01 · Security · In production · May 2026
AI external attack surface intelligence
ISA Horizon
Problem
Teams need to see what is exposed, and which credentials are already in circulation, before someone else uses them.
Outcome
In production since May 2026. The control described publicly is human validation before a finding is released.
Approach
An agent reasons about external exposure the way an attacker would: it maps what is exposed and which leaked credentials are tied to it. A person validates each finding before it reaches the customer.
My contribution
- Led conception
- Contributed code
- Worked on architecture
- Led the development team