Shaniya Khan@shaniya_khan763

SAR Copilot is an AI-powered transaction monitoring and investigation platform designed to solve one of the most persistent challenges in financial crime compliance: overwhelming alert volumes combined with low detection quality. Traditional transaction monitoring systems rely heavily on static, rule-based logic. These systems generate thousands of alerts every week, yet the majority are false positives. Analysts spend most of their time reviewing benign activity while sophisticated fraud patterns remain hidden in the background. SAR Copilot reimagines this workflow by using AI to reduce noise, surface high-confidence cases, and provide full investigation context with explainable reasoning and automated regulatory reporting. At its core, SAR Copilot is built to answer a critical question: how can financial institutions move from reactive, rule-driven alerting to proactive, intelligence-driven fraud detection that works in real time and scales with complexity. Instead of flagging individual transactions in isolation, the system evaluates behavior, relationships, timing, and context across accounts and networks. The result is not a list of alerts but a curated set of investigation-ready cases. In conclusion, SAR Copilot is not just an alerting tool. It is a full transaction monitoring and investigation platform built for modern financial crime challenges. By integrating behavioral analytics, graph-based network detection, unsupervised discovery, contextual scoring, real-time intervention, and automated SAR generation, the system delivers measurable improvements in detection accuracy, analyst efficiency, and regulatory readiness. From raw transaction data to regulator-ready reports, SAR Copilot shows how AI can transform compliance workflows and significantly reduce the gap between detection and action.

⏱️ 4 weeks to design and ship a working Web3 product or AI agent. 📅 February 4 to March 1, 2026 • Feb 4 – Hackathon opens. Teams can start building and submitting. • Feb 5 to March 1 – Build, test, and iterate. • March 1 – Final submissions due. 🚨 Important eligibility reminder To be eligible for prizes, teams must post their submission video on X and tag @lablabai and @Surgexyz_. 🤝 Build solo or with a team. 💰 $50,000 prize pool in $SURGE Token. ⚠️ Self-service hackathon This is a fully self-service hackathon. There are no live streams, kickoff sessions, or scheduled workshops. Participants can register, build, and submit at any time before the submission deadline.

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 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.