AI/ML Engineer - Lang Chain, Lang Graph and MCP

Requisition Number: 2347596
Optum is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health optimization on a global scale. Join us to start Caring. Connecting. Growing together.
Primary Responsibilities:

• Design and implement multi-agent AI systems using LangChain, LangGraph, MCP, and advanced memory architectures
• Build Retrieval-Augmented Generation (RAG) pipelines including text chunking, embedding, indexing, and vector retrieval
• Develop and maintain AI agent orchestration frameworks, ensuring reliable tool use, memory updates, and agent to agent communication
• Integrate LLMs with enterprise systems through secure API patterns, prompt orchestration, and contextual memory
• Implement and optimize vector database solutions
• Architect production-reference AI pipelines on Azure using:
  • Azure Foundry (Azure AI Foundry) for model hosting, evaluation, and monitoring
  • Azure AI Search for hybrid retrieval, semantic search, and grounding
  • Azure Container Apps / Azure Kubernetes Service (AKS) for scalable deployment
• Containerize and deploy AI systems using Docker, Azure Container Registry (ACR), and orchestrate using ACA/AKS
• Productionize agentic/RAG solutions with CI/CD, observability, autoscaling, and reliability best practices
• Collaborate with product and data engineering teams to deliver end-to-end AI capabilities
• Comply with the terms and conditions of the employment contract, company policies and procedures, and any and all directives (such as, but not limited to, transfer and/or re-assignment to different work locations, change in teams and/or work shifts, policies in regard to flexibility of work benefits and/or work environment, alternative work arrangements, and other decisions that may arise due to the changing business environment). The Company may adopt, vary or rescind these policies and directives in its absolute discretion and without any limitation (implied or otherwise) on its ability to do so

Required Qualifications:

• B.Tech./MCA/Graduation (15+ years of formal education, Correspondence courses are not relevant)
• 6+ years of total experience
• Experience with RAG architecture, including Vector storage and retrieval, Embedding pipelines, Query routing and relevance tuning
• Solid understanding of AI concepts, including multi-agent systems, Memory architectures, Reasoning & tool driven agents
• Hands-on expertise with: Lang Chain, Lang Graph and MCP (Model Context Protocol)
• Practical knowledge of vector databases and similarity search
• Proficient in Python, AI/ML libraries, and API development

Preferred Qualifications:

• Solid experience with Azure cloud, including:
  • Experience containerizing AI solutions using Docker
  • Azure AI Foundry / Azure OpenAI / Prompt Flow, Azure AI Search, Azure Container Apps, Azure
  • Kubernetes Service (AKS), Azure Container Registry (ACR)
  • Ability to deploy, scale, monitor, and produce AI workloads on cloud infrastructure
  • Familiarity with MLOps, CI/CD pipelines, and model lifecycle management

At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone - of every race, gender, sexuality, age, location and income - deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes - an enterprise priority reflected in our mission.