Mari Puhakka is an Engineering Director advancing protocol fuzzing and software security. With 20 years of software engineering experience, she has witnessed the evolution of security tooling from specialized expertise to increasingly automated, integrated, and AI-assisted solutions that help teams build more secure, high-quality software faster.