Notes from the protocol layer
Longform writeups on how bot detection actually works — what each layer measures, why clients fail it, and what that means for anyone building or defeating it. Technique and analysis, not recipes against live targets.
If you're working on detection or fraud and want to compare notes, get in touch directly.
kirkpopelas51@gmail.com