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<00:00:26.480>conversation <00:00:26.635>about <00:00:26.791>Scrum <00:00:26.946>Master <00:00:27.102>and <00:00:27.257>AI <00:00:27.413>was <00:00:27.568>at <00:00:27.724>the <00:00:27.880>edges.

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<00:00:34.120>conferences, <00:00:34.400>in <00:00:34.680>the <00:00:34.959>occasional <00:00:35.239>LinkedIn <00:00:35.519>threads.

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development.

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<00:01:03.640>Scrum.org <00:01:03.815>published <00:01:03.990>guidance <00:01:04.165>on <00:01:04.340>how <00:01:04.515>Scrum <00:01:04.690>roles <00:01:04.864>evolve <00:01:05.040>in

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<00:01:17.720>"Should <00:01:17.836>we <00:01:17.953>think <00:01:18.070>about <00:01:18.186>this?" <00:01:18.303>to <00:01:18.420>"How <00:01:18.536>do <00:01:18.653>we <00:01:18.770>act <00:01:18.886>on <00:01:19.003>it <00:01:19.120>now?"

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<00:01:21.950>This <00:01:22.077>session <00:01:22.204>brings <00:01:22.331>together <00:01:22.459>what <00:01:22.586>I <00:01:22.713>have <00:01:22.840>observed <00:01:22.968>directly <00:01:23.095>in <00:01:23.222>teams, <00:01:23.350>the

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<00:01:25.960>patterns <00:01:26.100>that <00:01:26.240>worked, <00:01:26.380>the <00:01:26.520>friction <00:01:26.660>points, <00:01:26.800>the <00:01:26.940>moments <00:01:27.080>where <00:01:27.220>AI <00:01:27.360>made

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<00:01:29.870>things <00:01:30.025>faster, <00:01:30.181>but <00:01:30.336>also <00:01:30.492>the <00:01:30.647>moments <00:01:30.803>where <00:01:30.958>it <00:01:31.114>quietly <00:01:31.270>eroded

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<00:01:33.580>trust <00:01:33.735>and <00:01:33.891>shared <00:01:34.046>understanding <00:01:34.202>alongside <00:01:34.357>the <00:01:34.513>research <00:01:34.668>that <00:01:34.824>is <00:01:34.980>now

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<00:01:37.320>catching <00:01:37.520>up <00:01:37.720>to <00:01:37.919>explain <00:01:38.119>why <00:01:38.320>these <00:01:38.520>patterns <00:01:38.720>emerge.

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<00:01:44.800>teams <00:01:45.080>this <00:01:45.360>sprint. <00:01:45.640>So, <00:01:45.920>let's <00:01:46.200>begin.

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<00:01:49.729>Let <00:01:49.963>me <00:01:50.196>start <00:01:50.429>with <00:01:50.663>a <00:01:50.896>simple <00:01:51.130>observation.

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<00:01:52.120>AI <00:01:52.260>is <00:01:52.400>already <00:01:52.540>in <00:01:52.680>your <00:01:52.820>teams <00:01:52.960>right <00:01:53.100>now, <00:01:53.240>whether <00:01:53.380>you <00:01:53.520>have

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<00:01:58.880>Think <00:01:59.007>about <00:01:59.134>your <00:01:59.261>last <00:01:59.389>sprint. <00:01:59.516>Was <00:01:59.643>code <00:01:59.770>suggested <00:01:59.898>or <00:02:00.025>generated <00:02:00.152>by <00:02:00.280>an

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<00:02:02.860>AI <00:02:02.987>tool? <00:02:03.114>Did <00:02:03.241>anyone <00:02:03.369>use <00:02:03.496>an <00:02:03.623>AI <00:02:03.750>assistant <00:02:03.878>to <00:02:04.005>summarize <00:02:04.132>a <00:02:04.260>Scrum

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<00:02:06.780>event, <00:02:06.980>write <00:02:07.180>a <00:02:07.380>ticket, <00:02:07.580>or <00:02:07.780>draft <00:02:07.980>a <00:02:08.180>solution?

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2025,

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<00:02:20.120>based <00:02:20.400>on <00:02:20.680>49,000 <00:02:20.960>responses <00:02:21.240>from <00:02:21.520>177

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<00:02:24.120>countries, <00:02:24.295>found <00:02:24.470>that <00:02:24.645>84% <00:02:24.820>of <00:02:24.995>developers <00:02:25.170>are <00:02:25.345>using <00:02:25.520>or

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<00:02:28.020>planning <00:02:28.370>to <00:02:28.720>use <00:02:29.070>AI <00:02:29.420>tools.

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<00:02:30.720>But <00:02:30.920>as <00:02:31.120>adoption <00:02:31.320>went <00:02:31.520>up, <00:02:31.720>trust <00:02:31.920>went <00:02:32.120>down.

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<00:02:34.360>46% <00:02:34.560>from <00:02:34.760>them <00:02:34.960>actively <00:02:35.160>distrust <00:02:35.360>the <00:02:35.560>accuracy <00:02:35.760>of

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<00:02:38.180>AI <00:02:38.380>output, <00:02:38.580>what <00:02:38.780>is <00:02:38.980>a <00:02:39.180>significant <00:02:39.380>increase <00:02:39.580>from

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<00:02:41.340>31% <00:02:41.806>a <00:02:42.273>year <00:02:42.740>ago.

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<00:02:43.970>And <00:02:44.145>the <00:02:44.320>45% <00:02:44.495>also <00:02:44.670>say <00:02:44.845>that <00:02:45.020>debugging <00:02:45.195>AI-generated <00:02:45.370>code

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<00:02:48.060>actually <00:02:48.293>takes <00:02:48.526>longer <00:02:48.760>than <00:02:48.993>writing <00:02:49.226>it <00:02:49.460>themselves.

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<00:02:51.600>We <00:02:51.755>are <00:02:51.911>in <00:02:52.066>an <00:02:52.222>interesting <00:02:52.377>moment. <00:02:52.533>Adoption <00:02:52.688>is <00:02:52.844>everywhere, <00:02:53.000>but

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<00:02:55.380>confidence <00:02:55.555>is <00:02:55.730>not, <00:02:55.905>and <00:02:56.079>it <00:02:56.255>goes <00:02:56.430>also <00:02:56.605>beyond <00:02:56.780>the

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coding.

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<00:03:00.280>AI <00:03:00.435>is <00:03:00.591>also <00:03:00.746>summarizing <00:03:00.902>your <00:03:01.057>Scrum <00:03:01.213>events. <00:03:01.368>It <00:03:01.524>writes <00:03:01.680>tickets.

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<00:03:04.700>It <00:03:04.875>drafts <00:03:05.049>documentation. <00:03:05.225>It <00:03:05.399>is <00:03:05.575>reshaping <00:03:05.750>how <00:03:05.924>your <00:03:06.100>team

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<00:03:08.320>communicates <00:03:08.519>and <00:03:08.720>thinks, <00:03:08.920>not <00:03:09.120>just <00:03:09.320>how <00:03:09.519>it <00:03:09.720>codes.

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<00:03:12.960>Additionally, <00:03:13.240>AI <00:03:13.520>proposes <00:03:13.800>solutions, <00:03:14.080>surfaces <00:03:14.360>risks,

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<00:03:17.160>and <00:03:17.335>shapes <00:03:17.510>decisions, <00:03:17.685>often <00:03:17.859>without <00:03:18.035>anyone <00:03:18.210>naming <00:03:18.385>that <00:03:18.560>influence.

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<00:03:21.660>An <00:03:21.893>AI-generated <00:03:22.126>risk <00:03:22.359>flag <00:03:22.593>shapes <00:03:22.826>a <00:03:23.060>discussion.

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<00:03:25.590>An <00:03:25.790>AI <00:03:25.990>summarized <00:03:26.190>retrospective <00:03:26.390>frames <00:03:26.590>the <00:03:26.790>next <00:03:26.990>conversation.

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<00:03:29.720>The <00:03:29.895>influence <00:03:30.070>is <00:03:30.245>real, <00:03:30.420>but <00:03:30.595>it <00:03:30.770>is <00:03:30.945>often <00:03:31.120>invisible.

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<00:03:33.560>And <00:03:33.715>then <00:03:33.871>there's <00:03:34.026>the <00:03:34.182>new <00:03:34.337>wave, <00:03:34.493>which <00:03:34.648>is <00:03:34.804>actually <00:03:34.960>already

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<00:03:37.480>here. <00:03:37.713>Autonomous <00:03:37.946>agents, <00:03:38.179>AI <00:03:38.413>systems <00:03:38.646>that <00:03:38.880>plan

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<00:03:41.460>and <00:03:41.693>execute <00:03:41.926>multi-step <00:03:42.160>workflows <00:03:42.393>without <00:03:42.626>step-by-step <00:03:42.860>human

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<00:03:45.120>prompting. <00:03:45.260>These <00:03:45.400>aren't <00:03:45.540>the <00:03:45.680>tools <00:03:45.820>that <00:03:45.960>your <00:03:46.100>team <00:03:46.240>picks <00:03:46.380>up <00:03:46.520>and

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<00:03:49.040>puts <00:03:49.195>down <00:03:49.351>because <00:03:49.506>they <00:03:49.662>act, <00:03:49.817>they <00:03:49.973>iterate, <00:03:50.128>and <00:03:50.284>they <00:03:50.440>make

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<00:03:53.020>decisions. <00:03:53.175>Which <00:03:53.331>brings <00:03:53.486>us <00:03:53.642>to <00:03:53.797>the <00:03:53.953>core <00:03:54.108>of <00:03:54.264>this <00:03:54.420>session.

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<00:03:57.200>If <00:03:57.549>something <00:03:57.899>is <00:03:58.250>influencing <00:03:58.600>how

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<00:04:01.040>your <00:04:01.489>team

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<00:04:02.380>makes <00:04:02.579>decisions, <00:04:02.780>it <00:04:02.980>is <00:04:03.180>part <00:04:03.380>of <00:04:03.579>the <00:04:03.780>system.

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<00:04:05.460>It <00:04:05.587>is <00:04:05.714>not <00:04:05.841>a <00:04:05.969>background <00:04:06.096>tool. <00:04:06.223>It <00:04:06.350>is <00:04:06.478>a <00:04:06.605>participant, <00:04:06.732>and <00:04:06.860>most

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<00:04:09.160>Scrum <00:04:09.267>teams <00:04:09.375>are <00:04:09.483>still <00:04:09.590>running <00:04:09.698>their <00:04:09.806>events <00:04:09.913>as <00:04:10.021>if <00:04:10.129>only <00:04:10.236>humans <00:04:10.344>are <00:04:10.452>at <00:04:10.560>the

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<00:04:13.060>table, <00:04:13.340>and <00:04:13.620>that <00:04:13.900>is <00:04:14.180>the <00:04:14.460>gap.

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<00:04:16.779>So <00:04:16.935>let <00:04:17.091>me <00:04:17.246>start <00:04:17.402>with <00:04:17.557>the <00:04:17.713>gap <00:04:17.868>I'm <00:04:18.024>talking <00:04:18.179>about.

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<00:04:21.260>On <00:04:21.560>the <00:04:21.860>left <00:04:22.159>side,

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<00:04:23.100>we <00:04:23.275>have <00:04:23.450>what <00:04:23.625>the <00:04:23.800>teams <00:04:23.975>are <00:04:24.150>actually <00:04:24.325>experiencing: <00:04:24.500>faster

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<00:04:27.140>delivery <00:04:27.373>cycles, <00:04:27.606>AI-assisted <00:04:27.840>decisions <00:04:28.073>that <00:04:28.306>are <00:04:28.539>sometimes

75
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<00:04:30.960>invisible, <00:04:31.135>team <00:04:31.310>dynamics <00:04:31.484>that <00:04:31.659>have <00:04:31.835>shifted <00:04:32.010>in <00:04:32.185>ways <00:04:32.359>people

76
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<00:04:34.659>haven't <00:04:34.815>named <00:04:34.971>yet, <00:04:35.126>and <00:04:35.282>the <00:04:35.437>growing <00:04:35.593>fuzziness <00:04:35.748>around <00:04:35.904>who <00:04:36.059>is

77
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<00:04:38.159>responsible <00:04:38.637>for <00:04:39.114>what.

78
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<00:04:40.480>On <00:04:40.587>the <00:04:40.695>right <00:04:40.803>side <00:04:40.910>of <00:04:41.018>this <00:04:41.126>slide, <00:04:41.233>we <00:04:41.341>have <00:04:41.449>what <00:04:41.556>the <00:04:41.664>Scrum <00:04:41.772>teams <00:04:41.880>were

79
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<00:04:44.280>designed <00:04:44.746>for: <00:04:45.213>human-to-human <00:04:45.679>collaboration,

80
00:04:47.940 --> 00:04:51.820
<00:04:47.940>visible <00:04:48.173>actors <00:04:48.406>with <00:04:48.640>clear <00:04:48.873>roles, <00:04:49.106>transparent <00:04:49.340>decision-making,

81
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<00:04:51.860>and <00:04:52.395>shared <00:04:52.931>accountability.

82
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<00:04:53.920>So <00:04:54.153>let's <00:04:54.386>notice <00:04:54.620>the <00:04:54.853>mismatch. <00:04:55.086>AI <00:04:55.320>is

83
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<00:04:57.659>quietly <00:04:58.010>reshaping <00:04:58.359>outcomes, <00:04:58.710>quality, <00:04:59.059>velocity,

84
00:05:01.560 --> 00:05:03.660
<00:05:01.560>but <00:05:01.760>also <00:05:01.960>the <00:05:02.160>way <00:05:02.360>how <00:05:02.560>your <00:05:02.760>team <00:05:02.960>learns.

85
00:05:04.060 --> 00:05:07.920
<00:05:04.060>But <00:05:04.215>the <00:05:04.371>processes, <00:05:04.526>the <00:05:04.682>Scrum <00:05:04.837>events <00:05:04.993>and <00:05:05.148>the <00:05:05.304>agreements, <00:05:05.460>but

86
00:05:07.960 --> 00:05:10.260
<00:05:07.960>also <00:05:08.159>the <00:05:08.359>roles <00:05:08.560>around <00:05:08.760>it, <00:05:08.960>haven't <00:05:09.159>caught <00:05:09.359>up.

87
00:05:11.680 --> 00:05:14.960
<00:05:11.680>Now, <00:05:11.855>here <00:05:12.030>is <00:05:12.205>research <00:05:12.380>backed <00:05:12.555>insight <00:05:12.730>that <00:05:12.905>I <00:05:13.080>found

88
00:05:15.400 --> 00:05:17.480
<00:05:15.400>particularly <00:05:15.750>important <00:05:16.099>for <00:05:16.450>this <00:05:16.799>conversation.

89
00:05:18.240 --> 00:05:21.820
<00:05:18.240>The <00:05:18.440>DORA <00:05:18.640>State <00:05:18.840>of <00:05:19.040>DevOps <00:05:19.240>Report, <00:05:19.440>from <00:05:19.640>2025,

90
00:05:24.040 --> 00:05:27.720
<00:05:24.040>contains <00:05:24.167>a <00:05:24.294>finding <00:05:24.421>that <00:05:24.549>directly <00:05:24.676>frames <00:05:24.803>everything <00:05:24.930>we <00:05:25.058>are <00:05:25.185>going <00:05:25.312>to <00:05:25.440>discuss

91
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<00:05:27.760>today. <00:05:27.993>I'm <00:05:28.226>going <00:05:28.460>to <00:05:28.693>quote <00:05:28.926>it <00:05:29.159>directly.

92
00:05:31.320 --> 00:05:35.280
<00:05:31.320>"AI's <00:05:31.475>primary <00:05:31.631>role <00:05:31.786>in <00:05:31.942>software <00:05:32.097>development <00:05:32.253>is <00:05:32.408>that <00:05:32.564>of <00:05:32.719>an

93
00:05:35.380 --> 00:05:38.740
<00:05:35.380>amplifier. <00:05:35.613>It <00:05:35.846>magnifies <00:05:36.080>the <00:05:36.313>strength <00:05:36.546>of <00:05:36.780>high-performing

94
00:05:38.800 --> 00:05:41.840
<00:05:38.800>organizations <00:05:39.000>and <00:05:39.200>the <00:05:39.400>dysfunctions <00:05:39.600>of <00:05:39.800>the <00:05:40.000>struggling <00:05:40.200>ones."

95
00:05:43.100 --> 00:05:46.340
<00:05:43.100>This <00:05:43.275>is <00:05:43.450>the <00:05:43.625>amplifier <00:05:43.800>finding, <00:05:43.975>and <00:05:44.150>it <00:05:44.325>is <00:05:44.500>crucial.

96
00:05:47.260 --> 00:05:51.190
<00:05:47.260>AI <00:05:47.400>is <00:05:47.539>not <00:05:47.680>a <00:05:47.820>neutral <00:05:47.960>tool. <00:05:48.099>It <00:05:48.240>is <00:05:48.380>a <00:05:48.520>force <00:05:48.659>multiplier

97
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<00:05:51.420>for <00:05:51.620>whatever <00:05:51.820>state <00:05:52.020>your <00:05:52.220>team <00:05:52.420>is <00:05:52.620>already <00:05:52.820>in.

98
00:05:54.400 --> 00:05:58.140
<00:05:54.400>If <00:05:54.555>you <00:05:54.711>have <00:05:54.866>strong <00:05:55.022>feedback <00:05:55.177>loops, <00:05:55.333>clear <00:05:55.488>ownership, <00:05:55.644>and <00:05:55.799>psychological

99
00:05:58.280 --> 00:06:00.740
<00:05:58.280>safety, <00:05:58.630>AI <00:05:58.979>amplifies <00:05:59.330>those <00:05:59.679>strengths.

100
00:06:01.484 --> 00:06:05.084
<00:06:01.484>But <00:06:01.659>if <00:06:01.834>you <00:06:02.008>have <00:06:02.183>unclear <00:06:02.359>accountability, <00:06:02.534>poor <00:06:02.709>collaboration <00:06:02.883>habits,

101
00:06:05.464 --> 00:06:08.444
<00:06:05.464>or <00:06:05.697>weak <00:06:05.930>processes, <00:06:06.164>AI <00:06:06.397>amplifies <00:06:06.630>those, <00:06:06.864>too.

102
00:06:09.244 --> 00:06:13.184
<00:06:09.244>This <00:06:09.344>is <00:06:09.444>why <00:06:09.544>the <00:06:09.644>gaps <00:06:09.744>matter <00:06:09.844>so <00:06:09.944>much, <00:06:10.044>and <00:06:10.144>this <00:06:10.244>is <00:06:10.344>why <00:06:10.444>no <00:06:10.544>one <00:06:10.644>can

103
00:06:13.204 --> 00:06:16.884
<00:06:13.204>afford <00:06:13.379>to <00:06:13.554>treat <00:06:13.729>AI <00:06:13.904>adoption <00:06:14.079>as <00:06:14.254>a <00:06:14.429>purely <00:06:14.604>technological

104
00:06:17.024 --> 00:06:20.844
<00:06:17.024>question. <00:06:17.199>It <00:06:17.374>is <00:06:17.549>a <00:06:17.724>collaboration <00:06:17.899>design <00:06:18.074>question, <00:06:18.249>and <00:06:18.424>it

105
00:06:20.944 --> 00:06:23.104
<00:06:20.944>needs <00:06:21.224>someone <00:06:21.504>responsible <00:06:21.784>for <00:06:22.064>answering <00:06:22.344>it.

106
00:06:25.564 --> 00:06:29.144
<00:06:25.564>Now, <00:06:25.691>let <00:06:25.818>me <00:06:25.945>be <00:06:26.073>very <00:06:26.200>clear <00:06:26.327>about <00:06:26.454>something, <00:06:26.582>and <00:06:26.709>I <00:06:26.836>say <00:06:26.964>this

107
00:06:29.464 --> 00:06:31.904
<00:06:29.464>because <00:06:29.639>I <00:06:29.814>know <00:06:29.989>this <00:06:30.164>question <00:06:30.339>is <00:06:30.514>on <00:06:30.689>everyone's <00:06:30.864>mind.

108
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<00:06:32.494>The <00:06:32.649>Scrum <00:06:32.805>Master <00:06:32.960>role <00:06:33.116>is <00:06:33.271>not <00:06:33.427>being <00:06:33.582>replaced <00:06:33.738>by <00:06:33.894>AI.

109
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<00:06:36.544>It <00:06:36.892>is <00:06:37.240>being <00:06:37.588>redefined.

110
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<00:06:38.744>Here <00:06:38.919>is <00:06:39.094>the <00:06:39.269>traditional <00:06:39.444>picture. <00:06:39.619>A <00:06:39.794>Scrum <00:06:39.969>Master <00:06:40.144>who

111
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<00:06:42.484>facilitates <00:06:42.834>human-to-human <00:06:43.183>interaction, <00:06:43.534>removes <00:06:43.883>impediments,

112
00:06:46.844 --> 00:06:50.324
<00:06:46.844>coaches <00:06:46.984>on <00:06:47.123>Scrum <00:06:47.264>practices, <00:06:47.404>and <00:06:47.544>protects <00:06:47.683>the <00:06:47.824>team <00:06:47.964>focus <00:06:48.104>and <00:06:48.244>autonomy.

113
00:06:51.004 --> 00:06:54.404
<00:06:51.004>All <00:06:51.131>of <00:06:51.258>this <00:06:51.385>is <00:06:51.513>still <00:06:51.640>relevant, <00:06:51.767>and <00:06:51.894>all <00:06:52.022>of <00:06:52.149>this <00:06:52.276>still <00:06:52.404>matters.

114
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<00:06:55.264>The <00:06:55.391>Scrum <00:06:55.518>Guide <00:06:55.645>describes <00:06:55.773>the <00:06:55.900>Scrum <00:06:56.027>Master <00:06:56.154>as <00:06:56.282>accountable <00:06:56.409>for <00:06:56.536>the <00:06:56.664>team's

115
00:06:59.364 --> 00:07:03.104
<00:06:59.364>effectiveness. <00:06:59.539>The <00:06:59.714>word <00:06:59.888>effectiveness <00:07:00.063>is <00:07:00.239>doing <00:07:00.414>a <00:07:00.589>lot <00:07:00.763>of

116
00:07:03.144 --> 00:07:05.404
<00:07:03.144>work, <00:07:03.424>and <00:07:03.704>what <00:07:03.984>makes <00:07:04.264>a <00:07:04.544>team

117
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<00:07:05.464>effective <00:07:06.164>has <00:07:06.864>changed.

118
00:07:09.484 --> 00:07:13.324
<00:07:09.484>When <00:07:09.611>AI <00:07:09.738>becomes <00:07:09.865>a <00:07:09.993>participant <00:07:10.120>in <00:07:10.247>the <00:07:10.374>system, <00:07:10.502>when <00:07:10.629>it <00:07:10.756>assists <00:07:10.883>with

119
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<00:07:13.364>decisions, <00:07:13.563>generates <00:07:13.763>outputs <00:07:13.964>the <00:07:14.164>team <00:07:14.364>relies <00:07:14.563>on, <00:07:14.763>and

120
00:07:17.444 --> 00:07:21.284
<00:07:17.444>operates <00:07:17.599>in <00:07:17.755>ways <00:07:17.910>that <00:07:18.066>aren't <00:07:18.221>always <00:07:18.377>transparent, <00:07:18.532>facilitation <00:07:18.688>of <00:07:18.844>human

121
00:07:21.304 --> 00:07:24.564
<00:07:21.304>interaction <00:07:21.479>alone <00:07:21.654>is <00:07:21.828>no <00:07:22.003>longer <00:07:22.179>enough <00:07:22.354>to <00:07:22.529>ensure <00:07:22.703>effectiveness.

122
00:07:25.784 --> 00:07:26.424
<00:07:25.784>The <00:07:26.359>redefined

123
00:07:27.404 --> 00:07:30.884
<00:07:27.404>role <00:07:27.637>of <00:07:27.870>Scrum <00:07:28.104>Master <00:07:28.337>is <00:07:28.570>an <00:07:28.804>orchestrator.

124
00:07:31.574 --> 00:07:35.284
<00:07:31.574>That <00:07:31.749>means <00:07:31.924>designing <00:07:32.099>how <00:07:32.274>human <00:07:32.449>and <00:07:32.624>AI <00:07:32.799>collaborate <00:07:32.974>together.

125
00:07:35.804 --> 00:07:39.644
<00:07:35.804>It <00:07:35.979>means <00:07:36.154>making <00:07:36.328>AI <00:07:36.503>influence <00:07:36.679>visible, <00:07:36.854>surfacing <00:07:37.029>it <00:07:37.203>in

126
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<00:07:39.683>Scrum <00:07:39.917>events <00:07:40.150>instead <00:07:40.383>of <00:07:40.617>leaving <00:07:40.850>it <00:07:41.083>invisible.

127
00:07:42.944 --> 00:07:45.524
<00:07:42.944>It <00:07:43.294>means <00:07:43.644>creating <00:07:43.994>learning <00:07:44.344>loops.

128
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<00:07:46.183>What <00:07:46.323>did <00:07:46.463>the <00:07:46.604>AI <00:07:46.744>do <00:07:46.883>well? <00:07:47.023>What <00:07:47.164>did <00:07:47.304>it <00:07:47.443>get <00:07:47.583>wrong?

129
00:07:49.864 --> 00:07:53.504
<00:07:49.864>And <00:07:50.003>how <00:07:50.143>does <00:07:50.284>the <00:07:50.424>team <00:07:50.563>adapt? <00:07:50.703>And <00:07:50.844>it <00:07:50.984>means <00:07:51.123>maintaining <00:07:51.263>trust,

130
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<00:07:53.944>clarity, <00:07:54.099>and <00:07:54.255>accountability <00:07:54.410>in <00:07:54.566>a <00:07:54.721>system <00:07:54.877>that <00:07:55.032>now <00:07:55.188>includes <00:07:55.344>non-human

131
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participants.

132
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<00:07:59.784>And <00:08:00.017>then <00:08:00.250>there's <00:08:00.484>a <00:08:00.717>fifth <00:08:00.950>responsibility <00:08:01.183>that

133
00:08:02.344 --> 00:08:06.284
<00:08:02.344>Scrum.org <00:08:02.810>named <00:08:03.277>explicitly, <00:08:03.744>one

134
00:08:06.324 --> 00:08:09.104
<00:08:06.324>that <00:08:06.499>extends <00:08:06.674>the <00:08:06.849>concept <00:08:07.024>the <00:08:07.199>Scrum <00:08:07.374>Master <00:08:07.549>already <00:08:07.724>owns.

135
00:08:10.104 --> 00:08:13.104
<00:08:10.104>The <00:08:10.337>Scrum <00:08:10.570>Master <00:08:10.804>causes <00:08:11.037>the <00:08:11.270>impediment's <00:08:11.503>removal.

136
00:08:13.724 --> 00:08:17.524
<00:08:13.724>In <00:08:14.003>AI-augmented <00:08:14.284>teams, <00:08:14.563>these <00:08:14.844>impediments <00:08:15.123>are

137
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<00:08:17.564>now <00:08:17.844>also <00:08:18.124>algorithmic. <00:08:18.404>Scrum.org <00:08:18.684>is <00:08:18.964>clear.

138
00:08:21.904 --> 00:08:25.724
<00:08:21.904>The <00:08:22.044>removal <00:08:22.183>of <00:08:22.324>impediments <00:08:22.464>applies <00:08:22.604>whether <00:08:22.744>they <00:08:22.884>are <00:08:23.024>human <00:08:23.164>or <00:08:23.304>algorithmic.

139
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<00:08:26.544>The <00:08:26.651>Scrum <00:08:26.759>Master's <00:08:26.867>role <00:08:26.974>is <00:08:27.082>to <00:08:27.190>ensure <00:08:27.297>the <00:08:27.405>team <00:08:27.513>has <00:08:27.620>a <00:08:27.728>process <00:08:27.836>for <00:08:27.943>this,

140
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<00:08:30.744>that <00:08:30.860>someone <00:08:30.977>owns <00:08:31.094>it, <00:08:31.210>and <00:08:31.327>that <00:08:31.444>algorithmic <00:08:31.560>blockers <00:08:31.677>get <00:08:31.794>treated <00:08:31.910>with <00:08:32.027>the <00:08:32.144>same

141
00:08:34.804 --> 00:08:36.985
<00:08:34.804>urgency <00:08:35.154>as <00:08:35.504>any <00:08:35.853>other <00:08:36.203>impediments.

142
00:08:38.204 --> 00:08:40.894
<00:08:38.203>And <00:08:38.378>this <00:08:38.554>broader <00:08:38.728>shift <00:08:38.904>is <00:08:39.078>being <00:08:39.253>recognized <00:08:39.429>more <00:08:39.603>widely.

143
00:08:41.444 --> 00:08:45.074
<00:08:41.443>Scrum.org's <00:08:41.723>guidance <00:08:42.003>acknowledges <00:08:42.284>that <00:08:42.563>in <00:08:42.843>AI-augmented

144
00:08:45.204 --> 00:08:48.694
<00:08:45.204>teams, <00:08:45.404>developers <00:08:45.603>are <00:08:45.804>increasingly <00:08:46.003>acting <00:08:46.204>as <00:08:46.404>orchestrators <00:08:46.603>and

145
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<00:08:48.744>validators <00:08:48.919>of <00:08:49.094>AI <00:08:49.269>output <00:08:49.444>rather <00:08:49.619>than <00:08:49.794>pure <00:08:49.969>authors <00:08:50.144>of

146
00:08:52.504 --> 00:08:56.364
<00:08:52.504>code. <00:08:52.659>The <00:08:52.815>Scrum <00:08:52.970>Master <00:08:53.126>role <00:08:53.281>is <00:08:53.437>following <00:08:53.592>the <00:08:53.748>same <00:08:53.904>trajectory.

147
00:08:57.184 --> 00:09:00.984
<00:08:57.184>This <00:08:57.284>is <00:08:57.384>not <00:08:57.483>a <00:08:57.584>bigger <00:08:57.684>job. <00:08:57.784>It <00:08:57.884>is <00:08:57.983>a <00:08:58.084>different <00:08:58.184>dimension <00:08:58.284>of <00:08:58.384>the <00:08:58.483>same <00:08:58.584>job,

148
00:09:01.464 --> 00:09:05.064
<00:09:01.464>rooted <00:09:01.604>in <00:09:01.744>the <00:09:01.884>same <00:09:02.024>values <00:09:02.164>applied <00:09:02.304>to <00:09:02.444>a <00:09:02.584>more <00:09:02.724>complex <00:09:02.864>reality.

149
00:09:07.184 --> 00:09:09.024
<00:09:07.184>So <00:09:07.650>what <00:09:08.117>is <00:09:08.584>orchestration?

150
00:09:10.364 --> 00:09:14.244
<00:09:10.364>In <00:09:10.519>most <00:09:10.675>organizations, <00:09:10.830>the <00:09:10.986>Scrum <00:09:11.141>Master's <00:09:11.297>first <00:09:11.452>encounter <00:09:11.608>with <00:09:11.764>AI

151
00:09:14.264 --> 00:09:17.604
<00:09:14.264>is <00:09:14.544>operational. <00:09:14.824>Someone <00:09:15.104>needs <00:09:15.384>a <00:09:15.664>license.

152
00:09:17.724 --> 00:09:20.024
<00:09:17.724>A <00:09:18.004>security <00:09:18.284>policy <00:09:18.564>is <00:09:18.844>blocking <00:09:19.124>access.

153
00:09:20.844 --> 00:09:22.524
<00:09:20.844>The <00:09:21.194>procurement <00:09:21.544>process <00:09:21.894>is <00:09:22.244>unclear.

154
00:09:23.364 --> 00:09:26.144
<00:09:23.364>Helping <00:09:23.597>unblocking <00:09:23.830>that <00:09:24.064>is <00:09:24.297>real <00:09:24.530>and <00:09:24.764>legitimate.

155
00:09:26.664 --> 00:09:29.904
<00:09:26.664>It <00:09:26.864>is <00:09:27.064>impediment <00:09:27.264>removal <00:09:27.464>applied <00:09:27.664>to <00:09:27.864>AI <00:09:28.064>adoption.

156
00:09:30.424 --> 00:09:33.664
<00:09:30.424>But <00:09:30.564>most <00:09:30.704>organizations <00:09:30.843>stop <00:09:30.983>there, <00:09:31.124>and <00:09:31.264>that <00:09:31.404>is <00:09:31.544>exactly <00:09:31.684>what <00:09:31.824>this

157
00:09:34.764 --> 00:09:35.584
<00:09:34.764>slide <00:09:35.133>is <00:09:35.502>about.

158
00:09:36.724 --> 00:09:40.564
<00:09:36.724>On <00:09:36.879>the <00:09:37.035>left <00:09:37.190>side, <00:09:37.346>we <00:09:37.501>have <00:09:37.657>where <00:09:37.812>organizations <00:09:37.968>currently <00:09:38.124>are:

159
00:09:41.104 --> 00:09:45.024
<00:09:41.104>getting <00:09:41.384>tools <00:09:41.664>approved, <00:09:41.944>resolving <00:09:42.224>security <00:09:42.504>blockers,

160
00:09:45.624 --> 00:09:49.424
<00:09:45.624>ensuring <00:09:45.779>the <00:09:45.935>team <00:09:46.090>can <00:09:46.246>actually <00:09:46.401>access <00:09:46.557>what <00:09:46.712>they <00:09:46.868>need, <00:09:47.024>valuable

161
00:09:49.484 --> 00:09:53.474
<00:09:49.484>work, <00:09:49.611>familiar <00:09:49.738>work, <00:09:49.865>and <00:09:49.993>for <00:09:50.120>many <00:09:50.247>Scrum <00:09:50.374>Masters <00:09:50.502>right <00:09:50.629>now, <00:09:50.756>it <00:09:50.884>is

162
00:09:53.504 --> 00:09:55.404
<00:09:53.504>where <00:09:53.854>the <00:09:54.204>AI <00:09:54.554>conversation <00:09:54.904>ends.

163
00:09:56.664 --> 00:10:00.653
<00:09:56.664>However, <00:09:56.791>on <00:09:56.918>the <00:09:57.045>right <00:09:57.173>side <00:09:57.300>of <00:09:57.427>this <00:09:57.554>slide, <00:09:57.682>we <00:09:57.809>have <00:09:57.936>what <00:09:58.064>orchestration

164
00:10:00.824 --> 00:10:01.184
adds.

165
00:10:02.004 --> 00:10:05.804
<00:10:02.004>Once <00:10:02.144>the <00:10:02.284>team <00:10:02.424>has <00:10:02.564>access, <00:10:02.704>someone <00:10:02.844>needs <00:10:02.984>to <00:10:03.124>design <00:10:03.264>how <00:10:03.404>human

166
00:10:05.944 --> 00:10:09.744
<00:10:05.944>and <00:10:06.118>AI <00:10:06.294>actually <00:10:06.468>work <00:10:06.644>together. <00:10:06.819>And <00:10:06.993>who <00:10:07.169>decides <00:10:07.343>what?

167
00:10:10.373 --> 00:10:11.144
<00:10:10.373>How <00:10:10.604>does <00:10:10.835>the <00:10:11.066>team

168
00:10:13.084 --> 00:10:16.904
<00:10:13.084>make <00:10:13.258>AI <00:10:13.434>influence <00:10:13.608>visible? <00:10:13.784>What <00:10:13.959>happens <00:10:14.133>when <00:10:14.309>AI <00:10:14.483>helps

169
00:10:17.284 --> 00:10:21.104
<00:10:17.284>and <00:10:17.424>when <00:10:17.564>it <00:10:17.704>misleads? <00:10:17.843>How <00:10:17.984>do <00:10:18.124>they <00:10:18.264>get <00:10:18.404>better <00:10:18.544>sprint <00:10:18.684>over

170
00:10:21.144 --> 00:10:21.524
sprint?

171
00:10:22.424 --> 00:10:25.454
<00:10:22.424>Without <00:10:22.657>this <00:10:22.890>layer, <00:10:23.124>adoption <00:10:23.357>produces <00:10:23.590>tools <00:10:23.824>without

172
00:10:25.504 --> 00:10:29.404
<00:10:25.504>results. <00:10:25.679>Access <00:10:25.854>to <00:10:26.029>AI <00:10:26.204>is <00:10:26.379>just <00:10:26.554>the <00:10:26.729>starting <00:10:26.904>line.

173
00:10:29.884 --> 00:10:33.024
<00:10:29.884>How <00:10:30.039>the <00:10:30.195>team <00:10:30.350>designs <00:10:30.506>around <00:10:30.661>it <00:10:30.817>determines <00:10:30.972>where <00:10:31.128>they <00:10:31.284>finish.

174
00:10:33.844 --> 00:10:36.104
<00:10:33.844>And <00:10:34.044>the <00:10:34.244>next <00:10:34.444>section <00:10:34.644>is <00:10:34.844>about <00:10:35.044>exactly <00:10:35.244>that.

175
00:10:36.744 --> 00:10:40.584
<00:10:36.744>Four <00:10:36.919>concrete <00:10:37.094>responsibilities <00:10:37.269>that <00:10:37.444>make <00:10:37.619>orchestration <00:10:37.794>real <00:10:37.969>in <00:10:38.144>practice.

176
00:10:42.804 --> 00:10:46.684
<00:10:42.804>So <00:10:42.978>now <00:10:43.154>let's <00:10:43.329>get <00:10:43.504>practical. <00:10:43.679>Based <00:10:43.853>on <00:10:44.029>real-world <00:10:44.204>experience

177
00:10:46.724 --> 00:10:50.464
<00:10:46.724>with <00:10:46.899>teams <00:10:47.074>working <00:10:47.249>alongside <00:10:47.424>AI <00:10:47.599>tools <00:10:47.774>and <00:10:47.949>agents, <00:10:48.124>and

178
00:10:50.524 --> 00:10:54.064
<00:10:50.524>drawing <00:10:50.724>on <00:10:50.924>research <00:10:51.124>from <00:10:51.324>Agile <00:10:51.524>and <00:10:51.724>software <00:10:51.924>engineering

179
00:10:54.144 --> 00:10:57.524
<00:10:54.144>community, <00:10:54.344>I <00:10:54.544>have <00:10:54.744>distilled <00:10:54.944>orchestration <00:10:55.144>into <00:10:55.344>four <00:10:55.544>core

180
00:10:57.564 --> 00:10:58.624
responsibilities.

181
00:10:59.444 --> 00:11:03.374
<00:10:59.444>One <00:10:59.644>is <00:10:59.843>task <00:11:00.044>boundary <00:11:00.243>design, <00:11:00.444>being <00:11:00.644>deliberate <00:11:00.843>about

182
00:11:03.484 --> 00:11:05.924
<00:11:03.484>who <00:11:03.764>does <00:11:04.044>what, <00:11:04.324>human <00:11:04.604>versus <00:11:04.884>AI.

183
00:11:07.404 --> 00:11:10.744
<00:11:07.404>Two, <00:11:07.754>working <00:11:08.104>agreements, <00:11:08.454>creating <00:11:08.804>explicit

184
00:11:10.944 --> 00:11:13.664
<00:11:10.944>team-owned <00:11:11.177>agreements <00:11:11.410>around <00:11:11.644>how <00:11:11.877>AI <00:11:12.110>is <00:11:12.343>used.

185
00:11:14.564 --> 00:11:18.364
<00:11:14.564>Three, <00:11:14.797>inspection <00:11:15.030>of <00:11:15.264>AI <00:11:15.497>impact, <00:11:15.730>making <00:11:15.964>AI

186
00:11:18.404 --> 00:11:22.104
<00:11:18.404>role <00:11:18.604>visible <00:11:18.804>in <00:11:19.004>Scrum <00:11:19.204>events. <00:11:19.404>And <00:11:19.604>four <00:11:19.804>is

187
00:11:22.124 --> 00:11:23.284
<00:11:22.124>psychological <00:11:23.168>safety.

188
00:11:24.284 --> 00:11:26.844
<00:11:24.284>Because <00:11:24.564>AI <00:11:24.843>introduces <00:11:25.124>specific <00:11:25.404>new <00:11:25.684>risks

189
00:11:26.904 --> 00:11:30.884
<00:11:26.904>to <00:11:27.031>the <00:11:27.158>team <00:11:27.285>health, <00:11:27.413>the <00:11:27.540>Scrum <00:11:27.667>Master <00:11:27.794>is <00:11:27.922>often <00:11:28.049>the <00:11:28.176>first <00:11:28.304>one

190
00:11:30.944 --> 00:11:31.543
<00:11:30.944>to <00:11:31.483>notice.

191
00:11:32.764 --> 00:11:36.544
<00:11:32.764>As <00:11:32.891>we <00:11:33.018>walk <00:11:33.145>through <00:11:33.273>each <00:11:33.400>one, <00:11:33.527>notice <00:11:33.654>that <00:11:33.782>they <00:11:33.909>all <00:11:34.036>connect <00:11:34.164>back

192
00:11:36.644 --> 00:11:40.604
<00:11:36.644>to <00:11:36.844>three <00:11:37.044>underlying <00:11:37.244>needs: <00:11:37.444>making <00:11:37.644>AI's <00:11:37.844>role <00:11:38.044>visible,

193
00:11:41.124 --> 00:11:44.084
<00:11:41.124>setting <00:11:41.357>clear <00:11:41.590>boundaries, <00:11:41.824>and <00:11:42.057>building <00:11:42.290>learning <00:11:42.524>loops.

194
00:11:44.444 --> 00:11:47.884
<00:11:44.444>We <00:11:44.551>will <00:11:44.659>bring <00:11:44.767>these <00:11:44.874>together <00:11:44.982>into <00:11:45.090>a <00:11:45.197>simple <00:11:45.305>model <00:11:45.413>in <00:11:45.520>the <00:11:45.628>end <00:11:45.736>of <00:11:45.843>this

195
00:11:47.904 --> 00:11:48.604
presentation.

196
00:11:49.744 --> 00:11:52.664
<00:11:49.744>But <00:11:49.977>first, <00:11:50.210>let's <00:11:50.444>make <00:11:50.677>each <00:11:50.910>responsibility <00:11:51.144>concrete.

197
00:11:54.744 --> 00:11:58.424
<00:11:54.744>So <00:11:54.884>what <00:11:55.024>is <00:11:55.164>task <00:11:55.304>boundary <00:11:55.444>design? <00:11:55.584>This <00:11:55.724>is <00:11:55.864>actually <00:11:56.004>the <00:11:56.144>first

198
00:11:58.464 --> 00:12:02.044
<00:11:58.464>responsibility. <00:11:58.638>It <00:11:58.814>is <00:11:58.988>about <00:11:59.164>being <00:11:59.339>intentional <00:11:59.513>as <00:11:59.689>a <00:11:59.863>team

199
00:12:02.304 --> 00:12:05.824
<00:12:02.304>about <00:12:02.420>which <00:12:02.537>work <00:12:02.654>is <00:12:02.770>done <00:12:02.887>by <00:12:03.004>humans <00:12:03.120>and <00:12:03.237>which <00:12:03.353>work <00:12:03.470>is <00:12:03.587>assisted <00:12:03.704>by

200
00:12:05.904 --> 00:12:08.664
<00:12:05.904>AIs, <00:12:06.137>and <00:12:06.370>who <00:12:06.604>ultimately <00:12:06.837>owns <00:12:07.070>the <00:12:07.304>outcome.

201
00:12:09.728 --> 00:12:13.328
<00:12:09.728>I <00:12:09.835>want <00:12:09.943>to <00:12:10.051>introduce <00:12:10.158>three <00:12:10.266>practical <00:12:10.374>patterns <00:12:10.481>that <00:12:10.589>I <00:12:10.697>have <00:12:10.804>seen <00:12:10.912>working <00:12:11.020>well <00:12:11.127>in

202
00:12:13.368 --> 00:12:13.748
teams.

203
00:12:14.828 --> 00:12:18.428
<00:12:14.828>The <00:12:15.002>first <00:12:15.178>one <00:12:15.353>is <00:12:15.528>that <00:12:15.703>AI <00:12:15.877>drafts <00:12:16.053>but <00:12:16.228>human

204
00:12:18.468 --> 00:12:21.808
<00:12:18.468>decides. <00:12:18.668>This <00:12:18.867>works <00:12:19.068>well <00:12:19.267>for <00:12:19.468>things <00:12:19.668>like <00:12:19.867>architecture

205
00:12:21.888 --> 00:12:25.288
<00:12:21.888>decisions, <00:12:22.168>sprint <00:12:22.448>goals, <00:12:22.728>and <00:12:23.008>acceptance <00:12:23.288>criteria.

206
00:12:25.348 --> 00:12:29.088
<00:12:25.348>The <00:12:25.503>AI <00:12:25.659>can <00:12:25.814>generate <00:12:25.970>a <00:12:26.125>starting <00:12:26.281>point, <00:12:26.436>a <00:12:26.592>proposal, <00:12:26.747>a

207
00:12:29.158 --> 00:12:32.308
<00:12:29.158>summary, <00:12:29.313>a <00:12:29.469>draft, <00:12:29.624>but <00:12:29.780>the <00:12:29.935>team <00:12:30.091>makes <00:12:30.246>the <00:12:30.402>final <00:12:30.558>call.

208
00:12:33.008 --> 00:12:35.388
<00:12:33.008>Human <00:12:33.288>judgment <00:12:33.568>remains <00:12:33.848>at <00:12:34.128>the <00:12:34.408>center.

209
00:12:36.358 --> 00:12:40.128
<00:12:36.358>The <00:12:36.558>second <00:12:36.757>is <00:12:36.958>AI <00:12:37.157>suggests, <00:12:37.358>but <00:12:37.558>human <00:12:37.757>validate.

210
00:12:41.058 --> 00:12:44.958
<00:12:41.058>This <00:12:41.198>applies <00:12:41.338>to <00:12:41.478>things <00:12:41.617>like <00:12:41.758>code <00:12:41.898>review <00:12:42.038>assistance, <00:12:42.178>risk <00:12:42.318>flagging, <00:12:42.458>or

211
00:12:45.048 --> 00:12:48.648
<00:12:45.048>generating <00:12:45.223>test <00:12:45.398>cases. <00:12:45.573>The <00:12:45.748>AI <00:12:45.923>surface <00:12:46.098>is <00:12:46.273>something <00:12:46.448>worth

212
00:12:48.728 --> 00:12:52.708
<00:12:48.728>considering. <00:12:48.883>A <00:12:49.039>human <00:12:49.194>then <00:12:49.350>checks <00:12:49.505>whether <00:12:49.661>that <00:12:49.816>is <00:12:49.972>right, <00:12:50.127>relevant,

213
00:12:52.748 --> 00:12:53.828
<00:12:52.748>and <00:12:52.991>safe <00:12:53.234>to <00:12:53.477>act <00:12:53.720>on.

214
00:12:54.688 --> 00:12:55.668
<00:12:54.688>The <00:12:55.129>third <00:12:55.570>is

215
00:12:56.728 --> 00:13:00.308
<00:12:56.728>AI <00:12:56.902>assists, <00:12:57.078>but <00:12:57.252>human <00:12:57.428>owns. <00:12:57.603>This <00:12:57.777>covers <00:12:57.953>areas <00:12:58.127>like

216
00:13:00.428 --> 00:13:04.388
<00:13:00.428>customer-facing <00:13:00.708>communication, <00:13:00.988>incident <00:13:01.268>response, <00:13:01.548>or <00:13:01.828>deployment

217
00:13:04.448 --> 00:13:08.348
<00:13:04.448>decisions. <00:13:04.622>The <00:13:04.798>AI <00:13:04.973>might <00:13:05.148>accelerate <00:13:05.323>or <00:13:05.497>inform <00:13:05.673>the <00:13:05.848>work,

218
00:13:08.468 --> 00:13:11.797
<00:13:08.468>but <00:13:08.595>there <00:13:08.722>is <00:13:08.849>always <00:13:08.977>a <00:13:09.104>named <00:13:09.231>human <00:13:09.358>who <00:13:09.486>owns <00:13:09.613>the <00:13:09.740>outcome <00:13:09.867>and

219
00:13:11.868 --> 00:13:13.568
<00:13:11.868>is <00:13:12.334>accountable <00:13:12.801>for <00:13:13.268>it.

220
00:13:16.008 --> 00:13:19.988
<00:13:16.008>This <00:13:16.241>pattern <00:13:16.474>language <00:13:16.708>is <00:13:16.941>consistent <00:13:17.174>with <00:13:17.408>how

221
00:13:20.008 --> 00:13:23.248
<00:13:20.008>DORA <00:13:20.288>research <00:13:20.568>describes <00:13:20.848>effective <00:13:21.128>AI <00:13:21.408>adoption.

222
00:13:23.288 --> 00:13:27.048
<00:13:23.288>Their <00:13:23.463>recommendation <00:13:23.638>is <00:13:23.813>to <00:13:23.988>orient <00:13:24.163>AI <00:13:24.338>strategies <00:13:24.513>towards <00:13:24.688>empowering

223
00:13:27.128 --> 00:13:30.868
<00:13:27.128>employees <00:13:27.328>and <00:13:27.528>reducing <00:13:27.728>toil, <00:13:27.928>not <00:13:28.128>towards <00:13:28.328>replacing <00:13:28.528>human

224
00:13:30.928 --> 00:13:32.948
<00:13:30.928>judgment <00:13:31.394>on <00:13:31.861>consequential <00:13:32.328>decisions.

225
00:13:33.728 --> 00:13:37.678
<00:13:33.728>The <00:13:33.855>key <00:13:33.982>question <00:13:34.109>your <00:13:34.237>team <00:13:34.364>needs <00:13:34.491>to <00:13:34.618>answer, <00:13:34.746>and <00:13:34.873>the <00:13:35.000>Scrum <00:13:35.127>Master's

226
00:13:37.708 --> 00:13:41.668
<00:13:37.708>job <00:13:37.824>is <00:13:37.941>to <00:13:38.058>make <00:13:38.174>sure <00:13:38.291>the <00:13:38.408>question <00:13:38.524>gets <00:13:38.641>asked, <00:13:38.757>is <00:13:38.874>what <00:13:38.991>work <00:13:39.108>is

227
00:13:41.748 --> 00:13:45.328
<00:13:41.748>safe <00:13:41.888>to <00:13:42.028>delegate <00:13:42.168>to <00:13:42.308>AI <00:13:42.448>and <00:13:42.588>what <00:13:42.728>must <00:13:42.868>stay <00:13:43.008>with <00:13:43.148>the

228
00:13:45.428 --> 00:13:45.908
humans?

229
00:13:46.848 --> 00:13:49.128
<00:13:46.848>This <00:13:47.081>question <00:13:47.314>doesn't <00:13:47.548>have <00:13:47.781>a <00:13:48.014>universal <00:13:48.247>answer.

230
00:13:49.628 --> 00:13:53.278
<00:13:49.628>It <00:13:49.744>depends <00:13:49.861>on <00:13:49.978>your <00:13:50.094>domain, <00:13:50.211>your <00:13:50.328>team's <00:13:50.444>experience <00:13:50.561>with <00:13:50.678>the <00:13:50.794>tools, <00:13:50.911>and <00:13:51.028>the

231
00:13:53.348 --> 00:13:54.888
<00:13:53.348>consequences <00:13:53.694>of <00:13:54.040>getting <00:13:54.387>it <00:13:54.734>wrong.

232
00:13:55.448 --> 00:13:59.048
<00:13:55.448>But <00:13:55.603>it <00:13:55.759>must <00:13:55.914>be <00:13:56.070>asked <00:13:56.225>explicitly. <00:13:56.381>If <00:13:56.536>it <00:13:56.692>isn't, <00:13:56.848>boundaries

233
00:13:59.108 --> 00:14:01.608
<00:13:59.108>drift <00:13:59.387>and <00:13:59.667>accountability <00:13:59.948>disappears <00:14:00.228>with <00:14:00.507>them.

234
00:14:03.808 --> 00:14:07.548
<00:14:03.808>The <00:14:04.008>second <00:14:04.208>responsibility <00:14:04.408>is <00:14:04.608>working <00:14:04.808>agreements, <00:14:05.008>specifically <00:14:05.208>working

235
00:14:07.608 --> 00:14:10.748
<00:14:07.608>agreements <00:14:07.782>designed <00:14:07.958>for <00:14:08.132>how <00:14:08.308>the <00:14:08.483>team <00:14:08.657>collaborates <00:14:08.833>with <00:14:09.007>AI.

236
00:14:11.868 --> 00:14:15.567
<00:14:11.868>Most <00:14:12.068>Scrum <00:14:12.268>teams <00:14:12.468>have <00:14:12.668>working <00:14:12.868>agreements <00:14:13.068>around <00:14:13.268>human

237
00:14:15.628 --> 00:14:18.938
<00:14:15.628>behaviors. <00:14:15.828>Be <00:14:16.028>on <00:14:16.228>time, <00:14:16.428>speak <00:14:16.628>up <00:14:16.828>in <00:14:17.028>retrospectives,

238
00:14:19.507 --> 00:14:23.228
<00:14:19.507>keep <00:14:19.662>the <00:14:19.818>board <00:14:19.973>updated. <00:14:20.129>But <00:14:20.284>very <00:14:20.440>few <00:14:20.595>teams <00:14:20.751>have <00:14:20.906>explicit

239
00:14:23.308 --> 00:14:26.868
<00:14:23.308>agreement <00:14:23.424>about <00:14:23.541>AI <00:14:23.658>use. <00:14:23.774>This <00:14:23.891>is <00:14:24.008>a <00:14:24.124>gap <00:14:24.241>the <00:14:24.358>Scrum <00:14:24.474>Master <00:14:24.591>can <00:14:24.708>close.

240
00:14:27.668 --> 00:14:31.228
<00:14:27.668>Here <00:14:27.808>are <00:14:27.948>five <00:14:28.088>working <00:14:28.228>agreements <00:14:28.368>I <00:14:28.508>have <00:14:28.648>seen <00:14:28.788>team <00:14:28.928>adopt <00:14:29.068>successfully.

241
00:14:32.348 --> 00:14:35.948
<00:14:32.348>First, <00:14:32.522>AI <00:14:32.698>output <00:14:32.872>is <00:14:33.048>always <00:14:33.223>treated <00:14:33.397>as <00:14:33.573>a <00:14:33.747>first

242
00:14:36.088 --> 00:14:39.768
<00:14:36.088>draft, <00:14:36.262>not <00:14:36.438>a <00:14:36.613>final <00:14:36.788>answer. <00:14:36.963>This <00:14:37.137>creates <00:14:37.313>a <00:14:37.488>cultural

243
00:14:39.828 --> 00:14:43.188
<00:14:39.828>norm <00:14:40.002>that <00:14:40.178>AI <00:14:40.353>is <00:14:40.528>a <00:14:40.703>starting <00:14:40.877>point <00:14:41.053>and <00:14:41.228>human

244
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<00:14:43.228>judgment <00:14:43.461>is <00:14:43.694>required <00:14:43.928>to <00:14:44.161>complete <00:14:44.394>the <00:14:44.627>work.

245
00:14:46.288 --> 00:14:50.128
<00:14:46.288>Second, <00:14:46.488>the <00:14:46.688>human <00:14:46.888>are <00:14:47.088>always <00:14:47.288>accountable <00:14:47.488>for <00:14:47.688>AI-assisted

246
00:14:50.488 --> 00:14:51.188
decisions.

247
00:14:52.768 --> 00:14:56.708
<00:14:52.768>This <00:14:52.908>is <00:14:53.048>critical. <00:14:53.188>The <00:14:53.328>AI <00:14:53.468>suggested <00:14:53.608>it <00:14:53.748>cannot <00:14:53.888>be <00:14:54.028>a <00:14:54.168>defense.

248
00:14:57.448 --> 00:15:00.348
<00:14:57.448>Using <00:14:57.798>AI <00:14:58.148>doesn't <00:14:58.497>shift <00:14:58.848>responsibility.

249
00:15:00.388 --> 00:15:02.568
<00:15:00.388>It <00:15:00.563>stays <00:15:00.738>with <00:15:00.913>the <00:15:01.088>person <00:15:01.263>who <00:15:01.438>acted <00:15:01.613>on <00:15:01.788>it.

250
00:15:03.348 --> 00:15:06.577
<00:15:03.348>This <00:15:03.503>is <00:15:03.659>consistent <00:15:03.814>with <00:15:03.970>how <00:15:04.125>the <00:15:04.281>Scrum <00:15:04.436>guide <00:15:04.592>describes <00:15:04.747>accountability.

251
00:15:07.058 --> 00:15:11.048
<00:15:07.058>It <00:15:07.185>is <00:15:07.312>always <00:15:07.439>individual <00:15:07.567>or <00:15:07.694>team <00:15:07.821>level, <00:15:07.948>never <00:15:08.076>delegated <00:15:08.203>to <00:15:08.330>a <00:15:08.458>tool.

252
00:15:12.328 --> 00:15:12.688
Third,

253
00:15:13.808 --> 00:15:17.488
<00:15:13.808>AI <00:15:13.983>suggestions <00:15:14.158>must <00:15:14.333>be <00:15:14.508>actively <00:15:14.683>challenged, <00:15:14.858>not <00:15:15.033>passively <00:15:15.208>accepted.

254
00:15:18.088 --> 00:15:20.668
<00:15:18.088>The <00:15:18.321>Stack <00:15:18.554>Overflow <00:15:18.788>Developer <00:15:19.021>Survey <00:15:19.254>found <00:15:19.488>that

255
00:15:20.728 --> 00:15:24.328
<00:15:20.728>46% <00:15:20.961>of <00:15:21.194>developers <00:15:21.428>don't <00:15:21.661>trust <00:15:21.894>AI <00:15:22.127>output.

256
00:15:24.608 --> 00:15:27.908
<00:15:24.608>Yet, <00:15:24.808>under <00:15:25.007>delivery <00:15:25.208>pressure, <00:15:25.407>that <00:15:25.608>distrust <00:15:25.808>stays <00:15:26.007>silent.

257
00:15:28.608 --> 00:15:32.108
<00:15:28.608>This <00:15:28.763>agreement <00:15:28.919>makes <00:15:29.074>the <00:15:29.230>challenge <00:15:29.385>explicit. <00:15:29.541>It <00:15:29.696>is <00:15:29.852>not <00:15:30.007>optional.

258
00:15:32.648 --> 00:15:33.968
<00:15:32.648>It <00:15:32.846>is <00:15:33.044>part <00:15:33.242>of <00:15:33.439>how <00:15:33.637>we <00:15:33.836>work.

259
00:15:34.908 --> 00:15:38.888
<00:15:34.908>Fourth, <00:15:35.083>when <00:15:35.258>we <00:15:35.433>use <00:15:35.608>AI <00:15:35.783>on <00:15:35.958>tasks, <00:15:36.133>we <00:15:36.308>name

260
00:15:38.928 --> 00:15:42.868
<00:15:38.928>it. <00:15:39.055>Whether <00:15:39.182>in <00:15:39.309>the <00:15:39.437>daily <00:15:39.564>Scrum <00:15:39.691>or <00:15:39.818>on <00:15:39.946>the <00:15:40.073>ticket, <00:15:40.200>the <00:15:40.328>team

261
00:15:42.928 --> 00:15:46.908
<00:15:42.928>makes <00:15:43.103>AI <00:15:43.278>usage <00:15:43.453>visible. <00:15:43.628>This <00:15:43.803>is <00:15:43.978>a <00:15:44.153>transparency <00:15:44.328>practice

262
00:15:46.918 --> 00:15:49.488
<00:15:46.918>directly <00:15:47.093>aligned <00:15:47.268>with <00:15:47.443>one <00:15:47.618>of <00:15:47.793>the <00:15:47.968>Scrum's <00:15:48.143>three <00:15:48.318>pillars.

263
00:15:50.428 --> 00:15:54.168
<00:15:50.428>And <00:15:50.603>the <00:15:50.778>fifth <00:15:50.953>is <00:15:51.128>if <00:15:51.303>AI <00:15:51.478>influences <00:15:51.653>a <00:15:51.828>significant

264
00:15:54.228 --> 00:15:57.588
<00:15:54.228>decision, <00:15:54.428>this <00:15:54.627>visibility <00:15:54.828>belongs <00:15:55.027>in <00:15:55.228>the <00:15:55.428>sprint <00:15:55.627>review.

265
00:15:58.248 --> 00:16:02.228
<00:15:58.248>Stakeholders <00:15:58.448>deserve <00:15:58.648>to <00:15:58.848>know <00:15:59.048>when <00:15:59.248>outcome <00:15:59.448>were <00:15:59.648>AI

266
00:16:02.288 --> 00:16:04.548
<00:16:02.288>assisted, <00:16:02.638>especially <00:16:02.988>in <00:16:03.338>high-stake <00:16:03.688>domains.

267
00:16:05.468 --> 00:16:08.468
<00:16:05.468>The <00:16:05.623>Scrum <00:16:05.779>Master's <00:16:05.934>role <00:16:06.090>here <00:16:06.245>is <00:16:06.401>not <00:16:06.556>to <00:16:06.712>police <00:16:06.867>disagreements.

268
00:16:09.008 --> 00:16:12.848
<00:16:09.008>It <00:16:09.163>is <00:16:09.319>to <00:16:09.474>facilitate <00:16:09.630>their <00:16:09.785>creation, <00:16:09.941>revisit <00:16:10.096>them <00:16:10.252>every <00:16:10.408>retrospective,

269
00:16:12.908 --> 00:16:16.428
<00:16:12.908>and <00:16:13.258>create <00:16:13.608>psychologically <00:16:13.958>safety <00:16:14.308>environment

270
00:16:17.048 --> 00:16:18.428
<00:16:17.048>to <00:16:17.669>discuss <00:16:18.290>them.

271
00:16:20.908 --> 00:16:22.528
<00:16:20.908>Then <00:16:21.141>we <00:16:21.374>come <00:16:21.608>to <00:16:21.841>the <00:16:22.074>third <00:16:22.308>practice.

272
00:16:22.928 --> 00:16:26.568
<00:16:22.928>It <00:16:23.083>is <00:16:23.239>inspection <00:16:23.394>of <00:16:23.550>AI <00:16:23.705>impact, <00:16:23.861>and <00:16:24.016>this <00:16:24.172>is <00:16:24.328>where

273
00:16:26.688 --> 00:16:29.528
<00:16:26.688>Scrum <00:16:26.863>core <00:16:27.038>values <00:16:27.213>of <00:16:27.388>transparency <00:16:27.563>really <00:16:27.738>comes <00:16:27.913>to <00:16:28.088>life.

274
00:16:30.528 --> 00:16:34.288
<00:16:30.528>The <00:16:30.655>challenge <00:16:30.782>with <00:16:30.909>AI <00:16:31.037>in <00:16:31.164>teams <00:16:31.291>is <00:16:31.418>that <00:16:31.546>the <00:16:31.673>influence <00:16:31.800>is <00:16:31.928>often

275
00:16:34.348 --> 00:16:37.988
<00:16:34.348>invisible. <00:16:34.522>Someone <00:16:34.698>uses <00:16:34.872>a <00:16:35.048>code <00:16:35.223>assistant <00:16:35.397>and <00:16:35.573>doesn't <00:16:35.747>mention

276
00:16:38.048 --> 00:16:42.018
<00:16:38.048>it. <00:16:38.223>A <00:16:38.398>sprint <00:16:38.573>retrospective <00:16:38.748>summary <00:16:38.923>is <00:16:39.098>AI <00:16:39.273>generated <00:16:39.448>but

277
00:16:42.028 --> 00:16:45.368
<00:16:42.028>presented <00:16:42.308>as <00:16:42.588>the <00:16:42.868>facilitator's <00:16:43.148>own <00:16:43.428>synthesis.

278
00:16:45.408 --> 00:16:49.268
<00:16:45.408>An <00:16:45.524>AI <00:16:45.641>risk <00:16:45.758>flag <00:16:45.874>shapes <00:16:45.991>a <00:16:46.108>decision <00:16:46.224>but <00:16:46.341>never <00:16:46.458>gets <00:16:46.574>named <00:16:46.691>for <00:16:46.808>the

279
00:16:49.328 --> 00:16:49.748
reason.

280
00:16:50.768 --> 00:16:53.948
<00:16:50.768>Over <00:16:51.118>time, <00:16:51.468>this <00:16:51.818>invisibility <00:16:52.168>erodes

281
00:16:54.008 --> 00:16:57.428
<00:16:54.008>transparency, <00:16:54.148>and <00:16:54.288>transparency <00:16:54.428>is <00:16:54.568>one <00:16:54.708>of <00:16:54.848>the <00:16:54.988>three <00:16:55.128>pillars <00:16:55.268>of <00:16:55.408>Scrum.

282
00:16:58.348 --> 00:17:02.208
<00:16:58.348>The <00:16:58.503>Scrum <00:16:58.659>Master <00:16:58.814>can <00:16:58.970>address <00:16:59.125>this <00:16:59.281>by <00:16:59.436>weaving <00:16:59.592>AI <00:16:59.747>specific

283
00:17:02.248 --> 00:17:05.608
<00:17:02.248>questions <00:17:02.403>into <00:17:02.559>existing <00:17:02.714>Scrum <00:17:02.870>events, <00:17:03.025>not <00:17:03.181>by <00:17:03.336>creating <00:17:03.492>new <00:17:03.648>events.

284
00:17:06.189 --> 00:17:08.388
<00:17:06.189>Scrum <00:17:06.422>already <00:17:06.655>gives <00:17:06.889>the <00:17:07.122>structure <00:17:07.355>we <00:17:07.589>need.

285
00:17:09.189 --> 00:17:12.988
<00:17:09.189>So, <00:17:09.329>for <00:17:09.469>example, <00:17:09.609>in <00:17:09.749>the <00:17:09.889>daily <00:17:10.029>Scrum, <00:17:10.169>we <00:17:10.309>can <00:17:10.449>ask <00:17:10.589>ourselves,

286
00:17:13.508 --> 00:17:16.168
<00:17:13.508>did <00:17:13.741>AI <00:17:13.974>assisted <00:17:14.208>any <00:17:14.441>work <00:17:14.674>since <00:17:14.908>yesterday?

287
00:17:16.888 --> 00:17:20.128
<00:17:16.887>Was <00:17:17.088>anything <00:17:17.288>AI <00:17:17.487>generated <00:17:17.687>that <00:17:17.887>should <00:17:18.088>be <00:17:18.288>flagged?

288
00:17:20.969 --> 00:17:24.628
<00:17:20.969>These <00:17:21.109>don't <00:17:21.249>take <00:17:21.389>long, <00:17:21.529>but <00:17:21.669>they <00:17:21.809>normalize <00:17:21.949>making <00:17:22.089>AI <00:17:22.229>usage <00:17:22.369>visible.

289
00:17:26.788 --> 00:17:30.228
<00:17:26.788>Second <00:17:26.943>event <00:17:27.099>that <00:17:27.254>is <00:17:27.410>also <00:17:27.565>very <00:17:27.721>suitable <00:17:27.876>for <00:17:28.032>this <00:17:28.188>inspection

290
00:17:30.648 --> 00:17:31.528
<00:17:30.648>is <00:17:31.043>sprint <00:17:31.440>review.

291
00:17:32.448 --> 00:17:36.328
<00:17:32.448>So <00:17:32.623>we <00:17:32.798>could <00:17:32.973>always <00:17:33.148>make <00:17:33.323>visible <00:17:33.498>which <00:17:33.673>outcomes <00:17:33.848>had

292
00:17:36.368 --> 00:17:40.288
<00:17:36.368>significant <00:17:36.601>AI <00:17:36.834>contribution. <00:17:37.068>Are <00:17:37.301>stakeholders <00:17:37.534>aware <00:17:37.768>of

293
00:17:40.408 --> 00:17:44.208
<00:17:40.408>where <00:17:40.548>AI <00:17:40.687>shaped <00:17:40.828>the <00:17:40.967>result? <00:17:41.108>This <00:17:41.247>is <00:17:41.388>important <00:17:41.527>for <00:17:41.668>trust <00:17:41.808>with

294
00:17:44.248 --> 00:17:47.968
<00:17:44.248>product <00:17:44.448>owner <00:17:44.648>and <00:17:44.848>stakeholders, <00:17:45.048>particularly <00:17:45.248>relevant <00:17:45.448>given <00:17:45.648>that

295
00:17:48.008 --> 00:17:50.968
<00:17:48.008>DORA <00:17:48.288>2025 <00:17:48.568>research <00:17:48.848>found <00:17:49.128>AI <00:17:49.408>adoption

296
00:17:51.028 --> 00:17:54.338
<00:17:51.028>simultaneously <00:17:51.378>increases <00:17:51.728>throughput <00:17:52.078>but <00:17:52.428>also

297
00:17:54.348 --> 00:17:56.198
<00:17:54.348>increases <00:17:55.048>delivery <00:17:55.748>instability.

298
00:17:57.048 --> 00:17:59.408
<00:17:57.048>Stakeholders <00:17:57.328>deserve <00:17:57.608>to <00:17:57.888>understand <00:17:58.168>this <00:17:58.448>context.

299
00:18:00.668 --> 00:18:04.128
<00:18:00.668>And <00:18:00.823>the <00:18:00.979>last, <00:18:01.134>and <00:18:01.290>maybe <00:18:01.445>the <00:18:01.601>richest <00:18:01.756>opportunity <00:18:01.912>for <00:18:02.068>AI

300
00:18:04.168 --> 00:18:06.128
<00:18:04.168>inspection, <00:18:04.634>is <00:18:05.101>sprint <00:18:05.568>retrospective.

301
00:18:07.438 --> 00:18:11.228
<00:18:07.438>During <00:18:07.613>sprint <00:18:07.788>retrospective, <00:18:07.963>we <00:18:08.138>should <00:18:08.313>ask <00:18:08.488>ourselves <00:18:08.663>three <00:18:08.838>basic

302
00:18:11.368 --> 00:18:14.408
<00:18:11.368>questions. <00:18:11.508>Where <00:18:11.648>did <00:18:11.788>AI <00:18:11.928>help <00:18:12.068>us <00:18:12.207>in <00:18:12.348>this <00:18:12.487>sprint, <00:18:12.628>and <00:18:12.768>how?

303
00:18:14.980 --> 00:18:18.900
<00:18:14.980>Where <00:18:15.120>did <00:18:15.260>AI <00:18:15.400>mislead <00:18:15.540>us, <00:18:15.680>slow <00:18:15.820>us <00:18:15.960>down, <00:18:16.100>or <00:18:16.240>reduce <00:18:16.380>shared

304
00:18:18.960 --> 00:18:22.860
<00:18:18.960>understanding? <00:18:19.160>And <00:18:19.360>finally, <00:18:19.560>what <00:18:19.760>should <00:18:19.960>we <00:18:20.160>change <00:18:20.360>about

305
00:18:22.900 --> 00:18:24.680
<00:18:22.900>how <00:18:23.180>we <00:18:23.460>use <00:18:23.740>AI <00:18:24.020>next <00:18:24.300>sprint?

306
00:18:25.640 --> 00:18:28.580
<00:18:25.640>This <00:18:25.840>last <00:18:26.040>question <00:18:26.240>is <00:18:26.440>where <00:18:26.640>real <00:18:26.840>learning <00:18:27.040>happens.

307
00:18:28.920 --> 00:18:32.740
<00:18:28.920>No <00:18:29.047>blame, <00:18:29.174>no <00:18:29.301>judgment, <00:18:29.429>just <00:18:29.556>what <00:18:29.683>did <00:18:29.810>we <00:18:29.938>observe, <00:18:30.065>and <00:18:30.192>how <00:18:30.320>do

308
00:18:32.820 --> 00:18:33.460
<00:18:32.820>we <00:18:33.396>adapt?

309
00:18:34.380 --> 00:18:38.360
<00:18:34.380>This <00:18:34.535>is <00:18:34.691>Scrum's <00:18:34.846>inspection <00:18:35.002>and <00:18:35.157>adaptation <00:18:35.313>principle <00:18:35.468>applied <00:18:35.624>directly <00:18:35.780>to

310
00:18:38.480 --> 00:18:40.480
<00:18:38.480>AI <00:18:38.946>and <00:18:39.413>human <00:18:39.880>collaboration.

311
00:18:43.160 --> 00:18:46.980
<00:18:43.160>The <00:18:43.287>fourth <00:18:43.414>responsibility <00:18:43.541>is <00:18:43.669>psychological <00:18:43.796>safety <00:18:43.923>and <00:18:44.050>ethics, <00:18:44.178>and <00:18:44.305>I <00:18:44.432>want <00:18:44.560>to

312
00:18:47.140 --> 00:18:50.860
<00:18:47.140>spend <00:18:47.315>real <00:18:47.490>time <00:18:47.665>here <00:18:47.840>because <00:18:48.015>this <00:18:48.190>is <00:18:48.365>the <00:18:48.540>area

313
00:18:51.200 --> 00:18:52.940
<00:18:51.200>teams <00:18:51.550>are <00:18:51.900>most <00:18:52.250>underprepared <00:18:52.600>for.

314
00:18:54.160 --> 00:18:56.860
<00:18:54.160>AI <00:18:54.360>doesn't <00:18:54.560>just <00:18:54.760>change <00:18:54.960>how <00:18:55.160>work <00:18:55.360>gets <00:18:55.560>done.

315
00:18:57.340 --> 00:19:01.269
<00:18:57.340>It <00:18:57.480>changes <00:18:57.620>how <00:18:57.760>people <00:18:57.899>feel <00:18:58.040>about <00:18:58.179>their <00:18:58.320>work, <00:18:58.459>about <00:18:58.600>each <00:18:58.740>other,

316
00:19:01.320 --> 00:19:03.920
<00:19:01.320>and <00:19:01.520>about <00:19:01.720>their <00:19:01.919>own <00:19:02.120>value <00:19:02.320>of <00:19:02.520>the <00:19:02.720>team.

317
00:19:04.690 --> 00:19:08.660
<00:19:04.690>And <00:19:04.797>it <00:19:04.905>introduces <00:19:05.013>ethical <00:19:05.120>risks <00:19:05.228>that <00:19:05.336>don't <00:19:05.443>always <00:19:05.551>surface <00:19:05.659>until <00:19:05.766>it <00:19:05.874>is <00:19:05.982>too <00:19:06.090>late.

318
00:19:09.680 --> 00:19:11.879
<00:19:09.680>Let <00:19:09.880>me <00:19:10.080>walk <00:19:10.280>you <00:19:10.480>through <00:19:10.680>six <00:19:10.880>specific <00:19:11.080>risks.

319
00:19:13.080 --> 00:19:16.560
<00:19:13.080>The <00:19:13.254>first <00:19:13.429>seems <00:19:13.605>rather <00:19:13.780>obvious. <00:19:13.955>It <00:19:14.129>is <00:19:14.304>a <00:19:14.480>comparison

320
00:19:16.620 --> 00:19:20.540
<00:19:16.620>pressure. <00:19:16.853>When <00:19:17.086>an <00:19:17.320>AI <00:19:17.553>tool <00:19:17.786>produces <00:19:18.020>output

321
00:19:20.580 --> 00:19:24.400
<00:19:20.580>at <00:19:20.696>10 <00:19:20.813>times <00:19:20.929>the <00:19:21.046>speed <00:19:21.163>of <00:19:21.280>a <00:19:21.396>developer <00:19:21.513>can, <00:19:21.629>people <00:19:21.746>start <00:19:21.863>to <00:19:21.980>feel

322
00:19:24.410 --> 00:19:28.020
<00:19:24.410>inadequate. <00:19:24.610>This <00:19:24.810>is <00:19:25.010>a <00:19:25.210>real <00:19:25.410>psychological <00:19:25.610>experience <00:19:25.810>that

323
00:19:28.080 --> 00:19:30.400
<00:19:28.080>erodes <00:19:28.546>confidence <00:19:29.013>and <00:19:29.480>motivation.

324
00:19:30.460 --> 00:19:34.360
<00:19:30.460>The <00:19:30.635>Scrum <00:19:30.810>master's <00:19:30.985>response <00:19:31.160>should <00:19:31.335>be <00:19:31.510>name <00:19:31.685>it <00:19:31.860>explicitly.

325
00:19:35.020 --> 00:19:38.920
<00:19:35.020>Human <00:19:35.220>judgment, <00:19:35.420>domain <00:19:35.620>expertise, <00:19:35.820>and <00:19:36.020>contextual <00:19:36.220>wisdom <00:19:36.420>are

326
00:19:38.940 --> 00:19:41.800
<00:19:38.940>the <00:19:39.220>differentiators, <00:19:39.500>not <00:19:39.780>raw <00:19:40.060>output <00:19:40.340>speed.

327
00:19:42.740 --> 00:19:46.400
<00:19:42.740>Speed <00:19:42.940>is <00:19:43.140>the <00:19:43.340>one <00:19:43.540>thing <00:19:43.740>that <00:19:43.940>AI <00:19:44.140>clearly

328
00:19:46.460 --> 00:19:49.440
<00:19:46.460>has. <00:19:46.600>It <00:19:46.740>is <00:19:46.880>not <00:19:47.020>the <00:19:47.160>most <00:19:47.300>important <00:19:47.440>thing <00:19:47.580>in <00:19:47.720>the <00:19:47.860>team.

329
00:19:50.310 --> 00:19:52.840
<00:19:50.310>The <00:19:50.543>second <00:19:50.776>risk <00:19:51.010>is <00:19:51.243>over-trust <00:19:51.476>and <00:19:51.710>silence.

330
00:19:54.080 --> 00:19:57.940
<00:19:54.080>Under <00:19:54.280>delivery <00:19:54.480>pressure, <00:19:54.679>teams <00:19:54.879>stop <00:19:55.080>questioning <00:19:55.280>AI <00:19:55.480>suggestions.

331
00:19:58.660 --> 00:20:02.610
<00:19:58.660>The <00:19:58.800>Stack <00:19:58.940>Overflow <00:19:59.080>Developer <00:19:59.220>Survey <00:19:59.360>2025 <00:19:59.500>puts <00:19:59.640>a <00:19:59.780>number <00:19:59.920>on <00:20:00.060>this

332
00:20:02.640 --> 00:20:05.960
<00:20:02.640>tension, <00:20:03.106>84% <00:20:03.573>adoption, <00:20:04.040>but

333
00:20:05.980 --> 00:20:09.900
<00:20:05.980>46% <00:20:06.155>of <00:20:06.330>developers <00:20:06.505>say <00:20:06.680>they <00:20:06.855>don't <00:20:07.030>trust <00:20:07.205>AI <00:20:07.380>output.

334
00:20:10.760 --> 00:20:14.540
<00:20:10.760>Yet, <00:20:10.935>that <00:20:11.110>distrust <00:20:11.285>often <00:20:11.460>stays <00:20:11.635>silent <00:20:11.810>when <00:20:11.985>deadlines <00:20:12.160>are

335
00:20:14.580 --> 00:20:18.400
<00:20:14.580>closed. <00:20:14.780>This <00:20:14.980>gap <00:20:15.179>between <00:20:15.379>what <00:20:15.580>developers <00:20:15.780>privately <00:20:15.980>think

336
00:20:18.460 --> 00:20:21.930
<00:20:18.460>about <00:20:18.600>AI <00:20:18.740>quality <00:20:18.880>and <00:20:19.020>what <00:20:19.160>they <00:20:19.300>say <00:20:19.440>out <00:20:19.580>loud <00:20:19.720>in <00:20:19.860>meetings,

337
00:20:22.460 --> 00:20:24.260
<00:20:22.460>that's <00:20:22.810>a <00:20:23.160>psychological <00:20:23.510>safety <00:20:23.860>gap.

338
00:20:25.040 --> 00:20:28.840
<00:20:25.040>It <00:20:25.147>is <00:20:25.255>exactly <00:20:25.363>what <00:20:25.470>the <00:20:25.578>working <00:20:25.686>agreements <00:20:25.793>from <00:20:25.901>the <00:20:26.009>previous <00:20:26.116>slide <00:20:26.224>is <00:20:26.332>designed <00:20:26.440>to

339
00:20:28.940 --> 00:20:29.300
close.

340
00:20:30.940 --> 00:20:32.040
<00:20:30.940>The <00:20:31.930>third

341
00:20:33.520 --> 00:20:35.160
<00:20:33.520>risk <00:20:33.986>is <00:20:34.453>responsibility <00:20:34.920>gaps.

342
00:20:36.040 --> 00:20:39.580
<00:20:36.040>"The <00:20:36.240>AI <00:20:36.440>suggested <00:20:36.639>it" <00:20:36.840>becomes <00:20:37.040>an <00:20:37.240>implicit <00:20:37.440>excuse.

343
00:20:40.200 --> 00:20:43.640
<00:20:40.200>This <00:20:40.400>corrodes <00:20:40.600>accountability. <00:20:40.800>The <00:20:41.000>Scrum <00:20:41.200>Master <00:20:41.400>makes <00:20:41.600>human

344
00:20:43.760 --> 00:20:47.720
<00:20:43.760>ownership <00:20:44.040>explicit. <00:20:44.320>Every <00:20:44.600>AI-assisted <00:20:44.879>decision <00:20:45.160>has

345
00:20:47.760 --> 00:20:50.240
<00:20:47.760>a <00:20:47.993>named <00:20:48.226>person <00:20:48.460>responsible <00:20:48.693>for <00:20:48.926>the <00:20:49.160>outcome.

346
00:20:51.550 --> 00:20:54.350
<00:20:51.550>The <00:20:51.783>fourth <00:20:52.016>risk <00:20:52.250>is <00:20:52.483>junior <00:20:52.716>learning <00:20:52.950>loss.

347
00:20:55.210 --> 00:20:58.820
<00:20:55.210>Early <00:20:55.385>career <00:20:55.560>developers <00:20:55.735>who <00:20:55.910>lean <00:20:56.085>entirely <00:20:56.260>on <00:20:56.435>AI <00:20:56.610>to

348
00:20:58.840 --> 00:21:02.280
<00:20:58.840>generate <00:20:59.014>code <00:20:59.189>risk <00:20:59.365>missing <00:20:59.540>the <00:20:59.715>fundamental <00:20:59.889>learning <00:21:00.064>that <00:21:00.240>builds

349
00:21:02.340 --> 00:21:03.380
<00:21:02.340>expertise <00:21:02.808>over <00:21:03.276>time.

350
00:21:04.210 --> 00:21:07.910
<00:21:04.210>The <00:21:04.350>response <00:21:04.490>should <00:21:04.630>be <00:21:04.770>that <00:21:04.910>Scrum <00:21:05.050>Master <00:21:05.190>should <00:21:05.330>empower <00:21:05.470>teams <00:21:05.610>to

351
00:21:07.960 --> 00:21:11.600
<00:21:07.960>design <00:21:08.135>work <00:21:08.310>so <00:21:08.485>juniors <00:21:08.660>build <00:21:08.835>the <00:21:09.010>skill <00:21:09.185>first, <00:21:09.360>and

352
00:21:11.720 --> 00:21:14.200
<00:21:11.720>AI <00:21:12.070>accelerates <00:21:12.420>and <00:21:12.770>reviews <00:21:13.120>second.

353
00:21:16.260 --> 00:21:20.100
<00:21:16.260>The <00:21:16.460>fifth <00:21:16.660>risk <00:21:16.860>is <00:21:17.060>bias <00:21:17.260>amplification, <00:21:17.460>and <00:21:17.660>this

354
00:21:20.140 --> 00:21:23.080
<00:21:20.140>one <00:21:20.295>is <00:21:20.451>subtle <00:21:20.606>enough <00:21:20.762>that <00:21:20.917>most <00:21:21.073>teams <00:21:21.228>never <00:21:21.384>name <00:21:21.540>it.

355
00:21:24.120 --> 00:21:27.980
<00:21:24.120>AI <00:21:24.260>models <00:21:24.399>are <00:21:24.540>trained <00:21:24.679>on <00:21:24.820>historical <00:21:24.959>data <00:21:25.100>that <00:21:25.239>carries <00:21:25.379>the <00:21:25.520>biases

356
00:21:28.080 --> 00:21:30.070
<00:21:28.080>of <00:21:28.360>the <00:21:28.639>contexts <00:21:28.919>they <00:21:29.199>come <00:21:29.480>from.

357
00:21:31.060 --> 00:21:35.020
<00:21:31.060>When <00:21:31.176>teams <00:21:31.293>use <00:21:31.409>AI <00:21:31.526>to <00:21:31.643>write <00:21:31.760>user <00:21:31.876>stories, <00:21:31.993>for <00:21:32.110>example, <00:21:32.226>or <00:21:32.343>to <00:21:32.460>define

358
00:21:35.030 --> 00:21:38.660
<00:21:35.030>acceptance <00:21:35.230>criteria, <00:21:35.430>or <00:21:35.629>actually <00:21:35.830>sometimes <00:21:36.030>also <00:21:36.230>to <00:21:36.430>frame

359
00:21:38.700 --> 00:21:40.170
<00:21:38.700>customer-facing <00:21:40.023>communication,

360
00:21:41.060 --> 00:21:43.720
<00:21:41.060>those <00:21:41.340>biases <00:21:41.620>quietly <00:21:41.899>enter <00:21:42.179>the <00:21:42.460>product.

361
00:21:44.270 --> 00:21:48.080
<00:21:44.270>A <00:21:44.425>user <00:21:44.581>story <00:21:44.736>generated <00:21:44.892>by <00:21:45.047>AI <00:21:45.203>might <00:21:45.358>assume <00:21:45.514>a <00:21:45.670>certain

362
00:21:48.100 --> 00:21:48.820
<00:21:48.100>type <00:21:48.424>of <00:21:48.748>user.

363
00:21:49.630 --> 00:21:53.260
<00:21:49.630>An <00:21:49.805>acceptance <00:21:49.980>criteria <00:21:50.155>might <00:21:50.330>reflect <00:21:50.505>a <00:21:50.680>narrow <00:21:50.855>definition <00:21:51.030>of

364
00:21:53.300 --> 00:21:53.740
success.

365
00:21:54.660 --> 00:21:57.480
<00:21:54.660>Nobody <00:21:55.010>wrote <00:21:55.360>those <00:21:55.710>assumptions <00:21:56.060>deliberately.

366
00:21:57.540 --> 00:21:59.140
<00:21:57.540>They <00:21:57.889>arrived <00:21:58.240>with <00:21:58.590>the <00:21:58.940>output.

367
00:22:00.149 --> 00:22:03.380
<00:22:00.149>The <00:22:00.276>Scrum <00:22:00.403>Master <00:22:00.530>role <00:22:00.658>here <00:22:00.785>is <00:22:00.912>to <00:22:01.039>create <00:22:01.167>the <00:22:01.294>habit <00:22:01.421>of <00:22:01.549>asking,

368
00:22:04.120 --> 00:22:07.960
<00:22:04.120>"What <00:22:04.275>did <00:22:04.431>AI <00:22:04.586>assume <00:22:04.742>here? <00:22:04.897>And <00:22:05.053>is <00:22:05.208>that <00:22:05.364>assumption <00:22:05.520>one

369
00:22:08.160 --> 00:22:09.260
<00:22:08.160>we <00:22:08.655>actually <00:22:09.150>hold?"

370
00:22:11.160 --> 00:22:15.020
<00:22:11.160>And <00:22:11.360>the <00:22:11.560>sixth <00:22:11.760>one <00:22:11.960>is <00:22:12.160>surveillance <00:22:12.360>creep, <00:22:12.560>and

371
00:22:15.060 --> 00:22:18.800
<00:22:15.060>this <00:22:15.176>is <00:22:15.293>the <00:22:15.409>ethical <00:22:15.526>risk <00:22:15.643>that <00:22:15.760>sits <00:22:15.876>in <00:22:15.993>the <00:22:16.110>boundaries <00:22:16.226>between <00:22:16.343>team <00:22:16.460>and

372
00:22:18.860 --> 00:22:22.710
<00:22:18.860>organization, <00:22:19.034>but <00:22:19.209>lands <00:22:19.385>squarely <00:22:19.560>in <00:22:19.735>the <00:22:19.909>Scrum <00:22:20.084>master's <00:22:20.260>accountability.

373
00:22:23.700 --> 00:22:27.580
<00:22:23.700>Organizations <00:22:23.875>are <00:22:24.050>increasingly <00:22:24.225>using <00:22:24.400>AI <00:22:24.575>to <00:22:24.750>monitor <00:22:24.925>how <00:22:25.100>people

374
00:22:27.600 --> 00:22:28.790
<00:22:27.600>work <00:22:27.867>at <00:22:28.135>a <00:22:28.403>scale <00:22:28.671>that

375
00:22:30.200 --> 00:22:31.279
<00:22:30.200>was <00:22:30.685>previously <00:22:31.171>impossible.

376
00:22:32.380 --> 00:22:36.160
<00:22:32.380>They <00:22:32.555>can <00:22:32.730>analyze, <00:22:32.905>commit <00:22:33.080>patterns, <00:22:33.255>AI <00:22:33.430>tool <00:22:33.605>usage <00:22:33.780>rates,

377
00:22:36.520 --> 00:22:39.340
<00:22:36.520>meeting <00:22:36.986>behaviors, <00:22:37.453>keystroke <00:22:37.920>data.

378
00:22:39.400 --> 00:22:41.660
<00:22:39.400>Some <00:22:39.600>of <00:22:39.800>this <00:22:40.000>is <00:22:40.200>framed <00:22:40.400>as <00:22:40.600>productivity <00:22:40.800>analysis.

379
00:22:42.160 --> 00:22:45.540
<00:22:42.160>Some <00:22:42.300>of <00:22:42.440>it <00:22:42.580>is <00:22:42.720>explicitly <00:22:42.860>being <00:22:43.000>to <00:22:43.140>train <00:22:43.280>the <00:22:43.420>models, <00:22:43.560>benchmark

380
00:22:45.580 --> 00:22:47.960
<00:22:45.580>performance, <00:22:45.929>or <00:22:46.280>inform <00:22:46.629>HR <00:22:46.980>decisions.

381
00:22:48.980 --> 00:22:52.880
<00:22:48.980>Team <00:22:49.096>options <00:22:49.213>don't <00:22:49.330>know <00:22:49.446>what <00:22:49.563>is <00:22:49.680>being <00:22:49.796>collected <00:22:49.913>and <00:22:50.030>why, <00:22:50.146>and <00:22:50.263>on <00:22:50.380>the

382
00:22:52.900 --> 00:22:56.180
<00:22:52.900>other <00:22:53.040>hand, <00:22:53.180>transparency <00:22:53.320>is <00:22:53.460>one <00:22:53.600>of <00:22:53.740>the <00:22:53.880>Scrum <00:22:54.020>tree <00:22:54.160>fundamental <00:22:54.300>pillars.

383
00:22:57.480 --> 00:23:01.300
<00:22:57.480>Scrum <00:22:57.655>masters' <00:22:57.830>accountability <00:22:58.005>for <00:22:58.180>transparency <00:22:58.355>extend <00:22:58.530>to <00:22:58.705>the <00:22:58.880>conditions

384
00:23:01.740 --> 00:23:05.660
<00:23:01.740>under <00:23:01.895>which <00:23:02.051>the <00:23:02.206>teams <00:23:02.362>operates. <00:23:02.517>If <00:23:02.673>developers <00:23:02.828>don't <00:23:02.984>know <00:23:03.140>whether

385
00:23:05.720 --> 00:23:09.700
<00:23:05.720>their <00:23:05.875>work <00:23:06.031>patterns <00:23:06.186>are <00:23:06.342>being <00:23:06.497>monitored <00:23:06.653>and <00:23:06.808>evaluated, <00:23:06.964>psychological <00:23:07.120>safety

386
00:23:09.720 --> 00:23:13.100
<00:23:09.720>is <00:23:09.860>not <00:23:10.000>possible. <00:23:10.140>This <00:23:10.280>is <00:23:10.420>also <00:23:10.560>no <00:23:10.700>longer <00:23:10.840>just <00:23:10.980>an <00:23:11.120>ethical

387
00:23:13.220 --> 00:23:16.780
<00:23:13.220>question <00:23:13.395>because <00:23:13.570>the <00:23:13.745>EU <00:23:13.920>AI <00:23:14.095>Act, <00:23:14.270>which <00:23:14.445>has <00:23:14.620>been

388
00:23:16.820 --> 00:23:20.490
<00:23:16.820>phasing <00:23:17.020>in <00:23:17.220>since <00:23:17.419>2025 <00:23:17.620>with <00:23:17.820>key <00:23:18.020>provisions <00:23:18.220>on

389
00:23:20.580 --> 00:23:23.540
<00:23:20.580>prohibited <00:23:20.813>practices <00:23:21.046>and <00:23:21.280>transparency <00:23:21.513>already <00:23:21.746>in <00:23:21.980>force,

390
00:23:24.280 --> 00:23:27.690
<00:23:24.280>addresses <00:23:24.480>working <00:23:24.680>rights <00:23:24.879>and <00:23:25.080>transparency <00:23:25.280>in <00:23:25.480>AI-assisted <00:23:25.680>work

391
00:23:27.760 --> 00:23:31.460
<00:23:27.760>environments. <00:23:27.993>The <00:23:28.226>Scrum <00:23:28.460>Master <00:23:28.693>should <00:23:28.926>ask <00:23:29.160>explicitly

392
00:23:31.940 --> 00:23:35.860
<00:23:31.940>what <00:23:32.067>data <00:23:32.194>about <00:23:32.321>this <00:23:32.449>team <00:23:32.576>is <00:23:32.703>being <00:23:32.830>collected <00:23:32.958>and <00:23:33.085>what <00:23:33.212>is <00:23:33.340>it

393
00:23:35.960 --> 00:23:39.220
<00:23:35.960>used <00:23:36.160>for, <00:23:36.360>ensure <00:23:36.560>that <00:23:36.760>the <00:23:36.960>team <00:23:37.160>is <00:23:37.360>informed,

394
00:23:39.940 --> 00:23:43.880
<00:23:39.940>and <00:23:40.056>if <00:23:40.173>the <00:23:40.290>answer <00:23:40.406>is <00:23:40.523>unclear <00:23:40.640>or <00:23:40.756>concerning, <00:23:40.873>treat <00:23:40.990>it <00:23:41.106>as <00:23:41.223>an <00:23:41.340>impediment.

395
00:23:44.880 --> 00:23:46.800
<00:23:44.880>These <00:23:45.346>risks <00:23:45.813>aren't <00:23:46.280>hypothetical.

396
00:23:47.200 --> 00:23:50.960
<00:23:47.200>I've <00:23:47.355>seen <00:23:47.511>them <00:23:47.666>accumulate <00:23:47.822>quietly <00:23:47.977>over <00:23:48.133>multiple <00:23:48.288>sprints <00:23:48.444>before <00:23:48.600>anyone

397
00:23:51.020 --> 00:23:51.620
notices.

398
00:23:52.620 --> 00:23:56.440
<00:23:52.620>The <00:23:52.736>question <00:23:52.853>is, <00:23:52.969>what <00:23:53.086>happens <00:23:53.203>when <00:23:53.320>someone <00:23:53.436>finally <00:23:53.553>creates <00:23:53.669>the <00:23:53.786>space <00:23:53.903>to <00:23:54.020>name

399
00:23:56.480 --> 00:23:56.760
them?

400
00:24:01.260 --> 00:24:01.460
So

401
00:24:02.400 --> 00:24:05.920
<00:24:02.400>here <00:24:02.527>is <00:24:02.654>what <00:24:02.781>it <00:24:02.909>looked <00:24:03.036>like <00:24:03.163>in <00:24:03.290>one <00:24:03.418>team <00:24:03.545>I <00:24:03.672>worked <00:24:03.800>with

402
00:24:06.000 --> 00:24:09.360
<00:24:06.000>directly. <00:24:06.280>They <00:24:06.560>had <00:24:06.840>adopted <00:24:07.120>AI <00:24:07.400>agents

403
00:24:09.800 --> 00:24:12.380
<00:24:09.800>across <00:24:10.000>all <00:24:10.200>parts <00:24:10.399>of <00:24:10.600>their <00:24:10.800>workflow <00:24:11.000>very <00:24:11.200>fast.

404
00:24:13.100 --> 00:24:16.780
<00:24:13.100>AI <00:24:13.274>agents <00:24:13.449>were <00:24:13.625>used <00:24:13.800>for <00:24:13.975>code <00:24:14.149>generation, <00:24:14.324>ticket <00:24:14.500>writing,

405
00:24:16.920 --> 00:24:20.340
<00:24:16.920>test <00:24:17.153>case <00:24:17.386>suggestions. <00:24:17.620>The <00:24:17.853>adoption <00:24:18.086>happened <00:24:18.320>fast,

406
00:24:20.900 --> 00:24:24.520
<00:24:20.900>partly <00:24:21.075>because <00:24:21.250>the <00:24:21.425>tools <00:24:21.600>were <00:24:21.775>genuinely <00:24:21.950>useful <00:24:22.125>and <00:24:22.300>partly

407
00:24:24.660 --> 00:24:26.940
<00:24:24.660>because <00:24:24.860>there <00:24:25.060>was <00:24:25.260>delivery <00:24:25.460>pressure <00:24:25.660>to <00:24:25.860>move <00:24:26.060>faster.

408
00:24:27.700 --> 00:24:31.040
<00:24:27.700>For <00:24:27.875>a <00:24:28.050>few <00:24:28.225>sprints, <00:24:28.400>the <00:24:28.575>velocity <00:24:28.750>numbers <00:24:28.925>looked <00:24:29.100>good.

409
00:24:31.820 --> 00:24:35.760
<00:24:31.820>People <00:24:31.947>felt <00:24:32.074>productive. <00:24:32.201>The <00:24:32.329>thing <00:24:32.456>started <00:24:32.583>to <00:24:32.710>feel <00:24:32.838>off <00:24:32.965>after <00:24:33.092>a <00:24:33.220>while.

410
00:24:36.460 --> 00:24:40.000
<00:24:36.460>Bugs <00:24:36.587>were <00:24:36.714>appearing <00:24:36.841>in <00:24:36.969>parts <00:24:37.096>of <00:24:37.223>this <00:24:37.350>code <00:24:37.478>base <00:24:37.605>nobody <00:24:37.732>has <00:24:37.860>expected.

411
00:24:40.620 --> 00:24:43.180
<00:24:40.620>Incidents <00:24:40.794>were <00:24:40.969>taking <00:24:41.145>longer <00:24:41.320>to <00:24:41.495>resolve <00:24:41.669>than <00:24:41.844>they <00:24:42.020>should.

412
00:24:44.020 --> 00:24:46.800
<00:24:44.020>Review <00:24:44.253>cycles <00:24:44.486>were <00:24:44.720>getting <00:24:44.953>longer, <00:24:45.186>not <00:24:45.420>shorter.

413
00:24:47.540 --> 00:24:50.710
<00:24:47.540>And <00:24:47.740>under <00:24:47.940>delivery <00:24:48.139>pressure, <00:24:48.340>the <00:24:48.540>team <00:24:48.740>kept <00:24:48.940>chipping

414
00:24:51.380 --> 00:24:55.120
<00:24:51.380>because <00:24:51.507>the <00:24:51.634>velocity <00:24:51.761>numbers <00:24:51.889>still <00:24:52.016>looked <00:24:52.143>too <00:24:52.270>good, <00:24:52.398>and <00:24:52.525>nobody <00:24:52.652>had <00:24:52.780>a

415
00:24:55.160 --> 00:24:58.200
<00:24:55.160>framework <00:24:55.335>for <00:24:55.510>asking <00:24:55.685>why <00:24:55.860>the <00:24:56.035>stability <00:24:56.210>wasn't <00:24:56.385>keeping <00:24:56.560>up.

416
00:24:59.480 --> 00:25:03.180
<00:24:59.480>The <00:24:59.680>standard <00:24:59.880>retrospective <00:25:00.080>weren't <00:25:00.280>surfacing <00:25:00.480>the <00:25:00.680>real <00:25:00.880>problem.

417
00:25:04.040 --> 00:25:07.880
<00:25:04.040>Standard <00:25:04.147>questions <00:25:04.255>like: <00:25:04.363>What <00:25:04.470>it <00:25:04.578>went <00:25:04.686>well? <00:25:04.793>What <00:25:04.901>didn't? <00:25:05.009>What <00:25:05.116>did <00:25:05.224>we <00:25:05.332>do <00:25:05.440>next?

418
00:25:08.060 --> 00:25:11.940
<00:25:08.060>Didn't <00:25:08.293>bring <00:25:08.526>any <00:25:08.760>visibility <00:25:08.993>about <00:25:09.226>the <00:25:09.460>root

419
00:25:12.000 --> 00:25:15.600
<00:25:12.000>cause <00:25:12.175>of <00:25:12.350>our <00:25:12.525>problems. <00:25:12.700>AI <00:25:12.875>was <00:25:13.050>coming <00:25:13.225>up <00:25:13.400>occasionally,

420
00:25:16.140 --> 00:25:18.680
<00:25:16.140>but <00:25:16.420>the <00:25:16.700>conversations <00:25:16.980>always <00:25:17.260>stayed <00:25:17.540>vague.

421
00:25:19.740 --> 00:25:23.420
<00:25:19.740>The <00:25:19.915>AI <00:25:20.090>helped <00:25:20.265>with <00:25:20.440>some <00:25:20.615>stuff. <00:25:20.790>Sometimes <00:25:20.965>the <00:25:21.140>AI

422
00:25:23.480 --> 00:25:27.240
<00:25:23.480>output <00:25:23.620>wasn't <00:25:23.760>quite <00:25:23.900>right, <00:25:24.040>but <00:25:24.180>nothing <00:25:24.320>really <00:25:24.460>pointed <00:25:24.600>to <00:25:24.740>a <00:25:24.880>root

423
00:25:27.360 --> 00:25:31.140
<00:25:27.360>cause. <00:25:27.560>The <00:25:27.760>team <00:25:27.959>was <00:25:28.159>treating <00:25:28.360>symptoms <00:25:28.560>without <00:25:28.760>ever

424
00:25:31.200 --> 00:25:32.769
<00:25:31.200>naming <00:25:31.550>what <00:25:31.900>was <00:25:32.250>causing <00:25:32.600>them.

425
00:25:33.800 --> 00:25:37.360
<00:25:33.800>When <00:25:34.000>we <00:25:34.200>restructured <00:25:34.399>the <00:25:34.600>retrospective <00:25:34.800>with <00:25:35.000>three <00:25:35.200>AI

426
00:25:37.480 --> 00:25:40.710
<00:25:37.480>specific <00:25:37.655>questions <00:25:37.830>from <00:25:38.005>the <00:25:38.180>previous <00:25:38.355>slide, <00:25:38.530>everything <00:25:38.705>has <00:25:38.880>changed.

427
00:25:41.660 --> 00:25:45.440
<00:25:41.660>The <00:25:41.787>first <00:25:41.914>session <00:25:42.041>ran <00:25:42.169>for <00:25:42.296>20 <00:25:42.423>minutes <00:25:42.550>and <00:25:42.678>surfaced <00:25:42.805>things <00:25:42.932>the <00:25:43.060>team

428
00:25:45.700 --> 00:25:47.680
<00:25:45.700>has <00:25:45.980>been <00:25:46.260>thinking <00:25:46.540>but <00:25:46.820>hadn't <00:25:47.100>said.

429
00:25:48.520 --> 00:25:52.500
<00:25:48.520>For <00:25:48.627>example, <00:25:48.735>the <00:25:48.843>first <00:25:48.950>thing <00:25:49.058>that <00:25:49.166>came <00:25:49.273>out <00:25:49.381>was <00:25:49.489>that <00:25:49.596>they <00:25:49.704>were <00:25:49.812>planning <00:25:49.920>in

430
00:25:52.540 --> 00:25:53.860
<00:25:52.540>what <00:25:52.738>I <00:25:52.936>would <00:25:53.134>call <00:25:53.331>a <00:25:53.530>speed <00:25:53.727>trap.

431
00:25:54.680 --> 00:25:57.820
<00:25:54.680>Throughput <00:25:54.913>was <00:25:55.146>up, <00:25:55.380>instability <00:25:55.613>was <00:25:55.846>also <00:25:56.080>up.

432
00:25:58.500 --> 00:26:02.200
<00:25:58.500>AI-generated <00:25:58.640>code <00:25:58.780>has <00:25:58.920>been <00:25:59.060>merged <00:25:59.200>under <00:25:59.340>time <00:25:59.480>pressure <00:25:59.620>without <00:25:59.760>the <00:25:59.900>review

433
00:26:02.210 --> 00:26:06.120
<00:26:02.210>depth <00:26:02.385>it <00:26:02.560>needed. <00:26:02.735>Technical <00:26:02.910>depth <00:26:03.085>has <00:26:03.260>been <00:26:03.435>accumulating <00:26:03.610>quietly

434
00:26:06.140 --> 00:26:09.900
<00:26:06.140>for <00:26:06.280>weeks, <00:26:06.420>and <00:26:06.560>because <00:26:06.700>the <00:26:06.840>velocity <00:26:06.980>numbers <00:26:07.120>looked <00:26:07.260>good, <00:26:07.400>nobody <00:26:07.540>has

435
00:26:09.940 --> 00:26:10.640
<00:26:09.940>flagged <00:26:10.255>the <00:26:10.570>problem.

436
00:26:11.660 --> 00:26:15.120
<00:26:11.660>The <00:26:11.835>second <00:26:12.010>issue <00:26:12.185>is <00:26:12.360>that <00:26:12.535>pair <00:26:12.710>programming <00:26:12.885>had <00:26:13.060>quietly

437
00:26:15.160 --> 00:26:15.780
disappeared.

438
00:26:16.840 --> 00:26:19.860
<00:26:16.840>Everyone <00:26:17.014>had <00:26:17.189>started <00:26:17.365>working <00:26:17.540>with <00:26:17.715>their <00:26:17.889>AI <00:26:18.064>tools <00:26:18.240>individually.

439
00:26:20.660 --> 00:26:23.080
<00:26:20.660>It <00:26:21.360>was <00:26:22.060>faster

440
00:26:24.860 --> 00:26:28.800
<00:26:24.860>that <00:26:25.015>way, <00:26:25.171>but <00:26:25.326>knowledge <00:26:25.482>was <00:26:25.637>staying <00:26:25.793>with <00:26:25.948>individuals <00:26:26.104>rather <00:26:26.260>than

441
00:26:28.880 --> 00:26:32.420
<00:26:28.880>spreading <00:26:29.020>across <00:26:29.160>the <00:26:29.300>team. <00:26:29.440>When <00:26:29.580>a <00:26:29.720>senior <00:26:29.860>developer <00:26:30.000>took <00:26:30.140>time <00:26:30.280>off,

442
00:26:32.740 --> 00:26:36.400
<00:26:32.740>nobody <00:26:32.867>else <00:26:32.994>understood <00:26:33.121>the <00:26:33.249>recent <00:26:33.376>work <00:26:33.503>well <00:26:33.630>enough <00:26:33.758>to <00:26:33.885>pick <00:26:34.012>it <00:26:34.140>up.

443
00:26:36.940 --> 00:26:40.920
<00:26:36.940>The <00:26:37.140>team <00:26:37.340>had <00:26:37.540>fragmented <00:26:37.740>without <00:26:37.940>anyone <00:26:38.140>realizing <00:26:38.340>that

444
00:26:41.159 --> 00:26:44.900
<00:26:41.159>that <00:26:41.286>is <00:26:41.413>happening. <00:26:41.540>And <00:26:41.668>on <00:26:41.795>the <00:26:41.922>other <00:26:42.049>hand, <00:26:42.177>nobody <00:26:42.304>decided <00:26:42.431>that <00:26:42.559>they

445
00:26:44.940 --> 00:26:48.840
<00:26:44.940>want <00:26:45.080>to <00:26:45.220>work <00:26:45.360>in <00:26:45.500>a <00:26:45.640>fragmented <00:26:45.780>way. <00:26:45.920>And <00:26:46.060>this, <00:26:46.200>it <00:26:46.340>turns

446
00:26:48.900 --> 00:26:52.460
<00:26:48.900>out, <00:26:49.040>is <00:26:49.180>not <00:26:49.320>unique <00:26:49.460>to <00:26:49.600>this <00:26:49.740>team. <00:26:49.880>The <00:26:50.020>Stack <00:26:50.160>Overflow <00:26:50.300>developer

447
00:26:52.520 --> 00:26:56.460
<00:26:52.520>survey <00:26:52.695>found <00:26:52.870>that <00:26:53.045>17% <00:26:53.220>of <00:26:53.395>agent <00:26:53.570>users <00:26:53.745>say <00:26:53.920>AI

448
00:26:56.470 --> 00:27:00.020
<00:26:56.470>improved <00:26:56.820>their <00:26:57.170>team <00:26:57.520>collaboration, <00:26:57.870>while

449
00:27:00.240 --> 00:27:03.470
<00:27:00.240>69% <00:27:00.520>say <00:27:00.800>it <00:27:01.080>increased <00:27:01.360>individual <00:27:01.640>productivity.

450
00:27:04.190 --> 00:27:07.610
<00:27:04.190>The <00:27:04.345>gap <00:27:04.501>between <00:27:04.656>individual <00:27:04.812>and <00:27:04.967>collective <00:27:05.123>is <00:27:05.278>real, <00:27:05.434>and <00:27:05.590>it

451
00:27:07.680 --> 00:27:09.180
<00:27:07.680>happens <00:27:08.355>by <00:27:09.030>default.

452
00:27:10.740 --> 00:27:14.540
<00:27:10.740>The <00:27:10.856>third <00:27:10.973>thing <00:27:11.090>that <00:27:11.206>surfaced <00:27:11.323>was <00:27:11.440>that <00:27:11.556>junior <00:27:11.673>team <00:27:11.790>members <00:27:11.906>had <00:27:12.023>been <00:27:12.140>using

453
00:27:14.620 --> 00:27:18.340
<00:27:14.620>AI <00:27:14.775>to <00:27:14.931>generate <00:27:15.086>solution <00:27:15.242>to <00:27:15.397>problems <00:27:15.553>they <00:27:15.708>didn't <00:27:15.864>fully <00:27:16.020>understand.

454
00:27:19.160 --> 00:27:21.040
<00:27:19.160>It <00:27:19.440>worked <00:27:19.720>until <00:27:20.000>something <00:27:20.280>went <00:27:20.560>wrong.

455
00:27:21.760 --> 00:27:25.720
<00:27:21.760>When <00:27:21.900>incident <00:27:22.040>occurred <00:27:22.180>in <00:27:22.320>AI <00:27:22.460>assisted <00:27:22.600>code, <00:27:22.740>they <00:27:22.879>couldn't <00:27:23.020>be <00:27:23.160>diagnosed

456
00:27:25.740 --> 00:27:28.700
<00:27:25.740>or <00:27:25.973>fixed <00:27:26.206>without <00:27:26.440>support <00:27:26.673>of <00:27:26.906>senior <00:27:27.140>colleagues.

457
00:27:29.460 --> 00:27:33.220
<00:27:29.460>The <00:27:29.615>skill <00:27:29.771>gap <00:27:29.926>had <00:27:30.082>been <00:27:30.237>invisible <00:27:30.393>while <00:27:30.548>everyone <00:27:30.704>was <00:27:30.860>running

458
00:27:33.260 --> 00:27:33.680
smoothly.

459
00:27:34.580 --> 00:27:38.060
<00:27:34.580>And <00:27:34.754>underneath <00:27:34.929>of <00:27:35.105>all <00:27:35.280>of <00:27:35.455>it, <00:27:35.629>a <00:27:35.804>transparency <00:27:35.980>gap.

460
00:27:38.580 --> 00:27:42.180
<00:27:38.580>The <00:27:38.754>team <00:27:38.929>has <00:27:39.105>never <00:27:39.280>explicitly <00:27:39.455>named <00:27:39.629>AI <00:27:39.804>as <00:27:39.980>a

461
00:27:42.260 --> 00:27:45.970
<00:27:42.260>contributor <00:27:42.460>to <00:27:42.660>their <00:27:42.860>problems. <00:27:43.060>Under <00:27:43.260>pressure, <00:27:43.460>the <00:27:43.660>conversation

462
00:27:46.020 --> 00:27:49.040
<00:27:46.020>stayed <00:27:46.253>on <00:27:46.486>delivery, <00:27:46.720>not <00:27:46.953>on <00:27:47.186>the <00:27:47.420>cause.

463
00:27:49.080 --> 00:27:52.560
<00:27:49.080>The <00:27:49.280>AI's <00:27:49.480>role <00:27:49.679>in <00:27:49.879>decisions, <00:27:50.080>in <00:27:50.280>code, <00:27:50.480>in

464
00:27:52.640 --> 00:27:56.540
<00:27:52.640>outputs <00:27:52.815>had <00:27:52.990>been <00:27:53.165>invisible, <00:27:53.340>not <00:27:53.515>hidden <00:27:53.690>deliberately, <00:27:53.865>just <00:27:54.040>never

465
00:27:56.580 --> 00:27:57.220
inspected.

466
00:27:58.040 --> 00:28:01.940
<00:27:58.040>Four <00:27:58.240>problems, <00:27:58.440>one <00:27:58.639>team, <00:27:58.840>several <00:27:59.040>sprints <00:27:59.240>of <00:27:59.440>accumulation.

467
00:28:02.440 --> 00:28:05.420
<00:28:02.440>None <00:28:02.580>of <00:28:02.720>them <00:28:02.860>were <00:28:03.000>dramatic, <00:28:03.140>but <00:28:03.280>all <00:28:03.420>of <00:28:03.560>them <00:28:03.700>were <00:28:03.840>quiet.

468
00:28:07.820 --> 00:28:11.009
<00:28:07.820>So <00:28:07.960>what <00:28:08.100>did <00:28:08.240>we <00:28:08.379>actually <00:28:08.520>change? <00:28:08.659>None <00:28:08.800>of <00:28:08.939>these <00:28:09.080>were <00:28:09.220>big

469
00:28:11.080 --> 00:28:14.980
<00:28:11.080>interventions. <00:28:11.254>There <00:28:11.429>was <00:28:11.605>no <00:28:11.780>transformation <00:28:11.955>program, <00:28:12.129>no <00:28:12.304>new <00:28:12.480>tools,

470
00:28:15.220 --> 00:28:18.960
<00:28:15.220>no <00:28:15.570>process <00:28:15.920>overhauls. <00:28:16.270>Every <00:28:16.620>change

471
00:28:19.180 --> 00:28:22.240
<00:28:19.180>fit <00:28:19.355>inside <00:28:19.530>the <00:28:19.705>Scrum <00:28:19.880>framework <00:28:20.055>the <00:28:20.230>team <00:28:20.405>already <00:28:20.580>had.

472
00:28:23.380 --> 00:28:26.200
<00:28:23.380>The <00:28:23.660>first <00:28:23.940>change <00:28:24.220>was <00:28:24.500>sprint <00:28:24.780>retrospective.

473
00:28:26.780 --> 00:28:29.640
<00:28:26.780>Three <00:28:27.013>questions <00:28:27.246>added <00:28:27.480>to <00:28:27.713>every <00:28:27.946>sprint <00:28:28.180>retrospective.

474
00:28:30.460 --> 00:28:32.460
<00:28:30.460>Where <00:28:30.660>did <00:28:30.860>AI <00:28:31.060>save <00:28:31.260>us <00:28:31.460>time <00:28:31.660>this <00:28:31.860>sprint?

475
00:28:32.920 --> 00:28:35.480
<00:28:32.920>Where <00:28:33.120>did <00:28:33.320>it <00:28:33.520>create <00:28:33.720>extra <00:28:33.920>work <00:28:34.120>or <00:28:34.320>confusion?

476
00:28:36.220 --> 00:28:38.720
<00:28:36.220>What <00:28:36.360>do <00:28:36.500>we <00:28:36.640>want <00:28:36.780>to <00:28:36.920>change <00:28:37.060>about <00:28:37.200>how <00:28:37.340>we <00:28:37.480>use <00:28:37.620>AI?

477
00:28:39.780 --> 00:28:43.600
<00:28:39.780>Those <00:28:39.935>three <00:28:40.091>questions, <00:28:40.246>asked <00:28:40.402>consistently, <00:28:40.557>turned <00:28:40.713>the <00:28:40.868>retrospective <00:28:41.024>into <00:28:41.180>a

478
00:28:43.680 --> 00:28:45.940
<00:28:43.680>learning <00:28:44.030>engine <00:28:44.380>for <00:28:44.730>AI <00:28:45.080>collaboration.

479
00:28:47.300 --> 00:28:49.400
<00:28:47.300>The <00:28:47.500>second <00:28:47.700>change <00:28:47.899>was <00:28:48.100>the <00:28:48.300>definition <00:28:48.500>of <00:28:48.700>done.

480
00:28:50.280 --> 00:28:54.140
<00:28:50.280>The <00:28:50.420>team <00:28:50.560>added <00:28:50.700>an <00:28:50.840>explicit <00:28:50.980>AI <00:28:51.120>code <00:28:51.260>review <00:28:51.399>step, <00:28:51.540>not <00:28:51.680>a

481
00:28:54.220 --> 00:28:56.740
<00:28:54.220>separate <00:28:54.500>process, <00:28:54.780>just <00:28:55.060>a <00:28:55.340>name <00:28:55.620>checkpoint.

482
00:28:57.130 --> 00:29:00.900
<00:28:57.130>AI <00:28:57.257>generated <00:28:57.384>code <00:28:57.511>gets <00:28:57.639>review <00:28:57.766>with <00:28:57.893>the <00:28:58.020>same <00:28:58.148>depth <00:28:58.275>as <00:28:58.402>the <00:28:58.530>human

483
00:29:00.920 --> 00:29:04.790
<00:29:00.920>written <00:29:01.120>code. <00:29:01.320>The <00:29:01.520>speed <00:29:01.720>gained <00:29:01.920>from <00:29:02.120>AI <00:29:02.320>generation

484
00:29:04.900 --> 00:29:06.970
<00:29:04.900>stays, <00:29:05.250>the <00:29:05.600>quality <00:29:05.950>gap <00:29:06.300>closes.

485
00:29:08.060 --> 00:29:10.420
<00:29:08.060>The <00:29:08.340>third <00:29:08.620>change <00:29:08.899>was <00:29:09.179>boundary <00:29:09.460>design.

486
00:29:10.440 --> 00:29:14.020
<00:29:10.440>The <00:29:10.580>team <00:29:10.720>had <00:29:10.860>a <00:29:11.000>conversation <00:29:11.140>facilitated <00:29:11.280>in <00:29:11.420>a <00:29:11.560>retrospective <00:29:11.700>about <00:29:11.840>which

487
00:29:14.460 --> 00:29:18.260
<00:29:14.460>tasks <00:29:14.660>AI <00:29:14.860>should <00:29:15.060>assist <00:29:15.260>and <00:29:15.460>which <00:29:15.660>humans <00:29:15.860>should

488
00:29:18.300 --> 00:29:22.040
<00:29:18.300>lead. <00:29:18.455>They <00:29:18.611>wrote <00:29:18.766>it <00:29:18.922>down. <00:29:19.077>It <00:29:19.233>became <00:29:19.388>a <00:29:19.544>working <00:29:19.700>agreement.

489
00:29:22.380 --> 00:29:25.720
<00:29:22.380>When <00:29:22.520>boundaries <00:29:22.660>drifted, <00:29:22.800>they <00:29:22.940>caught <00:29:23.080>it <00:29:23.220>up <00:29:23.360>in <00:29:23.500>the <00:29:23.640>next <00:29:23.780>retrospective.

490
00:29:26.960 --> 00:29:30.700
<00:29:26.960>And <00:29:27.135>the <00:29:27.310>fourth <00:29:27.485>change <00:29:27.660>was <00:29:27.835>pair <00:29:28.010>programming, <00:29:28.185>deliberately <00:29:28.360>reintroduced.

491
00:29:31.080 --> 00:29:34.640
<00:29:31.080>Specifically, <00:29:31.254>juniors <00:29:31.429>were <00:29:31.605>paired <00:29:31.780>with <00:29:31.955>seniors <00:29:32.129>on <00:29:32.304>AI <00:29:32.480>assisted

492
00:29:34.649 --> 00:29:38.500
<00:29:34.649>tasks, <00:29:34.776>not <00:29:34.903>to <00:29:35.030>slow <00:29:35.158>the <00:29:35.285>work <00:29:35.412>down, <00:29:35.539>but <00:29:35.667>to <00:29:35.794>ensure <00:29:35.921>that <00:29:36.049>the

493
00:29:38.560 --> 00:29:40.130
<00:29:38.560>juniors <00:29:39.260>understood <00:29:39.960>the

494
00:29:41.120 --> 00:29:45.020
<00:29:41.120>code <00:29:41.247>that <00:29:41.374>AI <00:29:41.501>produced, <00:29:41.629>they <00:29:41.756>could <00:29:41.883>explain <00:29:42.010>it, <00:29:42.138>and <00:29:42.265>could <00:29:42.392>fix <00:29:42.520>it

495
00:29:45.060 --> 00:29:46.520
<00:29:45.060>when <00:29:46.374>something

496
00:29:47.380 --> 00:29:47.920
<00:29:47.380>went <00:29:47.866>wrong.

497
00:29:49.000 --> 00:29:51.080
<00:29:49.000>What <00:29:49.350>improved <00:29:49.700>was <00:29:50.050>visible <00:29:50.400>quickly.

498
00:29:52.360 --> 00:29:56.140
<00:29:52.360>So <00:29:52.500>the <00:29:52.639>first <00:29:52.780>thing <00:29:52.919>that <00:29:53.060>happened <00:29:53.199>is <00:29:53.340>that <00:29:53.479>the <00:29:53.620>technical <00:29:53.760>debt

499
00:29:56.240 --> 00:30:00.200
<00:29:56.240>stopped <00:29:56.440>accumulating. <00:29:56.640>Prompting <00:29:56.840>patterns <00:29:57.040>that <00:29:57.240>worked <00:29:57.440>started <00:29:57.640>spreading

500
00:30:00.260 --> 00:30:03.960
<00:30:00.260>across <00:30:00.460>the <00:30:00.660>team. <00:30:00.860>Juniors <00:30:01.060>rebuilt <00:30:01.260>confidence <00:30:01.460>and <00:30:01.660>AI

501
00:30:04.040 --> 00:30:06.500
<00:30:04.040>usage <00:30:04.273>became <00:30:04.506>visible <00:30:04.740>in <00:30:04.973>the <00:30:05.206>daily <00:30:05.440>standup.

502
00:30:07.060 --> 00:30:10.920
<00:30:07.060>We <00:30:07.187>started <00:30:07.314>to <00:30:07.441>name <00:30:07.569>it, <00:30:07.696>and <00:30:07.823>we <00:30:07.950>didn't <00:30:08.078>keep <00:30:08.205>it <00:30:08.332>invisible <00:30:08.460>anymore.

503
00:30:11.880 --> 00:30:15.540
<00:30:11.880>The <00:30:12.020>most <00:30:12.160>important <00:30:12.300>thing <00:30:12.440>that <00:30:12.580>team <00:30:12.720>has <00:30:12.860>learned <00:30:13.000>is <00:30:13.140>that <00:30:13.280>the

504
00:30:15.580 --> 00:30:19.060
<00:30:15.580>speed <00:30:15.720>gains <00:30:15.860>from <00:30:16.000>AI <00:30:16.139>were <00:30:16.280>real <00:30:16.419>and <00:30:16.560>they <00:30:16.699>were <00:30:16.840>worth <00:30:16.980>keeping,

505
00:30:19.640 --> 00:30:23.340
<00:30:19.640>but <00:30:19.767>they <00:30:19.894>were <00:30:20.021>only <00:30:20.149>useful <00:30:20.276>if <00:30:20.403>quality <00:30:20.530>and <00:30:20.658>shared <00:30:20.785>understanding <00:30:20.912>kept <00:30:21.040>pace.

506
00:30:24.100 --> 00:30:27.620
<00:30:24.100>The <00:30:24.240>moment <00:30:24.379>the <00:30:24.520>team <00:30:24.659>stopped <00:30:24.800>inspecting <00:30:24.939>how <00:30:25.080>AI <00:30:25.219>was <00:30:25.360>contributing, <00:30:25.500>the

507
00:30:28.020 --> 00:30:29.339
<00:30:28.020>gains <00:30:28.415>turned <00:30:28.811>into <00:30:29.207>debt.

508
00:30:30.500 --> 00:30:33.820
<00:30:30.500>Orchestration <00:30:30.675>isn't <00:30:30.850>a <00:30:31.025>framework, <00:30:31.200>it <00:30:31.375>is <00:30:31.550>a <00:30:31.725>habit <00:30:31.900>of

509
00:30:33.860 --> 00:30:37.682
<00:30:33.860>inspection <00:30:34.060>Built <00:30:34.260>sprint <00:30:34.459>by <00:30:34.659>sprint, <00:30:34.860>owned <00:30:35.060>by <00:30:35.260>the

510
00:30:37.792 --> 00:30:41.232
<00:30:37.792>team, <00:30:37.932>and <00:30:38.072>facilitated <00:30:38.212>by <00:30:38.351>a <00:30:38.492>Scrum <00:30:38.631>Master <00:30:38.772>who <00:30:38.911>asks <00:30:39.052>the <00:30:39.192>right

511
00:30:41.352 --> 00:30:45.032
<00:30:41.352>question. <00:30:41.507>And <00:30:41.663>looking <00:30:41.818>at <00:30:41.974>what <00:30:42.129>the <00:30:42.285>team <00:30:42.440>discovered, <00:30:42.596>there's <00:30:42.752>a

512
00:30:45.092 --> 00:30:47.672
<00:30:45.092>simple <00:30:45.325>pattern <00:30:45.558>underneath <00:30:45.792>of <00:30:46.025>all <00:30:46.258>of <00:30:46.492>it.

513
00:30:49.592 --> 00:30:53.132
<00:30:49.592>Everything <00:30:49.708>we <00:30:49.825>just <00:30:49.942>saw <00:30:50.058>in <00:30:50.175>the <00:30:50.292>team's <00:30:50.408>story <00:30:50.525>points <00:30:50.642>to <00:30:50.758>the <00:30:50.875>same <00:30:50.992>three

514
00:30:53.212 --> 00:30:57.192
<00:30:53.212>underlying <00:30:53.328>gaps, <00:30:53.445>and <00:30:53.562>I <00:30:53.678>want <00:30:53.795>to <00:30:53.912>give <00:30:54.028>you <00:30:54.145>a <00:30:54.262>simple <00:30:54.378>model <00:30:54.495>to <00:30:54.612>hold

515
00:30:57.252 --> 00:30:59.672
<00:30:57.252>them <00:30:57.407>together <00:30:57.563>and <00:30:57.718>to <00:30:57.874>take <00:30:58.029>back <00:30:58.185>to <00:30:58.340>your <00:30:58.496>own <00:30:58.652>teams.

516
00:31:00.592 --> 00:31:03.452
<00:31:00.592>Team <00:31:00.825>had <00:31:01.058>a <00:31:01.292>speed <00:31:01.525>trap, <00:31:01.758>throughput <00:31:01.992>up,

517
00:31:03.892 --> 00:31:06.702
<00:31:03.892>instability <00:31:04.358>up, <00:31:04.825>debt <00:31:05.292>accumulating.

518
00:31:07.011 --> 00:31:10.812
<00:31:07.011>That's <00:31:07.138>a <00:31:07.265>visibility <00:31:07.392>problem. <00:31:07.520>Nobody <00:31:07.647>could <00:31:07.774>see <00:31:07.901>what <00:31:08.029>the <00:31:08.156>AI <00:31:08.283>was <00:31:08.411>actually

519
00:31:10.832 --> 00:31:13.552
<00:31:10.832>contributing <00:31:11.182>to <00:31:11.532>quality <00:31:11.882>and <00:31:12.232>stability.

520
00:31:13.562 --> 00:31:17.252
<00:31:13.562>They <00:31:13.717>had <00:31:13.873>a <00:31:14.028>fragmented <00:31:14.184>team, <00:31:14.339>pair <00:31:14.495>programming <00:31:14.650>gone, <00:31:14.806>knowledge <00:31:14.962>staying

521
00:31:17.292 --> 00:31:20.792
<00:31:17.292>within <00:31:17.572>individuals. <00:31:17.851>That's <00:31:18.131>a <00:31:18.411>boundary <00:31:18.692>problem.

522
00:31:21.072 --> 00:31:24.812
<00:31:21.072>Nobody <00:31:21.227>had <00:31:21.383>designed <00:31:21.538>whether <00:31:21.694>AI <00:31:21.849>collaboration <00:31:22.005>should <00:31:22.160>be <00:31:22.316>individual <00:31:22.472>or

523
00:31:24.852 --> 00:31:28.792
<00:31:24.852>collective. <00:31:25.007>They <00:31:25.163>had <00:31:25.318>a <00:31:25.474>transparency <00:31:25.629>gap <00:31:25.785>and <00:31:25.940>a <00:31:26.096>skill <00:31:26.252>atrophy.

524
00:31:29.432 --> 00:31:33.272
<00:31:29.432>AI's <00:31:29.559>role <00:31:29.686>was <00:31:29.813>never <00:31:29.941>named, <00:31:30.068>and <00:31:30.195>juniors <00:31:30.322>were <00:31:30.450>unable <00:31:30.577>to <00:31:30.704>fix <00:31:30.832>what

525
00:31:33.292 --> 00:31:36.552
<00:31:33.292>they <00:31:33.466>hadn't <00:31:33.641>truly <00:31:33.817>understood. <00:31:33.992>That <00:31:34.167>is <00:31:34.341>a <00:31:34.516>learning <00:31:34.692>problem

526
00:31:37.012 --> 00:31:40.522
<00:31:37.012>because <00:31:37.139>the <00:31:37.266>team <00:31:37.393>did <00:31:37.521>not <00:31:37.648>have <00:31:37.775>feedback <00:31:37.902>loop, <00:31:38.030>they <00:31:38.157>did <00:31:38.284>not <00:31:38.412>have

527
00:31:40.552 --> 00:31:44.322
<00:31:40.552>improvements, <00:31:40.752>and <00:31:40.952>they <00:31:41.151>did <00:31:41.351>not <00:31:41.552>build <00:31:41.752>shared <00:31:41.952>understanding

528
00:31:44.452 --> 00:31:46.272
<00:31:44.452>sprint <00:31:45.152>after <00:31:45.852>sprint.

529
00:31:47.132 --> 00:31:50.772
<00:31:47.132>I <00:31:47.365>call <00:31:47.598>this <00:31:47.832>the <00:31:48.065>orchestration <00:31:48.298>triangle. <00:31:48.532>Visibility.

530
00:31:51.812 --> 00:31:55.632
<00:31:51.812>What <00:31:51.967>is <00:31:52.123>important <00:31:52.278>is <00:31:52.434>here <00:31:52.589>to <00:31:52.745>say, <00:31:52.900>can <00:31:53.056>you <00:31:53.212>see

531
00:31:55.672 --> 00:31:58.412
<00:31:55.672>where <00:31:55.847>AI <00:31:56.022>is <00:31:56.197>influencing <00:31:56.372>your <00:31:56.547>team's <00:31:56.722>work <00:31:56.897>and <00:31:57.072>decisions?

532
00:31:58.752 --> 00:32:02.652
<00:31:58.752>If <00:31:58.879>the <00:31:59.006>answer <00:31:59.133>is <00:31:59.261>sometimes <00:31:59.388>or <00:31:59.515>not <00:31:59.642>really, <00:31:59.770>you <00:31:59.897>have <00:32:00.024>a <00:32:00.152>transparency

533
00:32:02.752 --> 00:32:06.632
<00:32:02.752>problem. <00:32:02.907>The <00:32:03.063>Scrum <00:32:03.218>Master <00:32:03.374>job <00:32:03.529>is <00:32:03.685>to <00:32:03.840>create <00:32:03.996>the <00:32:04.152>conditions

534
00:32:06.712 --> 00:32:10.532
<00:32:06.712>where <00:32:06.887>AI's <00:32:07.062>role <00:32:07.237>become <00:32:07.412>visible <00:32:07.587>in <00:32:07.762>Scrum <00:32:07.937>events, <00:32:08.112>in

535
00:32:10.592 --> 00:32:12.272
<00:32:10.592>tickets, <00:32:11.058>and <00:32:11.525>in <00:32:11.992>conversations.

536
00:32:13.472 --> 00:32:17.212
<00:32:13.472>Boundaries. <00:32:13.647>Are <00:32:13.822>we <00:32:13.997>clear, <00:32:14.172>or <00:32:14.347>is <00:32:14.522>the <00:32:14.697>team <00:32:14.872>clear

537
00:32:17.672 --> 00:32:21.572
<00:32:17.672>about <00:32:17.827>who <00:32:17.983>decides, <00:32:18.138>a <00:32:18.294>human <00:32:18.449>or <00:32:18.605>AI, <00:32:18.760>and <00:32:18.916>who <00:32:19.072>owns

538
00:32:21.612 --> 00:32:25.172
<00:32:21.612>the <00:32:21.892>outcome? <00:32:22.172>Without <00:32:22.452>clear <00:32:22.732>boundaries, <00:32:23.012>accountability

539
00:32:25.192 --> 00:32:29.002
<00:32:25.192>becomes <00:32:25.392>fuzzy. <00:32:25.592>The <00:32:25.792>Scrum <00:32:25.992>Master <00:32:26.192>facilitates <00:32:26.392>the <00:32:26.592>conversation

540
00:32:29.032 --> 00:32:30.732
<00:32:29.032>that <00:32:29.498>draws <00:32:29.965>those <00:32:30.432>lines.

541
00:32:31.892 --> 00:32:35.702
<00:32:31.892>And <00:32:32.032>the <00:32:32.172>last <00:32:32.312>one, <00:32:32.452>but <00:32:32.592>equally <00:32:32.732>important, <00:32:32.872>is <00:32:33.012>that <00:32:33.152>is <00:32:33.292>your

542
00:32:35.752 --> 00:32:38.992
<00:32:35.752>team <00:32:35.907>improving <00:32:36.063>how <00:32:36.218>it <00:32:36.374>works <00:32:36.529>with <00:32:36.685>AI <00:32:36.840>sprint <00:32:36.996>over <00:32:37.152>sprint?

543
00:32:39.492 --> 00:32:43.151
<00:32:39.492>Without <00:32:39.667>learning <00:32:39.841>loops, <00:32:40.017>you're <00:32:40.192>repeating <00:32:40.367>patterns <00:32:40.542>instead <00:32:40.716>of <00:32:40.892>evolving.

544
00:32:44.272 --> 00:32:47.812
<00:32:44.272>If <00:32:44.412>any <00:32:44.552>of <00:32:44.692>these <00:32:44.831>three <00:32:44.972>elements <00:32:45.111>is <00:32:45.252>missing, <00:32:45.391>your <00:32:45.532>agility <00:32:45.672>degrades.

545
00:32:48.512 --> 00:32:52.492
<00:32:48.512>This <00:32:48.667>isn't <00:32:48.823>a <00:32:48.978>new <00:32:49.134>framework. <00:32:49.289>It <00:32:49.445>is <00:32:49.600>Scrum's <00:32:49.756>three <00:32:49.912>fundamental

546
00:32:52.592 --> 00:32:56.392
<00:32:52.592>pillars, <00:32:52.872>transparency, <00:32:53.152>inspection, <00:32:53.432>and <00:32:53.712>adaption, <00:32:53.992>applied

547
00:32:56.452 --> 00:32:58.892
<00:32:56.452>directly <00:32:56.802>to <00:32:57.152>human <00:32:57.502>AI <00:32:57.852>collaboration.

548
00:33:01.172 --> 00:33:04.372
<00:33:01.172>That <00:33:01.372>team <00:33:01.572>didn't <00:33:01.772>wait <00:33:01.972>for <00:33:02.172>a <00:33:02.372>transformation <00:33:02.572>program.

549
00:33:04.772 --> 00:33:07.392
<00:33:04.772>They <00:33:04.927>didn't <00:33:05.083>implement <00:33:05.238>a <00:33:05.394>framework <00:33:05.549>or <00:33:05.705>buy <00:33:05.860>a <00:33:06.016>new <00:33:06.172>tool.

550
00:33:07.952 --> 00:33:11.712
<00:33:07.952>They <00:33:08.127>asked <00:33:08.302>better <00:33:08.477>questions <00:33:08.652>in <00:33:08.827>the <00:33:09.002>retrospectives <00:33:09.177>and <00:33:09.352>created

551
00:33:11.832 --> 00:33:15.592
<00:33:11.832>space <00:33:12.032>for <00:33:12.232>honest <00:33:12.432>conversation. <00:33:12.632>They <00:33:12.832>made <00:33:13.032>small, <00:33:13.232>specific

552
00:33:15.632 --> 00:33:18.732
<00:33:15.632>adjustments <00:33:15.865>sprint <00:33:16.098>after <00:33:16.332>sprint <00:33:16.565>until <00:33:16.798>the <00:33:17.032>AI

553
00:33:18.832 --> 00:33:22.812
<00:33:18.832>collaboration <00:33:19.007>they <00:33:19.182>initially <00:33:19.357>had <00:33:19.532>by <00:33:19.707>accident <00:33:19.882>became <00:33:20.057>the <00:33:20.232>one

554
00:33:22.872 --> 00:33:24.272
<00:33:22.872>they <00:33:23.187>have <00:33:23.502>designed <00:33:23.817>on <00:33:24.132>purpose.

555
00:33:25.292 --> 00:33:27.792
<00:33:25.292>That <00:33:25.466>is <00:33:25.641>what <00:33:25.817>orchestration <00:33:25.992>looks <00:33:26.167>like <00:33:26.341>at <00:33:26.516>human <00:33:26.692>scale.

556
00:33:29.372 --> 00:33:32.452
<00:33:29.372>And <00:33:29.488>it <00:33:29.605>is <00:33:29.722>available <00:33:29.838>to <00:33:29.955>every <00:33:30.072>Scrum <00:33:30.188>Master <00:33:30.305>in <00:33:30.422>this <00:33:30.538>audience <00:33:30.655>starting <00:33:30.772>now.

557
00:33:33.112 --> 00:33:35.032
<00:33:33.112>You <00:33:33.392>really <00:33:33.672>do <00:33:33.952>not <00:33:34.232>need <00:33:34.512>permission.

558
00:33:35.332 --> 00:33:38.852
<00:33:35.332>You <00:33:35.472>don't <00:33:35.612>need <00:33:35.752>a <00:33:35.892>technological <00:33:36.032>strategy <00:33:36.172>from <00:33:36.312>leadership <00:33:36.452>or <00:33:36.592>a <00:33:36.732>new

559
00:33:38.892 --> 00:33:42.792
<00:33:38.892>organizational <00:33:39.092>structure. <00:33:39.292>The <00:33:39.492>Scrum <00:33:39.692>Guide <00:33:39.892>already <00:33:40.092>gives <00:33:40.292>you

560
00:33:42.832 --> 00:33:46.632
<00:33:42.832>the <00:33:42.948>mandate <00:33:43.065>because <00:33:43.182>your <00:33:43.298>job <00:33:43.415>has <00:33:43.532>to <00:33:43.648>be <00:33:43.765>to <00:33:43.882>focus <00:33:43.998>on <00:33:44.115>the <00:33:44.232>team

561
00:33:46.672 --> 00:33:50.412
<00:33:46.672>effectiveness, <00:33:47.022>to <00:33:47.372>ensure <00:33:47.722>enough <00:33:48.072>transparency,

562
00:33:50.612 --> 00:33:51.872
<00:33:50.612>and <00:33:50.990>to <00:33:51.368>remove <00:33:51.746>impediments.

563
00:33:52.772 --> 00:33:55.322
<00:33:52.772>AI <00:33:52.947>just <00:33:53.121>extends <00:33:53.297>the <00:33:53.472>scope <00:33:53.647>of <00:33:53.822>what <00:33:53.996>that <00:33:54.172>means.

564
00:33:56.102 --> 00:33:59.932
<00:33:56.102>The <00:33:56.242>three <00:33:56.382>questions <00:33:56.522>I <00:33:56.662>would <00:33:56.802>like <00:33:56.942>to <00:33:57.082>ask <00:33:57.222>you <00:33:57.362>before <00:33:57.502>you

565
00:33:59.952 --> 00:34:03.332
<00:33:59.952>leave <00:34:00.127>this <00:34:00.302>talk <00:34:00.477>is, <00:34:00.652>can <00:34:00.827>you <00:34:01.002>please <00:34:01.177>add <00:34:01.352>one

566
00:34:03.412 --> 00:34:05.912
<00:34:03.412>question <00:34:03.762>to <00:34:04.112>your <00:34:04.462>next <00:34:04.812>retrospective?

567
00:34:06.362 --> 00:34:07.262
<00:34:06.362>It <00:34:06.564>can <00:34:06.767>be <00:34:06.969>just <00:34:07.172>one,

568
00:34:08.112 --> 00:34:11.493
<00:34:08.112>but <00:34:08.252>it <00:34:08.392>can <00:34:08.532>be <00:34:08.672>also <00:34:08.812>the <00:34:08.952>three <00:34:09.092>that <00:34:09.232>we <00:34:09.372>previously <00:34:09.512>used.

569
00:34:11.553 --> 00:34:13.592
<00:34:11.553>So <00:34:11.752>where <00:34:11.953>did <00:34:12.152>AI <00:34:12.353>help <00:34:12.553>us <00:34:12.752>this <00:34:12.953>sprint?

570
00:34:14.013 --> 00:34:17.473
<00:34:14.013>Where <00:34:14.120>did <00:34:14.228>it <00:34:14.336>create <00:34:14.443>extra <00:34:14.551>work <00:34:14.659>or <00:34:14.766>confusion, <00:34:14.874>and <00:34:14.982>what <00:34:15.089>do <00:34:15.197>we <00:34:15.305>want <00:34:15.413>to

571
00:34:17.572 --> 00:34:21.312
<00:34:17.572>change? <00:34:17.747>See <00:34:17.922>what <00:34:18.097>it <00:34:18.272>surfaces. <00:34:18.447>I <00:34:18.622>guarantee <00:34:18.797>it <00:34:18.972>will

572
00:34:21.352 --> 00:34:22.152
<00:34:21.351>surface <00:34:22.072>something.

573
00:34:23.152 --> 00:34:26.932
<00:34:23.152>Next <00:34:23.268>thing <00:34:23.385>I <00:34:23.502>would <00:34:23.618>also <00:34:23.735>suggest <00:34:23.851>to <00:34:23.968>you <00:34:24.085>to <00:34:24.202>consider <00:34:24.318>is <00:34:24.435>to <00:34:24.552>create

574
00:34:27.013 --> 00:34:30.973
<00:34:27.013>one <00:34:27.152>working <00:34:27.293>agreement <00:34:27.433>together <00:34:27.572>as <00:34:27.712>a <00:34:27.853>team <00:34:27.993>about <00:34:28.132>how <00:34:28.273>you <00:34:28.413>will

575
00:34:31.072 --> 00:34:34.832
<00:34:31.072>use <00:34:31.199>AI <00:34:31.326>and <00:34:31.453>who <00:34:31.581>owns <00:34:31.708>the <00:34:31.835>outcomes. <00:34:31.962>It <00:34:32.090>should <00:34:32.217>not <00:34:32.344>be <00:34:32.472>a

576
00:34:34.872 --> 00:34:38.493
<00:34:34.871>policy. <00:34:34.999>It <00:34:35.126>should <00:34:35.253>be <00:34:35.381>a <00:34:35.508>simple <00:34:35.635>agreement <00:34:35.762>and <00:34:35.890>something <00:34:36.017>that <00:34:36.144>the <00:34:36.272>team

577
00:34:38.612 --> 00:34:39.612
<00:34:38.612>chooses <00:34:39.512>for.

578
00:34:40.882 --> 00:34:44.832
<00:34:40.882>And <00:34:41.022>the <00:34:41.162>last, <00:34:41.302>but <00:34:41.442>not <00:34:41.581>the <00:34:41.722>least <00:34:41.862>important, <00:34:42.002>please <00:34:42.142>ensure <00:34:42.282>that

579
00:34:44.852 --> 00:34:48.453
<00:34:44.851>there <00:34:45.051>is <00:34:45.252>enough <00:34:45.451>visibility <00:34:45.652>about <00:34:45.851>the <00:34:46.051>AI <00:34:46.252>impact.

580
00:34:48.912 --> 00:34:52.553
<00:34:48.911>You <00:34:49.019>can <00:34:49.127>present <00:34:49.235>that <00:34:49.342>in <00:34:49.450>your <00:34:49.558>sprint <00:34:49.665>reviews, <00:34:49.773>but <00:34:49.881>you <00:34:49.988>can <00:34:50.096>also <00:34:50.204>use <00:34:50.312>it

581
00:34:52.592 --> 00:34:53.932
<00:34:52.592>during <00:34:52.994>your <00:34:53.395>other <00:34:53.797>events.

582
00:34:54.772 --> 00:34:58.692
<00:34:54.772>Name <00:34:54.927>AI. <00:34:55.083>Do <00:34:55.238>not <00:34:55.394>leave <00:34:55.549>it <00:34:55.705>invisible <00:34:55.860>because, <00:34:56.016>for <00:34:56.172>example,

583
00:34:58.752 --> 00:35:02.432
<00:34:58.752>in <00:34:58.892>sprint <00:34:59.032>reviews, <00:34:59.172>your <00:34:59.312>stakeholders <00:34:59.452>really <00:34:59.592>deserve <00:34:59.732>to <00:34:59.872>know <00:35:00.012>when <00:35:00.152>AI

584
00:35:02.492 --> 00:35:06.192
<00:35:02.492>shaped <00:35:02.692>the <00:35:02.892>result. <00:35:03.092>Our <00:35:03.292>landscape <00:35:03.492>is <00:35:03.692>moving <00:35:03.892>fast,

585
00:35:06.952 --> 00:35:10.632
<00:35:06.952>but <00:35:07.107>Scrum <00:35:07.263>Masters <00:35:07.418>who <00:35:07.574>ground <00:35:07.729>their <00:35:07.885>responses <00:35:08.040>in <00:35:08.196>the <00:35:08.352>fundamentals,

586
00:35:10.852 --> 00:35:14.002
<00:35:10.852>and <00:35:11.085>those <00:35:11.318>are <00:35:11.551>transparency, <00:35:11.785>inspection, <00:35:12.018>and <00:35:12.252>adaption,

587
00:35:14.802 --> 00:35:18.432
<00:35:14.802>they <00:35:14.918>will <00:35:15.035>always <00:35:15.152>have <00:35:15.268>something <00:35:15.385>useful <00:35:15.502>to <00:35:15.618>offer <00:35:15.735>regardless <00:35:15.852>of <00:35:15.968>how <00:35:16.085>the <00:35:16.202>technology

588
00:35:18.442 --> 00:35:22.232
<00:35:18.442>evolves. <00:35:18.597>On <00:35:18.753>the <00:35:18.908>other <00:35:19.064>hand, <00:35:19.219>Scrum <00:35:19.375>Masters <00:35:19.530>who <00:35:19.686>wait <00:35:19.842>to

589
00:35:22.292 --> 00:35:25.152
<00:35:22.292>be <00:35:22.432>told <00:35:22.572>how <00:35:22.712>to <00:35:22.852>handle <00:35:22.991>AI <00:35:23.132>will <00:35:23.272>find <00:35:23.412>their <00:35:23.552>role <00:35:23.692>shrinking.

590
00:35:25.882 --> 00:35:29.762
<00:35:25.882>But <00:35:25.998>Scrum <00:35:26.115>Masters <00:35:26.232>who <00:35:26.348>step <00:35:26.465>into <00:35:26.582>orchestration <00:35:26.698>will <00:35:26.815>find <00:35:26.932>the <00:35:27.048>role <00:35:27.165>essential <00:35:27.282>than

591
00:35:29.832 --> 00:35:30.032
ever.

592
00:35:31.432 --> 00:35:35.172
<00:35:31.432>On <00:35:31.548>the <00:35:31.665>other <00:35:31.781>hand, <00:35:31.898>if <00:35:32.015>you're <00:35:32.131>a <00:35:32.248>developer <00:35:32.365>in <00:35:32.482>this <00:35:32.598>audience, <00:35:32.715>please <00:35:32.832>be

593
00:35:35.212 --> 00:35:38.852
<00:35:35.212>aware <00:35:35.328>that <00:35:35.445>the <00:35:35.562>Scrum <00:35:35.678>Master <00:35:35.795>who <00:35:35.912>orchestrates <00:35:36.028>well <00:35:36.145>will <00:35:36.262>be <00:35:36.378>the <00:35:36.495>person <00:35:36.612>who

594
00:35:38.992 --> 00:35:42.652
<00:35:38.992>makes <00:35:39.119>it <00:35:39.246>safe <00:35:39.373>for <00:35:39.501>you <00:35:39.628>to <00:35:39.755>say <00:35:39.882>the <00:35:40.010>AI <00:35:40.137>output <00:35:40.264>wasn't <00:35:40.392>right.

595
00:35:43.332 --> 00:35:44.972
<00:35:43.332>They <00:35:43.565>will <00:35:43.798>protect <00:35:44.031>your <00:35:44.265>time <00:35:44.498>to <00:35:44.732>learn

596
00:35:45.832 --> 00:35:48.772
<00:35:45.832>new <00:35:45.971>skills, <00:35:46.112>and <00:35:46.252>they <00:35:46.392>will <00:35:46.531>keep <00:35:46.672>human <00:35:46.812>judgment <00:35:46.952>in <00:35:47.092>the <00:35:47.232>loop.

597
00:35:49.912 --> 00:35:53.352
<00:35:49.912>And <00:35:50.039>if <00:35:50.166>your <00:35:50.293>team <00:35:50.421>doesn't <00:35:50.548>have <00:35:50.675>a <00:35:50.802>dedicated <00:35:50.930>Scrum <00:35:51.057>Master, <00:35:51.184>if <00:35:51.312>this

598
00:35:53.412 --> 00:35:56.952
<00:35:53.412>accountability <00:35:53.567>sits <00:35:53.723>with <00:35:53.878>the <00:35:54.034>engineering <00:35:54.189>manager <00:35:54.345>or <00:35:54.500>maybe <00:35:54.656>tech <00:35:54.812>lead,

599
00:35:57.412 --> 00:35:59.932
<00:35:57.412>the <00:35:57.692>orchestration <00:35:57.971>responsibilities <00:35:58.252>do <00:35:58.531>not <00:35:58.812>disappear.

600
00:36:00.452 --> 00:36:02.312
<00:36:00.452>They <00:36:00.652>just <00:36:00.852>need <00:36:01.052>someone <00:36:01.252>else <00:36:01.452>to <00:36:01.652>own <00:36:01.852>them.

601
00:36:03.532 --> 00:36:07.012
<00:36:03.532>So <00:36:03.648>the <00:36:03.765>bottom <00:36:03.882>line <00:36:03.998>is <00:36:04.115>that <00:36:04.232>the <00:36:04.348>future <00:36:04.465>Scrum <00:36:04.582>Master <00:36:04.698>doesn't <00:36:04.815>compete <00:36:04.932>with

602
00:36:07.212 --> 00:36:10.172
<00:36:07.212>AI. <00:36:07.445>They <00:36:07.678>orchestrate <00:36:07.912>the <00:36:08.145>system <00:36:08.378>around <00:36:08.612>it.

603
00:36:11.632 --> 00:36:15.452
<00:36:11.632>With <00:36:11.748>this, <00:36:11.865>I <00:36:11.982>would <00:36:12.098>like <00:36:12.215>to <00:36:12.332>thank <00:36:12.448>you <00:36:12.565>for <00:36:12.682>listening <00:36:12.798>to <00:36:12.915>this <00:36:13.032>session

604
00:36:15.462 --> 00:36:15.852
<00:36:15.462>during <00:36:15.813>the

605
00:36:17.872 --> 00:36:19.212
<00:36:17.872>conference, <00:36:18.274>We <00:36:18.676>Are <00:36:19.078>Developers.

606
00:36:20.192 --> 00:36:24.012
<00:36:20.192>On <00:36:20.308>this <00:36:20.425>slide, <00:36:20.542>I <00:36:20.658>have <00:36:20.775>listed <00:36:20.892>all <00:36:21.008>the <00:36:21.125>resources <00:36:21.242>that <00:36:21.358>supported <00:36:21.475>me <00:36:21.592>to

607
00:36:24.032 --> 00:36:27.832
<00:36:24.032>prepare <00:36:24.172>the <00:36:24.312>presentation. <00:36:24.452>I <00:36:24.592>would <00:36:24.732>encourage <00:36:24.872>you <00:36:25.012>to <00:36:25.152>explore <00:36:25.292>each <00:36:25.432>of

608
00:36:27.892 --> 00:36:31.812
<00:36:27.892>them. <00:36:28.047>They <00:36:28.203>will <00:36:28.358>help <00:36:28.514>you <00:36:28.669>to <00:36:28.825>go <00:36:28.980>into <00:36:29.136>more <00:36:29.292>deep

609
00:36:31.872 --> 00:36:34.012
<00:36:31.872>with <00:36:32.152>topics <00:36:32.432>that <00:36:32.712>I <00:36:32.991>presented <00:36:33.272>today.

610
00:36:35.102 --> 00:36:38.992
<00:36:35.102>And <00:36:35.218>if <00:36:35.335>you <00:36:35.452>have <00:36:35.568>some <00:36:35.685>specific <00:36:35.801>challenges, <00:36:35.918>if <00:36:36.035>you <00:36:36.152>have <00:36:36.268>some <00:36:36.385>feedback <00:36:36.502>about

611
00:36:39.032 --> 00:36:42.722
<00:36:39.032>the <00:36:39.114>session, <00:36:39.196>or <00:36:39.279>if <00:36:39.361>you <00:36:39.443>just <00:36:39.526>simply <00:36:39.608>want <00:36:39.690>to <00:36:39.773>connect, <00:36:39.855>feel <00:36:39.937>free <00:36:40.020>to <00:36:40.102>reach <00:36:40.184>out <00:36:40.267>to <00:36:40.349>me <00:36:40.432>on

612
00:36:42.752 --> 00:36:43.152
LinkedIn.

613
00:36:44.222 --> 00:36:48.072
<00:36:44.222>I <00:36:44.329>would <00:36:44.437>be <00:36:44.545>happy <00:36:44.652>to <00:36:44.760>exchange <00:36:44.868>a <00:36:44.975>bit <00:36:45.083>more <00:36:45.191>on <00:36:45.298>the <00:36:45.406>topics <00:36:45.514>that <00:36:45.622>I

614
00:36:48.152 --> 00:36:49.152
<00:36:48.152>presented <00:36:48.602>here <00:36:49.052>today.

615
00:36:50.172 --> 00:36:53.992
<00:36:50.172>So <00:36:50.299>take <00:36:50.426>care, <00:36:50.553>keep <00:36:50.681>orchestrating, <00:36:50.808>and <00:36:50.935>good <00:36:51.062>luck <00:36:51.190>with <00:36:51.317>your <00:36:51.444>next <00:36:51.572>sprint.