AI/ML Engineer and Researcher working on LLM Personalization, Digital Twins, and Retrieval-Augmented Generation.

• Personalized LLM systems for high-stakes decision domains
• Behavioral modeling and user-adaptive AI
• Evaluation methodologies for personalization quality
• Retrieval-augmented generation with temporal knowledge graphs

• "Beyond Prompting: Challenges in Building Deeply Personalized LLM Systems" — Position paper on fundamental limitations of current LLM personalization paradigms. [arXiv (coming soon)]
• "High-Stakes Personalization: Rethinking LLM Customization for Individual Investor Decision-Making" — Exploring personalization challenges in financial AI through InvestMate, a system for AI-augmented portfolio management. [arXiv (coming soon)]

• Google Scholar
• OpenReview
• LinkedIn