Arun Kumar S@aruns

Long Description (what is your idea?) (100 words min, max 2000 characters) We built two separate AI intelligence systems for Deriv addressing distinct operational challenges. System 1: Payments Intelligence & Fraud Defense Our payments system processes withdrawal requests by computing over 50 behavioral signals: account age, trading patterns, payment history, device fingerprints, and velocity metrics. The risk engine makes millisecond decisions using Z score analysis with Median Absolute Deviation. Graph intelligence identifies coordinated fraud by analyzing shared identifiers (devices, IPs, payment tokens). When suspicious patterns emerge, the system maps fraud networks and recommends containment within 10 seconds. GenAI (Google Gemini) transforms risk signals into actionable intelligence. Every decision includes structured explanations with evidence and counterfactual analysis. Investigators use natural language queries translated into safe plans. The system auto generates incident reports and communications. System 2: Crypto Compliance Manager Our compliance platform monitors blockchain transactions across Ethereum, Polygon, and Arbitrum via Etherscan V2 APIs. Background workers poll customer wallets, detecting transactions within seconds. Anomaly detection applies statistical scoring to identify amount spikes and velocity surges. AI analysis generates compliance intelligence with risk explanations and recommendations. Regulatory Radar monitors FCA, FinCEN, FATF, and MFSA, transforming legal documents into summaries. Impact simulation tests proposed regulations against historical data. Technical Implementation Both systems use FastAPI backends, PostgreSQL for audit trails, Redis for real time features, and WebSocket notifications. React interfaces provide payment queues, fraud visualizations, crypto dashboards, and regulatory feeds. We achieve 85 to 95% auto approval rates, sub 10 second fraud detection, and comprehensive monitoring with permanent audit trails.

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 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.

Leverage Orchestrate’s digital skills to design solutions that automate repetitive tasks, orchestrate workflows across tools, and empower employees to focus on high-value work. ⏳ Complete your project in just 48 hours and showcase your innovation. 🚀 Gain hands-on experience building with IBM watsonx Orchestrate. 💡 Develop practical AI agents that reshape the way teams and organizations operate. ⭐ Learn directly from experts who will support you throughout the event. 🤝 Team up or work independently to bring your vision to life. 💰 Prizes: $10,000 🧑🏻‍💻 Sign up before the Kick-Off Stream and start shaping the future with IBM watsonx Orchestrate!