Hands-on experience building with LLMs (OpenAI, Anthropic, Gemini, open-source), agent frameworks (LangChain, LlamaIndex, CrewAI, or similar), and a strong intuition for prompt engineering, RAG architectures, and the practical limits of AI in production — including how to evaluate tools and models on cost, latency, accuracy, and maintainability tradeoffs.