Hands-on experience vibe coding, stress testing, and deploying AI automations that run in production and that other people depend on (e.g., LLM APIs, agentic workflows, workflow platforms like n8n, Zapier, Make, or Workato, or Python scripting), with specific examples of processes you handed to AI and how you kept them accurate. Partner with Product and Engineering as new features approach release; read requirements, map the scenarios and edge cases that need coverage (by brand, market, MLS rule set, listing status, and seller instruction), and get tests designed before launch rather than after.