The work is concrete: agents that launch and QA ads across Meta, TikTok, and Snap; systems that reallocate budget toward top-performing creators; reporting that ties creator content, ad spend, and attributed revenue into one picture; alerts that catch an expiring TikTok Shop affiliate code or a Meta partnership permission before spend stalls. Experience building AI agents and automations in production: prompts, tool use, approval gates, error handling, and monitoring, using whatever stack fits (Python or TypeScript, agent frameworks, workflow platforms such as n8n or Make where they are the right tool).