Rimsha Rani@rimsharanii891

Code-Flow AI is a specialized developer tool created to simplify backend architectural complexity and enhance security standards. Developed by the leadership team at AUREX (supported by PUACP), this platform addresses the challenge developers face in maintaining a mental map of intricate backend routes and middleware logic. Key Functionalities: Architecture Mapping: Seamlessly converts raw Python/FastAPI code into structured, interactive Mermaid.js diagrams. Security Auditing: Automatically identifies "Red Zones"—critical vulnerabilities such as hardcoded credentials, missing auth tokens, and plaintext data flows. Visual Feedback: Uses color-coded nodes (Red for risks, Green for safe zones) to provide instant visual feedback on the system's security health. Persistence: Features a secure user history dashboard powered by Supabase, allowing developers to track and revisit previous audits. By integrating visualization with automated auditing, Code-Flow AI empowers developers to write cleaner, more secure code while reducing the time spent on manual documentation.

AI Powered Paper Generator is built around a simple idea: students and teachers shouldn’t waste time wrestling with scattered PDFs, unreliable summaries, or exam questions that don’t reflect the actual content they studied. The system takes in real course material,whether it's clean digital PDFs or messy scanned documents and turns them into structured, trustworthy assessments grounded entirely in the source text. Here’s what the system actually does. It starts by extracting and cleaning the text, fixing OCR issues, and splitting everything into meaningful chunks that preserve context. Those chunks are embedded using state-of-the-art models and stored inside a vector database, which acts like the project’s long-term memory. Every question the system generates MCQs, short questions, long questions, quizzes, assignments, and even full exam papers comes strictly from this retrieved memory. No made-up facts. No filler. No hallucinations. The system also studies the material. It performs topic analysis, identifies major themes, detects gaps, and organizes everything into a clear map of what the PDFs actually cover. When it’s time to generate an exam, the built-in Marks Analyzer ensures the paper is logically structured, balanced, and aligned with the user’s mark distribution. If the math doesn’t add up, the system fixes it automatically and shows the final scoring before generating the exam. AI Powered Paper Generator streamlines the entire assessment pipeline from raw materials to exportable PDF, DOCX, or JSON. The goal isn’t just automation, it’s accuracy, clarity, and trust. This is a tool that respects the source material and produces exam content you can rely on.

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.

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!