Ruturaj --@ruturaj66

This project integrates geographical, meteorological, and population data to recommend sustainable network infrastructure for schools, ensuring cost efficiency and functionality. It uses OpenCage Geocoder to convert pincodes into latitude and longitude, Earth Engine for retrieving administrative area data, and datasets like MODIS, ERA5, and WorldPop to analyze solar and wind power potential, cloud cover, and population density. A custom function processes geographical metrics like NDVI, LST, precipitation, and elevation using datasets such as Landsat 8, CHIRPS, and SRTM. The LangChain framework, paired with OpenAI's GPT-4 model, generates detailed recommendations for required devices, school size estimation (based on population density), cost breakdown, and suitable approaches. The infrastructure is tailored considering environmental factors, emphasizing cost-saving measures like energy-efficient devices and refurbished equipment. Results are exported as a comprehensive PDF, offering a dynamic decision-support system for sustainable school infrastructure planning.

AI-Astronauts is a next-generation AI system designed to revolutionize space exploration by deploying a multi-agent coordination framework. Each key mission component—the rover, lander, and spacecraft—is controlled by an autonomous agent manager, enabling seamless inter-agent communication. The rover itself operates as a multi-agent system, executing complex tasks such as terrain analysis, navigation, and sample collection with minimal human intervention. This system leverages LLMs, reinforcement learning, and decision-making algorithms to ensure adaptability in unpredictable space environments. The AI agents collaborate, share data, and optimize mission efficiency in real time. A Streamlit-based demo provides an interactive simulation of the AI agents in action. With applications ranging from lunar exploration to deep-space autonomous missions, AI-Astronauts represents a crucial step toward a future where AI-driven explorers extend humanity’s reach beyond Earth.