I study efficient and reliable reasoning in foundation models.

I am currently a Visiting Researcher at MBZUAI, where I work under the supervision of Prof. Junpei Komiyama. Previously, at UC San Diego, I worked on latent reasoning in vision-language models, and at Purdue University, my work was focused on inference-time alignment of language models. I also founded Insituate, where we shipped agentic systems to banks and judiciary.

I like to understand how foundation models reason and how we can make that reasoning more efficient and trustworthy. A lot of what I do spans language and vision, with a focus on keeping these models safe, reliable and aligned with human values.

Interests
  • Multimodal Reasoning
  • Trustworthy AI
  • AI Alignment and Safety
  • Reinforcement Learning
Education
  • B.Tech in Computer Science and Biosciences, 2020-2024

    IIIT - Delhi

Experience

Visiting Researcher

Mohamed bin Zayed University of Artificial Intelligence

Feb 2026 - Present Abu Dhabi, UAE
Exploring self-consistency and uncertainty in language model reasoning.

Research Intern

University of Virginia

Oct 2025 - Feb 2026 Charlottesville, Virginia, United States
Developed a drift-resilient memory framework for code-execution agents using KL-constrained adapter updates, mitigating embedding distribution shifts during online learning to reduce unsafe code generation without compromising task success rates.

Research Intern

University of California - San Diego

Jul 2025 - Oct 2025 San Diego, California, United States
Worked on multimodal reasoning – interleaving text and visuals within the chain-of-thought, enabling models to “think” with sketches, diagrams, and images. This work bridges language and vision to solve complex problems with richer, more interpretable reasoning.

Research Intern

Purdue University

Feb 2025 - Jul 2025 West Lafayette, Indiana, United States
Proposed an inference-time alignment method that outperforms Best-of-N decoding by over 30%, while reducing reward model calls by 20%. Aligned LLMs in reducing harmlessness, improved reasoning and positive sentiment generation.

Co-Founder

Insituate

Sep 2023 - Feb 2025 New Delhi, India
Built agentic software for the Supreme Court of India, Mizuho Bank, PNC Bank and Indian High Courts.

Publications

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