Meeting Title: Interlude Project Workflow Discussion Date: 2025-08-19 Meeting participants: Samuel Roberts, Mustafa Raja
WEBVTT
1 00:00:20.870 ⇒ 00:00:21.460 Mustafa Raja: Hey.
2 00:00:22.040 ⇒ 00:00:27.009 Samuel Roberts: Hey, okay, cool, I wasn’t sure. It said the message was only visible to me, and I was like, that’s not helpful, but I think.
3 00:00:27.010 ⇒ 00:00:30.900 Mustafa Raja: The… it should be for something Zoom, yeah.
4 00:00:30.900 ⇒ 00:00:34.749 Samuel Roberts: Yeah, yeah, okay, as long as it made… I wasn’t sure if it posted it for you or not, but okay, great.
5 00:00:36.440 ⇒ 00:00:37.770 Samuel Roberts: Alright.
6 00:00:37.770 ⇒ 00:00:41.640 Mustafa Raja: Let me share screen, I want to show you something.
7 00:00:41.640 ⇒ 00:00:42.340 Samuel Roberts: Perfect.
8 00:00:43.710 ⇒ 00:00:50.620 Mustafa Raja: Yeah, this is… this is the agent working the browser-based agent, filling up the… data.
9 00:00:50.930 ⇒ 00:00:52.120 Samuel Roberts: Oh, nice!
10 00:00:52.120 ⇒ 00:00:53.120 Mustafa Raja: Right?
11 00:00:53.980 ⇒ 00:00:55.190 Samuel Roberts: That’s very cool.
12 00:00:55.190 ⇒ 00:00:57.670 Mustafa Raja: Yeah, it’s going to fill up email now.
13 00:00:58.120 ⇒ 00:01:00.149 Mustafa Raja: So my mouse is over here.
14 00:01:00.150 ⇒ 00:01:00.760 Samuel Roberts: Yeah.
15 00:01:00.760 ⇒ 00:01:04.449 Mustafa Raja: The other one, that’s the agent’s mouse.
16 00:01:04.700 ⇒ 00:01:07.669 Samuel Roberts: That’s cool, I haven’t actually seen that running yet.
17 00:01:08.360 ⇒ 00:01:10.810 Samuel Roberts: Oh my god, what a world. Yeah, and….
18 00:01:11.210 ⇒ 00:01:16.780 Mustafa Raja: And these are the logs. I guess I need to log it some more, because…
19 00:01:16.920 ⇒ 00:01:20.220 Mustafa Raja: Yeah, the info isn’t really, ….
20 00:01:20.220 ⇒ 00:01:21.460 Samuel Roberts: Oh, yeah.
21 00:01:22.060 ⇒ 00:01:26.240 Mustafa Raja: It’s full right now, maybe to see what action it’s taking or something like that.
22 00:01:26.240 ⇒ 00:01:27.640 Samuel Roberts: Right, yeah, what it’s thinking.
23 00:01:27.640 ⇒ 00:01:28.130 Mustafa Raja: Cool.
24 00:01:28.130 ⇒ 00:01:28.610 Samuel Roberts: Yeah.
25 00:01:28.610 ⇒ 00:01:29.250 Mustafa Raja: Yeah.
26 00:01:31.380 ⇒ 00:01:35.809 Mustafa Raja: It’s… it’s a little expensive, let me… let me show you that also.
27 00:01:35.810 ⇒ 00:01:38.119 Samuel Roberts: Yeah, I’d love to figure that out.
28 00:01:38.560 ⇒ 00:01:45.509 Mustafa Raja: And let me also… see if I can invite you…
29 00:01:46.970 ⇒ 00:01:53.449 Mustafa Raja: Casey invited me maybe last week on this. I didn’t know we had this till last week, actually.
30 00:01:55.320 ⇒ 00:01:56.959 Mustafa Raja: Should be in usage.
31 00:02:01.610 ⇒ 00:02:04.020 Mustafa Raja: Yeah, this is all me.
32 00:02:04.020 ⇒ 00:02:05.590 Samuel Roberts: Oh, wow. It was yesterday.
33 00:02:05.590 ⇒ 00:02:10.030 Mustafa Raja: and… This is the run that’s happening right now, I believe.
34 00:02:10.370 ⇒ 00:02:13.390 Mustafa Raja: This is very expensive to be.
35 00:02:13.390 ⇒ 00:02:17.459 Samuel Roberts: Yeah, yeah, it is, it is. Okay, that’s, …
36 00:02:17.880 ⇒ 00:02:19.079 Samuel Roberts: We’ll have to sort that out.
37 00:02:19.080 ⇒ 00:02:25.970 Mustafa Raja: The model that we are using is Computer Computer Use Preview.
38 00:02:27.230 ⇒ 00:02:27.860 Samuel Roberts: Right.
39 00:02:28.430 ⇒ 00:02:32.290 Mustafa Raja: Hmm… Super expensive.
40 00:02:35.620 ⇒ 00:02:36.580 Mustafa Raja: I don’t know if….
41 00:02:36.580 ⇒ 00:02:37.090 Samuel Roberts: Oh, wow.
42 00:02:37.090 ⇒ 00:02:40.220 Mustafa Raja: If we can afford it for the fourth.
43 00:02:40.590 ⇒ 00:02:41.940 Samuel Roberts: And what, what’s, what’s wrong?
44 00:02:42.070 ⇒ 00:02:44.440 Samuel Roberts: … which Klon?
45 00:02:44.590 ⇒ 00:02:47.610 Samuel Roberts: When’s does it use? Because that’s not always the cheapest either, is it?
46 00:02:47.610 ⇒ 00:02:54.770 Mustafa Raja: Yeah, the cloud ones are also very expensive. So we do see that for the scheduler, we have Calendly.
47 00:02:55.340 ⇒ 00:02:56.400 Samuel Roberts: Oh, good, okay, so it pulled.
48 00:02:56.400 ⇒ 00:03:03.100 Mustafa Raja: The form is also… this is not… Yeah, the form is, …
49 00:03:03.430 ⇒ 00:03:10.000 Mustafa Raja: Unknown, but it still comes from Calendly, so I guess if it’s going to be Calendly, the form.
50 00:03:10.000 ⇒ 00:03:10.830 Samuel Roberts: Yeah.
51 00:03:10.830 ⇒ 00:03:12.110 Mustafa Raja: We won’t currently.
52 00:03:12.110 ⇒ 00:03:13.230 Samuel Roberts: I wouldn’t think so.
53 00:03:14.930 ⇒ 00:03:19.160 Mustafa Raja: Yup, let’s see, let’s see, the run is done, let’s see the price.
54 00:03:19.510 ⇒ 00:03:22.259 Mustafa Raja: It should’ve… Come on, no.
55 00:03:24.010 ⇒ 00:03:25.419 Mustafa Raja: Refresh it.
56 00:03:26.640 ⇒ 00:03:29.870 Mustafa Raja: Yeah, so you said, let’s look into the other one.
57 00:03:29.870 ⇒ 00:03:33.230 Samuel Roberts: Yeah, I was just checking that. Which… which ones was it? Yeah.
58 00:03:33.930 ⇒ 00:03:38.300 Mustafa Raja: Sonitz, yeah, these are… these have the same price, I believe.
59 00:03:38.300 ⇒ 00:03:39.180 Samuel Roberts: Yeah, okay.
60 00:03:39.180 ⇒ 00:03:40.860 Mustafa Raja: tries to a different model.
61 00:03:42.160 ⇒ 00:03:42.849 Mustafa Raja: It’s on it.
62 00:03:42.850 ⇒ 00:03:43.440 Samuel Roberts: Interesting.
63 00:03:43.440 ⇒ 00:03:45.899 Mustafa Raja: Yeah, this is… this took 1.5….
64 00:03:45.900 ⇒ 00:03:46.520 Samuel Roberts: Oh….
65 00:03:46.520 ⇒ 00:03:49.650 Mustafa Raja: One… this is the same, right? Ascent.
66 00:03:49.650 ⇒ 00:03:50.030 Samuel Roberts: Yeah.
67 00:03:50.030 ⇒ 00:03:50.829 Mustafa Raja: One and a half inches.
68 00:03:51.740 ⇒ 00:03:54.769 Mustafa Raja: Oh, it’s 15 cents. 15 cents, yeah. Oh.
69 00:03:55.330 ⇒ 00:03:55.849 Samuel Roberts: That’s a lot.
70 00:03:55.850 ⇒ 00:03:56.480 Mustafa Raja: I don’t know this.
71 00:03:56.480 ⇒ 00:03:56.880 Samuel Roberts: One run.
72 00:03:56.880 ⇒ 00:03:58.330 Mustafa Raja: How the schemes work.
73 00:03:59.220 ⇒ 00:04:01.250 Samuel Roberts: Wow, okay.
74 00:04:01.250 ⇒ 00:04:13.820 Mustafa Raja: Yeah, this is expensive, because this is going to pile up… because, Arun, I believe, is going to have at least 10, 20, or over to 50, leads. Multiply this by 50.
75 00:04:14.360 ⇒ 00:04:15.300 Mustafa Raja: Yeah.
76 00:04:15.800 ⇒ 00:04:18.620 Samuel Roberts: Okay, so that might not be a good solution, then, that’s, …
77 00:04:19.279 ⇒ 00:04:23.369 Samuel Roberts: For 2.5, right?
78 00:04:23.620 ⇒ 00:04:25.540 Samuel Roberts: Yeah… Yeah.
79 00:04:25.540 ⇒ 00:04:27.379 Mustafa Raja: October, this isn’t too bad, I guess.
80 00:04:29.430 ⇒ 00:04:31.009 Mustafa Raja: Yeah, can they turn, ….
81 00:04:31.010 ⇒ 00:04:34.570 Samuel Roberts: I don’t know if it’s… you said it’s 50, 5-0, or 1-5?
82 00:04:34.580 ⇒ 00:04:37.020 Mustafa Raja: 50, ….
83 00:04:37.330 ⇒ 00:04:37.680 Samuel Roberts: Hi, Zero.
84 00:04:37.680 ⇒ 00:04:39.559 Mustafa Raja: 2 for 50 companies can.
85 00:04:39.560 ⇒ 00:04:41.539 Samuel Roberts: Yeah, that’s what I was just trying to see, yeah.
86 00:04:41.780 ⇒ 00:04:45.770 Samuel Roberts: If it’s 50, and that’s 15 cents, that’s like $7.5, yeah.
87 00:04:46.750 ⇒ 00:04:47.650 Mustafa Raja: Oh.
88 00:04:51.780 ⇒ 00:04:53.170 Mustafa Raja: Oh, not 10, bro.
89 00:04:53.170 ⇒ 00:04:54.140 Samuel Roberts: Oh, yeah, yeah.
90 00:04:54.140 ⇒ 00:04:56.720 Mustafa Raja: One fight.
91 00:04:57.040 ⇒ 00:05:03.129 Samuel Roberts: Yeah, we’ll have to figure that out. That’s good to know. At least we know it, and we can figure that out.
92 00:05:03.130 ⇒ 00:05:09.829 Mustafa Raja: Another thing to note over here is that it’s not always going to be the same type of
93 00:05:10.440 ⇒ 00:05:18.039 Mustafa Raja: company or website, so it’s not always going to be the same post. Some will cost us more, some will cost us less.
94 00:05:18.040 ⇒ 00:05:18.590 Samuel Roberts: Yeah.
95 00:05:18.590 ⇒ 00:05:23.620 Mustafa Raja: This is… this is… this is not good. Based on both of these.
96 00:05:23.890 ⇒ 00:05:26.680 Samuel Roberts: Yeah, no, it’s not good. Doesn’t look good. Okay.
97 00:05:27.160 ⇒ 00:05:27.700 Mustafa Raja: Yep.
98 00:05:28.720 ⇒ 00:05:29.569 Samuel Roberts: Good to know.
99 00:05:33.430 ⇒ 00:05:37.289 Mustafa Raja: Yeah, let’s see, let’s see what we work on today. Okay, yeah.
100 00:05:42.350 ⇒ 00:05:46.719 Mustafa Raja: So we need to work on Interlude, …
101 00:05:47.630 ⇒ 00:05:51.480 Mustafa Raja: Have you gotten familiar with, iNetin or something?
102 00:05:51.700 ⇒ 00:06:01.180 Samuel Roberts: A bit. I haven’t… I haven’t done much in it recently. I haven’t done anything yet, so I’ve… I haven’t looked at this one either, more than the loom you sent, I think, so I’m definitely curious to…
103 00:06:01.530 ⇒ 00:06:03.820 Samuel Roberts: Oh, I’m not even signed into any then, okay.
104 00:06:04.810 ⇒ 00:06:06.260 Samuel Roberts: Huh. Okay.
105 00:06:06.260 ⇒ 00:06:07.090 Mustafa Raja: Okay.
106 00:06:07.490 ⇒ 00:06:17.430 Mustafa Raja: So, we need, so the tasks at hand are going to be… Maybe recorded at the description.
107 00:06:17.620 ⇒ 00:06:19.430 Samuel Roberts: Yeah, let me jump over to…
108 00:06:23.000 ⇒ 00:06:26.200 Samuel Roberts: Yeah, I’ve got it, it’s, what’s it, inter 17, right?
109 00:06:26.660 ⇒ 00:06:27.430 Mustafa Raja: Yeah.
110 00:06:29.320 ⇒ 00:06:29.910 Samuel Roberts: Okay.
111 00:06:32.620 ⇒ 00:06:33.679 Mustafa Raja: This one.
112 00:06:34.780 ⇒ 00:06:37.359 Mustafa Raja: Okay, so we need, we need sep…
113 00:06:37.840 ⇒ 00:06:42.239 Mustafa Raja: separate routes for founder to VCs and VCs to LPs.
114 00:06:42.380 ⇒ 00:06:43.110 Samuel Roberts: Yep.
115 00:06:43.400 ⇒ 00:06:54.899 Mustafa Raja: Each slide will show… I guess for this, we need to add just one step more. Steelman arguments, I believe for steelman arguments, we need to create another
116 00:06:55.000 ⇒ 00:06:57.400 Mustafa Raja: Agent altogether, because….
117 00:06:57.400 ⇒ 00:06:57.800 Samuel Roberts: Yeah.
118 00:06:57.800 ⇒ 00:07:02.060 Mustafa Raja: … This already has a lot on its plate.
119 00:07:02.060 ⇒ 00:07:03.400 Samuel Roberts: Yes, it does.
120 00:07:04.110 ⇒ 00:07:06.490 Samuel Roberts: Yeah, so something to analyze it afterwards, maybe?
121 00:07:06.490 ⇒ 00:07:12.350 Mustafa Raja: Yeah, yeah, yeah. It already has a lot, so maybe… Maybe we should…
122 00:07:12.670 ⇒ 00:07:14.960 Mustafa Raja: Keep it as is, and then…
123 00:07:16.090 ⇒ 00:07:20.720 Mustafa Raja: Provide an overall… yeah, these two can be… can be the same thing.
124 00:07:21.510 ⇒ 00:07:25.720 Samuel Roberts: Yeah, so we can do it per slide, and then per deck can be the same. Yeah, okay, that makes sense.
125 00:07:26.330 ⇒ 00:07:33.710 Mustafa Raja: Yeah. … Integrated LMS. This, we need to see if brain trust.
126 00:07:34.450 ⇒ 00:07:36.920 Mustafa Raja: Allows us to do this or not.
127 00:07:37.250 ⇒ 00:07:37.970 Mustafa Raja: Hmm.
128 00:07:38.330 ⇒ 00:07:39.140 Samuel Roberts: Yes.
129 00:07:39.140 ⇒ 00:07:42.679 Mustafa Raja: Current one is working on a dataset.
130 00:07:43.660 ⇒ 00:07:48.500 Samuel Roberts: Right, but I think they had an LM… As a judge, right?
131 00:07:49.020 ⇒ 00:07:52.850 Mustafa Raja: Yeah, they do. For the scooters, we do have that. Okay.
132 00:07:54.370 ⇒ 00:07:57.700 Mustafa Raja: The execution runs on a dataset.
133 00:07:57.910 ⇒ 00:07:58.890 Mustafa Raja: I’m being dropped.
134 00:07:58.890 ⇒ 00:08:01.620 Samuel Roberts: Oh, right, right, right, right, right, okay, yes, yes, yes.
135 00:08:01.810 ⇒ 00:08:06.939 Mustafa Raja: … it’s going to be in the document… Resilox.
136 00:08:10.210 ⇒ 00:08:15.730 Mustafa Raja: Yeah, let me know if you want to take on something, and I can walk you through it.
137 00:08:17.100 ⇒ 00:08:20.349 Samuel Roberts: Yeah, maybe, let’s, so let’s, let’s… Let’s see, ….
138 00:08:20.350 ⇒ 00:08:23.279 Mustafa Raja: Yeah, take a look and, and let me know what, what,
139 00:08:23.280 ⇒ 00:08:26.190 Samuel Roberts: Yeah, let me… let me, let me from in N to N as well.
140 00:08:26.190 ⇒ 00:08:26.650 Mustafa Raja: Oofie.
141 00:08:26.650 ⇒ 00:08:28.059 Samuel Roberts: For some reason, it’s not… yeah, I’m….
142 00:08:28.060 ⇒ 00:08:29.220 Mustafa Raja: Do you have the link?
143 00:08:31.520 ⇒ 00:08:34.139 Samuel Roberts: The link download specifically? Oh, yeah, no, that’d be great.
144 00:08:37.720 ⇒ 00:08:38.600 Mustafa Raja: Yeah, same to you.
145 00:08:38.600 ⇒ 00:08:39.710 Samuel Roberts: Thank you. Perfect.
146 00:08:39.980 ⇒ 00:08:43.450 Samuel Roberts: I guess that way I’m right on it when I log in.
147 00:08:55.300 ⇒ 00:08:56.260 Samuel Roberts: I block something.
148 00:09:03.330 ⇒ 00:09:04.510 Samuel Roberts: Send them.
149 00:09:05.190 ⇒ 00:09:06.010 Samuel Roberts: Oh.
150 00:09:07.860 ⇒ 00:09:10.229 Samuel Roberts: I typed brain trust instead of Brainforge, that’s…
151 00:09:11.590 ⇒ 00:09:15.810 Samuel Roberts: I’m like, why is my name not looking… okay, cool, I got it here now. Alright, so let’s… let me…
152 00:09:16.170 ⇒ 00:09:20.850 Samuel Roberts: Dig in a little bit here… Mmm.
153 00:09:25.420 ⇒ 00:09:33.470 Samuel Roberts: So maybe I just want to walk through… can you actually just walk me through real quick, like, the overall view of this, just so I can not have to just, like, step through? ….
154 00:09:33.470 ⇒ 00:09:33.950 Mustafa Raja: Yep.
155 00:09:33.950 ⇒ 00:09:35.340 Samuel Roberts: So, okay, just high level.
156 00:09:35.750 ⇒ 00:09:36.310 Samuel Roberts: Yeah.
157 00:09:36.460 ⇒ 00:09:38.140 Samuel Roberts: The main agent there, right?
158 00:09:38.140 ⇒ 00:09:55.160 Mustafa Raja: We have, so we have, so we have two triggers. One is webhook. This, this webhook is, I’m using it, for BrainTrust. So BrainTrust can access it, because BrainTrust wouldn’t be able to, give files as input.
159 00:09:55.380 ⇒ 00:09:55.910 Mustafa Raja: So it’s.
160 00:09:55.910 ⇒ 00:09:56.510 Samuel Roberts: Oh, okay.
161 00:09:56.510 ⇒ 00:10:01.349 Mustafa Raja: The files, the contents of the files are going to be, strange.
162 00:10:01.500 ⇒ 00:10:18.690 Mustafa Raja: That we can then parse, okay? And over this, over here, this side, for the chat message, it’s going to be, similar to what we have, what we will have for Slack. So, a message and then files.
163 00:10:19.360 ⇒ 00:10:19.920 Samuel Roberts: Okay.
164 00:10:20.100 ⇒ 00:10:23.840 Mustafa Raja: And then over here… …
165 00:10:25.160 ⇒ 00:10:39.369 Mustafa Raja: Yeah, over here, what I’m doing is I’m, surfacing the files, so we can then pass them into this loop, so then we can, process, process each file individually.
166 00:10:39.370 ⇒ 00:10:40.670 Samuel Roberts: Sure. Okay, that makes sense.
167 00:10:40.670 ⇒ 00:10:44.830 Mustafa Raja: And then… and then what we are doing, essentially, over here, we are…
168 00:10:45.110 ⇒ 00:10:56.250 Mustafa Raja: We were doing… yeah, we are… and for this step, we are analyzing if it’s a meeting transcript, or a questionnaire, or some other type of… Got it, okay.
169 00:10:56.470 ⇒ 00:11:05.290 Mustafa Raja: file. Maybe this other needs to be much more descriptive, but for now, the main thing is…
170 00:11:05.320 ⇒ 00:11:20.510 Mustafa Raja: the meeting transcript and questionnaire, so that’s why I added the other thing. And then we are also getting the name of the file over here. Okay. So, at the end, what this does is it combines
171 00:11:20.510 ⇒ 00:11:29.210 Mustafa Raja: Actually, this combines the file name into the contents of the file. This gets us contents of the file.
172 00:11:29.480 ⇒ 00:11:29.829 Samuel Roberts: There’s some….
173 00:11:29.830 ⇒ 00:11:53.600 Mustafa Raja: So then we can… on the top, it’s going to be the name of the file, and then below that is going to be the contents within the file, and then the type of the file, and then the type of the file would be on top. So on the very top, it’s going to be a string. On the very top, it’s going to be the type of the file, and then the name of the file, and then whatever’s in the file.
174 00:11:53.600 ⇒ 00:11:59.209 Mustafa Raja: And the file has to be .txt. We can add more types later.
175 00:11:59.410 ⇒ 00:12:00.060 Samuel Roberts: Sure.
176 00:12:00.280 ⇒ 00:12:03.540 Mustafa Raja: Maybe we should add, at least PDF…
177 00:12:04.130 ⇒ 00:12:08.210 Mustafa Raja: I don’t know. For now, it’s text, TXT file.
178 00:12:08.210 ⇒ 00:12:10.060 Samuel Roberts: Fine for now. Okay, that makes sense.
179 00:12:10.370 ⇒ 00:12:17.519 Mustafa Raja: Then… yeah, so then what we do is, we…
180 00:12:18.760 ⇒ 00:12:22.530 Mustafa Raja: Seb, I think, yeah, what’s happening over here?
181 00:12:22.530 ⇒ 00:12:25.589 Samuel Roberts: Yeah, I know it’s hard, it’s hard when it’s all visual like this, so….
182 00:12:25.590 ⇒ 00:12:26.460 Mustafa Raja: Yeah.
183 00:12:27.410 ⇒ 00:12:28.969 Mustafa Raja: Let’s see, let’s see.
184 00:12:30.300 ⇒ 00:12:31.740 Mustafa Raja: No, no, no, not this.
185 00:12:32.500 ⇒ 00:12:34.089 Mustafa Raja: This one.
186 00:12:37.500 ⇒ 00:12:38.500 Mustafa Raja: Hmm…
187 00:12:41.000 ⇒ 00:12:56.509 Mustafa Raja: Oh, yeah, this, what does, what this, what happens is this comes in as, two different items, because, two different items, or how… however many files were given, those many items, and then we just joined them in….
188 00:12:56.510 ⇒ 00:12:57.810 Samuel Roberts: Joins them all together, okay.
189 00:12:57.810 ⇒ 00:12:58.540 Mustafa Raja: Yeah.
190 00:12:59.990 ⇒ 00:13:18.830 Mustafa Raja: Okay, and over here we have to fill in some, we have to get the session ID, and over here we say, okay, this is not from the webhook. The reason is that if it’s from the webhook, we do not want to save it to, …
191 00:13:18.830 ⇒ 00:13:31.209 Mustafa Raja: Notion is going to be from Brain Trust. We do not want the runs from the Brain Trust to go into Notion. Okay. So that is why we say over here that it’s not from the webhook.
192 00:13:31.210 ⇒ 00:13:31.719 Mustafa Raja: That makes sense.
193 00:13:31.720 ⇒ 00:13:42.170 Mustafa Raja: over here, we say it’s from the webhook, we give the session ID and the content, and we merge it over here, because these two are different, different, …
194 00:13:42.210 ⇒ 00:13:47.369 Mustafa Raja: streams, so we kinda, over here, are merging the stream, …
195 00:13:47.470 ⇒ 00:13:49.429 Mustafa Raja: To pass it to the agent.
196 00:13:50.150 ⇒ 00:14:01.709 Mustafa Raja: And for the agent, this… this is the orchestrator, agent controls the flow of how we call. Utam actually said, let’s move all of…
197 00:14:01.840 ⇒ 00:14:09.849 Mustafa Raja: this to Anthropic. Anthropic… this Anthropic is the… is using the Interludes API key.
198 00:14:10.160 ⇒ 00:14:11.310 Samuel Roberts: Oh, okay.
199 00:14:11.790 ⇒ 00:14:15.319 Mustafa Raja: Oh, yeah, so let’s, while we’re here, move.
200 00:14:15.580 ⇒ 00:14:17.710 Mustafa Raja: Move all of this to Anthropic.
201 00:14:18.010 ⇒ 00:14:18.710 Samuel Roberts: Okay.
202 00:14:20.730 ⇒ 00:14:21.290 Mustafa Raja: Yep.
203 00:14:21.390 ⇒ 00:14:22.850 Mustafa Raja: Give me a moment.
204 00:14:23.160 ⇒ 00:14:24.200 Samuel Roberts: Yeah, no, you’re good, you’re good.
205 00:14:36.240 ⇒ 00:14:37.050 Mustafa Raja: Okay.
206 00:14:44.740 ⇒ 00:14:56.529 Mustafa Raja: Yeah, so the reason I moved it to Azure is last time the credits were finished. I don’t know whether they have added more or not.
207 00:14:56.530 ⇒ 00:14:57.030 Samuel Roberts: Okay.
208 00:14:57.030 ⇒ 00:14:57.980 Mustafa Raja: to find out.
209 00:14:58.130 ⇒ 00:14:58.850 Samuel Roberts: Yes.
210 00:15:00.090 ⇒ 00:15:17.830 Mustafa Raja: Yeah, so, so, this, this agent is more of a… what’s it called? An orchestrator agent controls, the flow of… flow of our, execution, so firstly, it’ll call summarizer, it’s going to summarize.
211 00:15:17.870 ⇒ 00:15:33.590 Mustafa Raja: summarize, the contents of the file, and then, and Insight Analyst is going to, fetch… fetches the insights that are in the files. This is to make sure that,
212 00:15:34.240 ⇒ 00:15:46.119 Mustafa Raja: the slides do not have any facts mentioned outside of what’s discussed within the files. So, the facts must always be from within the files.
213 00:15:46.860 ⇒ 00:15:55.990 Mustafa Raja: Based on these insights and the files, the narrative architect is going to craft what’s it called?
214 00:15:57.040 ⇒ 00:16:13.949 Mustafa Raja: crafted the slides, and we see over here we have these fields, it’s going… there is going to be a slide outline, narrative flow, and slide outline actually is the slide number, eyebrow, text, source, headline, and bullets.
215 00:16:14.060 ⇒ 00:16:19.380 Mustafa Raja: Okay, cool. Yeah, so the… so the way I… the way I ask…
216 00:16:19.380 ⇒ 00:16:35.909 Mustafa Raja: The agent to, output, in a certain format is using this auto-fixing output parser and connecting an output parser to that, so it forces the agent to output in a particular format only.
217 00:16:36.070 ⇒ 00:16:43.010 Mustafa Raja: Great. So this is the format I have laid out over here. That’s going to be the output format for almost all of these.
218 00:16:43.170 ⇒ 00:16:46.419 Mustafa Raja: Okay, cool. For copywriter, I’m, …
219 00:16:47.000 ⇒ 00:16:59.290 Mustafa Raja: I did work on Narrative Architect yesterday, and copywriter is now, not looking too good. By that, I mean that it doesn’t have a place now.
220 00:16:59.780 ⇒ 00:17:00.980 Samuel Roberts: Oh, interesting.
221 00:17:00.980 ⇒ 00:17:10.289 Mustafa Raja: So, what I believe, rather than, rather than doing what it’s doing right now, what it should do is improve the sources.
222 00:17:10.579 ⇒ 00:17:27.050 Mustafa Raja: Because we cannot ask Narrative Architect to improve the sources. The reason is it has a lot on its plate right now. If we ask it, the rest of the things are going to be disturbed, so we can alternate this
223 00:17:27.079 ⇒ 00:17:40.390 Mustafa Raja: alter this, this system prompt, and ask it to, improve the sources that are given by this narrative architect. This copyright agent does have access
224 00:17:45.980 ⇒ 00:17:53.240 Mustafa Raja: Yep, this narrative, narrative, sorry, copywriter would have access to all of the things that
225 00:17:54.980 ⇒ 00:18:06.410 Mustafa Raja: Yeah, I would have access to all of the contents of whatever this, this gives us, the output is going to be the input over here, also the files.
226 00:18:07.430 ⇒ 00:18:08.060 Samuel Roberts: Okay.
227 00:18:08.230 ⇒ 00:18:14.989 Mustafa Raja: … Let me just make sure that this will have the files by giving it explicitly.
228 00:18:15.290 ⇒ 00:18:16.510 Samuel Roberts: Yeah, okay.
229 00:18:16.970 ⇒ 00:18:18.000 Mustafa Raja: Hmm…
230 00:18:21.330 ⇒ 00:18:27.219 Mustafa Raja: Since we are going to change it, because, I don’t see, I don’t see…
231 00:18:28.650 ⇒ 00:18:31.680 Mustafa Raja: That the purpose of this is any good.
232 00:18:31.800 ⇒ 00:18:32.480 Mustafa Raja: To be honest.
233 00:18:32.480 ⇒ 00:18:33.770 Samuel Roberts: Okay. Yeah, I’ve noticed.
234 00:18:33.770 ⇒ 00:18:45.120 Mustafa Raja: Okay. And then we can also change the output structure of it. We can make it same as this, and have it only change the sources.
235 00:18:45.130 ⇒ 00:18:58.479 Mustafa Raja: And QA, for now, it’s only making sure that the facts that are mentioned over here, that would be given by this or this are the same mentioned in the…
236 00:18:58.480 ⇒ 00:19:11.510 Mustafa Raja: files, meaning it’s not from any outside sources. The sources of the facts must be from within the files. This makes sure that,
237 00:19:12.340 ⇒ 00:19:14.740 Mustafa Raja: Yeah, and this is pretty much it, to be honest.
238 00:19:15.890 ⇒ 00:19:30.150 Mustafa Raja: Yeah, and then we go over here. Previously, what was, what was happening is I didn’t have any output parser connected with this orchestrator agent, so it’s go… it’s… it would always
239 00:19:31.070 ⇒ 00:19:47.509 Mustafa Raja: output in a… what’s it called? Markdown. But, the format would be different, every, every now and then, right? Because it has free will, it’s going to be, outputting the way.
240 00:19:47.510 ⇒ 00:19:48.380 Samuel Roberts: Right.
241 00:19:48.380 ⇒ 00:20:02.050 Mustafa Raja: Even though if we ask it in the system prompt, it’s not going to be pinpoint perfect every time. So what I did is I attached an output parser with it.
242 00:20:04.170 ⇒ 00:20:08.910 Mustafa Raja: And now, because this output passage is going to output
243 00:20:09.030 ⇒ 00:20:16.200 Mustafa Raja: the same field, right? And then I convert those into a markdown.
244 00:20:17.640 ⇒ 00:20:19.790 Mustafa Raja: Over here, with this code block.
245 00:20:21.050 ⇒ 00:20:40.199 Mustafa Raja: And then what happens is we see, okay, if it’s from, the chat trigger, or from the… what’s it called, webhook trigger. If it’s from webhook, we end the workflow over here. If it’s from chat, we go ahead and save it to Notion.
246 00:20:40.320 ⇒ 00:20:49.799 Mustafa Raja: Okay. Before that, we, convert, convert this to notion blocks, … So, of, …
247 00:20:51.260 ⇒ 00:21:02.440 Mustafa Raja: rather than having it save, save the sources at the end of the file separately, what I did is I created batches instead.
248 00:21:04.870 ⇒ 00:21:06.049 Samuel Roberts: Okay, yeah, I remember you said that.
249 00:21:06.050 ⇒ 00:21:12.139 Mustafa Raja: 100 items, and then 18 items. So, these batches would be of 100 items each.
250 00:21:12.520 ⇒ 00:21:13.880 Samuel Roberts: Okay, that makes sense, that’s fine.
251 00:21:13.880 ⇒ 00:21:27.779 Mustafa Raja: we can then say, okay, save 100 blocks first, and save the other 100 blocks then, and then I believe this is a much cleaner approach.
252 00:21:27.780 ⇒ 00:21:32.680 Samuel Roberts: It allows us much more flexibility of saving however many content.
253 00:21:32.730 ⇒ 00:21:35.740 Mustafa Raja: We want to save. And then it’s just…
254 00:21:35.960 ⇒ 00:21:40.970 Mustafa Raja: We… because this doesn’t give, this doesn’t give us the format we need.
255 00:21:41.150 ⇒ 00:21:41.740 Samuel Roberts: Yep.
256 00:21:42.520 ⇒ 00:21:45.409 Mustafa Raja: Because we then need a loop also.
257 00:21:45.490 ⇒ 00:21:46.730 Samuel Roberts: Yep. So….
258 00:21:46.800 ⇒ 00:21:55.939 Mustafa Raja: this whole thing is, to format it better. Okay. The children… the append children formatting, and then we loop it.
259 00:21:56.690 ⇒ 00:21:58.450 Mustafa Raja: Okay. We’ll save in motion.
260 00:21:58.630 ⇒ 00:21:59.560 Samuel Roberts: Okay. Yeah.
261 00:22:00.030 ⇒ 00:22:02.299 Mustafa Raja: Alright, great, thank you, yeah.
262 00:22:02.300 ⇒ 00:22:03.030 Samuel Roberts: Okay.
263 00:22:03.230 ⇒ 00:22:07.850 Mustafa Raja: Yeah, let me know, let me know which… Which task you want to.
264 00:22:07.850 ⇒ 00:22:11.510 Samuel Roberts: Yeah, okay, let me jump over. Alright, maybe the, so we need…
265 00:22:11.620 ⇒ 00:22:14.220 Samuel Roberts: So, let’s think about this real quick. Separate routes…
266 00:22:14.850 ⇒ 00:22:21.329 Samuel Roberts: So is that… what are you thinking for the separate routes for founders to VCs and VCs to LPs? Are you thinking we just have to.
267 00:22:21.330 ⇒ 00:22:27.359 Mustafa Raja: For that, I first need to understand the difference between them.
268 00:22:27.610 ⇒ 00:22:31.420 Samuel Roberts: Yeah, okay, do we have any info on… from that, or from….
269 00:22:31.420 ⇒ 00:22:32.240 Mustafa Raja: ….
270 00:22:32.240 ⇒ 00:22:34.800 Samuel Roberts: interlude about… Okay.
271 00:22:35.260 ⇒ 00:22:42.670 Mustafa Raja: What we have right now is… Give me a moment, please.
272 00:22:42.670 ⇒ 00:22:43.140 Samuel Roberts: Yeah, of course.
273 00:22:43.140 ⇒ 00:22:44.890 Mustafa Raja: Solution…
274 00:22:56.030 ⇒ 00:22:57.720 Mustafa Raja: ….
275 00:23:06.920 ⇒ 00:23:07.750 Samuel Roberts: Okay, cool.
276 00:23:12.810 ⇒ 00:23:19.270 Mustafa Raja: Yeah, we have this database over here that has… the decks.
277 00:23:19.980 ⇒ 00:23:20.839 Samuel Roberts: Okay.
278 00:23:20.840 ⇒ 00:23:31.959 Mustafa Raja: I believe these LP… these seed decks are founded to VC, and these LP decks would be VC to LP. Yeah, that’s….
279 00:23:32.180 ⇒ 00:23:33.640 Samuel Roberts: I think that would make sense.
280 00:23:33.760 ⇒ 00:23:34.490 Samuel Roberts: ….
281 00:23:34.490 ⇒ 00:23:40.490 Mustafa Raja: is… I’m not familiar with… with the process of this fundraising.
282 00:23:40.490 ⇒ 00:23:45.520 Samuel Roberts: Yeah, yeah, I think the… the seed definitely makes sense that it’s probably founder….
283 00:23:46.480 ⇒ 00:23:47.530 Mustafa Raja: Yeah.
284 00:23:47.530 ⇒ 00:23:51.990 Samuel Roberts: Even the Series A and Series B could be, but I don’t know.
285 00:23:53.010 ⇒ 00:23:55.340 Samuel Roberts: But we can definitely take a look and see what… how he….
286 00:23:55.340 ⇒ 00:23:59.720 Mustafa Raja: Okay, so Series A, this could also be something related.
287 00:24:01.150 ⇒ 00:24:02.210 Samuel Roberts: Potentially.
288 00:24:02.670 ⇒ 00:24:03.420 Mustafa Raja: Okay.
289 00:24:04.320 ⇒ 00:24:09.030 Samuel Roberts: I just don’t know how exactly it’s organized, so I don’t wanna… I don’t wanna assume, but basically, I mean, if you know
290 00:24:09.130 ⇒ 00:24:12.169 Samuel Roberts: The way the fundraising stuff works is there’s different rounds, right?
291 00:24:12.720 ⇒ 00:24:13.490 Mustafa Raja: Yeah.
292 00:24:13.490 ⇒ 00:24:22.240 Samuel Roberts: So seed is the first thing, then it goes A and B, but the LP deck is probably internal to the investors, so…
293 00:24:22.620 ⇒ 00:24:29.810 Samuel Roberts: … like, the founders pitch the VCs, and then the VCs pitch their partners, basically.
294 00:24:29.810 ⇒ 00:24:32.000 Mustafa Raja: Oh… That’s what the LP did.
295 00:24:32.000 ⇒ 00:24:32.910 Samuel Roberts: I think it’s more internal.
296 00:24:32.910 ⇒ 00:24:37.589 Mustafa Raja: Maybe, this, this for sure has to be founder to VC, right?
297 00:24:38.160 ⇒ 00:24:39.949 Samuel Roberts: Yeah, I would think so, I would think so.
298 00:24:40.280 ⇒ 00:24:42.380 Mustafa Raja: This could also be found at VC, then.
299 00:24:42.380 ⇒ 00:24:47.160 Samuel Roberts: It could be, I just… I’m not 100% sure, but let me, let me dive into it a little bit, maybe, and take a look.
300 00:24:47.160 ⇒ 00:24:54.859 Mustafa Raja: We can, yeah, we can take, take 1, 2, 3, these 3 into account for Founder2VC, and then these three also…
301 00:24:55.080 ⇒ 00:24:59.950 Mustafa Raja: Okay. And then we have the Claude Chat links.
302 00:25:01.540 ⇒ 00:25:06.449 Mustafa Raja: what these links are, is how Interlude does this process, this process.
303 00:25:06.450 ⇒ 00:25:07.160 Samuel Roberts: Sure, okay.
304 00:25:07.160 ⇒ 00:25:22.520 Mustafa Raja: creating the, what’s it called? The decks. And then, from here, we can see, okay, what’s the difference between creating decks, for founder to VC and VC2LP.
305 00:25:23.020 ⇒ 00:25:35.670 Samuel Roberts: Okay. Okay, cool, that’s good. Alright, I just want to understand every… all the little things here. So then, each slide will show exact source chunks from underlying files, add Steelman arguments per slide. So you would think we need a new age versus Steelman?
306 00:25:35.670 ⇒ 00:25:38.860 Mustafa Raja: And the other one, and then… okay. Can you repeat what you said?
307 00:25:38.860 ⇒ 00:25:41.520 Samuel Roberts: Sorry, sorry, I was just… I jumped back to linear to just look at the other tabs.
308 00:25:41.520 ⇒ 00:25:42.950 Mustafa Raja: Just understand. Oh, okay, good, good, good.
309 00:25:42.950 ⇒ 00:25:43.320 Samuel Roberts: ….
310 00:25:43.320 ⇒ 00:25:45.480 Mustafa Raja: I thought… I thought you were talking to me.
311 00:25:45.480 ⇒ 00:25:48.040 Samuel Roberts: No, no, sorry, I was just talking to myself, I apologize.
312 00:25:48.040 ⇒ 00:25:49.450 Mustafa Raja: Analyzing.
313 00:25:49.670 ⇒ 00:25:54.909 Samuel Roberts: Just going through the linear, just to see… okay, so maybe… Let me, …
314 00:25:55.540 ⇒ 00:26:02.409 Samuel Roberts: What do you feel like working on, and what do you think would be good for me to jump into, maybe, just to… I don’t want to step on your toes here, because you’ve done so much of this, so….
315 00:26:02.410 ⇒ 00:26:03.300 Mustafa Raja: -Oh.
316 00:26:04.280 ⇒ 00:26:15.440 Mustafa Raja: I’d say, I’d say whatever you feel comfortable jumping on with, because, that way you can get familiar with the workflow, also. Okay.
317 00:26:15.570 ⇒ 00:26:17.869 Mustafa Raja: And you have a task, also.
318 00:26:17.870 ⇒ 00:26:18.230 Samuel Roberts: Yeah.
319 00:26:18.230 ⇒ 00:26:18.770 Mustafa Raja: And that’s….
320 00:26:18.770 ⇒ 00:26:22.699 Samuel Roberts: Okay, maybe I’ll grab the… so you think the Steelman we should just make a new agent for?
321 00:26:23.570 ⇒ 00:26:29.840 Mustafa Raja: How were you thinking about that? What I feel for Steelman is… Let me go back.
322 00:26:31.420 ⇒ 00:26:36.260 Mustafa Raja: Hmm… that might be overkill. Yeah, maybe a new, new agent.
323 00:26:36.790 ⇒ 00:26:43.970 Mustafa Raja: But I’m not sure if, if we should give the whole deck to it at once.
324 00:26:44.280 ⇒ 00:26:46.430 Mustafa Raja: We can, I’m not sure, though.
325 00:26:47.000 ⇒ 00:26:47.949 Samuel Roberts: You can get it.
326 00:26:47.950 ⇒ 00:26:54.939 Mustafa Raja: slide outline and, say, okay, review for each, each slide.
327 00:26:55.140 ⇒ 00:26:59.300 Samuel Roberts: Yeah, maybe… Hmm, okay. Maybe I’ll do….
328 00:26:59.300 ⇒ 00:27:15.880 Mustafa Raja: I’m just worried, I’m just worried that it might, you know, change the contents of the slide, but we can also make… make sure that it does not by only asking it to output the slide number and the… Yes.
329 00:27:15.880 ⇒ 00:27:22.119 Mustafa Raja: Tailman thing, and then later on, based on this slide number, we can merge the two… two out.
330 00:27:22.120 ⇒ 00:27:22.970 Samuel Roberts: That’s a good idea.
331 00:27:23.240 ⇒ 00:27:27.750 Samuel Roberts: Yeah, I think that makes the most sense. So do we want to add that after the whole orchestration happens?
332 00:27:27.750 ⇒ 00:27:29.469 Mustafa Raja: Yeah, yeah, we should do that.
333 00:27:29.470 ⇒ 00:27:29.990 Samuel Roberts: Sometime….
334 00:27:29.990 ⇒ 00:27:36.340 Mustafa Raja: The reason… the reason is, I know that it’s struggling with all of this already.
335 00:27:37.220 ⇒ 00:27:38.750 Samuel Roberts: Okay, let me… over.
336 00:27:38.750 ⇒ 00:27:40.060 Mustafa Raja: Too much output.
337 00:27:40.220 ⇒ 00:27:46.739 Samuel Roberts: Yeah, so after… let me… where am I? So, code 4 does what again? That’s just a markdown?
338 00:27:46.740 ⇒ 00:27:53.880 Mustafa Raja: converts… no, no, no, Code 4 converts this JSON into Markdown.
339 00:27:54.330 ⇒ 00:27:54.970 Samuel Roberts: Okay.
340 00:27:56.230 ⇒ 00:27:56.940 Mustafa Raja: No, no.
341 00:27:56.940 ⇒ 00:28:10.449 Samuel Roberts: Yeah, I should rename it JSON. I was just gonna say, I’ll just say, like, JSON… yeah, that’s exactly what I was gonna say. Okay, so then, we want to put it before that, probably, then, so I’ll add, like, another thing in there. Okay, yeah, let me play around with that and see what I can…
342 00:28:11.260 ⇒ 00:28:15.610 Samuel Roberts: Let’s see what I can do about that. Unless… yeah, let me, let me try. Okay.
343 00:28:15.610 ⇒ 00:28:26.289 Mustafa Raja: Yeah, over here, what, what I have done right now is the output is pinned, meaning that this won’t… this… this won’t run, this is going to…
344 00:28:26.290 ⇒ 00:28:39.350 Mustafa Raja: just use this output. Why I have done this is I was playing around with this, and it was meaningless to run it every time just to test if it’s.
345 00:28:39.350 ⇒ 00:28:40.060 Samuel Roberts: Oh, you’re right.
346 00:28:40.060 ⇒ 00:28:46.480 Mustafa Raja: Maybe you can use the same panel as I have over here.
347 00:28:46.530 ⇒ 00:28:50.959 Samuel Roberts: I’ve saved this, you can refresh to get the new contents.
348 00:28:51.300 ⇒ 00:28:54.879 Samuel Roberts: Okay, that’s what I was just… I was just refreshing, so let me jump back to the editor.
349 00:28:55.140 ⇒ 00:28:55.830 Samuel Roberts: ….
350 00:28:55.830 ⇒ 00:29:11.279 Mustafa Raja: Yeah, yeah, if you double-click on it, if you double-click on it, you can see that the data is pinned for test executions. Maybe you can use that, or if you’re feeling, you need new output, or you need to see a run happen.
351 00:29:11.410 ⇒ 00:29:14.470 Mustafa Raja: you can run it. Okay.
352 00:29:15.050 ⇒ 00:29:21.869 Mustafa Raja: I believe… I believe for the raw runs, you will need some files, right?
353 00:29:22.490 ⇒ 00:29:24.990 Samuel Roberts: Probably, yeah, I don’t have those yet, so….
354 00:29:27.870 ⇒ 00:29:30.820 Mustafa Raja: I… can I share these folders with you?
355 00:29:30.820 ⇒ 00:29:34.220 Samuel Roberts: You can probably drop them into s- Lack, maybe?
356 00:29:34.220 ⇒ 00:29:38.430 Mustafa Raja: Yeah, I’ll, I’ll, I’ll… let me see…
357 00:29:38.870 ⇒ 00:29:41.450 Mustafa Raja: I should be able to. Yeah, I think you should.
358 00:29:41.450 ⇒ 00:29:43.030 Samuel Roberts: I can attach somewhere.
359 00:29:43.370 ⇒ 00:29:43.940 Mustafa Raja: Yeah.
360 00:29:46.210 ⇒ 00:29:46.989 Samuel Roberts: Upload, yeah.
361 00:30:05.710 ⇒ 00:30:06.120 Samuel Roberts: Okay, great.
362 00:30:06.120 ⇒ 00:30:08.489 Mustafa Raja: Yeah, these are questionnaires.
363 00:30:12.320 ⇒ 00:30:16.689 Mustafa Raja: And then I’ll send the… What’s the other thing?
364 00:30:18.000 ⇒ 00:30:19.130 Samuel Roberts: the….
365 00:30:19.510 ⇒ 00:30:20.150 Mustafa Raja: Transcripts.
366 00:30:20.150 ⇒ 00:30:21.549 Samuel Roberts: transcripts, yep. Okay, great.
367 00:30:23.190 ⇒ 00:30:24.890 Mustafa Raja: transcripts….
368 00:30:27.950 ⇒ 00:30:29.210 Samuel Roberts: Okay, awesome, thank you.
369 00:30:29.460 ⇒ 00:30:38.389 Mustafa Raja: Yeah, and then later, for the human in the loop, we will need… I feel we need a totally different flow. …
370 00:30:39.250 ⇒ 00:30:41.209 Mustafa Raja: Yeah, we can talk about this later, though.
371 00:30:41.500 ⇒ 00:30:46.129 Samuel Roberts: Okay, yeah, let’s… let’s play around with that. I’ll work on the steelman now. What do you… what are you thinking?
372 00:30:47.000 ⇒ 00:30:49.599 Mustafa Raja: Yeah, I feel that I should check out this….
373 00:30:50.750 ⇒ 00:30:52.500 Samuel Roberts: Oh, the LLM is a judge, maybe?
374 00:30:52.500 ⇒ 00:30:53.410 Mustafa Raja: Yeah.
375 00:30:53.610 ⇒ 00:30:57.360 Samuel Roberts: Okay, yeah, that’s probably smart, because I haven’t touched Brain Trust yet, so that’s probably smarter.
376 00:30:59.290 ⇒ 00:31:00.319 Samuel Roberts: Okay, cool.
377 00:31:01.470 ⇒ 00:31:04.089 Samuel Roberts: Alright, I’m gonna work on that then. Alright, sounds good.
378 00:31:04.660 ⇒ 00:31:08.200 Samuel Roberts: Let me… let me dive in here, alright.
379 00:31:09.130 ⇒ 00:31:10.239 Samuel Roberts: Oh my god.
380 00:31:10.240 ⇒ 00:31:12.300 Mustafa Raja: Yeah, let me know if you want to stay on meeting.
381 00:31:12.650 ⇒ 00:31:13.360 Mustafa Raja: For the.
382 00:31:13.360 ⇒ 00:31:13.750 Samuel Roberts: Muhammad.
383 00:31:13.750 ⇒ 00:31:14.440 Mustafa Raja: think.
384 00:31:14.440 ⇒ 00:31:23.310 Samuel Roberts: Yeah, maybe I will, … that’s probably smart. Let’s jump off, and we’ll just stay on Slack, and then if we jump… if I have questions or something, and I can’t figure it out, we can jump in.
385 00:31:23.440 ⇒ 00:31:24.600 Mustafa Raja: Yay. But….
386 00:31:24.610 ⇒ 00:31:27.189 Samuel Roberts: I think it’s probably good, and I’ll jump into the Steelman stuff.
387 00:31:27.980 ⇒ 00:31:30.019 Mustafa Raja: Okay, okay. Alright, see you soon.
388 00:31:30.240 ⇒ 00:31:31.390 Samuel Roberts: Yes, thank you.
389 00:31:31.550 ⇒ 00:31:33.080 Mustafa Raja: Thank you. Have a good day.
390 00:31:33.260 ⇒ 00:31:33.860 Samuel Roberts: You too.