MEDSIM
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

MedSim is an AI-powered clinical simulation platform designed to help medical students develop their clinical interviewing and communication skills through realistic patient interactions. The platform creates virtual patients with individual clinical histories, symptoms, personalities, and conversational behaviors. Students can conduct simulated medical interviews using natural voice conversations, while an AI-powered backend generates patient responses in real time. MedSim integrates Large Language Models (LLMs), Speech-to-Text (STT), Text-to-Speech (TTS), and a 3D avatar to create an immersive learning experience. It also includes a clinical information panel and a structured SEGUE-based evaluation checklist to support the assessment of communication skills. Our goal is to make clinical practice more accessible, repeatable, and scalable, allowing medical students to practice patient interviews in a safe environment before interacting with real patients.