ML and Satellite Imagery for Conflict Prediction Ensemble ML pipeline (RF, NN, KNN) achieving 92.3% accuracy and 0.93 ROC AUC, predicting violent conflict across Africa from satellite, climate, and socioeconomic data mlgeospatialresearch AI-Augmented Deliberative Committee Multi-agent deliberation system using Claude, with 7 expert jurors and 8 census-grounded community stakeholders evaluating Chicago urban policy proposals ai-agentsmlresearch Adversarial AI Committees for Competency Development Multi-agent feedback system matching adversarial AI personas to student thesis weaknesses, improving methodological reasoning by 4.15 points across 345 memos ai-agentsml Grove, an ADHD-Aware Goal & Task App Production full-stack TypeScript app with Next.js 14, Supabase/PostgreSQL, a Node.js worker, and an AI Coach that turns messy intentions into small, actionable tasks softwareai-agents From Roots to Removals Winner, UChicago Mind Bytes Data Visualization Challenge. Interactive scrollytelling on U.S. migration and deportation from historical trends to enforcement flows. data-vizgeospatialresearch Heat, Households, and Human Development Interactive data visualization exploring the relationship between rising temperatures and impacts on family life and child development researchgeospatialdata-viz PRiSMA, Recidivism Risk Prediction for Pretrial Detention XGBoost risk models (AUC 0.77-0.89) built at the Attorney General of Colombia on 994K criminal events, supporting prosecutors' pretrial detention decisions mlresearch Green Space Accessibility for Affordable Housing Interactive dashboard analyzing disparities in access to high-quality public parks near affordable housing buildings in Chicago geospatialdata-vizresearch Event-Driven E-Commerce Architecture Microservices e-commerce platform with asynchronous order processing using Redis Streams, FastAPI gateway, and React frontend with real-time Server-Sent Events devops DevOps Pipeline for Microservices Platform Production-grade CI/CD pipeline with Jenkins, Docker, Terraform, Kubernetes, and Prometheus/Grafana monitoring for a microservices e-commerce platform devops Agents4Good, UChicago Agentic AI Community Founded a student-led community for hands-on experimentation with agentic AI at UChicago, with lightning talks, shared workflows, and peer-driven sessions ai-agents