TS-071386 — The Need The search for sustainable, high-performance battery materials is hindered by reliance on finite metal-based resources and slow, trial-and-error development cycles. Organic electrode materials (OEMs), composed of earth-abundant elements, offer a more sustainable path but present challenges …

TS-070633 — The Need Stranded natural gas (SNG), a by-product of crude oil extraction, is often flared due to the high cost and logistical challenges of pipeline transport. Approximately 15 tons/day of SNG is flared from one oil well. This results in significant greenhouse gas emissions and wasted energy. With …

TS-069523 — The Need In many scientific and industrial fields, there is a critical need for interpretable and accurate models that can be derived from complex datasets. Traditional machine learning methods often produce black-box models that lack transparency and interpretability, making it difficult to unders…