Disaster Orchestrator is an AI-driven crisis management platform designed to improve disaster response speed and efficiency. It combines computer vision, natural language processing, and logistics optimization to support decision-makers during natural disasters such as floods. Our system processes imagery data (uploaded by the user or provided as a URL) to detect the severity of a flood and extract relevant insights. It also aggregates social media reports of people in danger, assigns urgency scores to each report, and prioritizes critical zones. Finally, it uses a logistics optimization agent to generate actionable resource deployment plans, for example, assigning boats or trucks to the most urgent zones with estimated arrival times. The solution is built using FastAPI for the backend, Mistral AI for intelligent image analysis, and a clean React frontend for easy interaction. The platform empowers emergency responders, NGOs, and local authorities to make data-driven, life-saving decisions faster than ever before. With its modular design, Disaster Orchestrator can be extended to include wildfire detection, earthquake damage assessment, and additional real-time data sources, making it a scalable solution for multi-disaster management scenarios.

Our platform empowers entrepreneurs and investors by providing intelligent, localized startup insights. It addresses the common problem of information overload and fragmented market data by offering a unified tool that gathers and analyzes startup-related information using AI technologies such as OpenAI's ChatGPT and SerpAPI. Users can explore startup suggestions based on their interests, discover trending startups in any city, and analyze growth patterns in targeted industries. This makes the product especially valuable for aspiring founders, startup incubators, city planners, and local investors. With interactive visuals and real-time web data, the platform delivers actionable insights that are easy to understand, making startup research smarter and faster than ever.

NetOptimize AI is an advanced AI-powered application designed to streamline telecom policy analysis, network design optimization, and resource allocation. Using cutting-edge Generative AI (Gemini 1.5 Flash) and LangChain, the platform delivers intelligent insights to enhance regulatory compliance, network efficiency, and telecom resource management. Whether you are a policy analyst, network engineer, or telecom strategist, NetOptimize AI empowers you with data-driven recommendations to optimize regulations, infrastructure, and resources efficiently. -->Key Features -> Policy & Regulation Analysis • AI-driven interpretation of telecom regulations for different countries. • Helps identify compliance issues, risks, and opportunities in policy documents. • Provides detailed summaries and actionable insights for policymakers. 📡 Network Design Optimization • Generates custom network architectures based on geographic and operational requirements. • Optimizes coverage, bandwidth, and cost efficiency. • AI-powered design recommendations for telecom providers and ISPs. -> Resource Allocation & Optimization • Smart AI-based resource distribution for telecom networks. • Improves infrastructure planning based on available assets and future goals. • Enhances connectivity, cost savings, and network performance. -> AI-Powered Insights & Decision Support • Uses Generative AI (Gemini 1.5 Flash) for deep learning-based analysis. • Fast and reliable decision-making for telecom professionals. • Provides automated reports and strategic recommendations.

DeepConsent is an innovative AI-driven platform designed to streamline consent management for businesses, legal teams, and individuals. It offers two core functionalities: Consent Generation – Users can create legally compliant agreements in multiple languages by selecting predefined templates and compliance standards. Document Analysis – Users can upload consent documents, and DeepConsent provides summaries, identifies risks, and suggests improvements for better compliance. The platform leverages DeepSeek AI to ensure high accuracy, ease of use, and real-time compliance insights. Built using FastAPI, Streamlit, and React, it provides a seamless user experience with a modern web interface. DeepConsent aims to revolutionize legal tech by making compliance effortless and accessible to all.

Signify is a web-based application designed to bridge communication gaps between individuals who use sign language and those who don't. The project leverages machine learning and artificial intelligence to detect sign language gestures via a webcam, translate them into text, and provide real-time speech output for accessibility. This project is aimed at improving inclusivity and making communication easier for the deaf and hard-of-hearing community. Key Features: Real-Time Gesture Recognition: The app captures gestures using a webcam and processes them through a machine learning model to recognize sign language. Detected gestures are displayed as text on the screen, allowing users to see the translation of the gesture. Text-to-Speech Integration: The app can speak the translated gesture using the browser's built-in speech synthesis feature. This provides immediate audio feedback for the user, enabling a seamless communication experience.

Gaia is an innovative web application designed to provide safety and support to women who find themselves alone in potentially risky situations. The app can chat using an AI to give the user the illusion of being in company, offering both emotional reassurance and a sense of security. In addition, Gaia can help users call emergency services instantly if they are in danger. The app also features a map that identifies the most dangerous areas based on real-time emergency call data, enabling users to avoid risky locations. This data-driven approach will also assist law enforcement in intelligently focusing their efforts on areas with higher safety concerns. We have worked just for London and we have got the data from their official website.

⌚ Dive into a 48-hour journey of creativity. 🚀 Compete to craft an app supercharged by Llama 3. 🎓 Expert mentors will guide you every step of the way. 🏆 Win an opportunity to participate in the Lablab NEXT acceleration program, exciting cash prizes, credits, and gear from LlamaIndex, Together AI & Zilliz 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

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⌚ Take on a 48-hour challenge packed with creativity. 🚀 Build an app powered by Llama 3.2’s capabilities. 🎓 Get advice and support from industry experts along every step of the way. 🏆 Win an opportunity to participate in the Lablab NEXT acceleration program 💰 Stand a chance to win $5,000 in prizes. 🌟 Win the opportunity to be invited, with transport and accommodation covered, to our upcoming Giga Hackathons in Barcelona or Geneva in partnership with UNICEF. 🧑🏻‍💻 Sign up before the Kick-Off Stream to lock in your spot!