Cybersecurity student · AI + offensive security · tool builder
Second-year Cybersecurity at Anglia Ruskin University and HTB team admin. I build offensive-security tooling and research how small, local LLMs can run an autonomous pentest pipeline, fully air-gapped, no cloud APIs. The goal is to augment pentesters, never replace them.
About, projects, and my full write-ups live on my site: → mariustudor07.github.io
Latest writeups (auto-updated from the site)
- [HTB Starting Point: Archetype](https://mariustudor07.github.io/blog/htb-archetype/)- HTB Oopsie
- HTB Starting Point: Three
- HTB Starting Point: Vaccine
- Three AI Security Certs, and Why I Bothered
A fully local, air-gapped LLM pentest assistant. A tiered three-model pipeline
(router → judge → reasoner) drives real tools like nmap and searchsploit, filters
findings down to what matters, and remembers them across a session.
Next up: a Go concurrent port scanner, a Rust binary analyzer, and methodology-focused HTB write-ups.
Right language per job — Python for orchestration, Go for concurrency, Rust for binary work, C for the low level. Local models via Ollama.
