Design, build, and operate customer-facing features integrated into core product workflows Build and maintain internal services with stable, reusable interfaces Bring AI workflows to production with observability, fallback strategies, and cost consideration Partner with product stakeholders to define when AI is appropriate Facilitate conversations between engineers and proactively communicate status and impact