VIJAY VENKATESH MURUGAN@vsr4

Mind Search is a novel, offline contextual information search tool that lets you find files using direct or indirect clues about their contents—no exact keywords, filenames, or tags required. Everything runs locally on your ARM64 device (with NPU acceleration), so your private data never leaves your machine. Unlike Microsoft Recall—which periodically captures screenshots and depends on visual snapshots—Mind Search embeds the actual content (text, transcribed speech, OCR’d image text) into a unified vector space and leverages those embeddings to match even indirect contextual hints, all without any cloud connectivity. - Contextual Content Retrieval: Locate files by supplying direct excerpts (“the paragraph that mentioned GDPR compliance”) or indirect hints (“that contract I reviewed last month about AI ethics”). 100% Offline & Privacy‐Preserving: All indexing and search operate on-device; no internet, no cloud. - Multi-Modal Indexing: Supports PDFs, slides, code, images, and audio in one seamless index. - NPU-Accelerated Embeddings: ONNX-quantized models optimized for Snapdragon X Elite power real-time searches. - Instant Refresh: Simply rerun the indexer to pick up new or updated files—no slow re-indexing cycles.

TopoGen3D is an innovative pipeline that converts 2D images of shapes (e.g., torus, Klein bottle) into fully-functional Open3D code. By leveraging a fine-tuned CLIP model for shape detection and IBM’s Granite-3B-Code-Instruct-2k for code generation, TopoGen3D automates the process of creating 3D models from 2D inputs. The pipeline identifies the best-matching shape based on accuracy scores, generates Open3D code, and enables visualization in web or desktop environments using PyVista. Designed for topology-aware applications, TopoGen3D is ideal for researchers, educators, and developers working in computational geometry, 3D modeling, and visualization. Its modular design allows seamless integration with tools like CLIP, IBM Granite, and Open3D, making it a versatile solution for transforming 2D concepts into interactive 3D models.

This is your chance to push boundaries, solve real-world challenges, and create impact at the official hackathon of the RAISE Summit 2025 at one of Paris's most iconic venues: Le Carrousel du Louvre. 📅 July 4–8, 2025 — Collaborate online with a global community of innovators. 🏛️ July 8–9, 2025 — Limited on-site access to the RAISE Summit in Paris (300 participants), exclusively for selected teams. 🏆 July 9, 2025 — Winners will be announced live on stage during the RAISE Summit. 🌟 Expert mentors will guide you throughout your hackathon journey. 🤝 Work solo or build your dream team to create something extraordinary. 💰 Compete for a share of up to $150,000 in prizes. 🔒 Sign up before the Kick-Off Stream to secure your spot!

Drive efficiency, automation, and innovation by streamlining workflows and integrating seamless processes. ⏳ You have 48 hours to complete the challenge and compete for prizes. 🚀 Learn and build AI solutions with IBM Granite. 💡 Create impactful solutions that drive smarter business operations. ⭐ Gain expert guidance throughout the hackathon. 🤝 Collaborate or work solo to bring your ideas to life. 💰 $10,000 prize pool for the winners! 🧑🏻‍💻 Sign up before the Kick-Off Stream and start shaping the future with IBM Granite!

⏱️ 2 days to explore and create innovative applications powered by DeepSeek's advanced AI search capabilities. 🌟 Receive guidance from expert mentors who will support you throughout the challenge. 🤝 Collaborate with others or work independently to bring your groundbreaking ideas to life. 🏆 Compete for an opportunity to participate in the prestigious lablab NEXT acceleration program. 🧑‍💻 Secure your spot now and dive into the transformative world of AI-driven insights with DeepSeek!