Associate AI/ML Engineer
Skills
About the role
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:
Engage in the full software development lifecycle, with a solid focus on coding, testing, and debugging
Write clean, efficient, and maintainable code following best practices
Collaborate closely with team members to design, develop, and deploy new features
Optimize and enhance the performance of existing software applications
Communicate effectively and regularly with management and technical support teams
Participate in Scrum meeting, design reviews, test case reviews, and production support readiness reviews for new releases
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
Builder Responsibilities:
Design, develop, and deploy AI-powered solutions using no-code, low-code, and advanced platforms, translating business needs into scalable applications that enhance products, workflows, and decision-making
Required Qualifications:
B.Tech./MCA (Minimum 16 years of formal education)
3+ years of proven experience as a AI Builder or in a similar technical role
Hands-on experience as a AI/ML/Full Stack Engineer (FSE) with a solid understanding of micro-services
AI/ML Engineering Tech Stack
Python (backend AI systems, async, microservices)
LLM APIs (OpenAI, Azure OpenAI, Anthropic, Gemini)
Prompt Engineering (CoT, ReAct, system prompts)
Agent Development (plan-reason-act-reflect loops)
Agent Frameworks (LangChain, LangGraph, CrewAI, AutoGen)
Multi-agent Orchestration (task routing, planner-executor patterns)
Agent-to-Agent Communication (A2A)
Model Context Protocol (MCP) / tool integration standards
Function Calling / API Orchestration
RAG Pipelines (retrieval + ranking)
Vector Databases (Pinecone, FAISS, Pgvector, Weaviate, Qdrant)
Agent memory (short-term, long-term, contextual)
Workflow orchestration (Temporal, Prefect, Airflow)
Cloud (AWS Bedrock, Azure AI, Vertex AI)
Observability
Telemetry, logging, tracing (OpenTelemetry, LangSmith)
Monitoring KPIs (containment, success rate, latency, escalation)
Responsible AI & Guardrails
AIRB (Bias, Fairness, Complexity, Confusion)
Guardrails implementation (safety, compliance, fallback)
Prompt injection protection
Tool access control & data governance
Architecture & Design
End-to-end agentic architecture design
Multi-agent system design
Reusable frameworks for speed-to-delivery
Risk identification & mitigation
Assumptions & design trade-offs
Integration & Ecosystem
Enterprise integrations (CRM, backend systems, APIs)
Conversational AI platforms (CE, chat systems)
IVR / voice systems (audio codecs, speech flows)
Agent transfer logic (IVR human escalation)
Unification across channels (chat, voice reuse)
Voice-to-Voice (V2V) future readiness
Open questions tracking
Full Stack Engineer (FSE) Tech Stack
Java
SpringBoot
RestAPI
MySQL
Docker
Kubernettes/NoMad
Angular
Solid grasp of core design principles for building scalable and maintainable applications
Demonstrate solid analytical thinking and problem-solving capabilities
Support QA, UAT and release phases of the project via defect analysis, change maintenance
Effective team player with excellent communication and interpersonal skills
Fast learner with a passion for exploring new programming languages and emerging technologies
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.
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