Elimane Yassine SEIDOU@yaxn

Activity reports contain valuable information. Extracting it, connecting the dots across sources, and turning raw data into decisions takes time most teams don't have. ARIA was built to do exactly that. ARIA is an AI agent specialized in activity report analysis. Its role is not to generate reports — it is to read them, understand them, and tell you what they mean. Submit your existing reports in any format (CSV, Excel, PDF, JSON, databases, APIs) and ARIA identifies the business domain, locates the relevant KPIs, cross-validates data across sources, and produces structured insights grounded in your actual data. What sets ARIA apart ARIA adapts to your domain automatically — HR, finance, R&D, logistics, IT — calibrating its KPIs and analysis angle without configuration. When it encounters a file format it cannot handle, it builds the missing extraction tool itself. When it lacks domain knowledge, it enriches its own context before proceeding. Its analytical engine applies TRIZ methodology to go beyond trends: it identifies structural contradictions in your data, derives root causes, and produces prioritized recommendations with an explicit owner, timeline, and priority level. Results are delivered with charts and visualizations generated directly from your reports, exportable in JSON, Markdown, HTML, PDF, and PowerPoint. ARIA never fills a data gap with an assumption. Every finding is traceable, every confidence score is explicit. ARIA does not write your reports. It finally makes them worth reading.

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.

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 Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.

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!