Guide
Offensive Security For Defenders
How to practice exploitation skills in a way that improves defensive judgment.
Product Security · Offensive-Informed Defense · AI Security
Security work should make engineers more capable.
I write about practical product security, hands-on exploitation for defenders, AI-assisted security work, and the habits that help teams build safer software.
Sr. Staff Product Security Engineer
HTB CWEE Hands-on web exploitation
Veteran Security, service, leadership
About
A technical security voice with a bias for usefulness.
I’m a product security engineer focused on secure design, threat modeling, code review, cloud security, AI security, and offensive-informed defense. My public work is intentionally focused on durable ideas: methods, learning paths, communication patterns, and practical security judgment that can be reused without exposing private work.
I care about security that meets engineers where they are. The goal is not to sound clever. The goal is to help people understand risk, choose a better path, and keep building.
Writing
Field notes, not press releases.
How Hands-On Exploitation Made Me Better At Product Security Offensive practice as a way to reason about real product risk. AI Can Speed Up Security Work, But It Cannot Replace Judgment Where AI helps, where it misleads, and how validation keeps the work honest. MCPs And Agent Skills Are A Supply Chain Problem Useful automation still needs provenance, review, and least privilege.
Resources
Security learning that earns its keep.
Checklist
Practical Threat Modeling
Questions that help engineers find trust boundaries and risky assumptions early.
Reference
AI Security Review Notes
Prompt injection, tool access, context exposure, and validation patterns.
Speaking
Clear talks for technical teams.
Product security habits that make engineers faster and safer
What AI actually changes about application security work
Hands-on exploitation as professional development for defenders
How to communicate findings so they get fixed
Contact