Design, develop, and optimize LLM-powered applications and autonomous agents. Build agentic workflows with LangGraph, implement prompt engineering, integrate and evaluate LLMs, develop observability capabilities, maintain MCP servers, and deploy backend services using AWS-native technologies. Collaborate cross-functionally, participate in Agile ceremonies, conduct peer reviews, and contribute to engineering standards for reliable, scalable AI systems.

Implement deep-learning, computer vision, and inverse-procedural modeling algorithms in Python to convert large 2D/3D and geospatial datasets into high-fidelity 3D content. Apply cutting-edge ML and graphics research, deploy and test code on remote Unix machines, manage code with Git, and collaborate with founding leadership to translate product vision into technical milestones.