About

Enterprise software engineer and WebDecoy maintainer writing about bot detection, web security, and defensive engineering.

Research pages follow WebDecoy's published methodology and corrections policy. Source-code contributions and public work are available on GitHub Opens in a new tab .

Articles and comparisons