The system comprises two principal components: an AI-driven weather sensor system and a responsive mechanical system, both working in tandem to deliver an intelligent, adaptive shading solution. The weather sensor system, enhanced by machine learning algorithms, continuously collects real-time data at 5-minute intervals, monitoring key environmental parameters such as temperature, humidity, and sunlight intensity. Using AI, the system analyzes historical and real-time data to identify patterns and predict upcoming weather conditions, allowing for proactive adjustments rather than reactive responses.

The mechanical system translates the real-time data and machine learning results into action, dynamically altering its geometry to optimize shading and indoor environmental comfort. Driven by motors and designed with a flexible folding structure, it adjusts to regulate sunlight penetration and thermal loads efficiently. Designing it as a prefabricated structure ensures easy installation, cost-effectiveness, and scalability across building types. Prefabrication enhances quality control, reduces onsite construction time and costs, minimizes material waste, and offers adaptability for retrofitting and use in resource-limited regions.

The structure is currently installed at the Harvard Science Center, where it collects real-time weather data while dynamically adjusting the state of its folding units. This setup facilitates experimentation with various scenarios, enabling us to explore how different configurations respond to environmental conditions such as sunlight, wind, and temperature.

The mechanical system translates the real-time data and machine learning results into action, dynamically altering its geometry to optimize shading and indoor environmental comfort. Driven by motors and designed with a flexible folding structure, it adjusts to regulate sunlight penetration and thermal loads efficiently. Designing it as a prefabricated structure ensures easy installation, cost-effectiveness, and scalability across building types. Prefabrication enhances quality control, reduces onsite construction time and costs, minimizes material waste, and offers adaptability for retrofitting and use in resource-limited regions.