I am a physician specializing in Anesthesiology, Intensive Care, and Pain Medicine, with hands-on experience training and evaluating frontier healthcare AI systems. I design evaluation rubrics and clinical benchmarks, assess medical reasoning and model outputs for accuracy, safety, relevance, and guideline alignment, and conduct red teaming to identify subtle errors and real-world risks. I also provide expert annotation, dataset and prompt review and actionable feedback for model improvement.