Insights

Working notes on security research and system design.

Practical writing about adversarial evaluation, authorization, AI-enabled products, and the methods used to turn testing into useful evidence.

Editorial note

These articles are general research perspectives, not claims about a specific product or client. They should not be treated as legal advice, certification, or a substitute for testing a real system.