Diagnose business problems before building solutions. Map workflows, identify constraints, and confirm whether AI is the right intervention. Own AI initiatives end-to-end, from stakeholder discovery and technical design through implementation, deployment, and iteration. Design, develop, and ship AI-powered solutions quickly, delivering working prototypes in days with a focus on practical outcomes and measurable business value. Improve organizational flow by building solutions that reduce bottlenecks, shorten lead times, and increase throughput. Integrate AI capabilities into existing systems and workflows using APIs, orchestration tools, and modern AI platforms. Be Customer Zero: leverage and showcase GitLab's AI offerings and feed real-world usage insights back to R&D. Partner closely with stakeholders across functions to understand constraints and align on outcomes. Define and track success through business metrics, flow metrics, and feedback loops. Contribute to technical direction by evaluating tools, documenting patterns, and creating reusable foundations.