Meeting Title: ABC EOD Check In Date: 2025-12-19 Meeting participants: Mustafa Raja, Casie Aviles
WEBVTT
1 00:00:21.980 ⇒ 00:00:23.310 Casie Aviles: Hey, Mustafa.
2 00:00:26.130 ⇒ 00:00:27.330 Mustafa Raja: Hey, how are you?
3 00:00:29.360 ⇒ 00:00:31.010 Mustafa Raja: Yeah, it’s doing good.
4 00:00:32.170 ⇒ 00:00:37.520 Casie Aviles: Cool, I guess I can just… Give.
5 00:00:38.490 ⇒ 00:00:41.949 Casie Aviles: Brief update… updates on what I’ve been doing.
6 00:00:44.940 ⇒ 00:00:47.200 Mustafa Raja: Yeah…
7 00:00:49.660 ⇒ 00:00:52.239 Casie Aviles: Yeah, right now I’m just adding…
8 00:00:53.490 ⇒ 00:00:57.130 Casie Aviles: As you can… as you can see, I’ve been adding the…
9 00:00:58.010 ⇒ 00:01:00.739 Casie Aviles: Oh yeah, I saw that. Yeah.
10 00:01:01.090 ⇒ 00:01:05.140 Casie Aviles: I didn’t realize that the alert was running.
11 00:01:05.390 ⇒ 00:01:08.070 Casie Aviles: For each assignment that we’re adding, so…
12 00:01:08.310 ⇒ 00:01:14.390 Casie Aviles: If there’s, like, a hundred zip codes, it’s gonna send the message a hundred… a hundred times.
13 00:01:15.350 ⇒ 00:01:21.790 Mustafa Raja: Yeah… Yeah, I saw that, I saw that you said… you said you’d turn it off.
14 00:01:22.930 ⇒ 00:01:29.749 Casie Aviles: Yeah, I changed it so it only shows up once now, but… I realize it’s…
15 00:01:30.320 ⇒ 00:01:40.320 Casie Aviles: That form, that workflow is not the most efficient, because There’s, like, so many… Zip… zips to add…
16 00:01:42.340 ⇒ 00:01:44.410 Mustafa Raja: Yeah… Yeah, I can…
17 00:01:46.830 ⇒ 00:01:53.660 Mustafa Raja: Yeah, but once they’re there, there wouldn’t be this big of a volume of work, though, right?
18 00:01:54.760 ⇒ 00:01:59.950 Casie Aviles: Yeah, that’s true. I think… I just feel like, you know, maybe instead of… Like, what’s.
19 00:01:59.950 ⇒ 00:02:04.489 Mustafa Raja: Still, yeah, the user experience is still, still the main thing right there.
20 00:02:04.830 ⇒ 00:02:05.800 Casie Aviles: Yeah, and…
21 00:02:06.360 ⇒ 00:02:13.229 Casie Aviles: instead of just, you know, one zip code at a time, I think we could do, like, a bulk ad, where you just…
22 00:02:13.800 ⇒ 00:02:18.249 Casie Aviles: List all the zip codes as part of, like, one query, you know?
23 00:02:20.390 ⇒ 00:02:21.190 Mustafa Raja: Yeah.
24 00:02:24.050 ⇒ 00:02:26.510 Casie Aviles: So that’s… that’s actually what I’m doing right now.
25 00:02:26.510 ⇒ 00:02:28.809 Mustafa Raja: So you were able to add both of the seats.
26 00:02:30.990 ⇒ 00:02:32.799 Casie Aviles: No, I’m adding only the…
27 00:02:32.800 ⇒ 00:02:34.589 Mustafa Raja: The forms right now.
28 00:02:36.550 ⇒ 00:02:41.059 Casie Aviles: No, no, no, I’m just adding the technicians.
29 00:02:41.520 ⇒ 00:02:44.269 Casie Aviles: Using SQL.
30 00:02:46.720 ⇒ 00:02:49.279 Mustafa Raja: Yeah, that, that, that might just be better.
31 00:02:50.340 ⇒ 00:02:52.669 Casie Aviles: Yeah, it’s a lot faster right now.
32 00:02:52.860 ⇒ 00:02:59.380 Casie Aviles: So… Again, that’s another reason why we should, you know, migrate the.
33 00:02:59.380 ⇒ 00:03:02.679 Mustafa Raja: Also,
34 00:03:04.570 ⇒ 00:03:20.179 Mustafa Raja: So, so you joined the stand-up a little later, right? So, me and Sam, I talked about, about that with Sam, and Sam said we could, you know, deploy a custom form
35 00:03:20.370 ⇒ 00:03:22.280 Mustafa Raja: You know, if need be.
36 00:03:23.440 ⇒ 00:03:23.810 Casie Aviles: This is…
37 00:03:23.810 ⇒ 00:03:30.309 Mustafa Raja: Something that we could consider as an option, if we don’t find any suitable forms, you know?
38 00:03:30.760 ⇒ 00:03:35.930 Casie Aviles: I think… I think that’s… Honestly, that might be the best… Option…
39 00:03:36.820 ⇒ 00:03:40.789 Casie Aviles: It’s just that, yeah, we have to build that.
40 00:03:41.220 ⇒ 00:03:42.040 Mustafa Raja: You know?
41 00:03:43.360 ⇒ 00:03:44.320 Casie Aviles: Sorry.
42 00:03:44.890 ⇒ 00:03:50.350 Mustafa Raja: Yeah, I was saying that our use case is so unique that it almost seems unrealistic.
43 00:03:50.500 ⇒ 00:03:53.850 Mustafa Raja: That someone out there might be catering to this, you know?
44 00:03:54.740 ⇒ 00:03:56.000 Casie Aviles: Yeah, and…
45 00:03:57.160 ⇒ 00:04:04.030 Casie Aviles: like, you know, it’ll be the same thing for, like, Google, even if we just use Google, you know?
46 00:04:04.410 ⇒ 00:04:06.369 Mustafa Raja: Oh, you mean for the embeddings?
47 00:04:07.020 ⇒ 00:04:08.680 Casie Aviles: I mean Google Sheets, I mean.
48 00:04:08.680 ⇒ 00:04:12.120 Mustafa Raja: Oh, okay. Yeah, I thought you were mentioning the…
49 00:04:12.120 ⇒ 00:04:14.329 Casie Aviles: Sorry, I mean… I’m in Google Forms.
50 00:04:14.920 ⇒ 00:04:15.490 Mustafa Raja: Thank you.
51 00:04:15.690 ⇒ 00:04:16.829 Casie Aviles: So, yeah, we might…
52 00:04:16.839 ⇒ 00:04:19.369 Mustafa Raja: Oh, yeah, yeah, I remember the Google Forms, yeah.
53 00:04:20.040 ⇒ 00:04:25.640 Casie Aviles: So, yeah, even if we just use Google Forms, it’s still gonna be a bit limited.
54 00:04:26.640 ⇒ 00:04:28.120 Mustafa Raja: Yeah, I agree.
55 00:04:32.130 ⇒ 00:04:36.509 Casie Aviles: I think, yeah, I think that’s… that’s all I have. I’m still finishing up one.
56 00:04:38.330 ⇒ 00:04:46.680 Casie Aviles: adding them, because, yeah, it took a little longer, because I was figuring out how to add the best.
57 00:04:49.190 ⇒ 00:04:55.090 Casie Aviles: Mmm… Okay, let’s see. If Utam’s not gonna join, I’m just gonna send a note.
58 00:04:56.140 ⇒ 00:04:59.619 Mustafa Raja: Yeah, that might be just a way to go if he doesn’t join.
59 00:05:02.700 ⇒ 00:05:08.539 Mustafa Raja: I’m actually doing, so what I did is… I’m doing two things.
60 00:05:10.180 ⇒ 00:05:16.650 Mustafa Raja: So… what I did is, I exported 100,
61 00:05:16.760 ⇒ 00:05:26.559 Mustafa Raja: a thumbs up responses, 100 thumbs down responses, and I then ran, our master agent over it.
62 00:05:26.800 ⇒ 00:05:33.029 Mustafa Raja: So we can compare, what master agent is outputting to what…
63 00:05:33.030 ⇒ 00:05:33.789 Casie Aviles: Oh, okay.
64 00:05:33.790 ⇒ 00:05:36.000 Mustafa Raja: Nat and agent outputs, right?
65 00:05:36.310 ⇒ 00:05:38.030 Mustafa Raja: And then, yes.
66 00:05:38.260 ⇒ 00:05:43.600 Mustafa Raja: In Master, we are… we are experimenting with two different architectures.
67 00:05:43.970 ⇒ 00:05:52.959 Mustafa Raja: one of the architecture is exact replica of what Aniton is doing, you know? So, exact replica of Andy in Anyton.
68 00:05:54.200 ⇒ 00:05:54.710 Casie Aviles: Okay.
69 00:05:54.710 ⇒ 00:06:02.210 Mustafa Raja: And the other… The other one is more of a workflow, and how we are using that is…
70 00:06:02.860 ⇒ 00:06:08.980 Mustafa Raja: At the start of the workflow, we have a router, and that router, it has for one job.
71 00:06:09.260 ⇒ 00:06:17.539 Mustafa Raja: It needs to decide whether the query is most suitable for the DB query agent.
72 00:06:17.780 ⇒ 00:06:21.339 Mustafa Raja: Or if it needs an answer from the central doc?
73 00:06:21.500 ⇒ 00:06:24.700 Mustafa Raja: Or if it needs an answer from the,
74 00:06:24.860 ⇒ 00:06:30.050 Mustafa Raja: from the stuff that we have directly ingested into the Andy system prompt, you know?
75 00:06:30.520 ⇒ 00:06:32.550 Casie Aviles: Oh, okay, okay, I see.
76 00:06:32.550 ⇒ 00:06:35.300 Mustafa Raja: The cancellation flows and stuff like that.
77 00:06:35.460 ⇒ 00:06:44.739 Mustafa Raja: And, and going forward, once… once the router decides, where it… where this query needs to go…
78 00:06:44.880 ⇒ 00:06:55.530 Mustafa Raja: We have broken down me and Andy into 3 different agents. One agent would be the query DB tool, another would be the central docs tool.
79 00:06:55.780 ⇒ 00:06:59.090 Mustafa Raja: Sorry, Central Docs agent. Agent.
80 00:06:59.090 ⇒ 00:06:59.520 Casie Aviles: Okay.
81 00:06:59.520 ⇒ 00:07:04.880 Mustafa Raja: Third one would be the, the agent with all the, you know.
82 00:07:06.620 ⇒ 00:07:07.120 Casie Aviles: Structure.
83 00:07:07.120 ⇒ 00:07:10.009 Mustafa Raja: in the system. Prompt in itself with no tools, you know?
84 00:07:12.160 ⇒ 00:07:13.280 Casie Aviles: Okay, yeah.
85 00:07:13.280 ⇒ 00:07:14.360 Mustafa Raja: This way, we would be able.
86 00:07:14.360 ⇒ 00:07:16.170 Casie Aviles: So that’s the main AND one.
87 00:07:16.170 ⇒ 00:07:21.350 Mustafa Raja: Specialize… yeah, yeah, we should be… we would be able to specialize in categories.
88 00:07:21.940 ⇒ 00:07:27.429 Mustafa Raja: And prompts would be specifically for those Things only, you know?
89 00:07:28.740 ⇒ 00:07:29.600 Casie Aviles: I see.
90 00:07:30.010 ⇒ 00:07:32.330 Casie Aviles: Yeah, that might actually be…
91 00:07:32.480 ⇒ 00:07:38.709 Mustafa Raja: break down me and Andy’s prompt into smaller prompts, so we would have more area to work with.
92 00:07:39.160 ⇒ 00:07:40.120 Casie Aviles: Hmm.
93 00:07:40.260 ⇒ 00:07:42.070 Casie Aviles: Yeah, yeah, that makes sense.
94 00:07:42.370 ⇒ 00:07:55.120 Mustafa Raja: Yeah, so, the master agent, that’s exactly the replica of, N8, and I have stored the response here. If you want to see… let me share in the Zoom chat.
95 00:07:56.350 ⇒ 00:08:00.369 Mustafa Raja: And I’m about to run the other one.
96 00:08:02.630 ⇒ 00:08:03.360 Casie Aviles: Okay.
97 00:08:04.070 ⇒ 00:08:04.820 Mustafa Raja: Yeah.
98 00:08:14.390 ⇒ 00:08:18.529 Casie Aviles: I’m just taking a look at the repository.
99 00:08:20.350 ⇒ 00:08:21.620 Mustafa Raja: ABC repository.
100 00:08:22.150 ⇒ 00:08:29.229 Casie Aviles: Yeah… where… where did we push… what… what’s the name of the folder now, for Andy? Like, the master one?
101 00:08:29.590 ⇒ 00:08:38.720 Mustafa Raja: So the master… so the master one, that’s exact replica of current NATN, is in the branch that you pushed, you know? KC…
102 00:08:38.970 ⇒ 00:08:40.259 Casie Aviles: Oh, okay, okay.
103 00:08:40.260 ⇒ 00:08:47.199 Mustafa Raja: And the one that’s… that’s not a workflow is migration progress.
104 00:08:48.640 ⇒ 00:08:49.480 Casie Aviles: I see.
105 00:08:49.920 ⇒ 00:08:57.359 Mustafa Raja: Yeah, so there’s going to be two branches, one named Migration Progress, one named KCABC1330.
106 00:08:58.820 ⇒ 00:09:02.489 Casie Aviles: Oh, so you guys didn’t use that one. You guys didn’t merge that.
107 00:09:03.320 ⇒ 00:09:06.710 Mustafa Raja: Now, we need to decide which one’s better, right?
108 00:09:06.870 ⇒ 00:09:20.180 Mustafa Raja: That is why I’m doing this spreadsheet thing, you know? We need to compare, mass… firstly, master output with N10 output, and then among the master output, which one is better.
109 00:09:21.510 ⇒ 00:09:22.780 Casie Aviles: Hmm, okay.
110 00:09:22.780 ⇒ 00:09:27.670 Mustafa Raja: Yeah, that is why I’m doing that, so we could commit to one architecture and move forward, you know?
111 00:09:27.970 ⇒ 00:09:30.249 Casie Aviles: Okay, okay, yeah, yeah, I get it now.
112 00:09:30.250 ⇒ 00:09:37.660 Mustafa Raja: Otherwise, my task today would have been, adding the routing logic that we added in, and it end, you know?
113 00:09:38.500 ⇒ 00:09:43.130 Mustafa Raja: I see. And then just push in… push to… what’s it called?
114 00:09:44.500 ⇒ 00:09:48.109 Mustafa Raja: Teams, GCP, you know?
115 00:09:49.040 ⇒ 00:09:51.560 Casie Aviles: Yeah, yeah, okay. Yeah, yeah, that makes sense.
116 00:09:58.960 ⇒ 00:10:02.149 Casie Aviles: Alright, I’m in the spreadsheet now.
117 00:10:04.200 ⇒ 00:10:07.730 Casie Aviles: Okay, it’s the Master Architecture Evolves.
118 00:10:08.250 ⇒ 00:10:15.490 Mustafa Raja: Yeah, it’s the master architecture emails. Currently, we have only one output. I’m going to add another agent.
119 00:10:15.620 ⇒ 00:10:17.150 Mustafa Raja: Agents output.
120 00:10:18.540 ⇒ 00:10:25.300 Mustafa Raja: I’m just writing a script to run the 200 rows. And then there’s the issue of, what’s it called?
121 00:10:29.290 ⇒ 00:10:33.849 Mustafa Raja: The timeouts? Not really the timeouts, but rate limits, you know?
122 00:10:34.680 ⇒ 00:10:37.130 Casie Aviles: Yeah, the one we’ve been having earlier.
123 00:10:37.130 ⇒ 00:10:48.100 Mustafa Raja: Yeah… Yeah, I, I’m running them in a flow, so I get these ones a lot, you know?
124 00:10:49.160 ⇒ 00:10:53.129 Casie Aviles: Oh, you also get… Yo, you also get the rate limit errors.
125 00:10:53.600 ⇒ 00:10:54.750 Mustafa Raja: Yeah, yeah.
126 00:10:59.880 ⇒ 00:11:03.720 Casie Aviles: In the Master, agent, yeah, we do get that.
127 00:11:10.730 ⇒ 00:11:11.560 Casie Aviles: Hmm.
128 00:11:12.060 ⇒ 00:11:17.529 Casie Aviles: And I wonder why… why? Is it because we have too much context, or…
129 00:11:17.890 ⇒ 00:11:22.589 Mustafa Raja: No, no, no, that rate limit is when we request very frequently.
130 00:11:23.140 ⇒ 00:11:24.409 Casie Aviles: I see, so…
131 00:11:24.410 ⇒ 00:11:32.889 Mustafa Raja: It’s because of the frequency of the requests, you know? I think we have a limit, limit of requests per minute.
132 00:11:33.630 ⇒ 00:11:37.879 Casie Aviles: I see. So that’s for, like, the model side, and…
133 00:11:37.950 ⇒ 00:11:44.709 Mustafa Raja: That’s for the deployment that we have in Azure. I believe we could update or upgrade that.
134 00:11:45.880 ⇒ 00:11:48.550 Casie Aviles: Oh, okay, so that might be the reason.
135 00:11:49.020 ⇒ 00:11:49.670 Mustafa Raja: Yeah?
136 00:11:51.540 ⇒ 00:11:57.760 Casie Aviles: Yeah, I mean, yeah, that might be the reason why we’re getting the… Too many requests.
137 00:11:57.760 ⇒ 00:11:58.440 Mustafa Raja: Yeah, yeah, yeah.
138 00:11:58.440 ⇒ 00:11:59.890 Casie Aviles: Even on N8M.
139 00:11:59.890 ⇒ 00:12:01.940 Mustafa Raja: That’s exactly why we are getting that.
140 00:12:03.710 ⇒ 00:12:04.740 Casie Aviles: I see.
141 00:12:05.070 ⇒ 00:12:15.090 Mustafa Raja: Yeah, I just haven’t looked into Azure, if we could update our instance for better rate limits or not, so I don’t have much context on that, if we can, or no.
142 00:12:15.620 ⇒ 00:12:20.359 Mustafa Raja: Yeah, I… We could take a look at… look right now, to be honest, you know?
143 00:12:21.280 ⇒ 00:12:28.070 Casie Aviles: Yeah, I mean, what I was saying was, I already, like, max put it to Max, like,
144 00:12:28.270 ⇒ 00:12:31.050 Casie Aviles: What’s that? The token limit?
145 00:12:31.050 ⇒ 00:12:32.939 Mustafa Raja: So, you know.
146 00:12:34.150 ⇒ 00:12:40.850 Casie Aviles: Il, il… a long time ago, I put it, like, max… tokens, but…
147 00:12:42.120 ⇒ 00:12:47.679 Casie Aviles: I’m not sure if it’s another… issue, like… You know, the frequency.
148 00:12:47.680 ⇒ 00:12:53.399 Mustafa Raja: Are we using our own key, or is this ABC’s key?
149 00:12:54.700 ⇒ 00:12:59.450 Casie Aviles: Oh, yeah, we’re using our own, the one under Brainforge right now.
150 00:13:07.430 ⇒ 00:13:14.189 Casie Aviles: This is not, ABCs. So it’s called… yeah, it’s the GPT-40 model, I believe.
151 00:13:17.610 ⇒ 00:13:18.360 Mustafa Raja: Okay.
152 00:13:20.600 ⇒ 00:13:28.170 Mustafa Raja: Okay, so the other thing that I will be doing in parallel here… is…
153 00:13:28.390 ⇒ 00:13:34.240 Mustafa Raja: I mentioned how the headings are… how the headings are like graphs, right?
154 00:13:34.430 ⇒ 00:13:40.069 Mustafa Raja: And we are only looking at the earliest heading only, right? And not the whole path.
155 00:13:40.350 ⇒ 00:13:41.180 Mustafa Raja: Right?
156 00:13:42.790 ⇒ 00:13:54.389 Mustafa Raja: from, like, we don’t have a vision, of headings from top to bottom, in the metadata, right? So I’m, I’m going to update. I have added the column.
157 00:13:55.110 ⇒ 00:14:00.289 Mustafa Raja: In database, I’m just now… I’m just now going to delete all of the stuff.
158 00:14:00.570 ⇒ 00:14:05.889 Mustafa Raja: in… in our database, and then I’m going to repopulate it, you know?
159 00:14:06.880 ⇒ 00:14:09.999 Mustafa Raja: Okay. And then we’ll have embeddings that have
160 00:14:10.460 ⇒ 00:14:15.310 Mustafa Raja: That will have metadata about… What’s it called?
161 00:14:16.210 ⇒ 00:14:17.970 Mustafa Raja: Proper heading.
162 00:14:18.250 ⇒ 00:14:19.489 Mustafa Raja: Routing, you know?
163 00:14:19.910 ⇒ 00:14:22.320 Mustafa Raja: Or in the depth settings, you know?
164 00:14:25.120 ⇒ 00:14:26.230 Casie Aviles: Yes.
165 00:14:26.660 ⇒ 00:14:31.390 Mustafa Raja: Yeah, because the only reason here is because,
166 00:14:31.680 ⇒ 00:14:37.069 Mustafa Raja: I think I showed you the query, it considered wrong, right?
167 00:14:37.580 ⇒ 00:14:38.800 Mustafa Raja: In the morning.
168 00:15:21.700 ⇒ 00:15:28.519 Mustafa Raja: Yeah, I was just wondering if that really is something valuable, you know, to add.
169 00:15:35.480 ⇒ 00:15:36.730 Casie Aviles: Yeah,
170 00:15:43.600 ⇒ 00:15:44.989 Casie Aviles: I don’t know yet.
171 00:15:48.580 ⇒ 00:15:58.639 Mustafa Raja: I mean, for that particular question, it’ll definitely give it context on, yeah, this is in the referrals, so we would be referring to this team.
172 00:15:58.800 ⇒ 00:16:02.669 Mustafa Raja: Otherwise, it’s like… Yeah, it’s a team, you know.
173 00:16:12.090 ⇒ 00:16:17.939 Mustafa Raja: Yeah, I guess we should… we should do a note then. I don’t think Gutam is coming. It’s… it’s been 17 minutes.
174 00:16:18.970 ⇒ 00:16:20.980 Casie Aviles: Okay, yeah, yeah, I’ll just send a note.
175 00:16:34.780 ⇒ 00:16:44.639 Casie Aviles: I’m just gonna list down on stock, and then once… I think… sometime around…
176 00:16:46.980 ⇒ 00:16:53.240 Casie Aviles: Maybe an hour later, I’ll… Probably write the summary, the email summary.
177 00:16:55.940 ⇒ 00:17:03.450 Casie Aviles: But yeah, I’ll just drop some updates, because mine is still also in progress. I want to finish at least adding
178 00:17:04.540 ⇒ 00:17:06.840 Casie Aviles: You know, the technicians.
179 00:17:07.470 ⇒ 00:17:08.230 Mustafa Raja: Yeah.
180 00:17:10.250 ⇒ 00:17:11.650 Mustafa Raja: Yeah, good.
181 00:17:16.020 ⇒ 00:17:19.999 Mustafa Raja: Yeah, let me know your thoughts on this… this metadata thing.
182 00:17:24.589 ⇒ 00:17:30.979 Casie Aviles: Sure, yeah, I think being able to enrich with metadata, that’s… that’s also… that’s a good.
183 00:17:31.330 ⇒ 00:17:32.470 Mustafa Raja: Sorry, could you say that again?
184 00:17:33.300 ⇒ 00:17:37.800 Casie Aviles: Oh, sorry, sorry, I kept… My voice is… Cutting off,
185 00:17:38.660 ⇒ 00:17:45.919 Casie Aviles: Yeah, what I was just saying is, I think if we… I think using metadata should be good, you know? It gives…
186 00:17:46.430 ⇒ 00:17:51.609 Casie Aviles: More context to the retrieval process, so… That should be fine.
187 00:17:54.300 ⇒ 00:17:55.250 Mustafa Raja: Yeah.
188 00:17:56.810 ⇒ 00:18:00.109 Mustafa Raja: Yeah, that’s… that’s the goal, really, to be honest.
189 00:18:00.400 ⇒ 00:18:03.349 Casie Aviles: And we can also you.
190 00:18:03.530 ⇒ 00:18:09.079 Casie Aviles: We may also be able to, like, filter based on metadata, if needed, you know.
191 00:18:12.310 ⇒ 00:18:13.320 Mustafa Raja: Yeah…
192 00:18:15.350 ⇒ 00:18:20.799 Mustafa Raja: Yeah, I believe we… since we have moved to Mastra, we have a lot more possibilities of filtering now.
193 00:18:21.830 ⇒ 00:18:25.020 Mustafa Raja: And it didn’t have this… Blogged there…
194 00:18:31.210 ⇒ 00:18:38.110 Casie Aviles: Yeah, what just sucks right now is I can’t… there’s… I’m not sure if I’m missing something, but it’s not easy to kind of see…
195 00:18:38.950 ⇒ 00:18:42.879 Casie Aviles: the… issues on Azure side.
196 00:18:44.640 ⇒ 00:18:45.689 Mustafa Raja: en route site?
197 00:18:46.020 ⇒ 00:18:48.210 Casie Aviles: Azure side.
198 00:18:48.510 ⇒ 00:18:52.790 Mustafa Raja: But aren’t we only getting the rate limit issue from there?
199 00:18:55.050 ⇒ 00:18:57.679 Casie Aviles: Yeah, like, I wanted to see…
200 00:18:59.020 ⇒ 00:19:04.519 Casie Aviles: If it ma- you know, I wanted to match it with the N8N logs, for example.
201 00:19:07.150 ⇒ 00:19:13.620 Casie Aviles: Like, if we get… if we have any logs at all in Azure, but it looks like we only have the metrics.
202 00:19:14.720 ⇒ 00:19:17.129 Mustafa Raja: Okay, we don’t have the logs at all.
203 00:19:18.010 ⇒ 00:19:20.649 Casie Aviles: Yeah, I’m not sure. I can share quickly.
204 00:19:20.650 ⇒ 00:19:28.560 Mustafa Raja: I guess… I guess from the error timeline, we could infer, okay, we got error at this moment or something, you know?
205 00:19:29.380 ⇒ 00:19:34.669 Casie Aviles: Yeah, that’s what I was looking for. We only have this graph here.
206 00:19:35.740 ⇒ 00:19:39.070 Mustafa Raja: Yeah, this gives us… No, what does it give us?
207 00:19:39.460 ⇒ 00:19:42.030 Casie Aviles: Yeah, it’s not clear, and I was…
208 00:19:42.030 ⇒ 00:19:46.199 Mustafa Raja: We could only… we could only infer… infer from spikes.
209 00:19:46.880 ⇒ 00:19:52.850 Mustafa Raja: But this is, like, in days, right? This isn’t with the… Proper time and all, yeah?
210 00:19:54.500 ⇒ 00:20:00.180 Casie Aviles: Yeah, it’s just, days. I’m not sure what time this uses, I’m not sure if it’s my time, or…
211 00:20:00.180 ⇒ 00:20:03.720 Mustafa Raja: Yeah, yeah, I think it uses UTC or something.
212 00:20:03.830 ⇒ 00:20:04.560 Mustafa Raja: I don’t know.
213 00:20:05.890 ⇒ 00:20:06.660 Casie Aviles: Yeah.
214 00:20:07.520 ⇒ 00:20:09.800 Casie Aviles: It just says number of requests.
215 00:20:13.220 ⇒ 00:20:16.820 Casie Aviles: That’s not a very… super helpful, right, I think.
216 00:20:17.080 ⇒ 00:20:23.349 Casie Aviles: And we do have, like, tracing here, but I was trying… we have to create this…
217 00:20:23.990 ⇒ 00:20:25.889 Casie Aviles: I was trying to create it.
218 00:20:25.890 ⇒ 00:20:28.920 Mustafa Raja: Yeah, she… I don’t know, yeah, I.
219 00:20:28.920 ⇒ 00:20:29.949 Casie Aviles: It doesn’t let us.
220 00:20:29.950 ⇒ 00:20:31.820 Mustafa Raja: 19 connected.
221 00:20:33.570 ⇒ 00:20:35.040 Casie Aviles: Long chain?
222 00:20:35.480 ⇒ 00:20:38.320 Mustafa Raja: Yeah, if we had Langchain connected with Andy…
223 00:20:38.520 ⇒ 00:20:40.550 Mustafa Raja: That would have changed it, right?
224 00:20:41.950 ⇒ 00:20:43.900 Casie Aviles: Yeah, that would have been…
225 00:20:45.110 ⇒ 00:20:47.549 Mustafa Raja: Yeah, I guess Master enables that, then.
226 00:20:48.760 ⇒ 00:20:49.560 Casie Aviles: I see.
227 00:20:52.230 ⇒ 00:20:55.230 Casie Aviles: I’m not sure if it’s this… this is just an Azure thing.
228 00:20:56.090 ⇒ 00:20:59.840 Casie Aviles: But, yeah, it’s fine. Yeah, we can just use…
229 00:21:00.100 ⇒ 00:21:03.159 Casie Aviles: mastra or Long Fuse, I guess.
230 00:21:05.280 ⇒ 00:21:06.090 Mustafa Raja: Yep.
231 00:21:07.980 ⇒ 00:21:08.680 Casie Aviles: Alright.
232 00:21:08.940 ⇒ 00:21:11.800 Casie Aviles: I think that’s all. I’m just gonna write the…
233 00:21:11.800 ⇒ 00:21:20.189 Mustafa Raja: For mechanical ones, mechanical ones, mechanical technicians would have HVAC, plumbing, and stuff like that, right?
234 00:21:20.810 ⇒ 00:21:21.700 Casie Aviles: Yes.
235 00:21:22.550 ⇒ 00:21:27.160 Mustafa Raja: Yeah, because, those ones, we see errors about.
236 00:21:28.010 ⇒ 00:21:31.280 Mustafa Raja: So once you add those, that should be pretty good then, right?
237 00:21:35.330 ⇒ 00:21:37.580 Casie Aviles: So, I already have the HVAC.
238 00:21:38.320 ⇒ 00:21:41.200 Casie Aviles: text, but the others I’m adding right now.
239 00:21:54.680 ⇒ 00:21:57.139 Casie Aviles: Yeah, I’ll just share as well what I’m writing.
240 00:22:45.280 ⇒ 00:22:48.420 Mustafa Raja: Yeah, could you also update, add mine also there?
241 00:22:48.780 ⇒ 00:22:51.100 Casie Aviles: Yeah, yeah, of course, I’m just… I’m just writing.
242 00:22:51.290 ⇒ 00:22:53.380 Casie Aviles: what I have in mind right now.
243 00:22:53.890 ⇒ 00:22:54.680 Mustafa Raja: Yeah…
244 00:22:59.210 ⇒ 00:23:03.049 Casie Aviles: Okay, so for you, you were…
245 00:23:05.150 ⇒ 00:23:13.240 Casie Aviles: Test, or, like, do, running evals, evaluating… Mastra… Versus.
246 00:23:14.190 ⇒ 00:23:15.280 Mustafa Raja: Anything…
247 00:23:16.500 ⇒ 00:23:18.710 Casie Aviles: Is it mass… Must try.
248 00:23:18.980 ⇒ 00:23:22.819 Mustafa Raja: to master architectures within the 10.
249 00:23:24.180 ⇒ 00:23:26.330 Casie Aviles: Does this make sense, alright?
250 00:23:26.950 ⇒ 00:23:28.420 Casie Aviles: Two verses.
251 00:23:28.740 ⇒ 00:23:29.900 Casie Aviles: I start…
252 00:23:30.490 ⇒ 00:23:31.370 Mustafa Raja: Yeah, yeah.
253 00:23:32.260 ⇒ 00:23:36.450 Mustafa Raja: So let’s… let’s say, let’s, let’s tell… let’s say that…
254 00:23:43.390 ⇒ 00:23:46.609 Casie Aviles: What’s… is this, like, multi-agent? Is that the right thing?
255 00:23:46.610 ⇒ 00:23:51.300 Mustafa Raja: This is, like, this is more of a multi-agent…
256 00:23:52.230 ⇒ 00:23:53.900 Mustafa Raja: Yeah, we could say multi-agent, yeah.
257 00:23:55.140 ⇒ 00:24:08.479 Mustafa Raja: And then, we could say, for the last month, we, we bought in data from Snowflake with 100 thumbs up and 100 thumbs down.
258 00:24:18.370 ⇒ 00:24:20.530 Mustafa Raja: Yeah, and just testing on that.
259 00:24:27.050 ⇒ 00:24:31.019 Mustafa Raja: And let’s add the, sheet link also.
260 00:24:32.140 ⇒ 00:24:37.739 Mustafa Raja: Actually, I’m not testing across the three, because N10 output is already there, no?
261 00:24:39.010 ⇒ 00:24:40.120 Casie Aviles: Oh, okay.
262 00:24:47.970 ⇒ 00:24:50.430 Mustafa Raja: Yeah, can we also add the link of the sheet?
263 00:24:50.860 ⇒ 00:24:51.500 Casie Aviles: Yes.
264 00:24:52.200 ⇒ 00:24:52.870 Casie Aviles: Okay.
265 00:24:53.070 ⇒ 00:24:54.790 Casie Aviles: It’s this one,
266 00:24:54.790 ⇒ 00:24:55.940 Mustafa Raja: Yeah, that’s true.
267 00:24:56.240 ⇒ 00:24:57.030 Casie Aviles: Oops.
268 00:24:57.240 ⇒ 00:24:58.670 Mustafa Raja: Sorry, I’m walking you off.
269 00:25:00.690 ⇒ 00:25:02.669 Casie Aviles: No, it’s fine. Oh.
270 00:25:05.100 ⇒ 00:25:06.210 Casie Aviles: Spreadsheet.
271 00:25:08.120 ⇒ 00:25:09.069 Casie Aviles: I’ll be resolved.
272 00:25:11.040 ⇒ 00:25:13.019 Mustafa Raja: Yeah, and what this unlocks is…
273 00:25:19.600 ⇒ 00:25:22.969 Mustafa Raja: Yeah, and let’s just mark it as ongoing also.
274 00:25:26.490 ⇒ 00:25:30.050 Casie Aviles: Just kind of basically what this unlocks.
275 00:25:30.730 ⇒ 00:25:37.930 Mustafa Raja: Yeah, so this unlocks which architecture do, should we commit to moving forward with migration?
276 00:25:45.360 ⇒ 00:25:46.790 Casie Aviles: Mmm, yeah, it does.
277 00:25:46.790 ⇒ 00:25:48.650 Mustafa Raja: The better architecture, let’s see.
278 00:25:50.970 ⇒ 00:25:53.210 Mustafa Raja: Better among the two, you know?
279 00:25:57.050 ⇒ 00:26:03.150 Mustafa Raja: To commit… to commit to… for… Migration.
280 00:26:05.680 ⇒ 00:26:11.149 Mustafa Raja: And then let’s, at the top, say that this is ongoing. Yeah, she is still building, you know.
281 00:26:12.170 ⇒ 00:26:14.080 Mustafa Raja: In brackets, let’s see, ongoing.
282 00:26:16.600 ⇒ 00:26:17.670 Casie Aviles: Oh, okay.
283 00:26:23.290 ⇒ 00:26:24.939 Casie Aviles: We’re, like, in progress.
284 00:26:25.740 ⇒ 00:26:26.809 Mustafa Raja: Yeah, yeah, yeah.
285 00:26:27.380 ⇒ 00:26:28.449 Mustafa Raja: And then…
286 00:26:33.790 ⇒ 00:26:35.699 Casie Aviles: Just gonna ask AI to clean it up.
287 00:26:36.870 ⇒ 00:26:39.399 Mustafa Raja: Okay, I wanted to add one more, if I can.
288 00:26:39.400 ⇒ 00:26:40.419 Casie Aviles: Oh, sure, sure.
289 00:26:40.970 ⇒ 00:26:44.589 Mustafa Raja: Yeah, the other thing is the,
290 00:26:45.060 ⇒ 00:26:47.560 Mustafa Raja: metadata thing, right? In the embeddings.
291 00:26:49.370 ⇒ 00:26:50.150 Casie Aviles: Yeah.
292 00:26:50.150 ⇒ 00:26:50.820 Mustafa Raja: Yeah.
293 00:26:53.970 ⇒ 00:26:56.079 Casie Aviles: So that’s going to be another item.
294 00:26:56.850 ⇒ 00:26:58.890 Mustafa Raja: Yeah, that’s going to be another item.
295 00:27:03.930 ⇒ 00:27:06.760 Casie Aviles: Alright. Embedding meta… embeddings metadata…
296 00:27:06.760 ⇒ 00:27:13.039 Mustafa Raja: include, what do you want to include? Sorry, let me think, let me think, actually.
297 00:27:13.490 ⇒ 00:27:14.250 Casie Aviles: Sure, sure.
298 00:27:19.310 ⇒ 00:27:21.030 Mustafa Raja: Okay, we want to include…
299 00:27:28.140 ⇒ 00:27:29.970 Mustafa Raja: Heading path or something.
300 00:27:32.560 ⇒ 00:27:35.589 Mustafa Raja: The depth of the heading or something, you know?
301 00:27:45.430 ⇒ 00:27:47.490 Mustafa Raja: Because it’s like a graph, you know?
302 00:27:49.150 ⇒ 00:27:51.009 Mustafa Raja: The document is like a graph.
303 00:27:51.800 ⇒ 00:27:56.220 Mustafa Raja: Would, multiple leaves and all.
304 00:28:01.220 ⇒ 00:28:03.489 Casie Aviles: Like, branches, you know, something like that.
305 00:28:04.330 ⇒ 00:28:10.119 Mustafa Raja: Yeah let’s get, let’s get AI to do its thing.
306 00:28:11.890 ⇒ 00:28:13.699 Mustafa Raja: So it explains better.
307 00:28:37.510 ⇒ 00:28:39.120 Mustafa Raja: Oh no, this is wrong, no.
308 00:28:40.760 ⇒ 00:28:41.280 Casie Aviles: Welcome.
309 00:28:45.210 ⇒ 00:28:50.139 Mustafa Raja: Because, yeah, it ate up your… what this unlocks.
310 00:28:51.120 ⇒ 00:28:59.639 Mustafa Raja: And then… Added what it unlocks to the embeddings thing for the… Architecture one, you know?
311 00:29:49.040 ⇒ 00:29:50.010 Casie Aviles: Yeah, okay.
312 00:29:50.470 ⇒ 00:29:58.970 Casie Aviles: So, let me try to understand again. I think I was… I was spacing out earlier.
313 00:30:03.120 ⇒ 00:30:07.540 Casie Aviles: So this is the central doc, including document doc.
314 00:30:08.150 ⇒ 00:30:13.549 Casie Aviles: And then, like, I understand that we have, like, headers, and then we have the contents below the headers, right?
315 00:30:15.000 ⇒ 00:30:17.120 Casie Aviles: That’s how we’re getting.
316 00:30:17.120 ⇒ 00:30:18.010 Mustafa Raja: Yeah.
317 00:30:20.500 ⇒ 00:30:23.399 Mustafa Raja: That, that’s how, that’s how it is right now.
318 00:30:24.590 ⇒ 00:30:27.440 Mustafa Raja: And then, what we want to know is…
319 00:30:28.250 ⇒ 00:30:30.480 Mustafa Raja: All we want to know is,
320 00:30:31.880 ⇒ 00:30:42.660 Mustafa Raja: So, so, look, so, so look at, the general scheduling process. If we are at work… Sorry.
321 00:30:45.010 ⇒ 00:30:46.119 Casie Aviles: Yeah, this one, right?
322 00:30:46.650 ⇒ 00:30:47.590 Mustafa Raja: Yeah, yeah, yeah.
323 00:30:49.530 ⇒ 00:30:51.690 Mustafa Raja: Does this make sense, or not?
324 00:30:52.690 ⇒ 00:30:53.999 Mustafa Raja: what I’m trying to do.
325 00:30:56.050 ⇒ 00:30:58.629 Casie Aviles: I’m still trying to kind of, you know.
326 00:31:00.020 ⇒ 00:31:07.659 Casie Aviles: understand, because what I… what I do know is we have this, header, right? We have a header, and then we have the contents below.
327 00:31:07.740 ⇒ 00:31:09.000 Mustafa Raja: Explain it better.
328 00:31:12.680 ⇒ 00:31:14.340 Casie Aviles: Yeah, sure, sure, sure, go ahead.
329 00:31:19.240 ⇒ 00:31:21.310 Mustafa Raja: Okay, so…
330 00:31:26.050 ⇒ 00:31:27.720 Mustafa Raja: I think it’s here…
331 00:31:33.420 ⇒ 00:31:42.740 Mustafa Raja: Yes, let’s move down… General scheduling, let’s… No, no, no, this one.
332 00:31:45.050 ⇒ 00:31:49.710 Mustafa Raja: This one… Home improvement… so, yeah.
333 00:31:49.840 ⇒ 00:31:55.419 Mustafa Raja: So, you see, the general scheduling would be a top-level heading, right?
334 00:31:57.450 ⇒ 00:31:58.050 Casie Aviles: Yeah.
335 00:31:58.260 ⇒ 00:31:58.870 Mustafa Raja: It’s a double-.
336 00:31:59.030 ⇒ 00:32:02.280 Casie Aviles: And then there are multiple headings below.
337 00:32:02.280 ⇒ 00:32:04.330 Mustafa Raja: It has multiple children.
338 00:32:05.430 ⇒ 00:32:10.870 Mustafa Raja: So, if we go below… Below now, the path becomes…
339 00:32:11.220 ⇒ 00:32:28.330 Mustafa Raja: from the scheduling, general scheduling, there is a scheduling, a commercial estimate, you know? So this tells us, okay, the heading is still going to be there, because this is how we are primarily matching, right? We cannot… we cannot mess with this.
340 00:32:28.530 ⇒ 00:32:33.730 Mustafa Raja: But we could add more context on what this really belongs to, you know?
341 00:32:34.960 ⇒ 00:32:37.299 Casie Aviles: I see. So it’s like folders.
342 00:32:37.300 ⇒ 00:32:43.430 Mustafa Raja: Yeah, folders, and let me see if it was a part of this…
343 00:32:43.870 ⇒ 00:32:57.149 Mustafa Raja: referrals, yeah. So what happened to the query was, it gave… it gave one of these teams, right? It gave one of these teams as an answer, and the heading had…
344 00:32:57.630 ⇒ 00:33:02.740 Mustafa Raja: The name of the team… the name of the team was really the heading, right?
345 00:33:02.950 ⇒ 00:33:03.740 Casie Aviles: Mmm.
346 00:33:03.740 ⇒ 00:33:13.939 Mustafa Raja: So it did not know that the… that the, what’s it called, context, or the team coming from, the doc is actually a referral.
347 00:33:15.700 ⇒ 00:33:16.940 Casie Aviles: Okay…
348 00:33:17.340 ⇒ 00:33:17.890 Mustafa Raja: You know?
349 00:33:17.890 ⇒ 00:33:18.460 Casie Aviles: Okay.
350 00:33:19.080 ⇒ 00:33:28.140 Mustafa Raja: And enabling this would add this sort of context in the… Embeddings?
351 00:33:28.630 ⇒ 00:33:30.890 Mustafa Raja: So it might be able to answer better, you know?
352 00:33:33.780 ⇒ 00:33:40.089 Casie Aviles: I see, so you want to include, like, the entire, like, the… let’s say the path, the entire path, right?
353 00:33:40.350 ⇒ 00:33:45.690 Mustafa Raja: Yeah, yeah, yeah. So for this one, it will only include till referrals, right?
354 00:33:46.920 ⇒ 00:33:49.309 Mustafa Raja: Oh, because referral is a top-level heading, you know?
355 00:33:50.010 ⇒ 00:33:50.790 Casie Aviles: Okay.
356 00:33:51.430 ⇒ 00:33:54.950 Mustafa Raja: Similarly, this is a top-level heading, and then…
357 00:33:55.090 ⇒ 00:34:00.680 Mustafa Raja: like this. This is a top-level heading, then the next top-level heading would be this one.
358 00:34:01.090 ⇒ 00:34:03.829 Mustafa Raja: Then, next top-level heading would be this one.
359 00:34:03.950 ⇒ 00:34:05.220 Mustafa Raja: Does this make sense?
360 00:34:07.180 ⇒ 00:34:11.040 Casie Aviles: Yeah, yeah, I understand that we’re looking at the top-level headings, and then.
361 00:34:11.040 ⇒ 00:34:18.709 Mustafa Raja: Yeah, we’re going from top to bottom, because we do not want to leave context on what this really belongs to, you know?
362 00:34:20.040 ⇒ 00:34:21.920 Casie Aviles: Oh, okay, okay, okay.
363 00:34:21.920 ⇒ 00:34:24.320 Mustafa Raja: Yeah, Austin decks, but this is from…
364 00:34:24.639 ⇒ 00:34:24.959 Casie Aviles: So, like.
365 00:34:24.960 ⇒ 00:34:27.920 Mustafa Raja: Active Directory, we would know that.
366 00:34:28.199 ⇒ 00:34:40.689 Casie Aviles: Yeah, so if… if, like, yeah, if we went to Austin Tech, or, like, here, cancellation and reschedules, we would know that it… that before that, it’s scheduling, and then before that, it’s ABC Trash Bin.
367 00:34:40.690 ⇒ 00:34:43.279 Mustafa Raja: Yeah, yeah, exactly.
368 00:34:43.670 ⇒ 00:34:44.409 Casie Aviles: Okay.
369 00:34:44.989 ⇒ 00:34:50.999 Mustafa Raja: Yeah, and this is, me and Sam noticed this in one of the… what’s it called?
370 00:34:52.389 ⇒ 00:34:54.129 Mustafa Raja: One of the outputs…
371 00:34:54.499 ⇒ 00:34:57.789 Casie Aviles: One of the feedbacks, thumbs down feedbacks.
372 00:34:57.859 ⇒ 00:35:06.859 Mustafa Raja: That we recently got, where it would just, they would ask for a certain, team that does a certain task.
373 00:35:09.099 ⇒ 00:35:21.679 Mustafa Raja: And Andy would only know about the bottom leaves, right? It does not know where this is coming from, and it wasn’t able to tell them that it’s actually a team for referrals, you know?
374 00:35:22.120 ⇒ 00:35:24.480 Casie Aviles: Okay. I see now.
375 00:35:24.480 ⇒ 00:35:27.600 Mustafa Raja: Yeah, Master Gardeners, I think it was Master Gardeners?
376 00:35:28.310 ⇒ 00:35:30.209 Mustafa Raja: Yeah, Bamboo Services.
377 00:35:30.370 ⇒ 00:35:36.240 Mustafa Raja: So, I think they wanted to know who’s in there, you know?
378 00:35:36.720 ⇒ 00:35:41.420 Mustafa Raja: But this is a referral team, so we don’t know any more context about that, you know?
379 00:35:41.640 ⇒ 00:35:44.609 Mustafa Raja: So I think, I think it’s going to help, help us there.
380 00:35:44.950 ⇒ 00:35:50.010 Mustafa Raja: And might be able to help… might be able to help us, at more places, too.
381 00:35:50.870 ⇒ 00:35:54.360 Mustafa Raja: But I feel this is worth… worth doing, you know?
382 00:35:55.160 ⇒ 00:36:00.689 Casie Aviles: Yeah, I understand now. I think it is as well, because it gives, like, a more complete context.
383 00:36:02.010 ⇒ 00:36:11.860 Casie Aviles: Instead of, you know… because otherwise, it’s not gonna know, you know… Where… where that… Specific topic is under.
384 00:36:13.060 ⇒ 00:36:18.830 Mustafa Raja: Yeah, let me actually pull… I think it’s this one, Vigilant, yeah.
385 00:36:18.830 ⇒ 00:36:20.460 Casie Aviles: From Brian, yeah.
386 00:36:20.460 ⇒ 00:36:28.770 Mustafa Raja: Yeah, so what team handles this? So it said, this team handles this, what team handles this? This team ha- never heard of this.
387 00:36:32.640 ⇒ 00:36:33.510 Casie Aviles: Okay.
388 00:36:35.040 ⇒ 00:36:40.810 Mustafa Raja: They wouldn’t hear of this, I believe, because they are… they’re a… what’s it called?
389 00:36:46.970 ⇒ 00:36:48.679 Mustafa Raja: A referral or something, you know?
390 00:36:49.480 ⇒ 00:36:54.370 Mustafa Raja: But if Andy is able to put that in context, That would be nice.
391 00:36:56.580 ⇒ 00:36:57.660 Casie Aviles: Hmm, okay.
392 00:36:58.210 ⇒ 00:37:02.359 Casie Aviles: What do you think about this? Yeah, because… because it’s kind of… it’s selecting, like.
393 00:37:02.600 ⇒ 00:37:05.640 Casie Aviles: Pieces of the central dog.
394 00:37:05.700 ⇒ 00:37:07.790 Mustafa Raja: But it doesn’t have a more complete…
395 00:37:08.060 ⇒ 00:37:09.429 Casie Aviles: idea, so I think…
396 00:37:09.510 ⇒ 00:37:10.580 Mustafa Raja: Yeah, I know.
397 00:37:11.020 ⇒ 00:37:18.789 Casie Aviles: It mistook the… what do you call this? The Master Gardeners as… The answer to the question.
398 00:37:19.120 ⇒ 00:37:20.000 Mustafa Raja: Yeah.
399 00:37:20.000 ⇒ 00:37:21.010 Casie Aviles: But… but if we…
400 00:37:21.010 ⇒ 00:37:23.219 Mustafa Raja: The answer… the answer might just be this.
401 00:37:23.680 ⇒ 00:37:29.519 Mustafa Raja: But we need to put in context that this is really what’s it called, a referral team.
402 00:37:32.030 ⇒ 00:37:32.730 Casie Aviles: Yeah.
403 00:37:32.880 ⇒ 00:37:35.549 Casie Aviles: Yeah, yeah, yeah. It should be more complete.
404 00:37:36.310 ⇒ 00:37:36.990 Mustafa Raja: Yeah.
405 00:37:38.090 ⇒ 00:37:45.869 Casie Aviles: I think that, yeah, I think there’s some value to that. I’m just not, like, 100% sure yet if it’s gonna be…
406 00:37:46.050 ⇒ 00:37:50.970 Casie Aviles: If we can get it to work. I’m not saying it’s a bad idea, I’m just, you know…
407 00:37:51.200 ⇒ 00:37:52.640 Casie Aviles: I think it’s,
408 00:37:53.460 ⇒ 00:38:00.039 Casie Aviles: it’s best to see it in, like, in terms of tests, but I think it’s worth doing, you know.
409 00:38:00.500 ⇒ 00:38:01.290 Mustafa Raja: Yeah.
410 00:38:02.220 ⇒ 00:38:06.600 Mustafa Raja: Yeah, I’m all… also, I’m already there also, so… yeah, my.
411 00:38:06.600 ⇒ 00:38:07.160 Casie Aviles: Yeah, yeah.
412 00:38:07.160 ⇒ 00:38:10.249 Mustafa Raja: Just do it. Because I have the script ready.
413 00:38:10.620 ⇒ 00:38:11.490 Mustafa Raja: And I’m…
414 00:38:11.490 ⇒ 00:38:12.070 Casie Aviles: Cool.
415 00:38:12.720 ⇒ 00:38:15.010 Mustafa Raja: Yeah, I’m just going to put it in…
416 00:38:16.240 ⇒ 00:38:20.450 Casie Aviles: Yeah, perfect. Yeah, let’s just, I guess, we’ll see how well it performs.
417 00:38:21.330 ⇒ 00:38:22.110 Mustafa Raja: Yeah.
418 00:38:22.320 ⇒ 00:38:25.020 Casie Aviles: Hopefully it does… does well.
419 00:38:26.110 ⇒ 00:38:26.820 Mustafa Raja: Yep.
420 00:38:27.790 ⇒ 00:38:31.449 Casie Aviles: Because I haven’t really encountered that in terms of, like, building RAG.
421 00:38:33.080 ⇒ 00:38:39.189 Casie Aviles: You know, like, graph-based what do you call this? Structures, you know, it’s…
422 00:38:40.640 ⇒ 00:38:46.619 Casie Aviles: Yeah, I haven’t really done that with the rug, so I’m curious how this works.
423 00:38:47.460 ⇒ 00:38:52.670 Mustafa Raja: Yeah, I’m curious too, because I’m doing this for the first time, and we are only doing this because this came up.
424 00:38:53.650 ⇒ 00:38:54.979 Casie Aviles: That’s true, yeah.
425 00:38:59.080 ⇒ 00:39:08.099 Mustafa Raja: this came up, and we looked into the Andy, and we saw that it’s under referrals, but Andy does not know
426 00:39:08.510 ⇒ 00:39:10.920 Mustafa Raja: That part at all.
427 00:39:12.280 ⇒ 00:39:14.440 Casie Aviles: Yeah, yeah, yeah, that makes sense.
428 00:39:17.570 ⇒ 00:39:18.440 Casie Aviles: Okay.
429 00:39:18.690 ⇒ 00:39:22.350 Casie Aviles: Yeah. Yeah, let’s see, let’s see. Hopefully it’s… it’s good.
430 00:39:22.910 ⇒ 00:39:23.590 Mustafa Raja: Yep.
431 00:39:24.920 ⇒ 00:39:26.969 Casie Aviles: Okay, yeah, I understand now.
432 00:39:27.080 ⇒ 00:39:27.899 Casie Aviles: with me.
433 00:39:31.160 ⇒ 00:39:34.849 Casie Aviles: Let me just… Send that.
434 00:39:35.930 ⇒ 00:39:39.340 Casie Aviles: the note. I’m just gonna refine it a little bit, and then…
435 00:39:40.710 ⇒ 00:39:41.380 Mustafa Raja: Yep.
436 00:39:42.430 ⇒ 00:39:43.780 Casie Aviles: Thank you, thank you.
437 00:39:50.800 ⇒ 00:39:56.239 Mustafa Raja: Do you think it’s a safe time for me to go ahead and delete some of these embeddings?
438 00:39:56.580 ⇒ 00:39:57.790 Mustafa Raja: and reimbits.
439 00:40:03.550 ⇒ 00:40:09.930 Casie Aviles: Yeah, it’s past 5. Actually, let’s… let me see if they’re still using it.
440 00:40:11.320 ⇒ 00:40:13.780 Casie Aviles: Let me check the executions.
441 00:40:18.890 ⇒ 00:40:21.080 Casie Aviles: Yeah, it looks like they haven’t been using it.
442 00:40:23.590 ⇒ 00:40:26.650 Mustafa Raja: Yeah, 6.51 your time, so it’s been 20 minutes.
443 00:40:27.300 ⇒ 00:40:27.950 Casie Aviles: Yes.
444 00:40:29.460 ⇒ 00:40:30.919 Casie Aviles: I think it’s fine.
445 00:40:31.180 ⇒ 00:40:32.570 Mustafa Raja: Yeah, I’m willing to do that, then.
446 00:40:34.550 ⇒ 00:40:36.300 Mustafa Raja: It doesn’t take much time, you know.
447 00:40:37.820 ⇒ 00:40:38.760 Casie Aviles: Alright, alright.
448 00:40:56.290 ⇒ 00:40:58.140 Casie Aviles: Let’s make this formatting.
449 00:46:56.560 ⇒ 00:46:57.470 Casie Aviles: Okay.
450 00:46:58.620 ⇒ 00:47:00.649 Casie Aviles: And this should be good.
451 00:47:26.060 ⇒ 00:47:31.399 Casie Aviles: Also, will you be closing out some of these today? I’ll try to finish mine today.
452 00:47:32.200 ⇒ 00:47:36.829 Casie Aviles: I just wanted… These two items here.
453 00:47:36.830 ⇒ 00:47:44.959 Mustafa Raja: So I’ll, I’ll, I’ll, I’ll complete and then, conclude my day.
454 00:47:45.090 ⇒ 00:47:48.150 Mustafa Raja: I’m, I’m… Okay, okay. …ill I’m working on the image.
455 00:47:48.790 ⇒ 00:47:57.989 Casie Aviles: Okay, yeah, yeah, no rush, I’m just… I was just wanting, you know, I just wanted to be clear with… with Uten, if… if this is… if we’re doing this today, or…
456 00:47:58.300 ⇒ 00:48:00.320 Mustafa Raja: Yeah, yeah, I’m doing this today. I’m doing this.
457 00:48:01.010 ⇒ 00:48:04.750 Mustafa Raja: Yeah, because… The above one is almost done, also.
458 00:48:05.640 ⇒ 00:48:11.760 Mustafa Raja: 70 more… 70 more, queries it needs to make, and then that… and then the…
459 00:48:12.780 ⇒ 00:48:14.040 Mustafa Raja: Things would be there.
460 00:48:18.080 ⇒ 00:48:18.710 Casie Aviles: Okay.
461 00:48:23.150 ⇒ 00:48:27.369 Casie Aviles: Alright, I think that’s… that’s it. Yeah, just feel free to…
462 00:48:28.780 ⇒ 00:48:32.099 Casie Aviles: I guess reply to this thread, up to you.
463 00:48:32.410 ⇒ 00:48:33.270 Casie Aviles: So we can…
464 00:48:33.270 ⇒ 00:48:41.640 Mustafa Raja: Yeah, this is good, actually. Maybe I’ll… once I’m done, I’ll… I’ll just, you know, say that I’m… these ones are done, you know?
465 00:48:42.250 ⇒ 00:48:44.060 Casie Aviles: Yeah, yeah, no problem, no problem.
466 00:48:45.510 ⇒ 00:48:46.979 Mustafa Raja: Any plans for the weekend?
467 00:48:48.440 ⇒ 00:48:57.670 Casie Aviles: Oh, I’m not sure yet, but, you know, it’s almost holiday, so… Probably just gonna plan…
468 00:48:58.730 ⇒ 00:49:01.199 Casie Aviles: What… what to eat.
469 00:49:01.200 ⇒ 00:49:06.080 Mustafa Raja: Yeah… Yeah, what’s, like, the delicacy day for Christmas?
470 00:49:07.040 ⇒ 00:49:11.670 Casie Aviles: Oh, here, I don’t know, it depends on the… it depends on the family.
471 00:49:12.500 ⇒ 00:49:21.730 Casie Aviles: Usually, you know, desserts, lots of sweet… Sweet food, what else?
472 00:49:22.090 ⇒ 00:49:25.609 Casie Aviles: Yeah, spaghetti or something, something like that.
473 00:49:25.610 ⇒ 00:49:26.510 Mustafa Raja: That’s it beneath.
474 00:49:27.860 ⇒ 00:49:33.269 Casie Aviles: Yeah. How about you guys? I mean, I know you don’t… you don’t celebrate, but…
475 00:49:33.670 ⇒ 00:49:36.060 Casie Aviles: What do you typically do, though?
476 00:49:37.720 ⇒ 00:49:40.659 Mustafa Raja: As in on, Christmas?
477 00:49:41.480 ⇒ 00:49:43.570 Casie Aviles: Yeah, yeah, or, like, if you have a similar…
478 00:49:43.570 ⇒ 00:49:49.039 Mustafa Raja: For me, usually, it’s like, you know, a chill holiday.
479 00:49:51.210 ⇒ 00:50:02.190 Mustafa Raja: Yeah, nothing crazy goes on, but but since it’s going to be a holiday, we most… I most probably would be, you know, visiting either my cousins or my family or friends, you know?
480 00:50:02.960 ⇒ 00:50:03.340 Casie Aviles: Oh, yeah.
481 00:50:03.340 ⇒ 00:50:04.890 Mustafa Raja: I wouldn’t be at home.
482 00:50:05.060 ⇒ 00:50:06.690 Mustafa Raja: I’ll have something planned.
483 00:50:07.000 ⇒ 00:50:08.269 Casie Aviles: Yeah, of course.
484 00:50:09.340 ⇒ 00:50:10.790 Casie Aviles: That would be, you know…
485 00:50:10.790 ⇒ 00:50:14.659 Mustafa Raja: This one, I’m going to be with my friend.
486 00:50:15.570 ⇒ 00:50:22.400 Casie Aviles: Nice, nice, yeah. It also helps to kind of, you know, to unwind, see your friends once in a while.
487 00:50:23.510 ⇒ 00:50:27.539 Mustafa Raja: Yeah, it’s been… it’s been a long time, to be honest.
488 00:50:28.220 ⇒ 00:50:29.180 Casie Aviles: That’s true.
489 00:50:34.790 ⇒ 00:50:39.619 Casie Aviles: Alright, yeah, I think that that’s all from me. Thank you, thank you very much from Safa.
490 00:50:39.620 ⇒ 00:50:41.200 Mustafa Raja: Okay, okay. Thank you.
491 00:50:41.570 ⇒ 00:50:43.410 Casie Aviles: Okay, I’ll end the meeting.