RUXAILAB
Replies: 67 comments 29 replies
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Hello Community, I’m Chanchal, and I’m excited about the opportunity to contribute to your organization as part of GSoC 2025. I’m particularly interested in the project “UI Layout Optimization for RUXAILAB (175h)” and would greatly appreciate any guidance on how to get started with the application process. My technical skills include React, Next.js, Python, JavaScript, CSS, HTML, Firebase, and Tailwind CSS. I’m eager to learn, collaborate, and make meaningful contributions to the project. Looking forward to your insights and suggestions! |
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Hi @chanchal430, best way to start preparing your proposal is to reach me on Discord, this is what most of you have been doing since September. Here my name: @marc.gc |
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Hello Everyone, Thank you and looking forward to work with you all. |
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Hi @thinalfdo, I suggest you to discuss this with me and I will redirect to the proper person in the team. Here my name: @marc.gc |
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Hello RUXAILAB Community, I’m Sparsh Karna, a B.Tech student in Computer Science and Engineering (Data Science). I’m excited to join this group and explore contributing to the "Enhancing Playwright Testing in RUXAILAB" project for GSOC 2024! I’ve worked with Python, JavaScript, React.js, and FastAPI on projects like AnalyzeX (semantic retrieval with Sentence Transformers) and LegalLookup (legal chatbot with BERT embeddings). I’ve also built UI systems and tested workflows, like in ChloroGuardian, which used TensorFlow and OpenCV. These experiences make me eager to dive into Playwright testing, optimize workflows, and improve accessibility—plus, I’m comfortable with Git and CI/CD setups. I’d love to contribute to a maintainable, well-documented testing framework for RUXAILAB. Any tips on getting started—like setting up the project or chatting with the mentor, Eric—would be awesome. I’m ready to jump in early and collaborate, so let me know how I can get involved! Excited to be here and contribute to this open-source effort! Cheers, |
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Hi @sparsh-karna, Eric will not join the team until March 24. Best way is to discuss project details with me. |
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Hey Everyone , |
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Reach me on Discord @div-dev123, this is my username: marc.gc |
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Hello RUXAILAB Community, I am Akshat Majila, a computer science student passionate about AI, machine learning, and scalable systems. I am interested in applying for the "Comparative Analysis and Fine-Tuning of Sentiment Models for Improved System Integration" project for GSOC 2025. Why This Project? Here are few questions I have:
I am eager to start contributing and collaborating with the community. Looking forward to your guidance! Best, |
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Hi @majilacodes, best way to start preparing your proposal is to reach me on Discord, this is what most of you have been doing since September. Here my name: @marc.gc |
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Hello community, My name is Gaurav Verma. I am currently pursuing my B. Tech degree from NIT Rourkela. I have good knowledge and experience in Javascript, Python, MERN Stack, AI/ML, HTML, CSS, and C++. |
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Same answer, Discord: marc.gc |
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Hello RUXAILAB Community! 👋 I'm Feier Wu, a graduate student pursuing a Master’s in Computational Science and Engineering with a background in mathematics, AI, and machine learning. I’m excited about the Comparative Analysis and Fine-Tuning of Sentiment Models project for GSoC 2025. I have hands-on experience working with transformer-based models like BERT and LSTMs, particularly in financial prediction and NLP tasks. My work has involved fine-tuning models, optimizing performance for real-time inference, and balancing trade-offs between accuracy, latency, and computational cost—which aligns well with this project’s focus on scalability and system integration. A Few Questions I’d Love to Explore:
Starting in early May, I will be available full-time (40 hours per week) and am eager to contribute meaningfully. Looking forward to learning more about the project and getting involved with the community! 🚀 Best, |
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Hi @aw520, I suggest you to reach me on Discord. However if you are not going to have full disponibility until May I'm not sure that you will be able to prepare a succesful proposal |
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Hello there My name is Ahmed Alghali, Computer Science Student at the University of Khartoum, Sudan, I have actively applied my skills in different Machine Learning Scenarios from model development to deployment, achieving a top 5 ranking on the Zindi platform(Machine Learning Competitions) in the Sudan region and placing within the top 1% of users. My classical machine learning background and mathematical foundations helped me win multiple honors and regional prizes within the computational field. I’m particularly fascinated by data analysis building metrics/monitoring data preprocessing model optimization. I have been exploring Comparative Analysis and Fine-Tuning of Sentiment Models for Improved System Integration (175h). and I find it to be a sweet middle ground between what I know and what I want to learn. What I’m Familiar with (what I want to hone) Could you advise on current issues or areas where assistance is needed? I am eager to contribute and would appreciate guidance. |
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Reach me on Discord: marc.gc |
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Hello everyone, I’m Vedanshi Pathak, a third-year Computer Science undergraduate at Rajiv Gandhi Institute of Petroleum Technology, India. I am excited about the opportunity to contribute to and learn from RUXAILAB as part of GSoC'25. I have strong practical knowledge in Machine Learning, AI, and Python, along with experience in developing MERN stack projects. I have explored various domains within machine learning, including Natural Language Processing (NLP) and Computer Vision. Currently, I am particularly interested in the "Comparative Analysis and Fine-Tuning of Sentiment Models for Improved System Integration" (175h) project. I believe this aligns well with my skill set and provides a great opportunity to deepen my expertise in AI/ML while contributing meaningfully to the field. Looking forward to collaborating and learning together! |
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Let's talk on Discord: marc.gc |
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Hi there, I’m Arman, a fourth-year mathematics student at the University of British Columbia with a strong passion for software development and data science. Previously, I’ve interned at Amazon, where I developed a full-stack workflow for credit-card authentication, and I currently co-lead UBC Launch Pad’s software engineering design team, guiding a team of 14 through technical development and design. My experience spans FastAPI, React, Tailwind CSS, AWS, and infrastructure tools like GitHub Actions. In addition to my skills, I’ve contributed to open-source projects, including my work on Campus Nutrition—a non-profit initiative improving food services for UBC students, the UBC Computer Science Student Society (CSSS), and PrairieLearn—an online assessment platform used by my University for thousands of students. Additionally, I’ve built projects integrating GitHub APIs and setting up CI/CD actions, and am experienced in authentication workflows using Supabase. I would love to contribute to the project: Integration of GitHub Actions with Discord Role Management. I have prior experience working with the GitHub and Discord API through the development of UBC Launch Pads's onboarding flow, where users were automatically assigned proper roles and tags depending on the team that they joined. This proved to be a seamless transition for assigning members to proper channels on Discord, as well as creating an automatic invite system to join our GitHub organization. I am eager to learn more and to create a positive contribution towards this project! Best regards, |
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Very interesting @armanmoztar, reach me on Discord to discuss further details. |
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@marcgc21, @KarinePistili, I have clone RUXAILAB repo in my local machine but when I try to start server then it show error. |
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Try to find on Discord channels help about that |
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Hello RUXAILAB community, I'm Youyou Wu, a Mathematics and Computer Science sophomore at UIUC. I am very interested in and eager to contribute to the project "Comparative Analysis and Fine-Tuning of Sentiment Models for Improved System Integration". I have extensive experiences in developing Machine Learning models, particularly, I have been doing research on sentimental analysis for voice chatbots, where I have made notable progress in improving model efficiency and output quality. I am also very experienced in Python, various ML architectures and optimization techniques for different models. I am very interested in exploring the trade-offs between real-time and batch processing, optimizing resource efficiency, and improving model scalability, and I believe my previous research experiences align closely with these tasks. I would love to collaborate with the RUXAILAB community and try my best to make meaningful contributions to this project! Best, |
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Hi @JzckWu, best way to discuss project details are in Discord: marc.gc |
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Hello. I'm Deeptanshu Das, a final-year Computer Science undergraduate at Siksha O Anusandhan University, India. I am excited about the opportunity to contribute to and learn from RUXAILAB as part of GSoC'25. I want to contribute to the " Integration of User Testing into RUXAILAB with Eye Tracking, Sentiment Analysis, and Pre-Post Form Tasks (350h)". I would love to collaborate with the RUXAILAB community and try my best to make meaningful contributions to this project! |
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@DeeptanshuDas reach me on Discord: marc.gc |
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Hi @marcgc21 please accept my discord frnd request I need to discuss about proposal of gsoc 2025 my I'd is shashi |
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I am a final-year (4th year) B.Tech student in Data Science with expertise in GitHub Actions, cloud, and DevOps. The project "Integration of GitHub Actions with Discord Role Management (90h)" excites me because it bridges GitHub Actions, Discord API, and workflow automation, creating a seamless collaboration experience for open-source communities. With my experience in creating GitHub Actions workflows for open-source projects, I can contribute by improving role automation, PR handling, and contributor analytics within Discord servers. This project aligns with my interest in DevOps, cloud automation, and open-source contributions, making it a perfect opportunity for me to apply my skills and gain practical experience. |
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Hello everyone , My name is Sanyam Garg i am AI/ML engineer and I’m excited to contribute in Google Summer of Code 2025. Love to connect with all mentors and show my potential towards the projects. i previously contributed in GSSOC and SWOC also . Proficient in Python, C/C++, and web development. I am very interested in and eager to contribute to the project "Comparative Analysis and Fine-Tuning of Sentiment Models for Improved System Integration"."I’m excited to propose a project focused on optimizing sentiment analysis models for RUXAILAB, ensuring they’re both performant and scalable for real-time and batch processing scenarios." Want to contribute to the best @KarinePistili |
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Hi @KarinePistili, RUXAILAB team, My name is Shakirth Anisha, I am a 3rd year student interested in contributing to GSoC 2026, and the Real-Time Gaze Visualization and Streaming Module (175h) project caught my attention. While exploring the existing repos, I noticed the |
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Hi @marcgc21, My name is Damien Beltran, and I’m a new contributor interested in participating in Google Summer of Code 2026 with RUXAILAB. I recently graduated in December 2025 from the University of Texas at San Antonio with a B.S. in Computer Science, specializing in Software Engineering and Artificial Intelligence. I have experience working in startup environments where I contributed to both UX design and full-stack development, including prototyping, usability research, and building web and mobile applications. Some of my technical skills include: For GSoC, I am particularly interested in the project “Heuristic Evaluation Report Layout and Readability Improvements” (90hr project) and the opportunity to work with Arnau Torrente. The focus on improving report structure, readability, and usability aligns closely with my background in both UX research and frontend development. I would love to connect with you and the team when there's available time! |
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Hiii @Damienb123, your background sounds good, nice to see that you've chosen project, actually Maintainer suggested on drafting the proposal for your interested project and I think it would help you if reachout to Marc on Discord if you have more queries.. |
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Hi @Santosh69, thank you very much for reaching out! I'll head into Discord and connect with Marc to discuss any more queries. |
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Sure! |
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Hi @marcgc21, @Santosh69 My name is Senuvi Jayasinghe, and I'm a new contributor interested in participating in Google Summer of Code 2026 with RUXAILAB. I recently graduated from University of Illinois Urbana Champaign in August 2025 with a degree in Computer Science & Statistics. I have experience in front end, web development, UIUX, and I enjoy working on projects that combine technical problem-solving with real-world impact. My technical skills include React, Next.js, Python, JavaScript, CSS, HTML, and Tailwind CSS. I’m eager to learn, collaborate, and make meaningful contributions to the project. I have also sent you a Discord request from my account sj_05 in case it's easier to connect there! I would love to connect with you and I would appreciate the right direction on application process for this. Thank you |
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Hiii @senuj05 , you can discord, with marc |
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Sure, I will do that. thanks ! |
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@Santosh69 I tried to send a dm to Marc but my messages can't be sent since I believe Marc needs to accept the discord invite first. Is there any other way to reach out to him? |
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Hello @Santosh69 , @marcgc21 Myself Chaitanya Chute , prefinal year Student with an experience of working with a technologies such as JavaScript, HTML, CSS, React, Git, Python, SQL. I am interested in Real-Time Gaze Cursor Overlay for Live Observation as this aligns with my interest and techstack can you please guide me if their is any existing repository for this project or any documentation in order to get started . Looking forwards for your reply. |
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Hiii @ChaitanyaChute , I don't think there is specific Repository for that project, however, I think the aim of project is to capture the user's real-time gaze during Usability test via cursor and bringing out qualitative insights by analysis or something So, Here's what you could do:
Good luck! |
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Hi @Santosh69, thanks for the Guidance. Can you please share the discord username of the mentor. |
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Hey @ChaitanyaChute |
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Hi @BasmaElhoseny01 , @Santosh69 My name is Navya Jain, and I am an aspiring GSoC '26 contributor. I am very interested in working on the "Intent and Semantic Analysis of Transcriptions and User Answers" project. I have a strong background in Python and Machine Learning, specifically working with NLP and text analysis. I was particularly drawn to this project because moving beyond simple sentiment polarity to extract actionable UX intent is an exciting challenge. I am currently exploring a few approaches for this, such as using a technology, e.g., BERTopic for semantic extraction or transformer-based models for intent detection, keeping in mind the need for explainable AI so researchers can trace insights back to the source text. In the meantime, I would love to know:
Looking forward to contributing and learning from the community! |
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Hello @marcgc21 and the RUXAILAB Team,
Looking forward to contributing and learning from the community! |
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Hi @marcgc21, @Santosh69 and the RUXAILAB team, My name is Lorraine Nguyen, and I’m a Computer Science student interested in applying to Google Summer of Code 2026 with RUXAILAB. I’m particularly interested in the “Heuristic Evaluation Report Layout and Readability Improvements” project (90hr). My background is mostly in frontend/UI-adjacent and user-facing tools. I’ve built a Resume Keyword Analyzer with a configurable Streamlit interface and readable analysis output, and I’m also developing an Obsidian plugin in TypeScript/Node. I’m especially interested in usability, information hierarchy, and making technical outputs easier to scan and understand. I’m currently drafting my proposal, and I’d appreciate any guidance on:
Thank you very much and looking forward to contributing! |
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Hi @marcgc21, I’m very interested in contributing to the “Heuristic Evaluation Report Layout and Readability Improvements” project for GSoC 2026. My name is Manoj Chavan, and I’m a third-year Information Technology student. I have strong experience in MERN stack development (MongoDB, Express, React, Node.js) and have also worked with Flutter and Dart for cross-platform app development. I’ve built multiple projects and have experience working with a small organization, where I collaborated on real-world development tasks. This helped me gain practical experience in frontend development, UI/UX improvements, and team workflows. I’m particularly interested in this project because it focuses on improving layout, readability, and usability — areas I enjoy working on and would love to contribute to. Could you please guide me on:
I’m eager to start contributing and learn more. Thank you! |
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Hi everyone, I’m Sakshi, passionate about Python development, data analysis, and visualization, with a keen interest in UX research and human-computer interaction. I’m very excited about contributing to the Eye-Tracking Accuracy Benchmarking and Validation Tool project in GSoC. I’d love to help build standardized benchmarking tasks, generate meaningful metrics, and support device/setup validation in RUXAILAB. Looking forward to collaborating and contributing to this project! Best regards, |
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Hi RUXAILAB Team, I’m Sakshi Sheogekar, B.Tech CSE (Data Science), and I’m really interested in contributing to the Intent and Semantic Analysis of Transcriptions and User Answers project. I have experience with Python, NLP, AI/ML, and data analysis, and I’m excited to help extract user intent, detect themes, and generate actionable insights from usability data. Looking forward to getting involved and contributing! |
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Hello Sir, @marc! I am Saumya, a 2nd-year CSE student, currently in my 4th sem, and I am highly interested in working on the Unified Logging and Traceability System project for GSoC 2026. I have a strong background in Python and backend development. Recently, I worked on developing an AI-driven trust and safety system and few hackathon projects. This gave me hands-on experience managing complex data workflows and anonymizing sensitive information, which aligns perfectly with the Ethics & Anonymization requirements of this logging project. I am currently putting together my proposal and drafting the architecture. Do you have a preferred database format (like JSON or relational DB) for the initial prototype, or should I propose what I think works best? Looking forward to your guidance! |
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Hi everyone! My name is Goldy Pahal — I'm a second-year B.Tech student specializing in AI & ML at Chandigarh University, India. I came across RUXAILAB through the GSoC 2026 organizations list and I'm really excited about the work you're doing around AI-powered usability testing. I'm interested in the Eye-Tracking Data Quality Monitoring and Real-Time Feedback System project. The reason this project stood out to me is that I recently built SHIELD — a real-time 3-layer signal monitoring pipeline (audio + motion) for a women's safety system at a hackathon. It has a threat scoring engine, real-time alerts via Twilio, and Firebase-backed logging. When I read the project description, I realized the architecture is almost identical — just applied to gaze data quality instead of safety signals. That background gives me a strong starting point. My stack includes Python, NumPy, Firebase, LangChain, TFLite, and React Native. I'm currently studying scipy.signal and WebGazer.js to get up to speed on the signal processing and eye-tracking side before submitting my proposal. I'd love to connect with mentor Marc and any community members who can point me toward good first issues or share any context about the existing codebase. I've already started exploring the ruxailab/web-eye-tracker-front repo. Thanks for building such a cool open-source project — looking forward to contributing! Goldy Pahal |
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Hi, My name is Jana, and I’m a Computer Science student interested in applying for Google Summer of Code 2026. I’m particularly interested in the A/B testing project. I have experience with Flutter and Firebase, and I’m very interested in contributing to frontend and UI/UX features. I’ve started exploring the project and would love guidance on how to begin or any beginner-friendly issues I can work on. Thank you! |
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Hi, I’ve been exploring the A/B testing functionality and I had an idea for a potential contribution. I was thinking about improving the interface for A/B testing by adding a clear dashboard where users can compare variations visually (for example using charts, percentages, or side-by-side comparisons). This could make it easier for users to understand results and make decisions. I would love to work on something like this. Please let me know if this would be useful or if there’s a better place to start. Thank you! |
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Additionally, I’m thinking about designing a simple layout for this dashboard to better visualize A/B results. I can share a mockup if that would be helpful. |
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Hi @marcgc21, I'm Pranjal - I've been digging into the
I'm targeting the AI Tool for Heuristic Evaluation project for GSoC 2026. The architecture is solid - the OmniParser + LLM pipeline for H1–H3 works well, and I'd like to help complete H4–H10 with proper rule-based checks alongside LLM evaluation, build out the report generation layer, and wire everything into RUXAILAB's frontend. Heading to Discord to discuss the Phase 2–4 architecture with you! |
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Hello, I am Tejas, computer engineer undergrad. I would love to contribute to open source projects of your organization. Could you please let me know how to start with it?
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