Notes from the
edge of practice.
Systems, security, and the way we build. Field notes on turning technical curiosity into considered work.
AI & Accountability · 4 min read
Your AI Agent Doesn’t Know What It Just Did.
An AI agent helped build my website, then misreported an attempted file open. A firsthand account of the accountability gap behind capable AI agents.
Cybersecurity · 9 min read
The New Era of Cyber
How artificial intelligence is changing the balance of power in cybersecurity—and why expertise, judgment, and experience still matter most.
Exploit Research · 10 min read
GPON management-plane exploit research
A sanitized technical breakdown of a Go exploit chain against exposed GPON CPE management surfaces, focused on engineering, impact, and defense.
AI Workflow · 8 min read
How to use AI correctly with 99% effectiveness
A practical framework for using AI as an execution engine after you learn, research, plan, review, and keep final judgment in your own hands.