5+ years of engineering leadership experience, including delivering large-scale, complex systems. Proven ability to take ambiguous, early-stage ideas to production. Deep empathy for how people interact with intelligent systems. Experience creating intuitive, actionable product experiences for complex systems. Strong foundation in backend systems, data pipelines, and observability tooling. Excellent communication skills and collaborative leadership.