At ION Group, I built a one-click Dynamic Trading Algo for Aphelion, ION's FX platform, that cut trader execution time 60% by monitoring prices and placing orders across liquidity providers. I also modernized a distributed Java platform with an AI-assisted Java 8 to 21 migration.
At Carnegie Mellon University, I led a client project that cut manual catalog review volume 3–5x with confidence routing and a hybrid rule-and-ML prediction engine. I also built a 32-agent engineering-operations system using FastAPI, MCP wrappers, and ChromaDB RAG.
