178>a <00:22:05.286>is <00:22:05.393>a <00:22:05.501>problem. <00:22:05.609>Going <00:22:05.716>back <00:22:05.824>in <00:22:05.932>that <00:22:06.040>direction

00:22:06.550 --> 00:22:06.560 align:start position:0%
<00:22:06.550>a <00:22:06.551>problem. <00:22:06.553>Going <00:22:06.554>back <00:22:06.556>in <00:22:06.557>that <00:22:06.559>direction

00:22:06.560 --> 00:22:10.510 align:start position:0%
<00:22:06.560>a <00:22:06.653>problem. <00:22:06.746>Going <00:22:06.840>back <00:22:06.933>in <00:22:07.026>that <00:22:07.120>direction <00:22:07.213>is <00:22:07.306>I <00:22:07.399>don't <00:22:07.493>think <00:22:07.586>going <00:22:07.679>to <00:22:07.773>work. <00:22:07.866>And <00:22:07.960>I

00:22:10.510 --> 00:22:10.520 align:start position:0%
<00:22:10.510>is <00:22:10.511>I <00:22:10.512>don't <00:22:10.513>think <00:22:10.514>going <00:22:10.515>to <00:22:10.516>work. <00:22:10.517>And <00:22:10.519>I

00:22:10.520 --> 00:22:11.950 align:start position:0%
<00:22:10.520>is <00:22:10.648>I <00:22:10.777>don't <00:22:10.906>think <00:22:11.034>going <00:22:11.163>to <00:22:11.292>work. <00:22:11.420>And <00:22:11.549>I <00:22:11.678>would <00:22:11.807>actually

00:22:11.950 --> 00:22:11.960 align:start position:0%
<00:22:11.950>would <00:22:11.959>actually

00:22:11.960 --> 00:22:14.550 align:start position:0%
<00:22:11.960>would <00:22:12.193>actually <00:22:12.426>bet <00:22:12.660>my <00:22:12.893>company <00:22:13.126>on <00:22:13.360>it.

00:22:14.550 --> 00:22:14.560 align:start position:0%
<00:22:14.550>bet <00:22:14.552>my <00:22:14.554>company <00:22:14.556>on <00:22:14.559>it.

00:22:14.560 --> 00:22:15.870 align:start position:0%
<00:22:14.560>bet <00:22:14.658>my <00:22:14.756>company <00:22:14.854>on <00:22:14.953>it. <00:22:15.051>&gt;&gt; <00:22:15.149>Great. <00:22:15.247>Thank <00:22:15.346>you <00:22:15.444>very <00:22:15.542>much <00:22:15.640>for <00:22:15.738>your

00:22:15.870 --> 00:22:15.880 align:start position:0%
<00:22:15.870>&gt;&gt; <00:22:15.871>Great. <00:22:15.872>Thank <00:22:15.873>you <00:22:15.875>very <00:22:15.876>much <00:22:15.877>for <00:22:15.879>your

00:22:15.880 --> 00:22:19.320 align:start position:0%
<00:22:15.880>&gt;&gt; <00:22:15.987>Great. <00:22:16.095>Thank <00:22:16.203>you <00:22:16.310>very <00:22:16.418>much <00:22:16.526>for <00:22:16.633>your <00:22:16.741>time. <00:22:16.849>See <00:22:16.956>you <00:22:17.064>in <00:22:17.172>a <00:22:17.280>bit.