Building practical, research-oriented AI systems across Agentic AI, Graph ML, Decision Intelligence, Federated Learning, LLM systems, anomaly detection, and rare-event learning. Interested in tool routing, model evaluation, trustworthy AI, reproducible benchmarks, and translating research ideas into usable open-source systems.