Experience building and operating full-stack production products across a modern frontend stack (such as React/TypeScript) and backend services (such as Python, Go, Node.js, or comparable technologies).
Experience designing evolvable APIs, data models, and distributed or integration-heavy systems, including authentication, identity, permissions, secure data flows, and partial-failure behavior.
Experience owning production systems at scale, including observability, performance, testing, incident response, safe migrations, staged rollout, and rollback.
Experience building applied-AI or conversational products and evaluating probabilistic behavior with grounding, quality signals, and human-feedback loops.
Experience building dashboards, data visualizations, or workflow and insight products that make complex information understandable and actionable.
Familiarity with experimentation, product metrics, and iterative development, including instrumenting user outcomes from first use through retained usage.