1+ years of hands-on experience designing, building, testing, or operating AI agents or agentic workflows, including prompt or instruction design, tool calling, context management, orchestration, guardrails, observability, and evaluation. Define practical approaches for validating AI-enabled features, AI agents, and agentic workflows-including tool use, orchestration, context management, guardrails, observability, evaluation, reliability, and safe human decision points.