Hi,

I'm SnowCat

👋

Minghui Pan(潘明辉)

Undergraduate at Beijing University of Posts and Telecommunications, majoring in Telecommunications Engineering. My research focuses on LLM safety and interpretability, with recent work on agent safety and reinforcement learning. Beyond research, I care about building things that actually work — contributing to open-source projects and chasing ideas that are too weird for a paper but too interesting to ignore. I came to research through Innovation competitions, and that instinct to ship has never really left.

GitHubBilibiliHuggingFaceOpenReviewEmail

===Interactive=== try typing a command below

snowcat — zsh
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Recent Publications

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Projects

Side projects and engineering work. Most of them are things I built to scratch my own itch.

  • One-Eval icon

    One-Eval

    An agentic system for automated and traceable LLM evaluation, built on top of DataFlow.

    DCAI
    Benchmark
  • LoopLM icon

    LoopLM

    LoopLM: A Self-Iterative Reasoning Framework for Large Language Models

    On Working Yet

Awards & Honors

The moon waxes only to wane; water fills only to overflow.

  • Chinese Mathematics Competition

    First Prize, Beijing

    2025
    Beijing, Haidian

  • Challenge Cup Innovation & Entrepreneurship Competition

    Third Prize, Beijing

    2025
    Beijing, Haidian

  • National College Engineering Robot Competition

    National Excellence Award

    2025
    Beijing, Haidian

  • College Engineering Innovation Competition

    First Prize, Beijing — Intelligent Rescue Track

    2025
    Beijing, Haidian

  • BUPT Third-Class Scholarship

    2024
    Beijing, Haidian

  • National College Network & IT Competition

    Third Prize, National — Track 3

    2024
    Beijing, Haidian

Hobbies & Contributions

Some side projects I built for fun. Most of them are small tools that scratch my own itch.

  • Friberg

    An entropy-based script that solves the CS2 Friberg Game in the minimum number of guesses.

    2026-07
    Beijing

What am I doing recently?

I write about AI safety, alignment, and things I find interesting along the way.

暑假工作简述

20250814，简单介绍一下暑假的工作和学习的内容

Coauthors

  1. Haolang LuBUPT PhD Student
  2. Kun WangNTU Postdoc
  3. Guoshun NanBUPT Professor
  4. Wentao ZhangPKU Assistant Professor

Education

  1. Company
    Beijing University of Posts and Telecommunications
    Title
    Telecommunications Engineering and Management
    Date
    2023 - 2027