Meeting Title: Cancellations-Duplications review Date: 2026-02-13 Meeting participants: Mustafa’s Loom Notetaker, Mustafa Raja, Samuel Roberts
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1 00:00:10.840 ⇒ 00:00:11.780 Mustafa Raja: 8.
2 00:00:16.030 ⇒ 00:00:16.730 Samuel Roberts: Ayy.
3 00:00:27.520 ⇒ 00:00:29.199 Mustafa Raja: You know, do you want me to share the screen?
4 00:00:29.590 ⇒ 00:00:30.270 Samuel Roberts: Yeah, it’s fine.
5 00:00:49.760 ⇒ 00:00:50.630 Samuel Roberts: Okay.
6 00:01:04.500 ⇒ 00:01:06.459 Mustafa Raja: How do we close this?
7 00:01:08.390 ⇒ 00:01:09.959 Samuel Roberts: Closing, which one?
8 00:01:10.440 ⇒ 00:01:11.100 Mustafa Raja: bleh.
9 00:01:11.310 ⇒ 00:01:11.910 Mustafa Raja: the sidewalk.
10 00:01:11.910 ⇒ 00:01:14.430 Samuel Roberts: I think at the top, if you go to the… oh, that? I don’t know.
11 00:01:15.050 ⇒ 00:01:17.569 Samuel Roberts: I don’t know, is this numbers? I’ve never used numbers.
12 00:01:17.800 ⇒ 00:01:20.149 Mustafa Raja: Yeah, I don’t have Excel.
13 00:01:21.080 ⇒ 00:01:22.110 Samuel Roberts: Yeah…
14 00:01:23.370 ⇒ 00:01:24.989 Mustafa Raja: I mean, I guess it’s okay.
15 00:01:25.700 ⇒ 00:01:26.490 Samuel Roberts: God.
16 00:01:27.210 ⇒ 00:01:28.949 Samuel Roberts: Can you drag up, like.
17 00:01:29.910 ⇒ 00:01:33.979 Mustafa Raja: Let me see, it doesn’t usually… Oh, this is… oh, okay.
18 00:01:33.980 ⇒ 00:01:34.659 Samuel Roberts: Okay, I’m here.
19 00:01:39.750 ⇒ 00:01:41.230 Mustafa Raja: And then this…
20 00:01:41.550 ⇒ 00:01:42.200 Samuel Roberts: Yeah. Cool.
21 00:01:42.200 ⇒ 00:01:49.399 Mustafa Raja: So… For the first one, it’s, for the first one, it’s saying,
22 00:01:49.540 ⇒ 00:02:02.449 Mustafa Raja: it’s a duplicate between time frames offered, and then time frames offered, but different sections, right? So, in water quality, and then plumbing,
23 00:02:02.660 ⇒ 00:02:05.330 Mustafa Raja: Plumbing Corpus Christi.
24 00:02:05.520 ⇒ 00:02:10.479 Mustafa Raja: And then the rationale is they have the same information.
25 00:02:10.910 ⇒ 00:02:12.770 Mustafa Raja: Minor differences.
26 00:02:12.990 ⇒ 00:02:17.589 Mustafa Raja: And, minor wording differences, AM window versus AMP window. Okay.
27 00:02:19.220 ⇒ 00:02:20.420 Samuel Roberts: So.
28 00:02:20.640 ⇒ 00:02:22.549 Mustafa Raja: Let’s actually take a look at this.
29 00:02:23.750 ⇒ 00:02:24.620 Mustafa Raja: Excuse me.
30 00:02:25.940 ⇒ 00:02:28.830 Mustafa Raja: Actually, this isn’t going to work.
31 00:02:29.860 ⇒ 00:02:32.559 Mustafa Raja: But this is going to work.
32 00:02:33.080 ⇒ 00:02:34.239 Samuel Roberts: Oh, yeah, okay.
33 00:02:38.030 ⇒ 00:02:42.910 Mustafa Raja: So, this one was from Water Quality, right?
34 00:02:42.910 ⇒ 00:02:43.990 Samuel Roberts: Yeah.
35 00:02:44.410 ⇒ 00:02:46.070 Mustafa Raja: Water quality…
36 00:03:05.570 ⇒ 00:03:08.620 Samuel Roberts: Yeah, I see what’s going on. So there’s a bunch of them that’s, you know…
37 00:03:08.870 ⇒ 00:03:10.200 Mustafa Raja: Bombing one.
38 00:03:10.500 ⇒ 00:03:15.660 Mustafa Raja: This is appliance… Appliances, too.
39 00:03:16.850 ⇒ 00:03:18.590 Samuel Roberts: Oh my gosh, okay.
40 00:03:20.020 ⇒ 00:03:24.590 Samuel Roberts: Did it find that? Hopefully it found that, right? Appliance repair, timeframe offer, there you go.
41 00:03:25.110 ⇒ 00:03:26.110 Samuel Roberts: It’s right there.
42 00:03:26.120 ⇒ 00:03:27.500 Mustafa Raja: That’s the next one.
43 00:03:28.870 ⇒ 00:03:31.160 Samuel Roberts: That’s okay, yeah, but I’m saying, like, it found appliance Repair had two.
44 00:03:31.160 ⇒ 00:03:35.479 Mustafa Raja: Oh, yeah, yeah, it found that, too.
45 00:03:35.480 ⇒ 00:03:36.839 Samuel Roberts: That’s good, okay, so that’s.
46 00:03:36.840 ⇒ 00:03:38.810 Mustafa Raja: I’m trying to find this water quality one.
47 00:03:38.810 ⇒ 00:03:42.920 Samuel Roberts: Yeah, just search for water quality first, maybe. I don’t know how far down it is.
48 00:03:44.230 ⇒ 00:03:48.050 Mustafa Raja: I want to… quantity…
49 00:03:51.220 ⇒ 00:03:52.290 Samuel Roberts: Oh, weird.
50 00:03:53.000 ⇒ 00:03:56.410 Mustafa Raja: It’s making me wonder… this is water quality.
51 00:03:56.560 ⇒ 00:03:58.090 Samuel Roberts: But there’s nothing under it?
52 00:03:58.830 ⇒ 00:03:59.570 Samuel Roberts: Huh.
53 00:04:04.450 ⇒ 00:04:06.329 Mustafa Raja: When visit find distance?
54 00:04:06.330 ⇒ 00:04:07.710 Samuel Roberts: Thumbs.
55 00:04:08.170 ⇒ 00:04:10.649 Samuel Roberts: Let me open that as well, see what I can find.
56 00:04:13.360 ⇒ 00:04:15.629 Mustafa Raja: Let me see if something changed, so…
57 00:04:18.360 ⇒ 00:04:19.650 Samuel Roberts: This is mechanical.
58 00:04:20.740 ⇒ 00:04:21.560 Mustafa Raja: Yes.
59 00:04:22.470 ⇒ 00:04:26.799 Mustafa Raja: I’m just going to see if they changed something over the past 3 days.
60 00:04:27.330 ⇒ 00:04:28.200 Samuel Roberts: Oh, yeah.
61 00:04:33.580 ⇒ 00:04:35.040 Samuel Roberts: water quality…
62 00:04:35.340 ⇒ 00:04:36.430 Mustafa Raja: How do we seem to.
63 00:04:36.430 ⇒ 00:04:39.250 Samuel Roberts: Oh, no, there it is, I see it, water quality time frames offered.
64 00:04:41.860 ⇒ 00:04:42.325 Mustafa Raja: What?
65 00:04:42.910 ⇒ 00:04:46.460 Samuel Roberts: It’s the… hold on… the fifth one down.
66 00:04:46.950 ⇒ 00:04:48.849 Samuel Roberts: The fifth water quality down.
67 00:04:49.250 ⇒ 00:04:51.619 Samuel Roberts: Do I do a search for water quality again?
68 00:04:52.290 ⇒ 00:04:54.479 Mustafa Raja: 1, 2, 3, row 5…
69 00:04:56.090 ⇒ 00:04:56.960 Samuel Roberts: Oh, whoa.
70 00:04:57.850 ⇒ 00:04:59.600 Samuel Roberts: That’s different than what I’m seeing here.
71 00:05:00.780 ⇒ 00:05:04.809 Mustafa Raja: The same link, I’m sharing the link in the Zoom chat.
72 00:05:05.040 ⇒ 00:05:06.620 Samuel Roberts: Okay, let me make sure I got the right one.
73 00:05:08.520 ⇒ 00:05:12.019 Mustafa Raja: Because then this document is in, I have…
74 00:05:12.800 ⇒ 00:05:15.730 Mustafa Raja: I need to see what this account changed, then.
75 00:05:17.040 ⇒ 00:05:20.040 Samuel Roberts: I think we’re looking at the same one.
76 00:05:20.880 ⇒ 00:05:25.159 Mustafa Raja: Okay, then… This shouldn’t be different then.
77 00:05:28.260 ⇒ 00:05:30.930 Samuel Roberts: So back to the, the table of contents.
78 00:05:31.440 ⇒ 00:05:34.479 Mustafa Raja: Yes, I am… here.
79 00:05:34.480 ⇒ 00:05:35.260 Samuel Roberts: Okay.
80 00:05:40.090 ⇒ 00:05:43.040 Samuel Roberts: Oh, yeah, okay, now I don’t see it. That’s crazy.
81 00:05:45.200 ⇒ 00:05:46.830 Mustafa Raja: Something changed then, right?
82 00:05:47.020 ⇒ 00:05:49.620 Samuel Roberts: It must have, like, since I loaded the file.
83 00:05:52.850 ⇒ 00:05:56.120 Mustafa Raja: I need to see that… I need to make sure that it wasn’t us.
84 00:05:56.440 ⇒ 00:05:57.230 Samuel Roberts: Yeah…
85 00:05:58.870 ⇒ 00:06:05.719 Mustafa Raja: there should be a… Google Docs should do a diff thing here. How am I identify this?
86 00:06:05.720 ⇒ 00:06:09.150 Samuel Roberts: Wow, it’s so bad, the way they manage this.
87 00:06:09.550 ⇒ 00:06:18.180 Mustafa Raja: No way… Am I… Am I just going to… This sucks.
88 00:06:19.610 ⇒ 00:06:21.669 Samuel Roberts: Yeah. This is, Google Docs this.
89 00:06:22.720 ⇒ 00:06:25.099 Samuel Roberts: For… I mean, it’s good for certain things, I guess, but…
90 00:06:25.100 ⇒ 00:06:28.469 Mustafa Raja: Yeah, yeah, I mean, for collaboration, this is amazing.
91 00:06:28.470 ⇒ 00:06:29.500 Samuel Roberts: Yeah.
92 00:06:30.290 ⇒ 00:06:32.110 Samuel Roberts: But it doesn’t make it easy then,
93 00:06:32.600 ⇒ 00:06:37.009 Samuel Roberts: Oh, here it is. Water quality, I got it. It’s,
94 00:06:37.710 ⇒ 00:06:43.090 Samuel Roberts: Shit, what is this? I don’t even know where we are. Can I share a link to it? Is that good?
95 00:06:43.410 ⇒ 00:06:46.780 Mustafa Raja: Yeah, yeah, I think we can share links to headings.
96 00:06:47.620 ⇒ 00:06:51.889 Mustafa Raja: Is it in the same one? Like, like, we didn’t remove it?
97 00:06:52.350 ⇒ 00:06:59.059 Samuel Roberts: I see it here, I just don’t know what it’s under yet, it doesn’t have a number.
98 00:07:02.300 ⇒ 00:07:08.019 Mustafa Raja: Line 6… 6951, I’m just going to take a look at the MD2.
99 00:07:08.570 ⇒ 00:07:09.160 Samuel Roberts: Okay.
100 00:07:09.700 ⇒ 00:07:12.110 Mustafa Raja: One, so, GitHub.
101 00:07:14.500 ⇒ 00:07:20.650 Mustafa Raja: And then… we need to change this branch… Anything here…
102 00:07:24.660 ⇒ 00:07:27.669 Samuel Roberts: Here, search for this on the page, and see if you find it.
103 00:07:30.970 ⇒ 00:07:32.510 Samuel Roberts: I guess…
104 00:07:35.200 ⇒ 00:07:37.699 Mustafa Raja: I’m just going to go back also.
105 00:07:40.380 ⇒ 00:07:41.210 Mustafa Raja: Right?
106 00:07:42.190 ⇒ 00:07:44.420 Samuel Roberts: Yeah, so that’s, that’s the water quality.
107 00:07:44.930 ⇒ 00:07:47.340 Samuel Roberts: Market serve timeframe, that’s what it is right there.
108 00:07:47.870 ⇒ 00:07:49.050 Mustafa Raja: Warmth…
109 00:07:54.090 ⇒ 00:07:58.159 Mustafa Raja: Okay, okay, and at least we have this, right?
110 00:07:58.330 ⇒ 00:08:01.470 Samuel Roberts: Yeah. I think the TOC isn’t, upgraded.
111 00:08:02.800 ⇒ 00:08:05.329 Samuel Roberts: That could be. That’s actually our problem, isn’t it?
112 00:08:05.750 ⇒ 00:08:13.019 Mustafa Raja: Yes, because then it’s not going to be reflected in, you know, as a separate section in, embeddings.
113 00:08:13.280 ⇒ 00:08:19.929 Mustafa Raja: And then this is conf… this is… this is saying that it’s a duplicate for plumbing.
114 00:08:20.720 ⇒ 00:08:22.990 Mustafa Raja: Let me open that up to…
115 00:08:23.940 ⇒ 00:08:26.680 Mustafa Raja: I guess we can just spot check a few of these, right? So…
116 00:08:26.680 ⇒ 00:08:27.960 Samuel Roberts: Yeah, I think so.
117 00:08:29.170 ⇒ 00:08:32.600 Mustafa Raja: Let me just quickly do the…
118 00:08:36.190 ⇒ 00:08:38.559 Mustafa Raja: Okay, this, and then this.
119 00:08:40.860 ⇒ 00:08:41.679 Mustafa Raja: Hmm.
120 00:08:42.299 ⇒ 00:08:44.079 Mustafa Raja: I think it’s exactly the same.
121 00:08:47.690 ⇒ 00:08:49.400 Samuel Roberts: Yeah, I think that’s a…
122 00:08:50.130 ⇒ 00:08:55.680 Samuel Roberts: A common thing here is that all the times are gonna be very similar with a few Few differences.
123 00:08:56.460 ⇒ 00:09:00.489 Mustafa Raja: Yeah, I think we… we can do something about that too, right?
124 00:09:01.350 ⇒ 00:09:03.339 Mustafa Raja: For this one, this is exactly the same.
125 00:09:03.590 ⇒ 00:09:04.340 Mustafa Raja: Yeah.
126 00:09:05.130 ⇒ 00:09:20.790 Mustafa Raja: Yeah, it’s just AM window, this one has window window, and this one doesn’t, which is exactly what this was saying, right? Yeah. It’s saying that it has windows, and I think let’s skip to 4 then, right? Because these are the same ones.
127 00:09:23.260 ⇒ 00:09:27.709 Mustafa Raja: Actually, is it going to find this?
128 00:09:28.690 ⇒ 00:09:31.349 Mustafa Raja: Hmm… coming.
129 00:09:32.640 ⇒ 00:09:41.099 Mustafa Raja: I mean, it’s saying that, because I’m trying to find, for appliance repair, the timeframes, they appear twice, right?
130 00:09:41.290 ⇒ 00:09:49.870 Mustafa Raja: So, I’m just trying to make sure that it’s able to detect that or not. Right, right. I don’t think that it’s directly detected it, or it might have mentioned in the…
131 00:09:50.160 ⇒ 00:09:51.670 Mustafa Raja: Contradiction or something?
132 00:09:53.050 ⇒ 00:09:54.080 Mustafa Raja: Let’s see…
133 00:09:54.410 ⇒ 00:09:55.010 Samuel Roberts: Hmm.
134 00:09:55.690 ⇒ 00:09:59.140 Mustafa Raja: I don’t think that it has mentioned that at all.
135 00:10:00.910 ⇒ 00:10:06.170 Mustafa Raja: But then again, I, I took a quite… I took quite a few, iterations on this.
136 00:10:06.540 ⇒ 00:10:09.740 Mustafa Raja: Resolving, you know, because,
137 00:10:09.910 ⇒ 00:10:21.460 Mustafa Raja: Duplications were good, but contradictions were not so good, so… Okay. That might have contributed to why this is not here. Anyways, I guess, we could move to 4, right?
138 00:10:21.820 ⇒ 00:10:22.570 Samuel Roberts: Yeah.
139 00:10:24.850 ⇒ 00:10:32.380 Mustafa Raja: Accept… accepted repair proposals… Order quality proposals, or… okay.
140 00:10:33.460 ⇒ 00:10:37.200 Samuel Roberts: Yeah, I think it’s gonna find a lot of this stuff, because it’s just repeated everywhere, like…
141 00:10:39.300 ⇒ 00:10:44.130 Samuel Roberts: Such a bad way to organize the document for… Pulling all this stuff.
142 00:10:49.940 ⇒ 00:10:53.600 Mustafa Raja: Captivate Proposals, and this is for…
143 00:10:54.960 ⇒ 00:10:58.309 Mustafa Raja: Let me just check it like this… oh, no, maybe not.
144 00:11:12.790 ⇒ 00:11:18.460 Mustafa Raja: I don’t think this is up to date. This POC is not up to date. Sorry, TOC.
145 00:11:22.270 ⇒ 00:11:29.050 Mustafa Raja: Appliance repair, and then… Plumbing… Okay, I’m gonna show…
146 00:11:30.060 ⇒ 00:11:35.740 Mustafa Raja: Water quality, water quality one is missing, but we have this one. Let’s open this one.
147 00:11:36.340 ⇒ 00:11:39.899 Mustafa Raja: And then, I guess what we could do is just do this.
148 00:11:41.180 ⇒ 00:11:42.809 Mustafa Raja: Let’s see where it takes us.
149 00:11:46.140 ⇒ 00:11:47.930 Mustafa Raja: And this is implementing…
150 00:11:54.450 ⇒ 00:11:58.950 Mustafa Raja: Jeffrend… I think this is the one for water quantity.
151 00:12:03.120 ⇒ 00:12:04.849 Mustafa Raja: Well, this is in the tripping.
152 00:12:11.140 ⇒ 00:12:13.330 Mustafa Raja: Oh yeah, this is the only photo polity.
153 00:12:18.460 ⇒ 00:12:24.669 Mustafa Raja: Okay, both same information, identical content, despite minor formatting in capitalization.
154 00:12:24.770 ⇒ 00:12:30.939 Mustafa Raja: Yeah, I think we should rather, rather than, you know, taking a look at exactly the same thing.
155 00:12:31.390 ⇒ 00:12:36.609 Mustafa Raja: we should Just accept this rationale also, right?
156 00:12:36.850 ⇒ 00:12:40.360 Samuel Roberts: Yeah, I’m just trying to think, what is a better way to organize this, even?
157 00:12:41.310 ⇒ 00:12:42.879 Mustafa Raja: Yeah, me too.
158 00:12:43.310 ⇒ 00:12:51.260 Samuel Roberts: like… It’s a lot of duplicate text, which is just extra, you know, Embeddings that match things.
159 00:12:53.220 ⇒ 00:12:55.240 Samuel Roberts: What is a better way to do it?
160 00:12:59.700 ⇒ 00:13:01.470 Samuel Roberts: I don’t have a good thought on that yet.
161 00:13:02.810 ⇒ 00:13:07.780 Mustafa Raja: Yeah, me neither, and this is something that came to my mind yesterday also, when I was going through some of these.
162 00:13:08.200 ⇒ 00:13:15.439 Mustafa Raja: You know, because, yeah, yeah, this is a… it’s correct that these appear multiple times across multiple
163 00:13:16.210 ⇒ 00:13:17.430 Mustafa Raja: what’s it called?
164 00:13:18.470 ⇒ 00:13:26.849 Mustafa Raja: Across multiple services, but, we would also want the retriever to retrieve this information manually, right?
165 00:13:27.180 ⇒ 00:13:27.940 Mustafa Raja: Right.
166 00:13:27.940 ⇒ 00:13:30.950 Samuel Roberts: So it’s like, it’s kind of a… yeah, I don’t… I don’t know what the best…
167 00:13:30.950 ⇒ 00:13:39.530 Mustafa Raja: How should it live, you know? Because right now, if a water testing we are searching it up, since it is there, it’s going to, you know, come up.
168 00:13:39.890 ⇒ 00:13:49.940 Mustafa Raja: Right. What’s a good format that… I, one, one thought, one thought that I had was maybe, maybe we could, you know, generate some specific links.
169 00:13:50.170 ⇒ 00:13:51.020 Samuel Roberts: Hmm.
170 00:13:51.020 ⇒ 00:13:53.640 Mustafa Raja: Check those in metadata or somewhere.
171 00:13:54.160 ⇒ 00:14:01.589 Mustafa Raja: as some extra data or something. I don’t have a full good idea on that, and I haven’t, you know…
172 00:14:02.050 ⇒ 00:14:04.220 Mustafa Raja: Try to prove it up, or something.
173 00:14:04.580 ⇒ 00:14:09.369 Mustafa Raja: But I think it’s going to be something like that.
174 00:14:09.540 ⇒ 00:14:11.550 Mustafa Raja: Yeah.
175 00:14:13.380 ⇒ 00:14:15.450 Mustafa Raja: Do you want to go through more of these?
176 00:14:16.570 ⇒ 00:14:20.719 Samuel Roberts: I mean, I think a lot of them are gonna be like this. I’m more curious about the ones that are less…
177 00:14:20.930 ⇒ 00:14:23.099 Samuel Roberts: Complete duplicate and more, like…
178 00:14:24.310 ⇒ 00:14:25.819 Mustafa Raja: Hmm, let’s true.
179 00:14:25.820 ⇒ 00:14:30.650 Samuel Roberts: the same thing. You know, like, this is different… different things have the same…
180 00:14:31.300 ⇒ 00:14:35.659 Samuel Roberts: response, which is okay, I guess, but not necessarily the best way to do it.
181 00:14:38.430 ⇒ 00:14:40.049 Samuel Roberts: But what’s a better way? Yeah, I don’t know.
182 00:14:41.800 ⇒ 00:14:48.890 Mustafa Raja: Yeah, I think for the duplication, it’s going to be like that. Let’s take a look at the… Contradiction, yeah.
183 00:14:48.890 ⇒ 00:14:49.550 Samuel Roberts: are you?
184 00:14:54.710 ⇒ 00:14:57.050 Mustafa Raja: How to schedule this?
185 00:14:59.100 ⇒ 00:15:00.379 Mustafa Raja: Is this the right one?
186 00:15:02.910 ⇒ 00:15:04.980 Mustafa Raja: How to schedule voters to respond?
187 00:15:05.960 ⇒ 00:15:17.350 Mustafa Raja: Okay… here… And then what… comparing it with how to schedule it uplines… Service called… Let’s open this.
188 00:15:17.350 ⇒ 00:15:19.849 Samuel Roberts: It’s saying is that the contradiction.
189 00:15:20.410 ⇒ 00:15:25.609 Mustafa Raja: Okay. Section A, which is the water quality one,
190 00:15:25.720 ⇒ 00:15:32.920 Mustafa Raja: Allow scheduling for commercial properties with specific instructors, whilst Section B explicitly states
191 00:15:33.280 ⇒ 00:15:37.770 Mustafa Raja: Commercial-grade appliances are not serviced and must be referred to another provider.
192 00:15:37.910 ⇒ 00:15:43.459 Mustafa Raja: So, Section 1 says that commercial properties with specific commercial properties.
193 00:15:45.540 ⇒ 00:15:47.260 Samuel Roberts: Can you go to the water one real quick?
194 00:15:49.960 ⇒ 00:15:50.550 Mustafa Raja: No.
195 00:15:51.180 ⇒ 00:15:52.090 Samuel Roberts: Okay…
196 00:15:55.430 ⇒ 00:15:56.770 Mustafa Raja: commercial properties.
197 00:16:05.490 ⇒ 00:16:07.269 Mustafa Raja: She now also such a commercial?
198 00:16:07.920 ⇒ 00:16:09.460 Samuel Roberts: Yeah. Maybe.
199 00:16:09.460 ⇒ 00:16:17.270 Mustafa Raja: If it’s a commercial property, the person must be authorized to approve issue payment.
200 00:16:17.910 ⇒ 00:16:18.620 Samuel Roberts: Okay.
201 00:16:19.550 ⇒ 00:16:23.469 Mustafa Raja: allows… are not serviced.
202 00:16:25.180 ⇒ 00:16:30.330 Samuel Roberts: But then that’s other appliances. So that’s actually not, like, contradictory, it’s just gonna be confusing for the LLM.
203 00:16:31.290 ⇒ 00:16:32.500 Mustafa Raja: Yeah… I think it’s…
204 00:16:32.500 ⇒ 00:16:32.920 Samuel Roberts: It’s.
205 00:16:32.920 ⇒ 00:16:33.420 Mustafa Raja: I mean…
206 00:16:33.420 ⇒ 00:16:33.910 Samuel Roberts: not.
207 00:16:33.910 ⇒ 00:16:39.079 Mustafa Raja: I mean, hmm… Okay, yes.
208 00:16:39.330 ⇒ 00:16:41.620 Mustafa Raja: Okay, I think… Hmm.
209 00:16:42.610 ⇒ 00:16:46.130 Mustafa Raja: Okay, the commercial property will have some commercial appliances too, no?
210 00:16:46.950 ⇒ 00:16:48.910 Samuel Roberts: Yeah, but this is for water, right?
211 00:16:50.200 ⇒ 00:16:51.660 Samuel Roberts: water quality.
212 00:16:52.100 ⇒ 00:16:53.410 Mustafa Raja: Hmm…
213 00:16:53.760 ⇒ 00:16:57.159 Samuel Roberts: What does it, what does it say on the, on the other one?
214 00:17:01.190 ⇒ 00:17:03.210 Mustafa Raja: I think here we should just…
215 00:17:03.210 ⇒ 00:17:04.390 Samuel Roberts: Let’s go down a little bit.
216 00:17:05.619 ⇒ 00:17:06.499 Mustafa Raja: Oh, yeah.
217 00:17:06.500 ⇒ 00:17:07.380 Samuel Roberts: Oh, yeah, hold on.
218 00:17:11.050 ⇒ 00:17:13.830 Mustafa Raja: We do not work on commercial grade appliances.
219 00:17:14.170 ⇒ 00:17:14.900 Samuel Roberts: Okay.
220 00:17:15.030 ⇒ 00:17:18.170 Mustafa Raja: Commercial kitchen for 80X.
221 00:17:22.579 ⇒ 00:17:25.100 Mustafa Raja: So, this is their partner… partner or something?
222 00:17:25.109 ⇒ 00:17:27.229 Samuel Roberts: Yeah, probably, yeah.
223 00:17:29.459 ⇒ 00:17:31.209 Samuel Roberts: Oh, here’s, here, go down to number 8.
224 00:17:32.090 ⇒ 00:17:34.330 Mustafa Raja: Go down to number 8. Okay.
225 00:17:37.980 ⇒ 00:17:39.879 Samuel Roberts: That’s the same as before, right?
226 00:17:40.260 ⇒ 00:17:42.429 Mustafa Raja: Hmm, this is a duplicate.
227 00:17:43.250 ⇒ 00:17:44.860 Samuel Roberts: Right, so does that say the same thing?
228 00:17:45.800 ⇒ 00:17:47.890 Mustafa Raja: Yeah, yeah, this one… Exactly.
229 00:17:47.890 ⇒ 00:17:48.560 Samuel Roberts: the same.
230 00:17:48.820 ⇒ 00:17:50.130 Mustafa Raja: badly leissemia.
231 00:17:52.850 ⇒ 00:17:54.989 Samuel Roberts: Ugh, I don’t know what to do with it. I feel like…
232 00:17:56.390 ⇒ 00:17:59.749 Samuel Roberts: There’s a lot of domain knowledge here that’s hard for us to…
233 00:17:59.750 ⇒ 00:18:01.800 Mustafa Raja: Yes, that is correct.
234 00:18:01.810 ⇒ 00:18:04.119 Samuel Roberts: set up right.
235 00:18:04.840 ⇒ 00:18:14.039 Samuel Roberts: And I don’t know what the best… like, there will be some things that seem contradictory, but really it’s different departments, and we need to make sure that it knows that, right?
236 00:18:14.890 ⇒ 00:18:20.819 Mustafa Raja: Hmm… It would be different services, right?
237 00:18:21.060 ⇒ 00:18:23.209 Mustafa Raja: Right, right. Because you’re looking into a department.
238 00:18:24.000 ⇒ 00:18:30.709 Samuel Roberts: That’s what I mean. So, like, mechanical… sorry, services, you’re right, you’re right. So, the water quality versus the appliance…
239 00:18:30.710 ⇒ 00:18:31.400 Mustafa Raja: transition.
240 00:18:31.850 ⇒ 00:18:35.680 Samuel Roberts: Similar in most ways, but then… Slightly.
241 00:18:35.680 ⇒ 00:18:36.810 Mustafa Raja: different? How do we…
242 00:18:36.810 ⇒ 00:18:39.230 Samuel Roberts: How do we capture that best, you know?
243 00:18:39.900 ⇒ 00:18:40.790 Mustafa Raja: Hmm…
244 00:18:44.070 ⇒ 00:18:46.530 Mustafa Raja: Okay. I don’t have that answer yet.
245 00:18:46.530 ⇒ 00:18:58.020 Samuel Roberts: I don’t either, and this is… this is where I almost, like, I’m not sure what the AI can do here for us, because if it’s not going to know the details, how is it going to know the best way to organize it? And then there’s all these caveats
246 00:18:58.410 ⇒ 00:19:04.060 Samuel Roberts: for… different services… This is really, like…
247 00:19:04.270 ⇒ 00:19:10.149 Samuel Roberts: a, you know, organization problem for ABC customer service in general.
248 00:19:10.920 ⇒ 00:19:11.590 Mustafa Raja: Like…
249 00:19:11.590 ⇒ 00:19:13.819 Samuel Roberts: What is the source of truth in general?
250 00:19:15.860 ⇒ 00:19:17.600 Mustafa Raja: And then… How do we make it?
251 00:19:17.600 ⇒ 00:19:20.899 Samuel Roberts: that clean for Andy to read.
252 00:19:21.280 ⇒ 00:19:22.550 Mustafa Raja: Hmm, yeah.
253 00:19:22.760 ⇒ 00:19:31.430 Mustafa Raja: I mean, this makes me believe that commercial property will have commercial appliances… I don’t know.
254 00:19:31.840 ⇒ 00:19:32.520 Mustafa Raja: Slightly different.
255 00:19:32.520 ⇒ 00:19:33.180 Samuel Roberts: point.
256 00:19:33.490 ⇒ 00:19:34.240 Samuel Roberts: No, that’s a good point.
257 00:19:36.240 ⇒ 00:19:39.009 Mustafa Raja: Do you want to take a look at another one? Another conversation?
258 00:19:39.010 ⇒ 00:19:43.629 Samuel Roberts: Yeah, yeah, maybe it’ll be something better. Less confusing.
259 00:19:44.390 ⇒ 00:19:54.609 Mustafa Raja: Okay, let’s… okay, let’s read the rationale first, and then take a look at it. So, conflict on cost of sending a technician.
260 00:19:55.230 ⇒ 00:20:01.330 Mustafa Raja: this states 69. Let’s see, let’s see…
261 00:20:01.330 ⇒ 00:20:03.460 Samuel Roberts: Call center admin call.
262 00:20:05.440 ⇒ 00:20:10.859 Mustafa Raja: I think this is… this should just, yeah, this should just come up here. Okay, level 1 is the same.
263 00:20:11.430 ⇒ 00:20:18.209 Mustafa Raja: That, and then… Level 2 is saying something else.
264 00:20:19.210 ⇒ 00:20:20.790 Samuel Roberts: What are these levels, even?
265 00:20:21.900 ⇒ 00:20:28.749 Mustafa Raja: I don’t know, I’m… I’m reading these headings for the first time. Yeah, this is crazy.
266 00:20:29.400 ⇒ 00:20:30.800 Mustafa Raja: Okay.
267 00:20:33.600 ⇒ 00:20:40.070 Mustafa Raja: Okay, so… This should stay at 9?
268 00:20:40.070 ⇒ 00:20:41.680 Samuel Roberts: Yeah, there should be something in there.
269 00:20:43.380 ⇒ 00:20:47.230 Mustafa Raja: Here, and then… This should save $49.
270 00:20:50.030 ⇒ 00:20:53.060 Mustafa Raja: Okay, booked con… okay, I think we need.
271 00:20:53.060 ⇒ 00:20:56.089 Samuel Roberts: Are these… are these examples? Hold on, go back down for a second.
272 00:20:56.090 ⇒ 00:21:01.499 Mustafa Raja: Call flows. Yeah, so these would be, you know, how CSR should, you know.
273 00:21:01.890 ⇒ 00:21:02.690 Samuel Roberts: Yeah, asking…
274 00:21:02.690 ⇒ 00:21:03.919 Mustafa Raja: For, for the call.
275 00:21:04.210 ⇒ 00:21:08.839 Samuel Roberts: Yeah, could you just go down a little bit more? So what’s this, where does it say the 49? Yeah, okay.
276 00:21:12.040 ⇒ 00:21:14.690 Samuel Roberts: It doesn’t say what it’s for, it just says… oh, okay.
277 00:21:14.970 ⇒ 00:21:16.929 Mustafa Raja: I think the ask is this one, right?
278 00:21:17.250 ⇒ 00:21:19.570 Mustafa Raja: No, no, no, this is what we are asking.
279 00:21:21.250 ⇒ 00:21:23.580 Samuel Roberts: No, this is just, like, how to respond.
280 00:21:24.600 ⇒ 00:21:27.080 Mustafa Raja: So this 49 really doesn’t matter.
281 00:21:27.080 ⇒ 00:21:28.150 Samuel Roberts: Yeah…
282 00:21:31.360 ⇒ 00:21:33.740 Samuel Roberts: And then, look at it, it’s right there, 69’s there, too.
283 00:21:34.600 ⇒ 00:21:35.090 Mustafa Raja: We…
284 00:21:35.880 ⇒ 00:21:36.640 Samuel Roberts: Here.
285 00:21:37.170 ⇒ 00:21:40.780 Mustafa Raja: Pricing objection, great question. Wait, then…
286 00:21:41.830 ⇒ 00:21:43.170 Samuel Roberts: And there’s 49 right here.
287 00:21:43.170 ⇒ 00:21:45.390 Mustafa Raja: Okay.
288 00:21:45.390 ⇒ 00:21:46.559 Samuel Roberts: What the hell?
289 00:21:48.830 ⇒ 00:21:49.530 Samuel Roberts: Ugh.
290 00:21:50.060 ⇒ 00:21:52.480 Mustafa Raja: This is then a duplicate then, right?
291 00:21:52.840 ⇒ 00:21:56.180 Samuel Roberts: Well, what’s the difference between level 1, level 2, and Level 3?
292 00:21:57.130 ⇒ 00:21:59.180 Mustafa Raja: I think we’ll need to read then.
293 00:22:00.890 ⇒ 00:22:02.670 Mustafa Raja: Is this exactly the same?
294 00:22:03.660 ⇒ 00:22:07.320 Samuel Roberts: I don’t know, do a… yeah, highlight it, or just flip back and forth real quick.
295 00:22:07.610 ⇒ 00:22:11.360 Samuel Roberts: So look at the top of level 1, and look at the top of level 2.
296 00:22:12.340 ⇒ 00:22:15.459 Samuel Roberts: That’s level 1, that’s level 1, so scroll down.
297 00:22:16.270 ⇒ 00:22:18.210 Samuel Roberts: This is level 1, though, still. Go down.
298 00:22:18.210 ⇒ 00:22:21.769 Mustafa Raja: Yeah, this is level 1, and then we are in build value.
299 00:22:22.090 ⇒ 00:22:27.850 Mustafa Raja: This looks pretty… pretty much or absolutely the same.
300 00:22:27.850 ⇒ 00:22:30.609 Samuel Roberts: What are… what is the… oh, no, that is level 1, that is level 1.
301 00:22:30.610 ⇒ 00:22:31.679 Mustafa Raja: Go down, go down.
302 00:22:32.120 ⇒ 00:22:34.510 Samuel Roberts: Go down, go down. Level 2 area.
303 00:22:34.510 ⇒ 00:22:39.349 Mustafa Raja: This is level 2 now, this is level 2 now, and let me go back up, and then…
304 00:22:40.720 ⇒ 00:22:43.809 Samuel Roberts: I think we’re looking at the same part of the document, though. Look at where the cursor is.
305 00:22:43.810 ⇒ 00:22:45.490 Mustafa Raja: So this is level 1.
306 00:22:47.730 ⇒ 00:22:49.729 Mustafa Raja: And this is level 2, right?
307 00:22:49.730 ⇒ 00:22:52.580 Samuel Roberts: Now it is, yes, yes, yes, okay. Now let’s look at it, okay.
308 00:22:53.710 ⇒ 00:22:54.580 Mustafa Raja: So…
309 00:22:55.650 ⇒ 00:22:57.150 Samuel Roberts: Slightly different, I think.
310 00:22:57.460 ⇒ 00:22:59.259 Samuel Roberts: The first part is the same.
311 00:23:03.060 ⇒ 00:23:05.350 Mustafa Raja: This part, I think, is the same, then.
312 00:23:07.910 ⇒ 00:23:10.539 Samuel Roberts: this is insane. Like, I don’t understand how they even…
313 00:23:13.060 ⇒ 00:23:15.650 Mustafa Raja: What do you think would be a good path for us now?
314 00:23:16.040 ⇒ 00:23:16.980 Samuel Roberts: Yeah, I gotta think.
315 00:23:16.980 ⇒ 00:23:23.440 Mustafa Raja: I think… Clearly, this needs… something better, you know? We need to…
316 00:23:23.440 ⇒ 00:23:26.349 Samuel Roberts: Yeah, like, conden- like, condense it.
317 00:23:26.510 ⇒ 00:23:32.169 Samuel Roberts: This is just too many repeating things, but…
318 00:23:35.470 ⇒ 00:23:44.669 Samuel Roberts: I don’t even know where to begin with this. Like, I see why Amber was so overwhelmed by the, like, managing, like, doing this manually with them. There’s just so much stuff.
319 00:23:47.560 ⇒ 00:23:48.580 Samuel Roberts: Hmm…
320 00:23:48.810 ⇒ 00:23:50.540 Mustafa Raja: This is exactly the same, too.
321 00:23:50.890 ⇒ 00:23:52.439 Mustafa Raja: And this is Level 3.
322 00:23:56.660 ⇒ 00:23:58.050 Mustafa Raja: Angry caller.
323 00:23:58.530 ⇒ 00:23:59.250 Samuel Roberts: Yeah.
324 00:24:00.030 ⇒ 00:24:02.400 Mustafa Raja: Is that exactly the same? No, that is not it.
325 00:24:03.290 ⇒ 00:24:06.700 Samuel Roberts: So these are just examples of how to deal with them. The pricing is not even relevant.
326 00:24:07.090 ⇒ 00:24:10.620 Mustafa Raja: Yeah, the pricing isn’t relevant here. That is…
327 00:24:10.620 ⇒ 00:24:13.390 Samuel Roberts: where some of those pricing issues are probably coming from in the tree live.
328 00:24:17.410 ⇒ 00:24:20.470 Mustafa Raja: I would have seen this…
329 00:24:20.650 ⇒ 00:24:21.100 Samuel Roberts: Oh, okay.
330 00:24:21.100 ⇒ 00:24:24.690 Mustafa Raja: log if, AI was even pulling this.
331 00:24:25.110 ⇒ 00:24:26.300 Samuel Roberts: Oh, good point, good point.
332 00:24:28.700 ⇒ 00:24:34.980 Mustafa Raja: Now, since I’m seeing this for the first time, I don’t believe AI even refers to this, you know?
333 00:24:35.290 ⇒ 00:24:35.640 Samuel Roberts: Yeah.
334 00:24:35.640 ⇒ 00:24:43.920 Mustafa Raja: That might be just because the pricing isn’t relevant, or there isn’t any service mentioned with this pricing.
335 00:24:43.920 ⇒ 00:24:45.220 Samuel Roberts: Yeah, that could be.
336 00:24:46.700 ⇒ 00:24:53.450 Mustafa Raja: But still, the pricing is here. We might want to do something about it, or at least do something about this duplication.
337 00:24:57.440 ⇒ 00:25:02.460 Mustafa Raja: Anyways… Do you want to look… Look at another one.
338 00:25:03.260 ⇒ 00:25:07.500 Samuel Roberts: I don’t know, I’m trying to think what’s the best path forward here in general.
339 00:25:08.130 ⇒ 00:25:12.690 Samuel Roberts: This doesn’t seem really,
340 00:25:13.510 ⇒ 00:25:30.750 Samuel Roberts: I don’t know, sustainable, I guess? To, like… Try to understand… this whole… Document is very… Complicated…
341 00:25:34.550 ⇒ 00:25:36.550 Samuel Roberts: 154 pages.
342 00:25:38.280 ⇒ 00:25:43.580 Samuel Roberts: Wait, what are you looking at? Go back, scroll a little… you have, what, 289?
343 00:25:43.730 ⇒ 00:25:45.370 Samuel Roberts: What am I looking at, then?
344 00:25:45.590 ⇒ 00:25:46.290 Mustafa Raja: Sorry.
345 00:25:48.230 ⇒ 00:25:50.270 Samuel Roberts: I have 154 on the one I’m opening.
346 00:25:51.190 ⇒ 00:25:51.920 Mustafa Raja: What?
347 00:25:53.380 ⇒ 00:25:54.580 Mustafa Raja: It’s 200…
348 00:25:55.510 ⇒ 00:25:57.110 Samuel Roberts: What the hell am I looking at?
349 00:25:57.760 ⇒ 00:26:05.639 Mustafa Raja: It might be… Now how many? Now I have 251. Do you have a big monitor?
350 00:26:06.660 ⇒ 00:26:10.560 Samuel Roberts: Oh, is it changed by how much… oh, that’s so weird, why would it even say that then?
351 00:26:10.750 ⇒ 00:26:12.910 Mustafa Raja: Yeah, yes, if I do this…
352 00:26:12.910 ⇒ 00:26:19.430 Samuel Roberts: Oh, yeah, if I shrink it, that’s so… what a stupid way to report that. Oh my god. Okay.
353 00:26:19.440 ⇒ 00:26:20.420 Mustafa Raja: Huh.
354 00:26:28.870 ⇒ 00:26:34.879 Samuel Roberts: Okay, so the… I’m… I’m lost right now with this. I don’t… I gotta… Think about this better.
355 00:26:35.960 ⇒ 00:26:41.210 Mustafa Raja: I had the same, I had, I had the same, you know.
356 00:26:41.290 ⇒ 00:26:44.659 Samuel Roberts: questions in my mind, you know, how, how… Yeah.
357 00:26:44.660 ⇒ 00:26:53.149 Mustafa Raja: That would be the best way to, you know, represent… even if we find the duplicate, what’s the best way to make sure that it appears… it still appears,
358 00:26:53.310 ⇒ 00:26:58.289 Mustafa Raja: When we are talking about those services, and we are able to remove it from the dock also.
359 00:26:58.360 ⇒ 00:27:01.979 Mustafa Raja: You know, so there needs to be some sort of linking.
360 00:27:02.030 ⇒ 00:27:18.850 Mustafa Raja: And some logic in… while we’re doing embeddings. I think we could create unique IDs, UUIDs, for the sections, and then assign UUIDs somewhere. I guess we could live with that.
361 00:27:18.850 ⇒ 00:27:19.839 Samuel Roberts: Maybe, yeah.
362 00:27:20.200 ⇒ 00:27:25.899 Mustafa Raja: But, but… The next question would be…
363 00:27:27.390 ⇒ 00:27:35.710 Mustafa Raja: Are we doing this for the sake of making this document simpler, or to improve the embeddings?
364 00:27:35.910 ⇒ 00:27:40.719 Samuel Roberts: That’s what I’m trying to think through, like, the… I feel like they’re somewhat related, but they’re not exactly related.
365 00:27:41.220 ⇒ 00:27:42.060 Mustafa Raja: Hmm.
366 00:27:42.420 ⇒ 00:27:46.449 Samuel Roberts: Like, if it’s a simpler document, the embeddings will be simpler, but…
367 00:27:46.870 ⇒ 00:27:51.920 Samuel Roberts: If we need to organize it in such a way for the embeddings, it might make it more complicated anyway.
368 00:27:52.710 ⇒ 00:27:53.970 Mustafa Raja: Yeah, yeah.
369 00:27:53.970 ⇒ 00:28:00.389 Samuel Roberts: So I’m just not sure what the best path is to do that. Like, embedding… re-embedding all the same stuff seems…
370 00:28:00.390 ⇒ 00:28:17.030 Mustafa Raja: Yeah, yeah. Yeah, the thing that I am suggesting, if we implement that, the embeddings at the end of the day are going to look exactly the same, right? So, the only difference would be, yeah, the central dock is a little shrunk now.
371 00:28:17.460 ⇒ 00:28:18.939 Mustafa Raja: That’s on the scene.
372 00:28:21.880 ⇒ 00:28:22.720 Samuel Roberts: Okay.
373 00:28:22.910 ⇒ 00:28:26.349 Samuel Roberts: I’m gonna have to think about that a little bit more, because I think you’re right. Like, maybe…
374 00:28:27.890 ⇒ 00:28:36.870 Mustafa Raja: And what do you think about… sorry, are we done thinking about… if we’re done thinking about this, then we would… I would want to think about this one.
375 00:28:37.160 ⇒ 00:28:37.770 Samuel Roberts: The duplicate?
376 00:28:37.770 ⇒ 00:28:39.240 Mustafa Raja: How can I improve this?
377 00:28:40.060 ⇒ 00:28:41.040 Samuel Roberts: Oh, yeah.
378 00:28:43.420 ⇒ 00:28:51.190 Mustafa Raja: Right now, so the reason, let’s actually talk about the reason… So…
379 00:28:53.700 ⇒ 00:28:56.190 Mustafa Raja: It should have picked this duplication, right?
380 00:28:56.430 ⇒ 00:28:57.989 Samuel Roberts: Right, but I didn’t find that at all.
381 00:28:57.990 ⇒ 00:29:05.039 Mustafa Raja: It did not… because what it’s doing is it’s trying to, you know, create pairs based on the headings, and they…
382 00:29:05.040 ⇒ 00:29:06.080 Samuel Roberts: Oh, yeah.
383 00:29:06.080 ⇒ 00:29:15.339 Mustafa Raja: What it does is it takes, a full, few paragraphs, or the whole section, and hashes it, and sees if it hasn’t
384 00:29:16.160 ⇒ 00:29:26.219 Mustafa Raja: any duplicate in the document, right? So, that is why it’s unable to, say that, oh, this isn’t duplicate among multiple things, so…
385 00:29:26.570 ⇒ 00:29:34.330 Mustafa Raja: We might want to do something in those regards. Yeah.
386 00:29:38.790 ⇒ 00:29:41.130 Mustafa Raja: This is… this is one problem.
387 00:29:41.130 ⇒ 00:29:41.730 Samuel Roberts: Yeah.
388 00:29:44.740 ⇒ 00:29:50.929 Mustafa Raja: And then… yeah, creating the pairs, actually, you know? What should be compared against what?
389 00:29:51.260 ⇒ 00:29:52.530 Mustafa Raja: You know?
390 00:29:53.010 ⇒ 00:29:55.119 Mustafa Raja: Is the challenge here.
391 00:29:56.670 ⇒ 00:29:58.059 Samuel Roberts: Yeah, I see what you’re saying.
392 00:29:58.440 ⇒ 00:30:00.340 Samuel Roberts: I don’t have a good answer for that either right now.
393 00:30:01.410 ⇒ 00:30:08.140 Mustafa Raja: Yeah, I tried to find one… And… you know…
394 00:30:10.140 ⇒ 00:30:12.359 Mustafa Raja: One thing that I can think of is…
395 00:30:14.120 ⇒ 00:30:24.390 Mustafa Raja: Maybe we… maybe initiate… rather than, you know, only programmatically try to, you know, create these, beers.
396 00:30:25.690 ⇒ 00:30:31.230 Mustafa Raja: We could… what we could do is, we could generate some of these Each of this section.
397 00:30:32.000 ⇒ 00:30:32.760 Mustafa Raja: Enough?
398 00:30:33.040 ⇒ 00:30:40.809 Mustafa Raja: Each section has a summary, and then based on the summary, We might be intelligible… intelligently…
399 00:30:41.270 ⇒ 00:30:43.449 Mustafa Raja: Able to, you know.
400 00:30:43.920 ⇒ 00:30:45.440 Samuel Roberts: Yeah, maybe.
401 00:30:45.790 ⇒ 00:30:47.050 Mustafa Raja: Okay, let’s…
402 00:30:47.050 ⇒ 00:30:54.539 Samuel Roberts: That actually is not a bad idea, because, like, that might show us which sections, like, that one is just like, oh, it’s the same thing, except for…
403 00:30:55.050 ⇒ 00:30:56.430 Samuel Roberts: No, I don’t know, maybe that won’t catch.
404 00:30:56.430 ⇒ 00:30:59.009 Mustafa Raja: Somebody wouldn’t be able to say that, though, right?
405 00:30:59.160 ⇒ 00:31:00.159 Samuel Roberts: No, you’re right.
406 00:31:01.330 ⇒ 00:31:03.169 Mustafa Raja: I have the summaries, actually.
407 00:31:03.650 ⇒ 00:31:04.310 Samuel Roberts: Okay.
408 00:31:04.620 ⇒ 00:31:08.959 Mustafa Raja: I did this when I initially, did the embeddings.
409 00:31:09.590 ⇒ 00:31:14.810 Mustafa Raja: But I thought, because my idea was… this description.
410 00:31:15.370 ⇒ 00:31:17.120 Mustafa Raja: Someday it’s going to help us.
411 00:31:17.630 ⇒ 00:31:18.430 Samuel Roberts: Hmm.
412 00:31:19.130 ⇒ 00:31:21.169 Mustafa Raja: I think I may be able to use this now.
413 00:31:21.770 ⇒ 00:31:24.600 Samuel Roberts: That might be true, yeah, what is that pointing to? The…
414 00:31:24.770 ⇒ 00:31:31.889 Samuel Roberts: Oh, yeah, this is… this is just, the… Oh, a specific section. Yeah, yeah, yeah.
415 00:31:32.020 ⇒ 00:31:36.749 Mustafa Raja: sectioning it, right? We are first sectioning it in the… in the… what’s it called?
416 00:31:38.400 ⇒ 00:31:55.569 Mustafa Raja: I forget that… we are sectioning it first in the Superbase, and then, based on those sections that we create, we fire a webhook from Superbase to N8N, and that then embeds that. So, I have all of the descriptions.
417 00:31:56.340 ⇒ 00:32:01.409 Mustafa Raja: We might not have to, you know, create those again and again and again, again, right?
418 00:32:01.410 ⇒ 00:32:02.100 Samuel Roberts: Yeah.
419 00:32:02.380 ⇒ 00:32:04.540 Mustafa Raja: This might be… This might…
420 00:32:04.540 ⇒ 00:32:06.779 Samuel Roberts: Oh, there’s names in here, too. Oh my goodness.
421 00:32:07.190 ⇒ 00:32:08.090 Mustafa Raja: Okay?
422 00:32:08.180 ⇒ 00:32:12.470 Samuel Roberts: there were some names in there that I don’t know if that’s even rel… like, when did those change, you know?
423 00:32:13.870 ⇒ 00:32:14.890 Mustafa Raja: W-weird.
424 00:32:14.890 ⇒ 00:32:18.499 Samuel Roberts: Go, go, scroll, go over this way a little bit,
425 00:32:19.500 ⇒ 00:32:21.580 Samuel Roberts: I saw something go down a little bit?
426 00:32:24.530 ⇒ 00:32:26.480 Samuel Roberts: Sign… yeah, there’s a name there.
427 00:32:27.270 ⇒ 00:32:32.960 Mustafa Raja: Mmm… If it is there, then it is in there. Yeah.
428 00:32:33.100 ⇒ 00:32:35.020 Mustafa Raja: It’s, it’s a non-document.
429 00:32:35.340 ⇒ 00:32:36.980 Samuel Roberts: Interesting. Oh my goodness.
430 00:32:36.980 ⇒ 00:32:39.219 Mustafa Raja: One document is a lot more messed up.
431 00:32:39.540 ⇒ 00:32:42.170 Samuel Roberts: Yeah, this is… yeah, I don’t… okay, okay.
432 00:32:44.360 ⇒ 00:32:50.390 Mustafa Raja: I mean, this should not even exist here, right? Because zips… zips…
433 00:32:50.900 ⇒ 00:32:54.260 Samuel Roberts: That’s the… that’s the idea, yeah. Exactly.
434 00:32:55.890 ⇒ 00:32:59.430 Samuel Roberts: That’s why I was like, oh, no, there’s names. Oh, boy, okay.
435 00:33:01.070 ⇒ 00:33:07.610 Samuel Roberts: issue, I feel like, than… Yeah, that’s… that’s not good.
436 00:33:10.620 ⇒ 00:33:12.300 Samuel Roberts: But that’s, any…
437 00:33:19.790 ⇒ 00:33:21.499 Mustafa Raja: Hmm. Alright.
438 00:33:21.500 ⇒ 00:33:23.979 Samuel Roberts: And take a look at this. Okay, yeah, that’s…
439 00:33:23.980 ⇒ 00:33:26.800 Mustafa Raja: Some… some of these are being…
440 00:33:26.930 ⇒ 00:33:29.959 Mustafa Raja: You know, this… this is a heading, and this…
441 00:33:29.960 ⇒ 00:33:30.670 Samuel Roberts: Yeah.
442 00:33:30.940 ⇒ 00:33:31.979 Mustafa Raja: This is okay.
443 00:33:34.570 ⇒ 00:33:39.210 Samuel Roberts: Yeah, take a look at that, see if that’s helpful. We may have to think through a little bit of a new…
444 00:33:40.250 ⇒ 00:33:43.470 Samuel Roberts: path for the documents in general, because I’m not sure this is…
445 00:33:44.800 ⇒ 00:33:45.500 Samuel Roberts: The best way to find it.
446 00:33:45.500 ⇒ 00:33:48.809 Mustafa Raja: Do you want to add some comments here, then, based on this review?
447 00:33:49.150 ⇒ 00:33:49.960 Samuel Roberts: That sounds good.
448 00:33:50.450 ⇒ 00:33:52.139 Mustafa Raja: Yeah, if you add those…
449 00:33:52.360 ⇒ 00:33:57.689 Mustafa Raja: Then Amber might have some context going into the meeting. Are you also going into the meeting?
450 00:33:58.460 ⇒ 00:33:59.630 Samuel Roberts: No, not today.
451 00:34:00.050 ⇒ 00:34:00.880 Mustafa Raja: Okay, okay.
452 00:34:01.000 ⇒ 00:34:04.500 Mustafa Raja: then Amber might need this context, right?
453 00:34:06.060 ⇒ 00:34:07.400 Samuel Roberts: Yeah, maybe.
454 00:34:10.739 ⇒ 00:34:11.560 Samuel Roberts: Okay.
455 00:34:15.560 ⇒ 00:34:17.809 Mustafa Raja: Oh, your dad was an engineering professor?
456 00:34:18.280 ⇒ 00:34:19.910 Samuel Roberts: Oh, yes, he was, yeah.
457 00:34:20.409 ⇒ 00:34:20.849 Mustafa Raja: Oh, God.
458 00:34:20.850 ⇒ 00:34:22.750 Samuel Roberts: I retired a few years ago. Yeah, yeah.
459 00:34:22.750 ⇒ 00:34:26.370 Mustafa Raja: What subject?
460 00:34:26.370 ⇒ 00:34:27.350 Samuel Roberts: engineering.
461 00:34:27.350 ⇒ 00:34:35.929 Mustafa Raja: Oh… That’s why you’re so smart, huh? Maybe, that’s why I got into engineering, at least, so…
462 00:34:40.050 ⇒ 00:34:44.389 Samuel Roberts: Alright, yeah, take a look at that. I got some other stuff I gotta jump into.
463 00:34:44.570 ⇒ 00:34:45.380 Mustafa Raja: Oh, yeah, yeah.
464 00:34:45.500 ⇒ 00:34:46.360 Mustafa Raja: Okay.
465 00:34:47.100 ⇒ 00:34:55.140 Samuel Roberts: I will, talk to you later, then. Good luck with that. See, if you, yeah, if you… if anything with the summaries makes any help, or helps at all.
466 00:34:56.120 ⇒ 00:35:03.660 Samuel Roberts: let me know, but I think… I just feel like this is a bigger, like, Data organization issued anything?
467 00:35:07.930 ⇒ 00:35:10.100 Mustafa Raja: Okay, thank you.
468 00:35:10.100 ⇒ 00:35:12.500 Samuel Roberts: Alright, yep, I’ll talk to you later.
469 00:35:12.500 ⇒ 00:35:13.500 Mustafa Raja: Yeah, bye.
470 00:35:13.500 ⇒ 00:35:14.210 Samuel Roberts: I…