Mohamed Kamran

Mohamed KamranNov 5, 2025

Proud to share our project TeamBrain.ai, built during HackSpire'25🧠 TeamBrain.ai is a chat-based AI assistant designed to help teams instantly recall and summarize information from collaboration tools like Slack, Google Docs, and Notion. Instead of navigating through endless messages or searching multiple platforms, users can simply ask, “What did we decide about the new API rollout?”, and receive a concise, context-aware summary , all powered by Retrieval-Augmented Generation (RAG). On the backend, we built a robust Node.js + Express architecture integrated with LangChain to handle dynamic query pipelines and context-aware response generation. The system uses RAG (Retrieval-Augmented Generation) to semantically understand user queries, retrieve relevant chunks from connected sources, and ground responses using contextual data before passing them to the OpenAI API for final summarization. This ensures that the answers are not only accurate but also contextually relevant to ongoing team discussions. We utilized Pinecone as our vector database, configured in serverless mode with a dense index on AWS (us-east-1). Over 1 million dense vector embeddings were stored and indexed for semantic retrieval, with a Top-K similarity search and reranking mechanism maintaining a confidence range between 0.97–1.00. LangChain’s retrieval module handled the reranking and scoring to ensure high-precision results. Though due to time constraints, the project wasn’t fully combined and compiled by the submission deadline, we successfully demonstrated the core RAG pipeline and modular architecture. One of the judges Mr. Narendra Nath Chatterjee showed genuine appreciation for our technical approach and the system design, and his encouraging words really inspired us to continue building beyond the hackathon. A big thanks to my amazing teammates Irfan Mehmud,Prem Ranjan,Shalini Dey & ROHIT BHAGAT couldn’t have asked for a better group to brainstorm, code, and debug alongside. ❤️ The final results didn’t go in our favour, but the experience, teamwork, and learning we gained were absolutely worth it! 💪

Mohamed KamranJan 1, 2025

🌟𝑰𝒕’𝒔 𝑩𝒆𝒆𝒏 𝒂 𝑾𝒉𝒊𝒍𝒆 𝑺𝒊𝒏𝒄𝒆 𝑰 𝑱𝒐𝒊𝒏𝒆𝒅 Focus Research Labs 𝒂𝒔 𝒂 𝑷𝒓𝒐𝒅𝒖𝒄𝒕 𝑫𝒆𝒗𝒆𝒍𝒐𝒑𝒎𝒆𝒏𝒕 𝑰𝒏𝒕𝒆𝒓𝒏 🌟 I want to take a moment to thank my mentor Harsh Vardhan Sharma for his unwavering guidance and support, which continues to make this journey incredibly enriching. Working at InFocusResearch Labs has been an exciting and transformative experience. Being part of a startup has offered me a unique blend of challenges, growth opportunities, and hands-on exposure to real-world projects—and I’m loving every bit of it! ✨ 𝗪𝗵𝘆 𝗘𝘃𝗲𝗿𝘆 𝗦𝘁𝘂𝗱𝗲𝗻𝘁 𝗦𝗵𝗼𝘂𝗹𝗱 𝗖𝗼𝗻𝘀𝗶𝗱𝗲𝗿 𝗜𝗻𝘁𝗲𝗿𝗻𝗶𝗻𝗴 𝗮𝘁 𝗮 𝗦𝘁𝗮𝗿𝘁𝘂𝗽 Startups are a goldmine of opportunities for students. Here’s why I believe everyone should consider this path: 𝗗𝗶𝘃𝗲𝗿𝘀𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗢𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀: From brainstorming ideas to deploying live projects, I get to work across various stages of product development. 𝗛𝗮𝗻𝗱𝘀-𝗢𝗻 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲: Every task I work on directly contributes to real-world solutions, making my work impactful and rewarding. 𝗢𝘄𝗻𝗲𝗿𝘀𝗵𝗶𝗽 & 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆: Startups value every team member’s contributions, and this sense of ownership is both empowering and motivating. 💻 𝗧𝗼𝗼𝗹𝘀 𝗮𝗻𝗱 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 𝗜’𝗺 𝗪𝗼𝗿𝗸𝗶𝗻𝗴 𝗪𝗶𝘁𝗵 In my role, I’ve been exploring several tools and technologies that are crucial for production workflows: 𝗗𝗼𝗰𝗸𝗲𝗿: A game-changer for containerization, simplifying deployments and ensuring consistency across environments. 𝗝𝗜𝗥𝗔: Keeps us organized and efficient, allowing seamless project management and sprint planning. 𝗦𝘁𝘂𝗱𝗶𝗼 𝟯𝗧: A powerful tool for managing and querying MongoDB databases with ease. 𝗣𝗼𝘀𝘁𝗺𝗮𝗻: Crucial for testing and debugging APIs, ensuring smooth integration between services. 𝗩𝗲𝗿𝘀𝗶𝗼𝗻 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 (𝗚𝗶𝘁): Enables efficient collaboration and version tracking for projects. 𝗖𝗜/𝗖𝗗 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲𝘀: Learning about automated deployment processes has been a significant part of my growth here. 🚀 𝗧𝗮𝗸𝗲𝗮𝘄𝗮𝘆𝘀 As we welcome a brand-new year filled with possibilities, I’m excited to continue learning, growing, and contributing as part of this incredible team. If you’re a student looking for a transformative learning experience, I highly recommend interning at a startup. The exposure to diverse tools, the responsibility you’re entrusted with, and the fast-paced learning environment make it an experience like no other. Here’s to new beginnings, continued growth, and making every opportunity count. Feel free to reach out if you’re curious about working at a startup or want to hear more about my experience! #StartupJourney #InternshipExperience #ProductDevelopment #TechTools #Docker #Jira #MongoDB #Postman #Gratitude #NewYearBeginnings #GrowthMindset

Mohamed KamranDec 18, 2024

🌟 Internship Accomplished! 🚀 🌟 I am thrilled to announce that I have successfully completed the AICTE Internship on AI: Transformative Learning with TechSaksham, a collaborative program by Microsoft, SAP, AICTE, and Edunet Foundation. This journey has been an incredible learning experience, filled with hands-on sessions, mentorship, and impactful project development. As part of this internship, I worked on the Attendance Management System using Facial Recognition project, where I applied concepts of image processing, computer vision, and machine learning to create a functional and innovative solution. 🔗 GitHub Repository: [https://lnkd.in/gUeJn_Fb] 📄 Project Report: [Attached] I would like to express my heartfelt gratitude to my mentors for their constant guidance and support throughout this journey: Aditya Ardak , Abdul Aziz Md and Pavan Kumar U This internship has been an incredible stepping stone in my AI and tech career, and I’m excited to take forward all the skills and insights I’ve gained here. #AI #Internship #TechSaksham #Microsoft #SAP #AICTE #LearningJourney #ProjectDevelopment #FacialRecognition #Gratitude #Milestone