Evaluate emerging and established AI tools, agent harnesses, and models on representative NVIDIA engineering workflows, comparing task success, output quality, reliability, latency, cost, and enterprise readiness. Strong understanding of large language models (LLMs), machine learning, and agentic AI, including how models, agent harnesses, context, and tool use affect end-to-end task outcomes.