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kulchankas/README.md

Hi, I'm Sofiya 👋

Second-year Mathematical Foundation of Data Science student at the University of Vienna — working where rigorous mathematics meets security and machine learning.

About me

  • 🎓 Building my foundation at Uni Wien — analysis, linear algebra, probability & statistics
  • 🔐 Practising offensive security in my own lab — networks, Active Directory, and web
  • 🧠 Following the ML research I care about — interpretability, adversarial ML, probabilistic models
  • 🛠️ Author of paranoid — a security agent skill that pentests your own running app, then proves and patches what it finds
  • 💬 Reach me at kulchankas@gmail.com

Languages: English · Russian · Belarusian · Polish

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  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 48 3

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

    Curated developer tools, AST analyzers, and automated verification workflows.

    Python 48 2

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

    Static reproducibility checks, experiment replay, and verification for ML pipelines.

    Python 44 3

  4. 00200200/usagetrim 00200200/usagetrim Public

    Local CLI and MCP server for compacting test and build output, with retrieval from a redacted local cache.

    Python 43 6