Meeting Title: AI Service Standup Date: 2026-03-04 Meeting participants: Mustafa Raja, Samuel Roberts, Casie Aviles, Pranav Narahari


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1 00:01:34.540 00:01:35.530 Samuel Roberts: Ayy.

2 00:01:38.000 00:01:38.959 Mustafa Raja: Hey, how are you?

3 00:01:39.760 00:01:41.900 Samuel Roberts: Doing alright, how about yourself today?

4 00:01:41.900 00:01:43.039 Mustafa Raja: Yeah, doing good.

5 00:01:45.900 00:01:47.919 Samuel Roberts: Doing good. Hey, Casey.

6 00:01:52.570 00:01:53.820 Samuel Roberts: How you doing today?

7 00:01:55.700 00:01:56.950 Casie Aviles: Yeah, doing alright.

8 00:01:58.710 00:01:59.730 Samuel Roberts: Very good.

9 00:02:01.880 00:02:03.810 Samuel Roberts: Give it a few minutes, sir.

10 00:02:41.430 00:02:42.250 Samuel Roberts: draft.

11 00:02:44.210 00:02:44.990 Pranav Narahari: Hey, Sam.

12 00:02:46.010 00:02:46.830 Samuel Roberts: How you doing?

13 00:02:47.730 00:02:49.570 Pranav Narahari: Pretty good, pretty good.

14 00:02:51.540 00:02:54.559 Pranav Narahari: I had, my first interview yesterday with.

15 00:02:54.560 00:02:55.430 Samuel Roberts: Oh, how’d that go?

16 00:02:56.180 00:02:58.350 Pranav Narahari: It was with Miranda.

17 00:02:58.350 00:02:58.780 Samuel Roberts: Right, right.

18 00:02:59.260 00:03:01.489 Pranav Narahari: I think you spoke with Miranda. I think there’.

19 00:03:01.490 00:03:01.940 Samuel Roberts: Yeah. Just a little.

20 00:03:01.940 00:03:06.549 Pranav Narahari: bit of confusion there. Since, she’s a…

21 00:03:07.020 00:03:11.050 Pranav Narahari: I thought we were kind of doing the AI engineer flow with her.

22 00:03:11.050 00:03:16.129 Samuel Roberts: Oh, no, yeah, I had the same confusion when I… I should have… yeah, I… I kind of had a, like…

23 00:03:16.600 00:03:21.900 Samuel Roberts: figure out what I was doing when I did her first interview, because I… it was… yeah, the flow was weird.

24 00:03:21.900 00:03:22.710 Pranav Narahari: Yeah.

25 00:03:23.700 00:03:24.210 Samuel Roberts: Yeah, go ahead.

26 00:03:24.210 00:03:30.920 Pranav Narahari: So, yeah, I’m basically kind of just, like… I already took the interview with her, kind of thinking it was an AI engineering interview, but then, like…

27 00:03:31.020 00:03:35.690 Pranav Narahari: Maybe she could be a better fit for, like, go-to-market, or…

28 00:03:35.860 00:03:41.160 Pranav Narahari: product manager, but then at the same time, I’m like, should I be the one evaluating her for that?

29 00:03:41.160 00:03:56.579 Samuel Roberts: No, you’re right, you’re right. That was, yeah, that was right before, I think, Kayla had joined, I think I had that interview, and I was like, oh, this… she ended up in a weird flow for, like, a product, kind of, and I was like, I kind of… yeah, I didn’t know what to do with that either at first,

30 00:03:59.070 00:04:00.869 Samuel Roberts: Gonna figure something out.

31 00:04:01.120 00:04:04.970 Samuel Roberts: Yeah, I know, I can… I’ll message Kayla about that if you want, and we can figure.

32 00:04:04.970 00:04:06.610 Pranav Narahari: Oh, no, all good, I already messaged her.

33 00:04:07.020 00:04:08.250 Samuel Roberts: Okay, good, good, good.

34 00:04:08.250 00:04:08.810 Pranav Narahari: Yeah.

35 00:04:09.060 00:04:12.280 Samuel Roberts: Yeah, sorry, I kind of forgot that… That happened.

36 00:04:12.400 00:04:15.009 Samuel Roberts: And then I should have brought that up with Kayla sooner, but yeah, good.

37 00:04:15.200 00:04:15.860 Samuel Roberts: Okay.

38 00:04:15.860 00:04:19.770 Pranav Narahari: You’re good, you’re good. So I actually read your notes, and I was like, oh.

39 00:04:19.930 00:04:27.640 Pranav Narahari: Interesting. I thought maybe it was, like, a typo, I thought you were saying, like, oh, she should, like, because I think you said,

40 00:04:28.460 00:04:34.380 Pranav Narahari: I’m looking forward to, like, the non-technical questions or something like that, and I was like, oh, but I’m doing the technical part, so I thought.

41 00:04:34.380 00:04:36.550 Samuel Roberts: Right, right. Yeah.

42 00:04:37.430 00:04:39.270 Samuel Roberts: Yeah, that was my bad.

43 00:04:39.740 00:04:50.130 Pranav Narahari: All good. I think, we’ll figure something out with Kayla. Potentially, maybe she just gets, like, another interview with somebody else. I feel like maybe that’s probably the best thing to do. Yeah.

44 00:04:50.800 00:04:53.340 Pranav Narahari: But yeah. I also have a… Yeah, it should be…

45 00:04:53.440 00:04:58.679 Pranav Narahari: another interview, I think, with, who’s it with?

46 00:05:01.220 00:05:04.500 Pranav Narahari: I forget. I think you just had the interview, like, yesterday.

47 00:05:04.500 00:05:08.349 Samuel Roberts: Yes, I had two interviews yesterday, I think I passed one of them along.

48 00:05:08.570 00:05:11.650 Samuel Roberts: Okay. I don’t remember who assumed not.

49 00:05:12.200 00:05:14.600 Samuel Roberts: I forget her name.

50 00:05:15.570 00:05:20.430 Samuel Roberts: And of course, her email, I can’t recognize, so… Soma?

51 00:05:20.430 00:05:22.060 Pranav Narahari: Oh, Somia, yeah.

52 00:05:22.060 00:05:28.709 Samuel Roberts: Somia, thank you. Okay, yeah, her name is Somia, and then it has, like, her whole life, and I wasn’t sure where the name started and began in her email, because it doesn’t…

53 00:05:28.910 00:05:32.030 Samuel Roberts: Doesn’t put in the titles of the events, too, but…

54 00:05:32.030 00:05:34.430 Pranav Narahari: Right, right. Yeah, I’m… I…

55 00:05:34.430 00:05:42.919 Samuel Roberts: I like the way she talked about stuff, but obviously, like, until the technical stuff happens, I’m not really sure, so… but, you know, first pass cultural interview I thought was fine, so…

56 00:05:43.470 00:05:44.030 Pranav Narahari: Cool.

57 00:05:44.360 00:05:47.849 Samuel Roberts: Yeah, I’m curious to see how that goes more technically.

58 00:05:47.850 00:05:48.630 Pranav Narahari: Yeah.

59 00:05:49.360 00:05:49.900 Pranav Narahari: Definitely.

60 00:05:50.950 00:05:55.750 Samuel Roberts: Cool, yeah, I think I have 3 today as well, so… pipeline.

61 00:05:55.750 00:05:57.449 Pranav Narahari: Three! Yeah, that’s a lot.

62 00:05:57.450 00:06:01.550 Samuel Roberts: Yeah, yeah, yeah, so we’ll see who makes the cut next.

63 00:06:01.710 00:06:02.570 Samuel Roberts: Yeah.

64 00:06:02.570 00:06:03.130 Pranav Narahari: huh?

65 00:06:04.670 00:06:08.719 Samuel Roberts: Yeah. Alright, cool. Well, I guess let’s jump in.

66 00:06:09.750 00:06:17.020 Samuel Roberts: Let’s talk, ABC to start. So, I don’t have linear up yet.

67 00:06:17.150 00:06:18.199 Samuel Roberts: Get going.

68 00:06:18.960 00:06:25.600 Samuel Roberts: There we go. Okay, so where are we… There it goes.

69 00:06:27.960 00:06:30.300 Samuel Roberts: Alright, so let’s talk zip codes first.

70 00:06:32.520 00:06:33.600 Samuel Roberts: Hell yeah.

71 00:06:35.320 00:06:40.140 Casie Aviles: Yesterday, we… I had, like, the parsers.

72 00:06:40.440 00:06:45.369 Casie Aviles: Merge, add Ranov, so, merge it to…

73 00:06:46.140 00:06:50.009 Casie Aviles: Our, repository, so it should be there.

74 00:06:50.680 00:06:59.580 Casie Aviles: I’m just… I’m moving on from these, and I’m actually working on… just,

75 00:07:00.170 00:07:03.839 Casie Aviles: The, you know, getting the master agent up.

76 00:07:04.040 00:07:04.930 Samuel Roberts: Sure.

77 00:07:04.930 00:07:08.800 Casie Aviles: Right now, I’m… Yeah, so…

78 00:07:09.230 00:07:14.080 Casie Aviles: Like, any… anything that comes through that… It’s still, like…

79 00:07:14.440 00:07:20.690 Casie Aviles: missing, or, like, not working, I would… I’m just getting that done through Terriages, but…

80 00:07:20.930 00:07:23.919 Casie Aviles: I was thinking, like, maybe we could have, like, a…

81 00:07:25.580 00:07:28.369 Casie Aviles: Rob, a way to kind of

82 00:07:28.790 00:07:38.019 Casie Aviles: show the clients that the effort, or, like, even for us, I guess, to see, like, if the effort that we did here actually impacted.

83 00:07:40.150 00:07:46.719 Casie Aviles: you know, like, the response quality, so I was thinking of if there’s, like, something we can do there, maybe…

84 00:07:47.140 00:07:53.119 Casie Aviles: with… You know, we could just probably take a look at the dashboard and…

85 00:07:53.330 00:07:59.340 Casie Aviles: See, like, over time, if the thumbs down, at least the thumbs down feedback have gone down.

86 00:07:59.990 00:08:00.710 Samuel Roberts: Right.

87 00:08:00.820 00:08:06.569 Samuel Roberts: Yeah, like a certain date, maybe call it, like, you know, whenever the last ones went in or something.

88 00:08:06.870 00:08:07.790 Samuel Roberts: Damn.

89 00:08:08.070 00:08:08.980 Samuel Roberts: Okay.

90 00:08:10.180 00:08:17.199 Samuel Roberts: Yeah, I don’t know too much about the dashboards, but is there an easy way to, like, add that to a, like, a before and after?

91 00:08:19.580 00:08:30.940 Casie Aviles: Well, yeah, it’s, it’s just a dashboard, like, I could, like… I believe there’s, like, a comparison view for, for, like, a past month, and then the current month. Okay, cool, yeah. You could do something like that.

92 00:08:31.530 00:08:37.900 Samuel Roberts: Probably not a bad idea, at least looking maybe on, like, a per… you know, per…

93 00:08:38.250 00:08:42.909 Samuel Roberts: Number of calls or something, number of handy inquiries or something like that.

94 00:08:45.080 00:08:45.790 Casie Aviles: Yeah.

95 00:08:45.790 00:08:46.500 Samuel Roberts: Okay.

96 00:08:46.500 00:08:48.579 Casie Aviles: basically what I have in mind to…

97 00:08:49.170 00:08:52.539 Casie Aviles: You know, just to show, like, this is good, but…

98 00:08:53.120 00:08:59.560 Casie Aviles: Let me know if there’s anything else you need to, like, review, or… Like, you… yeah.

99 00:08:59.800 00:09:02.429 Casie Aviles: For, for these bits in particular.

100 00:09:02.430 00:09:06.750 Samuel Roberts: Okay. Yeah, I’ll take a look, but if these are all… so these are all…

101 00:09:07.290 00:09:11.460 Samuel Roberts: Internal review two days ago. So this… you said this got merged, though?

102 00:09:12.730 00:09:14.280 Samuel Roberts: Everything, like…

103 00:09:14.280 00:09:19.049 Casie Aviles: What got merged, exactly? Sorry, I didn’t catch exactly that. Oh, yeah, the parsers, if you…

104 00:09:19.050 00:09:19.370 Samuel Roberts: mother part.

105 00:09:19.370 00:09:25.990 Casie Aviles: this one, this ticket here. 17… wait, let me see.

106 00:09:27.340 00:09:28.809 Casie Aviles: Oh, yeah, yeah, double.

107 00:09:46.170 00:09:47.550 Casie Aviles: Hello? Sorry.

108 00:09:48.650 00:09:53.279 Samuel Roberts: Sorry, my mic, I keep forgetting it’s got that sensitive little touch button on it.

109 00:09:53.400 00:09:59.060 Samuel Roberts: What was I just saying? That, yeah, I can go through some of this, and I think we’ll have a working session later anyway, right?

110 00:10:00.240 00:10:01.450 Casie Aviles: Okay.

111 00:10:01.450 00:10:06.990 Samuel Roberts: Okay So we can discuss more there. What else? How are we doing?

112 00:10:07.720 00:10:09.340 Samuel Roberts: Here…

113 00:10:10.810 00:10:13.410 Casie Aviles: Hold on, let me clear my screen.

114 00:10:13.650 00:10:14.860 Samuel Roberts: Oh, sure, thank you.

115 00:10:15.380 00:10:16.010 Casie Aviles: Okay.

116 00:10:17.440 00:10:22.510 Casie Aviles: Right now, I am working on…

117 00:10:23.160 00:10:28.180 Casie Aviles: getting the master agent up, so I was just, like.

118 00:10:28.420 00:10:32.010 Casie Aviles: Debugging right now, there were, like, some deployment issues.

119 00:10:32.200 00:10:33.589 Casie Aviles: That I was getting.

120 00:10:35.010 00:10:40.719 Casie Aviles: So it’s just… so I found out it’s just a matter of, like, the port. There’s, like, a mismatch.

121 00:10:41.440 00:10:42.530 Casie Aviles: Oh, sure.

122 00:10:44.090 00:10:49.340 Casie Aviles: So, yeah, I’m fixing that right now, and…

123 00:10:49.790 00:10:56.019 Casie Aviles: I think, yeah, it’s working, although I did get to deploy it manually right now, so…

124 00:10:56.020 00:10:56.490 Samuel Roberts: Okay.

125 00:10:56.490 00:10:57.760 Casie Aviles: and responding.

126 00:10:57.930 00:11:02.439 Casie Aviles: So I’ll just make sure, like, the other pieces are working as well.

127 00:11:02.640 00:11:07.649 Casie Aviles: I’ll probably sync with Mustafa on some of the parts that he worked on, so I could test through them.

128 00:11:08.420 00:11:09.230 Samuel Roberts: Perfect.

129 00:11:10.040 00:11:11.340 Samuel Roberts: That sounds good.

130 00:11:12.230 00:11:20.679 Samuel Roberts: How… how is this one… Are we waiting… Still on this?

131 00:11:21.940 00:11:22.800 Mustafa Raja: Yes.

132 00:11:23.470 00:11:24.210 Samuel Roberts: Okay.

133 00:11:25.970 00:11:30.690 Mustafa Raja: The Gemini API is still not enabled, so…

134 00:11:30.690 00:11:31.380 Samuel Roberts: Okay.

135 00:11:31.940 00:11:36.060 Mustafa Raja: Yeah, I guess I’ll, I’ll nudged him again.

136 00:11:37.090 00:11:38.570 Mustafa Raja: But I’m not still a lot.

137 00:11:40.760 00:11:46.840 Samuel Roberts: Alright, yeah, we also… I think Utam mentioned 3.1 flashlight as well, we might want to turn that on.

138 00:11:47.530 00:11:52.500 Mustafa Raja: Yeah, I’ll add, okay, I’ll nudge… nudge him to add that to the…

139 00:11:53.190 00:11:54.270 Samuel Roberts: Okay, cool.

140 00:11:54.970 00:12:00.060 Mustafa Raja: There’s, it’s still, it still needs to be worked, also.

141 00:12:00.180 00:12:01.540 Mustafa Raja: Shouldn’t be much of a… Okay.

142 00:12:02.350 00:12:03.900 Samuel Roberts: Yeah, perfect, okay.

143 00:12:04.030 00:12:07.150 Samuel Roberts: Still, I’m just gonna add that here.

144 00:12:09.520 00:12:17.210 Samuel Roberts: Just, keep that there. Okay, cool. And then, how did this go, or how is this going, or…

145 00:12:17.700 00:12:19.140 Samuel Roberts: What’s the current…

146 00:12:19.140 00:12:25.769 Mustafa Raja: Yeah, so I worked on a mechanical one yesterday, so I’ll be sharing that.

147 00:12:26.190 00:12:29.250 Mustafa Raja: Okay. After converting into a document.

148 00:12:29.650 00:12:35.630 Mustafa Raja: And then maybe we can take a look, and then if it looks good, we can move to…

149 00:12:35.880 00:12:38.110 Mustafa Raja: The embedding pipeline.

150 00:12:38.830 00:12:39.630 Samuel Roberts: Perfect.

151 00:12:40.160 00:12:44.680 Samuel Roberts: Yeah, and then we can test that, kind of, on the pest and mechanical, then.

152 00:12:45.020 00:12:46.150 Mustafa Raja: Yes.

153 00:12:46.920 00:12:47.880 Samuel Roberts: Okay, cool.

154 00:12:49.820 00:12:55.010 Samuel Roberts: Good. Alright, other… any other Andy or ABC updates here?

155 00:12:56.690 00:12:59.479 Samuel Roberts: Is this everything? Is that what she means a few for you? Yeah, okay.

156 00:13:00.440 00:13:03.329 Mustafa Raja: I mean, I think for me, that’s, that’s it for now.

157 00:13:03.970 00:13:04.940 Samuel Roberts: Okay.

158 00:13:04.940 00:13:12.670 Casie Aviles: Yeah, I’m… Yeah, likewise, I’m just focusing on getting the… The master agent working.

159 00:13:13.770 00:13:14.450 Samuel Roberts: Okay, good.

160 00:13:14.450 00:13:15.120 Casie Aviles: Yeah, keep me up.

161 00:13:15.120 00:13:16.070 Samuel Roberts: updated today.

162 00:13:16.360 00:13:17.470 Samuel Roberts: Alright, cool.

163 00:13:18.120 00:13:23.089 Samuel Roberts: I guess let’s jump to internal stuff,

164 00:13:23.470 00:13:25.379 Samuel Roberts: Oops, there’s no views on that, okay.

165 00:13:27.490 00:13:36.419 Samuel Roberts: I don’t know if anyone here has, got anything to talk about here with this. Did anybody here do anything? I was… I talked to Utam a little bit last night about some stuff, but,

166 00:13:37.750 00:13:42.280 Samuel Roberts: I passed the HubSpot thing on to him, and I was working on some…

167 00:13:42.510 00:13:47.420 Samuel Roberts: Stuff with, deploying on… something broke on railway.

168 00:13:47.920 00:13:52.069 Samuel Roberts: With auth, and trying to figure some stuff out there, but nothing… nothing major here.

169 00:13:52.230 00:13:54.910 Samuel Roberts: I probably have a lot of PRs to go through today, so I’ll be doing that.

170 00:13:55.440 00:13:58.030 Samuel Roberts: Yeah.

171 00:13:58.840 00:14:03.029 Samuel Roberts: I think that’s basically it, unless anyone has anything else they want to discuss.

172 00:14:05.120 00:14:11.360 Casie Aviles: I was just wondering if, like, we have any open items that may… may need some help, since…

173 00:14:11.630 00:14:14.410 Casie Aviles: I might have some time.

174 00:14:14.960 00:14:16.969 Casie Aviles: Later in the week, 2 or 1.

175 00:14:17.620 00:14:19.239 Samuel Roberts: Okay, yeah, I think…

176 00:14:19.520 00:14:35.539 Samuel Roberts: Sure. Yeah, I gotta kinda get with… I mean, he’s been kind of just chugging along on a ton of stuff, so I really wanna, like… Yeah. …get a sense of that, and where he’s at, and what, like, we can… maybe heavier things that are less, just, like, pass off to AI that we might need to do, but I think we also just need to get in the…

177 00:14:35.600 00:14:41.700 Samuel Roberts: better, groove with, like, you know, passing things off to Cursor and seeing how we can…

178 00:14:42.330 00:14:46.860 Samuel Roberts: Maybe focus our time on planning the tickets out, and then letting it run, so…

179 00:14:47.070 00:14:51.350 Samuel Roberts: There’s some stuff to do there, but I’ll see what we can maybe pass off from him.

180 00:14:52.030 00:14:52.740 Casie Aviles: Okay.

181 00:14:53.340 00:14:59.229 Casie Aviles: Yeah, I was also trying out the cloud, Cursor Cloud yesterday, I think it was.

182 00:14:59.230 00:14:59.660 Samuel Roberts: Yeah.

183 00:14:59.660 00:15:00.330 Casie Aviles: glue.

184 00:15:00.840 00:15:09.979 Samuel Roberts: Yeah, it seems… it seems like what Codex thought it was, kind of, when we were trying it out and couldn’t get the environment, really, to work well, but it’s actually a full machine, which seems nice.

185 00:15:10.280 00:15:11.440 Casie Aviles: Yeah.

186 00:15:11.790 00:15:19.900 Samuel Roberts: Good. Okay, yeah, I didn’t really get a chance yesterday to play with it. I had, like I said, I had a bunch of interviews and other stuff, so I’m hoping to get a chance to dive in a little bit, but…

187 00:15:20.540 00:15:21.340 Samuel Roberts: Cool.

188 00:15:23.530 00:15:24.899 Samuel Roberts: Are there… anything else?

189 00:15:26.320 00:15:27.770 Samuel Roberts: Anyone? Cool.

190 00:15:28.040 00:15:35.919 Samuel Roberts: Alright, then, I’ll catch you all on Slack, I’ll see you later at the working session, let me know if I can, you know, any updates, let me know.

191 00:15:36.590 00:15:37.210 Casie Aviles: Okay.

192 00:15:38.020 00:15:38.790 Samuel Roberts: Thanks, y’all.

193 00:15:40.650 00:15:41.010 Casie Aviles: Thank you.

194 00:15:41.010 00:15:41.610 Pranav Narahari: See you guys.

195 00:15:42.330 00:15:43.180 Samuel Roberts: Alright, bye.