As a Medical Subject Matter Expert and Clinical AI Evaluator, I assess medical outputs for factual accuracy and clinical safety, drawing on my MBBS training at Kasturba Medical College — Manipal Academy of Higher Education (MAHE).
My clinical evaluation work includes analyzing case vignettes, validating differential diagnoses, reviewing pharmacology and pathology, and identifying clinical hallucinations or unsafe advice.
I use prompt engineering, side-by-side model comparison, and rubric-based grading to evaluate outputs, then provide clear rationales for quality rankings. My documentation work has included peer review of medical documents and academic presentations for clarity, precision, and alignment with clinical guidelines.
Alongside medical work, I write fiction and develop narratives, including projects exploring the universe analyzing itself through us and planetary invaders seeking resources from alien worlds.

