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. It's the direct foundation of the production crawler and anti-abuse infrastructure I lead today.