4+ years of experience in software engineering, AI/ML engineering, or a similar role with strong engineering fundamentals Experience building or integrating production LLM systems, AI agents, or workflow automation solutions Strong Python skills and solid software engineering principles Familiarity with orchestration and agent frameworks such as LangGraph, OpenAI/Claude Agents SDK, or similar tools Strong understanding of prompting, retrieval, tool use, and orchestration patterns, including their limitations in production Experience with cloud platforms and containerized deployments High ownership, strong problem-solving skills, and comfort working in ambiguous environments BS/MS in Computer Science, Engineering, Data Science, or equivalent practical experience