At least two years of experience building and shipping high-quality software Hands-on experience with AI/ML tools, LLMs and API integrations for automation Can quickly build both frontend interfaces and backend services using modern frameworks Act as a high-trust owner of systems that may handle sensitive data or business-critical logic Stay updated on the latest AI models and tools, and apply that knowledge to cross-functional automation projects