With 6+ years of hardening infotainment systems for Porsche, Audi, and Volkswagen, I’ve traded vehicle test benches for LangGraph & LangChain workflows. I don't just build models; I engineer "production-first" AI systems defined by the same high-stakes reliability required by world-class brands. By bridging ML classifiers with deep LangSmith observability, I’m crafting autonomous agents that are as robust, tested, and high-performance as the engines I once verified.
- AI/ML: LangGraph, LangChain, Groq, NLP, Scikit-Learn, Pandas.
- Testing: System, HMI, Performance, and Regression Testing (JIRA, TestRail).
- Environment: Python, Streamlit, Test-Bench & In-Vehicle Validation.
