From Dialogue to Decision An LLM-Powered Framework for Analyzing Collective Idea Evolution and Voting Dynamics in Deliberative Assemblies Master's thesis supervised by Deb Roy, MIT Empowering K12 Educators Fostering Collaborative Intelligence with Generative AI Research final project for MIT course MAS.s60 GenAI in K12 Education in Fall 2023. Interplay Between Implicit Bias and Sycophancy in LLMs Implications for Fairness in Educational Decisions Research final project for MIT seminar course 6.S986 "Large Language Models and Beyond" in Spring 2024 with professor Yoon Kim. LLMs for Public Narrative Interpretablity of Language Models Using Category Theory