status, support history, and customer‐specific metadata. Design agent workflows that sit inside real task surfaces rather than generic chatbot experiences. Build evaluation and observability for agent behaviour, including tool‐call history, task success metrics, regression tests, failure modes, traceability, and guardrails. Collaborate with ML, product, hardware, client, and deployment … models or multimodal AI over images, video, inspection evidence, diagrams, screenshots, or technical records. Experience with RAG over structured and unstructured data. Familiarity with observability, log analysis, incident response, support tooling, runbooks, or developer tools. Experience building workflow UIs where AI assists a specific operational task. Familiarity with manufacturing, quality ...