Seripoughin Aïda Justine MADIEGA@CAM_201

Atlas AI is an explainable artificial intelligence system designed for trading platforms operating in high-risk financial environments. Today, platforms face three major challenges: financial losses caused by fraud, poor user risk management, and increasing regulatory pressure requiring transparency in automated decisions. Existing solutions often rely on black-box models that lack trust and accountability. Atlas AI addresses this gap by combining real-time risk prediction with explainable AI. The system analyzes user behavior, trading patterns, and risk signals to detect anomalies, predict potential losses, and flag high-risk accounts. For every alert or decision, Atlas AI provides clear, human-readable explanations that can be understood by platform operators, users, and regulators. This approach improves trust, reduces fraud, strengthens compliance, and enables safer, more responsible platform growth. Atlas AI is scalable, API-driven, and designed to integrate seamlessly into platforms like Deriv.

AI Chief of Staff is an enterprise-grade, fully autonomous agentic AI platform built on IBM watsonx Orchestrate. Designed to function like a virtual Chief Operating Officer, it intelligently analyzes organizational KPIs, identifies operational bottlenecks, generates weekly strategies, and orchestrates tasks across teams — transforming executive operations into a self-driving system. With a seven-agent multi-layer architecture, the system automates every stage of operational management: KPI Data Ingestion: Reads and validates business metrics from CSV or Google Sheets. KPI Analysis: Computes trends, anomalies, and week-over-week performance changes. Root Cause Diagnosis: Determines the most likely reasons KPIs underperform using pattern analysis. Strategy Planning: Generates prioritized initiatives with owners, acceptance criteria, risks, and effort estimations. Task Orchestration: Creates Jira/Trello tasks, assigns owners, sets due dates, and updates Notion docs. Meeting Scheduling: Automatically coordinates team calendars and creates meeting invites with agendas. Risk Prediction: Calculates SLA breach probability and recommends mitigations. This system reduces executive planning time by 70%, automates 90% of routine execution tasks, and identifies risks days before they escalate, offering measurable ROI for any organization. Built for the Agentic AI Hackathon with IBM watsonx Orchestrate, the platform demonstrates how workflow automation, LLM reasoning, and tool integrations (Jira, Slack, Google Calendar, Notion, Sheets) can collaborate to create a next-generation digital executive. The result: A truly autonomous COO that turns organizational data into decisions, strategies, tasks, and actions — all in less than 90 seconds.

⏱️ Design, build, and deploy trustless AI trading agents. 📅 March 30 – April 12, 2026 🌐 Build AI trading agents that execute strategies using ERC-8004 or Kraken CLI. 🤝 Build solo or in teams to create autonomous trading, risk, yield, or protection agents. 💰 $55,000 prize pool, allocated and shared via Surge and Kraken. Your team should have registered project at early.surge.xyz in order to be eligible for the prize. Get access in your team profile or our discord 🔑 Access to early.surge.xyz If prompted for login credentials, use: • Username: admin • Password: JBRv2xWG7AzwVrLz88

⏱️ Build the next generation of Autonomous Agents in the heart of Europe’s AI Revolution. 📅 May 13 – 20, 2026 May 13 – 19: Online Build Phase. May 19: Onsite Build Day. May 20: Demo Showcase & Awards Ceremony. 📍On-site Venue (May 19–20): Fiera Milano (Rho), Milan, Italy 🤝 Join solo or with a team. 🧑‍💻 Apply now to turn your autonomous agent into a market-ready enterprise solution.

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.

⏱️ You’ve got 48 hours - create, build, and launch! 🌟 Get direct access to Qubic, mentors, and ecosystem support. 💰 Compete for your share of $44,550 in prizes across two tracks. 🤝 Work solo or team up to design the next wave of blockchain innovation. 🧑‍💻 Sign up and start building on one of the world’s fastest decentralized networks..