Projects Master's Thesis: The Structure of Deception in Multi-Agent LLM Systems How LLM Agents Lie, Break Promises, and Exploit Trust Senior Thesis: Why Multi-Agent Conversations Cannot Fix LLM Forecasting Evidence from Convergence Analysis Predictive Power of LLMs in Financial Markets First Place, Meeting of the Minds Math Division Mathematical Contest in Modeling: Honorable Mention Modeling lamprey population dynamics with adaptive sex-determination mechanisms Operations Research II: Optimizing Movie Scheduling Solutions Linear programming approach to theater scheduling Intermediate Deep Learning: Predicting Closing Price for Kaggle Competition Optiver Trading at the Close competition Intro to ML: Sentiment Analysis and Stock Prices Using techniques from 10-315 for sentiment analysis with applications to stock market prediction