Meeting Title: Brainforge Team Proof of Concept Sync Date: 2026-04-15 Meeting participants: Miranda Wen, Pranav Narahari


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1 00:01:54.890 00:01:55.890 Pranav Narahari: Hey, Miranda.

2 00:01:58.810 00:02:00.480 Miranda Wen: Hi! Hi, Brenda.

3 00:02:01.360 00:02:02.399 Pranav Narahari: How’s it going?

4 00:02:02.620 00:02:11.499 Miranda Wen: I’ve been good. Yeah, I was, like, looking into the premium model, is it because, like, your curse is, like, a premium, like, or higher tier?

5 00:02:11.850 00:02:15.250 Miranda Wen: So I don’t have, like, premium model in my setting.

6 00:02:15.860 00:02:18.190 Pranav Narahari: Really? Okay.

7 00:02:18.190 00:02:21.590 Miranda Wen: I can share a screen. I will ask them, yeah.

8 00:02:31.560 00:02:33.809 Pranav Narahari: I’m not seeing… are you sharing your screen right now?

9 00:02:33.810 00:02:35.089 Miranda Wen: I’m, I’m sharing, yeah.

10 00:02:35.090 00:02:39.390 Pranav Narahari: Oh, okay, okay. Yeah, because I’m having some issues with Zoom, that’s why. Okay, perfect, yeah, I can see now.

11 00:02:40.170 00:02:43.209 Miranda Wen: Yeah, so I… I went to the app models.

12 00:02:44.260 00:02:48.480 Miranda Wen: And it literally went through, like, all of them, I didn’t see it, and even it went.

13 00:02:49.870 00:02:51.930 Miranda Wen: It’s just not showing up.

14 00:02:53.100 00:03:01.600 Pranav Narahari: Interesting. Yeah, like, cursor’s kind of been buggy for me, too, like, I haven’t been able to even use the auto model.

15 00:03:01.600 00:03:02.760 Miranda Wen: Oh, really?

16 00:03:02.760 00:03:03.560 Pranav Narahari: Yeah.

17 00:03:03.740 00:03:11.329 Pranav Narahari: So, okay, I’m… I can definitely sit on my end. I can maybe share my screen.

18 00:03:11.780 00:03:12.440 Miranda Wen: Alright, cool.

19 00:03:14.660 00:03:19.319 Miranda Wen: So for this kind of issue, like, should I create, like, a linear ticket, or…

20 00:03:21.490 00:03:24.780 Pranav Narahari: For this type of issue, yeah, it’s a good question.

21 00:03:24.780 00:03:27.959 Miranda Wen: Or should I ask them platform or Springforce team?

22 00:03:29.010 00:03:45.209 Pranav Narahari: Yeah, I would just ask him platform, and then maybe even… that’s… it’s honestly a good question. I think there should probably be tickets assigned to that, because there’s just gonna be a lot more usage, there’s probably gonna be, like, more bugs that are being found, as, like, in the next coming weeks, so…

23 00:03:45.530 00:03:53.920 Pranav Narahari: Yeah, maybe just, like, as part of your message, you can just ask them, hey, is there a… should I create a request for this somewhere?

24 00:03:53.920 00:03:55.340 Miranda Wen: Mmm, I see, okay.

25 00:03:55.500 00:03:57.440 Pranav Narahari: I do think that’s a better process, yeah.

26 00:03:57.440 00:03:58.489 Miranda Wen: Cool, cool, cool.

27 00:04:07.330 00:04:09.679 Pranav Narahari: One sec… I just started using…

28 00:04:09.970 00:04:16.060 Pranav Narahari: Zoom desktop, so it’s, like, asking me to, like, update my permissions and everything.

29 00:04:16.380 00:04:17.610 Miranda Wen: No worries.

30 00:04:19.790 00:04:22.469 Pranav Narahari: Okay, it’s ask… okay, never mind.

31 00:04:22.610 00:04:25.210 Pranav Narahari: Let me just… it’s asking me to, like, restart.

32 00:04:25.830 00:04:27.529 Pranav Narahari: I’ll just send you a screenshot.

33 00:04:36.450 00:04:38.740 Pranav Narahari: Yeah, I just sent you a screenshot on Slack.

34 00:04:47.820 00:04:50.440 Miranda Wen: Oh, I see it, it’s, like, on top for you.

35 00:04:50.970 00:05:01.179 Pranav Narahari: Yeah, not sure why, yeah, for you, on, like, the top toggles, like, you have two other ones, and I only have max mode.

36 00:05:02.140 00:05:03.050 Miranda Wen: Yeah.

37 00:05:03.050 00:05:03.700 Pranav Narahari: Yeah.

38 00:05:04.970 00:05:10.429 Pranav Narahari: Anyways, I’m also probably gonna start using open code for most of my stuff.

39 00:05:10.570 00:05:11.230 Pranav Narahari: So…

40 00:05:11.230 00:05:12.270 Miranda Wen: Oh, okay.

41 00:05:12.270 00:05:15.150 Pranav Narahari: Yeah, and yeah, I mean…

42 00:05:15.400 00:05:22.770 Pranav Narahari: I think you… like, that, research document that you put together was, like, honestly super informative, like, I learned a lot of stuff there.

43 00:05:24.080 00:05:33.520 Pranav Narahari: I think, if you just want to do, like, the same… my only concern, right, is, like, with premium, it’s saying it’s doing a lot of things under the hood,

44 00:05:33.970 00:05:39.959 Pranav Narahari: you know, as you saw with the composer, like, that’s kind of cap, right?

45 00:05:39.960 00:05:40.280 Miranda Wen: Yeah.

46 00:05:40.280 00:05:45.919 Pranav Narahari: They’re just kind of saying that as a marketing thing, and then it’s really just, using an open weight model.

47 00:05:46.240 00:05:50.800 Miranda Wen: Yeah. I think they’ll be lost to Serana, for sure.

48 00:05:50.800 00:05:53.430 Pranav Narahari: Yeah, yeah. So…

49 00:05:53.580 00:06:06.439 Pranav Narahari: I think what… I think what we should just do, just to do our due diligence, and I talked to Bea about this for, like, our client projects as well, is when we’re coming up with…

50 00:06:07.350 00:06:17.929 Pranav Narahari: we should just do more proof of concepts and evaluations, just to, like, prove our point. And I think this is, like, a great example of, like, where we could do that.

51 00:06:18.170 00:06:19.680 Pranav Narahari: there’s certain…

52 00:06:19.850 00:06:28.640 Pranav Narahari: skills, right, for example, that are getting a lot of usage. Let’s probably just, like, go with the top 10 of those, run them with both the…

53 00:06:28.930 00:06:36.350 Pranav Narahari: API, as well as just Premium versus Composer 2.

54 00:06:36.650 00:06:42.720 Pranav Narahari: And then you can use, like, LLM as a judge, just to, like, confirm that all three of them are basically the same.

55 00:06:43.270 00:06:44.320 Miranda Wen: Mmm.

56 00:06:44.320 00:06:44.990 Pranav Narahari: Yeah.

57 00:06:44.990 00:06:51.790 Miranda Wen: I’m curious, like, if you had experience on, like, when we use OM to judge, like, which OM should we use?

58 00:06:53.070 00:06:55.329 Pranav Narahari: I would say probably just, like.

59 00:06:58.180 00:07:02.929 Pranav Narahari: That’s a good question. I think for this, since it’s just, like, a one-time use, you wanna…

60 00:07:02.940 00:07:10.290 Pranav Narahari: you don’t really care about execution time, like, if it takes longer, but it’s gonna be more thorough, that’s better.

61 00:07:10.300 00:07:24.939 Pranav Narahari: Also, since you’re comparing the output of… from 3 different models, you may want to have… you need to make sure you have, like, a large enough context window, which shouldn’t be an issue, honestly.

62 00:07:26.670 00:07:34.950 Pranav Narahari: Yeah, there’s… if you do, like, a quick search, I bet it’ll give you, like, some advice on which model to choose. Probably, like, some…

63 00:07:36.170 00:07:41.679 Pranav Narahari: like, either, like, Claude, Sonnet, or, or Opus, potentially.

64 00:07:41.860 00:07:44.160 Miranda Wen: Mmm, okay, okay, yeah, we’ll look into that.

65 00:07:44.350 00:07:45.459 Miranda Wen: Cool, yeah.

66 00:07:49.070 00:07:54.769 Miranda Wen: Yeah, I feel that… yeah, I feel that’s definitely, like, a proof of concept we can easily implement.

67 00:07:55.360 00:08:04.010 Pranav Narahari: Yeah, and I think with Cursor, you should be able to build that script with no problem. Let me know if you have any issues with that, but it should be pretty smooth.

68 00:08:04.520 00:08:05.990 Miranda Wen: Okay, gotcha.

69 00:08:06.170 00:08:07.480 Pranav Narahari: Yeah.

70 00:08:07.630 00:08:08.340 Pranav Narahari: Yeah.

71 00:08:08.340 00:08:09.909 Miranda Wen: Yeah, you go ahead, you go ahead.

72 00:08:10.320 00:08:25.700 Pranav Narahari: I just… I noticed, too, I didn’t get to them yet, but you sent, like, two other links for, like, the refined project plan, and then just, like, I think the other doc was just, like, all the comments that, you’ve, you’ve addressed, so… yeah, I’ll take a look at that as well, and maybe…

73 00:08:25.740 00:08:31.059 Pranav Narahari: If you want, maybe tomorrow we can have, like, another, like, quick call to just go over anything, and…

74 00:08:31.240 00:08:36.600 Pranav Narahari: if we even need the call, I’ll probably just try to, like, give you that, feedback async as well.

75 00:08:36.789 00:08:40.679 Miranda Wen: Okay, okay, yeah, yeah, yeah. Toshin Common works, for sure, yeah.

76 00:08:41.000 00:08:42.209 Pranav Narahari: Cool. Cool, cool.

77 00:08:43.150 00:08:50.349 Miranda Wen: Okay, cool, thank you so much for now, like, this is really helpful. Oh, sorry, another question is, like, right now I was thinking, like.

78 00:08:50.720 00:09:00.179 Miranda Wen: Like, first, do you have, like, do you think, like, how many… number of times we should run, or how many skills we should run when we are doing this, like, proof of concept would be, like…

79 00:09:00.350 00:09:04.670 Miranda Wen: Like, legit, like, we can justify it, we’re enough to justify that.

80 00:09:05.250 00:09:07.819 Pranav Narahari: Yeah, that’s a good question.

81 00:09:12.190 00:09:13.349 Pranav Narahari: I, like…

82 00:09:14.320 00:09:21.219 Pranav Narahari: to be honest, maybe, like, 2 or 3 per skill, right? And I feel like that’s really thorough, like…

83 00:09:21.220 00:09:21.600 Miranda Wen: Yeah.

84 00:09:21.600 00:09:26.249 Pranav Narahari: even if you just did it once per skill, like, that’s really good data.

85 00:09:28.160 00:09:40.500 Pranav Narahari: what you could… what I think is also interesting is you can ask Cursor, or… yeah, probably cursor, which skills, like, rank these skills based on, like,

86 00:09:41.250 00:09:42.660 Pranav Narahari: complexity.

87 00:09:43.160 00:09:44.240 Miranda Wen: Mmm, no.

88 00:09:44.420 00:09:45.180 Pranav Narahari: So, like…

89 00:09:45.420 00:09:53.400 Pranav Narahari: You’re, you know, you can get a couple, like, you can use a couple of the skills from the low complexity, bucket, a few from the medium, a few from the high.

90 00:09:54.680 00:09:57.759 Pranav Narahari: I think that’ll be really good to see as well.

91 00:09:58.320 00:10:01.460 Miranda Wen: Gotcha, got you. Cool, cool, cool. Yeah.

92 00:10:01.570 00:10:08.290 Miranda Wen: Cool, I think that’s, like, really, really helpful. Yeah, I should… yeah, I will learn from Cursor on, like, how to implement that.

93 00:10:08.920 00:10:09.620 Miranda Wen: Cool.

94 00:10:09.620 00:10:10.260 Pranav Narahari: Yeah.

95 00:10:10.720 00:10:15.160 Miranda Wen: Yeah, then… Yeah.

96 00:10:15.160 00:10:24.619 Pranav Narahari: Also, talking to B about which skills are getting the most amount of usage is gonna be helpful as well, because I think at the end of the day, right, like, Utam…

97 00:10:24.850 00:10:29.889 Miranda Wen: The thing, I asked B this question before, and B told me, like, they couldn’t track, like, which.

98 00:10:29.890 00:10:30.740 Pranav Narahari: Oh…

99 00:10:30.740 00:10:36.220 Miranda Wen: They can only track, like, which model being used the most, but that’s all they have, the data.

100 00:10:36.630 00:10:37.829 Pranav Narahari: Oh, that’s annoying.

101 00:10:37.830 00:10:38.470 Miranda Wen: Yeah.

102 00:10:38.470 00:10:42.000 Pranav Narahari: Telling me about how that doesn’t track that much, so… okay.

103 00:10:44.680 00:10:56.769 Miranda Wen: Okay, cool, yeah, but I think this is, like, really helpful. Cool. And, yeah, I would just, like, put a placeholder, maybe the same time tomorrow this time, but if you think non-aster, just let me know, yeah.

104 00:10:57.010 00:11:11.709 Pranav Narahari: Yeah, we can have that meeting. Maybe also on the usage thing, if you want to just, like, create a quick, like, poll in Slack, or something for just, like, all the skills, I don’t know, actually, there may be too many skills, I don’t know.

105 00:11:12.140 00:11:14.630 Miranda Wen: Oh, yeah, just I have, like, a list of skills.

106 00:11:15.040 00:11:27.800 Pranav Narahari: Yeah, if there’s… and then you can just, like, have people react to the ones that they’re using. If there’s too many skills, there may be, like, you know, over, like, 100 or something. If that’s the case, then maybe you can just, like, start a thread, and then, you know…

107 00:11:28.080 00:11:34.709 Pranav Narahari: People can just, like, write the skills that they’re using, and then in that thread, and then you can do evals specifically on those as well.

108 00:11:35.230 00:11:39.380 Miranda Wen: Gotcha, gotcha. Oh, okay, that sounds like a good idea, yeah, I haven’t thought about that, yeah.

109 00:11:39.510 00:11:40.260 Pranav Narahari: Yeah.

110 00:11:41.030 00:11:45.329 Miranda Wen: Yeah, for that, it should be done in the team, right? The team channel.

111 00:11:46.560 00:11:49.340 Pranav Narahari: Yeah, probably Brainforge Team is the best place for that.

112 00:11:49.340 00:11:52.539 Miranda Wen: Okay, cool, cool, cool. Okay, thank you so much for now, it’s really helpful.

113 00:11:52.540 00:12:00.319 Pranav Narahari: Yeah, totally. Cool, we can, yeah, let me know if you need anything else, but I also wanted to ask you, well, this is your third week now, right?

114 00:12:00.320 00:12:01.630 Miranda Wen: Yes, yes.

115 00:12:01.630 00:12:04.370 Pranav Narahari: Cool. And how are things going overall?

116 00:12:04.770 00:12:23.389 Miranda Wen: Yeah, I think it’s been going pretty well. I think I do, like, collective feedback from, Uten before, like, he was not really happy with my async communication skills, so I’m, like, trying to work on that and be more active in platform in general.

117 00:12:23.390 00:12:24.090 Pranav Narahari: Okay.

118 00:12:24.280 00:12:36.669 Pranav Narahari: Cool. Yeah, it takes a minute, I don’t… you know, like… but, you know, with that project plan, I think I was, like, super impressed. I think also, like, with the research that you just did, too, like.

119 00:12:36.730 00:12:45.750 Pranav Narahari: I think that’s the type of work that Utam really appreciates, everybody else really appreciates. And then, yeah, just…

120 00:12:45.860 00:12:51.110 Pranav Narahari: probably, like, with acing skills, it’s kind of just, like, speed to response, probably.

121 00:12:51.380 00:12:56.729 Pranav Narahari: And then also, like, effectively just describing everything that you’re working on.

122 00:12:57.090 00:12:57.750 Miranda Wen: Yeah.

123 00:12:58.000 00:13:05.290 Pranav Narahari: Yeah, but, you know, so first couple weeks, you’re just kind of learning the ropes, like, about how we do things here, right, specifically, so…

124 00:13:05.510 00:13:09.469 Pranav Narahari: the… I think that’s… that’s actually good feedback that he’s… that he’s giving you.

125 00:13:09.900 00:13:12.580 Miranda Wen: Yes, yes, definitely. Yeah.

126 00:13:12.970 00:13:26.419 Miranda Wen: Yeah, I kind of assume, like, by default, like, everything I post on the platform, like, even if he didn’t react home or anything, like, he’d probably, like, take a look of everything, or should I, like, promote, like, my visible… my work visibility better?

127 00:13:28.030 00:13:33.569 Pranav Narahari: Yeah, so… Mmm, I noticed, like, you’re… you tagged me.

128 00:13:34.230 00:13:41.540 Pranav Narahari: And I don’t know in the past if you had been tagging people, but I always just tag people, even if it’s just, like, overkill.

129 00:13:42.390 00:13:44.129 Pranav Narahari: Yeah, I try to do that.

130 00:13:44.480 00:13:52.559 Pranav Narahari: Even… so, I know Utam, he mutes chats, right? Because there’s no way for him to, like…

131 00:13:52.760 00:14:08.229 Pranav Narahari: because he’s in every single channel, there’s no way for him to actually effectively, like, look into every single small thing to, like, get his own updates. And so he probably has it on a certain, like, notification level, where, like, if he is added on a certain thing, then…

132 00:14:08.640 00:14:11.179 Pranav Narahari: he will look into it.

133 00:14:11.520 00:14:27.870 Pranav Narahari: Now, he also will unmute chats, maybe, like, say if things aren’t… like, he wants to keep, like, closer… closer visibility, like, he’ll just unmute it. But I think if you’re like, Uten needs to see this, don’t just put it in a channel that he’s in, also tag him.

134 00:14:28.130 00:14:30.129 Miranda Wen: Okay, okay.

135 00:14:30.350 00:14:30.880 Miranda Wen: Yeah.

136 00:14:30.880 00:14:32.479 Pranav Narahari: Does that kind of answer your question, or are you, like.

137 00:14:32.480 00:14:34.840 Miranda Wen: Yeah, yeah, that answers my question, yeah.

138 00:14:34.990 00:14:35.910 Pranav Narahari: Okay, cool.

139 00:14:36.060 00:14:40.030 Miranda Wen: Okay, cool. Yeah, thank you, Springo, that’s… that’s helpful, yeah.

140 00:14:40.030 00:14:41.330 Pranav Narahari: Yeah, totally, no problem.

141 00:14:41.710 00:14:47.840 Miranda Wen: Well, yeah, I will send you a calendar… Invite right now, and…

142 00:14:48.360 00:14:50.830 Miranda Wen: Let’s see if it’s necessary for tomorrow, yeah.

143 00:14:52.890 00:14:57.949 Pranav Narahari: A what invite? Oh, another calendar invite? Yeah, yeah. Perfect, that works.

144 00:14:58.180 00:15:00.379 Miranda Wen: Okay, thank you so much for now, yeah.

145 00:15:00.570 00:15:02.239 Pranav Narahari: Cool. Thanks, Miranda. Talk soon.

146 00:15:02.240 00:15:03.990 Miranda Wen: Perfect. See you, have a great day.

147 00:15:03.990 00:15:04.990 Pranav Narahari: See ya, you too.