• 3+ years overall experience in software engineering, AI/ML, automation, technical operations or support technology.
• 2+ years of hands-on Generative AI/LLM application development, with demonstrated production experience.
• Experience in automation, integrations or workflow engineering.
• Strong experience taking AI/automation projects from concept and architecture through production and continuous improvement.
• Strong Python and/or JavaScript/TypeScript.
• LLM APIs and Generative AI application development.
• RAG, embeddings, vector databases and knowledge pipelines.
• AI agents, agentic workflows, tool/function calling and MCP.
• End-to-end AI/LLM pipelines: ingestion → orchestration → model → tools/actions → evaluation → production.
• REST APIs, webhooks, SQL and system integrations.
• LLM evaluation, observability, guardrails, monitoring and cost/latency optimization.
• Production deployment, CI/CD and troubleshooting of AI/automation systems.
• Strong understanding of customer-support workflows and automation opportunities.