Ali Jafar@notalijafar

Finding relevant code in large projects can be challenging when developers only know the task they want to perform, not the exact function names. This project implements a semantic code search system using vector embeddings and Qdrant, a high-performance vector database. Code files are chunked into logical units (functions, classes, blocks) and embedded with FastEmbed, generating vector representations that capture their meaning. These embeddings, along with metadata like file path, language, and repository, are stored in Qdrant. Users can search using natural language queries, which are converted into embeddings to find code chunks with similar semantics. The system supports multiple languages, offers a CLI and Gradio web interface, and allows metadata-based filtering for precise results. This solution drastically reduces the time and effort needed to locate relevant code, making code navigation and reuse smarter and faster.

This hackathon invites participants to explore a new way of software creation, leveraging AI automation to streamline development from idea to working prototype with minimal coding effort. Whether you're a developer, entrepreneur, or creative thinker, this is your opportunity to experience the future of AI-assisted software building. 📅 TBA – Participate online, collaborating with innovators and builders to explore a new way of software development. 💡 Discover the power of AI-assisted development to accelerate product creation, automate workflows, and prototype with ease. 🏆 Compete for an opportunity to participate in the exclusive lablab NEXT acceleration program. ⏳ Spots are limited! Secure your participation today!

Join us for an exclusive hackathon leading up to the /function1 AI Conference & Exhibition in Dubai (May 2, 2025) - a conference with one pivotal notion: to create a #1 platform for startups and founders of the AI field; to give them the spotlight they often lack, and represent the countless possibilities of Artificial Intelligence. 📅 April 25 – May 1, 2025 – Join us online and collaborate with global AI enthusiasts. 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!