Kamlesh MundelWork

AI · AI Medical Training

PartsPractice

An AI-powered training platform for medical therapists (Oxford Mtrain) — realistic patient simulations, role-playing exercises, progress tracking, and AI-generated feedback with secure access and personalized subscriptions.

AI patient simulations that help therapists train with confidence.

Role
Full Stack Developer
Type
AI Medical Training
Stack
Node.js · React · MySQL · ChatGPT

Problem → engineering → outcome

Limited practice access → realistic AI patient simulations

Challenge

Medical therapists need safe, repeatable practice with realistic patients, feedback, and progress tracking — without waiting for scarce clinical opportunities.

Intervention

Engineered PartsPractice (Oxford Mtrain) with AI simulations, role-play, progress tracking, and ChatGPT-powered feedback plus subscription access.

Outcome

Therapists can rehearse scenarios and receive personalized AI feedback that strengthens skills and patient care.

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