3+ years of US based Ed Tech experience. 1–3+ years of experience in AI/ML or product-related roles, with direct experience working on LLM systems. Demonstrated expertise designing prompts in production-grade LLM environments (e.g., OpenAI, Claude, etc.). Strong understanding of RAG architecture, evaluation databases, and structured output formats such as JSON. Ability to work in ambiguity, rapidly prototype, and refine based on prompt performance data.