[ { "session_id": "dfdfe153-b46", "scenario_id": "ak-R5DM78-5", "turn": 1, "messages": [ { "role": "assistant", "content": "Hi Rushi! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T16:08:39.193339+00:00" }, { "role": "user", "content": "आरेम गुर्विया इस्टार्ट इंटरविव", "timestamp": "2026-08-26T16:08:56.406744+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T16:08:56.406778+00:00" }, { "role": "user", "content": "Yes, I have faced many problems like screening multiple mobiles.", "timestamp": "2026-08-26T16:09:24.550054+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great! Let’s dive in. Can you describe a challenging problem you encountered in an Android project and how you resolved it?", "timestamp": "2026-08-26T16:09:28.224491+00:00" } ], "started_at": "2026-08-26T16:08:38.730591+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Rushi Dere", "greeting_done": true, "selected_avatar": null }, { "session_id": "1560968e-20f", "scenario_id": "ak-R5DM78-5", "turn": 3, "messages": [ { "role": "assistant", "content": "Hi Rushi! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T15:40:57.423321+00:00" }, { "role": "user", "content": "I am good. Yes, start interview", "timestamp": "2026-08-26T15:41:11.162951+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that, Rushi. Let's dive in. Can you start by sharing your experience with Android architecture components, particularly ViewModel and LiveData? How have you utilized them in your projects?", "timestamp": "2026-08-26T15:41:12.613885+00:00" }, { "role": "user", "content": "Yes, I have used a model of architecture in Android, or many APIs like Retrofit and backend data for SQLite.", "timestamp": "2026-08-26T15:41:45.039567+00:00" }, { "role": "assistant", "content": "That's a good start, Rushi. However, can you elaborate on how you specifically implemented ViewModel and LiveData? What advantages did you find in using them over traditional approaches to manage UI-related data?", "timestamp": "2026-08-26T15:41:46.520381+00:00" }, { "role": "user", "content": "Yes, I have used a data model for a JSON format to get from API and view on the screen so like user related.", "timestamp": "2026-08-26T15:42:21.405474+00:00" }, { "role": "assistant", "content": "I appreciate your response, but I’m looking for more details on the ViewModel and LiveData specifically. How did these components help you in handling configuration changes, and can you describe any challenges you faced while implementing them?", "timestamp": "2026-08-26T15:42:23.048478+00:00" } ], "started_at": "2026-08-26T15:40:57.010829+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Rushi Dere", "greeting_done": true, "selected_avatar": null }, { "session_id": "369729ea-5a9", "scenario_id": "ak-R5DM78-5", "turn": 3, "messages": [ { "role": "assistant", "content": "Hi Rushi! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T15:37:34.888438+00:00" }, { "role": "user", "content": "I am good. Yes, it's starting the interview.", "timestamp": "2026-08-26T15:37:47.834379+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that, Rushi. Let's dive in. Can you start by telling me about a challenging project you worked on in your previous role and the specific technologies you used?", "timestamp": "2026-08-26T15:37:49.686221+00:00" }, { "role": "user", "content": "Yes, I have got many challenges like loading of data and retrieving from API.", "timestamp": "2026-08-26T15:38:17.491982+00:00" }, { "role": "assistant", "content": "That’s a common challenge in Android development. Can you elaborate on how you handled data loading and API retrieval? What strategies or libraries did you implement to optimize this process?", "timestamp": "2026-08-26T15:38:18.758863+00:00" }, { "role": "user", "content": "Yes, I have got data loading of challenge and result from the retrofit library for fetching the API.", "timestamp": "2026-08-26T15:38:44.556292+00:00" }, { "role": "assistant", "content": "Using Retrofit is a solid choice for API interactions. Can you explain how you managed the data loading states, such as handling loading indicators and error responses when using Retrofit?", "timestamp": "2026-08-26T15:38:46.368365+00:00" } ], "started_at": "2026-08-26T15:37:34.600893+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Rushi Dere", "greeting_done": true, "selected_avatar": null }, { "session_id": "3efb93ab-6b7", "scenario_id": "ak-JP4BZN-5", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Nikhil! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T15:31:15.878070+00:00" }, { "role": "user", "content": "yes start interview yes start interview", "timestamp": "2026-08-26T15:32:10.503626+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear, Nikhil! Let’s dive in. Can you tell me about a challenging project you worked on recently, specifically focusing on the architecture and design patterns you used?", "timestamp": "2026-08-26T15:32:12.460771+00:00" }, { "role": "user", "content": "Yes, I have found many challenges for mobile view, custom design like mobile screen, so I have reserved this one of the custom libraries.", "timestamp": "2026-08-26T15:33:00.648821+00:00" }, { "role": "assistant", "content": "Interesting approach with custom libraries. Can you elaborate on how you managed dependencies and ensured compatibility with different Android versions while implementing this library?", "timestamp": "2026-08-26T15:33:02.061012+00:00" } ], "started_at": "2026-08-26T15:31:15.475771+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": true, "selected_avatar": null }, { "session_id": "2a8a7a19-01f", "scenario_id": "ak-JP4BZN-3", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Nikhil! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T15:27:17.293627+00:00" }, { "role": "user", "content": "আয় পিলিচে সাডু", "timestamp": "2026-08-26T15:27:45.144307+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T15:27:45.144363+00:00" }, { "role": "user", "content": "যেস্ ইস্টার্টোর্", "timestamp": "2026-08-26T15:28:02.001322+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T15:28:02.001374+00:00" }, { "role": "user", "content": "Yes.", "timestamp": "2026-08-26T15:28:16.151793+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Let's begin by discussing the sales data from the last quarter. Can you share any specific trends or patterns you've noticed in the sales figures?", "timestamp": "2026-08-26T15:28:19.172359+00:00" }, { "role": "user", "content": "Terima kasih telah menonton!", "timestamp": "2026-08-26T15:28:47.523906+00:00" }, { "role": "assistant", "content": "Saya menghargai respons Anda. Namun, mari kita fokus pada analisis data penjualan. Apakah ada tren tertentu dalam angka penjualan yang ingin Anda bahas?", "timestamp": "2026-08-26T15:28:49.289447+00:00" } ], "started_at": "2026-08-26T15:27:16.855715+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": true, "selected_avatar": "female_eight.mp4" }, { "session_id": "382daae1-7f9", "scenario_id": "ak-N92K8C-8", "turn": 0, "messages": [], "started_at": "2026-08-26T14:41:00.447038+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anugrah Narayan", "greeting_done": false, "selected_avatar": null }, { "session_id": "81b90cf6-8ef", "scenario_id": "ak-N92K8C-8", "turn": 0, "messages": [], "started_at": "2026-08-26T11:07:11.151096+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anugrah Narayan", "greeting_done": false, "selected_avatar": null }, { "session_id": "4af07d63-2a3", "scenario_id": "ak-KX934Y-5", "turn": 0, "messages": [], "started_at": "2026-08-26T08:55:34.026154+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Sufuan Ansri", "greeting_done": false, "selected_avatar": null }, { "session_id": "007d7b57-fc4", "scenario_id": "ak-N92K8C-8", "turn": 0, "messages": [], "started_at": "2026-08-26T08:24:29.634435+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anugrah Narayan", "greeting_done": false, "selected_avatar": null }, { "session_id": "522db24c-2d0", "scenario_id": "ak-N92K8C-8", "turn": 8, "messages": [ { "role": "assistant", "content": "Hi Anugrah! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T08:11:14.791501+00:00" }, { "role": "user", "content": "Yeah, I'm good. We can start the interview.", "timestamp": "2026-08-26T08:11:58.436988+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear! Let’s dive in. Can you tell me about your experience with lead generation and the specific channels you have used in your previous roles?", "timestamp": "2026-08-26T08:12:00.932426+00:00" }, { "role": "user", "content": "I have about five years of experience in lead generation. I have used multiple tools like Apollo, MailChimp and multiple channels like LinkedIn, WhatsApp and other social media sites to generate leads from my previous organizations.", "timestamp": "2026-08-26T08:12:41.175976+00:00" }, { "role": "assistant", "content": "That’s impressive! Can you share a specific example of a successful lead generation campaign you executed, particularly focusing on how you utilized LinkedIn and WhatsApp in that process?", "timestamp": "2026-08-26T08:12:42.325766+00:00" }, { "role": "user", "content": "Yeah, sure. So in my previous organization, we were looking for some plans for a particular specific strategic partnership. So what I used to do is I used to put the ideal ICP's in Apollo, extract the data and then push it back into Apollo to create an email marketing sequence and also create separate data spreadsheets for LinkedIn and WhatsApp where I used to reach out to these personally and it used to be 25 a day since I didn't want LinkedIn or WhatsApp to think that I'm using any automated tools and we don't get our domain or our numbers blocked.", "timestamp": "2026-08-26T08:13:50.846155+00:00" }, { "role": "assistant", "content": "That’s a well-structured approach! How did you measure the success of that campaign, and what metrics did you track to optimize your outreach on LinkedIn and WhatsApp?", "timestamp": "2026-08-26T08:13:53.993264+00:00" }, { "role": "user", "content": "So, for every 1000 people I used to send connection requests to, I saw that almost 750 people accepted my connection requests and I used to have conversations with almost 200 to 300 people. Out of them, 20 to 40 people seemed interested in going to a demo stage. So, that is the success matrix I used to calculate month on month or week on week basis and then I used to optimize the campaigns accordingly depending upon what kind of outreach messages are working and if they are not working then I used to change the content, change the email marketing content and accordingly tweak the campaign so that I can get the ideal results.", "timestamp": "2026-08-26T08:15:01.354086+00:00" }, { "role": "assistant", "content": "You have a solid grasp on tracking and optimizing outreach metrics. Can you elaborate on how you tailored your messaging for different target segments on these platforms? What strategies did you employ to ensure that your communication resonated with your audience?", "timestamp": "2026-08-26T08:15:02.985749+00:00" }, { "role": "user", "content": "Yeah, so my approach was the higher the people in the hierarchy, like example, the C-suit people, the executives, I used to target them on LinkedIn, because that is a platform where anyone can have access to a C-H-R-O, to a C-E-O or C-O-O, whereas on WhatsApp, I used to rely much more on word-of-mouth approach, even for cold outreach, so I used to send them an email first and then approach them on WhatsApp, and these segments or industries used to be people who are at a mid-segment level, the HR managers, the hiring managers, the L&D managers, so that I get better responses on both the platforms individually.", "timestamp": "2026-08-26T08:16:37.543779+00:00" }, { "role": "assistant", "content": "That’s a strategic approach, particularly in tailoring your outreach based on the target audience. How did you handle objections or pushback from prospects you contacted on LinkedIn or WhatsApp? Can you provide an example of a challenging interaction and how you navigated it?", "timestamp": "2026-08-26T08:16:39.041717+00:00" }, { "role": "user", "content": "I feel rejection and objections are part and parcel of my job role as a Sales Executive and I face rejection almost on a daily basis. So, I have learned to grow with it. And so, my approach was always like if someone is not interested, I still thank them and ask them you can contact me anytime in future. Even if there is a requirement from their side, so that we can address their problems with our solutions.", "timestamp": "2026-08-26T08:17:45.228333+00:00" }, { "role": "assistant", "content": "It's great to see that you have a positive mindset towards rejection and understand its role in sales. Can you share a specific instance where you turned an objection into a potential opportunity? What strategies did you employ to re-engage that lead?", "timestamp": "2026-08-26T08:17:47.173003+00:00" }, { "role": "user", "content": "So, I was in a conversation with the lead where the person was in the process of onboarding a new vendor and I had asked him if by any chance the engagement doesn't work you can contact me anytime because we were giving exactly the same services at a better price and with more features so fortunately the transaction with the other vendor did go through and he contacted me and we were able to get onboarded as their HR tech supplier and then it was smooth sailing from there.", "timestamp": "2026-08-26T08:19:03.452388+00:00" }, { "role": "assistant", "content": "That’s an excellent example of maintaining a relationship and seizing an opportunity when it arose. How do you ensure that your follow-up communication remains relevant and valuable to your prospects over time, especially if there's no immediate interest?", "timestamp": "2026-08-26T08:19:05.053930+00:00" }, { "role": "user", "content": "So, we are pushing a lot of content on our social media, on LinkedIn and on WhatsApp in the form of brochures and flyers. So even if at a certain time the opportunity comes and it's not the right time, the other clients they can see that we are pushing a lot of content and we are relevant and we can provide the solutions that they are looking for so that they can reach out to us at a future date or a time when the opportunity opens up for them that they are in need for a solution that we can provide to them.", "timestamp": "2026-08-26T08:20:12.347573+00:00" }, { "role": "assistant", "content": "That’s a proactive strategy to stay top-of-mind with your prospects. Finally, what key skills or attributes do you believe are essential for success in an Inside Sales Executive role, particularly in the B2B HR tech space?", "timestamp": "2026-08-26T08:20:13.601460+00:00" } ], "started_at": "2026-08-26T08:11:14.748478+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anugrah Narayan", "greeting_done": true, "selected_avatar": null }, { "session_id": "d6f049cd-911", "scenario_id": "ak-KX934Y-5", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Sufuan! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T08:18:38.034145+00:00" }, { "role": "user", "content": "اشتركوا في القناة", "timestamp": "2026-08-26T08:18:52.385638+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T08:18:52.385689+00:00" }, { "role": "user", "content": "You", "timestamp": "2026-08-26T08:19:04.591735+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T08:19:04.591764+00:00" }, { "role": "user", "content": "Thank you for watching.", "timestamp": "2026-08-26T08:19:18.560561+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T08:19:18.560610+00:00" }, { "role": "user", "content": "Ah", "timestamp": "2026-08-26T08:19:33.751322+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-08-26T08:19:33.751368+00:00" } ], "started_at": "2026-08-26T08:18:37.751584+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Sufuan Ansri", "greeting_done": false, "selected_avatar": "male_four.mp4" }, { "session_id": "475a63e1-03b", "scenario_id": "ak-KX934Y-5", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Sufuan! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T08:14:03.913741+00:00" } ], "started_at": "2026-08-26T08:14:03.606335+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Sufuan Ansri", "greeting_done": false, "selected_avatar": null }, { "session_id": "ffb11f16-5ee", "scenario_id": "ak-KX934Y-3", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Sufuan! How are you today? Shall we start the interview?", "timestamp": "2026-08-26T07:55:01.365846+00:00" } ], "started_at": "2026-08-26T07:55:00.853533+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Sufuan Ansri", "greeting_done": false, "selected_avatar": "female_one.mp4" }, { "session_id": "9f7302fa-4d0", "scenario_id": "ak-KX934Y-3", "turn": 0, "messages": [], "started_at": "2026-08-25T08:12:45.671227+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Sufuan Ansri", "greeting_done": false, "selected_avatar": null }, { "session_id": "7601d69e-2ed", "scenario_id": "ak-JP4BZN-5", "turn": 8, "messages": [ { "role": "assistant", "content": "Hi Nikhil! How are you today? Shall we start the interview?", "timestamp": "2026-07-28T06:13:49.159675+00:00" }, { "role": "user", "content": "Yes, I am good. Can I start the interview?", "timestamp": "2026-07-28T06:14:43.179841+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that you’re ready! Let’s dive in. Can you start by telling me about your experience with Android development and any specific projects that you’re particularly proud of?", "timestamp": "2026-07-28T06:14:45.796851+00:00" }, { "role": "user", "content": "I have 5 years experience, so I have created multiple animations like Vistoriant, like Ola and MakeMyTrip etc.", "timestamp": "2026-07-28T06:15:21.884845+00:00" }, { "role": "assistant", "content": "Interesting projects! Can you explain your approach to implementing animations in Android? What libraries or tools do you prefer to use, and why?", "timestamp": "2026-07-28T06:15:22.854064+00:00" }, { "role": "user", "content": "I have added an embedded database like local and call api, ptc and modelview also added in this project, these applications.", "timestamp": "2026-07-28T06:16:06.167176+00:00" }, { "role": "assistant", "content": "It sounds like you have experience with local databases and API integration. Can you elaborate on the specific database technologies you've used, such as SQLite or Room, and how you decided which one was appropriate for your projects?", "timestamp": "2026-07-28T06:16:08.019957+00:00" }, { "role": "user", "content": "I have created SQL database for local and also put that code on API when network is proper and also added for layer of the activity for database and API.", "timestamp": "2026-07-28T06:16:57.773726+00:00" }, { "role": "assistant", "content": "Good to know you’ve worked with SQL and API integration. How do you handle cases where the API call fails or the network is unavailable? What strategies do you implement to ensure a good user experience in those scenarios?", "timestamp": "2026-07-28T06:16:59.168322+00:00" }, { "role": "user", "content": "I have added for a layer for when API can fill the stored data for some part of the query in local app. When the API working properly then a scheduler call for the post the data on server.", "timestamp": "2026-07-28T06:17:40.436369+00:00" }, { "role": "assistant", "content": "That’s a solid approach. Can you describe how you manage data synchronization between the local database and the server, particularly in situations where data might be updated in both places? What challenges have you faced, and how did you overcome them?", "timestamp": "2026-07-28T06:17:41.873475+00:00" }, { "role": "user", "content": "The manage local database and API for create a scheduler, where can implement to our application easily to manage for both local and server database.", "timestamp": "2026-07-28T06:18:18.971515+00:00" }, { "role": "assistant", "content": "Using a scheduler is useful for managing synchronization. Can you explain how you handle version control and data migrations for your local database? What strategies do you employ to ensure a smooth transition when updating the database schema?", "timestamp": "2026-07-28T06:18:20.453617+00:00" }, { "role": "user", "content": "yes we are using version controller like greater version and also a database version", "timestamp": "2026-07-28T06:18:51.099843+00:00" }, { "role": "assistant", "content": "Using version control for your database is crucial. How do you ensure backward compatibility when migrating data? Can you provide an example of a migration you’ve implemented and any issues you faced during that process?", "timestamp": "2026-07-28T06:18:52.780395+00:00" }, { "role": "user", "content": "I have faced many issues of implementing my database and migrate the old database to a new one. So I managed for the local database like SQL.", "timestamp": "2026-07-28T06:19:28.877074+00:00" }, { "role": "assistant", "content": "It seems like you encountered some challenges. Can you share a specific example of an issue you faced during a migration process with your SQL database and how you resolved it? What lessons did you learn from that experience?", "timestamp": "2026-07-28T06:19:30.286018+00:00" } ], "started_at": "2026-07-28T06:13:48.752621+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": true, "selected_avatar": null }, { "session_id": "5e9c7344-f03", "scenario_id": "ak-JP4BZN-2", "turn": 0, "messages": [], "started_at": "2026-07-23T12:17:08.617107+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": false, "selected_avatar": null }, { "session_id": "995d4f90-1b4", "scenario_id": "ak-JP4BZN-5", "turn": 1, "messages": [ { "role": "assistant", "content": "Hi Nikhil! How are you today? Shall we start the interview?", "timestamp": "2026-07-01T05:51:41.184086+00:00" }, { "role": "user", "content": "I am good. Yeah, start interview.", "timestamp": "2026-07-01T05:52:01.771563+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that! Let’s dive right in. Can you start by explaining your experience with Android architecture components? Specifically, how have you utilized ViewModel and LiveData in your projects?", "timestamp": "2026-07-01T05:52:03.758024+00:00" } ], "started_at": "2026-07-01T05:51:40.771783+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": true, "selected_avatar": null }, { "session_id": "0f268f9c-948", "scenario_id": "ak-JP4BZN-5", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Nikhil! How are you today? Shall we start the interview?", "timestamp": "2026-07-01T05:47:12.769128+00:00" }, { "role": "user", "content": "Yes, start interview.", "timestamp": "2026-07-01T05:48:10.924056+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great! To kick things off, could you tell me about a challenging project you've worked on in Android development and how you tackled the obstacles you faced?", "timestamp": "2026-07-01T05:48:13.952278+00:00" }, { "role": "user", "content": "I got challenge some local storage data like and I resolve over the debugging the code and mapping of the tables.", "timestamp": "2026-07-01T05:48:52.373080+00:00" }, { "role": "assistant", "content": "That sounds interesting. Can you explain the specific tools or libraries you used for local storage in that project, and how you ensured data integrity during the debugging process?", "timestamp": "2026-07-01T05:48:54.063393+00:00" } ], "started_at": "2026-07-01T05:47:12.381916+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": true, "selected_avatar": null }, { "session_id": "1f3f320a-8ef", "scenario_id": "ak-JP4BZN-1", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Nikhil! How are you today? Shall we start the interview?", "timestamp": "2026-06-03T06:32:00.744879+00:00" } ], "started_at": "2026-06-03T06:32:00.417498+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Nikhil Tiwari", "greeting_done": false, "selected_avatar": null }, { "session_id": "763698b7-b91", "scenario_id": "ak-X9KZQ8-7", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Shambhu! How are you today? Shall we start the interview?", "timestamp": "2026-06-01T05:08:12.579430+00:00" }, { "role": "user", "content": "Thank you. Thank you. Thank you.", "timestamp": "2026-06-01T05:08:26.512074+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-06-01T05:08:26.512127+00:00" }, { "role": "user", "content": "सरनलाग परस आलू तो ता दुशे कई डेमो देत थोते ना मैं तुम्छे घ़ई आल थो तो ते एंटर अपला स्क्रीन शेर केली पण ताने समोर्चन एम जी सोरा और ते बसली थे तो ते नावाद जात नौता है तैलेडी काई बोलती इते", "timestamp": "2026-06-01T05:08:59.333794+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-06-01T05:08:59.333852+00:00" }, { "role": "user", "content": "you", "timestamp": "2026-06-01T05:09:16.578821+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-06-01T05:09:16.578871+00:00" } ], "started_at": "2026-06-01T05:08:11.867548+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Shambhu", "greeting_done": false, "selected_avatar": "female_four.mp4" }, { "session_id": "c644a8af-5fe", "scenario_id": "ak-BX59QN-7", "turn": 3, "messages": [ { "role": "assistant", "content": "Hi Amit! How are you today? Shall we start the interview?", "timestamp": "2026-05-30T06:52:29.219566+00:00" }, { "role": "user", "content": "Okay", "timestamp": "2026-05-30T06:52:41.708164+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear you're ready, Amit. Let's dive into the project details. Can you walk me through the architecture of the Spring Boot application you're currently working on?", "timestamp": "2026-05-30T06:52:43.420552+00:00" }, { "role": "user", "content": "Yes, current Spring Boot applications.", "timestamp": "2026-05-30T06:53:03.803361+00:00" }, { "role": "assistant", "content": "It seems like you might be in a bit of a rush. Can you elaborate on the specific components of your Spring Boot application, such as the controllers, services, and repositories? This will help us understand the overall structure better.", "timestamp": "2026-05-30T06:53:05.234611+00:00" }, { "role": "user", "content": "music music Alright, thanks.", "timestamp": "2026-05-30T06:53:55.845309+00:00" }, { "role": "assistant", "content": "I appreciate your response, but I need you to focus on the technical details. Can you describe the role of any specific controller in your application and how it interacts with the service layer?", "timestamp": "2026-05-30T06:53:57.314677+00:00" } ], "started_at": "2026-05-30T06:52:28.675823+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Amit Patel", "greeting_done": true, "selected_avatar": "female_ten.mp4" }, { "session_id": "c77ea77b-918", "scenario_id": "ak-BX59QN-7", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Amit! How are you today? Shall we start the interview?", "timestamp": "2026-05-30T06:26:12.174349+00:00" }, { "role": "user", "content": "तो आज उनना एक आओस से बन के लेगा बाक जी ओके है न हाँ बाक जी तो ओके है", "timestamp": "2026-05-30T06:26:57.302356+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Alright, let’s dive in. Can you explain the structure of a typical Spring Boot application and what the key components are?", "timestamp": "2026-05-30T06:26:58.551781+00:00" }, { "role": "user", "content": "आदक्या वाल्लर में बहुत बहुत बोलती है आद्या वाल्लर ..........", "timestamp": "2026-05-30T06:27:39.037412+00:00" }, { "role": "assistant", "content": "कृपया उस पर ध्यान केंद्रित करें। आपको एक सामान्य स्प्रिंग बूट एप्लिकेशन की संरचना और इसके मुख्य घटकों के बारे में चर्चा करनी होगी। क्या आप इसके बारे में बता सकते हैं?", "timestamp": "2026-05-30T06:27:41.123210+00:00" } ], "started_at": "2026-05-30T06:26:11.526143+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Amit Patel", "greeting_done": true, "selected_avatar": "female_eight.mp4" }, { "session_id": "6547eb72-dc3", "scenario_id": "ak-BX59QN-6", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Amit! How are you today? Shall we start the interview?", "timestamp": "2026-05-30T05:28:18.035358+00:00" }, { "role": "user", "content": "start start the entry yes, start the entry", "timestamp": "2026-05-30T05:28:58.109672+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "I can't believe we're still dealing with these bugs! It's really making it hard to stay on schedule. Can we dive into the code and figure out what’s causing all these issues?", "timestamp": "2026-05-30T05:28:59.341867+00:00" }, { "role": "user", "content": "Error message.", "timestamp": "2026-05-30T05:29:45.607356+00:00" }, { "role": "assistant", "content": "Ugh, another error message? This is really becoming frustrating. Can you share what the message says? I need to understand what we're dealing with here.", "timestamp": "2026-05-30T05:29:46.880929+00:00" } ], "started_at": "2026-05-30T05:28:17.807247+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Amit Patel", "greeting_done": true, "selected_avatar": null }, { "session_id": "7a19aba3-6de", "scenario_id": "ak-BX59QN-7", "turn": 3, "messages": [ { "role": "assistant", "content": "Hi Amit! How are you today? Shall we start the interview?", "timestamp": "2026-05-30T05:26:05.784078+00:00" }, { "role": "user", "content": "Let's start rendering", "timestamp": "2026-05-30T05:26:43.079901+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Alright team, we have a critical situation with the web application. Time is of the essence. Let's dive in and identify the bug quickly. What have you observed so far?", "timestamp": "2026-05-30T05:26:44.915492+00:00" }, { "role": "user", "content": "God Bless you", "timestamp": "2026-05-30T05:27:09.472159+00:00" }, { "role": "assistant", "content": "Thank you! But let's focus on the issue at hand. Can you describe what symptoms you’re seeing with the application? Any error messages or unexpected behavior?", "timestamp": "2026-05-30T05:27:10.763499+00:00" }, { "role": "user", "content": "so Thank You See you the next time", "timestamp": "2026-05-30T05:27:33.337770+00:00" }, { "role": "assistant", "content": "It seems like you're wrapping up. However, we need to stay focused on resolving this issue first. Let’s pinpoint what’s going wrong with the application before we end this session. What have you found?", "timestamp": "2026-05-30T05:27:34.825569+00:00" } ], "started_at": "2026-05-30T05:26:05.329229+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Amit Patel", "greeting_done": true, "selected_avatar": "female_seven.mp4" }, { "session_id": "64fe9f4b-9c1", "scenario_id": "ak-VT7W2Q-8", "turn": 8, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-24T12:56:43.713328+00:00" }, { "role": "user", "content": "you", "timestamp": "2026-05-24T12:57:28.899932+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-24T12:57:28.900009+00:00" }, { "role": "user", "content": "you", "timestamp": "2026-05-24T12:57:53.051795+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-24T12:57:53.051846+00:00" }, { "role": "user", "content": "you", "timestamp": "2026-05-24T12:58:18.260834+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-24T12:58:18.260887+00:00" }, { "role": "user", "content": "you", "timestamp": "2026-05-24T12:58:44.883370+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-24T12:58:44.883424+00:00" }, { "role": "user", "content": "Hello. Yes, I am ready.", "timestamp": "2026-05-24T12:59:07.771481+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great! Let's dive in. Can you start by explaining how you would approach processing a large log file efficiently? What data structures or algorithms would you consider?", "timestamp": "2026-05-24T12:59:09.903794+00:00" }, { "role": "user", "content": "Thanks for watching!", "timestamp": "2026-05-24T12:59:30.989618+00:00" }, { "role": "assistant", "content": "It seems like we might have lost focus. Please explain your approach to processing a large log file efficiently, along with the data structures or algorithms you would consider.", "timestamp": "2026-05-24T12:59:32.465796+00:00" }, { "role": "user", "content": "Thanks for watching!", "timestamp": "2026-05-24T12:59:56.251610+00:00" }, { "role": "assistant", "content": "I appreciate your response, but I'd like to hear your thoughts on processing large log files. Can you describe your approach?", "timestamp": "2026-05-24T12:59:57.479402+00:00" }, { "role": "user", "content": "Yes, I...", "timestamp": "2026-05-24T13:00:18.650231+00:00" }, { "role": "assistant", "content": "Please continue! I'd like to hear your approach to processing large log files, including any relevant data structures or algorithms you would use.", "timestamp": "2026-05-24T13:00:19.655289+00:00" }, { "role": "user", "content": "🔪🔪🔪🔪🔪", "timestamp": "2026-05-24T13:00:40.064309+00:00" }, { "role": "assistant", "content": "It seems you're using symbols instead of text. Please clarify your thoughts on processing large log files so we can continue with the interview.", "timestamp": "2026-05-24T13:00:41.350144+00:00" }, { "role": "user", "content": "They personally identify the type of issue, such as API failure, database issue, performance problem, and exception. Then check application locks, error locks, warning locks, adequacy lock, and server locks. Usually, I use a queue data structure. Thank you for watching.", "timestamp": "2026-05-24T13:01:31.387536+00:00" }, { "role": "assistant", "content": "Thank you for sharing your thoughts! Using a queue data structure is a solid choice for processing logs. Can you elaborate on how you would implement this and the specific algorithms you would apply to identify the different types of issues efficiently?", "timestamp": "2026-05-24T13:01:32.712829+00:00" }, { "role": "user", "content": "Thanks for watching!", "timestamp": "2026-05-24T13:02:01.580784+00:00" }, { "role": "assistant", "content": "It seems we're still not on the same page. Could you please explain in more detail how you would implement the queue data structure in your log processing approach? What specific algorithms or methods would you use?", "timestamp": "2026-05-24T13:02:02.815801+00:00" }, { "role": "user", "content": "Thank you for watching.", "timestamp": "2026-05-24T13:02:29.103046+00:00" }, { "role": "assistant", "content": "I appreciate your response, but I need more details to evaluate your approach. Please share how you would specifically implement the log processing using the queue data structure and any relevant algorithms.", "timestamp": "2026-05-24T13:02:32.041334+00:00" } ], "started_at": "2026-05-24T12:56:41.620897+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "female_eight.mp4" }, { "session_id": "47c2192b-eb4", "scenario_id": "ak-VT7W2Q-10", "turn": 1, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-22T06:53:29.064474+00:00" }, { "role": "user", "content": "वंगतर के लिएemator के लिए लिए हेसान इंट्रेल ईंट्रेल इंट्रेल इंट्रेल", "timestamp": "2026-05-22T06:55:04.886931+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-22T06:55:04.886975+00:00" }, { "role": "user", "content": "yes I am ready yes I'm ready previa", "timestamp": "2026-05-22T06:56:29.891082+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great! Let's dive in. Can you explain your understanding of Large Language Models (LLMs) and how they differ from traditional machine learning models?", "timestamp": "2026-05-22T06:56:31.259334+00:00" } ], "started_at": "2026-05-22T06:53:28.708797+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": null }, { "session_id": "d9f1c68b-792", "scenario_id": "ak-VT7W2Q-14", "turn": 5, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-22T06:47:52.541483+00:00" }, { "role": "user", "content": "Start time. How much longer?", "timestamp": "2026-05-22T06:48:25.374513+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear you're ready! Let's dive into model deployment. Can you describe your experience with packaging machine learning models for deployment? What tools or frameworks have you used?", "timestamp": "2026-05-22T06:48:27.847427+00:00" }, { "role": "user", "content": "AI is a generator, artificial generator, in package means Django, Class.", "timestamp": "2026-05-22T06:48:59.990678+00:00" }, { "role": "assistant", "content": "It seems you're mentioning Django for packaging. Can you elaborate on how you utilize Django in your deployment process? What specific features of Django do you find most beneficial for serving machine learning models?", "timestamp": "2026-05-22T06:49:01.733872+00:00" }, { "role": "user", "content": "Springboard application.", "timestamp": "2026-05-22T06:49:28.957428+00:00" }, { "role": "assistant", "content": "Interesting! How does the Springboard application integrate with your machine learning models? Can you explain the process of deploying a model within that framework?", "timestamp": "2026-05-22T06:49:30.620397+00:00" }, { "role": "user", "content": "시청해 주셔서 감사합니다.", "timestamp": "2026-05-22T06:49:51.342928+00:00" }, { "role": "assistant", "content": "감사합니다! 모델 배포의 관점에서, Springboard 애플리케이션에서 API를 만드는 과정에 대해 설명해 주실 수 있나요? 어떤 기술 스택을 사용하셨는지 궁금합니다.", "timestamp": "2026-05-22T06:49:53.499373+00:00" }, { "role": "user", "content": "Spring Boot Application, Python. Python Application.", "timestamp": "2026-05-22T06:50:27.101930+00:00" }, { "role": "assistant", "content": "Got it! So you're using a combination of Spring Boot for the application and Python for the model. How do you handle communication between the Spring Boot application and your Python model?", "timestamp": "2026-05-22T06:50:28.769605+00:00" } ], "started_at": "2026-05-22T06:47:51.588673+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "female_seven.mp4" }, { "session_id": "5948d83b-979", "scenario_id": "ak-VT7W2Q-7", "turn": 8, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-20T05:38:30.623972+00:00" }, { "role": "user", "content": "Yes, I'm fine.", "timestamp": "2026-05-20T05:38:54.067739+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear, Anu! Let's dive in. We have a critical bug that just surfaced in our web application, and it's crucial that we identify the issue quickly. Can you walk me through your current debugging process?", "timestamp": "2026-05-20T05:38:55.969283+00:00" }, { "role": "user", "content": "ठीक ही चलेगा, मैं बता सकता हूँ, अब दीने बात कर लो", "timestamp": "2026-05-20T05:39:28.080557+00:00" }, { "role": "assistant", "content": "समझ गया, Anu। सबसे पहले, अपनी उपलब्ध जानकारी के आधार पर, आप किस तरह से लॉग फाइल्स या एरर मैसेज को देख रहे हैं? क्या आपको कोई खास एरर नजर आया है?", "timestamp": "2026-05-20T05:39:29.534247+00:00" }, { "role": "user", "content": "نہیں ، میرے پاس کوئی خاص غلط نظر نہیں آتا ہے میں نے کچھ چیک کیا ، سارا لگ ہو گیا", "timestamp": "2026-05-20T05:39:56.472056+00:00" }, { "role": "assistant", "content": "ٹھیک ہے، Anu۔ اگر آپ کو خاص خطا نظر نہیں آ رہی تو کیا آپ نے حالیہ تبدیلیوں پر غور کیا ہے؟ کبھی کبھی نیا کوڈ یا تبدیلیاں مسائل پیدا کر سکتی ہیں۔ آپ نے ان پر روشنی ڈالی؟", "timestamp": "2026-05-20T05:39:57.969603+00:00" }, { "role": "user", "content": "ہاں میں نے اس پر روشنی لال دی میں نے چیک کر دیا وہ سارا", "timestamp": "2026-05-20T05:40:50.409017+00:00" }, { "role": "assistant", "content": "اچھا، یہ سن کر خوشی ہوئی۔ کیا آپ نے اپنے کوڈ میں کوئی سٹیٹ ڈائیگرام یا ریپوزٹری چیک کی؟ کبھی کبھار ڈیٹا کی حالت یا سٹیٹ کا مسئلہ بھی خرابی کا سبب بن سکتا ہے۔", "timestamp": "2026-05-20T05:40:52.344301+00:00" }, { "role": "user", "content": "हाँ, मैंने वो भी चेक किया पूरा थारा वो स्ट्रक्चर और गेट रेप वो भी चेक किया उसमें भी कुछ गड़बड नहीं है", "timestamp": "2026-05-20T05:41:29.602535+00:00" }, { "role": "assistant", "content": "समझ गया, Anu। अब हम क्या कर सकते हैं, यह देखने के लिए क्या आपने कोई यूनिट टेस्ट या इंटीग्रेशन टेस्ट चलाए हैं? कभी-कभी टेस्ट केस भी हमें समस्या के बारे में जानकारी दे सकते हैं।", "timestamp": "2026-05-20T05:41:30.956668+00:00" }, { "role": "user", "content": "How many of you will be today?", "timestamp": "2026-05-20T05:42:18.668485+00:00" }, { "role": "assistant", "content": "It seems like there was a misunderstanding. Let’s keep our focus on the bug. Have you had a chance to run any tests on the application to see if they reveal any hidden issues?", "timestamp": "2026-05-20T05:42:19.885374+00:00" }, { "role": "user", "content": "Năi, mi-ar răbătu ce îndecări neusul meu", "timestamp": "2026-05-20T05:42:44.871864+00:00" }, { "role": "assistant", "content": "Înțeles, Anu. Dacă nu ai rulat teste, ar fi util să începi cu asta. Poate că unele funcționalități nu sunt acoperite de teste și ar putea dezvălui problema. Ce părere ai despre asta?", "timestamp": "2026-05-20T05:42:45.971883+00:00" }, { "role": "user", "content": "प्लीज हिंदे में बात करो कुछ समझ में नहीं आया", "timestamp": "2026-05-20T05:43:17.204981+00:00" }, { "role": "assistant", "content": "मुझसे माफी चाहूँगा, Anu। क्या आपने कोई टेस्ट चलाए हैं? कभी-कभी टेस्ट रन करने से हमें कुछ ऐसे मुद्दे मिल सकते हैं जो पहले दिखाई नहीं दे रहे थे।", "timestamp": "2026-05-20T05:43:18.699134+00:00" } ], "started_at": "2026-05-20T05:38:30.360804+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "female_one.mp4" }, { "session_id": "1c769543-871", "scenario_id": "ak-VT7W2Q-8", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-20T01:51:46.241347+00:00" } ], "started_at": "2026-05-20T01:51:46.214593+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": "male_five.mp4" }, { "session_id": "09cdf9db-e05", "scenario_id": "ak-VT7W2Q-8", "turn": 4, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-20T01:31:49.162790+00:00" }, { "role": "user", "content": "You can start, I am ready.", "timestamp": "2026-05-20T01:32:03.438520+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great! Let's dive into a problem related to log processing. Imagine you have a large log file containing entries with timestamps, user IDs, and actions. Your task is to write a Python function that processes this log and counts the number of unique actions performed by each user within a specified time frame. \n\nCan you outline your approach before starting to code?", "timestamp": "2026-05-20T01:32:07.657747+00:00" }, { "role": "user", "content": "Yes, we can approach because previously whenever I was doing a Python code, that time we are using a Python script for those debuggers and many other particular programs we are using. So basically, the pipelines we need to ensure that the chunks and databases are correctly passing the values.", "timestamp": "2026-05-20T01:33:08.236647+00:00" }, { "role": "assistant", "content": "It sounds like you have experience with debuggers and processing pipelines! However, let’s focus on the problem at hand. \n\nCould you specifically describe the data structure you would use to store the log entries and how you would filter them based on the time frame? Please provide a bit more detail on your approach.", "timestamp": "2026-05-20T01:33:09.713313+00:00" }, { "role": "user", "content": "cough", "timestamp": "2026-05-20T01:34:27.305400+00:00" }, { "role": "assistant", "content": "Take your time. If you need a moment to gather your thoughts, that’s completely understandable. Whenever you’re ready, please continue with your approach to the problem.", "timestamp": "2026-05-20T01:34:28.385948+00:00" }, { "role": "user", "content": "It's a very beautiful day. I'm going to take a break. I'm going to take a break. I'm going to take a break. I'm going to take a break. Thank you for watching. Thank you for watching. Thank you for watching.", "timestamp": "2026-05-20T01:38:50.271942+00:00" }, { "role": "assistant", "content": "I understand that you might need a break, but we have a technical challenge to tackle. When you're ready to discuss your approach for processing the log entries, please let me know.", "timestamp": "2026-05-20T01:38:51.271494+00:00" } ], "started_at": "2026-05-20T01:31:49.129473+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "male_eight.mp4" }, { "session_id": "6c91af63-20f", "scenario_id": "ak-VT7W2Q-6", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-20T01:38:40.023202+00:00" }, { "role": "user", "content": "Thank you for watching.", "timestamp": "2026-05-20T01:38:43.719876+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-20T01:38:43.719909+00:00" } ], "started_at": "2026-05-20T01:38:39.839996+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": null }, { "session_id": "179d5d60-ddf", "scenario_id": "ak-VT7W2Q-14", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-19T18:53:13.450466+00:00" } ], "started_at": "2026-05-19T18:53:13.382377+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": "male_eight.mp4" }, { "session_id": "0d171048-7c1", "scenario_id": "ak-VT7W2Q-14", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T18:50:13.893111+00:00" }, { "role": "user", "content": "Sam Good, how about you? We can start.", "timestamp": "2026-05-16T18:50:27.736713+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that, Anu! Let's jump right in. Can you describe your experience with model deployment and the essential steps you follow in the process?", "timestamp": "2026-05-16T18:50:29.074325+00:00" }, { "role": "user", "content": "Thank you for watching.", "timestamp": "2026-05-16T18:50:46.365175+00:00" }, { "role": "assistant", "content": "It seems like there might have been a misunderstanding. Could you please elaborate on your experience with model deployment? What specific steps do you take?", "timestamp": "2026-05-16T18:50:47.661915+00:00" } ], "started_at": "2026-05-16T18:50:13.876576+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "male_five.mp4" }, { "session_id": "b42bb93a-8dd", "scenario_id": "ak-VT7W2Q-14", "turn": 8, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T18:43:37.771325+00:00" }, { "role": "user", "content": "Let's start. I am ready.", "timestamp": "2026-05-16T18:43:55.982123+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that you're ready! Let’s kick off with your experience in model deployment. Can you explain the key steps you take when packaging a machine learning model for deployment?", "timestamp": "2026-05-16T18:43:58.571388+00:00" }, { "role": "user", "content": "हाँ जरूर, for deployment मैं machine learning में बहुत सरे packaging की development कर दा था जहाँपे मुझे deployment के लिए अजूर और AWS दोनों का यूज़ किया हुआ है मैंने", "timestamp": "2026-05-16T18:44:31.354732+00:00" }, { "role": "assistant", "content": "आपने Azure और AWS का उपयोग किया है, यह बहुत अच्छा है। क्या आप विस्तार से बता सकते हैं कि आपने मॉडल पैकेजिंग के लिए कौन से टूल्स और तकनीकों का इस्तेमाल किया और क्या आप किसी विशेष चुनौती का सामना कर चुके हैं?", "timestamp": "2026-05-16T18:44:34.766651+00:00" }, { "role": "user", "content": "जी हां मैंने कई विशेष चुनौतिय का सामना किया है जैसे पैप्लाइन्स इंडेक्सिंग और इसमें बहुत सरी चीजों में कनेक्शन तूटना जिसके कारण परफॉर्मेंस और लेटिगेंसी बहुत आती है और बहुत सरी चीजें स्लोग हो चुकी है", "timestamp": "2026-05-16T18:45:21.678382+00:00" }, { "role": "assistant", "content": "यह सुनकर अच्छा लगा कि आपने चुनौतियों का सामना किया है। आप किन उपायों का उपयोग करते हैं इन समस्याओं को हल करने के लिए? क्या आपने CI/CD प्रथाओं का पालन किया है इस प्रक्रिया को सुव्यवस्थित करने के लिए?", "timestamp": "2026-05-16T18:45:23.183262+00:00" }, { "role": "user", "content": "जी हां, मैंने CICD का पैप्लेइन का ये किया हुआ है, पालंग किया है, जो निर्दारित समय पर हमारे एक एप्लिकेशन का यूज़ करते हैं। तो जो भी करन्ड हमारा कोड और डिप्लायमेंट रहता हैं, वो हम पुश्च करते हैं, अकौर्डिंग तो वो डिप्लाय कर देता है।", "timestamp": "2026-05-16T18:46:07.728564+00:00" }, { "role": "assistant", "content": "आपके CI/CD प्रक्रियाओं का पालन करने का तरीका प्रभावशाली है। क्या आप बता सकते हैं कि आपने किस CI/CD टूल का उपयोग किया है और उसमें आपके लिए सबसे चुनौतीपूर्ण हिस्सा क्या रहा?", "timestamp": "2026-05-16T18:46:09.613020+00:00" }, { "role": "user", "content": "उसरा कॉष्ण, ये कॉष्ण का अंसर पता नहीं है, हम दूसरी कॉष्ण की दरफ चलते हैं।", "timestamp": "2026-05-16T18:46:43.062360+00:00" }, { "role": "assistant", "content": "कोई बात नहीं, चलिए हम अगले सवाल पर चलते हैं। आपने API निर्माण के बारे में क्या अनुभव किया है? क्या आप अपनी API के लिए किसी विशेष फ्रेमवर्क या तकनीक का उपयोग करते हैं?", "timestamp": "2026-05-16T18:46:44.462323+00:00" }, { "role": "user", "content": "सरे APIs बना हैं, जहाँपे Fast API है, Flask API है, REST API है और कई चीज़ों में, जैसे Backend Java, Python और .NET में API बना हैं सो वहाँपे MVVM, MVC, MVP यह सारे और Teen Architecture के साथ मैंने बहुत सारे APIs डिजाइन की हैं", "timestamp": "2026-05-16T18:47:36.470744+00:00" }, { "role": "assistant", "content": "आपका API निर्माण का अनुभव काफी विविध है। क्या आप हमें बता सकते हैं कि आपने इन APIs में से किसी एक को सुरक्षा और स्केलेबिलिटी के दृष्टिकोण से कैसे डिज़ाइन किया?", "timestamp": "2026-05-16T18:47:37.615169+00:00" }, { "role": "user", "content": "स्रुक्ष और स्केडृपिट के इसाभ से मैंने Aurt Token दे�, हमने încription and persist surrection को पड़ चर्ष के वयेवारण करिया हैं।", "timestamp": "2026-05-16T18:48:25.561553+00:00" }, { "role": "assistant", "content": "आपने सुरक्षा के लिए ऑथ टोकन और एन्क्रिप्शन जैसी तकनीकों का उल्लेख किया है, जो महत्वपूर्ण हैं। क्या आप बता सकते हैं कि इन उपायों को लागू करते समय आपने कौन-सी सर्वोत्तम प्रथाएँ अपनाई?", "timestamp": "2026-05-16T18:48:28.214119+00:00" }, { "role": "user", "content": "Thanks for watching!", "timestamp": "2026-05-16T18:48:52.576965+00:00" }, { "role": "assistant", "content": "It seems like you're wrapping up. However, before we conclude, could you share how you monitor and maintain the performance of your deployed models?", "timestamp": "2026-05-16T18:48:53.740775+00:00" } ], "started_at": "2026-05-16T18:43:37.701219+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "female_seven.mp4" }, { "session_id": "dd790a2e-ca7", "scenario_id": "ak-VT7W2Q-7", "turn": 10, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T14:18:21.364176+00:00" }, { "role": "user", "content": "Yes, we can start the interview. I am ready.", "timestamp": "2026-05-16T14:18:37.948713+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Alright, let’s dive in. Can you walk me through how you would approach identifying and debugging a critical issue in a Spring Boot application right before a demo? What steps would you take to ensure we resolve it effectively?", "timestamp": "2026-05-16T14:18:40.558696+00:00" }, { "role": "user", "content": "और तो किस लग म�से मुझे साम्य करना है कुछ hurricanes to controlhoot to controlhad to have examples for kids who किस लग पंची के पंड़ी के पंदाना।", "timestamp": "2026-05-16T14:19:34.316595+00:00" }, { "role": "assistant", "content": "It seems like there might be some confusion in your response. Let's focus on the bug in the Spring Boot application. Can you outline how you would start troubleshooting the issue and what specific tools or techniques you might use?", "timestamp": "2026-05-16T14:19:36.093408+00:00" }, { "role": "user", "content": "करने के लिए बहुत सड़ी टेक्निक जीज़ करता हूं जैसे कि मुझे Eclipse में नीचे डीबगर और लॉगर है जहांपर मैं देखता हूं परफॉर्मेंस चेक करने के लिए परफॉर्मेंस बेलनसर है और सर्वर साइड लोड बेलनसिंग और राऊटिंग और आगे बढ़ाता हूं", "timestamp": "2026-05-16T14:20:30.546949+00:00" }, { "role": "assistant", "content": "यह सही है कि आप Eclipse में डिबगर और लॉगर का उपयोग कर सकते हैं। आगे बढ़ने के लिए, क्या आप मुझे बताएंगे कि आप लॉग फाइलों का विश्लेषण कैसे करेंगे और उनके माध्यम से समस्या की पहचान करने की प्रक्रिया को कैसे प्रबंधित करेंगे?", "timestamp": "2026-05-16T14:20:33.038598+00:00" }, { "role": "user", "content": "जी हां वो तो मैं उनको पर अमिद करने के में प्रिंट लॉग्ज करूँगा फिर जैसे ही सर और फ्रंटेंड के लॉग्ज प्रिंट करूँगा अब लॉग्ज प्रिंट करने के बाद मुझे यह पता चल जाता है किस API का कॉल है या एंटरनल कोड का या कोड रेविउ करूँगा उसके बाद में ही मुझे सारी संपुष्टी होगी", "timestamp": "2026-05-16T14:21:21.791440+00:00" }, { "role": "assistant", "content": "बहुत अच्छा! लॉग्स की समीक्षा एक महत्वपूर्ण कदम है। अब, जब आपने लॉग्स की मदद से समस्या को पहचान लिया, तो समस्या को ठीक करने के लिए आप कौन से कदम उठाएंगे? क्या आप किसी विशेष तकनीक या रणनीति का उपयोग करेंगे?", "timestamp": "2026-05-16T14:21:23.929366+00:00" }, { "role": "user", "content": "महाँ पर बहुत सारी विकल्प है और बहुत सारे फ्रेमॉर्ज भी वो यूज़ करके भी मैं देखा रिवर्स इंजिनिरिएरिंग एक है दूसरा आप अगर यूनिट टेस्टिंग करते हो जे यूनिट टेस्टिंग वो भी टेस्ट केसिस लिख के आप पूरा चेक कर सकते हैं तो इस पकार है हम लोग डीबग को और जानने से रिजॉल कर सकते हैं", "timestamp": "2026-05-16T14:22:08.628329+00:00" }, { "role": "assistant", "content": "आपके द्वारा बताए गए तरीके बहुत प्रभावी हैं। यूनिट टेस्टिंग और रिवर्स इंजीनियरिंग दोनों ही अच्छी रणनीतियाँ हैं। जब आपने समस्या को ठीक करने के लिए कोड में बदलाव किया, तो आप यह सुनिश्चित कैसे करेंगे कि आपकी नई कोड परिवर्तन ने किसी अन्य फीचर को प्रभावित नहीं किया?", "timestamp": "2026-05-16T14:22:12.519099+00:00" }, { "role": "user", "content": "इसके लिए सबसे अच्छा है कि जैसे मैं कोई कोड उसमें हम लोग पहले ही एक एसासी किया एसी डी और या फिर कोई एक एसी पैप्लाइन स्ट्रीम बना कर रखे जहापे रिगरेशन टेस्टिंग का हम कोड बेस ले ले जहापर वो हमेशा से ही जैसे पर गिए,। यहार गली शायब जाएगा हम बएक छले जाने में जैसे जैसे मुझे छोड चले किया नहीं रहा सकता है अराजार कुछ � melody capulty の नियत्र विज्भ कॊशों पैसु वालियेंं पड़ा नियत्र और क्योंकि जाएगा और अल्मुट जो नई फीचर है उसको कही पर इफ़ेक्ट नहीं होगा", "timestamp": "2026-05-16T14:23:31.302331+00:00" }, { "role": "assistant", "content": "आपकी रणनीति में निरंतर इंटीग्रेशन और रिग्रेशन टेस्टिंग का उपयोग करना बहुत महत्वपूर्ण है। ऐसा करने से हम सुनिश्चित कर सकते हैं कि नई सुविधाएँ पहले से मौजूद कार्यों को प्रभावित नहीं करतीं। अंतिम सवाल, अगर हम इस समय डेमो के लिए तैयार नहीं हैं, तो आप टीम के मनोबल को बनाए रखने के लिए क्या कदम उठाएंगे?", "timestamp": "2026-05-16T14:23:33.858249+00:00" }, { "role": "user", "content": "गेंग देमो के लिए तयार नहीं है तो तीम के मनोबलों को का�zzle के लिए हमें सुझरसेलो के अपरारी टीम को शिलाल चाहिए आने पायत करना पड़गा और क़ुएक प्रयास सीवना तक उन्हें म सलाग के ऊच रहेने के लिए नहीं हैं इसके साथ हम लोग यह सोच सकते है कि टीम हमेशा हमारी साथ में ही काम करेगी और उनका मनोबल बनाया रखना के लिए और मोटिवेट करना पड़ेगा", "timestamp": "2026-05-16T14:24:45.028814+00:00" }, { "role": "assistant", "content": "आपकी दृष्टि टीम के मनोबल को बनाए रखने और सहयोग को प्रोत्साहित करने की दिशा में बहुत सही है। सकारात्मक संचार और सहयोग से हम इस चुनौती को पार कर सकते हैं। हम मिलकर प्रयास करते रहेंगे, और मैं आप पर विश्वास करता हूं कि आप इस समस्या को हल करने में सफल होंगे।", "timestamp": "2026-05-16T14:24:47.708764+00:00" }, { "role": "user", "content": "And Jayhaw.", "timestamp": "2026-05-16T14:25:23.532263+00:00" }, { "role": "assistant", "content": "It looks like there might be a misunderstanding or typo. Let’s stay focused on the bug and team dynamics. Can you tell me how you would communicate updates and progress to the team in a high-pressure situation like this?", "timestamp": "2026-05-16T14:25:25.310511+00:00" }, { "role": "user", "content": "Yeah, I'll keep updated and posted to my teams whether any reports or anything coming from client or someone else. In that case, we are continuously updated with our team and keep posted the stories and into our internal groups where each and every member knows what's going on, what is the stakeholders and project coordinators or project holders stake. So everyone knows about that.", "timestamp": "2026-05-16T14:26:18.059006+00:00" }, { "role": "assistant", "content": "That's a solid approach to maintain transparency and keep everyone aligned. Regular updates help in managing expectations and fostering teamwork. Now, if the demo is approaching and you're still facing issues, how would you prioritize tasks to ensure the most critical components are addressed first?", "timestamp": "2026-05-16T14:26:20.117652+00:00" }, { "role": "user", "content": "See, so prioritization, we need to think about what exactly issues are and what are the prioritized. It depends upon the client side, what are the things prioritized. So we prioritize and according to that, we start resolving the issues and if team members or team size is large, then we will provide each bucket and each bug to everyone which is not affected. At the end, we, you know, push our code and combine into them, merge the branches and according to that, we again have a one regression round of testing so we can take care of each and everything whether all the bugs are fixed and it is not affected to any other functionalities.", "timestamp": "2026-05-16T14:27:26.354428+00:00" }, { "role": "assistant", "content": "That’s a very strategic approach to prioritization, especially in a team setting. By delegating tasks and focusing on client priorities, you ensure that critical issues are addressed swiftly. As we move closer to the demo, how would you handle any potential setbacks or unexpected issues that arise during this process?", "timestamp": "2026-05-16T14:27:28.529430+00:00" } ], "started_at": "2026-05-16T14:18:21.341117+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "male_ten.mp4" }, { "session_id": "d35579c7-6a5", "scenario_id": "ak-VT7W2Q-7", "turn": 3, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T14:15:51.086874+00:00" }, { "role": "user", "content": "So I am ready.", "timestamp": "2026-05-16T14:16:04.698046+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear you're ready! Let's dive in. Can you start by telling me about a critical bug you encountered in a Spring Boot application and how you approached resolving it?", "timestamp": "2026-05-16T14:16:07.902680+00:00" }, { "role": "user", "content": "क्योंकि मैंने SpringBoot की application result करने के लिए debugging is very best करेंग देबगीज करते हुआ my log print करता हूँ, error logs print करता हूँ, unit testing करता हूँ. जिस sana मैं ये सारा शबकुछ प्रवार्ध कर सकता हूँ.", "timestamp": "2026-05-16T14:16:51.830338+00:00" }, { "role": "assistant", "content": "आपके पास debugging के लिए एक अच्छा दृष्टिकोण है। जब आपने debugging शुरू की, तो क्या आपको कोई विशेष संकेत या error message मिला जिसने आपको समस्या को समझने में मदद की?", "timestamp": "2026-05-16T14:16:53.805780+00:00" }, { "role": "user", "content": "दिवागिंग करते हैं, मुझे बहुत सारे एररेल मेसेच मिलते हैं, जैसे सर्वर साइड, तो फ्रेंटेड साइड, उससे पता चल जाता है एज़िली, और मैं प्रयोरेटाज करना हूँ, किस चीज के लिए मुझे एक्जैक्ली...", "timestamp": "2026-05-16T14:17:29.281050+00:00" }, { "role": "assistant", "content": "आपके पास सर्वर और फ्रंटेंड दोनों साइड से एरर मैसेज का निरीक्षण करने का सही तरीका है। जब आपने इन एरर मैसेज को देखा, तो क्या आपको उनमे से किसी एक मेसेज ने आपको सबसे ज्यादा प्रभावित किया या समस्या का मूल कारण बताने में मदद की?", "timestamp": "2026-05-16T14:17:32.212604+00:00" } ], "started_at": "2026-05-16T14:15:51.038689+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": "female_ten.mp4" }, { "session_id": "10f5ae42-545", "scenario_id": "ak-VT7W2Q-14", "turn": 2, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T13:16:33.753991+00:00" }, { "role": "user", "content": "As you can see, I'm ready.", "timestamp": "2026-05-16T13:16:47.278884+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that you're ready! Let's dive in. Can you explain your experience with model deployment in MLOps and the steps you take to ensure a smooth deployment process?", "timestamp": "2026-05-16T13:16:49.109412+00:00" }, { "role": "user", "content": "Thank you for watching.", "timestamp": "2026-05-16T13:17:09.570784+00:00" }, { "role": "assistant", "content": "It seems like you might have missed the question. Could you elaborate on your experience with model deployment in MLOps and the steps you take to ensure it goes smoothly?", "timestamp": "2026-05-16T13:17:11.668540+00:00" } ], "started_at": "2026-05-16T13:16:33.733830+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": null }, { "session_id": "870a4d83-9f2", "scenario_id": "ak-VT7W2Q-8", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T13:15:41.133537+00:00" }, { "role": "user", "content": "Thanks for watching!", "timestamp": "2026-05-16T13:15:55.811689+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-16T13:15:55.811752+00:00" } ], "started_at": "2026-05-16T13:15:41.106583+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": null }, { "session_id": "1980d4cd-85c", "scenario_id": "ak-VT7W2Q-14", "turn": 1, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T13:12:28.674065+00:00" }, { "role": "user", "content": "Yes, you can stand. I'm ready.", "timestamp": "2026-05-16T13:12:50.792559+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great to hear that you're ready! Let's dive into your experience. Can you describe your approach to model deployment and the key steps you typically follow?", "timestamp": "2026-05-16T13:12:52.915685+00:00" } ], "started_at": "2026-05-16T13:12:28.631313+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true, "selected_avatar": null }, { "session_id": "79e1d8db-9b3", "scenario_id": "ak-VT7W2Q-14", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T13:11:02.737041+00:00" } ], "started_at": "2026-05-16T13:11:02.700526+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": "male_four.mp4" }, { "session_id": "40f71525-b4f", "scenario_id": "ak-VT7W2Q-8", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T13:09:19.509686+00:00" } ], "started_at": "2026-05-16T13:09:19.447748+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": "female_ten.mp4" }, { "session_id": "979179ef-005", "scenario_id": "ak-VT7W2Q-8", "turn": 0, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T13:06:39.227201+00:00" } ], "started_at": "2026-05-16T13:06:39.162642+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": false, "selected_avatar": null }, { "session_id": "fca25d96-76a", "scenario_id": "ak-VT7W2Q-13", "turn": 6, "messages": [ { "role": "assistant", "content": "Hi Anu! How are you today? Shall we start the interview?", "timestamp": "2026-05-16T12:36:00.546188+00:00" }, { "role": "user", "content": "Thank you for watching!", "timestamp": "2026-05-16T12:36:23.653393+00:00" }, { "role": "assistant", "content": "No problem — just say 'yes' or 'I'm ready' whenever you'd like to start the interview.", "timestamp": "2026-05-16T12:36:23.653435+00:00" }, { "role": "user", "content": "Yes, I am ready. We can start.", "timestamp": "2026-05-16T12:36:41.301901+00:00" }, { "role": "user", "content": "[ready]", "timestamp": null }, { "role": "assistant", "content": "Great! Let’s dive in. Can you please describe your experience with text preprocessing techniques in NLP? What methods have you used to clean and prepare text data for modeling?", "timestamp": "2026-05-16T12:36:44.781585+00:00" }, { "role": "user", "content": "मैंने बहुत सारा डेटा प्रिपेर किया है, NLP के लिए, जिसे ना एक्शर लेंग्वेज़ प्रोसेसेंज के लिए, जहाँपे LLM मुझे प्लेन टेक्स देता है, मैं उनको चेक्स, चंक्स में डिवाइड करता हूँ, तब एंडेक्संग यूस कर के, वेक्र डेटा बेस में मैं उसको ये करके, फिर मैं आगे उसको बेजता हूं, यह पूरा प्रोसेस, LLM को पास करता हूँ, एर LLM मुझे उसका रिस्पांस देता है.", "timestamp": "2026-05-16T12:37:37.874958+00:00" }, { "role": "assistant", "content": "आपके डेटा प्रिप्रसेसिंग की प्रक्रिया में कुछ महत्वपूर्ण पहलू शामिल हैं। क्या आप यह बता सकते हैं कि आपने विशेष रूप से कौन से तकनीकी तरीकों का उपयोग किया है जैसे कि स्टेमिंग, लेमाटाइजेशन या किसी अन्य टेक्स्ट क्लीनिंग विधि?", "timestamp": "2026-05-16T12:37:40.417985+00:00" }, { "role": "user", "content": "Останній день, коли я бачу цей пляж, я сподіваюся, що це буде найкращий пляж, який я бачу у своїй житті. Я сподіваюсь, що це буде найкращий пляж, який я бачу у своїй житті. Я сподіваюсь, що це буде найкращий пляж, який я бачу у своїй житті. Я сподіваюсь, що це буде найкращий пляж, який я бачу у своїй житті.", "timestamp": "2026-05-16T12:40:02.730902+00:00" }, { "role": "assistant", "content": "It seems there might have been a misunderstanding. Let's focus back on the interview. Could you elaborate on the specific text preprocessing techniques, such as stemming or lemmatization, that you have utilized in your previous projects?", "timestamp": "2026-05-16T12:40:05.627439+00:00" }, { "role": "user", "content": "Thanks for watching!", "timestamp": "2026-05-16T12:40:38.708225+00:00" }, { "role": "assistant", "content": "I appreciate your participation. Let's refocus on the interview. Can you share your experience with model selection for text classification tasks? What factors do you consider when choosing a model for a specific problem?", "timestamp": "2026-05-16T12:40:40.855390+00:00" }, { "role": "user", "content": "Can we move to next question? I don't know the answer about this question.", "timestamp": "2026-05-16T12:41:12.129682+00:00" }, { "role": "assistant", "content": "Absolutely, we can move on. Let's discuss evaluation metrics. What metrics do you believe are most important when assessing the performance of a text classification system, and why?", "timestamp": "2026-05-16T12:41:13.606758+00:00" }, { "role": "user", "content": "Sorry, I don't know.", "timestamp": "2026-05-16T12:41:39.685548+00:00" }, { "role": "assistant", "content": "That's alright. Let's explore another area. Can you tell me about a project where you implemented a text classification system? What challenges did you face, and how did you address them?", "timestamp": "2026-05-16T12:41:41.573693+00:00" } ], "started_at": "2026-05-16T12:36:00.467847+00:00", "ended_at": null, "language_code": "en", "candidate_name": "Anu", "greeting_done": true }, { "captcha_token": "_Iy4zEgxcRWst_p73Bt_TItDhmESqofh55mfuAwTZdc", "session_id": "9tN5ajAPNqeyvFIh_T_QDmts5VG3YHOM", "verified": true, "created_at": "2026-05-16T12:35:27.178192+00:00", "id": "522c22ac-a4d0-441c-8c36-0ff198ed07ad", "updated_at": "2026-05-16T12:35:27.179172+00:00" }, { "captcha_token": "7-ivKAIq6jSX7ftzqPeDlUEUkHMG6o-HjiuTiy7t7T4", "session_id": "UtRljSYABExgFCdGuBXtHUeYpVD1iXGb", "verified": true, "created_at": "2026-05-16T13:06:22.829438+00:00", "id": "fdbaf8a3-1f56-4c8b-8394-1f84a5cbb42d", "updated_at": "2026-05-16T13:06:22.830816+00:00" }, { "captcha_token": "2hVlomk7g8jkJylgHdrrBbIjOWaUrLv5HnpBayjuFFM", "session_id": "LhgveVA8Tlot4npSmyn7XLU_a7uSVx_u", "verified": true, "created_at": 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