Integrate complex systems and build end-to-end pipelines Build AI-powered solutions across voice, text, or unstructured data Work with data engineering and data processing architectures Familiarity with real-time or streaming systems Design or maintain evaluation pipelines for AI systems Work from ambiguous requirements and shape solutions from scratch Deploy services in cloud environments (Azure, AWS, or GCP) Understand security, privacy, and handling sensitive data Collaborate across product, engineering, and domain teams Experience with speech technologies (ASR, TTS, telephony) is a bonus