At Sirona Medical, I build production LLM and retrieval workflows inside PHI-sensitive medical systems. After early LLM output drifted from the patient record, I built an integration gate with Langfuse and LangSmith tracing and evaluations against the source record, grounding retrieval in that record.
I also design de-identification workflows and pipelines over petabyte-scale historical medical archives, supporting downstream ML and LLM work. My computer vision and NLP pipelines cover classification, segmentation, OCR, ontology mapping, and entity extraction.
At MavFarm, I built recommender and video systems for personalized feeds, with P95 30 ms feedback paths. At Ring, I built a computer vision service mesh for real-time inference over terabytes of daily camera events and led the backend group responsible for the vision platform.
I’m the author of Agentic Security, an open-source red-team toolkit for LLMs and agents that won the SANS AI Cybersecurity Hackathon grand prize. I’ve also authored agent orchestration and testing projects, and led and influenced teams of up to 16 across ML, backend, infrastructure, and product.
