1+ year production AI experience shipping LLM-powered applications 5+ years experience in building high-throughput, distributed systems Strong SQL skills, particularly analytical patterns Solid React experience building complex, data-intensive UIs Experience with structured output extraction (function calling, JSON mode, tool use) Ability to design and iterate on prompt architectures for complex tasks Understanding of validation patterns between AI outputs and downstream systems Systematic approach to testing non-deterministic systems Fluent English