@niranjan_khatri_192

AMD-CineMatch addresses the "decision fatigue" of modern streaming by implementing a sophisticated, decoupled AI architecture. Developed during the AMD Developer Hackathon, the project utilizes a high-performance backend powered by the AMD AI Stack (ROCm 6.0) to handle complex metadata analysis and sentiment mapping.The system architecture is split into two primary layers: a responsive frontend hosted on Hugging Face Spaces using the Streamlit SDK, and a robust inference logic layer designed for the AMD Instinct™ MI300X. By utilizing the Pareto Principle, we focused on the core 20% of features—mood-to-metadata mapping—that provide 80% of the user value. The project successfully demonstrates the portability of open-source models like Gemma, proving that developers can achieve enterprise-grade performance and data sovereignty using the AMD Developer Cloud. This end-to-end workflow, from local prototyping in VS Code to public deployment, serves as a blueprint for scalable, cost-effective AI agents.

⏱️ Build the next generation of Autonomous Agents in the heart of Europe’s AI Revolution. 📅 May 13 – 20, 2026 May 13 – 19: Online Build Phase. May 19: Onsite Build Day. May 20: Demo Showcase & Awards Ceremony. 📍On-site Venue (May 19–20): Fiera Milano (Rho), Milan, Italy 🤝 Join solo or with a team. 🎟 FREE Milan AI Week conference ticket included for participants. 💰 $32,000+ prize pool 🧑‍💻 Apply now to turn your autonomous agent into a market-ready enterprise solution.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.