Specific openings may name programming languages, cloud environments, model providers, ML frameworks, document-processing tools, search or vector platforms, workflow and agent frameworks, data stores, container and deployment platforms, observability systems, or regulated-development practices. You test assumptions against evidence, communicate tradeoffs clearly, and work comfortably with domain experts, users, data engineers, data scientists, Machine Learning Engineers, security specialists, governance teams, and operations teams.