maryam siddique@maryamsiddique014

AI-powered intrusion and fraud detection system designed to enhance security within the Qubic Network. The system monitors real-time transaction data, analyzes wallet behavior, and detects suspicious patterns such as unusually large transfers, repeated failed transactions, and anomalous contract interactions. Using a combination of rule-based detection and machine learning (Isolation Forest), it assigns a risk score to each wallet and generates instant alerts via Discord or Telegram. Built entirely on Google Colab with Python and Streamlit, the prototype demonstrates how lightweight, autonomous security tools can protect DeFi ecosystems and improve user trust.

AI-driven Intrusion Detection System designed to detect suspicious network activity in real time. Modern networks face continuous cyber threats such as brute-force login attempts, port scans, unauthorized access, and malware activity. Traditional IDS tools struggle with new attack patterns and generate many false alerts. Our solution combines Machine Learning classification, a rule-based detection engine, and an LLM explanation layer to provide accurate, understandable threat detection. Users can submit network logs through a real-time Flask API hosted via ngrok. The system classifies events, checks for known attack signatures, and generates a human-friendly explanation of the threat. This solution targets SMEs, IT teams, and developers needing lightweight, affordable, and API-friendly network protection.

⏱️ 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..

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!