AI RESEARCHER

Bridging Clinical Reality &
Deep Learning Architectures.

BS Student at IIT Madras. Conducting research at the intersection of Causal Inference, Multimodal AI, and Medical Imaging.

MIT
CMU
MBZUAI
Stanford
01 / Research Experience
AI Researcher
Massachusetts Institute of Technology (MIT)
Oct 2025 - Present
Focus: Laboratory for Computational Physiology
  • Conducting causal inference analysis of vasopressor treatment in septic shock using MIMIC-IV and eICU-CRD databases.
  • Applying trial emulation methodology (MSM, TMLE) to evaluate optimal timing for critical care interventions.
Causal Inference MIMIC-IV Medical AI
AI Researcher
Carnegie Mellon University (CMU)
Jun 2025 - Present
Focus: Computational Biology & 3D Vision
  • Implemented BrainMVP baseline on BraTS2023 Pediatric dataset (Dice: 0.8504).
  • Conducted 3D multimodal MRI representation learning and LangSplatV2 evaluation (IoU 72.2%).
  • Authored NeurIPS 2025 survey on multimodal/self-supervised pretraining in medical imaging.
3D Vision Representation Learning HPC
NLP Researcher
MBZUAI
Jun 2025 - Present
Leading LLM clinical reasoning project with Calicut Medical College. Working on Hindi-English finance NLP for TACL publication.
LLMs Clinical NLP Research Lead
AI Research Intern
Stanford University
Mar 2025 - Jun 2025
Focus: Psychiatry & Behavioral Sciences (AI Lab)
  • Optimized 3D Convolutional Autoencoder, U-Net, and IBQ-VAE architectures for brain MRI compression.
  • Managed experiments on A100 GPUs.
PyTorch GCP
NLP Researcher
NIT Calicut
Mar 2025 - Oct 2025
Built automated pipeline using Mistral-7B-Instruct to fact-check news transcripts. Designed real-time dashboards for verification.
Mistral-7B Fact Checking
02 / Technical Projects

Autonomous Software Engineering Agent

View Code

Architected a production-grade LLM agent handling end-to-end software delivery from natural language requirements to deployed applications. Achieved 85%+ success rate under real evaluation conditions.

  • Innovated prompt engineering framework enabling claude 3.5 sonnet to generate multi-paradigm code (Python/Flask, Docker, YAML).
  • Engineered robust infrastructure with < 2-minute deployment cycles validated by IIT Madras faculty.
GPT-4o Mini Flask Docker GitHub REST API MLOps
03 / Leadership
Co-Founder @ Edtree AI

Empowering rural high school students in Kerala. Bridging the digital divide by providing hands-on AI learning opportunities.

100+ Students Mentored Social Impact
04 / Honors
MARS 4.0 Finalist
Cambridge University AI Safety Hub
NMMSE Scholar
National Scholarship for Academic Excellence

Let's Collaborate

Open to research collaborations in Medical AI and Computer Vision.