Experience
Research Assistant
Aug 2025 — Present- Architected Python pipelines processing 8.5M+ OD pairs across 300 GB of freight data.
- Containerized routing engines via Docker across 2,926 zones.
- Built Next.js / FastAPI freight toolkit tracking crash metrics across 285+ municipalities.
Open-Source Software Engineer · GSoC
May 2025 — Aug 2025- Developed RESTful API (FastAPI + PostgreSQL/PostGIS) for real-time road closure management.
- Built React map interfaces with OpenLR linear-reference encoding.
- Automated CI/CD pipeline via GitHub Actions.
Research Assistant
Feb 2025 — May 2025- Built geospatial analysis pipelines (OSMnx) mapping Chicago's full road network.
- Engineered graph-based cycle detection models to identify traffic congestion zones.
Research & Web Engineer
Mar 2023 — Jul 2024- Designed Next.js / FastAPI ethical-AI research platform.
- Scraped 2,300+ Stormfront threads into BigQuery for hate-speech analysis.
- Led data team analyzing 80M+ YouTube comments — cut analysis time by 30%.
- Built Neo4j graph visualizers with 20K+ nodes.
AI Engineer
Dec 2023 — Jun 2024- Led 14 engineers building a gamified virtual-marketplace in React.
- Platform ran behavioral simulations with 2,000+ participants and autonomous LLM agents.
Research & Publications
Responsible AI for Scientific Discovery: Evaluating Explainability Methods for Galaxy Morphology Classification across Multiple Architectures and Datasets
reportMeasuring and Mitigating Toxicity in Large Language Models: A Comprehensive Replication Study
reportCoordinated Amplification and Misinformation Detection in Global YouTube Conflict Narratives
reportBenchmarking Algorithms for Heterogeneous Treatment Effect Estimation in Networks
reportAscend.AI — Building Confidence Through Technology: A Technical Exploration of Facial Expression, Tone, and Pitch Analysis with Chatbot Guidance
publishedMultiagent Simulators for Social Networks
publishedLeveraging CNNs and Ensemble Learning for Automated Disaster Image Classification
publishedSelected Projects
VS Code fairness debugger using PyTorch counterfactual search — cuts auditing time 40%.
Comparative study of post-hoc explainability across 4 CNN architectures on Rubin LSST datasets.
Agentic real-estate assistant covering 1,000+ ZIP codes with LangChain + Azure OpenAI.
RESTful API + React map interface for real-time road closure management (GSoC 2025).