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.

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.