Senior Data Scientist Generative AI R&D Technical Lead
Caterpillar · Apr 2024 – Aug 2026
- Led development of two flagship Generative AI products - Cat AI Assistant and In-Cab Assistant - owning architecture, fine-tuning small language models, prompt optimization, evaluation and production deployment.
- Increased parts sales conversion by 30% using Cat AI Assistant, a unified conversational interface serving millions of customers and dealers across Caterpillar applications, using a LangGraph-orchestrated multi-agent architecture.
- Enhanced operator productivity by 85% with In-Cab Assistant, a real-time voice assistant deployed on NVIDIA Jetson Thor edge hardware, serving fine-tuned LFM 350M Small Language model via vLLM for complex tool-calling and multi-turn dialogue at ~30 ms inference latency.
- Addressed the ~10% of machine-down failures caused by delayed fault-code diagnoses by building CMA AI Recommendations, a RAG pipeline to auto generate fault-code diagnoses and recommended steps in real time.
- Mentored data scientists and partnered with product and engineering teams to move prototypes into production-grade, monitored services.



