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GEOLM- Interactive GEOGRAPHY Forecasting learning

Screenshot from 2026-01-24 21-24-51

vide demo : https://youtu.be/DylX5KPtOJs

Screenshot from 2026-01-25 12-02-11

An AI-powered platform that explores historical, geographical scenarios questions through interactive forecasting across multiple routes, regions.

Features

  • Interactive world map with geograhical events

  • AI forecasting agent for scenario exploration

  • Real-time streaming responses

  • Map navigation and event highlighting

    Usage

  1. Select a point region to launch the blue marker, click the blue marker again to see the card then select route/ point
  2. Can also mark two regions at once an f find the history of the route or each point
  3. Explore the AI's timeline-based analysis
  4. View geographic impacts on the interactive map

Tech Stack

  • Next.js 15 with App Router
  • TypeScript
  • Tailwind CSS
  • Leaflet + OpenStreetMap
  • Vercel AI SDK + OpenAI
  • React Leaflet

Installation

  1. Clone the repository

  2. Install dependencies:

    npm install
  3. Create .env.local and add your OpenAI API key:

    OPENAI_API_KEY=your_openai_api_key
    OPENAI_MODEL=gpt-4o
    OPIK_API_KEY=

Running the Application

npm run dev

Open http://localhost:3000 in your browser.

License

Open source for educational purposes.

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