Feb 16, 2026 Meeting Feb 16, 2026 at 18:54 PST - Transcript 00:00:00 Yeshwanth Reddy Yerraguntla: Okay, I understood what you're saying. Satyasri Prabhakar Mantripragada: No issues. No issues. uh and uh I think uh not related to this but in general question and like opt asked I could not test it again that uh maybe uh because it is a chart based interface I could sometimes trick the system to expose Yeshwanth Reddy Yerraguntla: H. Satyasri Prabhakar Mantripragada: metadata of the tables or I can directly issue a DDL or DML commands There it looks like we want we are expo we are expected to expose the technical table details and so on optin case. Yeshwanth Reddy Yerraguntla: All right. Satyasri Prabhakar Mantripragada: So if I issue a drop table something will it actually execute looks like we have done all the queries on top of tables than on Yeshwanth Reddy Yerraguntla: H. Satyasri Prabhakar Mantripragada: views. So did we take any measures to prevent such operations? on that day was on leave. Yeshwanth Reddy Yerraguntla: Okay. Satyasri Prabhakar Mantripragada: So Yeshwanth Reddy Yerraguntla: Okay. Satyasri Prabhakar Mantripragada: some queries it is exposing all the table names. 00:01:38 Satyasri Prabhakar Mantripragada: So how do we establish a framework that any application that we build including enterprise Yeshwanth Reddy Yerraguntla: Mhm. Satyasri Prabhakar Mantripragada: brain does not directly expose any internal details unless asked for at least data security like even if you even if you have to expose data that is fine but you cannot tamper it. Yeshwanth Reddy Yerraguntla: Um yeah, enterprise brain lo wherever we are dealing with table level queries queries should not contain alter drop keywords in blacklist JS. Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: So that is one thing we are doing everywhere but to but when you're asking a Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: question it is exposing on internal soi we have to uh we have to worry about Satyasri Prabhakar Mantripragada: Yeah. Same challenge. Yeshwanth Reddy Yerraguntla: that. Satyasri Prabhakar Mantripragada: information it was exposing at that time has improved multiple versions then it has prevented again I see that surfacing Yeshwanth Reddy Yerraguntla: Okay. Satyasri Prabhakar Mantripragada: init for me to see Yeshwanth Reddy Yerraguntla: Got it. Satyasri Prabhakar Mantripragada: And if you can prepare some kind of checklist as you said should be good enough. 00:03:26 Yeshwanth Reddy Yerraguntla: Card. Satyasri Prabhakar Mantripragada: Um today they have as of now our Salesforce integration with enterprise brain is trained to work with salescloud and each implementation of salescloud will have a different customization which means different kinds of table names for the same purpose in every differentation. Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: can be we don't know having said Yeshwanth Reddy Yerraguntla: Oh no. Satyasri Prabhakar Mantripragada: that tomorrow if they integrate another module into their Salesforce implementation say marketing HR they also expect enterprise brain to learn and figure it out for any question that is asked whether I should integrate with the new system and then get those details So is it so easy without our interference that the query will be interpreted by enterprise brain properly and the relevant information will be Yeshwanth Reddy Yerraguntla: So we need to make it Satyasri Prabhakar Mantripragada: presented. Yeshwanth Reddy Yerraguntla: um we need to make whatever uh platform we are building optin on coach enterprise brain on coach this this problem is again common. What if there is a new thing that nobody uh knows and it's not even clear what it is? 00:05:13 Yeshwanth Reddy Yerraguntla: The constraint here is someone needs to tell it at least once whether it is through chat interface or through system prompt updation what is going on with that new table without telling it. Satyasri Prabhakar Mantripragada: Fine. That's also Huh. Yeshwanth Reddy Yerraguntla: No. Yeah, it will never know. Satyasri Prabhakar Mantripragada: That's fine. So what is the simplest way for them to train the application that this is what it Yeshwanth Reddy Yerraguntla: Yeah. So something we are doing in optin is what we can recommend which is yeah if there Satyasri Prabhakar Mantripragada: is? Yeshwanth Reddy Yerraguntla: we are having two different modes in uh usage in optin two personas end user persona persona we are calling as trainer trainer persona is given some additional tools as Satyasri Prabhakar Mantripragada: H. Yeshwanth Reddy Yerraguntla: part of the LLM. So uh in enter in consendo or enterprise brain the trainer can now come to chat interface and say hey I just added these new tables. So this table means so and so that table means so and so please keep in your memory. 00:06:21 Satyasri Prabhakar Mantripragada: Mhm. Yeshwanth Reddy Yerraguntla: We will give the LLM the power to write update its own system instruction. Satyasri Prabhakar Mantripragada: Got Yeshwanth Reddy Yerraguntla: The moment it can do that. Yeah. Satyasri Prabhakar Mantripragada: it. Yeshwanth Reddy Yerraguntla: Next chart ni end user will have the advantage of using those tables. Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: So yeah, anything obscure we handle Satyasri Prabhakar Mantripragada: H I think I s I I did not exactly put it this way but what I was suggesting is Yeshwanth Reddy Yerraguntla: that. Satyasri Prabhakar Mantripragada: uh maybe optin lo or in enterprise brain or I have seen this way like Raj explain JSON and we used to have a simple text file kind of thing where for each table we describe the purpose of it so that the agent would understand the intent of the question and then figure it out from this file and then Yeshwanth Reddy Yerraguntla: Perfect. Satyasri Prabhakar Mantripragada: pick table uh Yeshwanth Reddy Yerraguntla: Perfect. Yeah, exactly. But both are equally valid. Only question is who is adding that new text file when a new table comes? 00:07:22 Satyasri Prabhakar Mantripragada: So it's not that complicated and that is the intention that I wanted to convey that Yeshwanth Reddy Yerraguntla: It is not complicated. Satyasri Prabhakar Mantripragada: even we can simply easily train it just input some things and it is Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: done. Yeshwanth Reddy Yerraguntla: H Satyasri Prabhakar Mantripragada: We they do not need us. We just try them train them on how to do things and it is very simple. They are on their own way. So I said that can be taken care already. Yeshwanth Reddy Yerraguntla: after Satyasri Prabhakar Mantripragada: Yeah. Yeah. Yeshwanth Reddy Yerraguntla: JSM Satyasri Prabhakar Mantripragada: I check this. Rajashekar G: coming to our sales force based on that it is getting the tables and it is getting the table schema so we haven't written anything like that this Yeshwanth Reddy Yerraguntla: correct. Rajashekar G: tables means this this table means this this table means this and questions Yeshwanth Reddy Yerraguntla: Yeah, Rajashekar G: answer Yeshwanth Reddy Yerraguntla: that is because in our tables they are self-explanatory but when we give a solution to conso we need to have that intermediate layer saying uh sometimes the tables will be obscure intermediate layer when she's 00:08:37 Rajashekar G: Got it. Got it. Yeshwanth Reddy Yerraguntla: building the drag layer when there is a successful response response from the agent and someone gives a thumbs up Rajashekar G: Got it. Yeshwanth Reddy Yerraguntla: to some extent but yeah we need to really properly sit on that topic uh Rajashekar G: Yeah. Yeshwanth Reddy Yerraguntla: when the time comes pipeline we don't know Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: Round of diagram. Satyasri Prabhakar Mantripragada: Yeah. Yeshwanth Reddy Yerraguntla: Tempest on Satyasri Prabhakar Mantripragada: Yeah. Yeah. Okay. I'm looking at it. Yeshwanth Reddy Yerraguntla: there. Satyasri Prabhakar Mantripragada: Uh can you zoom in? So uh how do I describe this to client? It looks Yeshwanth Reddy Yerraguntla: So these are yeah these are the entry points either through Satyasri Prabhakar Mantripragada: better. Yeshwanth Reddy Yerraguntla: UI or uh sometimes you have uh Slack channel or Google chat channel that can also have the enterprise brain exposed based on requirement you can also expose APIs whatever it Satyasri Prabhakar Mantripragada: When you say you can expose API, Yeshwanth Reddy Yerraguntla: is Satyasri Prabhakar Mantripragada: is it our enterprise brain is exposing its own API to interact with? 00:10:12 Yeshwanth Reddy Yerraguntla: correct correct mir Why are companies not exposing their own agents so Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: that I can simply import them? Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: So if they want to integrate enterprise brain into their own different agent. Satyasri Prabhakar Mantripragada: Mhm. Yeah, we have a way to do fine. Yeshwanth Reddy Yerraguntla: Yeah. So intent comes here. Um then we are dealing with a few guardrails like are they asking nonsense questions those kinds of things. Satyasri Prabhakar Mantripragada: H. Yeshwanth Reddy Yerraguntla: We also have the arbback uh uh logic. Uh based on that, Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: the question now goes to the actual uh uh AI layer. Um here we have u the main AI the business services such as uh integration to uh what do you call Google drive chat all those connections and uh the ability to scale Satyasri Prabhakar Mantripragada: H. Yeshwanth Reddy Yerraguntla: itself based and these are now talking Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: with uh lower level services where these services are talking about how the agent should behave some knowledge source personaliz information like for every user how the AI should behave those kinds of things come from here elaborate I can expand on these boxes and uh have a more slightly more elaborate 00:11:39 Satyasri Prabhakar Mantripragada: Yeah, Yeshwanth Reddy Yerraguntla: diagram Satyasri Prabhakar Mantripragada: sure. This seems better. Yeshwanth Reddy Yerraguntla: okay I'll I'll publish this once Satyasri Prabhakar Mantripragada: Um so I can I wanted to show Yeshwanth Reddy Yerraguntla: I update I'll publish this. Satyasri Prabhakar Mantripragada: okay I'll try to explain it to Naven and if he has any further feedback on Yeshwanth Reddy Yerraguntla: Okay. Satyasri Prabhakar Mantripragada: it I'll point out to Yeshwanth Reddy Yerraguntla: Sure. Satyasri Prabhakar Mantripragada: discuss Yeshwanth Reddy Yerraguntla: Okay. Before you show Navin, sir, if I can update it, I'll share the link with you, Satyasri Prabhakar Mantripragada: no issues. No issues. Just I'll go through that. Yeshwanth Reddy Yerraguntla: sir. Yeah. Satyasri Prabhakar Mantripragada: Uh whatever is the latest I'll only explain that. Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: So tokenization how are we Yeshwanth Reddy Yerraguntla: Yeah. Orchestration Satyasri Prabhakar Mantripragada: controlling and how can we control like Yeshwanth Reddy Yerraguntla: services. Satyasri Prabhakar Mantripragada: uh once you roll out can you set up a cap for per user so that you are under control of the tokens give me deals list of deals top 00:12:52 Yeshwanth Reddy Yerraguntla: H. Satyasri Prabhakar Mantripragada: Instead of asking a direct question on the end goal, I'm trying to figure it out on question. So, Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: how do we optimize and keep it under control? Yeshwanth Reddy Yerraguntla: H Satyasri Prabhakar Mantripragada: The user is informed that boss, you are consuming this many tokens out of your cap. Yeshwanth Reddy Yerraguntla: got it. Yeah. Satyasri Prabhakar Mantripragada: trainer persona. Yeshwanth Reddy Yerraguntla: Got it. Satyasri Prabhakar Mantripragada: Okay, one thing that clients are either not asking but asking is how do I have control uh okay access layer standpoint aspect security aspect security access and control whom to give what and cost because end of the Yeshwanth Reddy Yerraguntla: H. Satyasri Prabhakar Mantripragada: day everybody will start using left right and center shoot then. So if you can figure it out that okay, per month something of sort and each user is also Yeshwanth Reddy Yerraguntla: H Satyasri Prabhakar Mantripragada: aware, Yeshwanth Reddy Yerraguntla: makes sense. Uh trainer Satyasri Prabhakar Mantripragada: you know, I'm just thinking it code and you can always correct me if thought process is not 00:15:05 Yeshwanth Reddy Yerraguntla: these Satyasri Prabhakar Mantripragada: correct. Don't implement everything that I ask for. Sure. Sure. Okay. Yeshwanth Reddy Yerraguntla: are important these I don't consider them as my top priorities Because for me it's about Satyasri Prabhakar Mantripragada: Yeah. Yeshwanth Reddy Yerraguntla: technology but these are very critical Satyasri Prabhakar Mantripragada: And Yeshwanth Reddy Yerraguntla: for business. Very very important. Yeah. Update I'll put it in. I think this is taking good shape. Satyasri Prabhakar Mantripragada: sure, sure. Yeah. Yeshwanth Reddy Yerraguntla: Yeah. Sorry. Satyasri Prabhakar Mantripragada: Finally. Yeah. Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: I'll start and then Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: okay right and uh we have to monitor the velocity next week now you can take input from what do you have to accomplish how many story points are you Rajashekar G: Yes. Satyasri Prabhakar Mantripragada: committing Rajashekar G: Yeah, I'm Satyasri Prabhakar Mantripragada: Huh? Rajashekar G: sharing. Yeshwanth Reddy Yerraguntla: Sorry. Um yeah, Satyasri Prabhakar Mantripragada: Okay. 00:16:32 Satyasri Prabhakar Mantripragada: Can I drop Yeshwanth Reddy Yerraguntla: sure enough. Satyasri Prabhakar Mantripragada: off? Yeshwanth Reddy Yerraguntla: Okay. Velocity Stop. Rajashekar G: I'm sharing just a second. So this is DB1 epic enterprise as of Yeshwanth Reddy Yerraguntla: Just Rajashekar G: now implementing raash implementing basic governance simulator the implement of intelligent dynamic dashboard simulator and building the actual simulator two story separate cha and implementation of personalization of the application to individuals. So information right now we are targeting on uh first is the demo part like Salesforce everything should be answerable there that is the first target we are doing and this cash like it's a multiple connectors how we are going to achieve this energy in everything This is governance parties another story complete. So simulator. Hello. Oh Yeshwanth Reddy Yerraguntla: So why do you think a simulator will not be possible this Rajashekar G: no. Yeshwanth Reddy Yerraguntla: week? any involvement. Rajashekar G: Involvement of first day governance is Yeshwanth Reddy Yerraguntla: Okay. Rajashekar G: completely we can give the simulator part oration part to amia. 00:18:35 Yeshwanth Reddy Yerraguntla: Personalization. Rajashekar G: hand on hand. So as of now simulator we can assign to like some person one person owner Come Yeshwanth Reddy Yerraguntla: will be needed. Satyasri Prabhakar Mantripragada: Uh what do you mean you you need further and personalization? Rajashekar G: on. Satyasri Prabhakar Mantripragada: Let us not target personalization for now. And you need more information from the user. Um like on the go would you learn the user behavior and personalize it Yeshwanth Reddy Yerraguntla: Okay. Satyasri Prabhakar Mantripragada: or on the day one you get to know some information and personalize it. Two aspects. So in some cases you may have detailed profile information roles responsibilities which you can figure it out by yourself. The second is you're working with a different system which you do not know. You are you are either a user or an admin. So you not get to know whether it is a CFO or a CEO or product owner or project manager. Rajashekar G: Let's Satyasri Prabhakar Mantripragada: Based on the questions you'll learn on on the fly. 00:20:11 Rajashekar G: go. Satyasri Prabhakar Mantripragada: So as of now let us I I would not suggest going into personalization until the designs will drive it. internet. Rajashekar G: Okay. So this simulator part we can target Yeshwanth Reddy Yerraguntla: f***. Rajashekar G: this part of dashboard. Hello Satyasri Prabhakar Mantripragada: Huh? Rajashekar G: simulator. Satyasri Prabhakar Mantripragada: Okay. So, check because asking us to produce velocity a story cannot go beyond a week. So, it is taking more time split it into phase one, Rajashekar G: Got it. Satyasri Prabhakar Mantripragada: phase 2, phase three and for each phase define the exact acceptance criteria that needs to be accomplished by the end of the week. Rajashekar G: That is what first one we will do some Satyasri Prabhakar Mantripragada: H. Rajashekar G: GP and kind of stuff and do something. We will do the actual simulator building. What he need to look at. Satyasri Prabhakar Mantripragada: Huh? Rajashekar G: So if we can target this, we can target this EV Satyasri Prabhakar Mantripragada: And see it is think of it like you're not on 00:21:49 Rajashekar G: club. Satyasri Prabhakar Mantripragada: the you're not only on the execution side. Rajashekar G: Right. Satyasri Prabhakar Mantripragada: You want to say that you will we are targeting this. Rajashekar G: Right. Satyasri Prabhakar Mantripragada: You also need to know what is the time it takes to finish because end end of the day Rajashekar G: Got it. Satyasri Prabhakar Mantripragada: we are we are responsible for answering to somebody else on the Rajashekar G: Got it. Satyasri Prabhakar Mantripragada: velocity. Rajashekar G: I need to know like then we can list them list them scope. Yeshwanth Reddy Yerraguntla: I think definition Satyasri Prabhakar Mantripragada: Okay. Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: Definition has to be given by the product owner in in this case it is me or the claim which Yeshwanth Reddy Yerraguntla: focus. Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: is nin orma. Okay. Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: I think I think aspect we may get into the design again. We may say that okay I don't care but design says design UX you have to give this high level then there is a chance that it will have to be revered 00:23:24 Rajashekar G: Got it. H. So how we will take this forward like I Yeshwanth Reddy Yerraguntla: A we Rajashekar G: confused Yeshwanth Reddy Yerraguntla: purchase Rajashekar G: complete. Satyasri Prabhakar Mantripragada: See everybody knows that there is no UI. Rajashekar G: Oh no. Satyasri Prabhakar Mantripragada: So let us strengthen the back end in the meanwhile while we present a decent presentation layer completely text heavy text. Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: something. Huh? Rajashekar G: back. Satyasri Prabhakar Mantripragada: So whatever the business presentation layer comes, it should be a day or two days job for us to fix it on the UI side. But otherwise the back end stuff everything the business intelligence uh and presenting the Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: content understanding the intent of the user summarizing the results figuring out figuring out out on how to present this Rajashekar G: Okay, sure. Satyasri Prabhakar Mantripragada: technical Rajashekar G: Okay, Satyasri Prabhakar Mantripragada: so yeah for all the other stories which we are claiming that we have The G status should also reflect Rajashekar G: too many things like first week and we put a different direction. 00:24:59 Satyasri Prabhakar Mantripragada: development in progress. Rajashekar G: Oh Satyasri Prabhakar Mantripragada: How can so many be in progress? Rajashekar G: no. Satyasri Prabhakar Mantripragada: setup. See if it is blocked stat should be blocked. Rajashekar G: Yes. Satyasri Prabhakar Mantripragada: If it is not clear or it has a dependency on something, Rajashekar G: Right. Satyasri Prabhakar Mantripragada: it should be on hold. Okay? If you're not clear on it, don't even start. If you have picked up a story, you are clear on what is the expectation and you need to Rajashekar G: Okay. Sure. Satyasri Prabhakar Mantripragada: complete. Rajashekar G: Actually five weeks backity. These are good as of now. Satyasri Prabhakar Mantripragada: Uh And what Naven was expecting in general is that each story is a responsibility of one individual front and back does not Rajashekar G: Got it. Satyasri Prabhakar Mantripragada: matter. Rajashekar G: Got Satyasri Prabhakar Mantripragada: So in that way you are more accountable. Rajashekar G: it. Satyasri Prabhakar Mantripragada: Okay. Sorry. Okay. Okay. Rajashekar G: See, 00:26:36 Satyasri Prabhakar Mantripragada: Whether it is a task or a story, uh every engineer should ask what is the acceptance criteria for this to be Rajashekar G: got Satyasri Prabhakar Mantripragada: closed. Rajashekar G: it. Satyasri Prabhakar Mantripragada: For example, H1 is asking implement some rag or something. Now you should say how do you measure that I have implemented? What are the factors that I need to consider? Rajashekar G: Got it. Satyasri Prabhakar Mantripragada: Okay. That is not the way to work in itself that Rajashekar G: Yeah. Yeah. Satyasri Prabhakar Mantripragada: 1.12 and end of the day you'll submit it to H1 for review and he'll say yeah I'm done they haveed Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: this Rajashekar G: Sure. Satyasri Prabhakar Mantripragada: fine yeah please carry Rajashekar G: Yeah. Satyasri Prabhakar Mantripragada: Okay. And hope this is clear. And the story points aspect law. Rajashekar G: Sanche. Satyasri Prabhakar Mantripragada: We need to publish that for each individual we have 40 story points capacity for this week and end of the week we'll say out of 40 they have completed 40 or out of completely they have completed 40. It is not necessary that you only plan for 40 story points. 00:27:56 Satyasri Prabhakar Mantripragada: You can plan for 60 or 80 also task maybe 8 Rajashekar G: Okay, Satyasri Prabhakar Mantripragada: hours. So if they have some bandwidth they'll move to the next story or next task in Rajashekar G: got it. A plan will be for 40 accomplished may Satyasri Prabhakar Mantripragada: pipeline Rajashekar G: increase. Satyasri Prabhakar Mantripragada: accomplish Rajashekar G: Next week there will be next day while he completed it. Satyasri Prabhakar Mantripragada: Uh Rajashekar G: He has more bandwidth. He can do more work on it. Satyasri Prabhakar Mantripragada: no no he need not wait for your instruction. Rajashekar G: Yeah. Satyasri Prabhakar Mantripragada: He has work in the pipeline. Rajashekar G: Yeah. Right. Oh Satyasri Prabhakar Mantripragada: He needs to pick up what needs to be done next. Rajashekar G: no. Satyasri Prabhakar Mantripragada: So you are 10 steps ahead of them because that is why you are a leader milestone move forward. So if they are reaching milestone one ahead they need to direct towards milestone two. Simple milestone they are on Rajashekar G: got. Satyasri Prabhakar Mantripragada: their own they are independent. 00:29:32 Rajashekar G: Got it. Satyasri Prabhakar Mantripragada: Yeah. So fine there will be like unknown challenges. 40 32 accomplish or 24 accomplish which is fine and we have reasons Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: for demonstrating that why they are slow unforeseen Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: situation individual was sick whatever can be that is fine but they do not have to wait for your Rajashekar G: Okay. Satyasri Prabhakar Mantripragada: input Rajashekar G: Okay, Satyasri Prabhakar Mantripragada: Okay. So there is nothing then I'll drop off and I'll start the office. Rajashekar G: I'm good, sir. Yeshwanth Reddy Yerraguntla: lay Satyasri Prabhakar Mantripragada: Okay. Yeshwanth Reddy Yerraguntla: them. Satyasri Prabhakar Mantripragada: So I I'll start off. Yeshwanth Reddy Yerraguntla: Yeah. Satyasri Prabhakar Mantripragada: We are done. At least we are Yeshwanth Reddy Yerraguntla: Okay, Satyasri Prabhakar Mantripragada: done. Yeshwanth Reddy Yerraguntla: got it. Satyasri Prabhakar Mantripragada: Evening brain for all integrators effort estimates every kind of that we are planning what are the detailed tasks that we need to do maybe Yeshwanth Reddy Yerraguntla: Okay. Satyasri Prabhakar Mantripragada: after you so that even if it stretches to 2 hours or 3 hours I'm fine. 00:31:15 Yeshwanth Reddy Yerraguntla: Okay. Mhm. Okay. Rajashekar G: Why sir Yeshwanth Reddy Yerraguntla: Papula. Rajashekar G: drop? They might be in office. Yeshwanth Reddy Yerraguntla: Yeah, expecty. Rajashekar G: UI Yeshwanth Reddy Yerraguntla: How should I Rajashekar G: explore. Yeshwanth Reddy Yerraguntla: drop? Rajashekar G: by then like I might give latest Yeshwanth Reddy Yerraguntla: Yeah. Rajashekar G: package Yeshwanth Reddy Yerraguntla: Just one second. Uh 3.53.3 the Rajashekar G: Okay. Yeshwanth Reddy Yerraguntla: go Rajashekar G: Abby and Amula will be working on like crack cash as of now. Okay. Yeshwanth Reddy Yerraguntla: next 15 minutes half an hour let's connect Abhilash Adunuri: The hope which Yeshwanth Reddy Yerraguntla: Screenshot. Abhilash Adunuri: You guys go through all sources but mention maybe that's why it's not doing that. Yeshwanth Reddy Yerraguntla: Con slow Abhilash Adunuri: like mail drive but I was not mentioning union maybe. Yeshwanth Reddy Yerraguntla: mention get all of them combined on two Abhilash Adunuri: Yeah, Yeshwanth Reddy Yerraguntla: um do you really need all of them combined or Raj Ailash. Abhilash Adunuri: might be until it Yeshwanth Reddy Yerraguntla: Always. Abhilash Adunuri: might not be 00:34:56 Yeshwanth Reddy Yerraguntla: Always. Abhilash Adunuri: always. Amulya Maggidi: always Yeshwanth Reddy Yerraguntla: Perfect. Amulya Maggidi: coming to projectmail. But Yeshwanth Reddy Yerraguntla: Union pattern. See only projects with Abhilash Adunuri: Let me know about that, Amulya Maggidi: Uh Abhilash Adunuri: bro. Yeshwanth Reddy Yerraguntla: Google Amulya Maggidi: oh yes. Abhilash Adunuri: I got Yeshwanth Reddy Yerraguntla: information. Abhilash Adunuri: something. Amulya Maggidi: So it is able to practice or directly going to Ghat. Yeshwanth Reddy Yerraguntla: instruction. I'm very sure. Abhilash Adunuri: And the main issue with the Amulya Maggidi: Okay. Abhilash Adunuri: limit or not every time uh it's putting a limit like 5 10 15 which is Yeshwanth Reddy Yerraguntla: Um, Abhilash Adunuri: making we getting like 800 Yeshwanth Reddy Yerraguntla: so question um, Abhilash Adunuri: rows. Yeshwanth Reddy Yerraguntla: how many rows is important? Amulya Maggidi: Yes, sir. Yeshwanth Reddy Yerraguntla: Vector vector similarities Abhilash Adunuri: All right. Yeshwanth Reddy Yerraguntla: similarities descending order you can do something like cut off of.9 Abhilash Adunuri: Similarity Yeshwanth Reddy Yerraguntla: similarity.9 blanket you can try Abhilash Adunuri: point. Yeshwanth Reddy Yerraguntla: you know every time try with 50 queries on policy exactly 800 800 vector vector 00:37:37 Abhilash Adunuri: I Yeshwanth Reddy Yerraguntla: similarity. Abhilash Adunuri: 600. Yeshwanth Reddy Yerraguntla: Vector similarity distribution 600 Abhilash Adunuri: Yeah. Threshold 600. Yeshwanth Reddy Yerraguntla: 6800 right so generally generally Amulya Maggidi: Okay. Yeshwanth Reddy Yerraguntla: the ballpark number of force to fetch will be around 50 5. Okay. So if you are unsure how many you have to fetch, always query with the uh limit of 50. Abhilash Adunuri: So like normal prompt Amulya Maggidi: Okay. Abhilash Adunuri: points but 15 which is Yeshwanth Reddy Yerraguntla: early Abhilash Adunuri: thresh. Yeshwanth Reddy Yerraguntla: 5. Okay. Abhilash Adunuri: So what we thought it is not to give 800 to the LL. So we'll make it strict to give 50 then we'll observe and Yeshwanth Reddy Yerraguntla: Yeah. Abhilash Adunuri: threshold.9 is Yeshwanth Reddy Yerraguntla: H. Abhilash Adunuri: like performance wise racket Amulya Maggidi: Yes. Yeshwanth Reddy Yerraguntla: So, rag. Abhilash Adunuri: Why is there Yeshwanth Reddy Yerraguntla: What are the kinds of things you have been Abhilash Adunuri: no Yeshwanth Reddy Yerraguntla: storing? Abhilash Adunuri: Listen. ID Yeshwanth Reddy Yerraguntla: Okay. Birthday Abhilash Adunuri: person 00:40:48 Yeshwanth Reddy Yerraguntla: recently. Abhilash Adunuri: generator. Yeshwanth Reddy Yerraguntla: Okay. Basically SQL query tool called print default search Abhilash Adunuri: I'm a I like Yeshwanth Reddy Yerraguntla: for query text. Abhilash Adunuri: it. Yeshwanth Reddy Yerraguntla: Oh, literally Abhilash Adunuri: Next time it is taking Yeshwanth Reddy Yerraguntla: got it. Uh s I I don't think this is a bad idea. Yeah. S next point in Abhilash Adunuri: Uh catch every request call Yeshwanth Reddy Yerraguntla: the Oh. Abhilash Adunuri: someone like Yeshwanth Reddy Yerraguntla: First Abhilash Adunuri: every four fail. Yeshwanth Reddy Yerraguntla: H. Amulya Maggidi: system. Yeshwanth Reddy Yerraguntla: Um, Amulya Maggidi: It is forgetting Abhilash Adunuri: Done. Yeshwanth Reddy Yerraguntla: currently 2.5 flash. Abhilash Adunuri: Gemini 2.0. Amulya Maggidi: Yes. Yeshwanth Reddy Yerraguntla: Huh? Okay. Abhilash Adunuri: like always racket first. Yeshwanth Reddy Yerraguntla: You could have skip any Abhilash Adunuri: See Yeshwanth Reddy Yerraguntla: conversation, Abhilash Adunuri: it? Yeshwanth Reddy Yerraguntla: stupid. Amulya Maggidi: Sorry. What are all the updates from visual defect detection? Yeshwanth Reddy Yerraguntla: run app db vector query. Amulya Maggidi: tool. 00:44:25 Yeshwanth Reddy Yerraguntla: Okay. Amulya Maggidi: It could call Yeshwanth Reddy Yerraguntla: Get Amulya Maggidi: Let's Yeshwanth Reddy Yerraguntla: question. Next question. Amulya Maggidi: take Yeshwanth Reddy Yerraguntla: Instruction for every question that is being asked. When you are saying always use rag Amulya Maggidi: Okay. Abhilash Adunuri: Okay. Yeshwanth Reddy Yerraguntla: But follow Abhilash Adunuri: Okay. Yeshwanth Reddy Yerraguntla: questions. Amulya Maggidi: Yeah. Yeshwanth Reddy Yerraguntla: Unless the question is a follow-up question for every question that is Amulya Maggidi: Yeah. Sh. Yeshwanth Reddy Yerraguntla: being asked uh uh if it is a new concept or a new topic please get from it should work. Amulya Maggidi: I'm going Yeshwanth Reddy Yerraguntla: Yeah. Amulya Maggidi: to Yeshwanth Reddy Yerraguntla: agent issues the first action for every okay fourth point First of all, Amulya Maggidi: Le don't know Yeshwanth Reddy Yerraguntla: screenshot. forbidden forbidden in the okay but in arbback law um one second I think I know what is happening our dot actually space. Abhilash Adunuri: Out. Yeshwanth Reddy Yerraguntla: Okay. Save refreshb 53 forbidden. 00:48:03 Yeshwanth Reddy Yerraguntla: much though homepage actually. Put another 200 Abhilash Adunuri: I can hear Yeshwanth Reddy Yerraguntla: documentation execution protocol. clearly states first action. So yeah, first action at every um for every new user query uh is correct but message pattern for every followup message and Abhilash Adunuri: Oh, okay. Yeshwanth Reddy Yerraguntla: system prompt is the following comments. Thank you. Embedding generations discuss. Amulya Maggidi: No. Abhilash Adunuri: Let the agent suggest any specific word. Vetron. Amulya Maggidi: Heat. Yeshwanth Reddy Yerraguntla: Oh. Uh I see uh technically no chap in the correct second corrector Abhilash Adunuri: Okay, let the agent suggest an a word then we'll apply embeddings and Yeshwanth Reddy Yerraguntla: agent will summarize this into the right phrase phrase. Abhilash Adunuri: Yeah. Yeshwanth Reddy Yerraguntla: Yeah. Yeah. that this is Abhilash Adunuri: But like let the Yeshwanth Reddy Yerraguntla: happening. Abhilash Adunuri: agent give a word. Yeshwanth Reddy Yerraguntla: Give a word. Give a proper phrase. Abhilash Adunuri: Yeah. Yeah. Amulya Maggidi: Yes. Yeshwanth Reddy Yerraguntla: It will probably only do enterprise brain but update update or enterprise brain. Amulya Maggidi: Yes. Abhilash Adunuri: Yeah. Yeah. Four changes. Amulya Maggidi: Okay. Abhilash Adunuri: Tracy will update you. Amulya Maggidi: Make it sound. Okay. Bye. Transcription ended after 00:52:18 This editable transcript was computer generated and might contain errors. 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