Projects
Selected projects in AI agents, software engineering, and machine learning.
Research Projects
LLM AGENTS · EVALUATION
ASSERT
Auditing Implicit Assumptions in LLM-Based Coding Outputs
Auditing the design decisions coding agents make when requirements are incomplete. We compare self-reporting, external auditing, and a four-stage multi-agent monitor using structured evidence and assumption-level evaluation.
RETRIEVAL · MULTI-AGENT REASONING
FinMA-RAG
Agentic Retrieval & Reasoning for Financial Reports
Combining table-aware document ingestion, hybrid retrieval, and specialized agents to answer questions over financial filings. The workflow separates evidence extraction, numerical calculation, and answer synthesis.
SPORTS ANALYTICS · DATA SYSTEMS
Era-Adjusted Baseball Analytics
Full House Modeling · Public-Facing Data Tools
Helping users compare baseball players across eras through Eck Sports Lab’s Full House Modeling project. Data pipelines and an interactive web application make era-adjusted performance statistics accessible.