A snapshot of what I'm doing today — hands-on AI training, building products, advising startups, and practicing medicine.
Design and review high-quality datasets for healthcare/clinical AI — classification, entity labeling, conversation grading, safety red-teaming, and rubric-based evaluation.
Digital prescription pen focused on OPD realities — pen-like input, structured fields, and clean export for pharmacy/EMR. Requires NO behavioural change from doctors.
Translate clinical needs into product constraints, review model behavior for safety/ethics, and define evaluation scenarios that reflect real-world use.
Clinical practice and patient care. Frontline experience informs what AI can realistically support in a ward/OPD setting.
I help teams ship safe, useful healthcare AI. If you're exploring data work, clinical validation, or pragmatic deployment, let's talk.
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