7+ years building production systems, rescuing the ones that are failing, and researching the ones that don't exist yet. Shipped platforms across defense, automotive, fintech, biotech, and edtech. Toptal top 3%.
Building AI-powered knowledge graphs for automotive requirements engineering. The pipeline extracts structured knowledge into a graph, retrieves relevant subgraphs per query using a GNN-based model, and generates answers from the subgraph — not from an LLM's memory. You control the knowledge. Same question, same graph, same deterministic answer every time.
Baking sourdough. Making fresh pasta from scratch. Squash, CrossFit, and boxing to burn it all off. Reading novels and manga.