3. Hardware & GPU Fingerprinting
CPU Micro-Architecture
Detection approach
Math instruction set validation failed. The User-Agent claims to be an ARM mobile or Mac device, but the Math.cos calculations executed with the exact hardware rounding signature of an Intel/AMD CPU.
How this helps detect bots
This signal is assessed with other independent session, browser, and network evidence. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.
Legitimate traffic to consider
Developers or QA testers utilizing responsive design modes in desktop Chrome.