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kulchankas/README.md

Sofiya — Mathematical Foundation of Data Science, University of Vienna. Working where mathematics, security and machine learning meet.

Hi, I'm Sofiya 👋

Second-year Mathematical Foundation of Data Science student at the University of Vienna.

About me

  • 🎓 Studying at Uni Wien — analysis, linear algebra, probability & statistics
  • 🔐 Learning offensive security in my own lab — networks, Active Directory, web
  • 🧠 Reading ML research — interpretability, adversarial ML, probabilistic ML
  • 🛠️ Building paranoid, a security agent skill that pentests your own running app
  • 💬 Reach me at kulchankas@gmail.com

Toolbox

Python, R, Julia, Linux, Kali Linux

Languages: English · Russian · Belarusian · Polish

Pinned Loading

  1. paranoid paranoid Public

    Your app is guilty until proven secure: an agent skill whose /hack-me breaks into your own running app, proves each bug with a real request, patches it, and re-verifies. Claude Code · Codex · Cursor.

    Python 12 2

  2. 00200200/maintainer-skills-lab 00200200/maintainer-skills-lab Public

    16 reusable skills and 6 agents for Codex, Claude Code, Cursor, OpenCode and Grok Bot: Humanizer, ML debugging, PR review and Skill Watch.

    Python 17 2

  3. 00200200/repro-lens 00200200/repro-lens Public

    Static reproducibility checks, experiment replay and before/after evidence for ML code and coding agents — no ML dependencies for scans.

    Python 10 1