Vasuki N T@vasukint

Case50 addresses the critical issue of "alert fatigue" in financial compliance by shifting the focus from individual false positives to high-priority risk networks. Built specifically for the Deriv hackathon, the system leverages a modern client-server architecture to achieve a target 95%+ reduction in analyst workload. Key Features & Capabilities: * AI-Powered Case Bundling: Instead of flooding analysts with individual alerts, Case50 uses graph-based algorithms (Connected Components) to cluster related entities and transactions. This reduces 2,000 raw alerts into approximately 50 comprehensive cases. * Real-Time Surveillance: The system utilizes WebSockets for sub-second scoring of live transactions, checking for specific typologies like "Rapid Fan-Out," "Structuring," and Deriv-specific risks like "Martingale" betting patterns. * Automated SAR Narratives: Integrated with Google Gemini, the platform automatically generates human-readable Suspicious Activity Report (SAR) narratives, explaining the "why" behind a case's risk score. * Regulatory Radar: A Retrieval-Augmented Generation (RAG) system allows users to query complex compliance documents (FATF, FinCEN, EBA) in natural language to assess the impact of new regulations on existing monitoring rules. * Interactive Red Teaming: Includes a "Demo Control" mode that allows users to "play God" by injecting specific money laundering scenarios (e.g., Mule Networks, Bot Abuse) to test the system's detection logic in real-time. Technology & Category Tags Technologies: * Backend: Python, FastAPI, Uvicorn, WebSockets * Frontend: React, Vite, Node.js * AI & ML: Google Gemini API, RAG (Retrieval-Augmented Generation), Graph Algorithms (Connected Components) * Data Processing: Real-time Stream Processing, Z-Score Statistical Analysis Categories: * FinTech * RegTech (Regulatory Technology) * Cybersecurity & Anti-Fraud * Artificial Intelligence / GenAI * Real-Time Data Visualization

Teams work together with multiple AI agents in shared workspaces to design, build, and launch complete AI products — from initial idea to market-ready app. 📅 February 23– March 1, 2026 ⏱️ 6 days to build and ship an end-to-end agentic AI product 🤝 Work together in shared AI workspaces where your team and AI agents collaborate in real time 🔧 Build with multiple AI agents that handle development, design, testing, and documentation together 🎯 Create everything in one place — from ideation to product to marketing materials, all by prompting and observing 🚀 Focus on real-world products that teams could actually ship and use 🏆 $3,500 in prizes + premium 3-month Complete.dev access for top teams 🧑‍💻 Join your team workspace and start building together

Join our $1,000,000+ startup challenge series powered by Surge 📌 This announcement outlines the launch of a Global Human+AI Exchange — aligning universities, global cities, talent networks, and industry to accelerate human-centered AI innovation, technology transfer, and economic growth. 👉 Read more here ⏱️ 8 days to turn your idea, or existing product, into an investable demo. 📅 February 6 - 15, 2026 • Feb 6 - 14 (Online Phase) - Collaborate and build online with developers and AI innovators from around the world. All projects must be submitted by the end of the online phase on February 14th. 🕙 Doors open at 10:00 AM, first come, first served. • Feb 14 (On‑site Build Day) - Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Feb 15 (On‑site Demos & Awards) - Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. 🌟 Get feedback from startup mentors and technical experts. 📍 On-site Venue (Feb 14–15): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📲 Real-time on-site updates (SF) For real-time announcements and information during the on-site portion (Feb 14–15), join the LabLab SF Chapter WhatsApp group: 👉 Join the WhatsApp group 🤝 Join solo or with a team. New founders and existing startups are welcome. 🏆 $1,000,000+ in credits, token prizes, perks and funding opportunity. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Apply now to build, validate, and pitch with purpose.

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.