Selected work
I study how complex systems fail and adapt to make them safer.
I’m Luis, a security researcher focused on AI, product security, and the assumptions hidden between systems. This is a selection of work that changed how I think.
$32,500
Research awards featured
2
Major platforms
1 principle
Follow the evidence
Case studies
Selected work
Projects
Netflix
· Security researchA multi-step security investigation that turned an unlikely observation into a $25,000 award.
YouTube
· AI Security ResearchResearch into an AI feature that exposed private creator information and the persistence required to get the right attention.
Hawksbill
· Offensive securityOffensive-security work at Hawksbill supporting high-stakes, mission-driven environments, including U.S. government efforts.
I’m most interested in problems without an obvious answer, the places where learning the system matters more than knowing the trick.
Research deeply
Understand the product and its incentives before deciding where it should break.
Prove the consequence
Separate interesting behavior from impact someone can actually reproduce.
Stay with the problem
Treat rejected assumptions and failed tests as information, not wasted motion.
Make it useful
Communicate the result so the next person can understand it and act.
The longer version of the story.