Stony Brook Researchers Develop a Blueprint for Self-Improving AI

Ph.D. student Haoyan Yang , Assistant Professor Jiawei “Joe” Zhou , Solha Park

New research, certified by the Transactions on Machine Learning Research journal, presents a comprehensive framework for how large language models can increasingly improve themselves.

Stony Brook, NY, September 22, 2026 - Human expertise and engineering have played a central role in shaping the large language models we use today. People wrote training examples, ranked model responses, corrected errors, and provided the knowledge and judgment needed to guide model development.

AI Researcher Yi Liu Leads NSF Project on Molecular Design and Advances Battery Design with BNL

Yi Liu Leads NSF and BNL Projects to Advance AI for Molecular and Next-Generation Battery Design , Yi Liu's Ph.D. group researchers for NSF BNL projects , Dr. Enyuan Hu, BNL

How can AI help scientists design better molecules and next-generation batteries? Stony Brook researcher Yi Liu is tackling this question through two related efforts: a three-year, $622,471 NSF project rebuilding generative AI to create new molecules, and a collaborative project with BNL researchers to explore AI and ML approaches for the design and optimization of battery electrolytes.

Long Island Undergraduates Showcase Cutting-edge AI Research at Stony Brook’s 2026 REU Summer Symposium

AI Innovation & Diffusion Research Experience for Undergraduates Group Photo , AI Innovation & Diffusion REU Seminar , Scalable Detection and Reblocking of Informal Settlements Poster , Trevor Flores at AI3 REU , Student Posterat AI3 REU

Forty undergraduate students from Farmingdale State College and Suffolk County Community College shared their work from Stony Brook AI Innovation Institute’s 6-week REU program in AI Innovation & Diffusion.