Security
This is still the core of my work, especially low-level systems, reverse engineering, and attack surface analysis.
About
Callum
I work in security, with current focus on Web3 and a longer-term interest in AI security.
My background is in binary analysis, reverse engineering, and application security. I use this site to keep notes, writeups, and working documents in one place.
You must not fool yourself, and you are the easiest person to fool.
M.S. in Artificial Intelligence · B.S. in Computer Science & Mathematics.
Security first, active work in Web3, longer-term interest in AI security.
Direction
The work is grounded in security, but the areas of focus keep moving.
Web3
Most of my current work is here: protocol risk, smart contract assumptions, and review practice.
AI
This is the longer-term direction, especially around agents, tool use, model behavior, and system security.
Approach
This is a working site, not a polished portfolio.
I want the material here to stay useful: clear enough to revisit, specific enough to reproduce, and organized well enough to build on later.
If something is published here, it should be worth coming back to.
Principles
- Write clearly enough for future me to trust and reuse the note.
- Keep assumptions, environment, and evidence close to the work.
- Prefer systems that can be inspected all the way down.
How To Read This Site