groundwork

An early, hands-on deep dive into adversarial systems engineering — binary protocol implementation, web anti-abuse, IP-rotation infrastructure, fingerprint-resistant browser architectures and detection-resistant design. The direct foundation of the production crawler and anti-abuse infrastructure I lead today.