Ajmal M

Thanks for stopping by.

I'm an AI undergraduate at IIT Madras, where I spend most of my time thinking about how we can build AI systems that are genuinely useful in healthcare.

Over the past few years, I've worked on autonomous ICU ventilation management at MIT & Mayo Clinic, 3D multimodal medical representation learning at Carnegie Mellon University, clinical reasoning evaluation for LLMs at MBZUAI, and brain MRI reconstruction at Stanford University.

I'm always happy to chat about research, collaborations, or interesting ideas in AI. I’m based in Kerala, India.

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Ajmal M

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Research Interests

Modern AI systems can solve increasingly complex problems, but we still don't fully understand when to trust their decisions, especially in high-stakes domains like healthcare. I'm interested in understanding how these systems reason, why they fail, and how we can make them more reliable. I explore these questions through causal inference and reasoning in large language models.

Selected Publications

Selected Experience

AI Intern, MIT & Mayo Clinic

Oct 2025 - Present

Working on autonomous ICU ventilation management, causal analysis of intervention strategies, and agentic decision-support systems for respiratory optimization.

AI Researcher, Carnegie Mellon University

Jun 2025 - Present

Working on 3D multimodal medical representation learning for medical imaging and clinical data.

Summer Intern, Stanford University

Mar 2025 - Jun 2025

Built preprocessing and training pipelines for large-scale 3D brain MRI compression and reconstruction using PyTorch and ADNI datasets.

Awards & Recognition