Hi, I’m Manish RamChief Scientistat Parafield

I specialize in Machine Learning in Health, Reinforcement learning, Spatial Audio Generation, and
Building World Models

Research

Notes, experiments, and ideas at the intersection of AI, medicine, and science.

NeuroimagingTeaching a Model to Read Brain ScansNotes on CortexMAE, our ICML 2026 paper: flat maps, masked autoencoders and an open benchmark for fMRI.
Paper notesTwo Minds, One ModelNotes on HealthGPT: how one medical model learns to read scans and draw them, without the two jobs fighting.
BenchmarksGrand Rounds for MachinesThree benchmarks for what medical exams miss: reasoning across a patient’s full record, changing course when new evidence arrives, and pushing back when a clinician is wrong.
RL environmentsBuilding an RL Environment for Medical QATurning physician-written answers into a reward a language model can learn from.
All writing
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My Projects

Projects that I Love Building

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