I build AI Systems for
speed and savings
About Me
I've worked with data for 12 years
I'm a data engineer and former electrical engineer with a track record across multiple industries. I've prevented transformers from failing, helped factories monitor machine health, and protected airline staff from targeted cyberattacks.
It all started with one problem: I had no data. Tasked with designing an electric vehicle program to reduce peak-hour charging, I had no visibility into customer behavior. I launched a telemetry pilot to track real usage, cutting 500 kW from the grid. Realizing that I could do something with data, my passion for creating data systems began.
Data evolves with AI and so do I
Since then, I've built end-to-end systems that grew sharper as I layered in AI techniques from my Master's Degree in Data Science at UC Berkeley. Today, I design AI agents that assess threats and vulnerabilities in real-time cybersecurity environments. From traditional engineering to AI/ML, I bring the range to help teams move faster, operate safer, and save smarter.
Projects
Selected projects spanning AI/ML and data platforms.
Manufacturing RAG System
Built an end-to-end RAG pipeline from scratch — dual LLM quality gates, sentence-aware chunking, and hybrid retrieval — evaluated against 31 labeled queries with MRR and Recall@10. Runs on NVIDIA Jetson with PostgreSQL, synced to Mac for LanceDB vector indexing and Streamlit analysis.
Manufacturing RAG — Evaluation Notebooks
Measured whether retrieved documents are relevant, ranked correctly, and complete across a domain-specific industrial knowledge base. Evaluated dense, hybrid (BM25+RRF), and cross-encoder reranker configurations against 31 labeled queries.
Sentiment Analysis API
Deployed a HuggingFace sentiment analysis model on Kubernetes, integrated with Redis caching and Pydantic, and benchmarked performance using load testing and Grafana.
Microgrid Metering & Billing Engine
Open-source engine that automates tenant billing for individual microgrid operators — currently in production use by an operator in Uganda.
Get in Touch
Book a Call
Want to talk about a project, collaboration, or just nerd out about data and AI? Grab some time on my calendar.
Schedule a Meeting
