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⛓️
lurkin'

tegridydev tegridydev

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lurkin'
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Open Source Research & Buildn' Stuff
75 followers · 117 following
  • lumbridge
  • tegridydev.com
  • https://huggingface.co/tegridydev
  • @mechanistics.bsky.social

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tegridydev/README.md

[td] tegridydev

opensource dev | independent researcher | nerdstuff

I build local tools, open datasets and practical research projects around security, language models and things that interest me.

Most of my work starts as a question or a tool I wanted for myself. If it turns out useful, I clean it up and put it online.

Website · Hugging Face

Current interests

AI security · Local LLMs · Dataset engineering · Mechanistic interpretability · Multi-agent systems · Cool stuff · OSINT · Physical security systems

Selected work

  • auto-md — Turn files, folders and GitHub repositories into clean Markdown for LLM and RAG workflows.
  • abstract-agent — Local multi-agent research workflow for exploring literature, novelty and hypotheses.
  • Mechanistic Interpretability / MechaMap — Research notes and open tools for inspecting transformer internals.
  • multi-agent-secops-llm — Experiments with LLM agents for security operations and analysis.
  • physical-security-dev — Practical notes for CCTV, access control and physical-security development.
  • Python OSINT Notebook — OSINT tooling, Python automation and intelligence workflows.
  • dnd-llm-game — Local multi-LLM role-playing and interactive storytelling.

Research and data

  • Research Papers — Academic documents for OCR, classification and multimodal research. DOI
  • Open-MalSec — Open cybersecurity data covering phishing, malware, vulnerabilities, fraud and hostile communications. DOI
  • Infosec Tool Output — Structured security-tool output for blue-team and security-agent research. DOI

Browse all datasets

Writing

  • Research Papers Dataset
  • LLM Dataset Formats 101
  • WTF is Fine-Tuning?

Research citations

  • Open-MalSec was used as an experimental cybersecurity corpus in the peer-reviewed paper Toward Equitable Arabic Cybersecurity Literacy.
  • LLM Dataset Formats 101 was cited in the WaveformQA research preprint.

That’s pretty much it, feel free to reach out <3

🗣️ if you want to read more / connect

bluesky
Blog


~92 is only half way

Pinned Loading

  1. tegridy tegridy Public

    personal blog, research, writing and ideas

    Python 2

  2. dnd-llm-game dnd-llm-game Public

    MVP of an idea using multiple local LLM models to simulate and play D&D

    Python 126 19

  3. physical-security-dev physical-security-dev Public

    physical security dev notes knowledge base

    3 3

  4. abstract-agent abstract-agent Public

    Locally hosted AI Agent Python Tool To Generate Novel Research Hypothesis + Titles + Abstracts

    Python 32 5

  5. python-OSINT-notebook python-OSINT-notebook Public

    a rough written "guide" compiled from years of ADHD brain notes - enjoy

    JavaScript 142 8

  6. auto-md auto-md Public

    Convert Files / Folders / GitHub Repos Into AI / LLM-ready Files

    Python 167 23

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