Throughout my research journey, I’ve had the pleasure of learning from peers, professors, engineers, and designers, all of whom have enriched my experience and deepened my appreciation for diverse collaborations. I warmly welcome various types of collaborations and would like to share a few notes for potential research collaborators to ensure our work aligns with both your goals and the project’s needs.

1. For Early-Career Researchers Seeking Guidance or Ideas
   If you’re an early-stage researcher looking for guidance or research opportunities, please consider:
   • Dedicating a minimum of 15 hours per week to the project.
   • Bringing a passion for AI, data science, and large language models (LLMs), and an interest in applying them across various fields.
   • Possessing strong coding skills and the ability to solve problems independently.
   • Having a foundational understanding of mathematics.
2. For Peers Interested in Collaborating
   If you’re a peer interested in joining my research, inviting me to contribute to your work, or seeking comments on a paper, I’d love to connect, especially if:
   • Our research interests align, or I can offer meaningful insights to support your work.
3. For Senior Researchers, Professors, or Entrepreneurs
   I’d be glad to discuss any opportunities for research, business ventures, or other projects that align with my skills and interests.

Please feel free to reach out, and thank you for your interest .