Othniel Obasi@othnielobasi355

Real-time fraud detection system using ML-based anomaly detection and XAI (SHAP, LIME, counterfactuals). Neo4j graphs reveal linked entities and fraud rings. A dashboard shows alerts, trust signals, and model reasoning for rapid investigation.

Sovereign Robotics Ops solves the critical gap between AI planning and safe robot execution. When Gemini Robotics 1.5 plans an action like "move to zone B," our governance layer intercepts it BEFORE the robot moves. THE PROBLEM: Autonomous robots powered by AI can make dangerous decisions - moving too fast near humans, ignoring obstacles, or violating safety zones. Current solutions either block AI entirely or trust it blindly. OUR SOLUTION: We sit between the AI brain (Gemini) and robot actuators as the "robot conscience": 1. INTERCEPT - Every AI-planned action passes through our governance API 2. EVALUATE - Real-time policy checks: human proximity, speed limits, geofencing 3. DECIDE - SAFE (execute), SLOW (reduce speed), STOP (halt), or REPLAN (new path) 4. AUDIT - SHA-256 hash chain logs every decision for compliance KEY FEATURES: - <100ms policy evaluation latency - Risk scoring with 0.70 threshold enforcement - Tamper-proof audit trail for regulatory compliance - ISO 42001 & EU AI Act ready compliance reports - Mock fallback when Gemini unavailable - always works TECHNICAL ARCHITECTURE: - Frontend: Next.js + Tailwind (Vercel) - Backend: FastAPI + PostgreSQL (Fly.io) - Integration: Gemini Robotics 1.5 API with mock fallback - Simulator: Gazebo/Isaac Sim ready via WebSocket TRACK 1 ALIGNMENT: Our governance layer evaluates and controls robot actions, processes sensor data for human detection, reacts to environmental changes in real-time, and enables safe sim-to-real transfer through consistent policy enforcement. We don't replace Gemini - we make it safe for production deployment.

⏱️ 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

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.

⏱️ 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.