Venkatesh Ilango@Iven

Qubic Guardian is an AI-driven real-time on-chain monitoring system built for the Qubic ecosystem. It continuously: - Listens to live QX asset trades - Enriches trades with real-time price data - Performs anomaly detection - Assigns risk scores + tags - Stores clean data in Google Sheets - Sends Telegram alerts for high-risk events - Updates a real-time Streamlit dashboard This system emulates exchange-grade surveillance engines, but using decentralized Qubic data + AI. ## 🔍 What Qubic Guardian Detects - **Suspicious Transactions** - **Whale Movements** - **Token-Specific Trading Behavior** - **Category-Level Risks** - **Liquidity Anomalies** - **Historic & Real-Time Trends** --- ## 🧠 Key Features ### 1️⃣ Real-Time Transaction Ingestion - QX trades are streamed through **Qubic EasyConnect Webhooks**. - Every trade instantly flows into **n8n** for processing. --- ### 2️⃣ Live Price Enrichment - Uses **MEXC QUBIC/USDT price API** to calculate real USD impact. - Enables accurate **risk scoring** based on trade size and value. --- ### 3️⃣ AI-Powered Summaries LLM (Gemini 2 Flash / DeepSeek / Groq) generates: - Human-readable explanation - Risk interpretation - Recommendation: **Monitor / Caution / Urgent** --- ### 4️⃣ Multi-Layer Risk Engine #### **A. Base Risk (Features & Risk Node)** Risk based on `trade_value_usdt`: - **< $50 → LOW** - **$50–$500 → MEDIUM** - **> $500 → HIGH** #### **B. Anomaly Detection Engine** Analyzes multiple signals: - Trade size - Shares - Whale thresholds - Illiquid assets - New / experimental tokens - Selling pressure - Price/volume irregularities - Other rule-based anomaly flags and other features.

⏱️ 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 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.