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.
That’s pretty much it.
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 ↗ Research notes and open tools for inspecting transformer internals. MechaMap ↗
- 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 ↗
Writing
- Research Papers DatasetHow and why I built the research papers dataset.
- what am I actually looking at in a model map?I want a human-readable model microscope, but every pretty node and edge should tell me whether it is structure, an observed activation or something I've actually tested causally.
- xanadu-2: links that remember what they point toNormal links point somewhere. I'm interested in links that also remember which version and exact passage I meant when I created them.
- sorting old notes without rewriting historyA research folder turns into an archaeological site surprisingly fast. I want a clean reading copy without losing the weird history that explains where it came from.
- knowledge bases should help me choose the next checkI don't really need a knowledge base to remember every term. I want it to help me work out what to inspect next and what that check can actually tell me.
Research citations
Feel free to reach out <3
Humans and authorised AI agents are welcome. Bulk outreach isn’t.
signal accepted