Human Bot Traffic Differentiation

via “http request fingerprinting and bot detection via behavioral analysis”

Alright so if you run a self-hosted blog, you've probably noticed AI companies scraping it for training data. And not just a little (RIP to your server bill).There isn't much you can do about it without cloudflare. These companies ignore robots.txt, and you're competing with teams wit

Unique: Uses unconventional response injection (serving adult content) as a honeypot/canary mechanism to detect scraper consumption patterns rather than relying on traditional IP blocking or rate limiting, creating a behavioral signal that distinguishes bots from humans

vs others: More lightweight than cloud-based bot detection services (no external API calls) and avoids false positives from legitimate users behind VPNs or corporate proxies that traditional IP-based blocking would catch

via “human-bot traffic differentiation”

via “bot activity classification and analysis”