Meeting Title: AI-Data Platform Team Planning Date: 2025-08-25 Meeting participants: Samuel Roberts, Mustafa Raja
WEBVTT
1 00:00:52.460 ⇒ 00:00:53.530 Samuel Roberts: Oh, hello.
2 00:00:55.430 ⇒ 00:00:56.370 Mustafa Raja: Hey, how are you?
3 00:00:56.370 ⇒ 00:00:58.770 Samuel Roberts: Doing okay. How about yourself?
4 00:00:59.250 ⇒ 00:01:00.830 Mustafa Raja: Yeah, doing good, doing good.
5 00:01:01.390 ⇒ 00:01:02.580 Samuel Roberts: And good.
6 00:01:03.180 ⇒ 00:01:05.670 Samuel Roberts: So it looks like, Casey’s out today.
7 00:01:06.240 ⇒ 00:01:06.860 Mustafa Raja: Yeah.
8 00:01:07.090 ⇒ 00:01:07.870 Samuel Roberts: Okay.
9 00:01:10.460 ⇒ 00:01:14.920 Samuel Roberts: You probably want to wait another minute, I think. I’m assuming Eaton will be joining, but…
10 00:01:19.710 ⇒ 00:01:20.840 Samuel Roberts: Yeah.
11 00:01:23.840 ⇒ 00:01:31.349 Samuel Roberts: If you hear any background noise, I have my son in my arms, because I’m the only one watching him right now, and he’s being a little fussy, so….
12 00:01:31.350 ⇒ 00:01:32.840 Mustafa Raja: No, no, no, it’s okay, it’s good.
13 00:01:32.840 ⇒ 00:01:36.369 Samuel Roberts: Oh, there he goes, yeah, he’s making news, but I don’t know if it’s coming up through the….
14 00:01:36.700 ⇒ 00:01:37.640 Mustafa Raja: No, no, no.
15 00:01:37.640 ⇒ 00:01:38.400 Samuel Roberts: Okay.
16 00:01:43.510 ⇒ 00:01:45.010 Samuel Roberts: How was your weekend?
17 00:01:45.540 ⇒ 00:01:47.110 Mustafa Raja: Yeah, it was good.
18 00:01:50.110 ⇒ 00:01:55.380 Mustafa Raja: Yeah, went out with family and… Watch the movies and all.
19 00:01:55.630 ⇒ 00:01:57.790 Samuel Roberts: Oh, excellent. It’s always good.
20 00:01:58.990 ⇒ 00:01:59.930 Mustafa Raja: Yeah.
21 00:02:00.470 ⇒ 00:02:01.060 Samuel Roberts: How is that on?
22 00:02:01.880 ⇒ 00:02:05.280 Samuel Roberts: Oh, mine was good. Saw a lot of family Friday.
23 00:02:05.540 ⇒ 00:02:11.920 Samuel Roberts: … Which was nice, and then we drove down, we’re staying in, like.
24 00:02:12.460 ⇒ 00:02:17.200 Samuel Roberts: Pennsylvania, which is kind of in between where my parents live and where I live.
25 00:02:17.830 ⇒ 00:02:26.160 Samuel Roberts: So we can just hang out and relax here, but … I was hoping the Wi-Fi would be a little bit better, which is not great here, but…
26 00:02:26.500 ⇒ 00:02:28.189 Samuel Roberts: It’s working right now, so….
27 00:02:28.550 ⇒ 00:02:31.050 Mustafa Raja: Yeah. I can hear you fine.
28 00:02:31.050 ⇒ 00:02:34.089 Samuel Roberts: Okay, good, yeah. I figured it’s on video, it’ll be alright, but it’s… it….
29 00:02:34.090 ⇒ 00:02:34.730 Mustafa Raja: Yeah.
30 00:02:34.730 ⇒ 00:02:42.709 Samuel Roberts: it’s been weird, like, it goes… I could get, like, really good speeds, and then it’ll just, like, stop, and I don’t know why. ….
31 00:02:43.350 ⇒ 00:02:46.160 Mustafa Raja: So hopefully it stays good for the call, at least.
32 00:02:46.620 ⇒ 00:02:47.140 Mustafa Raja: Yeah, yeah.
33 00:02:48.510 ⇒ 00:02:49.510 Samuel Roberts: Yeah.
34 00:02:51.560 ⇒ 00:02:54.809 Samuel Roberts: Alright, let’s see what’s happening over…
35 00:02:55.270 ⇒ 00:02:57.270 Samuel Roberts: I don’t know why I have anything open anymore.
36 00:02:58.820 ⇒ 00:03:01.869 Samuel Roberts: … I don’t know if we should expect…
37 00:03:05.010 ⇒ 00:03:07.970 Samuel Roberts: But Lutan might be in some other meeting, it looks like, maybe.
38 00:03:09.000 ⇒ 00:03:09.720 Mustafa Raja: Yeah.
39 00:03:10.930 ⇒ 00:03:15.360 Samuel Roberts: Okay, then I guess maybe let’s just get started if he’s not coming.
40 00:03:15.970 ⇒ 00:03:19.939 Samuel Roberts: Join, it’ll be quick, then, if it’s just us.
41 00:03:20.260 ⇒ 00:03:22.959 Samuel Roberts: Do you mind, doing…
42 00:03:23.460 ⇒ 00:03:26.870 Samuel Roberts: We’re walking through the linear. Thank you.
43 00:03:30.460 ⇒ 00:03:32.170 Mustafa Raja: Just a moment.
44 00:03:32.350 ⇒ 00:03:33.240 Samuel Roberts: Yeah, no problem.
45 00:03:34.780 ⇒ 00:03:39.549 Samuel Roberts: I tried to put my son in a little swing, and he just didn’t have it right now, so….
46 00:03:40.250 ⇒ 00:03:41.380 Mustafa Raja: I need a ticket.
47 00:03:46.820 ⇒ 00:03:51.380 Mustafa Raja: I guess if it’s going to be me only, then this should work, right?
48 00:03:51.940 ⇒ 00:03:52.810 Samuel Roberts: Sure, yeah.
49 00:03:54.510 ⇒ 00:03:58.829 Mustafa Raja: Yeah, for… so for these, these are in review….
50 00:03:58.830 ⇒ 00:03:59.380 Samuel Roberts: Okay.
51 00:03:59.380 ⇒ 00:04:03.769 Mustafa Raja: I need to get to this, this has been assigned to me for so long.
52 00:04:03.770 ⇒ 00:04:04.100 Samuel Roberts: Okay.
53 00:04:04.100 ⇒ 00:04:09.079 Mustafa Raja: Whatever happens, this has to… this has to be taken care of today.
54 00:04:09.320 ⇒ 00:04:10.190 Samuel Roberts: Okay, good.
55 00:04:10.190 ⇒ 00:04:11.710 Mustafa Raja: …
56 00:04:12.620 ⇒ 00:04:20.450 Mustafa Raja: Yeah, the, for this, I worked on… I worked on it, so, I just cannot, …
57 00:04:20.920 ⇒ 00:04:27.819 Mustafa Raja: Give the whole, deck to the, agent and have it, alter only a part.
58 00:04:28.410 ⇒ 00:04:32.180 Mustafa Raja: What I need to do is I need to parse it, …
59 00:04:32.180 ⇒ 00:04:51.820 Mustafa Raja: parse it into the JSON that, that it would be, prior to sending to, Slack. And then, based on which section or which part… is it the slides that they need the change with? Is it the questions that they need a change with?
60 00:04:51.820 ⇒ 00:04:53.859 Mustafa Raja: Is it the feedback? If it is the
61 00:04:54.270 ⇒ 00:05:10.230 Mustafa Raja: which slide number, and based on those parameters, I’ll give the, give the input, only that input to the AI agent, and then have it do whatever the user wants to do with it.
62 00:05:11.420 ⇒ 00:05:16.940 Mustafa Raja: And then, the new thing that will come out, I’ll just append it to the older deck.
63 00:05:17.210 ⇒ 00:05:18.710 Mustafa Raja: …
64 00:05:18.790 ⇒ 00:05:37.569 Mustafa Raja: And then send it back. So, last time, I gave this a shot, I tried to do it with a… by giving the whole deck, and it just didn’t work, because it’s too big of an input, and it’s not going to output that exactly.
65 00:05:37.990 ⇒ 00:05:49.520 Mustafa Raja: Because we do not… because if we want to only adjust slide number 2, we would want other slides to be the same. We would want the questions to remain the same.
66 00:05:49.650 ⇒ 00:05:50.280 Samuel Roberts: Yeah, that makes sense.
67 00:05:50.280 ⇒ 00:05:54.049 Mustafa Raja: This is why… this is why, this is…
68 00:05:54.370 ⇒ 00:05:56.819 Mustafa Raja: We can say it’s a larger ticket book.
69 00:05:57.120 ⇒ 00:05:57.950 Mustafa Raja: Yeah.
70 00:05:59.220 ⇒ 00:06:00.539 Mustafa Raja: You’re good.
71 00:06:01.950 ⇒ 00:06:02.880 Samuel Roberts: What is this one?
72 00:06:02.880 ⇒ 00:06:05.500 Mustafa Raja: This isn’t… this isn’t the priority.
73 00:06:05.500 ⇒ 00:06:06.680 Samuel Roberts: Okay.
74 00:06:06.840 ⇒ 00:06:09.110 Mustafa Raja: These two earned the majority.
75 00:06:09.360 ⇒ 00:06:10.140 Samuel Roberts: Okay.
76 00:06:10.630 ⇒ 00:06:13.379 Mustafa Raja: The priority… can I create a ticket over here?
77 00:06:14.270 ⇒ 00:06:16.089 Samuel Roberts: Yeah, sure, go ahead.
78 00:06:19.620 ⇒ 00:06:26.289 Mustafa Raja: So, … So the browser-based, demo, went well.
79 00:06:26.290 ⇒ 00:06:47.130 Mustafa Raja: Okay, good. But the next step for that is we need to upload it to the cloud. Now, browser-based doesn’t let us, you know, do the cloud, on the platform. What we need to do is, I have the script, what I can do is wrap that script in an ExpressGS server, turn that into an API, …
80 00:06:47.790 ⇒ 00:07:06.759 Mustafa Raja: have a parameter of website, which website we want to perform our action on, and then have it return the results. And then the session can be triggered on browser-based, meaning the browser will be on browser-based, the script will be on Heroku.
81 00:07:07.130 ⇒ 00:07:08.589 Samuel Roberts: That makes sense. Okay, cool.
82 00:07:09.090 ⇒ 00:07:10.640 Mustafa Raja: Yeah. I think that’s fine.
83 00:07:11.650 ⇒ 00:07:15.040 Mustafa Raja: I guess deploy? Yeah.
84 00:07:15.040 ⇒ 00:07:18.780 Samuel Roberts: Deploy scripture. Yeah, yeah, there you go.
85 00:07:18.900 ⇒ 00:07:21.740 Mustafa Raja: My browser base script…
86 00:07:26.400 ⇒ 00:07:30.040 Mustafa Raja: script, … It’ll go…
87 00:07:35.710 ⇒ 00:07:37.390 Mustafa Raja: Now let’s browse the base.
88 00:07:38.330 ⇒ 00:07:39.280 Samuel Roberts: Sounds good.
89 00:07:41.590 ⇒ 00:07:45.550 Mustafa Raja: I guess this is urgent because… Ryan did.
90 00:07:46.040 ⇒ 00:07:50.070 Mustafa Raja: Tag me in with them on… what’s it called?
91 00:07:50.730 ⇒ 00:07:52.729 Mustafa Raja: On Sunday, asking if it’s.
92 00:07:52.730 ⇒ 00:07:53.060 Samuel Roberts: Yeah.
93 00:07:53.060 ⇒ 00:08:01.159 Mustafa Raja: if it’s done. And then the other thing would be to… Let’s just go over here…
94 00:08:04.970 ⇒ 00:08:06.969 Mustafa Raja: Able to test out that list.
95 00:08:10.430 ⇒ 00:08:17.530 Mustafa Raja: this, listing thread for good experiment. Yeah, so what we need to do is we need to experiment on the.
96 00:08:17.530 ⇒ 00:08:18.040 Samuel Roberts: Bye!
97 00:08:18.150 ⇒ 00:08:19.679 Mustafa Raja: He’s the same saint.
98 00:08:21.210 ⇒ 00:08:25.280 Samuel Roberts: Yeah, your son is saying hello. Yes, he is.
99 00:08:26.180 ⇒ 00:08:28.119 Mustafa Raja: What’s his name again? I forgot.
100 00:08:28.120 ⇒ 00:08:29.370 Samuel Roberts: His name is Brennan.
101 00:08:29.870 ⇒ 00:08:31.130 Mustafa Raja: Brendan, nice.
102 00:08:31.130 ⇒ 00:08:31.970 Samuel Roberts: Nice.
103 00:08:33.500 ⇒ 00:08:37.299 Mustafa Raja: Okay, so, yeah, I need to create a ticket for this, too.
104 00:08:37.450 ⇒ 00:08:38.190 Samuel Roberts: Okay.
105 00:08:38.690 ⇒ 00:08:41.670 Mustafa Raja: Yeah, so what it should be called….
106 00:08:41.950 ⇒ 00:08:47.439 Samuel Roberts: I would just say, run test on… or run browser-based tests.
107 00:08:47.760 ⇒ 00:08:54.940 Mustafa Raja: another basic script test with, experiment lists or something. Growseries, yes, Linux.
108 00:08:55.530 ⇒ 00:08:57.590 Mustafa Raja: Communist….
109 00:08:58.010 ⇒ 00:09:01.970 Samuel Roberts: Yeah. You might even want to do that before getting that up on Heroki, just to see how it…
110 00:09:02.150 ⇒ 00:09:03.580 Samuel Roberts: Handles all those.
111 00:09:03.940 ⇒ 00:09:04.800 Samuel Roberts: You know.
112 00:09:05.190 ⇒ 00:09:07.610 Mustafa Raja: Oh, those will be a lot, though, no?
113 00:09:08.210 ⇒ 00:09:09.809 Samuel Roberts: Oh, you’re right, I guess it will be. You’re right.
114 00:09:09.810 ⇒ 00:09:16.069 Mustafa Raja: Because I did… did run on 10… 10 other ones.
115 00:09:16.240 ⇒ 00:09:16.900 Samuel Roberts: Yeah.
116 00:09:17.310 ⇒ 00:09:18.469 Mustafa Raja: So it’s.
117 00:09:18.470 ⇒ 00:09:19.409 Samuel Roberts: This is unfair.
118 00:09:19.410 ⇒ 00:09:26.590 Mustafa Raja: And we are expected to improve it because it’s not able to handle complex forms as of now.
119 00:09:26.590 ⇒ 00:09:28.499 Samuel Roberts: Okay. Oh, it’s okay.
120 00:09:28.500 ⇒ 00:09:30.630 Mustafa Raja: … Alright.
121 00:09:32.660 ⇒ 00:09:34.689 Mustafa Raja: Yeah, I guess this looks good, right?
122 00:09:34.690 ⇒ 00:09:36.280 Samuel Roberts: Yeah, I think we know what that is.
123 00:09:36.830 ⇒ 00:09:41.949 Mustafa Raja: And then we can do Slack thread, Slack.
124 00:09:43.380 ⇒ 00:09:48.550 Mustafa Raja: And then… Hmm, this is client 1, so I guess….
125 00:09:48.550 ⇒ 00:09:50.930 Samuel Roberts: Oh, yeah, maybe not, yeah.
126 00:09:50.990 ⇒ 00:09:52.450 Mustafa Raja: Exhibit.
127 00:09:54.590 ⇒ 00:09:59.449 Mustafa Raja: Okay, so… Hmm… yeah, I guess…
128 00:10:01.050 ⇒ 00:10:04.709 Mustafa Raja: Yeah, I guess these will be my priorities for today.
129 00:10:04.710 ⇒ 00:10:05.480 Samuel Roberts: Okay.
130 00:10:05.690 ⇒ 00:10:13.919 Samuel Roberts: And then, just what, since it’s the beginning of the week, how long do you think, you know, what do you think next, just from my understanding of your week?
131 00:10:14.700 ⇒ 00:10:33.900 Mustafa Raja: Yeah, for default, once this is done, meaning the browser-based tests and all are done, what we are going to do is we are going to have it implemented in Clay, and run it over there. For this, what I might do is I might, add all of these websites.
132 00:10:33.900 ⇒ 00:10:40.039 Mustafa Raja: to Clay, and have our thing integrated with Clay, and run it on there.
133 00:10:40.650 ⇒ 00:10:41.350 Samuel Roberts: Okay.
134 00:10:41.570 ⇒ 00:10:46.470 Mustafa Raja: So… So we are, so it’s much less work, I guess.
135 00:10:46.470 ⇒ 00:10:49.739 Samuel Roberts: Yeah. Okay, yeah, I don’t know much about clay, to be honest, but….
136 00:10:50.240 ⇒ 00:10:59.309 Mustafa Raja: We can just, we can just hook up our, so Clay is going to be, a table, a table of websites, or whatever.
137 00:10:59.500 ⇒ 00:11:00.510 Samuel Roberts: And the scripts will run from there.
138 00:11:00.510 ⇒ 00:11:08.529 Mustafa Raja: Yeah, and then we can run this, run the API over there, and we can pass parameters, and parameters we can give the website.
139 00:11:08.860 ⇒ 00:11:14.709 Mustafa Raja: So yeah, so for each row, it’s going to be some sort of website that we’re going to run.
140 00:11:14.780 ⇒ 00:11:15.870 Samuel Roberts: Makes sense. Yeah.
141 00:11:15.870 ⇒ 00:11:23.509 Mustafa Raja: And ABC, I guess it’s this one, and for the further, Amber will let me know, because.
142 00:11:23.510 ⇒ 00:11:24.060 Samuel Roberts: Okay.
143 00:11:24.060 ⇒ 00:11:28.720 Mustafa Raja: I really don’t… don’t know much about the way ahead for ABC.
144 00:11:28.720 ⇒ 00:11:29.380 Samuel Roberts: Got it, okay.
145 00:11:29.380 ⇒ 00:11:36.559 Mustafa Raja: For interlude, I guess we’re going to work on this one, and some other known functional ones.
146 00:11:37.300 ⇒ 00:11:39.759 Mustafa Raja: No, sorry, this isn’t on, …
147 00:11:40.810 ⇒ 00:11:44.490 Mustafa Raja: Yeah, I don’t know after this which one would you want?
148 00:11:44.490 ⇒ 00:11:44.880 Samuel Roberts: Okay.
149 00:11:44.880 ⇒ 00:11:45.570 Mustafa Raja: click on.
150 00:11:45.930 ⇒ 00:11:50.340 Samuel Roberts: Yeah, I probably want to connect with each time to get a sense of priority. I’ll chat with him about it.
151 00:11:50.590 ⇒ 00:11:56.770 Mustafa Raja: Yeah, yeah. Oh, for the… Which one was it?
152 00:11:59.060 ⇒ 00:12:02.069 Mustafa Raja: I guess it was this one….
153 00:12:06.630 ⇒ 00:12:07.360 Mustafa Raja: Nope.
154 00:12:07.610 ⇒ 00:12:10.579 Mustafa Raja: Let me see, there’s one that I…
155 00:12:12.430 ⇒ 00:12:18.139 Mustafa Raja: Yeah, so for Utam, so from Utama, I confirmed this.
156 00:12:18.140 ⇒ 00:12:18.530 Samuel Roberts: my day.
157 00:12:18.530 ⇒ 00:12:24.260 Mustafa Raja: He said it’s okay if the headings are not going to be in Notion for now. Perfect.
158 00:12:24.260 ⇒ 00:12:24.960 Samuel Roberts: Okay, that’s fine.
159 00:12:24.960 ⇒ 00:12:28.880 Mustafa Raja: We can look at it later. So, we don’t have to worry about this one.
160 00:12:29.020 ⇒ 00:12:34.020 Samuel Roberts: Perfect. That’s good, because I think we would have to change a bit of the N-to-end stuff to integrate.
161 00:12:34.020 ⇒ 00:12:35.090 Mustafa Raja: Yeah, yeah, yeah.
162 00:12:35.380 ⇒ 00:12:36.850 Mustafa Raja: Yeah.
163 00:12:36.990 ⇒ 00:12:43.640 Mustafa Raja: So… so after this, yeah, which should… which should we take?
164 00:12:43.640 ⇒ 00:12:47.090 Samuel Roberts: Yeah, I’ll… I’ll figure out with Utom where the priorities are.
165 00:12:47.090 ⇒ 00:12:53.979 Mustafa Raja: Yeah, yeah. Okay, I guess for the rest, it’s… it’s pretty good, I feel. What do you think?
166 00:12:54.660 ⇒ 00:13:01.580 Samuel Roberts: Yeah, I think that all makes sense to me. I got a feeling it’s probably gonna be another client-heavy week more than internal stuff, so….
167 00:13:01.970 ⇒ 00:13:04.790 Mustafa Raja: Oh, yeah, I feel the same.
168 00:13:04.790 ⇒ 00:13:08.029 Samuel Roberts: Yeah, exactly. So, it’ll be okay for now.
169 00:13:08.500 ⇒ 00:13:13.860 Mustafa Raja: Yeah, yeah. Okay, I feel, I feel this is good. Let me know if you have any questions, though.
170 00:13:14.190 ⇒ 00:13:20.470 Samuel Roberts: Okay, yeah, no, I think this works. This works for me. If I can give you any help or any blocking or anything, let me know.
171 00:13:20.470 ⇒ 00:13:21.210 Mustafa Raja: Yay.
172 00:13:21.550 ⇒ 00:13:28.409 Samuel Roberts: But yeah, I think you’re good, you know what you gotta do, so you’re good. Okay, bud, alright. Alright, I gotta… alright, I’m gonna hop off and get a little….
173 00:13:28.410 ⇒ 00:13:29.980 Mustafa Raja: Oh, yeah, yeah, take it, take it, take it.
174 00:13:29.980 ⇒ 00:13:30.400 Samuel Roberts: Thank you so much.
175 00:13:30.400 ⇒ 00:13:30.990 Mustafa Raja: Bye.
176 00:13:30.990 ⇒ 00:13:31.470 Samuel Roberts: Bye.
177 00:13:31.470 ⇒ 00:13:32.710 Mustafa Raja: Yeah, bye.