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Staff Engineer, GenAI
URBN (Urban Outfitters, Anthropologie Group, Free People & Nuuly). Design, build, and optimize image and video generation pipelines (generation, inpainting, upscaling, style transfer, conditioning, post-processing) into production-ready, observable services with attention to cost, latency, and throughput.
Tech Stack
Tools & technologiesCloudDistributed SystemsDockerGraphQLMicroservicesPythonPyTorchTerraform
About the role
Key responsibilities & impact- Design, build, and optimize image and video generation pipelines (generation, inpainting, upscaling, style transfer, conditioning, post-processing) into production-ready, observable services with attention to cost, latency, and throughput.
- Design and develop agentic workflows (ADK, A2A, LangGraph, or similar), MCP servers (FastMCP or similar), and microservices (FastAPI, GraphQL, or similar) to orchestrate and serve generative AI capabilities at scale.
- Develop prompt management systems and structured prompting strategies for consistent visual output, learning on the job how to wrangle prompts for fashion-specific and virtual try-on use cases.
- Engineer consistency mechanisms and quality gates in partnership with data scientists who own evaluation methodology.
- Integrate multimodal and vision-language models into production workflows for image understanding, automated tagging, captioning, and quality pre-screening.
- Collaborate with Product Designers, Product Managers, Data Scientists, and other Engineers to translate brand and business needs into scalable generative AI solutions.
- Evaluate new technologies, models, and vendors through proof-of-concept studies.
- Implement and maintain ML architecture, including pipelines and applications that enable training and inference of generative models in production.
- Champion best practices in full-stack algorithm engineering.
Requirements
What you’ll need- 1+ year of hands-on experience building or operationalizing image generation systems (diffusion models, multimodal pipelines) in a professional applied context.
- Working familiarity with the rapidly evolving landscape of image and video generation models and orchestration patterns.
- Proficient with AI-powered development tools (e.g., Cursor, VS Code Copilot, Claude Code, or Gemini).
- Experience designing agentic workflows or AI orchestration systems using LangGraph, ADK, A2A, CrewAI, or similar.
- Familiarity with MCP (Model Context Protocol) is a strong plus.
- Strong proficiency in Python, with practical experience using PyTorch and/or Hugging Face for model serving, fine-tuning support, and inference optimization.
- Strong background in scalable RESTful APIs, microservices architecture, and high-availability distributed systems.
- Proficiency with Docker, container orchestration, cloud-native services, and cloud-based AI infrastructure.
- Experience with Terraform or similar IaC tooling.
- Dedication to CI/CD pipelines, TDD, and automated code quality standards.
- Excellent communicator who can bridge technical, data science, and creative teams.
- Comfortable with ambiguity and minimal oversight.
- Bachelor's or Master's degree in Computer Science, Engineering, Mathematics, or a related quantitative field, or equivalent practical experience.
Benefits
Comp & perks- medical
- dental
- vision
- PTO
- generous employee discounts
- retirement savings and much more!
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills & Tools
image generation systemsdiffusion modelsmultimodal pipelinesPythonPyTorchHugging FaceRESTful APIsmicroservices architectureDockerTerraform
Soft Skills
excellent communicatorcomfortable with ambiguitycollaborationproblem-solvingadaptability
Certifications
Bachelor's degree in Computer ScienceMaster's degree in Computer ScienceBachelor's degree in EngineeringMaster's degree in EngineeringBachelor's degree in MathematicsMaster's degree in Mathematics