tools, or operational interfaces. Practical experience developing AI-powered applications using TypeScript-based frameworks such as LangChain.js , LangGraph.js , Vercel AI SDK , or equivalent custom LLM/agent frameworks. Solid understanding of autonomous agent architectures, including multi-agent workflows, task planning, orchestration, hierarchical agents, and execution pipelines. Experience designing and building … interaction with complex platforms. Strong understanding of prompt engineering best practices, including structured outputs, tool/function calling, retrieval patterns, and techniques for improving LLM reliability. Experience integrating AI capabilities into user-facing products, particularly where creative workflows or intelligent automation are involved. ...