Syed Shehroz@nulloperator

A backend focused crypto payment gateway that generates unique sub addresses per user to accept payments without exposing the main wallet. It tracks transactions automatically and consolidates funds using batch transfers to reduce gas costs.

A crypto checkout system that allows businesses to accept blockchain payments with automatic transaction tracking and settlement. Focused on simple integration, backend reliability, and secure payment handling for merchants.

A QR based visual menu platform for restaurants that lets customers preview dishes before ordering using high quality food photography and AR previews. Works directly in the browser with no app required and is designed to increase customer confidence

AI Payments Approval And Fraud Intelligence is a real time decisioning system that automates payout approvals while detecting fraud early and transparently. The system fully covers the core challenge requirements by instantly approving low risk payouts, escalating suspicious cases for human review, and blocking high confidence fraud using real time risk scoring. Beyond the core features, the project introduces several advanced capabilities that significantly enhance how fraud teams operate. Each decision is not only scored, but also self evaluated using confidence and regret metrics, allowing the system to measure how sure it is about its own decisions and improve over time through human feedback. Risk is tracked as a trajectory per user, making it possible to identify rising fraud risk before an incident occurs. Generative AI is deeply integrated to convert raw fraud signals into clear natural language explanations, generate counterfactual guidance, power natural language fraud investigations, describe emerging fraud patterns, summarize fraud networks, and assist human reviewers during overrides. The system also supports bulk incident response and produces daily intelligence reports for operations teams. The result is not just an approval engine, but a full payments intelligence platform designed for trading platforms and fintech companies that require speed, explainability, and continuous learning.

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.