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Muhammad Yasin Khan
Muhammad Yasin Khan

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GeoClimate Advisor AI: Bridging Earth Science Expertise and Google Gemini to Enable Climate-Responsible Planning

This is a submission for Weekend Challenge: Earth Day Edition

🌍 GeoClimate Advisor AI — Bridging Earth Science Expertise and Google Gemini to Enable Climate-Responsible Planning

Urban development decisions are increasingly made under the pressure of climate change, environmental degradation, and growing disaster risks. Yet scientific environmental assessment remains inaccessible to many communities and planners. GeoClimate Advisor AI transforms Google Gemini into an intelligent Earth-science advisor capable of evaluating climate risks, geological hazards, and sustainability impacts for real-world projects. Built for the Earth Day Challenge, this project demonstrates how artificial intelligence can support responsible development and help societies build safer, climate-resilient cities.
What I Built

GeoClimate Advisor AI is an Earth Day–focused application powered by Google Gemini that evaluates environmental and climate risks for development projects.

The goal of the project is to make scientific environmental assessment accessible to everyone — including students, planners, and communities — before constructing residential, industrial, or infrastructure projects.

Users enter:

  • City or location
  • Project type (e.g., residential building)
  • Environmental context

The AI then generates a structured GeoClimate Assessment, including:

  • Climate risk analysis
  • Geological hazard evaluation
  • Carbon footprint insight
  • Sustainability recommendations
  • Risk rating and sustainability score

The project demonstrates how AI can support climate-responsible urban development aligned with Earth Day principles.


Demo

Below are screenshots of GeoClimate Advisor AI in action:

📸 Application Interface

📸 Gemini Climate & Geological Analysis Output, Risk Rating and Sustainability Recommendations

Code

GitHub Repository:

https://github.com/rajamuhammadyasinkhan2019-lgtm/GeoClimate-Advisor-AI

The repository contains:

  • Gemini prompt architecture
  • Stream__lit application interface
  • Environmental assessment workflow

How I Built It

  1. Core Idea

Modern cities face increasing challenges from climate change, urban heat islands, flooding, and unsustainable construction practices. Traditional environmental impact assessments are often inaccessible or expensive.

GeoClimate Advisor AI was designed as an AI-powered environmental decision-support tool.


  1. Technology Stack
  • Google AI Studio
  • Google Gemini Model
  • Python
  • Streamlit Web Interface
  • Prompt Engineering for Environmental Reasoning

  1. Using Google Gemini

Gemini is the core intelligence of the application.

Instead of simple text generation, Gemini performs structured environmental reasoning through carefully designed prompts that integrate:

  • Climate science
  • Geology
  • Hydrology
  • Sustainability assessment
  • Disaster risk evaluation

A master system prompt guides Gemini to behave like an environmental scientist and generate standardized assessment reports.

Key Gemini capabilities used:

✅ Natural language understanding
✅ Context-aware reasoning
✅ Scientific explanation generation
✅ Decision-support analysis


  1. Workflow

  2. User inputs location and project details.

  3. Gemini evaluates regional climate patterns and geological context.

  4. AI assesses environmental risks.

  5. System produces actionable sustainability recommendations.


  1. Example Use Case

City Residential Development

The AI identifies:

  • Urban heat island effects
  • Flood vulnerability due to impermeable surfaces
  • Soil and foundation considerations
  • Carbon emission implications

and recommends:

  • Green roofs
  • Rainwater harvesting
  • Passive cooling design
  • Urban vegetation integration

Prize Categories

✅ Best Use of Google Gemini

GeoClimate Advisor AI showcases Gemini as a scientific reasoning engine rather than a chatbot, demonstrating real-world environmental and climate decision support.


Earth Day Impact

Responsible development begins with informed decisions.
By combining Artificial Intelligence and Earth Science, GeoClimate Advisor AI promotes climate awareness, sustainable construction, and long-term planetary stewardship.

🌱 AI for Earth. Science for Society.

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