implement cutting-edge techniques, and leverage external APIs for enhanced functionality. Required qualifications, capabilities, and skills Proven delivery of LLM-enabled applicationsusing agentic patterns, including tool use, orchestration, guardrails, and structured outputs. Hands-on experience building and operating MCP integrationsreliably in production. Hands-on experience on data-driven …/ML workloadsusingdistributed training/serving frameworks (e.g., Ray) and GPU acceleration (e.g., CUDA) environments. Proficiency with modern AI system architectures and patterns, including RAG, agentic RAG, and multi-agent systems. Familiarity with LLM evaluation methodologiesacross quality, safety, and reliability, including guardrails, content filtering, and Responsible AI practices. ...