WEBVTT

1
00:00:00.080 --> 00:00:02.919
<v Speaker 1>If you've ever opened a solution and instantly felt overwhelmed

2
00:00:02.960 --> 00:00:05.320
<v Speaker 1>by the web of files, references, and bugs waiting to

3
00:00:05.360 --> 00:00:09.119
<v Speaker 1>ambush you, you're not alone. Most developers work reactively patching here,

4
00:00:09.160 --> 00:00:12.199
<v Speaker 1>debugging there. Get ub Copilot's agent mode aims to hold

5
00:00:12.240 --> 00:00:15.679
<v Speaker 1>broader contexts and coordinate changes across files. In this video,

6
00:00:15.919 --> 00:00:19.120
<v Speaker 1>we'll demonstrate how that workflow looks inside a real podcast

7
00:00:19.239 --> 00:00:21.359
<v Speaker 1>Net and Azure project. We'll walk through a live solution

8
00:00:21.440 --> 00:00:23.559
<v Speaker 1>and show before and after agent changes. You'll see how

9
00:00:23.600 --> 00:00:27.039
<v Speaker 1>to generate multi file code with less overhead, resolve crossfile

10
00:00:27.120 --> 00:00:30.359
<v Speaker 1>errors faster, and even use a plain language speck to

11
00:00:30.399 --> 00:00:32.799
<v Speaker 1>scaffold features. And before we get there, let's start with

12
00:00:32.799 --> 00:00:35.039
<v Speaker 1>the hidden cost of the debugging loop so many of

13
00:00:35.119 --> 00:00:38.320
<v Speaker 1>us live in every day, The hidden cost of patchwork debugging.

14
00:00:38.560 --> 00:00:40.960
<v Speaker 1>You sit down to fix an error that looks simple enough.

15
00:00:41.240 --> 00:00:43.799
<v Speaker 1>The application won't build, and the console flags a line

16
00:00:43.799 --> 00:00:46.880
<v Speaker 1>in your main project file. You tweak the method, recompile,

17
00:00:46.960 --> 00:00:49.840
<v Speaker 1>and think you've solved it until the same message reappears

18
00:00:49.840 --> 00:00:52.520
<v Speaker 1>in a slightly different form. Another half hour slips by

19
00:00:52.679 --> 00:00:55.600
<v Speaker 1>before you spot the real issue, a missing dependency tugged

20
00:00:55.600 --> 00:00:58.200
<v Speaker 1>away in another project folder by the time, the reference

21
00:00:58.240 --> 00:01:00.840
<v Speaker 1>is corrected and you redeploy. Most if your afternoon has

22
00:01:00.880 --> 00:01:04.120
<v Speaker 1>dissolved into patchwork, the feature work you planned, it's pushed

23
00:01:04.159 --> 00:01:06.799
<v Speaker 1>to tomorrow. This pattern is so common it feels normal

24
00:01:06.920 --> 00:01:09.319
<v Speaker 1>on the surface, you're moving forward because each bug you

25
00:01:09.359 --> 00:01:12.319
<v Speaker 1>squash feels like a win. In practice, you're running in circles.

26
00:01:12.400 --> 00:01:16.280
<v Speaker 1>The loop is code compile, error, fix, repeat, hours vanish

27
00:01:16.359 --> 00:01:18.359
<v Speaker 1>into chasing a trail of cause and effect, and the

28
00:01:18.400 --> 00:01:21.959
<v Speaker 1>net result is reactive progress rather than meaningful improvements. How

29
00:01:21.959 --> 00:01:24.200
<v Speaker 1>many of you have lost an afternoon to this exact loop?

30
00:01:24.400 --> 00:01:26.760
<v Speaker 1>Drop a one line comment, I'll read through the top replies.

31
00:01:27.319 --> 00:01:29.719
<v Speaker 1>What makes this cycle exhausting is that the tools around

32
00:01:29.760 --> 00:01:33.640
<v Speaker 1>us keep advancing while the pattern doesn't. Editors add new features,

33
00:01:33.760 --> 00:01:37.640
<v Speaker 1>frameworks evolve, and integrations grow deeper, but debugging still demands

34
00:01:37.680 --> 00:01:39.959
<v Speaker 1>a reactionary approach. It's like trying to hold back a

35
00:01:39.959 --> 00:01:42.560
<v Speaker 1>growing fire with a bucket of water. Each flare up

36
00:01:42.599 --> 00:01:44.760
<v Speaker 1>gets handled in the moment, but the underlying conditions that

37
00:01:44.799 --> 00:01:48.000
<v Speaker 1>sparked it remain almost guaranteeing the next place, And with

38
00:01:48.120 --> 00:01:50.680
<v Speaker 1>every tap swhich the hidden cost rises. You move from

39
00:01:50.719 --> 00:01:53.519
<v Speaker 1>a service class into a configuration file, then jump across

40
00:01:53.560 --> 00:01:56.000
<v Speaker 1>to a dependency graph. Each shift pulls you out of

41
00:01:56.040 --> 00:01:59.159
<v Speaker 1>whatever thread of logic you are holding, forcing a mental reset.

42
00:01:59.239 --> 00:02:01.879
<v Speaker 1>It's not just the set can spend flipping windows, it's

43
00:02:01.920 --> 00:02:05.079
<v Speaker 1>the mental tax of reconstructing context again and again over

44
00:02:05.120 --> 00:02:07.439
<v Speaker 1>a day. Those small resets pile up into something heavy.

45
00:02:07.799 --> 00:02:10.680
<v Speaker 1>For individual developers, the fatigue shows up as frustration and

46
00:02:10.719 --> 00:02:14.840
<v Speaker 1>wasted time. For teams working on enterprise projects, the impact multiplies.

47
00:02:15.199 --> 00:02:18.639
<v Speaker 1>Debugging loops, drag sprint goals off track, delay feature launches,

48
00:02:18.680 --> 00:02:21.280
<v Speaker 1>and open up a backlog that grows faster than it shrinks.

49
00:02:21.479 --> 00:02:24.120
<v Speaker 1>The strengthening of technical debt is just another side effect

50
00:02:24.120 --> 00:02:27.240
<v Speaker 1>of hours lost to firefighting. Many teams report that a

51
00:02:27.319 --> 00:02:30.759
<v Speaker 1>large share of their development time gets siphoned into reactive debugging.

52
00:02:30.879 --> 00:02:33.080
<v Speaker 1>It's not the exciting part of engineering. No one plans

53
00:02:33.080 --> 00:02:36.319
<v Speaker 1>a roadmap around chasing the same dependency mismatch five times.

54
00:02:36.520 --> 00:02:39.680
<v Speaker 1>Yet this is where bandwidth goes week after week, When

55
00:02:39.719 --> 00:02:42.879
<v Speaker 1>fixing errors becomes the definition of progress, building new features

56
00:02:42.879 --> 00:02:46.000
<v Speaker 1>becomes secondary, and the architecture suffers quietly in the background.

57
00:02:46.319 --> 00:02:49.439
<v Speaker 1>The uncomfortable truth is that patchwork debugging doesn't just slow

58
00:02:49.479 --> 00:02:53.199
<v Speaker 1>things down, It reinforces a culture of reaction instead of design.

59
00:02:53.319 --> 00:02:57.319
<v Speaker 1>You're spending time dowsing flames, not constructing systems. That may

60
00:02:57.400 --> 00:02:59.599
<v Speaker 1>keep the product alive in the short term, but it

61
00:02:59.639 --> 00:03:02.000
<v Speaker 1>limits how far a team can scale and how confidently

62
00:03:02.039 --> 00:03:04.680
<v Speaker 1>they can ship. So let's pause on that image fire fighting,

63
00:03:05.159 --> 00:03:07.960
<v Speaker 1>Dash to the hotspot, dump water, move on. The trouble

64
00:03:08.000 --> 00:03:10.919
<v Speaker 1>isn't that developers aren't good at it. They are. The

65
00:03:10.919 --> 00:03:13.240
<v Speaker 1>trouble is that the flames never really stop. They just

66
00:03:13.280 --> 00:03:16.560
<v Speaker 1>move around, flaring up in new files, new projects, new configurations,

67
00:03:16.639 --> 00:03:20.000
<v Speaker 1>keeping everyone in response mode instead of creation mode. That

68
00:03:20.159 --> 00:03:22.960
<v Speaker 1>raises the question, what happens if the cycle doesn't rest

69
00:03:23.000 --> 00:03:25.960
<v Speaker 1>on you alone? What if the repetitive parts, the loop

70
00:03:26.000 --> 00:03:29.840
<v Speaker 1>of tracing, switching, and patching, could be managed differently while

71
00:03:29.840 --> 00:03:32.680
<v Speaker 1>you stayed focused on building. Because while the strain of

72
00:03:32.719 --> 00:03:35.759
<v Speaker 1>firefighting is obvious, there's another pressure point we haven't touched yet.

73
00:03:36.039 --> 00:03:38.479
<v Speaker 1>The real weight comes when your project isn't just one

74
00:03:38.520 --> 00:03:40.919
<v Speaker 1>file or one module. It's when the fix you need

75
00:03:41.080 --> 00:03:44.280
<v Speaker 1>spans multiple layers at once, pictures sitting down to open

76
00:03:44.319 --> 00:03:48.439
<v Speaker 1>a solution where the logic sprawls across different projects, services,

77
00:03:48.439 --> 00:03:51.479
<v Speaker 1>and libraries. The part you need lives in three places

78
00:03:51.520 --> 00:03:54.120
<v Speaker 1>at once, and keeping it straight in your head is

79
00:03:54.159 --> 00:03:58.639
<v Speaker 1>its own battle multi file chaos versus AI context control.

80
00:03:58.960 --> 00:04:02.560
<v Speaker 1>When projects spa when multiple layers, the real challenge isn't

81
00:04:02.560 --> 00:04:05.680
<v Speaker 1>writing code, it's holding all the moving parts together. This

82
00:04:05.719 --> 00:04:08.159
<v Speaker 1>is where the tension between multi file chaos and AI

83
00:04:08.240 --> 00:04:11.639
<v Speaker 1>driven context control shows up most clearly. Take a large

84
00:04:12.000 --> 00:04:14.560
<v Speaker 1>net solution with a dozen or more projects. Any new

85
00:04:14.560 --> 00:04:17.800
<v Speaker 1>feature usually touches different layers at once, a controller in

86
00:04:17.800 --> 00:04:20.120
<v Speaker 1>one place, a service in another, and a set of

87
00:04:20.160 --> 00:04:23.839
<v Speaker 1>configuration files that live elsewhere. Before you write a single line,

88
00:04:23.879 --> 00:04:27.079
<v Speaker 1>you spend time tracing references and checking dependencies, hoping a

89
00:04:27.120 --> 00:04:30.279
<v Speaker 1>small change doesn't ripple into unexpected breaks further down the chain.

90
00:04:30.759 --> 00:04:34.040
<v Speaker 1>That workflow isn't an exception. It's normal in enterprise applications,

91
00:04:34.120 --> 00:04:37.079
<v Speaker 1>especially once as your services and integrations enter the picture.

92
00:04:37.600 --> 00:04:42.199
<v Speaker 1>The structure of these systems isn't flat. Interfaces, dependency injection, mappings,

93
00:04:42.240 --> 00:04:45.279
<v Speaker 1>and cross project references all play a role with azure

94
00:04:45.279 --> 00:04:48.279
<v Speaker 1>in the mix. Some dependencies step completely outside the solution

95
00:04:48.399 --> 00:04:53.040
<v Speaker 1>folder function apps, service bus bindings, resource settings, storage connections.

96
00:04:53.560 --> 00:04:56.639
<v Speaker 1>You're coordinating between code and your IDE config files on

97
00:04:56.720 --> 00:04:59.560
<v Speaker 1>disc and services defined in the cloud. None of them

98
00:04:59.600 --> 00:05:01.519
<v Speaker 1>care that you you'd like fewer clicks, and every time

99
00:05:01.519 --> 00:05:05.040
<v Speaker 1>you switch context, you burn energy reconstructing the bigger picture.

100
00:05:05.399 --> 00:05:07.839
<v Speaker 1>Most of us try to juggle that context in working memory.

101
00:05:07.959 --> 00:05:10.959
<v Speaker 1>At first it's manageable, but as the project grows, mistakes

102
00:05:10.959 --> 00:05:12.920
<v Speaker 1>slip in. You add a new method in a service

103
00:05:12.920 --> 00:05:15.399
<v Speaker 1>but forget its ye registration. You code up an asure

104
00:05:15.399 --> 00:05:17.879
<v Speaker 1>function and only later realize the binding never got added

105
00:05:17.879 --> 00:05:20.879
<v Speaker 1>to host Jason or the deployment template. Nothing alerts you

106
00:05:20.920 --> 00:05:24.399
<v Speaker 1>until runtime, when you're debugging instead of building the code itself.

107
00:05:24.439 --> 00:05:27.000
<v Speaker 1>Isn't the hard part. It's the cross file coordination. Everyone

108
00:05:27.040 --> 00:05:29.959
<v Speaker 1>knows the feeling of bouncing through tabs from a controller

109
00:05:30.000 --> 00:05:32.319
<v Speaker 1>into a service, then over to a model, then into

110
00:05:32.319 --> 00:05:35.279
<v Speaker 1>configuration files, then back again, only to lose track of

111
00:05:35.319 --> 00:05:37.720
<v Speaker 1>why you opened that file at all. It's a small disruption,

112
00:05:37.839 --> 00:05:41.079
<v Speaker 1>repeated dozens of times a day. Those interruptions pile up,

113
00:05:41.319 --> 00:05:44.240
<v Speaker 1>creating friction that drags down real progress. The result is

114
00:05:44.319 --> 00:05:47.040
<v Speaker 1>slower delivery, not because writing is slow, but because keeping

115
00:05:47.079 --> 00:05:50.439
<v Speaker 1>everything in sync steals focus. This overhead grows in cloud

116
00:05:50.519 --> 00:05:54.360
<v Speaker 1>first projects as you pushes key settings into multiple places,

117
00:05:54.879 --> 00:06:01.519
<v Speaker 1>local config files, environment variables, arm or BICEP templates, ICD pipelines.

118
00:06:01.639 --> 00:06:04.279
<v Speaker 1>What looks like a single feature request often spreads across

119
00:06:04.279 --> 00:06:08.079
<v Speaker 1>four layers of abstraction. The complexity isn't optional, it's built

120
00:06:08.079 --> 00:06:11.000
<v Speaker 1>into the way the ecosystem works. Now here's where agent

121
00:06:11.079 --> 00:06:13.720
<v Speaker 1>mode enters as a potential shift. Instead of leaving all

122
00:06:13.720 --> 00:06:16.439
<v Speaker 1>that orchestration to you, it's designed to hold broader context

123
00:06:16.480 --> 00:06:19.079
<v Speaker 1>across multiple files. That means when you ask for a

124
00:06:19.160 --> 00:06:22.040
<v Speaker 1>change in one layer, it doesn't ignore the others. In

125
00:06:22.079 --> 00:06:24.279
<v Speaker 1>the demo, I'll create a new Azure function and show

126
00:06:24.279 --> 00:06:27.199
<v Speaker 1>how the agent helps by generating the method body, producing

127
00:06:27.279 --> 00:06:31.480
<v Speaker 1>the binding config, updating host Jason, and even suggesting the

128
00:06:31.560 --> 00:06:34.839
<v Speaker 1>right DII registration. That's usually a multi step process scattered

129
00:06:34.839 --> 00:06:38.160
<v Speaker 1>across different files. An agent can streamline it into one flow.

130
00:06:38.480 --> 00:06:41.279
<v Speaker 1>This is not about replacing your judgment. It's about removing

131
00:06:41.279 --> 00:06:44.079
<v Speaker 1>the repetitive bookkeeping so you can focus on the actual

132
00:06:44.120 --> 00:06:47.279
<v Speaker 1>design choices. Humans can keep a rough outline in their

133
00:06:47.279 --> 00:06:50.240
<v Speaker 1>heads or sketched on a whiteboard. An AI can track

134
00:06:50.279 --> 00:06:53.079
<v Speaker 1>the details file by file without losing the thread. What

135
00:06:53.160 --> 00:06:55.160
<v Speaker 1>feels like a huge cognitive load for us is just

136
00:06:55.199 --> 00:06:58.279
<v Speaker 1>baseline context for the agent. The difference in practice is

137
00:06:58.319 --> 00:07:01.399
<v Speaker 1>moving from fractured tab juggling to orchestrated changes that stay

138
00:07:01.439 --> 00:07:04.040
<v Speaker 1>in sync. I'll also pull up the agent created pull

139
00:07:04.079 --> 00:07:05.959
<v Speaker 1>request or diff during the demo so you can see

140
00:07:06.040 --> 00:07:09.000
<v Speaker 1>exactly what edits were made. That visibility matters. You get

141
00:07:09.040 --> 00:07:11.680
<v Speaker 1>full control to review and approve while the legwork of

142
00:07:11.759 --> 00:07:14.600
<v Speaker 1>updating multiple files happens for use. So instead of spending

143
00:07:14.600 --> 00:07:17.600
<v Speaker 1>an afternoon stitching fragments together, you direct the change once,

144
00:07:17.680 --> 00:07:20.600
<v Speaker 1>confirm the generated updates, and move on to higher level design.

145
00:07:20.920 --> 00:07:23.839
<v Speaker 1>The relief isn't just in saved clicks or keystrokes, it's

146
00:07:23.879 --> 00:07:27.639
<v Speaker 1>in staining focused on solving actual problems rather than retracing

147
00:07:27.639 --> 00:07:30.800
<v Speaker 1>how a dozen files connect. This advantage shows most clearly

148
00:07:30.800 --> 00:07:34.279
<v Speaker 1>when things break, because even with stronger contacts handling systems fail,

149
00:07:34.319 --> 00:07:37.480
<v Speaker 1>Confixed drift and mismatched references creep back in, and that's

150
00:07:37.480 --> 00:07:40.319
<v Speaker 1>where the next test begins. How errors get tracked down

151
00:07:40.399 --> 00:07:44.120
<v Speaker 1>and resolved once they surface, from error hunts to autonomous fixes.

152
00:07:44.399 --> 00:07:46.639
<v Speaker 1>Think about how often you hit an error message that

153
00:07:46.720 --> 00:07:49.160
<v Speaker 1>points straight at a single file. You follow the stack

154
00:07:49.240 --> 00:07:51.680
<v Speaker 1>trace to the method it names, make a small adjustment,

155
00:07:51.839 --> 00:07:55.319
<v Speaker 1>and hit rebuild. It feels like the obvious solution until

156
00:07:55.319 --> 00:07:58.240
<v Speaker 1>the same error appears again. Just in a slightly different form.

157
00:07:58.360 --> 00:08:00.839
<v Speaker 1>That's when you realize the stack trays showed the symptom.

158
00:08:01.160 --> 00:08:03.519
<v Speaker 1>The real issue lives somewhere else entirely, maybe in a

159
00:08:03.560 --> 00:08:05.920
<v Speaker 1>supporting class or hidden inside a confiict file you haven't

160
00:08:05.959 --> 00:08:08.959
<v Speaker 1>opened all week. Every developer has faced that kind of misdirection.

161
00:08:09.079 --> 00:08:11.720
<v Speaker 1>What looks like the problem isn't actually where the fix belongs.

162
00:08:11.839 --> 00:08:14.800
<v Speaker 1>This eats uptime fast. You adjust one thing, rebuild weight,

163
00:08:15.360 --> 00:08:17.800
<v Speaker 1>then a fresh error greets you, leading to another file,

164
00:08:17.839 --> 00:08:20.959
<v Speaker 1>another tweak, and another rebuild. The loop looks productive because

165
00:08:20.959 --> 00:08:24.600
<v Speaker 1>you're moving, typing, recompiling, but under the surface its trial

166
00:08:24.639 --> 00:08:28.439
<v Speaker 1>and error more than actual resolution. That cycle can swallow hours,

167
00:08:28.720 --> 00:08:31.759
<v Speaker 1>leaving you with tiny surface fixes but no real forward

168
00:08:31.759 --> 00:08:34.159
<v Speaker 1>progress on the feature you started with. The real cost

169
00:08:34.159 --> 00:08:37.159
<v Speaker 1>here is opportunity. While you're caught in the rebuild and

170
00:08:37.200 --> 00:08:40.519
<v Speaker 1>retry rhythm, you're not solving business problems or shipping the

171
00:08:40.519 --> 00:08:44.399
<v Speaker 1>functionality your users are waiting on. Momentum goes into guesswork

172
00:08:44.399 --> 00:08:46.720
<v Speaker 1>instead of design. It feels active in the moment, but

173
00:08:47.159 --> 00:08:49.440
<v Speaker 1>those hours don't add up to much beyond keeping the

174
00:08:49.480 --> 00:08:52.919
<v Speaker 1>system from being broken. Across a team, this shallow motion

175
00:08:53.039 --> 00:08:55.559
<v Speaker 1>slows everything down and creates a backlog of features that

176
00:08:55.639 --> 00:08:58.960
<v Speaker 1>keeps sliding forward. Here's where an agent workflow begins to

177
00:08:59.000 --> 00:09:01.600
<v Speaker 1>look different. The idea isn't stopping at the one line

178
00:09:01.639 --> 00:09:04.639
<v Speaker 1>your stack trace highlights. Instead, it's designed to hold system

179
00:09:04.720 --> 00:09:07.799
<v Speaker 1>level context, asking not just what should this file do,

180
00:09:08.360 --> 00:09:11.600
<v Speaker 1>but what sequence of changes is needed across connected pieces

181
00:09:11.639 --> 00:09:14.799
<v Speaker 1>to restore consistency. In practice, that means you may see

182
00:09:14.799 --> 00:09:17.799
<v Speaker 1>it propose edits that span multiple files. For example, you'll

183
00:09:17.799 --> 00:09:20.440
<v Speaker 1>see in the demo that when a method requires changes,

184
00:09:20.480 --> 00:09:23.159
<v Speaker 1>it can suggest matching edits in related CONFIGX or deployment

185
00:09:23.200 --> 00:09:26.000
<v Speaker 1>templates instead of leaving you to hunt them down. That's

186
00:09:26.000 --> 00:09:30.039
<v Speaker 1>the jump from autocomplete to something broader. Autocomplete finishes lines

187
00:09:30.080 --> 00:09:33.519
<v Speaker 1>and agent coordinates across files, and that coordination matters most

188
00:09:33.519 --> 00:09:35.960
<v Speaker 1>when errors don't live neatly in one place. Take a

189
00:09:36.000 --> 00:09:38.759
<v Speaker 1>common Azure scenario. You build a new function app, but

190
00:09:38.840 --> 00:09:41.639
<v Speaker 1>once deployed, the Q trigger fails because the binding doesn't

191
00:09:41.679 --> 00:09:44.960
<v Speaker 1>match the method signature. Normally, you dig through logs, figure

192
00:09:44.960 --> 00:09:48.360
<v Speaker 1>out which binding is off, adjust the function jjasent by hand,

193
00:09:48.399 --> 00:09:51.360
<v Speaker 1>maybe even alter your infrastructure template if a values mismatched

194
00:09:51.399 --> 00:09:54.519
<v Speaker 1>there too. Every step is a separate chase and every

195
00:09:54.519 --> 00:09:58.120
<v Speaker 1>fix triggers another test. Run. With agent mode, the workflow

196
00:09:58.159 --> 00:10:00.759
<v Speaker 1>is different. It can propose the code chain, change, generate.

197
00:10:00.799 --> 00:10:03.559
<v Speaker 1>The proper function is in binding and surface edits for

198
00:10:03.559 --> 00:10:07.039
<v Speaker 1>deployment scripts. If they're misaligned, you review, confirm, and move

199
00:10:07.080 --> 00:10:09.960
<v Speaker 1>forward without spending hours piecing each layer together. Then trust

200
00:10:10.000 --> 00:10:12.320
<v Speaker 1>is the key here. Nobody should feel like invisible edits

201
00:10:12.360 --> 00:10:15.159
<v Speaker 1>are happening in the background. That's why the review flow matters.

202
00:10:15.279 --> 00:10:17.639
<v Speaker 1>In this demo, we'll walk through it together. The agent

203
00:10:17.679 --> 00:10:20.360
<v Speaker 1>suggest the coordinated changes will open the diff to inspect

204
00:10:20.399 --> 00:10:23.799
<v Speaker 1>exactly what it generated. Run our unit tests, validate the

205
00:10:23.840 --> 00:10:26.720
<v Speaker 1>build locally, and only then choose whether to accept or

206
00:10:26.759 --> 00:10:29.799
<v Speaker 1>reject the edits. That validation loop keeps you in full

207
00:10:29.799 --> 00:10:33.759
<v Speaker 1>control while removing the grunt work. It's worth stressing agents

208
00:10:33.759 --> 00:10:36.759
<v Speaker 1>can help move faster, but they don't replace good engineering practices.

209
00:10:37.159 --> 00:10:39.320
<v Speaker 1>You should still treat code reviews and CI as non

210
00:10:39.320 --> 00:10:42.080
<v Speaker 1>negotiable gatekeepers. Let the AI reduce the time you spend

211
00:10:42.120 --> 00:10:45.039
<v Speaker 1>on detective work, but keep automated checks and human review

212
00:10:45.080 --> 00:10:47.919
<v Speaker 1>as the safety net. That balance solves the trust problem

213
00:10:48.200 --> 00:10:51.159
<v Speaker 1>and ensures the speed gain doesn't undermine stability. The speed

214
00:10:51.159 --> 00:10:54.279
<v Speaker 1>difference is not theoretical. Where error chasing and manual patching

215
00:10:54.320 --> 00:10:57.200
<v Speaker 1>made you up half a day, coordinated suggestions can narrow

216
00:10:57.240 --> 00:11:00.440
<v Speaker 1>it to minutes, and the reclaimed time flows back into

217
00:11:00.519 --> 00:11:02.639
<v Speaker 1>the work you actually want to spend energy on the

218
00:11:02.679 --> 00:11:05.600
<v Speaker 1>features your users. Notice the architecture decisions that improve your

219
00:11:05.600 --> 00:11:08.399
<v Speaker 1>code base. Instead of firefighting at runtime, you get to

220
00:11:08.440 --> 00:11:11.679
<v Speaker 1>design with confidence upfront, so the debugging loop no longer

221
00:11:11.720 --> 00:11:14.480
<v Speaker 1>has to define your day With an agent suggesting cross

222
00:11:14.480 --> 00:11:17.720
<v Speaker 1>file updates. You shift from scattershot searching to a review

223
00:11:17.720 --> 00:11:20.559
<v Speaker 1>and approve rhythm. You stop wandering through errors in circles

224
00:11:20.559 --> 00:11:24.200
<v Speaker 1>and start treating debugging as a structured, almost automated step

225
00:11:24.240 --> 00:11:26.879
<v Speaker 1>in your workflow. That shift frees up cognitive space and

226
00:11:26.919 --> 00:11:29.679
<v Speaker 1>calendar hours for building features, not just patching flaws, And

227
00:11:29.759 --> 00:11:33.200
<v Speaker 1>once fixing errors becomes less about chasing symptoms, it opens

228
00:11:33.200 --> 00:11:35.679
<v Speaker 1>the door to something bigger. How you might start whole

229
00:11:35.679 --> 00:11:38.679
<v Speaker 1>features in the same structured way. Imagine if the same

230
00:11:38.720 --> 00:11:42.440
<v Speaker 1>workflow that proposes coordinated fixes could also take a plane

231
00:11:42.480 --> 00:11:45.720
<v Speaker 1>language specification and shape a working structure around it. That's

232
00:11:45.759 --> 00:11:49.480
<v Speaker 1>where the next stage of development begins, spec driven development

233
00:11:49.559 --> 00:11:52.200
<v Speaker 1>without the overhead. One of the most interesting shifts comes

234
00:11:52.200 --> 00:11:54.360
<v Speaker 1>when you stop thinking only in terms of files and

235
00:11:54.399 --> 00:11:58.159
<v Speaker 1>methods and start framing work in plane language instead. That's

236
00:11:58.159 --> 00:12:01.279
<v Speaker 1>where spec driven development without the over head comes in picture.

237
00:12:01.279 --> 00:12:04.320
<v Speaker 1>Writing out a simple feature request, add a reporting workflow

238
00:12:04.360 --> 00:12:07.759
<v Speaker 1>that generates monthly summaries, stores them, and makes them available

239
00:12:07.879 --> 00:12:10.320
<v Speaker 1>through an admin page. Instead of just getting a few

240
00:12:10.320 --> 00:12:13.919
<v Speaker 1>isolated snippets, you return with a working structure already mapped

241
00:12:13.919 --> 00:12:17.679
<v Speaker 1>across your app, controllers stubbed in, models, created, services registered,

242
00:12:17.720 --> 00:12:21.639
<v Speaker 1>and configuration wired. That move from describing intent to seeing

243
00:12:21.639 --> 00:12:24.000
<v Speaker 1>a concrete scaffold appear in your project is where this

244
00:12:24.039 --> 00:12:28.159
<v Speaker 1>approach finally feels practical instead of theoretical in traditional setups.

245
00:12:28.240 --> 00:12:31.519
<v Speaker 1>Spec first development has a heavy reputation in large organizations.

246
00:12:31.559 --> 00:12:34.720
<v Speaker 1>It usually means long requirement dogs, multi page design sheets,

247
00:12:34.720 --> 00:12:37.480
<v Speaker 1>and rigid diagrams that slow everyone down. They make sense

248
00:12:37.519 --> 00:12:40.759
<v Speaker 1>in regulated industries or globally distributed teams, but for everyday

249
00:12:40.799 --> 00:12:44.320
<v Speaker 1>coding most developers skip them. Writing and maintaining detailed specs

250
00:12:44.360 --> 00:12:46.960
<v Speaker 1>ads cost. Nobody has the patience or time for it's

251
00:12:47.039 --> 00:12:49.360
<v Speaker 1>extra work stacked on top of shipping features, and as

252
00:12:49.399 --> 00:12:53.080
<v Speaker 1>deadlines press closer, those extra cycles are usually sacrificed. The

253
00:12:53.159 --> 00:12:56.000
<v Speaker 1>irony is clear. Developers actually like thinking in broader strokes.

254
00:12:56.519 --> 00:12:59.279
<v Speaker 1>Knowing the structure ahead of time is reassuring. The problem

255
00:12:59.360 --> 00:13:01.960
<v Speaker 1>isn't the intent, it's the upkeep. Once the spec starts

256
00:13:01.960 --> 00:13:05.120
<v Speaker 1>slipping out of sync with reality, the maintenance becomes a burden.

257
00:13:05.279 --> 00:13:07.720
<v Speaker 1>That's why so much of real life work drifts toward

258
00:13:07.799 --> 00:13:11.240
<v Speaker 1>improvisation rather than complete design, even in shops that technically

259
00:13:11.360 --> 00:13:15.279
<v Speaker 1>endorse heavy planning. An agent workflow offers an alternative instead

260
00:13:15.279 --> 00:13:18.159
<v Speaker 1>of demanding a polished design doc, it can help translate

261
00:13:18.200 --> 00:13:20.759
<v Speaker 1>a plain language spec into a scaffold you can refine.

262
00:13:20.799 --> 00:13:24.480
<v Speaker 1>You don't need UML diagrams or handwritten interface maps. You

263
00:13:24.519 --> 00:13:27.000
<v Speaker 1>can simply say, create a reporting module with a new

264
00:13:27.039 --> 00:13:29.919
<v Speaker 1>API endpoint, link it to storage, and secure it with

265
00:13:30.039 --> 00:13:33.039
<v Speaker 1>role based access, and the system generates a baseline across

266
00:13:33.080 --> 00:13:36.399
<v Speaker 1>files in your a net solution. In the demo, I'll

267
00:13:36.440 --> 00:13:39.399
<v Speaker 1>read a plain language spec aloud, then show the files

268
00:13:39.399 --> 00:13:43.279
<v Speaker 1>the agent produced controllers, models and service registration, and point

269
00:13:43.320 --> 00:13:46.320
<v Speaker 1>out the spots that still needed manual refinement. That way,

270
00:13:46.360 --> 00:13:48.960
<v Speaker 1>you can judge the quality for yourself. This sets up

271
00:13:48.960 --> 00:13:52.120
<v Speaker 1>a middle ground between two developer modes. On one side,

272
00:13:52.120 --> 00:13:55.480
<v Speaker 1>there's vibe coding fast freeform but fragile for long term systems.

273
00:13:55.879 --> 00:13:59.919
<v Speaker 1>On the other side, there's spec driven design, reliable but painfully.

274
00:14:00.960 --> 00:14:03.360
<v Speaker 1>With agent support, you outline the idea in natural words,

275
00:14:03.440 --> 00:14:05.879
<v Speaker 1>the scaffold shows up and you can iterate almost as

276
00:14:05.960 --> 00:14:08.240
<v Speaker 1>quickly as vibe coding, while keeping the benefit of an

277
00:14:08.320 --> 00:14:11.639
<v Speaker 1>organized structure. Take that reporting workflow again. Usually you'd have

278
00:14:11.679 --> 00:14:14.720
<v Speaker 1>to create the model, build the data service, wire up

279
00:14:14.720 --> 00:14:18.519
<v Speaker 1>the controller, configure security, and connect everything in startup. That

280
00:14:18.600 --> 00:14:21.960
<v Speaker 1>means bouncing through multiple files and hoping consistency holds. With

281
00:14:22.039 --> 00:14:24.720
<v Speaker 1>this approach, the scaffolding lands in place at once. The

282
00:14:24.759 --> 00:14:27.240
<v Speaker 1>real savings come less from typing fewer lines and more

283
00:14:27.240 --> 00:14:30.159
<v Speaker 1>from avoiding cross file slips, like forgetting to register a

284
00:14:30.200 --> 00:14:32.480
<v Speaker 1>new service after you've already built it. Of course, there's

285
00:14:32.519 --> 00:14:35.320
<v Speaker 1>always the question of style. Will an AI force boiler

286
00:14:35.320 --> 00:14:39.240
<v Speaker 1>plate or overwrite conventions. In practice, agents often mirror existing

287
00:14:39.279 --> 00:14:42.200
<v Speaker 1>project patterns in their suggestions. In the demo, you'll see

288
00:14:42.240 --> 00:14:45.840
<v Speaker 1>both sides. Places where it matched our repost controller structure

289
00:14:45.879 --> 00:14:48.879
<v Speaker 1>perfectly and places where its gases slipped out of alignment.

290
00:14:49.159 --> 00:14:51.399
<v Speaker 1>That mix is important. You'll know what you can trust

291
00:14:51.480 --> 00:14:53.879
<v Speaker 1>and what you still need to adjust. The end result

292
00:14:53.960 --> 00:14:56.480
<v Speaker 1>isn't cookie cutter code. It still feels like your project,

293
00:14:56.480 --> 00:14:59.399
<v Speaker 1>only with less manual scaffolding work. You get to keep

294
00:14:59.440 --> 00:15:02.000
<v Speaker 1>speed and s still rely on a foundation that you

295
00:15:02.039 --> 00:15:04.759
<v Speaker 1>can refine for future growth. Instead of spec work being

296
00:15:04.840 --> 00:15:07.759
<v Speaker 1>limited to architects. With the patients for diagrams, it becomes

297
00:15:07.759 --> 00:15:10.320
<v Speaker 1>a tool for any developer who wants to experiment quickly

298
00:15:10.360 --> 00:15:14.159
<v Speaker 1>without sacrificing order. And when this becomes part of your

299
00:15:14.240 --> 00:15:18.000
<v Speaker 1>daily flow, specification stops feeling like a formal enterprise step

300
00:15:18.039 --> 00:15:20.759
<v Speaker 1>and more like a lightweight shorthand. You describe your intent,

301
00:15:20.960 --> 00:15:23.639
<v Speaker 1>the system lays the groundwork, and you focus on shaping

302
00:15:23.639 --> 00:15:26.120
<v Speaker 1>the details. The bigger impact comes not just from the

303
00:15:26.200 --> 00:15:29.000
<v Speaker 1>code you generate, but from what the time savings mean

304
00:15:29.080 --> 00:15:32.200
<v Speaker 1>week after week. More hours for features, less grind and

305
00:15:32.240 --> 00:15:35.080
<v Speaker 1>set up. That brings us directly to the question every

306
00:15:35.120 --> 00:15:38.399
<v Speaker 1>developer cares about most, what these changes actually add up

307
00:15:38.399 --> 00:15:42.200
<v Speaker 1>to in terms of productivity, the productivity payoff. The real

308
00:15:42.279 --> 00:15:44.360
<v Speaker 1>question is not whether you save a few minutes here

309
00:15:44.360 --> 00:15:47.759
<v Speaker 1>and there, but how those small shifts accumulate into meaningful

310
00:15:47.759 --> 00:15:51.759
<v Speaker 1>hours across a week. This is the productivity payoff, regaining

311
00:15:51.759 --> 00:15:55.720
<v Speaker 1>time that usually slips unnoticed through context switching, repeated build cycles,

312
00:15:55.879 --> 00:15:59.279
<v Speaker 1>and manual patching. Most developers accept those small losses as

313
00:15:59.320 --> 00:16:01.559
<v Speaker 1>just part of the word. Ten minutes here, chasing a

314
00:16:01.600 --> 00:16:04.840
<v Speaker 1>config value another fifteen rerunning after a missed reference, or

315
00:16:04.879 --> 00:16:07.799
<v Speaker 1>bouncing between files to check connections. On their own, they

316
00:16:07.799 --> 00:16:10.799
<v Speaker 1>feel minor, but added together across a full sprint, they

317
00:16:10.840 --> 00:16:13.960
<v Speaker 1>shape how much actual value gets delivered. What looks like

318
00:16:14.080 --> 00:16:17.120
<v Speaker 1>routine motion hides a real drag on delivery timelines. The

319
00:16:17.159 --> 00:16:20.240
<v Speaker 1>hidden weight isn't in compile times or typing speed. It's

320
00:16:20.279 --> 00:16:22.919
<v Speaker 1>in the stop start rhythm imposed on your concentration. Every

321
00:16:22.919 --> 00:16:25.679
<v Speaker 1>time you move from one file to another, your brain resets.

322
00:16:26.039 --> 00:16:28.879
<v Speaker 1>That reset has a cost Offloading repetitive corrections to an

323
00:16:28.879 --> 00:16:33.240
<v Speaker 1>agent lightens that burden. Instead of constantly reconstructing context, you

324
00:16:33.279 --> 00:16:36.679
<v Speaker 1>spend focus where it matters, solving the bigger design problems.

325
00:16:37.000 --> 00:16:39.519
<v Speaker 1>Many teams don't track these micro costs because they don't

326
00:16:39.519 --> 00:16:42.279
<v Speaker 1>appear in gyra tickets or get history. Work that goes

327
00:16:42.320 --> 00:16:45.399
<v Speaker 1>nowhere isn't logged, but it still consumes energy, and as

328
00:16:45.399 --> 00:16:48.519
<v Speaker 1>code bases scale, this friction doesn't just add linearly. More

329
00:16:48.600 --> 00:16:51.279
<v Speaker 1>layers mean more dependencies to hold in memory and more

330
00:16:51.360 --> 00:16:54.879
<v Speaker 1>chances to lose time simply aligning structure before progress can continue.

331
00:16:55.039 --> 00:16:58.080
<v Speaker 1>Agent workflows change the mass by targeting these drains directly.

332
00:16:58.320 --> 00:17:01.320
<v Speaker 1>They don't just fill methods stopsquicker. They reduce the loops

333
00:17:01.360 --> 00:17:05.319
<v Speaker 1>of searching, patching, and rerunning that eat afternoons. Teams using

334
00:17:05.359 --> 00:17:08.720
<v Speaker 1>agent workflows report shorter time to unblock in many cases.

335
00:17:08.960 --> 00:17:12.039
<v Speaker 1>In this video will demonstrate one before after task so

336
00:17:12.119 --> 00:17:14.160
<v Speaker 1>you can judge the impact. I'll record the time it

337
00:17:14.200 --> 00:17:16.680
<v Speaker 1>takes to implement the same asue of feature manually and

338
00:17:16.720 --> 00:17:18.640
<v Speaker 1>then again with the agent, so you can see the

339
00:17:18.640 --> 00:17:21.839
<v Speaker 1>productivity gain in concrete terms from a business lens. The

340
00:17:21.920 --> 00:17:25.279
<v Speaker 1>value shows up in project velocity. Faster cycles aren't only

341
00:17:25.279 --> 00:17:28.519
<v Speaker 1>about developer satisfaction. They decide whether features ship in this

342
00:17:28.599 --> 00:17:31.759
<v Speaker 1>release or slip quarters forward. They influence technical debt. Since

343
00:17:31.799 --> 00:17:34.920
<v Speaker 1>fewer hacks and regressions lean into the backlog, a smoother

344
00:17:35.000 --> 00:17:38.400
<v Speaker 1>flow lets teams move ahead cleanly instead of revisiting broken

345
00:17:38.440 --> 00:17:41.599
<v Speaker 1>work from the sprint before. That consistency compounds into less

346
00:17:41.599 --> 00:17:44.359
<v Speaker 1>fire fighting and stronger delivery over time. There's also the

347
00:17:44.440 --> 00:17:47.240
<v Speaker 1>human factor. A day loss to error chasing leaves any

348
00:17:47.240 --> 00:17:50.519
<v Speaker 1>engineer drained. Once you're fatigued. Clean design work gets harder

349
00:17:50.519 --> 00:17:54.079
<v Speaker 1>detailed slips and mistakes creep in. By shifting mechanical fixes

350
00:17:54.119 --> 00:17:57.480
<v Speaker 1>to an agent, developers stay alert for longer stretches. That

351
00:17:57.599 --> 00:18:01.279
<v Speaker 1>extra focus sharpens both productivity and quality. When you're not

352
00:18:01.319 --> 00:18:04.480
<v Speaker 1>grounded down by repeated friction, you're free to think broadly

353
00:18:04.519 --> 00:18:07.440
<v Speaker 1>and plan more effectively. The difference in practice looks like this.

354
00:18:07.680 --> 00:18:10.680
<v Speaker 1>A new as your function with multiple bindings and service

355
00:18:10.720 --> 00:18:14.960
<v Speaker 1>integrations might stretch into two full days, unaided between configuration

356
00:18:15.079 --> 00:18:18.559
<v Speaker 1>testing and backtracking from mismatched references. The task drags on.

357
00:18:18.920 --> 00:18:21.400
<v Speaker 1>With an agent helping, the same function can emerge in

358
00:18:21.440 --> 00:18:23.960
<v Speaker 1>half a day, not because corners get cut, but because

359
00:18:24.000 --> 00:18:26.640
<v Speaker 1>the cross files set up and orchestration land consistently the

360
00:18:26.640 --> 00:18:29.720
<v Speaker 1>first time. The timeline shrinks by removing false starts and

361
00:18:29.799 --> 00:18:33.559
<v Speaker 1>redundant effort. Some developers voice of fair concern. Does relying

362
00:18:33.599 --> 00:18:36.359
<v Speaker 1>on an AI to handle maintenance dull your own skills.

363
00:18:36.400 --> 00:18:40.119
<v Speaker 1>The perspective often misses what's really shifting. Offloading repetitive setup

364
00:18:40.160 --> 00:18:43.200
<v Speaker 1>doesn't weaken your expertise, it preserves it for design and architecture,

365
00:18:43.200 --> 00:18:46.440
<v Speaker 1>where judgment creates leverage. In reality, you gain room to

366
00:18:46.440 --> 00:18:49.279
<v Speaker 1>practice higher order problem solving instead of wasting energy on

367
00:18:49.359 --> 00:18:51.759
<v Speaker 1>road corrections. If you try this out, comment with how

368
00:18:51.759 --> 00:18:54.319
<v Speaker 1>many hours you've reclaimed in a sprint. I'll pull interesting

369
00:18:54.359 --> 00:18:57.640
<v Speaker 1>responses into future videos. Hearing how other teams experience the

370
00:18:57.680 --> 00:19:00.000
<v Speaker 1>shift gives everyone a better picture of the real value

371
00:19:00.359 --> 00:19:03.880
<v Speaker 1>beyond demos and examples. A note of caution, though automation helps,

372
00:19:03.880 --> 00:19:06.799
<v Speaker 1>but safety still matters. Always run your tests and use

373
00:19:06.839 --> 00:19:10.200
<v Speaker 1>code review to validate agent created changes. Trust that the

374
00:19:10.200 --> 00:19:12.880
<v Speaker 1>busy work gets reduced, but keep the same guardrails in place.

375
00:19:13.319 --> 00:19:15.880
<v Speaker 1>The speed difference only pays off if the quality holds steady.

376
00:19:16.160 --> 00:19:19.359
<v Speaker 1>Strong tests and smart pr review protect your release pipeline

377
00:19:19.359 --> 00:19:22.440
<v Speaker 1>from fragile automation. The payoff is less about cranking out

378
00:19:22.480 --> 00:19:25.119
<v Speaker 1>lines of code quickly and more about freeing space to

379
00:19:25.119 --> 00:19:29.359
<v Speaker 1>produce stronger solutions with less fatigue and fewer distractions. Teams

380
00:19:29.400 --> 00:19:32.599
<v Speaker 1>move past patching to actual building. That shift opens the

381
00:19:32.640 --> 00:19:35.400
<v Speaker 1>door to a broader mindset where projects are less about

382
00:19:35.440 --> 00:19:38.680
<v Speaker 1>reacting to fires and more about shaping clear, organized systems

383
00:19:38.680 --> 00:19:40.960
<v Speaker 1>from the start, and that brings us to an even

384
00:19:41.039 --> 00:19:44.359
<v Speaker 1>larger point. When you stop spending your energy in piecemeal loops,

385
00:19:44.559 --> 00:19:47.039
<v Speaker 1>the nature of building software begins to look very different.

386
00:19:47.720 --> 00:19:50.519
<v Speaker 1>Coding workflows don't have to stay reactive. The point of

387
00:19:50.559 --> 00:19:52.960
<v Speaker 1>this walkthrough was to show how agent support changes where

388
00:19:53.000 --> 00:19:55.759
<v Speaker 1>your time goes. You move from fire fighting to building

389
00:19:55.759 --> 00:19:59.079
<v Speaker 1>features with fewer interruptions while still keeping full control over

390
00:19:59.119 --> 00:20:03.279
<v Speaker 1>what ships. Here are the three takeaways. One, agent workflows

391
00:20:03.359 --> 00:20:06.720
<v Speaker 1>reduce cross file friction. Two you can use plain language

392
00:20:06.720 --> 00:20:10.720
<v Speaker 1>specks to scaffold features, and three always review difts and

393
00:20:10.839 --> 00:20:14.319
<v Speaker 1>run CI before merging. Try Copilot's agent flow on a

394
00:20:14.359 --> 00:20:16.640
<v Speaker 1>real problem this week. Pick the task that usually eats

395
00:20:16.680 --> 00:20:19.559
<v Speaker 1>in afternoon time it and compare. Drop the outcome in

396
00:20:19.559 --> 00:20:23.200
<v Speaker 1>the comments. The agent suggests changes. You still review, test

397
00:20:23.240 --> 00:20:25.799
<v Speaker 1>and decide what to merge. If you found this useful,

398
00:20:26.000 --> 00:20:27.960
<v Speaker 1>like and subscribe for more hands on a I plus

399
00:20:28.000 --> 00:20:29.200
<v Speaker 1>as your tooling walk throughs