uncircularity is a research project to build deep learning models of CO₂ chains.

Living with Earth 🌍 Earth's changing environment is perhaps one of the largest problems we face. Although human relations and economics shaped our world, we now have new tools. Machine learning and AI has become a path to finding solutions. The results from models now affect us, and our world.

Make models 🥦 We move toward building models which understand and reveal our physical relationship with Earth. Uncircularity accounting modeling team created one of the first CO₂ deep learning model systems to predict CO₂ emissions of products and global supply chains. Models show us the present and help us plan the future.

Find our future 🦾 To make estimation, measurement, and perception of CO₂ more accessible, we developed a system to learn CO₂ measurements from sequences of production and consumption using AI models. CO₂ values for objects can be predicted to assist decision making, and to optimize production chains to reduce CO₂. The models are a virtual portable twin of physical objects and structures. These models are useful for banking, finance, industry, governance, and other purposes like building games and online worlds, as well as construction and logistics.

Know 🧠 Future models will be larger and more detailed. They will encode not only CO₂ but also other physical characteristics, like energy flows and molecular dynamics.