Analyze how browsers and mobile operating systems expose signals for detecting automation and tampering (spoofing, rooting/jailbreaking). Examine automation frameworks (Playwright, Puppeteer, Selenium, Appium) and mobile instrumentation tools for detection opportunities. Explore OS-level behaviors, sensor patterns, app lifecycle events, Web APIs, and device characteristics to find inconsistencies between real and synthetic environments. Build prototypes/custom test harnesses to validate detection ideas and collect data. Work with engineering teams (Web, iOS, Android, backend) to integrate validated signals into production SDKs. Monitor emerging trends in bot development, mobile emulation, and evasion techniques. Document research and present findings to technical and non-technical audiences.