Mar 29, 2026 Enterprise Brain Scrum - Transcript 00:00:00 Yeshwanth Reddy Yerraguntla: Hi Raj, Rajashekar G: Hi, good Yeshwanth Reddy Yerraguntla: good Rajashekar G: morning. Yeshwanth Reddy Yerraguntla: morning. Rajashekar G: That's not joining. Yeshwanth Reddy Yerraguntla: weekend. Rajashekar G: Yo, Yeshwanth Reddy Yerraguntla: Did you see the handbook? Rajashekar G: Lu. Yeshwanth Reddy Yerraguntla: Yeah, I will. I don't know like we are in the middle of a project so I'm still seeing how to enforce it on intermediate repos. Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: Hopefully by next week we'll have a solution. Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: Yeah, mainly Jira sorry Dak can now directly talk to Jira G and uh do all the basic stuff. Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: Let's wait two more minutes and we can start now like if anyone Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: joins you using the same key like the enterprise brand building key light. Yeshwanth Reddy Yerraguntla: I'm using uh the key given to me. Yeah. Rajashekar G: So actually everybody everybody is using that key only and uh on uh Friday night it was $80 overall usage. Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: Right now it is $84.5. 00:03:39 Yeshwanth Reddy Yerraguntla: The thing is I didn't use it in the weekend and I I stopped using uh the key over the week over one week since uh I'm using local LLM to work Rajashekar G: But it is the $4.5 is consumed. Yeshwanth Reddy Yerraguntla: where is it coming from was were you able to figure Rajashekar G: Just try to see lighter was down. Let it up. Yeshwanth Reddy Yerraguntla: Mhm. 29th. Yeah, Rajashekar G: 29th. Yeshwanth Reddy Yerraguntla: that one thing $4.4 third row embedding Rajashekar G: Yes. Yeshwanth Reddy Yerraguntla: consumed it. Is it because optin Rajashekar G: 29 might be using Yeshwanth Reddy Yerraguntla: people Rajashekar G: it. Yeshwanth Reddy Yerraguntla: interesting? Why will they do that? Load testing tells no. I know that. But why will they use this key? Rajashekar G: I need to ask once who who are all working on that. Yeshwanth Reddy Yerraguntla: Rahul Manisha Prabhakar Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: also Rajashekar G: Okay. So actually uh you told me right Anna like uh we will generate keys with the usernames uh I haven't started 00:05:29 Yeshwanth Reddy Yerraguntla: right Rajashekar G: that. So if we do that like in everybody's locals we will be having that key Yeshwanth Reddy Yerraguntla: First thing is you have to invalidate all the old keys and then give one key Rajashekar G: right. Yeshwanth Reddy Yerraguntla: to every person because without Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: invalidation uh you can't enforce Rajashekar G: Sure. So, uh I think will that be the better tracking or project level tracking is Yeshwanth Reddy Yerraguntla: 100% 100% like just now right we didn't know we Rajashekar G: good. Yeshwanth Reddy Yerraguntla: we still don't know who used Rajashekar G: Okay. Sure. Now uh we can start. Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: So actually on the previous day design team has given us some designs. So over the weekend like uh I asked team to uh lift and shift and do that uh into our enterprise brain application. So Amulia did this part. Yeshwanth Reddy Yerraguntla: Let's get Rajashekar G: This is the landing screen they are giving. Hello Yeah. Yeshwanth Reddy Yerraguntla: Sorry, I got Yeah. 00:06:45 Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: So this one is implemented in our enterprise vin front end folder right now and uh she made some changes in the back end also to Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: communicate with it uh over 8010 port or something. Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: So right now it is not running in my local I'll just uh check with her once we were in office and uh they have given some visualizations also in the Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: design. So using plotly harsh developed this in the same Yeshwanth Reddy Yerraguntla: Mhm. Mhm. Oh, Rajashekar G: UI kind of this uh UI only he has built Yeshwanth Reddy Yerraguntla: super. Okay. Rajashekar G: some components and dummy data mock data. Yeshwanth Reddy Yerraguntla: I see that LLM is still not talking to Rajashekar G: So we need to figure yes only front end will be having this Yeshwanth Reddy Yerraguntla: it. Rajashekar G: component. Yeshwanth Reddy Yerraguntla: Okay, Rajashekar G: We need to understand how we need to inject the data using agent to this. Yeshwanth Reddy Yerraguntla: I see. 00:07:40 Rajashekar G: So that we need to work on this today as the first priority from the UI side. Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: So we conquer this like this will be the one of the delivery for our Wednesday and the main other part is like Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: uh the data part uh we need to understand the data and ingest into an SQL database and we need to NLPSQL part. I asked Ablash to set up NLP to SQL agent as a data source agent. Uh I'll ask him like what is the status today and Baban Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: will update us regarding the data right now. That is it. As of now we are Phawhan Saii Gajjalakonda: What a good morning. Rajashekar G: there. Vara Kumar Jagarapu: I think it's money. Phawhan Saii Gajjalakonda: Uh actually uh what was like in the couple of in the documents a we have multiple sheets right? So we were like I was asked to look into one sheet like we were targeting as of now one sheet this uh in commercial management there is uh early warnings right no one I'll 00:08:52 Rajashekar G: Are you sharing the screen? Phawhan Saii Gajjalakonda: share Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: visible. Phawhan Saii Gajjalakonda: you can see my screen so in this commercial management we were targeting this this sheet actually. So, uh early warning creditions. So, so I made an attempt to understand these documents. Okay. I mean what are all these documents with uh with claude I have tried with cloud. So it gave me uh some definitions for these and where like mentioning some of the docu some of Yeshwanth Reddy Yerraguntla: Okay. Phawhan Saii Gajjalakonda: the data data sets and where some are the uh act uh reports which are derived from the actual data datas. So then I was as then I asked it to generate some uh like equivalent uh tables with relations. So we uh and then we have scripts. Okay, these tables are uh for these one sheet we have couple of tables ready. Yeshwanth Reddy Yerraguntla: up. Phawhan Saii Gajjalakonda: So we have to insert the data into these tables and then we have to check to NL scale 00:10:02 Yeshwanth Reddy Yerraguntla: Okay. Phawhan Saii Gajjalakonda: and check uh and uh and then but these this schema is not Yeshwanth Reddy Yerraguntla: Okay. Phawhan Saii Gajjalakonda: giving any uh information to the agent um with user perspective Yeshwanth Reddy Yerraguntla: H about what is in the what what is what is the Phawhan Saii Gajjalakonda: right what is what this column is and so I again ask cloud Yeshwanth Reddy Yerraguntla: business implication? Phawhan Saii Gajjalakonda: to give those stuff like what is the context so I have this context so for Yeshwanth Reddy Yerraguntla: Okay. Phawhan Saii Gajjalakonda: each table uh there's um columns and then column uh like comments for given the columns it will actually what are all what is stored in these tables. Yeshwanth Reddy Yerraguntla: Okay. Phawhan Saii Gajjalakonda: Okay. So so here uh like again I asked the like we have the Yeshwanth Reddy Yerraguntla: Understood. Phawhan Saii Gajjalakonda: system prompt and then uh schema with the definition ready. We have to we have to then we also have the DDL scripts. So we have uh insert the like create the tables insert the data and check with this uh prompt. 00:11:05 Phawhan Saii Gajjalakonda: So this is to done now this my was this is what I produced till now to done Yeshwanth Reddy Yerraguntla: One second. Phawhan Saii Gajjalakonda: was we have to test the SQL with Yeshwanth Reddy Yerraguntla: Sure. Sure. Sure. Phawhan Saii Gajjalakonda: this Yeshwanth Reddy Yerraguntla: I want to first understand application context. This database supports commercial contract man function of major industrial. The project has two primary work areas. First sentence itself I want to read it again. This database supports commercial and contract management function of a major industrial construction project governed by NC4. Okay. Yeah. LLM will be able to understand what is going on under NC4 must raise aer warning. Okay. It is logged notification fine. Language is fine. Yeah. Go ahead and test it. Vara Kumar Jagarapu: Yeah. Phawhan Saii Gajjalakonda: uh like once we I will once I'm in office I will do it or Vara Kumar Jagarapu: Uh two few talk. 00:12:04 Yeshwanth Reddy Yerraguntla: Ch Phawhan Saii Gajjalakonda: not. Vara Kumar Jagarapu: Yeah. So actually like we had a discussion having we had a call with Yeshwanth Reddy Yerraguntla: bro. Vara Kumar Jagarapu: the client side. So I think or someone is there and uh uh on that call like we arrived to uh come with some use cases uh couple of use cases Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: on top of it like we have to demo for that particular use case and so like we listed down five use cases actually based on the uh this data Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: what we can be demoed uh on that like it is not final but yeah the starting Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: point would be like whatever the common is working on. Uh you understood there are multiple sheets right? Yeshwanth Reddy Yerraguntla: Understood. True. That is true. Vara Kumar Jagarapu: Uh yeah. So one more concept we got is like uh yeah he said a couple of points one is data source tables as well as reports. 00:13:04 Yeshwanth Reddy Yerraguntla: data source tables and report screens. Vara Kumar Jagarapu: uh the subsets are like plain data that that will be just uh having a data and the report screen in the sense Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: like which we derive some insights or something from the from the data. Phawhan Saii Gajjalakonda: actually Yeshwanth Reddy Yerraguntla: More like a dashboard. Vara Kumar Jagarapu: Uh yes for example like if you see weekly report you will be having some pivot tables Phawhan Saii Gajjalakonda: this is the red actually data. Vara Kumar Jagarapu: or something right? Phawhan Saii Gajjalakonda: So this is der you can see here Yeshwanth Reddy Yerraguntla: Yeah. Vara Kumar Jagarapu: Yeah. Phawhan Saii Gajjalakonda: column Vara Kumar Jagarapu: Yeah. So what we thought of doing like also goal are included there and we just want to dump this first of plain tables into SQL with the same names like as we have in the uh Yeshwanth Reddy Yerraguntla: Heat. Vara Kumar Jagarapu: column names right considering as a one to one mapping to the database the column names and here are the column names and and after that the reports right what are we what are we deriving so based on that we we need to derive like what we can get from this data Those can be kind of instructions or something the initial instructions for our use cases what we can direct. 00:14:15 Vara Kumar Jagarapu: So in that way like we just want to proceed. Yeah I just want to give that Yeshwanth Reddy Yerraguntla: If I understand correctly, what you're saying is we identified five use cases. Vara Kumar Jagarapu: picture. Yeshwanth Reddy Yerraguntla: All now come up with is first we'll inject the data into SQL and then we'll come up with those questions which will answer those use cases. Vara Kumar Jagarapu: No use cases are different which I we are not focusing on on all five use case we are focusing on only one area okay because like Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: uh we we don't want to give everything at one go to the client we just want to give a part Yeshwanth Reddy Yerraguntla: Okay. Okay. Okay. Okay. So, Vara Kumar Jagarapu: of uh uh Yeshwanth Reddy Yerraguntla: so this entire data will cover only one use case is what you're saying. Okay. Vara Kumar Jagarapu: yes Yeshwanth Reddy Yerraguntla: And in that one use case, we'll have any number of questions they can ask relevant to that use case. 00:15:02 Vara Kumar Jagarapu: uh Yes. Yeshwanth Reddy Yerraguntla: Okay, got Vara Kumar Jagarapu: Yeah. Yeshwanth Reddy Yerraguntla: it. Vara Kumar Jagarapu: Yeah. Uh that is the point. Maybe I can share some doc if you can give me a minute to give big picture so we can take decisions on top of it. Just give me a second. Watch the drink or something. So if you see here we have some data. Yeah. So these are the five areas uh we're Yeshwanth Reddy Yerraguntla: I'm biased. Vara Kumar Jagarapu: concentrating. Yeshwanth Reddy Yerraguntla: You should put all of these in Vasa. Vara Kumar Jagarapu: Yeah, we need to keep it. Yeshwanth Reddy Yerraguntla: There's no point in using Google Docs Vara Kumar Jagarapu: Yeah. Uh see why they have used. Yeshwanth Reddy Yerraguntla: anymore. Vara Kumar Jagarapu: So they're trying to discuss with Jimny directly from here. That's why they kept it here. Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: So whatever here is there this is also via document they kept here to discuss like with Germany it might be little east to them that that's why they thought of keeping everything here 00:17:16 Yeshwanth Reddy Yerraguntla: Yes. Okay. Vara Kumar Jagarapu: that's it. Yeshwanth Reddy Yerraguntla: But once it is finalized or Vara Kumar Jagarapu: Okay they're still using Gemini Yeshwanth Reddy Yerraguntla: Then Vara Kumar Jagarapu: to go into more depth. Yeah I understood whatever you're saying. Yeshwanth Reddy Yerraguntla: got it. Vara Kumar Jagarapu: We need to keep everything. Yeshwanth Reddy Yerraguntla: Okay. Vara Kumar Jagarapu: Yeah. So these are the five areas actually uh fat like Yeshwanth Reddy Yerraguntla: Yeah. Vara Kumar Jagarapu: uh uh he's going to say us like exactly what area we need to concentrate but yeah uh we suggested this contract and is there right so that is what we are intending as a priority but yeah finally that Yeshwanth Reddy Yerraguntla: I Vara Kumar Jagarapu: call will be taken by pager only you Yeshwanth Reddy Yerraguntla: Remember, Vara Kumar Jagarapu: understand so based on key is starting from that point so that if there deviation again we'll be going to other ship but yeah that is the top level that I just want to give you and this one I think I'm just checking if I can give you access to 00:18:26 Yeshwanth Reddy Yerraguntla: Yeah. Vara Kumar Jagarapu: Can I see like if you are able to open? Yeshwanth Reddy Yerraguntla: Yeah. I received Vara Kumar Jagarapu: Okay. Yeshwanth Reddy Yerraguntla: Pan what I suggest is uh uh don't try to Phawhan Saii Gajjalakonda: No. Yeshwanth Reddy Yerraguntla: integrate directly into enterprise brain right now. Generate the SQL. Okay, Phawhan Saii Gajjalakonda: Okay. Yeshwanth Reddy Yerraguntla: you generate the DB, you give the full schema to uh what's it uh to some copilot in VS code only. Just say this is the schema like you can attach a file right in conversation. So give the schema give the DB connection uh username password all those Phawhan Saii Gajjalakonda: Oh, Yeshwanth Reddy Yerraguntla: things or don't give username password just give it a raw uh function to connect to SQL and uh execute SQL queries so that it can get back the data. Phawhan Saii Gajjalakonda: okay. Yeshwanth Reddy Yerraguntla: So what I'm saying is once you simulate in copilot whether this prompts SQL is working or not properly once it once you know it is working only then you go to implementing in enterprise brain that 00:20:03 Phawhan Saii Gajjalakonda: Okay. Yeshwanth Reddy Yerraguntla: is how you will know if there is any problem with SQL prompt and there itself you can ask chargot to update Phawhan Saii Gajjalakonda: Okay. Yeshwanth Reddy Yerraguntla: Make sense? Phawhan Saii Gajjalakonda: Oh, Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: So you're saying we need to have the questions also right now. Yeshwanth Reddy Yerraguntla: Uh 100%. Yeah. Phawhan Saii Gajjalakonda: heat. Vara Kumar Jagarapu: Yeah, th those questions right uh like those will be derived mostly from the reports screen Rajashekar G: Okay. Vara Kumar Jagarapu: report sheets. Did you get my points question? Phawhan Saii Gajjalakonda: Hello. Yeshwanth Reddy Yerraguntla: I got the point. So Raj Shaker and Pawan can use that document to get those questions. The drive that V shared, right? Va do they have the Rajashekar G: Yeah. Yeshwanth Reddy Yerraguntla: documents? Vara Kumar Jagarapu: I think I can give the files. Most of the file they have already but yeah this Yeshwanth Reddy Yerraguntla: You can give Phawhan Saii Gajjalakonda: Can you please share the Yeshwanth Reddy Yerraguntla: it 00:21:12 Vara Kumar Jagarapu: yeah I'll do Rajashekar G: f***. Phawhan Saii Gajjalakonda: screen? Vara Kumar Jagarapu: but yeah I don't change it because like they are also working parally but Yeshwanth Reddy Yerraguntla: I'm sure. Vara Kumar Jagarapu: yeah I think Yeshwanth Reddy Yerraguntla: Yeah. Nothing sensitive, right? Nothing. No price or anything. Vara Kumar Jagarapu: nothing sensitive. Yeshwanth Reddy Yerraguntla: Okay, Vara Kumar Jagarapu: Yeah. Yeshwanth Reddy Yerraguntla: then it's fine. Vara Kumar Jagarapu: Yeah. Okay, let me send you that. Not asking for permissions. Rajashekar G: I'll check. Vara Kumar Jagarapu: Okay. Whether you got permissions or not, I'm not sure. But yeah, Rajashekar G: I'm checking it. Vara Kumar Jagarapu: once you got it, Rajashekar G: Yeah, we got it. Vara Kumar Jagarapu: you're able to open this Rajashekar G: I got Vara Kumar Jagarapu: files. Rajashekar G: it. Yes. Vara Kumar Jagarapu: You're able to open Rajashekar G: I'm opening Tata Steel UK Vasa summary document. Yes, I'm able to open it. Vara Kumar Jagarapu: Okay. Yeah. And that's okay. 00:22:57 Vara Kumar Jagarapu: Yeah, I think. Yeah. Proceed. We have another call it nine. Rajashekar G: Okay. Vara Kumar Jagarapu: I'm just stopping sharing my screen. Rajashekar G: Uh but one more like uh you missed Vara Kumar Jagarapu: Yeah. Rajashekar G: the starting like uh whatever the design team has given we have set up the front end Vara Kumar Jagarapu: H Rajashekar G: chart and some components of plotly right now we need to make sure those Vara Kumar Jagarapu: Okay. Yeshwanth Reddy Yerraguntla: Sure. Rajashekar G: areating with an agent I'll show you once Vara Kumar Jagarapu: H Oh yeah. Rajashekar G: you're in office okay Vara Kumar Jagarapu: Yeah. We can discuss. Rajashekar G: Sure that's it. Right now uh one point when I would like to ask is like uh right now Pawan is using copilot only to understand the data and uh exploring it like uh Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: I I explored that solve it will help better here but I couldn't get Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: solving. Are you Yeshwanth Reddy Yerraguntla: Yeah. 00:23:55 Yeshwanth Reddy Yerraguntla: Yeah. Let me switch it on. Rajashekar G: using Yeshwanth Reddy Yerraguntla: Uh solve it is is going to be much faster actually. Um true true. Rajashekar G: if instructions and everything he'll give it in the solve itself the Yeshwanth Reddy Yerraguntla: In one go you'll get everything they you're 100% right. Rajashekar G: form? Yeshwanth Reddy Yerraguntla: But how he'll how will he he'll have to upload the Excel file also right? Rajashekar G: Yes, he'll upload the Excel files and DB schema right now and whatever the code he uh Yeshwanth Reddy Yerraguntla: Yeah, Rajashekar G: business understanding he has generated he'll modify the business understanding part using Yeshwanth Reddy Yerraguntla: sure. I just uh switched it on. Rajashekar G: solid Yeshwanth Reddy Yerraguntla: You can open it. Same link. Rajashekar G: check we Hey, Pearl jumps. I'm sharing. Can you stop sharing? Phawhan Saii Gajjalakonda: Yeah. Rajashekar G: So, now this is the screen I got. Can we create a new dialog here or is there anything Yeshwanth Reddy Yerraguntla: Where is this? Um, 00:25:15 Rajashekar G: already Yeshwanth Reddy Yerraguntla: enterprise brain co. Let me zoom in one second. Rajashekar G: we do as Tat Yeshwanth Reddy Yerraguntla: Yeah, better you create a Tata Steel. Rajashekar G: Pin? Yeshwanth Reddy Yerraguntla: How can you create a fresh folder? Ah, simply you know it, right? slash tatast it will create a tat steel folder do just Rajashekar G: Just wait. I'll come Yeshwanth Reddy Yerraguntla: click on the tast text file this is / Rajashekar G: back. Yeshwanth Reddy Yerraguntla: it will create that folder that's it yeah so now in Tata steel folder you can upload everything is Is there an upload option? Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: Sure. Vara Kumar Jagarapu: Excuse Yeshwanth Reddy Yerraguntla: Yeah. Vara Kumar Jagarapu: me. Rajashekar G: Click upload. We'll try with P once. He has all the things. Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: Sorry. whether you are able to access this Can you check link or not? Hello. Yeshwanth Reddy Yerraguntla: Huh? Rajashekar G: Uh, we'll work in Hello. Yeshwanth Reddy Yerraguntla: Okay. Yeah, then. Yeah. Yeah. Transcription ended after 00:27:53 This editable transcript was computer generated and might contain errors. People can also change the text after it was created.