Roblox Senior Engineering Manager interview: leading the platform beneath every Trust & Safety workflow, including an AI-driven agentic safety layer

This interview targets Roblox's Senior Engineering Manager role owning the core Safety Platform — shared infra, APIs, internal operator tooling, and an emerging AI-powered agentic layer that automates detection, enforcement, and review. Expect questions on hiring and growing engineering pods, setting technical quality bars, and partnering across User Safety, Policy, Data Science, and ML. Strong answers demonstrate platform-thinking at scale plus the judgment to balance long-term architecture bets against urgent trust-and-safety needs.

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Building and scaling shared safety infrastructure and APIs consumed by many teams
Hiring, mentoring, and setting technical quality bars for engineering pods
Balancing short-term tactical fixes vs. long-term platform architecture
Cross-functional partnership with User Safety, Policy, Data Science, ML
Designing/overseeing AI-powered agentic systems for detection, enforcement, review
High-availability, extensible platform design at consumer scale