At Destination Certification, I work on Summit, an AI assistant for Socratic learning, and build and maintain internal LLM pipelines processing thousands of data points daily. I cut infrastructure and pipeline costs 20×, increased throughput 5×, and reduced output flagged as defective from ~30% to ~3%.
Before that, I co-founded NP CZI Tutoring and taught computer science, statistics, and mathematics exam preparation at LINIGRA. I write evaluation criteria, rubrics, and exam items with the examiner’s perspective in mind, and I’m developing agentic research systems that verify claims against source documents.
