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CLochstampfor60/README.md

Carl Lochstampfor, AI Security Researcher, Cybersecurity at ODU

Fluent in mortgage paperwork and scam scripts. Only the scam scripts are fiction.😉

👋 About

I'm a cybersecurity student at Old Dominion University (3.9 GPA) and an AI security researcher. After more than a decade in regulated financial services (FNMA, FHLMC, FHA, VA), I now study the language of scams to build AI that detects and prevents fraud against older adults. CompTIA Security+, Network+ and A+.

🔬 Research

Project What it is Status Links
COVA Multi-agent LLM framework and 3,201-conversation synthetic scam dataset arXiv preprint · peer review in progress arXiv:2604.11752
COVA-X 10,985 synthetic conversations; Longformer 79.71% accuracy arXiv preprint · peer review in progress arXiv:2606.06879
Tuteliq Phase 1 Independent, unpaid black-box evaluation of a commercial AI safety API (1,344 synthetic test cases, 5 harm categories) Published Oct 2026 Reports · Tuteliq
ScamLingua.org Dataset platform and home for published evaluations Live scamlingua.org

COVA and COVA-X mentored by Dr. Ayan Roy (Christopher Newport University) through the CCI Undergraduate Research Program.

🛠️ Projects

  • heavenly-restriction — A self-hosted workout tracker for training hard within injury limits. FastAPI + PWA, offline logging, passkey login, private by design.
  • LockBadges — Privacy-first Windows lock-key indicators; reads toggle bits instead of a keyboard hook, no network access.
  • file_system_project — Encrypted client-server file sharing in Python with authentication and isolated storage.
  • Self-hosted research NAS and private AI server (Unraid, ZFS, Docker) — write-up coming; summary on my e-Resume.

🧰 Toolbox

Security Nmap Wireshark pfSense Snort
AI/ML PyTorch, scikit-learn Ollama Hugging Face XGBoost
Development Python, HTML, CSS, JavaScript, GitHub
Platforms Linux, Kali, Ubuntu, Debian, Windows, Docker Unraid

🚀 On deck

  • Five-category evaluation dataset on ScamLingua (before end of 2026) · planned
  • NAS and private AI server write-up · planned
  • Guide to my research-library workflow (Zotero) · planned
  • Personal blog for side projects · planned

📫 Connect

e-Resume ScamLingua ODU Portfolio LinkedIn

Questions about my research or datasets? Open an issue on the relevant repo or write to contact@scamlingua.org.

Seeking a cybersecurity internship; open to full-time AI security and ML roles after graduation.

Pinned Loading

  1. heavenly-restriction heavenly-restriction Public

    A self-hosted workout tracker for training hard within injury limits. FastAPI + PWA, offline logging, passkey login, private by design.

    Svelte 1

  2. scamlingua-site scamlingua-site Public

    Landing page for ScamLingua.org — an academic research project on synthetic-data scam detection (ODU / CNU).

    HTML 1

  3. resume resume Public

    Material showcasing skills, talents, and achievements to potential employers. AI security researcher — live résumé site + PDF.

    HTML 1

  4. LockBadges LockBadges Public

    Movable, translucent on-screen indicators for Caps, Mute, Num and Scroll Lock on Windows. Place them where you actually look, size and colour them per lock, and see through them while you type. Aut…

    AutoHotkey 1

  5. file_system_project file_system_project Public

    A secure file sharing system built with Python that implements encrypted client-server communication, user authentication, and isolated file storage.

    Python