ABOUT / THE PERSON BEHIND THE NOTES

Hello. Glad you found your way here.

Somewhere between research, code, and favorite stories, looking for questions worth staying with.

A small introduction

I am interested in AI and code security, experimental methods for models, and the practical work of building systems and tools. I like starting with a concrete question and working toward something that can be examined and discussed.

This space brings together public research and notes from the process of building it. I want to make the questions, choices, and limitations visible alongside the results.

Questions I return to

AI & code security

How models respond to defects in code, and how their outputs can help prioritize human review.

Models & experimental methods

How architecture, training choices, and evaluation protocols shape the results we see.

Systems & development practice

The engineering details that make research and tools easier to use, maintain, and reproduce.

Away from the workbench

I enjoy anime and the imagination that comes with its stories and characters. A few small details from that side of life have a home here, alongside the research and code.

Keep in touch

You can find public projects and materials on GitHub. I welcome conversations about concrete questions, methods, and practical work.