Professional Overview
LLM Evaluation specialist — 5 years building evaluation harnesses, benchmark sets, and regression frameworks at Apple. I measure what others demo: accuracy, consistency, hallucination rates, edge-case handling. Built eval workflow tool, 25% error reduction and a 287-vector security benchmark. Python, RAG, prompt engineering, SQL.
Areas of Expertise
Automation & AI Workflows
Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.
NLP & Prompt Engineering
Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.
MLOps & AI Infrastructure
Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.
