Ghanem AMARI@ghanem

Sentinel.AI is a comprehensive security solution designed to transform passive surveillance systems into proactive, intelligent sentinels. It tackles the "blind eye of surveillance," where the widespread presence of cameras in public and private spaces is not matched by an ability to interpret or act on events, leading to dangerous delays that can cost lives. How It Works The system's core process is to Detect, Assess, and Respond. It leverages artificial intelligence models to analyze video and audio from existing cameras, providing a deep, multi-modal understanding of events. Detection: A Video Agent extracts key visual frames to describe the scene, while an Audio Agent transcribes speech and identifies critical emotional cues. Assessment: An Incident Deduction Agent, coordinated by an Orchestrator Agent, combines these video and audio inputs to understand the full context and classify the incident. The system uses LLM-powered contextual reasoning for accurate classification. Response: Finally, an Alert Agent generates a concise, enriched alert and automatically dispatches it via SMS to the most appropriate emergency service, ensuring a rapid and informed response. Technical Architecture Sentinel.AI is built on a modern technology stack designed for real-time, responsive deployments. AI Analysis: Complex task management and AI-driven analysis are powered by Groq. The system uses a modular, multi-agent architecture with LangChain and LangGraph to specialize in critical tasks. Backend: The backend uses FastAPI to handle video, audio, and API requests. Frontend: A user interface is provided through React. Smart Alerts: Automated SMS alerts are sent using Twilio.

Ghost Agent is an innovative autonomous agent designed to revolutionize competitive intelligence and strategic analysis. By leveraging advanced AI technologies, including Mistral AI's large language model and RAG (Retrieval Augmented Generation), Ghost Agent autonomously collects, analyzes, and synthesizes public information about companies and their competitive landscape. The system operates through a sophisticated three-tier architecture: a Data Collection Engine that performs automated web scraping, LinkedIn analysis, and real-time data aggregation; an Intelligence Processing Core utilizing advanced NLP, vector database (ChromaDB), and RAG systems for contextual analysis; and a Strategic Recommendation Engine that generates actionable insights and visual representations. What sets Ghost Agent apart is its ability to not just collect data, but to understand market dynamics and generate actionable strategic insights. The system continuously learns from new data, improving its analysis capabilities and recommendations over time. By automating the entire process from data collection to strategic recommendation, Ghost Agent reduces analysis time from weeks to minutes while providing comprehensive, data-driven insights that would typically require extensive manual research and expert consultation. Built with modern technologies (FastAPI, React, TypeScript), the platform ensures scalability, real-time processing, and an intuitive user experience, making professional-grade strategic analysis accessible to businesses of all sizes and effectively democratizing access to high-quality competitive intelligence.

Join us for an exclusive hackathon leading up to the /function1 AI Conference & Exhibition in Dubai (May 2, 2025) - a conference with one pivotal notion: to create a #1 platform for startups and founders of the AI field; to give them the spotlight they often lack, and represent the countless possibilities of Artificial Intelligence. 📅 April 25 – May 1, 2025 – Join us online and collaborate with global AI enthusiasts. 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

This is your chance to push boundaries, solve real-world challenges, and create impact at the official hackathon of the RAISE Summit 2025 at one of Paris's most iconic venues: Le Carrousel du Louvre. 📅 July 4–8, 2025 — Collaborate online with a global community of innovators. 🏛️ July 8–9, 2025 — Limited on-site access to the RAISE Summit in Paris (300 participants), exclusively for selected teams. 🏆 July 9, 2025 — Winners will be announced live on stage during the RAISE Summit. 🌟 Expert mentors will guide you throughout your hackathon journey. 🤝 Work solo or build your dream team to create something extraordinary. 💰 Compete for a share of up to $150,000 in prizes. 🔒 Sign up before the Kick-Off Stream to secure your spot!